 ==  Epoch: 1 | Training Loss: 0.745164
ACC_train:0.32224532224532226
auc_train:0.4576929756012851
f1_weighted_train:0.30127056139549635
f1_macro_train:0.3197726878361964
 ==  Epoch: 1 | val Loss: 0.701441
ACC_val:0.30578512396694213
auc_val:0.45807978363759294
f1_weighted_val:0.2197953561589925
f1_macro_val:0.27976190476190477
 ==  Epoch: 1 | test Loss: 0.711131
ACC_test:0.30666666666666664
auc_test:0.4265873015873016
f1_weighted_test:0.26577234310375836
f1_macro_test:0.2986872864592699
 ==  Epoch: 2 | Training Loss: 0.707315
ACC_train:0.4864864864864865
auc_train:0.46036294173829984
f1_weighted_train:0.5136984484449562
f1_macro_train:0.447350181647339
 ==  Epoch: 2 | val Loss: 0.696615
ACC_val:0.6446280991735537
auc_val:0.3968897903989182
f1_weighted_val:0.6084416821981145
f1_macro_val:0.48058300888489563
 ==  Epoch: 2 | test Loss: 0.692781
ACC_test:0.6733333333333333
auc_test:0.4708994708994709
f1_weighted_test:0.6274669044516085
f1_macro_test:0.4958501954866589
 ==  Epoch: 3 | Training Loss: 0.704557
ACC_train:0.58004158004158
auc_train:0.45721542068246945
f1_weighted_train:0.5790386259088549
f1_macro_train:0.47021810250817886
 ==  Epoch: 3 | val Loss: 0.690212
ACC_val:0.6363636363636364
auc_val:0.42596348884381335
f1_weighted_val:0.5879545454545454
f1_macro_val:0.4454166666666667
 ==  Epoch: 3 | test Loss: 0.684870
ACC_test:0.7
auc_test:0.5348324514991182
f1_weighted_test:0.6578777693943344
f1_macro_test:0.5370052815693807
 ==  Epoch: 4 | Training Loss: 0.715664
ACC_train:0.5176715176715176
auc_train:0.4275853086741339
f1_weighted_train:0.532838129506683
f1_macro_train:0.4360394598528342
 ==  Epoch: 4 | val Loss: 0.686604
ACC_val:0.6859504132231405
auc_val:0.48850574712643674
f1_weighted_val:0.6193338342098672
f1_macro_val:0.4722222222222222
 ==  Epoch: 4 | test Loss: 0.681938
ACC_test:0.7
auc_test:0.5736331569664903
f1_weighted_test:0.6386641929499072
f1_macro_test:0.4990723562152133
 ==  Epoch: 5 | Training Loss: 0.674235
ACC_train:0.6257796257796258
auc_train:0.553529564990883
f1_weighted_train:0.6320819546625998
f1_macro_train:0.5466066191872643
 ==  Epoch: 5 | val Loss: 0.685455
ACC_val:0.6942148760330579
auc_val:0.5094658553076403
f1_weighted_val:0.6245314599134438
f1_macro_val:0.4768026177398621
 ==  Epoch: 5 | test Loss: 0.680244
ACC_test:0.7
auc_test:0.5945767195767195
f1_weighted_test:0.6386641929499072
f1_macro_test:0.4990723562152133
 ==  Epoch: 6 | Training Loss: 0.679052
ACC_train:0.6278586278586279
auc_train:0.5165190587826691
f1_weighted_train:0.6183593997102664
f1_macro_train:0.5098682150684541
 ==  Epoch: 6 | val Loss: 0.687214
ACC_val:0.7107438016528925
auc_val:0.5226504394861392
f1_weighted_val:0.6114394983574584
f1_macro_val:0.4416611733684904
 ==  Epoch: 6 | test Loss: 0.678596
ACC_test:0.72
auc_test:0.6089065255731922
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 7 | Training Loss: 0.678208
ACC_train:0.6632016632016632
auc_train:0.5119605800121559
f1_weighted_train:0.6380796702637483
f1_macro_train:0.5195693992305416
 ==  Epoch: 7 | val Loss: 0.681370
ACC_val:0.7107438016528925
auc_val:0.566260987153482
f1_weighted_val:0.6238609874973512
f1_macro_val:0.4650751547303271
 ==  Epoch: 7 | test Loss: 0.677185
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.64384
f1_macro_test:0.496
 ==  Epoch: 8 | Training Loss: 0.684833
ACC_train:0.6694386694386695
auc_train:0.5509464270209256
f1_weighted_train:0.6508189002839727
f1_macro_train:0.5416164703766969
 ==  Epoch: 8 | val Loss: 0.678246
ACC_val:0.7024793388429752
auc_val:0.594658553076403
f1_weighted_val:0.6189673512805827
f1_macro_val:0.4608910891089109
 ==  Epoch: 8 | test Loss: 0.676739
ACC_test:0.7266666666666667
auc_test:0.6146384479717814
f1_weighted_test:0.6481047239612977
f1_macro_test:0.49995934628831606
 ==  Epoch: 9 | Training Loss: 0.665565
ACC_train:0.6902286902286903
auc_train:0.5757792827993401
f1_weighted_train:0.6677835631540531
f1_macro_train:0.5595481725941358
 ==  Epoch: 9 | val Loss: 0.678446
ACC_val:0.7024793388429752
auc_val:0.6105476673427991
f1_weighted_val:0.6069134917995035
f1_macro_val:0.4380804953560371
 ==  Epoch: 9 | test Loss: 0.674998
ACC_test:0.72
auc_test:0.6272045855379189
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 10 | Training Loss: 0.667795
ACC_train:0.6694386694386695
auc_train:0.5364027090388122
f1_weighted_train:0.6482205783649378
f1_macro_train:0.5359199499990898
 ==  Epoch: 10 | val Loss: 0.674592
ACC_val:0.71900826446281
auc_val:0.6311697092630155
f1_weighted_val:0.6502990948445494
f1_macro_val:0.5102380952380952
 ==  Epoch: 10 | test Loss: 0.673561
ACC_test:0.7266666666666667
auc_test:0.6410934744268078
f1_weighted_test:0.6390648389538307
f1_macro_test:0.48280211924985283
 ==  Epoch: 11 | Training Loss: 0.654765
ACC_train:0.681912681912682
auc_train:0.5927541894590604
f1_weighted_train:0.661495273520978
f1_macro_train:0.5534324047161053
 ==  Epoch: 11 | val Loss: 0.677730
ACC_val:0.7272727272727273
auc_val:0.6288032454361054
f1_weighted_val:0.6557897872058776
f1_macro_val:0.5154714233709501
 ==  Epoch: 11 | test Loss: 0.672195
ACC_test:0.72
auc_test:0.6532186948853616
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 12 | Training Loss: 0.653452
ACC_train:0.7047817047817048
auc_train:0.6108361552487627
f1_weighted_train:0.6788099216778463
f1_macro_train:0.5704276729559749
 ==  Epoch: 12 | val Loss: 0.674013
ACC_val:0.6859504132231405
auc_val:0.6565246788370521
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 12 | test Loss: 0.671256
ACC_test:0.6866666666666666
auc_test:0.652336860670194
f1_weighted_test:0.6298635477582847
f1_macro_test:0.49101147931557293
 ==  Epoch: 13 | Training Loss: 0.660477
ACC_train:0.6507276507276507
auc_train:0.5893244768602935
f1_weighted_train:0.6423396889400433
f1_macro_train:0.5412181496116638
 ==  Epoch: 13 | val Loss: 0.672836
ACC_val:0.6528925619834711
auc_val:0.6565246788370519
f1_weighted_val:0.6208213664693355
f1_macro_val:0.4994089834515366
 ==  Epoch: 13 | test Loss: 0.670820
ACC_test:0.68
auc_test:0.6518959435626102
f1_weighted_test:0.6577391304347826
f1_macro_test:0.5527950310559007
 ==  Epoch: 14 | Training Loss: 0.644798
ACC_train:0.6923076923076923
auc_train:0.6523400191021967
f1_weighted_train:0.688423725391562
f1_macro_train:0.6041416433115352
 ==  Epoch: 14 | val Loss: 0.669412
ACC_val:0.6694214876033058
auc_val:0.6741041244083841
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 14 | test Loss: 0.670804
ACC_test:0.6866666666666666
auc_test:0.6391093474426808
f1_weighted_test:0.6773420301671421
f1_macro_test:0.5894240288859123
 ==  Epoch: 15 | Training Loss: 0.652157
ACC_train:0.681912681912682
auc_train:0.5895849613614657
f1_weighted_train:0.6774652723018454
f1_macro_train:0.5897300099789827
 ==  Epoch: 15 | val Loss: 0.670161
ACC_val:0.6446280991735537
auc_val:0.6663286004056794
f1_weighted_val:0.6429914183509842
f1_macro_val:0.5562473347547974
 ==  Epoch: 15 | test Loss: 0.670466
ACC_test:0.6733333333333333
auc_test:0.6441798941798942
f1_weighted_test:0.666691104874277
f1_macro_test:0.5790136892147317
 ==  Epoch: 16 | Training Loss: 0.645119
ACC_train:0.6735966735966736
auc_train:0.6226882000520969
f1_weighted_train:0.6821721139787726
f1_macro_train:0.6132509820189387
 ==  Epoch: 16 | val Loss: 0.669220
ACC_val:0.6776859504132231
auc_val:0.6700473292765382
f1_weighted_val:0.6839561434829181
f1_macro_val:0.6174920969441517
 ==  Epoch: 16 | test Loss: 0.671092
ACC_test:0.66
auc_test:0.6406525573192239
f1_weighted_test:0.6612093023255814
f1_macro_test:0.5813953488372093
 ==  Epoch: 17 | Training Loss: 0.656675
ACC_train:0.5862785862785863
auc_train:0.6118129721281584
f1_weighted_train:0.6042500747278996
f1_macro_train:0.5333443839369726
 ==  Epoch: 17 | val Loss: 0.666984
ACC_val:0.6363636363636364
auc_val:0.6683569979716024
f1_weighted_val:0.6501683501683501
f1_macro_val:0.5891975308641975
 ==  Epoch: 17 | test Loss: 0.671307
ACC_test:0.62
auc_test:0.6391093474426808
f1_weighted_test:0.6367236705928738
f1_macro_test:0.5786309201123652
 ==  Epoch: 18 | Training Loss: 0.651906
ACC_train:0.6444906444906445
auc_train:0.6294173829990449
f1_weighted_train:0.6572927779305503
f1_macro_train:0.5895351448461712
 ==  Epoch: 18 | val Loss: 0.669212
ACC_val:0.6446280991735537
auc_val:0.6524678837052063
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 18 | test Loss: 0.669891
ACC_test:0.6333333333333333
auc_test:0.6435185185185185
f1_weighted_test:0.649470208466808
f1_macro_test:0.5934158001084224
 ==  Epoch: 19 | Training Loss: 0.643241
ACC_train:0.6673596673596673
auc_train:0.6431362333941131
f1_weighted_train:0.6758361241119861
f1_macro_train:0.6050903119868637
 ==  Epoch: 19 | val Loss: 0.672245
ACC_val:0.6446280991735537
auc_val:0.6406355645706558
f1_weighted_val:0.646176171456621
f1_macro_val:0.5641283404540505
 ==  Epoch: 19 | test Loss: 0.669659
ACC_test:0.6666666666666666
auc_test:0.6510141093474426
f1_weighted_test:0.6666666666666667
f1_macro_test:0.5866402116402116
 ==  Epoch: 20 | Training Loss: 0.648794
ACC_train:0.6798336798336798
auc_train:0.6418338108882521
f1_weighted_train:0.6826859714327744
f1_macro_train:0.6053175618073316
 ==  Epoch: 20 | val Loss: 0.668019
ACC_val:0.6528925619834711
auc_val:0.649763353617309
f1_weighted_val:0.6558331731693252
f1_macro_val:0.577906976744186
 ==  Epoch: 20 | test Loss: 0.668624
ACC_test:0.6666666666666666
auc_test:0.6448412698412698
f1_weighted_test:0.6666666666666667
f1_macro_test:0.5866402116402116
 ==  Epoch: 21 | Training Loss: 0.637859
ACC_train:0.6902286902286903
auc_train:0.6441781713988017
f1_weighted_train:0.6891112440819755
f1_macro_train:0.6082826394696138
 ==  Epoch: 21 | val Loss: 0.668225
ACC_val:0.6446280991735537
auc_val:0.6494252873563219
f1_weighted_val:0.6429914183509842
f1_macro_val:0.5562473347547974
 ==  Epoch: 21 | test Loss: 0.668356
ACC_test:0.6666666666666666
auc_test:0.6470458553791887
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 22 | Training Loss: 0.645753
ACC_train:0.6403326403326404
auc_train:0.647738126248155
f1_weighted_train:0.6508723297888037
f1_macro_train:0.5770945035956597
 ==  Epoch: 22 | val Loss: 0.664423
ACC_val:0.6528925619834711
auc_val:0.6541582150101419
f1_weighted_val:0.6645604949374351
f1_macro_val:0.6027204502814258
 ==  Epoch: 22 | test Loss: 0.668649
ACC_test:0.6533333333333333
auc_test:0.6413139329805997
f1_weighted_test:0.6648039215686276
f1_macro_test:0.6017156862745099
 ==  Epoch: 23 | Training Loss: 0.644395
ACC_train:0.659043659043659
auc_train:0.6388816532083007
f1_weighted_train:0.6654125869394957
f1_macro_train:0.5886316228619107
 ==  Epoch: 23 | val Loss: 0.665073
ACC_val:0.6611570247933884
auc_val:0.6531440162271805
f1_weighted_val:0.6677487662256318
f1_macro_val:0.5978763070438518
 ==  Epoch: 23 | test Loss: 0.668330
ACC_test:0.66
auc_test:0.6437389770723103
f1_weighted_test:0.6634677027683342
f1_macro_test:0.5871782418649831
 ==  Epoch: 24 | Training Loss: 0.626124
ACC_train:0.6777546777546778
auc_train:0.6662542328731441
f1_weighted_train:0.6862208768580241
f1_macro_train:0.6181777211015
 ==  Epoch: 24 | val Loss: 0.668020
ACC_val:0.6528925619834711
auc_val:0.6470588235294117
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 24 | test Loss: 0.669184
ACC_test:0.6666666666666666
auc_test:0.644620811287478
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 25 | Training Loss: 0.637505
ACC_train:0.6715176715176715
auc_train:0.6650386385343405
f1_weighted_train:0.6809008738007881
f1_macro_train:0.6130290439529105
 ==  Epoch: 25 | val Loss: 0.665898
ACC_val:0.6363636363636364
auc_val:0.6534820824881676
f1_weighted_val:0.6467400703291635
f1_macro_val:0.5779961953075459
 ==  Epoch: 25 | test Loss: 0.669927
ACC_test:0.6466666666666666
auc_test:0.6404320987654321
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 26 | Training Loss: 0.636148
ACC_train:0.6652806652806653
auc_train:0.6591560302162021
f1_weighted_train:0.6755711176763808
f1_macro_train:0.6079035973772816
 ==  Epoch: 26 | val Loss: 0.668386
ACC_val:0.6363636363636364
auc_val:0.6504394861392833
f1_weighted_val:0.6467400703291635
f1_macro_val:0.5779961953075459
 ==  Epoch: 26 | test Loss: 0.671347
ACC_test:0.66
auc_test:0.6364638447971782
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 27 | Training Loss: 0.627946
ACC_train:0.6673596673596673
auc_train:0.6698358947642615
f1_weighted_train:0.6758361241119861
f1_macro_train:0.6050903119868637
 ==  Epoch: 27 | val Loss: 0.663341
ACC_val:0.6198347107438017
auc_val:0.6490872210953347
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 27 | test Loss: 0.670217
ACC_test:0.6333333333333333
auc_test:0.636904761904762
f1_weighted_test:0.6461632217764459
f1_macro_test:0.5810268650652581
 ==  Epoch: 28 | Training Loss: 0.642805
ACC_train:0.6382536382536382
auc_train:0.6695102891377963
f1_weighted_train:0.6552874747842818
f1_macro_train:0.5975321227975687
 ==  Epoch: 28 | val Loss: 0.660588
ACC_val:0.6198347107438017
auc_val:0.6558485463150777
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 28 | test Loss: 0.671487
ACC_test:0.62
auc_test:0.6349206349206349
f1_weighted_test:0.6375384615384615
f1_macro_test:0.5824175824175823
 ==  Epoch: 29 | Training Loss: 0.640608
ACC_train:0.6652806652806653
auc_train:0.6433533038117565
f1_weighted_train:0.6724210668547138
f1_macro_train:0.5986369172562129
 ==  Epoch: 29 | val Loss: 0.665110
ACC_val:0.6363636363636364
auc_val:0.6605814739688979
f1_weighted_val:0.6446121446121446
f1_macro_val:0.5717503217503217
 ==  Epoch: 29 | test Loss: 0.671610
ACC_test:0.6666666666666666
auc_test:0.6353615520282188
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 30 | Training Loss: 0.639600
ACC_train:0.6881496881496881
auc_train:0.6440045150646869
f1_weighted_train:0.6902627393956874
f1_macro_train:0.6138407193320489
 ==  Epoch: 30 | val Loss: 0.664407
ACC_val:0.6446280991735537
auc_val:0.6683569979716025
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 30 | test Loss: 0.671599
ACC_test:0.6666666666666666
auc_test:0.6353615520282188
f1_weighted_test:0.6666666666666667
f1_macro_test:0.5866402116402116
 ==  Epoch: 31 | Training Loss: 0.640694
ACC_train:0.6611226611226612
auc_train:0.6316315012590085
f1_weighted_train:0.6658590320557698
f1_macro_train:0.5867980710954175
 ==  Epoch: 31 | val Loss: 0.663941
ACC_val:0.628099173553719
auc_val:0.6710615280594997
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 31 | test Loss: 0.671393
ACC_test:0.6733333333333333
auc_test:0.6320546737213404
f1_weighted_test:0.6721181500194324
f1_macro_test:0.591916051301982
 ==  Epoch: 32 | Training Loss: 0.638742
ACC_train:0.656964656964657
auc_train:0.6287878787878788
f1_weighted_train:0.6557272166008453
f1_macro_train:0.5662190302851426
 ==  Epoch: 32 | val Loss: 0.667119
ACC_val:0.6363636363636364
auc_val:0.6673427991886409
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 32 | test Loss: 0.672226
ACC_test:0.6733333333333333
auc_test:0.6324955908289243
f1_weighted_test:0.6695213935396583
f1_macro_test:0.5856587180788094
 ==  Epoch: 33 | Training Loss: 0.645515
ACC_train:0.6632016632016632
auc_train:0.6554658331162628
f1_weighted_train:0.6682354302573917
f1_macro_train:0.5902120408936009
 ==  Epoch: 33 | val Loss: 0.661592
ACC_val:0.6363636363636364
auc_val:0.6690331304935767
f1_weighted_val:0.6467400703291635
f1_macro_val:0.5779961953075459
 ==  Epoch: 33 | test Loss: 0.672115
ACC_test:0.6466666666666666
auc_test:0.6305114638447972
f1_weighted_test:0.6590300137118481
f1_macro_test:0.596262251790158
 ==  Epoch: 34 | Training Loss: 0.636157
ACC_train:0.6403326403326404
auc_train:0.6450247460276114
f1_weighted_train:0.6545266935267973
f1_macro_train:0.588992447928243
 ==  Epoch: 34 | val Loss: 0.662754
ACC_val:0.6446280991735537
auc_val:0.6730899256254226
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 34 | test Loss: 0.671956
ACC_test:0.66
auc_test:0.6309523809523809
f1_weighted_test:0.6705622593068036
f1_macro_test:0.607188703465982
 ==  Epoch: 35 | Training Loss: 0.625972
ACC_train:0.6735966735966736
auc_train:0.6907397759833289
f1_weighted_train:0.6821721139787726
f1_macro_train:0.6132509820189387
 ==  Epoch: 35 | val Loss: 0.662297
ACC_val:0.6528925619834711
auc_val:0.6747802569303585
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 35 | test Loss: 0.671000
ACC_test:0.6666666666666666
auc_test:0.6353615520282188
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 36 | Training Loss: 0.634406
ACC_train:0.6673596673596673
auc_train:0.6825562212381696
f1_weighted_train:0.6795393782481302
f1_macro_train:0.6166108719910729
 ==  Epoch: 36 | val Loss: 0.663819
ACC_val:0.6528925619834711
auc_val:0.674104124408384
f1_weighted_val:0.6584508183438664
f1_macro_val:0.5848039215686274
 ==  Epoch: 36 | test Loss: 0.671793
ACC_test:0.6666666666666666
auc_test:0.6347001763668431
f1_weighted_test:0.6730158730158728
f1_macro_test:0.6031746031746031
 ==  Epoch: 37 | Training Loss: 0.623680
ACC_train:0.7130977130977131
auc_train:0.7015498827819744
f1_weighted_train:0.7173857368859262
f1_macro_train:0.650921368168623
 ==  Epoch: 37 | val Loss: 0.660720
ACC_val:0.628099173553719
auc_val:0.676470588235294
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 37 | test Loss: 0.672934
ACC_test:0.6266666666666667
auc_test:0.6272045855379188
f1_weighted_test:0.642638146167558
f1_macro_test:0.58407605466429
 ==  Epoch: 38 | Training Loss: 0.620064
ACC_train:0.6860706860706861
auc_train:0.687809325345142
f1_weighted_train:0.6943184026165267
f1_macro_train:0.6280311992666227
 ==  Epoch: 38 | val Loss: 0.665998
ACC_val:0.6446280991735537
auc_val:0.6734279918864097
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 38 | test Loss: 0.674609
ACC_test:0.6666666666666666
auc_test:0.6280864197530864
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 39 | Training Loss: 0.627775
ACC_train:0.7047817047817048
auc_train:0.6770209255882609
f1_weighted_train:0.7102962643012706
f1_macro_train:0.6438151856487276
 ==  Epoch: 39 | val Loss: 0.662789
ACC_val:0.6033057851239669
auc_val:0.6734279918864097
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 39 | test Loss: 0.674894
ACC_test:0.6066666666666667
auc_test:0.6181657848324515
f1_weighted_test:0.6248205128205128
f1_macro_test:0.5677655677655677
 ==  Epoch: 40 | Training Loss: 0.623734
ACC_train:0.659043659043659
auc_train:0.6867673873404533
f1_weighted_train:0.6745812607881573
f1_macro_train:0.6183869344788885
 ==  Epoch: 40 | val Loss: 0.658108
ACC_val:0.628099173553719
auc_val:0.6700473292765382
f1_weighted_val:0.6459151122918946
f1_macro_val:0.5962180200222469
 ==  Epoch: 40 | test Loss: 0.674306
ACC_test:0.5733333333333334
auc_test:0.6177248677248677
f1_weighted_test:0.5950650820599886
f1_macro_test:0.5472552348613469
 ==  Epoch: 41 | Training Loss: 0.621334
ACC_train:0.6382536382536382
auc_train:0.6992923504384823
f1_weighted_train:0.6557771328855667
f1_macro_train:0.5998565691336777
 ==  Epoch: 41 | val Loss: 0.662149
ACC_val:0.6198347107438017
auc_val:0.6690331304935768
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 41 | test Loss: 0.674276
ACC_test:0.6533333333333333
auc_test:0.6201499118165785
f1_weighted_test:0.6648039215686276
f1_macro_test:0.6017156862745099
 ==  Epoch: 42 | Training Loss: 0.616517
ACC_train:0.6756756756756757
auc_train:0.6988365025614309
f1_weighted_train:0.6834148688748095
f1_macro_train:0.6134396636993076
 ==  Epoch: 42 | val Loss: 0.661856
ACC_val:0.6115702479338843
auc_val:0.6656524678837051
f1_weighted_val:0.623677149296984
f1_macro_val:0.5523809523809524
 ==  Epoch: 42 | test Loss: 0.674415
ACC_test:0.66
auc_test:0.6208112874779542
f1_weighted_test:0.6705622593068036
f1_macro_test:0.607188703465982
 ==  Epoch: 43 | Training Loss: 0.609566
ACC_train:0.7130977130977131
auc_train:0.7385386819484241
f1_weighted_train:0.7179294985746598
f1_macro_train:0.6523984080435693
 ==  Epoch: 43 | val Loss: 0.661185
ACC_val:0.6198347107438017
auc_val:0.6673427991886409
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 43 | test Loss: 0.674324
ACC_test:0.6466666666666666
auc_test:0.6234567901234568
f1_weighted_test:0.6560822814399252
f1_macro_test:0.5870344397693625
 ==  Epoch: 44 | Training Loss: 0.624403
ACC_train:0.6860706860706861
auc_train:0.7069983502648259
f1_weighted_train:0.6952700681971641
f1_macro_train:0.6308743933118187
 ==  Epoch: 44 | val Loss: 0.660150
ACC_val:0.628099173553719
auc_val:0.6690331304935767
f1_weighted_val:0.6376602167565695
f1_macro_val:0.5652694610778444
 ==  Epoch: 44 | test Loss: 0.674227
ACC_test:0.66
auc_test:0.6256613756613756
f1_weighted_test:0.6690603085553998
f1_macro_test:0.6026180458158018
 ==  Epoch: 45 | Training Loss: 0.625425
ACC_train:0.6860706860706861
auc_train:0.6908483111921506
f1_weighted_train:0.6943184026165267
f1_macro_train:0.6280311992666227
 ==  Epoch: 45 | val Loss: 0.660978
ACC_val:0.6611570247933884
auc_val:0.6720757268424611
f1_weighted_val:0.6653433723991039
f1_macro_val:0.5913845646981304
 ==  Epoch: 45 | test Loss: 0.673917
ACC_test:0.66
auc_test:0.6305114638447972
f1_weighted_test:0.6634677027683342
f1_macro_test:0.5871782418649831
 ==  Epoch: 46 | Training Loss: 0.618264
ACC_train:0.6902286902286903
auc_train:0.6919119562386038
f1_weighted_train:0.6968368879587102
f1_macro_train:0.6285521780818368
 ==  Epoch: 46 | val Loss: 0.661151
ACC_val:0.6528925619834711
auc_val:0.6754563894523327
f1_weighted_val:0.6584508183438664
f1_macro_val:0.5848039215686274
 ==  Epoch: 46 | test Loss: 0.673626
ACC_test:0.66
auc_test:0.6302910052910053
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 47 | Training Loss: 0.635929
ACC_train:0.6340956340956341
auc_train:0.6564643570374229
f1_weighted_train:0.6491114665212331
f1_macro_train:0.583942753794134
 ==  Epoch: 47 | val Loss: 0.658577
ACC_val:0.6198347107438017
auc_val:0.6764705882352942
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 47 | test Loss: 0.673364
ACC_test:0.6266666666666667
auc_test:0.6285273368606702
f1_weighted_test:0.642638146167558
f1_macro_test:0.58407605466429
 ==  Epoch: 48 | Training Loss: 0.616155
ACC_train:0.6673596673596673
auc_train:0.7050013024225059
f1_weighted_train:0.6816566135680163
f1_macro_train:0.6242040704715028
 ==  Epoch: 48 | val Loss: 0.659337
ACC_val:0.628099173553719
auc_val:0.6734279918864098
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 48 | test Loss: 0.675214
ACC_test:0.6333333333333333
auc_test:0.6300705467372134
f1_weighted_test:0.6485297776008756
f1_macro_test:0.5895318175033584
 ==  Epoch: 49 | Training Loss: 0.621302
ACC_train:0.659043659043659
auc_train:0.6790396804723453
f1_weighted_train:0.6687831854641092
f1_macro_train:0.5983339443561856
 ==  Epoch: 49 | val Loss: 0.662014
ACC_val:0.6528925619834711
auc_val:0.6730899256254226
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 49 | test Loss: 0.676391
ACC_test:0.66
auc_test:0.6338183421516754
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 50 | Training Loss: 0.612889
ACC_train:0.6777546777546778
auc_train:0.6899800295215769
f1_weighted_train:0.6889579061035965
f1_macro_train:0.6266219945211516
 ==  Epoch: 50 | val Loss: 0.658177
ACC_val:0.6363636363636364
auc_val:0.6768086544962812
f1_weighted_val:0.6501683501683501
f1_macro_val:0.5891975308641975
 ==  Epoch: 50 | test Loss: 0.675806
ACC_test:0.62
auc_test:0.6294091710758377
f1_weighted_test:0.6367236705928738
f1_macro_test:0.5786309201123652
 ==  Epoch: 51 | Training Loss: 0.615520
ACC_train:0.6652806652806653
auc_train:0.6875271338022053
f1_weighted_train:0.6745905201039195
f1_macro_train:0.6049271236678451
 ==  Epoch: 51 | val Loss: 0.661596
ACC_val:0.6528925619834711
auc_val:0.6757944557133199
f1_weighted_val:0.6584508183438664
f1_macro_val:0.5848039215686274
 ==  Epoch: 51 | test Loss: 0.677220
ACC_test:0.6733333333333333
auc_test:0.6296296296296297
f1_weighted_test:0.680426941479573
f1_macro_test:0.6135443503864556
 ==  Epoch: 52 | Training Loss: 0.606913
ACC_train:0.7172557172557172
auc_train:0.7336545975514457
f1_weighted_train:0.7235296288550727
f1_macro_train:0.6616460462614309
 ==  Epoch: 52 | val Loss: 0.657620
ACC_val:0.6198347107438017
auc_val:0.6720757268424611
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 52 | test Loss: 0.678034
ACC_test:0.6533333333333333
auc_test:0.623015873015873
f1_weighted_test:0.6633588101631894
f1_macro_test:0.5971906630861392
 ==  Epoch: 53 | Training Loss: 0.613249
ACC_train:0.6943866943866944
auc_train:0.7181123556481723
f1_weighted_train:0.7014257784989493
f1_macro_train:0.6350135501355013
 ==  Epoch: 53 | val Loss: 0.658199
ACC_val:0.6198347107438017
auc_val:0.6680189317106152
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 53 | test Loss: 0.678562
ACC_test:0.66
auc_test:0.6190476190476191
f1_weighted_test:0.6690603085553998
f1_macro_test:0.6026180458158018
 ==  Epoch: 54 | Training Loss: 0.615488
ACC_train:0.6943866943866944
auc_train:0.721086220369888
f1_weighted_train:0.7019289385701207
f1_macro_train:0.6364622590579803
 ==  Epoch: 54 | val Loss: 0.657103
ACC_val:0.5950413223140496
auc_val:0.6707234617985125
f1_weighted_val:0.6125321494930289
f1_macro_val:0.5507312267939684
 ==  Epoch: 54 | test Loss: 0.679341
ACC_test:0.6333333333333333
auc_test:0.6150793650793651
f1_weighted_test:0.6474295190713103
f1_macro_test:0.5854063018242124
 ==  Epoch: 55 | Training Loss: 0.610328
ACC_train:0.6964656964656964
auc_train:0.7185682035252235
f1_weighted_train:0.7068241167578915
f1_macro_train:0.6476720850893036
 ==  Epoch: 55 | val Loss: 0.656632
ACC_val:0.6033057851239669
auc_val:0.6713995943204868
f1_weighted_val:0.6210004035090341
f1_macro_val:0.5623869801084991
 ==  Epoch: 55 | test Loss: 0.679614
ACC_test:0.62
auc_test:0.6150793650793651
f1_weighted_test:0.6367236705928738
f1_macro_test:0.5786309201123652
 ==  Epoch: 56 | Training Loss: 0.612354
ACC_train:0.6673596673596673
auc_train:0.7069115220977686
f1_weighted_train:0.6803051891118386
f1_macro_train:0.6192360973679003
 ==  Epoch: 56 | val Loss: 0.654969
ACC_val:0.628099173553719
auc_val:0.6700473292765381
f1_weighted_val:0.6459151122918946
f1_macro_val:0.5962180200222469
 ==  Epoch: 56 | test Loss: 0.679836
ACC_test:0.58
auc_test:0.6122134038800706
f1_weighted_test:0.6006782266199144
f1_macro_test:0.5460877083433402
 ==  Epoch: 57 | Training Loss: 0.605038
ACC_train:0.6860706860706861
auc_train:0.731114873665017
f1_weighted_train:0.6984597151592277
f1_macro_train:0.6412593042610676
 ==  Epoch: 57 | val Loss: 0.659200
ACC_val:0.6115702479338843
auc_val:0.6768086544962812
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 57 | test Loss: 0.680457
ACC_test:0.6466666666666666
auc_test:0.6168430335097002
f1_weighted_test:0.6590300137118481
f1_macro_test:0.596262251790158
 ==  Epoch: 58 | Training Loss: 0.604174
ACC_train:0.7151767151767152
auc_train:0.7221498654163411
f1_weighted_train:0.7226597427712858
f1_macro_train:0.6625183728445516
 ==  Epoch: 58 | val Loss: 0.654606
ACC_val:0.6033057851239669
auc_val:0.6737660581473969
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 58 | test Loss: 0.678779
ACC_test:0.62
auc_test:0.6164021164021164
f1_weighted_test:0.6357490422409076
f1_macro_test:0.5746057017762078
 ==  Epoch: 59 | Training Loss: 0.605052
ACC_train:0.6756756756756757
auc_train:0.7139011895458887
f1_weighted_train:0.6879317062803302
f1_macro_train:0.6274871917073752
 ==  Epoch: 59 | val Loss: 0.654962
ACC_val:0.6033057851239669
auc_val:0.6744421906693712
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 59 | test Loss: 0.679267
ACC_test:0.62
auc_test:0.617283950617284
f1_weighted_test:0.6357490422409076
f1_macro_test:0.5746057017762078
 ==  Epoch: 60 | Training Loss: 0.607770
ACC_train:0.6777546777546778
auc_train:0.7171572458105409
f1_weighted_train:0.6908134680918565
f1_macro_train:0.6329816823129217
 ==  Epoch: 60 | val Loss: 0.655595
ACC_val:0.6033057851239669
auc_val:0.6700473292765382
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 60 | test Loss: 0.679727
ACC_test:0.62
auc_test:0.6186067019400353
f1_weighted_test:0.6357490422409076
f1_macro_test:0.5746057017762078
 ==  Epoch: 61 | Training Loss: 0.610528
ACC_train:0.683991683991684
auc_train:0.7132065642094296
f1_weighted_train:0.6969599029047012
f1_macro_train:0.6406778328222065
 ==  Epoch: 61 | val Loss: 0.652218
ACC_val:0.6033057851239669
auc_val:0.6676808654496281
f1_weighted_val:0.6210004035090341
f1_macro_val:0.5623869801084991
 ==  Epoch: 61 | test Loss: 0.679745
ACC_test:0.6066666666666667
auc_test:0.6141975308641976
f1_weighted_test:0.6248205128205128
f1_macro_test:0.5677655677655677
 ==  Epoch: 62 | Training Loss: 0.609112
ACC_train:0.6632016632016632
auc_train:0.7145958148823478
f1_weighted_train:0.6773575677443685
f1_macro_train:0.6182838891719246
 ==  Epoch: 62 | val Loss: 0.656390
ACC_val:0.6115702479338843
auc_val:0.6744421906693712
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 62 | test Loss: 0.679982
ACC_test:0.6533333333333333
auc_test:0.6194885361552028
f1_weighted_test:0.6648039215686276
f1_macro_test:0.6017156862745099
 ==  Epoch: 63 | Training Loss: 0.606180
ACC_train:0.6881496881496881
auc_train:0.7208040288269515
f1_weighted_train:0.6991874231515889
f1_macro_train:0.6393077107662773
 ==  Epoch: 63 | val Loss: 0.652902
ACC_val:0.6033057851239669
auc_val:0.6720757268424611
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 63 | test Loss: 0.679893
ACC_test:0.6
auc_test:0.6166225749559082
f1_weighted_test:0.6180533751962325
f1_macro_test:0.5584772370486657
 ==  Epoch: 64 | Training Loss: 0.613013
ACC_train:0.6756756756756757
auc_train:0.7023747503690196
f1_weighted_train:0.6889851635074564
f1_macro_train:0.6312219863175277
 ==  Epoch: 64 | val Loss: 0.656560
ACC_val:0.6115702479338843
auc_val:0.6730899256254226
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 64 | test Loss: 0.680767
ACC_test:0.64
auc_test:0.6188271604938271
f1_weighted_test:0.6532390381895333
f1_macro_test:0.5908264295817337
 ==  Epoch: 65 | Training Loss: 0.609117
ACC_train:0.7089397089397089
auc_train:0.7045671615872189
f1_weighted_train:0.717253938810825
f1_macro_train:0.6571143427430852
 ==  Epoch: 65 | val Loss: 0.656938
ACC_val:0.5950413223140496
auc_val:0.6686950642325896
f1_weighted_val:0.6095703981151608
f1_macro_val:0.5395666692552613
 ==  Epoch: 65 | test Loss: 0.680281
ACC_test:0.6533333333333333
auc_test:0.6216931216931217
f1_weighted_test:0.6648039215686276
f1_macro_test:0.6017156862745099
 ==  Epoch: 66 | Training Loss: 0.634700
ACC_train:0.6715176715176715
auc_train:0.6985543110184944
f1_weighted_train:0.6831440857196736
f1_macro_train:0.6200707886738122
 ==  Epoch: 66 | val Loss: 0.653005
ACC_val:0.6115702479338843
auc_val:0.671737660581474
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 66 | test Loss: 0.679787
ACC_test:0.62
auc_test:0.6221340388007055
f1_weighted_test:0.6357490422409076
f1_macro_test:0.5746057017762078
 ==  Epoch: 67 | Training Loss: 0.599333
ACC_train:0.7110187110187111
auc_train:0.7322870539202917
f1_weighted_train:0.719056411766738
f1_macro_train:0.658912237203916
 ==  Epoch: 67 | val Loss: 0.657570
ACC_val:0.628099173553719
auc_val:0.6710615280594997
f1_weighted_val:0.6376602167565695
f1_macro_val:0.5652694610778444
 ==  Epoch: 67 | test Loss: 0.679130
ACC_test:0.6733333333333333
auc_test:0.6272045855379188
f1_weighted_test:0.680426941479573
f1_macro_test:0.6135443503864556
 ==  Epoch: 68 | Training Loss: 0.605258
ACC_train:0.7255717255717256
auc_train:0.732243639836763
f1_weighted_train:0.73069793582935
f1_macro_train:0.6688986232790989
 ==  Epoch: 68 | val Loss: 0.654702
ACC_val:0.628099173553719
auc_val:0.6747802569303584
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 68 | test Loss: 0.678851
ACC_test:0.66
auc_test:0.6258818342151675
f1_weighted_test:0.6690603085553998
f1_macro_test:0.6026180458158018
 ==  Epoch: 69 | Training Loss: 0.599084
ACC_train:0.7047817047817048
auc_train:0.7328514370061647
f1_weighted_train:0.714467718939018
f1_macro_train:0.6560825780463242
 ==  Epoch: 69 | val Loss: 0.654390
ACC_val:0.6198347107438017
auc_val:0.6771467207572683
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 69 | test Loss: 0.679126
ACC_test:0.6733333333333333
auc_test:0.6247795414462081
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 70 | Training Loss: 0.612820
ACC_train:0.6985446985446986
auc_train:0.6890249196839455
f1_weighted_train:0.704446512395221
f1_macro_train:0.6370415857866224
 ==  Epoch: 70 | val Loss: 0.653587
ACC_val:0.6446280991735537
auc_val:0.6754563894523327
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 70 | test Loss: 0.679944
ACC_test:0.6666666666666666
auc_test:0.6216931216931217
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 71 | Training Loss: 0.605736
ACC_train:0.6860706860706861
auc_train:0.7299209863679779
f1_weighted_train:0.6938181613883553
f1_macro_train:0.6265700756309867
 ==  Epoch: 71 | val Loss: 0.651409
ACC_val:0.6033057851239669
auc_val:0.6757944557133199
f1_weighted_val:0.616640565642783
f1_macro_val:0.5459662288930582
 ==  Epoch: 71 | test Loss: 0.680971
ACC_test:0.66
auc_test:0.6186067019400353
f1_weighted_test:0.6705622593068036
f1_macro_test:0.607188703465982
 ==  Epoch: 72 | Training Loss: 0.595464
ACC_train:0.7089397089397089
auc_train:0.7379308847790224
f1_weighted_train:0.717253938810825
f1_macro_train:0.6571143427430852
 ==  Epoch: 72 | val Loss: 0.656293
ACC_val:0.6198347107438017
auc_val:0.6747802569303584
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 72 | test Loss: 0.682557
ACC_test:0.6533333333333333
auc_test:0.6245590828924162
f1_weighted_test:0.6617391304347827
f1_macro_test:0.5923913043478262
 ==  Epoch: 73 | Training Loss: 0.596403
ACC_train:0.7297297297297297
auc_train:0.7429669184683512
f1_weighted_train:0.734778270134966
f1_macro_train:0.6739153108051731
 ==  Epoch: 73 | val Loss: 0.657586
ACC_val:0.6198347107438017
auc_val:0.6754563894523327
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 73 | test Loss: 0.683385
ACC_test:0.6666666666666666
auc_test:0.626984126984127
f1_weighted_test:0.6730158730158728
f1_macro_test:0.6031746031746031
 ==  Epoch: 74 | Training Loss: 0.601698
ACC_train:0.7068607068607069
auc_train:0.7073239558912912
f1_weighted_train:0.7120690491910332
f1_macro_train:0.6455860912098075
 ==  Epoch: 74 | val Loss: 0.650597
ACC_val:0.6115702479338843
auc_val:0.6771467207572683
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 74 | test Loss: 0.681358
ACC_test:0.6466666666666666
auc_test:0.6254409171075838
f1_weighted_test:0.6590300137118481
f1_macro_test:0.596262251790158
 ==  Epoch: 75 | Training Loss: 0.597995
ACC_train:0.6860706860706861
auc_train:0.724950073803942
f1_weighted_train:0.6981127567220133
f1_macro_train:0.6400432160256124
 ==  Epoch: 75 | val Loss: 0.648992
ACC_val:0.6115702479338843
auc_val:0.6768086544962812
f1_weighted_val:0.628347163799436
f1_macro_val:0.5690687277411532
 ==  Epoch: 75 | test Loss: 0.681539
ACC_test:0.6266666666666667
auc_test:0.6197089947089948
f1_weighted_test:0.6416
f1_macro_test:0.58
 ==  Epoch: 76 | Training Loss: 0.605248
ACC_train:0.6652806652806653
auc_train:0.7051098376313276
f1_weighted_train:0.6773341359463075
f1_macro_train:0.6135389375452255
 ==  Epoch: 76 | val Loss: 0.653350
ACC_val:0.628099173553719
auc_val:0.6768086544962812
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 76 | test Loss: 0.681574
ACC_test:0.6466666666666666
auc_test:0.6256613756613756
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 77 | Training Loss: 0.599448
ACC_train:0.7047817047817048
auc_train:0.737409915776678
f1_weighted_train:0.7136471190525245
f1_macro_train:0.6535285285285286
 ==  Epoch: 77 | val Loss: 0.652060
ACC_val:0.6115702479338843
auc_val:0.6791751183231913
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 77 | test Loss: 0.681756
ACC_test:0.6266666666666667
auc_test:0.6236772486772487
f1_weighted_test:0.6403960396039604
f1_macro_test:0.5756718528995757
 ==  Epoch: 78 | Training Loss: 0.597851
ACC_train:0.6902286902286903
auc_train:0.7301597638273856
f1_weighted_train:0.7033973607812651
f1_macro_train:0.6494803511603453
 ==  Epoch: 78 | val Loss: 0.647988
ACC_val:0.6115702479338843
auc_val:0.6764705882352942
f1_weighted_val:0.628347163799436
f1_macro_val:0.5690687277411532
 ==  Epoch: 78 | test Loss: 0.681904
ACC_test:0.6
auc_test:0.617283950617284
f1_weighted_test:0.6180533751962325
f1_macro_test:0.5584772370486657
 ==  Epoch: 79 | Training Loss: 0.594649
ACC_train:0.6943866943866944
auc_train:0.7415993748371972
f1_weighted_train:0.707932474914556
f1_macro_train:0.6563634507997143
 ==  Epoch: 79 | val Loss: 0.654724
ACC_val:0.6033057851239669
auc_val:0.6788370520622041
f1_weighted_val:0.616640565642783
f1_macro_val:0.5459662288930582
 ==  Epoch: 79 | test Loss: 0.683775
ACC_test:0.6466666666666666
auc_test:0.6190476190476191
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 80 | Training Loss: 0.607849
ACC_train:0.6798336798336798
auc_train:0.7147694712164626
f1_weighted_train:0.694160998372955
f1_macro_train:0.6405570652173913
 ==  Epoch: 80 | val Loss: 0.648945
ACC_val:0.628099173553719
auc_val:0.676470588235294
f1_weighted_val:0.645154498078644
f1_macro_val:0.5919820157362308
 ==  Epoch: 80 | test Loss: 0.682201
ACC_test:0.5866666666666667
auc_test:0.6170634920634921
f1_weighted_test:0.6061233223108344
f1_macro_test:0.547753355378331
 ==  Epoch: 81 | Training Loss: 0.593467
ACC_train:0.6881496881496881
auc_train:0.7220630372492838
f1_weighted_train:0.6983813932454416
f1_macro_train:0.6367069486404834
 ==  Epoch: 81 | val Loss: 0.652537
ACC_val:0.628099173553719
auc_val:0.6784989858012171
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 81 | test Loss: 0.682011
ACC_test:0.6466666666666666
auc_test:0.6245590828924164
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 82 | Training Loss: 0.592721
ACC_train:0.7172557172557172
auc_train:0.7511504732135105
f1_weighted_train:0.7235296288550727
f1_macro_train:0.6616460462614309
 ==  Epoch: 82 | val Loss: 0.649625
ACC_val:0.6446280991735537
auc_val:0.678498985801217
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 82 | test Loss: 0.681736
ACC_test:0.6533333333333333
auc_test:0.623015873015873
f1_weighted_test:0.6633588101631894
f1_macro_test:0.5971906630861392
 ==  Epoch: 83 | Training Loss: 0.586600
ACC_train:0.7255717255717256
auc_train:0.7623513067639142
f1_weighted_train:0.7345756260559887
f1_macro_train:0.6803021148036255
 ==  Epoch: 83 | val Loss: 0.650217
ACC_val:0.628099173553719
auc_val:0.6774847870182555
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 83 | test Loss: 0.682758
ACC_test:0.6466666666666666
auc_test:0.6183862433862434
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 84 | Training Loss: 0.596082
ACC_train:0.7234927234927235
auc_train:0.7360206651037596
f1_weighted_train:0.7278893977047285
f1_macro_train:0.664284177437722
 ==  Epoch: 84 | val Loss: 0.651025
ACC_val:0.6198347107438017
auc_val:0.6815415821501014
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 84 | test Loss: 0.683859
ACC_test:0.6533333333333333
auc_test:0.6190476190476191
f1_weighted_test:0.6633588101631894
f1_macro_test:0.5971906630861392
 ==  Epoch: 85 | Training Loss: 0.597377
ACC_train:0.7047817047817048
auc_train:0.7388208734913606
f1_weighted_train:0.714467718939018
f1_macro_train:0.6560825780463242
 ==  Epoch: 85 | val Loss: 0.648249
ACC_val:0.6198347107438017
auc_val:0.68052738336714
f1_weighted_val:0.6356556137875429
f1_macro_val:0.5757621951219513
 ==  Epoch: 85 | test Loss: 0.684861
ACC_test:0.6
auc_test:0.6194885361552028
f1_weighted_test:0.6171122994652407
f1_macro_test:0.554367201426025
 ==  Epoch: 86 | Training Loss: 0.600120
ACC_train:0.6777546777546778
auc_train:0.7246895893027698
f1_weighted_train:0.6908134680918565
f1_macro_train:0.6329816823129217
 ==  Epoch: 86 | val Loss: 0.647538
ACC_val:0.628099173553719
auc_val:0.6805273833671399
f1_weighted_val:0.6429284373948406
f1_macro_val:0.5824706694271912
 ==  Epoch: 86 | test Loss: 0.683491
ACC_test:0.62
auc_test:0.6212522045855379
f1_weighted_test:0.6346087743102667
f1_macro_test:0.5703301673450927
 ==  Epoch: 87 | Training Loss: 0.592506
ACC_train:0.7110187110187111
auc_train:0.7252756794304072
f1_weighted_train:0.7206920408904717
f1_macro_train:0.6639592683993345
 ==  Epoch: 87 | val Loss: 0.653942
ACC_val:0.6446280991735537
auc_val:0.6801893171061528
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 87 | test Loss: 0.685323
ACC_test:0.68
auc_test:0.623015873015873
f1_weighted_test:0.6860952380952381
f1_macro_test:0.6190476190476191
 ==  Epoch: 88 | Training Loss: 0.597584
ACC_train:0.6985446985446986
auc_train:0.7440522705565685
f1_weighted_train:0.7073785423085349
f1_macro_train:0.6455416359616801
 ==  Epoch: 88 | val Loss: 0.649154
ACC_val:0.6115702479338843
auc_val:0.6791751183231913
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 88 | test Loss: 0.683504
ACC_test:0.66
auc_test:0.6216931216931216
f1_weighted_test:0.6690603085553998
f1_macro_test:0.6026180458158018
 ==  Epoch: 89 | Training Loss: 0.585967
ACC_train:0.7234927234927235
auc_train:0.7577494139098723
f1_weighted_train:0.7311834731293247
f1_macro_train:0.6736354499864807
 ==  Epoch: 89 | val Loss: 0.651572
ACC_val:0.6363636363636364
auc_val:0.6795131845841784
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 89 | test Loss: 0.684324
ACC_test:0.68
auc_test:0.6175044091710757
f1_weighted_test:0.6860952380952381
f1_macro_test:0.6190476190476191
 ==  Epoch: 90 | Training Loss: 0.596534
ACC_train:0.7214137214137214
auc_train:0.7541243379352263
f1_weighted_train:0.7255774546573488
f1_macro_train:0.6610395893811267
 ==  Epoch: 90 | val Loss: 0.650069
ACC_val:0.6198347107438017
auc_val:0.6791751183231913
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 90 | test Loss: 0.684625
ACC_test:0.6666666666666666
auc_test:0.6137566137566138
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 91 | Training Loss: 0.589279
ACC_train:0.7255717255717256
auc_train:0.7450507944777286
f1_weighted_train:0.732994923426328
f1_macro_train:0.6754651400531588
 ==  Epoch: 91 | val Loss: 0.646722
ACC_val:0.628099173553719
auc_val:0.6768086544962812
f1_weighted_val:0.6429284373948406
f1_macro_val:0.5824706694271912
 ==  Epoch: 91 | test Loss: 0.684916
ACC_test:0.6266666666666667
auc_test:0.6137566137566137
f1_weighted_test:0.6403960396039604
f1_macro_test:0.5756718528995757
 ==  Epoch: 92 | Training Loss: 0.590568
ACC_train:0.7047817047817048
auc_train:0.7482200225753235
f1_weighted_train:0.7171899667882738
f1_macro_train:0.6654093349531685
 ==  Epoch: 92 | val Loss: 0.647383
ACC_val:0.6115702479338843
auc_val:0.6751183231913456
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 92 | test Loss: 0.685595
ACC_test:0.62
auc_test:0.6141975308641976
f1_weighted_test:0.6346087743102667
f1_macro_test:0.5703301673450927
 ==  Epoch: 93 | Training Loss: 0.590180
ACC_train:0.7151767151767152
auc_train:0.7509985239211601
f1_weighted_train:0.7226597427712858
f1_macro_train:0.6625183728445516
 ==  Epoch: 93 | val Loss: 0.645336
ACC_val:0.6033057851239669
auc_val:0.6768086544962812
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 93 | test Loss: 0.684323
ACC_test:0.6
auc_test:0.6135361552028218
f1_weighted_test:0.6171122994652407
f1_macro_test:0.554367201426025
 ==  Epoch: 94 | Training Loss: 0.592889
ACC_train:0.7110187110187111
auc_train:0.7490014760788399
f1_weighted_train:0.7217711689551957
f1_macro_train:0.6675087649501454
 ==  Epoch: 94 | val Loss: 0.651103
ACC_val:0.6198347107438017
auc_val:0.6798512508451656
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 94 | test Loss: 0.686046
ACC_test:0.66
auc_test:0.6144179894179894
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 95 | Training Loss: 0.597557
ACC_train:0.7214137214137214
auc_train:0.744204219848919
f1_weighted_train:0.7297796757256216
f1_macro_train:0.6730480480480481
 ==  Epoch: 95 | val Loss: 0.643550
ACC_val:0.6033057851239669
auc_val:0.680865449628127
f1_weighted_val:0.6210004035090341
f1_macro_val:0.5623869801084991
 ==  Epoch: 95 | test Loss: 0.684984
ACC_test:0.6
auc_test:0.6119929453262787
f1_weighted_test:0.6171122994652407
f1_macro_test:0.554367201426025
 ==  Epoch: 96 | Training Loss: 0.585064
ACC_train:0.7130977130977131
auc_train:0.7488061127029608
f1_weighted_train:0.7232524292994618
f1_macro_train:0.6681630939049752
 ==  Epoch: 96 | val Loss: 0.650395
ACC_val:0.6694214876033058
auc_val:0.6825557809330629
f1_weighted_val:0.6722220696850717
f1_macro_val:0.5980066445182723
 ==  Epoch: 96 | test Loss: 0.686344
ACC_test:0.6533333333333333
auc_test:0.6128747795414462
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 97 | Training Loss: 0.590696
ACC_train:0.7297297297297297
auc_train:0.7408179213336805
f1_weighted_train:0.7309677951856111
f1_macro_train:0.6638027442040518
 ==  Epoch: 97 | val Loss: 0.644280
ACC_val:0.6198347107438017
auc_val:0.6815415821501014
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 97 | test Loss: 0.684609
ACC_test:0.6466666666666666
auc_test:0.6115520282186949
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 98 | Training Loss: 0.585218
ACC_train:0.7151767151767152
auc_train:0.7439220283059824
f1_weighted_train:0.7247108604460046
f1_macro_train:0.668794386839632
 ==  Epoch: 98 | val Loss: 0.651529
ACC_val:0.6446280991735537
auc_val:0.6835699797160244
f1_weighted_val:0.6490186588575968
f1_macro_val:0.5714521044395025
 ==  Epoch: 98 | test Loss: 0.686635
ACC_test:0.6666666666666666
auc_test:0.6146384479717814
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 99 | Training Loss: 0.591277
ACC_train:0.7338877338877339
auc_train:0.7434444733871669
f1_weighted_train:0.7368098417156301
f1_macro_train:0.6734001018502801
 ==  Epoch: 99 | val Loss: 0.641624
ACC_val:0.6033057851239669
auc_val:0.6801893171061527
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 99 | test Loss: 0.684065
ACC_test:0.62
auc_test:0.6157407407407407
f1_weighted_test:0.6346087743102667
f1_macro_test:0.5703301673450927
 ==  Epoch: 100 | Training Loss: 0.582214
ACC_train:0.7484407484407485
auc_train:0.7652817574021011
f1_weighted_train:0.7561745667008826
f1_macro_train:0.7053188526872738
 ==  Epoch: 100 | val Loss: 0.648040
ACC_val:0.628099173553719
auc_val:0.6832319134550372
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 100 | test Loss: 0.685826
ACC_test:0.6533333333333333
auc_test:0.6214726631393298
f1_weighted_test:0.6633588101631894
f1_macro_test:0.5971906630861392
 ==  Epoch: 101 | Training Loss: 0.590325
ACC_train:0.6985446985446986
auc_train:0.7362594425631674
f1_weighted_train:0.7086355822238732
f1_macro_train:0.6494539130784425
 ==  Epoch: 101 | val Loss: 0.648828
ACC_val:0.6198347107438017
auc_val:0.6832319134550372
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 101 | test Loss: 0.686750
ACC_test:0.6266666666666667
auc_test:0.6179453262786596
f1_weighted_test:0.6403960396039604
f1_macro_test:0.5756718528995757
 ==  Epoch: 102 | Training Loss: 0.592234
ACC_train:0.7193347193347194
auc_train:0.747764174698272
f1_weighted_train:0.7271411193417958
f1_macro_train:0.6687277123922926
 ==  Epoch: 102 | val Loss: 0.644486
ACC_val:0.6198347107438017
auc_val:0.6815415821501013
f1_weighted_val:0.6356556137875429
f1_macro_val:0.5757621951219513
 ==  Epoch: 102 | test Loss: 0.685628
ACC_test:0.6133333333333333
auc_test:0.6157407407407407
f1_weighted_test:0.6287999999999999
f1_macro_test:0.565
 ==  Epoch: 103 | Training Loss: 0.585617
ACC_train:0.7047817047817048
auc_train:0.7517365633411478
f1_weighted_train:0.7165904365904365
f1_macro_train:0.6632051282051281
 ==  Epoch: 103 | val Loss: 0.646864
ACC_val:0.6198347107438017
auc_val:0.6771467207572684
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 103 | test Loss: 0.686058
ACC_test:0.6466666666666666
auc_test:0.6177248677248678
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 104 | Training Loss: 0.579158
ACC_train:0.7214137214137214
auc_train:0.7584440392463314
f1_weighted_train:0.7301737472150668
f1_macro_train:0.674264170777068
 ==  Epoch: 104 | val Loss: 0.647020
ACC_val:0.628099173553719
auc_val:0.6798512508451656
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 104 | test Loss: 0.686680
ACC_test:0.6666666666666666
auc_test:0.6205908289241623
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 105 | Training Loss: 0.580228
ACC_train:0.7484407484407485
auc_train:0.7666927151167838
f1_weighted_train:0.7529103188093264
f1_macro_train:0.6958575676339485
 ==  Epoch: 105 | val Loss: 0.648681
ACC_val:0.6363636363636364
auc_val:0.6795131845841784
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 105 | test Loss: 0.686157
ACC_test:0.6733333333333333
auc_test:0.623236331569665
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 106 | Training Loss: 0.582708
ACC_train:0.7318087318087318
auc_train:0.7496092732482417
f1_weighted_train:0.7384274358880651
f1_macro_train:0.6809770844794522
 ==  Epoch: 106 | val Loss: 0.648694
ACC_val:0.6528925619834711
auc_val:0.6832319134550371
f1_weighted_val:0.6558331731693252
f1_macro_val:0.577906976744186
 ==  Epoch: 106 | test Loss: 0.685839
ACC_test:0.6733333333333333
auc_test:0.623015873015873
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 107 | Training Loss: 0.588271
ACC_train:0.7130977130977131
auc_train:0.7368889467743336
f1_weighted_train:0.7189683091465467
f1_macro_train:0.6552723420167019
 ==  Epoch: 107 | val Loss: 0.647359
ACC_val:0.628099173553719
auc_val:0.6835699797160243
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 107 | test Loss: 0.685382
ACC_test:0.6666666666666666
auc_test:0.6223544973544974
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 108 | Training Loss: 0.587367
ACC_train:0.7151767151767152
auc_train:0.7705999826343666
f1_weighted_train:0.7239331870910818
f1_macro_train:0.6663527505632769
 ==  Epoch: 108 | val Loss: 0.645902
ACC_val:0.6446280991735537
auc_val:0.6835699797160244
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 108 | test Loss: 0.684124
ACC_test:0.6733333333333333
auc_test:0.6219135802469136
f1_weighted_test:0.680426941479573
f1_macro_test:0.6135443503864556
 ==  Epoch: 109 | Training Loss: 0.579298
ACC_train:0.7338877338877339
auc_train:0.7574889294087002
f1_weighted_train:0.7418790932304445
f1_macro_train:0.6876876876876876
 ==  Epoch: 109 | val Loss: 0.645924
ACC_val:0.6198347107438017
auc_val:0.6855983772819472
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 109 | test Loss: 0.685796
ACC_test:0.6666666666666666
auc_test:0.6197089947089947
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 110 | Training Loss: 0.578693
ACC_train:0.7338877338877339
auc_train:0.7742250586090128
f1_weighted_train:0.7418790932304445
f1_macro_train:0.6876876876876876
 ==  Epoch: 110 | val Loss: 0.646682
ACC_val:0.6446280991735537
auc_val:0.6906693711967545
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 110 | test Loss: 0.687090
ACC_test:0.6666666666666666
auc_test:0.6181657848324514
f1_weighted_test:0.6730158730158728
f1_macro_test:0.6031746031746031
 ==  Epoch: 111 | Training Loss: 0.576960
ACC_train:0.738045738045738
auc_train:0.7839498133194408
f1_weighted_train:0.7473174354473346
f1_macro_train:0.697018477043673
 ==  Epoch: 111 | val Loss: 0.646092
ACC_val:0.6198347107438017
auc_val:0.6872887085868831
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 111 | test Loss: 0.688670
ACC_test:0.6333333333333333
auc_test:0.6152998236331569
f1_weighted_test:0.6461632217764459
f1_macro_test:0.5810268650652581
 ==  Epoch: 112 | Training Loss: 0.587349
ACC_train:0.7276507276507277
auc_train:0.7598115828774854
f1_weighted_train:0.7371192625778783
f1_macro_train:0.6844353631114249
 ==  Epoch: 112 | val Loss: 0.646745
ACC_val:0.6363636363636364
auc_val:0.6896551724137931
f1_weighted_val:0.6446121446121446
f1_macro_val:0.5717503217503217
 ==  Epoch: 112 | test Loss: 0.688017
ACC_test:0.6533333333333333
auc_test:0.6194885361552028
f1_weighted_test:0.6617391304347827
f1_macro_test:0.5923913043478262
 ==  Epoch: 113 | Training Loss: 0.578331
ACC_train:0.7172557172557172
auc_train:0.7659112616132674
f1_weighted_train:0.7269046567059813
f1_macro_train:0.6718041340557898
 ==  Epoch: 113 | val Loss: 0.644243
ACC_val:0.6115702479338843
auc_val:0.6879648411088573
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 113 | test Loss: 0.687956
ACC_test:0.6466666666666666
auc_test:0.6164021164021164
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 114 | Training Loss: 0.575978
ACC_train:0.7442827442827443
auc_train:0.7703829122167231
f1_weighted_train:0.751001082926045
f1_macro_train:0.6970055464224807
 ==  Epoch: 114 | val Loss: 0.646660
ACC_val:0.6446280991735537
auc_val:0.6899932386747802
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 114 | test Loss: 0.687386
ACC_test:0.66
auc_test:0.6161816578483246
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 115 | Training Loss: 0.574529
ACC_train:0.7234927234927235
auc_train:0.7672136841191283
f1_weighted_train:0.7337810465542518
f1_macro_train:0.6818609045925852
 ==  Epoch: 115 | val Loss: 0.645670
ACC_val:0.628099173553719
auc_val:0.6872887085868831
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 115 | test Loss: 0.687051
ACC_test:0.6666666666666666
auc_test:0.6155202821869488
f1_weighted_test:0.6747491638795986
f1_macro_test:0.6080685618729097
 ==  Epoch: 116 | Training Loss: 0.579329
ACC_train:0.7172557172557172
auc_train:0.7737692107319616
f1_weighted_train:0.7265324632092004
f1_macro_train:0.670614300100705
 ==  Epoch: 116 | val Loss: 0.644359
ACC_val:0.6363636363636364
auc_val:0.6859364435429345
f1_weighted_val:0.6485871851725511
f1_macro_val:0.5838023764853033
 ==  Epoch: 116 | test Loss: 0.687119
ACC_test:0.6466666666666666
auc_test:0.6128747795414462
f1_weighted_test:0.657643132220796
f1_macro_test:0.5917843388960207
 ==  Epoch: 117 | Training Loss: 0.571087
ACC_train:0.7442827442827443
auc_train:0.7803898584700877
f1_weighted_train:0.751001082926045
f1_macro_train:0.6970055464224807
 ==  Epoch: 117 | val Loss: 0.644438
ACC_val:0.6446280991735537
auc_val:0.6879648411088574
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 117 | test Loss: 0.689216
ACC_test:0.6466666666666666
auc_test:0.6095679012345679
f1_weighted_test:0.6560822814399252
f1_macro_test:0.5870344397693625
 ==  Epoch: 118 | Training Loss: 0.578164
ACC_train:0.7422037422037422
auc_train:0.7677129460797082
f1_weighted_train:0.7491770492792778
f1_macro_train:0.6951339194438764
 ==  Epoch: 118 | val Loss: 0.643528
ACC_val:0.6363636363636364
auc_val:0.6896551724137931
f1_weighted_val:0.6467400703291635
f1_macro_val:0.5779961953075459
 ==  Epoch: 118 | test Loss: 0.688071
ACC_test:0.6533333333333333
auc_test:0.6119929453262787
f1_weighted_test:0.6617391304347827
f1_macro_test:0.5923913043478262
 ==  Epoch: 119 | Training Loss: 0.581571
ACC_train:0.7255717255717256
auc_train:0.7647390813579924
f1_weighted_train:0.7321202736633005
f1_macro_train:0.6729104846686449
 ==  Epoch: 119 | val Loss: 0.643270
ACC_val:0.6446280991735537
auc_val:0.6910074374577417
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 119 | test Loss: 0.686186
ACC_test:0.6733333333333333
auc_test:0.6203703703703703
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 120 | Training Loss: 0.574133
ACC_train:0.760914760914761
auc_train:0.7829295823565163
f1_weighted_train:0.766015047753367
f1_macro_train:0.7133120837544378
 ==  Epoch: 120 | val Loss: 0.643724
ACC_val:0.628099173553719
auc_val:0.6903313049357673
f1_weighted_val:0.6376602167565695
f1_macro_val:0.5652694610778444
 ==  Epoch: 120 | test Loss: 0.684988
ACC_test:0.6733333333333333
auc_test:0.625
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 121 | Training Loss: 0.563460
ACC_train:0.7546777546777547
auc_train:0.7968872102109925
f1_weighted_train:0.7601212956242542
f1_macro_train:0.706428187197418
 ==  Epoch: 121 | val Loss: 0.641189
ACC_val:0.628099173553719
auc_val:0.6920216362407031
f1_weighted_val:0.6376602167565695
f1_macro_val:0.5652694610778444
 ==  Epoch: 121 | test Loss: 0.684535
ACC_test:0.6733333333333333
auc_test:0.6274250440917108
f1_weighted_test:0.680426941479573
f1_macro_test:0.6135443503864556
 ==  Epoch: 122 | Training Loss: 0.565878
ACC_train:0.7525987525987526
auc_train:0.7722280107666928
f1_weighted_train:0.7594799496420276
f1_macro_train:0.7079896131457986
 ==  Epoch: 122 | val Loss: 0.645926
ACC_val:0.6198347107438017
auc_val:0.6899932386747802
f1_weighted_val:0.6284581511854238
f1_macro_val:0.5522844272844273
 ==  Epoch: 122 | test Loss: 0.686798
ACC_test:0.6733333333333333
auc_test:0.6238977072310405
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 123 | Training Loss: 0.571358
ACC_train:0.7401247401247402
auc_train:0.7700355995484934
f1_weighted_train:0.7477401226797716
f1_macro_train:0.6944324447945519
 ==  Epoch: 123 | val Loss: 0.638297
ACC_val:0.6198347107438017
auc_val:0.691683569979716
f1_weighted_val:0.6356556137875429
f1_macro_val:0.5757621951219513
 ==  Epoch: 123 | test Loss: 0.684709
ACC_test:0.6133333333333333
auc_test:0.6241181657848325
f1_weighted_test:0.6287999999999999
f1_macro_test:0.565
 ==  Epoch: 124 | Training Loss: 0.555786
ACC_train:0.7546777546777547
auc_train:0.807827559260224
f1_weighted_train:0.764225076969981
f1_macro_train:0.7191866218088265
 ==  Epoch: 124 | val Loss: 0.650191
ACC_val:0.6363636363636364
auc_val:0.691683569979716
f1_weighted_val:0.6394442766535791
f1_macro_val:0.5578073089700997
 ==  Epoch: 124 | test Loss: 0.686612
ACC_test:0.6866666666666666
auc_test:0.6287477954144621
f1_weighted_test:0.6898623927472883
f1_macro_test:0.6195564189736118
 ==  Epoch: 125 | Training Loss: 0.574377
ACC_train:0.738045738045738
auc_train:0.7837327429017974
f1_weighted_train:0.7447209477381892
f1_macro_train:0.6890086206896552
 ==  Epoch: 125 | val Loss: 0.641966
ACC_val:0.6446280991735537
auc_val:0.6926977687626774
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 125 | test Loss: 0.684048
ACC_test:0.64
auc_test:0.6223544973544974
f1_weighted_test:0.6519117647058823
f1_macro_test:0.5863970588235294
 ==  Epoch: 126 | Training Loss: 0.571152
ACC_train:0.7567567567567568
auc_train:0.7824303203959364
f1_weighted_train:0.7635223034295564
f1_macro_train:0.7128973507399868
 ==  Epoch: 126 | val Loss: 0.638124
ACC_val:0.628099173553719
auc_val:0.689655172413793
f1_weighted_val:0.6441621781058429
f1_macro_val:0.5874062286883382
 ==  Epoch: 126 | test Loss: 0.683421
ACC_test:0.6333333333333333
auc_test:0.6157407407407407
f1_weighted_test:0.6461632217764459
f1_macro_test:0.5810268650652581
 ==  Epoch: 127 | Training Loss: 0.557421
ACC_train:0.7858627858627859
auc_train:0.8184640097247546
f1_weighted_train:0.7907949332339577
f1_macro_train:0.7442611949929023
 ==  Epoch: 127 | val Loss: 0.648427
ACC_val:0.6198347107438017
auc_val:0.6913455037187288
f1_weighted_val:0.6230553801378326
f1_macro_val:0.5377076411960133
 ==  Epoch: 127 | test Loss: 0.686439
ACC_test:0.6666666666666666
auc_test:0.6186067019400352
f1_weighted_test:0.6689850032601609
f1_macro_test:0.5924798956748533
 ==  Epoch: 128 | Training Loss: 0.568414
ACC_train:0.7650727650727651
auc_train:0.7923938525657723
f1_weighted_train:0.769672109659724
f1_macro_train:0.7171427530612988
 ==  Epoch: 128 | val Loss: 0.641903
ACC_val:0.6363636363636364
auc_val:0.6906693711967544
f1_weighted_val:0.6446121446121446
f1_macro_val:0.5717503217503217
 ==  Epoch: 128 | test Loss: 0.684254
ACC_test:0.6466666666666666
auc_test:0.6179453262786596
f1_weighted_test:0.6560822814399252
f1_macro_test:0.5870344397693625
 ==  Epoch: 129 | Training Loss: 0.564083
ACC_train:0.7484407484407485
auc_train:0.7812364330988972
f1_weighted_train:0.7529103188093264
f1_macro_train:0.6958575676339485
 ==  Epoch: 129 | val Loss: 0.643108
ACC_val:0.6363636363636364
auc_val:0.6923597025016903
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 129 | test Loss: 0.685252
ACC_test:0.68
auc_test:0.6188271604938271
f1_weighted_test:0.6842538593481989
f1_macro_test:0.6140651801029159
 ==  Epoch: 130 | Training Loss: 0.572914
ACC_train:0.7442827442827443
auc_train:0.7682122080402883
f1_weighted_train:0.7521443942496573
f1_macro_train:0.700448089921774
 ==  Epoch: 130 | val Loss: 0.643606
ACC_val:0.6363636363636364
auc_val:0.6910074374577417
f1_weighted_val:0.6446121446121446
f1_macro_val:0.5717503217503217
 ==  Epoch: 130 | test Loss: 0.686522
ACC_test:0.6733333333333333
auc_test:0.6190476190476191
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 131 | Training Loss: 0.556637
ACC_train:0.7713097713097713
auc_train:0.8035729790744117
f1_weighted_train:0.7755816131911252
f1_macro_train:0.7240821860659158
 ==  Epoch: 131 | val Loss: 0.639443
ACC_val:0.628099173553719
auc_val:0.6923597025016903
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 131 | test Loss: 0.684369
ACC_test:0.6333333333333333
auc_test:0.6175044091710759
f1_weighted_test:0.6447240051347882
f1_macro_test:0.5763799743260589
 ==  Epoch: 132 | Training Loss: 0.568337
ACC_train:0.7422037422037422
auc_train:0.7891595033428844
f1_weighted_train:0.7516430181423007
f1_macro_train:0.7028734257930814
 ==  Epoch: 132 | val Loss: 0.641442
ACC_val:0.6363636363636364
auc_val:0.6937119675456389
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 132 | test Loss: 0.685537
ACC_test:0.6733333333333333
auc_test:0.6214726631393298
f1_weighted_test:0.6786389051600192
f1_macro_test:0.6086053570477661
 ==  Epoch: 133 | Training Loss: 0.565645
ACC_train:0.760914760914761
auc_train:0.785512720326474
f1_weighted_train:0.7655955098306926
f1_macro_train:0.7121364301066315
 ==  Epoch: 133 | val Loss: 0.642739
ACC_val:0.6363636363636364
auc_val:0.6926977687626775
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 133 | test Loss: 0.686661
ACC_test:0.66
auc_test:0.621031746031746
f1_weighted_test:0.6587352173671644
f1_macro_test:0.5752595636000222
 ==  Epoch: 134 | Training Loss: 0.567003
ACC_train:0.7463617463617463
auc_train:0.7918511765216635
f1_weighted_train:0.7539785107352674
f1_macro_train:0.7023273273273274
 ==  Epoch: 134 | val Loss: 0.636762
ACC_val:0.628099173553719
auc_val:0.6886409736308317
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 134 | test Loss: 0.686728
ACC_test:0.6466666666666666
auc_test:0.6141975308641975
f1_weighted_test:0.6560822814399252
f1_macro_test:0.5870344397693625
 ==  Epoch: 135 | Training Loss: 0.551513
ACC_train:0.7422037422037422
auc_train:0.8066336719631849
f1_weighted_train:0.7519457152484675
f1_macro_train:0.7039000754597085
 ==  Epoch: 135 | val Loss: 0.640690
ACC_val:0.6198347107438017
auc_val:0.6879648411088573
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 135 | test Loss: 0.689240
ACC_test:0.66
auc_test:0.6111111111111112
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 136 | Training Loss: 0.560002
ACC_train:0.7505197505197505
auc_train:0.7978423200486238
f1_weighted_train:0.7580116499035418
f1_macro_train:0.7072072072072072
 ==  Epoch: 136 | val Loss: 0.640933
ACC_val:0.6115702479338843
auc_val:0.6859364435429345
f1_weighted_val:0.6215562263901948
f1_macro_val:0.5459481037924152
 ==  Epoch: 136 | test Loss: 0.688294
ACC_test:0.66
auc_test:0.6146384479717812
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 137 | Training Loss: 0.557927
ACC_train:0.7338877338877339
auc_train:0.7890292610922984
f1_weighted_train:0.7406688992895889
f1_macro_train:0.684072249589491
 ==  Epoch: 137 | val Loss: 0.637425
ACC_val:0.6033057851239669
auc_val:0.6866125760649087
f1_weighted_val:0.6183654729109275
f1_macro_val:0.5518518518518518
 ==  Epoch: 137 | test Loss: 0.687338
ACC_test:0.6466666666666666
auc_test:0.6144179894179894
f1_weighted_test:0.6560822814399252
f1_macro_test:0.5870344397693625
 ==  Epoch: 138 | Training Loss: 0.559139
ACC_train:0.7463617463617463
auc_train:0.8007510636450464
f1_weighted_train:0.7543372922405833
f1_macro_train:0.7034345435433007
 ==  Epoch: 138 | val Loss: 0.641016
ACC_val:0.5950413223140496
auc_val:0.6842461122379986
f1_weighted_val:0.6054522360238201
f1_macro_val:0.526626746506986
 ==  Epoch: 138 | test Loss: 0.687530
ACC_test:0.66
auc_test:0.615299823633157
f1_weighted_test:0.6673831431726169
f1_macro_test:0.5977706504022293
 ==  Epoch: 139 | Training Loss: 0.559586
ACC_train:0.7484407484407485
auc_train:0.8105626465225318
f1_weighted_train:0.7571864944421625
f1_macro_train:0.7085242666907056
 ==  Epoch: 139 | val Loss: 0.637040
ACC_val:0.6198347107438017
auc_val:0.6852603110209601
f1_weighted_val:0.6356556137875429
f1_macro_val:0.5757621951219513
 ==  Epoch: 139 | test Loss: 0.686655
ACC_test:0.64
auc_test:0.6128747795414462
f1_weighted_test:0.6504110720925429
f1_macro_test:0.5816979962817599
 ==  Epoch: 140 | Training Loss: 0.566911
ACC_train:0.7318087318087318
auc_train:0.7704263263002518
f1_weighted_train:0.7407861386681357
f1_macro_train:0.6881348606008213
 ==  Epoch: 140 | val Loss: 0.636664
ACC_val:0.6115702479338843
auc_val:0.6889790398918187
f1_weighted_val:0.6215562263901948
f1_macro_val:0.5459481037924152
 ==  Epoch: 140 | test Loss: 0.686688
ACC_test:0.6533333333333333
auc_test:0.6130952380952381
f1_weighted_test:0.6617391304347827
f1_macro_test:0.5923913043478262
 ==  Epoch: 141 | Training Loss: 0.556262
ACC_train:0.7879417879417879
auc_train:0.7943257792827993
f1_weighted_train:0.7915131076421399
f1_macro_train:0.7430770842061165
 ==  Epoch: 141 | val Loss: 0.640327
ACC_val:0.6033057851239669
auc_val:0.6910074374577417
f1_weighted_val:0.6123041577587032
f1_macro_val:0.5328185328185329
 ==  Epoch: 141 | test Loss: 0.687942
ACC_test:0.6533333333333333
auc_test:0.6146384479717812
f1_weighted_test:0.6599365079365079
f1_macro_test:0.5873015873015873
 ==  Epoch: 142 | Training Loss: 0.560040
ACC_train:0.7525987525987526
auc_train:0.8003386298515238
f1_weighted_train:0.7608802364457996
f1_macro_train:0.7123104528023081
 ==  Epoch: 142 | val Loss: 0.638074
ACC_val:0.6446280991735537
auc_val:0.6940500338066261
f1_weighted_val:0.661652218412255
f1_macro_val:0.614163885799036
 ==  Epoch: 142 | test Loss: 0.689026
ACC_test:0.6066666666666667
auc_test:0.6091269841269842
f1_weighted_test:0.6217880295492235
f1_macro_test:0.5552540328659731
 ==  Epoch: 143 | Training Loss: 0.566327
ACC_train:0.7505197505197505
auc_train:0.7933272553616394
f1_weighted_train:0.7596545336860975
f1_macro_train:0.7124581539933046
 ==  Epoch: 143 | val Loss: 0.637483
ACC_val:0.6611570247933884
auc_val:0.6957403651115619
f1_weighted_val:0.6746681318486325
f1_macro_val:0.6195843877003298
 ==  Epoch: 143 | test Loss: 0.689148
ACC_test:0.6266666666666667
auc_test:0.6106701940035273
f1_weighted_test:0.6390196078431373
f1_macro_test:0.5710784313725491
 ==  Epoch: 144 | Training Loss: 0.555049
ACC_train:0.7505197505197505
auc_train:0.805656855083789
f1_weighted_train:0.7583645497448359
f1_macro_train:0.7082962723376728
 ==  Epoch: 144 | val Loss: 0.635571
ACC_val:0.6363636363636364
auc_val:0.6954022988505747
f1_weighted_val:0.6525837032166146
f1_macro_val:0.5988547317661241
 ==  Epoch: 144 | test Loss: 0.687814
ACC_test:0.6133333333333333
auc_test:0.6106701940035273
f1_weighted_test:0.6275530410183874
f1_macro_test:0.5605172762174175
 ==  Epoch: 145 | Training Loss: 0.551622
ACC_train:0.7525987525987526
auc_train:0.7981896327168534
f1_weighted_train:0.7620888612577458
f1_macro_train:0.7163254483910455
 ==  Epoch: 145 | val Loss: 0.638460
ACC_val:0.6363636363636364
auc_val:0.6933739012846517
f1_weighted_val:0.6501683501683501
f1_macro_val:0.5891975308641975
 ==  Epoch: 145 | test Loss: 0.688492
ACC_test:0.64
auc_test:0.6141975308641976
f1_weighted_test:0.6487290969899665
f1_macro_test:0.5767140468227424
 ==  Epoch: 146 | Training Loss: 0.554099
ACC_train:0.7588357588357588
auc_train:0.8136884605365982
f1_weighted_train:0.7660779282400905
f1_macro_train:0.7169669669669669
 ==  Epoch: 146 | val Loss: 0.635766
ACC_val:0.6528925619834711
auc_val:0.693711967545639
f1_weighted_val:0.6673377343277566
f1_macro_val:0.6126524390243903
 ==  Epoch: 146 | test Loss: 0.687060
ACC_test:0.6133333333333333
auc_test:0.6146384479717812
f1_weighted_test:0.6275530410183874
f1_macro_test:0.5605172762174175
 ==  Epoch: 147 | Training Loss: 0.555376
ACC_train:0.762993762993763
auc_train:0.8063080663367197
f1_weighted_train:0.7701110674083647
f1_macro_train:0.7218468468468469
 ==  Epoch: 147 | val Loss: 0.637583
ACC_val:0.628099173553719
auc_val:0.6933739012846518
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 147 | test Loss: 0.688020
ACC_test:0.64
auc_test:0.6168430335097002
f1_weighted_test:0.6504110720925429
f1_macro_test:0.5816979962817599
 ==  Epoch: 148 | Training Loss: 0.563857
ACC_train:0.7505197505197505
auc_train:0.7869887991664497
f1_weighted_train:0.7564729760575458
f1_macro_train:0.7026458951533137
 ==  Epoch: 148 | val Loss: 0.640892
ACC_val:0.6115702479338843
auc_val:0.6947261663286004
f1_weighted_val:0.6191266344537733
f1_macro_val:0.5390289373429522
 ==  Epoch: 148 | test Loss: 0.689175
ACC_test:0.6666666666666666
auc_test:0.6166225749559082
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 149 | Training Loss: 0.561460
ACC_train:0.760914760914761
auc_train:0.7833854302335678
f1_weighted_train:0.7651626996948144
f1_macro_train:0.7109390105611906
 ==  Epoch: 149 | val Loss: 0.637200
ACC_val:0.6115702479338843
auc_val:0.693711967545639
f1_weighted_val:0.6191266344537733
f1_macro_val:0.5390289373429522
 ==  Epoch: 149 | test Loss: 0.687670
ACC_test:0.6666666666666666
auc_test:0.6170634920634921
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 150 | Training Loss: 0.555076
ACC_train:0.760914760914761
auc_train:0.8073282972996441
f1_weighted_train:0.7692268335607328
f1_macro_train:0.7229776088382739
 ==  Epoch: 150 | val Loss: 0.633258
ACC_val:0.6446280991735537
auc_val:0.6957403651115619
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 150 | test Loss: 0.687773
ACC_test:0.64
auc_test:0.6175044091710759
f1_weighted_test:0.6487290969899665
f1_macro_test:0.5767140468227424
 ==  Epoch: 151 | Training Loss: 0.553016
ACC_train:0.7900207900207901
auc_train:0.7945428497004429
f1_weighted_train:0.7929555965498942
f1_macro_train:0.7439669029486944
 ==  Epoch: 151 | val Loss: 0.637382
ACC_val:0.6198347107438017
auc_val:0.6957403651115618
f1_weighted_val:0.6259223248528062
f1_macro_val:0.5452614379084968
 ==  Epoch: 151 | test Loss: 0.689179
ACC_test:0.66
auc_test:0.6183862433862434
f1_weighted_test:0.6612093023255814
f1_macro_test:0.5813953488372093
 ==  Epoch: 152 | Training Loss: 0.547378
ACC_train:0.7817047817047817
auc_train:0.8116479986107494
f1_weighted_train:0.7867326989278208
f1_macro_train:0.7392953929539295
 ==  Epoch: 152 | val Loss: 0.636096
ACC_val:0.6198347107438017
auc_val:0.6970926301555104
f1_weighted_val:0.6284581511854238
f1_macro_val:0.5522844272844273
 ==  Epoch: 152 | test Loss: 0.689862
ACC_test:0.6666666666666666
auc_test:0.6148589065255732
f1_weighted_test:0.671097770154374
f1_macro_test:0.5979845626072041
 ==  Epoch: 153 | Training Loss: 0.552939
ACC_train:0.7546777546777547
auc_train:0.7947816271598506
f1_weighted_train:0.7627266960197474
f1_macro_train:0.714209466263847
 ==  Epoch: 153 | val Loss: 0.632508
ACC_val:0.6528925619834711
auc_val:0.696078431372549
f1_weighted_val:0.6673377343277566
f1_macro_val:0.6126524390243903
 ==  Epoch: 153 | test Loss: 0.688977
ACC_test:0.6266666666666667
auc_test:0.6139770723104057
f1_weighted_test:0.6390196078431373
f1_macro_test:0.5710784313725491
 ==  Epoch: 154 | Training Loss: 0.551776
ACC_train:0.7442827442827443
auc_train:0.8163367196318485
f1_weighted_train:0.7537975092193459
f1_macro_train:0.7057811373299849
 ==  Epoch: 154 | val Loss: 0.632200
ACC_val:0.6033057851239669
auc_val:0.6933739012846518
f1_weighted_val:0.6146255312681784
f1_macro_val:0.5396322130627773
 ==  Epoch: 154 | test Loss: 0.688451
ACC_test:0.66
auc_test:0.6137566137566138
f1_weighted_test:0.6655221257787954
f1_macro_test:0.5926300654986953
 ==  Epoch: 155 | Training Loss: 0.554365
ACC_train:0.7900207900207901
auc_train:0.8134496830771902
f1_weighted_train:0.7925393179541651
f1_macro_train:0.7428556305412201
 ==  Epoch: 155 | val Loss: 0.635753
ACC_val:0.6363636363636364
auc_val:0.6954022988505747
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 155 | test Loss: 0.689553
ACC_test:0.6533333333333333
auc_test:0.6157407407407407
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 156 | Training Loss: 0.538780
ACC_train:0.7796257796257796
auc_train:0.8345923417556655
f1_weighted_train:0.7865553522746053
f1_macro_train:0.7423283738982778
 ==  Epoch: 156 | val Loss: 0.635993
ACC_val:0.6198347107438017
auc_val:0.6977687626774847
f1_weighted_val:0.6306828007986709
f1_macro_val:0.5588142041851617
 ==  Epoch: 156 | test Loss: 0.690706
ACC_test:0.66
auc_test:0.6152998236331569
f1_weighted_test:0.6655221257787954
f1_macro_test:0.5926300654986953
 ==  Epoch: 157 | Training Loss: 0.543151
ACC_train:0.7713097713097713
auc_train:0.80795780151081
f1_weighted_train:0.7778423804942196
f1_macro_train:0.7305898407267098
 ==  Epoch: 157 | val Loss: 0.633442
ACC_val:0.6446280991735537
auc_val:0.7008113590263692
f1_weighted_val:0.6587982846217365
f1_macro_val:0.6010275285637604
 ==  Epoch: 157 | test Loss: 0.690327
ACC_test:0.6466666666666666
auc_test:0.6135361552028218
f1_weighted_test:0.6543393448656606
f1_macro_test:0.5819969504180031
 ==  Epoch: 158 | Training Loss: 0.549850
ACC_train:0.7796257796257796
auc_train:0.8120821394460364
f1_weighted_train:0.7841350780401011
f1_macro_train:0.7352091902447131
 ==  Epoch: 158 | val Loss: 0.638044
ACC_val:0.6363636363636364
auc_val:0.6987829614604463
f1_weighted_val:0.6363636363636365
f1_macro_val:0.5500338066260988
 ==  Epoch: 158 | test Loss: 0.689826
ACC_test:0.6666666666666666
auc_test:0.6203703703703705
f1_weighted_test:0.6666666666666667
f1_macro_test:0.5866402116402116
 ==  Epoch: 159 | Training Loss: 0.547104
ACC_train:0.7900207900207901
auc_train:0.8242814969176001
f1_weighted_train:0.7933596178058465
f1_macro_train:0.7450579091820295
 ==  Epoch: 159 | val Loss: 0.637756
ACC_val:0.6446280991735537
auc_val:0.7014874915483434
f1_weighted_val:0.646176171456621
f1_macro_val:0.5641283404540505
 ==  Epoch: 159 | test Loss: 0.690893
ACC_test:0.6666666666666666
auc_test:0.6203703703703703
f1_weighted_test:0.6666666666666667
f1_macro_test:0.5866402116402116
 ==  Epoch: 160 | Training Loss: 0.542260
ACC_train:0.7796257796257796
auc_train:0.8241512546670139
f1_weighted_train:0.7852414322241908
f1_macro_train:0.7383723316912972
 ==  Epoch: 160 | val Loss: 0.634773
ACC_val:0.6446280991735537
auc_val:0.7045300878972278
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 160 | test Loss: 0.690227
ACC_test:0.64
auc_test:0.621031746031746
f1_weighted_test:0.6468571428571427
f1_macro_test:0.5714285714285714
 ==  Epoch: 161 | Training Loss: 0.543596
ACC_train:0.7817047817047817
auc_train:0.8278848658504819
f1_weighted_train:0.7874399488393068
f1_macro_train:0.7413461981655323
 ==  Epoch: 161 | val Loss: 0.630379
ACC_val:0.6611570247933884
auc_val:0.7055442866801893
f1_weighted_val:0.6757922067186568
f1_macro_val:0.6240812305827081
 ==  Epoch: 161 | test Loss: 0.690760
ACC_test:0.6266666666666667
auc_test:0.6179453262786596
f1_weighted_test:0.6390196078431373
f1_macro_test:0.5710784313725491
 ==  Epoch: 162 | Training Loss: 0.546992
ACC_train:0.7858627858627859
auc_train:0.8185942519753409
f1_weighted_train:0.7921378610881317
f1_macro_train:0.7482123345107108
 ==  Epoch: 162 | val Loss: 0.637264
ACC_val:0.6694214876033058
auc_val:0.7052062204192022
f1_weighted_val:0.6769201314655862
f1_macro_val:0.6106821106821108
 ==  Epoch: 162 | test Loss: 0.693389
ACC_test:0.64
auc_test:0.619268077601411
f1_weighted_test:0.6468571428571427
f1_macro_test:0.5714285714285714
 ==  Epoch: 163 | Training Loss: 0.541958
ACC_train:0.7879417879417879
auc_train:0.8220022575323435
f1_weighted_train:0.7946098672831107
f1_macro_train:0.7520518314870219
 ==  Epoch: 163 | val Loss: 0.638601
ACC_val:0.6446280991735537
auc_val:0.704868154158215
f1_weighted_val:0.646176171456621
f1_macro_val:0.5641283404540505
 ==  Epoch: 163 | test Loss: 0.693387
ACC_test:0.6666666666666666
auc_test:0.6203703703703703
f1_weighted_test:0.6666666666666667
f1_macro_test:0.5866402116402116
 ==  Epoch: 164 | Training Loss: 0.533148
ACC_train:0.8024948024948025
auc_train:0.8352001389250673
f1_weighted_train:0.804863714907383
f1_macro_train:0.7581315336773851
 ==  Epoch: 164 | val Loss: 0.632834
ACC_val:0.6363636363636364
auc_val:0.7058823529411764
f1_weighted_val:0.6485871851725511
f1_macro_val:0.5838023764853033
 ==  Epoch: 164 | test Loss: 0.690652
ACC_test:0.6466666666666666
auc_test:0.6188271604938271
f1_weighted_test:0.6543393448656606
f1_macro_test:0.5819969504180031
 ==  Epoch: 165 | Training Loss: 0.532916
ACC_train:0.7796257796257796
auc_train:0.8303377615698533
f1_weighted_train:0.7865553522746053
f1_macro_train:0.7423283738982778
 ==  Epoch: 165 | val Loss: 0.634734
ACC_val:0.6528925619834711
auc_val:0.7075726842461123
f1_weighted_val:0.6673377343277566
f1_macro_val:0.6126524390243903
 ==  Epoch: 165 | test Loss: 0.691891
ACC_test:0.6333333333333333
auc_test:0.6164021164021164
f1_weighted_test:0.6431042543244507
f1_macro_test:0.5714508337229235
 ==  Epoch: 166 | Training Loss: 0.538287
ACC_train:0.7900207900207901
auc_train:0.8384561951897196
f1_weighted_train:0.7970496124455946
f1_macro_train:0.755826518764984
 ==  Epoch: 166 | val Loss: 0.630820
ACC_val:0.6528925619834711
auc_val:0.7065584854631507
f1_weighted_val:0.6673377343277566
f1_macro_val:0.6126524390243903
 ==  Epoch: 166 | test Loss: 0.690671
ACC_test:0.6266666666666667
auc_test:0.6157407407407407
f1_weighted_test:0.6374633340218964
f1_macro_test:0.5662053294773807
 ==  Epoch: 167 | Training Loss: 0.539481
ACC_train:0.7463617463617463
auc_train:0.8249110011287661
f1_weighted_train:0.7546835331729592
f1_macro_train:0.7045216515609265
 ==  Epoch: 167 | val Loss: 0.635261
ACC_val:0.6528925619834711
auc_val:0.7075726842461122
f1_weighted_val:0.6528925619834711
f1_macro_val:0.5704868154158215
 ==  Epoch: 167 | test Loss: 0.691217
ACC_test:0.6733333333333333
auc_test:0.6166225749559083
f1_weighted_test:0.6721181500194324
f1_macro_test:0.591916051301982
 ==  Epoch: 168 | Training Loss: 0.535578
ACC_train:0.7941787941787942
auc_train:0.8456846400972475
f1_weighted_train:0.798208308462944
f1_macro_train:0.7521870137439698
 ==  Epoch: 168 | val Loss: 0.633675
ACC_val:0.6611570247933884
auc_val:0.7085868830290737
f1_weighted_val:0.6677487662256318
f1_macro_val:0.5978763070438518
 ==  Epoch: 168 | test Loss: 0.691885
ACC_test:0.6533333333333333
auc_test:0.6161816578483246
f1_weighted_test:0.6579416809605488
f1_macro_test:0.5819039451114922
 ==  Epoch: 169 | Training Loss: 0.539543
ACC_train:0.7900207900207901
auc_train:0.8255405053399323
f1_weighted_train:0.7955374745978092
f1_macro_train:0.7511996763306548
 ==  Epoch: 169 | val Loss: 0.635317
ACC_val:0.6611570247933884
auc_val:0.711291413116971
f1_weighted_val:0.6677487662256318
f1_macro_val:0.5978763070438518
 ==  Epoch: 169 | test Loss: 0.695139
ACC_test:0.66
auc_test:0.6086860670194003
f1_weighted_test:0.6612093023255814
f1_macro_test:0.5813953488372093
 ==  Epoch: 170 | Training Loss: 0.532723
ACC_train:0.8232848232848233
auc_train:0.8478119301901537
f1_weighted_train:0.8257547099677327
f1_macro_train:0.7845266014914754
 ==  Epoch: 170 | val Loss: 0.625289
ACC_val:0.6528925619834711
auc_val:0.7099391480730223
f1_weighted_val:0.6683753530704049
f1_macro_val:0.6170886075949367
 ==  Epoch: 170 | test Loss: 0.691723
ACC_test:0.62
auc_test:0.6089065255731922
f1_weighted_test:0.6332964298410442
f1_macro_test:0.5657914783403586
 ==  Epoch: 171 | Training Loss: 0.537677
ACC_train:0.7713097713097713
auc_train:0.8365893895979857
f1_weighted_train:0.7802098175143891
f1_macro_train:0.7382248169404314
 ==  Epoch: 171 | val Loss: 0.639162
ACC_val:0.6611570247933884
auc_val:0.7126436781609196
f1_weighted_val:0.6626330937144528
f1_macro_val:0.5844014408980481
 ==  Epoch: 171 | test Loss: 0.695405
ACC_test:0.6733333333333333
auc_test:0.611331569664903
f1_weighted_test:0.6721181500194324
f1_macro_test:0.591916051301982
 ==  Epoch: 172 | Training Loss: 0.532050
ACC_train:0.7983367983367984
auc_train:0.8431015021272901
f1_weighted_train:0.8026387794093617
f1_macro_train:0.7581849749928736
 ==  Epoch: 172 | val Loss: 0.632734
ACC_val:0.6942148760330579
auc_val:0.7126436781609196
f1_weighted_val:0.7037458409359235
f1_macro_val:0.6476190476190475
 ==  Epoch: 172 | test Loss: 0.693187
ACC_test:0.64
auc_test:0.6133156966490301
f1_weighted_test:0.6468571428571427
f1_macro_test:0.5714285714285714
 ==  Epoch: 173 | Training Loss: 0.532880
ACC_train:0.7879417879417879
auc_train:0.8343101502127289
f1_weighted_train:0.7943099024180106
f1_macro_train:0.7511261261261262
 ==  Epoch: 173 | val Loss: 0.628282
ACC_val:0.6694214876033058
auc_val:0.7116294793779581
f1_weighted_val:0.6819712274257729
f1_macro_val:0.6265432098765432
 ==  Epoch: 173 | test Loss: 0.691233
ACC_test:0.6133333333333333
auc_test:0.6124338624338624
f1_weighted_test:0.6245155959512496
f1_macro_test:0.5507126626730015
 ==  Epoch: 174 | Training Loss: 0.536203
ACC_train:0.7713097713097713
auc_train:0.8316835981592428
f1_weighted_train:0.7788130217133238
f1_macro_train:0.7335850956696878
 ==  Epoch: 174 | val Loss: 0.634266
ACC_val:0.6776859504132231
auc_val:0.7136578769438809
f1_weighted_val:0.6859721878556935
f1_macro_val:0.6232335329341316
 ==  Epoch: 174 | test Loss: 0.695144
ACC_test:0.66
auc_test:0.6119929453262787
f1_weighted_test:0.6612093023255814
f1_macro_test:0.5813953488372093
 ==  Epoch: 175 | Training Loss: 0.532042
ACC_train:0.8024948024948025
auc_train:0.8333550403750976
f1_weighted_train:0.807369041933071
f1_macro_train:0.7650606436088987
 ==  Epoch: 175 | val Loss: 0.631694
ACC_val:0.6694214876033058
auc_val:0.7150101419878295
f1_weighted_val:0.6788546093901487
f1_macro_val:0.6163601775523145
 ==  Epoch: 175 | test Loss: 0.696162
ACC_test:0.6466666666666666
auc_test:0.6086860670194003
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 176 | Training Loss: 0.532419
ACC_train:0.7920997920997921
auc_train:0.8437092992966918
f1_weighted_train:0.7977234268381272
f1_macro_train:0.7541402576160294
 ==  Epoch: 176 | val Loss: 0.631763
ACC_val:0.6694214876033058
auc_val:0.7139959432048681
f1_weighted_val:0.6769201314655862
f1_macro_val:0.6106821106821108
 ==  Epoch: 176 | test Loss: 0.695057
ACC_test:0.6533333333333333
auc_test:0.6089065255731922
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 177 | Training Loss: 0.552829
ACC_train:0.8024948024948025
auc_train:0.8447946513849092
f1_weighted_train:0.807369041933071
f1_macro_train:0.7650606436088987
 ==  Epoch: 177 | val Loss: 0.633358
ACC_val:0.6611570247933884
auc_val:0.7146720757268425
f1_weighted_val:0.6595964686602406
f1_macro_val:0.5768869936034114
 ==  Epoch: 177 | test Loss: 0.696342
ACC_test:0.6733333333333333
auc_test:0.609347442680776
f1_weighted_test:0.6695213935396583
f1_macro_test:0.5856587180788094
 ==  Epoch: 178 | Training Loss: 0.530771
ACC_train:0.7900207900207901
auc_train:0.8448163584266737
f1_weighted_train:0.7937515884276195
f1_macro_train:0.7461290440580892
 ==  Epoch: 178 | val Loss: 0.627808
ACC_val:0.6776859504132231
auc_val:0.7150101419878296
f1_weighted_val:0.6877321026081356
f1_macro_val:0.6285714285714286
 ==  Epoch: 178 | test Loss: 0.695280
ACC_test:0.6333333333333333
auc_test:0.6108906525573192
f1_weighted_test:0.6412955465587044
f1_macro_test:0.5662232504337767
 ==  Epoch: 179 | Training Loss: 0.534467
ACC_train:0.7879417879417879
auc_train:0.8351567248415387
f1_weighted_train:0.7948993474069004
f1_macro_train:0.7529607250755287
 ==  Epoch: 179 | val Loss: 0.632832
ACC_val:0.6611570247933884
auc_val:0.7173766058147396
f1_weighted_val:0.6677487662256318
f1_macro_val:0.5978763070438518
 ==  Epoch: 179 | test Loss: 0.694952
ACC_test:0.6733333333333333
auc_test:0.6135361552028219
f1_weighted_test:0.6721181500194324
f1_macro_test:0.591916051301982
 ==  Epoch: 180 | Training Loss: 0.532408
ACC_train:0.7920997920997921
auc_train:0.8298167925675088
f1_weighted_train:0.7983430415862849
f1_macro_train:0.756006006006006
 ==  Epoch: 180 | val Loss: 0.638130
ACC_val:0.6611570247933884
auc_val:0.7187288708586882
f1_weighted_val:0.6595964686602406
f1_macro_val:0.5768869936034114
 ==  Epoch: 180 | test Loss: 0.697174
ACC_test:0.6666666666666666
auc_test:0.6135361552028219
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 181 | Training Loss: 0.533982
ACC_train:0.7817047817047817
auc_train:0.8338543023356777
f1_weighted_train:0.7892940654250169
f1_macro_train:0.7470665124175544
 ==  Epoch: 181 | val Loss: 0.625729
ACC_val:0.6611570247933884
auc_val:0.7177146720757268
f1_weighted_val:0.6757922067186568
f1_macro_val:0.6240812305827081
 ==  Epoch: 181 | test Loss: 0.693874
ACC_test:0.6066666666666667
auc_test:0.611111111111111
f1_weighted_test:0.6188857509627728
f1_macro_test:0.5455712451861361
 ==  Epoch: 182 | Training Loss: 0.531520
ACC_train:0.7920997920997921
auc_train:0.8434054007119911
f1_weighted_train:0.7986371247873634
f1_macro_train:0.7569135602813941
 ==  Epoch: 182 | val Loss: 0.633320
ACC_val:0.6776859504132231
auc_val:0.7210953346855984
f1_weighted_val:0.6790900159722842
f1_macro_val:0.6046745413420458
 ==  Epoch: 182 | test Loss: 0.696305
ACC_test:0.6666666666666666
auc_test:0.6148589065255732
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 183 | Training Loss: 0.524116
ACC_train:0.7962577962577962
auc_train:0.8478553442736824
f1_weighted_train:0.8000636190248207
f1_macro_train:0.7541823112223613
 ==  Epoch: 183 | val Loss: 0.632421
ACC_val:0.6776859504132231
auc_val:0.7224475997295469
f1_weighted_val:0.6839561434829181
f1_macro_val:0.6174920969441517
 ==  Epoch: 183 | test Loss: 0.695403
ACC_test:0.68
auc_test:0.6144179894179894
f1_weighted_test:0.68
f1_macro_test:0.6031746031746031
 ==  Epoch: 184 | Training Loss: 0.532335
ACC_train:0.8045738045738046
auc_train:0.8472475471042806
f1_weighted_train:0.8092371645784109
f1_macro_train:0.7670726178700956
 ==  Epoch: 184 | val Loss: 0.630036
ACC_val:0.6776859504132231
auc_val:0.7210953346855984
f1_weighted_val:0.6839561434829181
f1_macro_val:0.6174920969441517
 ==  Epoch: 184 | test Loss: 0.693427
ACC_test:0.6733333333333333
auc_test:0.6139770723104057
f1_weighted_test:0.6744952120383036
f1_macro_test:0.5978112175102599
 ==  Epoch: 185 | Training Loss: 0.521537
ACC_train:0.7858627858627859
auc_train:0.8426890683337673
f1_weighted_train:0.7933075117978737
f1_macro_train:0.7518842931334104
 ==  Epoch: 185 | val Loss: 0.638081
ACC_val:0.6859504132231405
auc_val:0.7170385395537526
f1_weighted_val:0.6859504132231407
f1_macro_val:0.6113928329952671
 ==  Epoch: 185 | test Loss: 0.696367
ACC_test:0.6666666666666666
auc_test:0.6166225749559082
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 186 | Training Loss: 0.523727
ACC_train:0.8087318087318087
auc_train:0.8646348875575237
f1_weighted_train:0.8141954455042566
f1_macro_train:0.7746751395168847
 ==  Epoch: 186 | val Loss: 0.624798
ACC_val:0.6611570247933884
auc_val:0.7197430696416497
f1_weighted_val:0.6746681318486325
f1_macro_val:0.6195843877003298
 ==  Epoch: 186 | test Loss: 0.693362
ACC_test:0.6133333333333333
auc_test:0.6128747795414462
f1_weighted_test:0.6261274509803921
f1_macro_test:0.5557598039215687
 ==  Epoch: 187 | Training Loss: 0.524572
ACC_train:0.7920997920997921
auc_train:0.849070938612486
f1_weighted_train:0.7980385277220179
f1_macro_train:0.755081673387918
 ==  Epoch: 187 | val Loss: 0.633517
ACC_val:0.6859504132231405
auc_val:0.7183908045977012
f1_weighted_val:0.6909793118349269
f1_macro_val:0.6243464052287582
 ==  Epoch: 187 | test Loss: 0.696404
ACC_test:0.6733333333333333
auc_test:0.6117724867724867
f1_weighted_test:0.6744952120383036
f1_macro_test:0.5978112175102599
 ==  Epoch: 188 | Training Loss: 0.526256
ACC_train:0.8045738045738046
auc_train:0.8571676651905878
f1_weighted_train:0.8112429244879575
f1_macro_train:0.7731587397150311
 ==  Epoch: 188 | val Loss: 0.628761
ACC_val:0.6694214876033058
auc_val:0.7173766058147397
f1_weighted_val:0.6769201314655862
f1_macro_val:0.6106821106821108
 ==  Epoch: 188 | test Loss: 0.695253
ACC_test:0.6533333333333333
auc_test:0.6117724867724867
f1_weighted_test:0.6579416809605488
f1_macro_test:0.5819039451114922
 ==  Epoch: 189 | Training Loss: 0.532299
ACC_train:0.7962577962577962
auc_train:0.8392593557350003
f1_weighted_train:0.8007787031455671
f1_macro_train:0.756186121570737
 ==  Epoch: 189 | val Loss: 0.631859
ACC_val:0.6776859504132231
auc_val:0.7190669371196754
f1_weighted_val:0.6790900159722842
f1_macro_val:0.6046745413420458
 ==  Epoch: 189 | test Loss: 0.695428
ACC_test:0.66
auc_test:0.6100088183421517
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 190 | Training Loss: 0.517386
ACC_train:0.8212058212058212
auc_train:0.869953112789789
f1_weighted_train:0.824545624858516
f1_macro_train:0.7842824363788068
 ==  Epoch: 190 | val Loss: 0.636543
ACC_val:0.6694214876033058
auc_val:0.7210953346855984
f1_weighted_val:0.6694214876033058
f1_macro_val:0.5909398242055443
 ==  Epoch: 190 | test Loss: 0.698609
ACC_test:0.66
auc_test:0.6080246913580247
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 191 | Training Loss: 0.522567
ACC_train:0.8108108108108109
auc_train:0.8484197273595554
f1_weighted_train:0.8154798191148366
f1_macro_train:0.7749528270358925
 ==  Epoch: 191 | val Loss: 0.625786
ACC_val:0.6776859504132231
auc_val:0.7207572684246112
f1_weighted_val:0.6892499087039036
f1_macro_val:0.6335326551215346
 ==  Epoch: 191 | test Loss: 0.695932
ACC_test:0.6333333333333333
auc_test:0.6100088183421517
f1_weighted_test:0.6412955465587044
f1_macro_test:0.5662232504337767
 ==  Epoch: 192 | Training Loss: 0.507155
ACC_train:0.8378378378378378
auc_train:0.8763132760267432
f1_weighted_train:0.8408669620809797
f1_macro_train:0.804349186483104
 ==  Epoch: 192 | val Loss: 0.634624
ACC_val:0.6942148760330579
auc_val:0.7234617985125085
f1_weighted_val:0.6979927994821181
f1_macro_val:0.6312494852153858
 ==  Epoch: 192 | test Loss: 0.698633
ACC_test:0.6533333333333333
auc_test:0.6086860670194003
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 193 | Training Loss: 0.515511
ACC_train:0.8045738045738046
auc_train:0.8641139185551792
f1_weighted_train:0.8101562160586967
f1_macro_train:0.769776772984643
 ==  Epoch: 193 | val Loss: 0.622925
ACC_val:0.6776859504132231
auc_val:0.7221095334685599
f1_weighted_val:0.6877321026081356
f1_macro_val:0.6285714285714286
 ==  Epoch: 193 | test Loss: 0.695039
ACC_test:0.6533333333333333
auc_test:0.6100088183421517
f1_weighted_test:0.6579416809605488
f1_macro_test:0.5819039451114922
 ==  Epoch: 194 | Training Loss: 0.514871
ACC_train:0.8045738045738046
auc_train:0.8601415299123035
f1_weighted_train:0.8104424590911078
f1_macro_train:0.7706456456456456
 ==  Epoch: 194 | val Loss: 0.626748
ACC_val:0.6859504132231405
auc_val:0.7258282623394186
f1_weighted_val:0.6930741248923067
f1_macro_val:0.6301480051480051
 ==  Epoch: 194 | test Loss: 0.696520
ACC_test:0.6533333333333333
auc_test:0.6089065255731922
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 195 | Training Loss: 0.520639
ACC_train:0.7962577962577962
auc_train:0.8602717721628897
f1_weighted_train:0.8023761807545591
f1_macro_train:0.7608858858858859
 ==  Epoch: 195 | val Loss: 0.633582
ACC_val:0.6859504132231405
auc_val:0.7285327924273157
f1_weighted_val:0.6886109662008182
f1_macro_val:0.6181063122923588
 ==  Epoch: 195 | test Loss: 0.698576
ACC_test:0.6666666666666666
auc_test:0.6075837742504409
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 196 | Training Loss: 0.518185
ACC_train:0.8066528066528067
auc_train:0.8578622905270469
f1_weighted_train:0.8111061047646414
f1_macro_train:0.7690902051877662
 ==  Epoch: 196 | val Loss: 0.620809
ACC_val:0.6859504132231405
auc_val:0.7285327924273157
f1_weighted_val:0.6965071144672034
f1_macro_val:0.6405565978736711
 ==  Epoch: 196 | test Loss: 0.694497
ACC_test:0.6466666666666666
auc_test:0.6084656084656084
f1_weighted_test:0.6524053463975718
f1_macro_test:0.5766547739496246
 ==  Epoch: 197 | Training Loss: 0.516902
ACC_train:0.8024948024948025
auc_train:0.8574932708170531
f1_weighted_train:0.807369041933071
f1_macro_train:0.7650606436088987
 ==  Epoch: 197 | val Loss: 0.635128
ACC_val:0.6859504132231405
auc_val:0.7295469912102772
f1_weighted_val:0.6829764588029051
f1_macro_val:0.6041666666666667
 ==  Epoch: 197 | test Loss: 0.699293
ACC_test:0.66
auc_test:0.6069223985890653
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 198 | Training Loss: 0.512724
ACC_train:0.8336798336798337
auc_train:0.8730138056785621
f1_weighted_train:0.8376486507050305
f1_macro_train:0.801763930102209
 ==  Epoch: 198 | val Loss: 0.627987
ACC_val:0.6942148760330579
auc_val:0.72447599729547
f1_weighted_val:0.6979927994821181
f1_macro_val:0.6312494852153858
 ==  Epoch: 198 | test Loss: 0.697278
ACC_test:0.6533333333333333
auc_test:0.6111111111111112
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 199 | Training Loss: 0.503621
ACC_train:0.817047817047817
auc_train:0.876378397152036
f1_weighted_train:0.8228006698128797
f1_macro_train:0.7860839330476268
 ==  Epoch: 199 | val Loss: 0.630648
ACC_val:0.6942148760330579
auc_val:0.72447599729547
f1_weighted_val:0.6979927994821181
f1_macro_val:0.6312494852153858
 ==  Epoch: 199 | test Loss: 0.697761
ACC_test:0.6533333333333333
auc_test:0.6091269841269841
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 200 | Training Loss: 0.510116
ACC_train:0.8316008316008316
auc_train:0.8768776591126162
f1_weighted_train:0.8336206411315581
f1_macro_train:0.7937753076617705
 ==  Epoch: 200 | val Loss: 0.627369
ACC_val:0.6942148760330579
auc_val:0.7248140635564571
f1_weighted_val:0.7001635207402044
f1_macro_val:0.6371078868444516
 ==  Epoch: 200 | test Loss: 0.697608
ACC_test:0.6533333333333333
auc_test:0.6089065255731922
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 201 | Training Loss: 0.514209
ACC_train:0.8108108108108109
auc_train:0.8678909438221759
f1_weighted_train:0.8163548093108737
f1_macro_train:0.7775468198104338
 ==  Epoch: 201 | val Loss: 0.626900
ACC_val:0.6859504132231405
auc_val:0.7254901960784315
f1_weighted_val:0.6930741248923067
f1_macro_val:0.6301480051480051
 ==  Epoch: 201 | test Loss: 0.696830
ACC_test:0.6466666666666666
auc_test:0.6100088183421517
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 202 | Training Loss: 0.504895
ACC_train:0.8461538461538461
auc_train:0.8749891464791179
f1_weighted_train:0.8481527345768695
f1_macro_train:0.8120061689271982
 ==  Epoch: 202 | val Loss: 0.629679
ACC_val:0.6859504132231405
auc_val:0.72684246112238
f1_weighted_val:0.6829764588029051
f1_macro_val:0.6041666666666667
 ==  Epoch: 202 | test Loss: 0.698006
ACC_test:0.66
auc_test:0.6111111111111112
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 203 | Training Loss: 0.521675
ACC_train:0.7817047817047817
auc_train:0.8510896934965703
f1_weighted_train:0.7874399488393068
f1_macro_train:0.7413461981655323
 ==  Epoch: 203 | val Loss: 0.629313
ACC_val:0.7024793388429752
auc_val:0.7275185936443543
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 203 | test Loss: 0.699740
ACC_test:0.6466666666666666
auc_test:0.6078042328042328
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 204 | Training Loss: 0.511815
ACC_train:0.8274428274428275
auc_train:0.8730572197620908
f1_weighted_train:0.8311239040306909
f1_macro_train:0.7930861126227682
 ==  Epoch: 204 | val Loss: 0.623267
ACC_val:0.6942148760330579
auc_val:0.7275185936443542
f1_weighted_val:0.7001635207402044
f1_macro_val:0.6371078868444516
 ==  Epoch: 204 | test Loss: 0.698557
ACC_test:0.66
auc_test:0.6073633156966491
f1_weighted_test:0.6612093023255814
f1_macro_test:0.5813953488372093
 ==  Epoch: 205 | Training Loss: 0.513347
ACC_train:0.814968814968815
auc_train:0.8582530172788052
f1_weighted_train:0.8171881118606009
f1_macro_train:0.7734074368135504
 ==  Epoch: 205 | val Loss: 0.620318
ACC_val:0.6776859504132231
auc_val:0.7278566599053414
f1_weighted_val:0.6877321026081356
f1_macro_val:0.6285714285714286
 ==  Epoch: 205 | test Loss: 0.697676
ACC_test:0.64
auc_test:0.6069223985890653
f1_weighted_test:0.6447855917667238
f1_macro_test:0.5658233276157805
 ==  Epoch: 206 | Training Loss: 0.515165
ACC_train:0.8212058212058212
auc_train:0.8677389945298255
f1_weighted_train:0.8251731476583548
f1_macro_train:0.7860408821947283
 ==  Epoch: 206 | val Loss: 0.634070
ACC_val:0.6942148760330579
auc_val:0.7298850574712644
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 206 | test Loss: 0.702360
ACC_test:0.6533333333333333
auc_test:0.6044973544973544
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 207 | Training Loss: 0.507570
ACC_train:0.8232848232848233
auc_train:0.879677867500217
f1_weighted_train:0.828717670822934
f1_macro_train:0.7929925824662667
 ==  Epoch: 207 | val Loss: 0.628220
ACC_val:0.6942148760330579
auc_val:0.7281947261663285
f1_weighted_val:0.6979927994821181
f1_macro_val:0.6312494852153858
 ==  Epoch: 207 | test Loss: 0.701030
ACC_test:0.6466666666666666
auc_test:0.6060405643738976
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 208 | Training Loss: 0.508091
ACC_train:0.817047817047817
auc_train:0.8728618563862117
f1_weighted_train:0.8217098682615923
f1_macro_train:0.7827996715927751
 ==  Epoch: 208 | val Loss: 0.632796
ACC_val:0.6942148760330579
auc_val:0.7298850574712643
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 208 | test Loss: 0.704033
ACC_test:0.66
auc_test:0.6058201058201058
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 209 | Training Loss: 0.509122
ACC_train:0.8253638253638254
auc_train:0.8689762959103934
f1_weighted_train:0.8292388884104861
f1_macro_train:0.7910166756320602
 ==  Epoch: 209 | val Loss: 0.626382
ACC_val:0.6859504132231405
auc_val:0.7285327924273157
f1_weighted_val:0.6909793118349269
f1_macro_val:0.6243464052287582
 ==  Epoch: 209 | test Loss: 0.703598
ACC_test:0.6533333333333333
auc_test:0.6031746031746031
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 210 | Training Loss: 0.499342
ACC_train:0.8440748440748441
auc_train:0.8927020925588262
f1_weighted_train:0.8471275064113213
f1_macro_train:0.8122628891999771
 ==  Epoch: 210 | val Loss: 0.631290
ACC_val:0.6942148760330579
auc_val:0.72920892494929
f1_weighted_val:0.6979927994821181
f1_macro_val:0.6312494852153858
 ==  Epoch: 210 | test Loss: 0.704402
ACC_test:0.6466666666666666
auc_test:0.6000881834215168
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 211 | Training Loss: 0.508955
ACC_train:0.8087318087318087
auc_train:0.8715377268385864
f1_weighted_train:0.8147461548043742
f1_macro_train:0.7763604754588825
 ==  Epoch: 211 | val Loss: 0.620991
ACC_val:0.6942148760330579
auc_val:0.7278566599053414
f1_weighted_val:0.7020761782220682
f1_macro_val:0.6425548902195608
 ==  Epoch: 211 | test Loss: 0.700156
ACC_test:0.6466666666666666
auc_test:0.6014109347442681
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 212 | Training Loss: 0.504333
ACC_train:0.8336798336798337
auc_train:0.8762915689849786
f1_weighted_train:0.8376486507050305
f1_macro_train:0.801763930102209
 ==  Epoch: 212 | val Loss: 0.625982
ACC_val:0.7107438016528925
auc_val:0.7288708586883029
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 212 | test Loss: 0.700393
ACC_test:0.6533333333333333
auc_test:0.6047178130511464
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 213 | Training Loss: 0.505098
ACC_train:0.841995841995842
auc_train:0.8806546843796128
f1_weighted_train:0.8452289238778083
f1_macro_train:0.8101499854584735
 ==  Epoch: 213 | val Loss: 0.622009
ACC_val:0.7107438016528925
auc_val:0.7298850574712643
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 213 | test Loss: 0.699345
ACC_test:0.6466666666666666
auc_test:0.6064814814814815
f1_weighted_test:0.6524053463975718
f1_macro_test:0.5766547739496246
 ==  Epoch: 214 | Training Loss: 0.503532
ACC_train:0.8316008316008316
auc_train:0.8872319180342102
f1_weighted_train:0.8365355994964919
f1_macro_train:0.8019922242268696
 ==  Epoch: 214 | val Loss: 0.630080
ACC_val:0.7107438016528925
auc_val:0.7295469912102771
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 214 | test Loss: 0.702875
ACC_test:0.6466666666666666
auc_test:0.6029541446208113
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 215 | Training Loss: 0.502329
ACC_train:0.8274428274428275
auc_train:0.8862551011548147
f1_weighted_train:0.8305087310840835
f1_macro_train:0.7913733728398159
 ==  Epoch: 215 | val Loss: 0.624754
ACC_val:0.7024793388429752
auc_val:0.7295469912102772
f1_weighted_val:0.707243558580457
f1_macro_val:0.6441176470588235
 ==  Epoch: 215 | test Loss: 0.702663
ACC_test:0.64
auc_test:0.6022927689594356
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 216 | Training Loss: 0.497108
ACC_train:0.8607068607068608
auc_train:0.895806199531128
f1_weighted_train:0.8634339057274469
f1_macro_train:0.8322881810186462
 ==  Epoch: 216 | val Loss: 0.629823
ACC_val:0.7107438016528925
auc_val:0.7308992562542258
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 216 | test Loss: 0.704952
ACC_test:0.6533333333333333
auc_test:0.6011904761904762
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 217 | Training Loss: 0.502138
ACC_train:0.8232848232848233
auc_train:0.8815229660501867
f1_weighted_train:0.8276459848874848
f1_macro_train:0.789791102176383
 ==  Epoch: 217 | val Loss: 0.626423
ACC_val:0.7107438016528925
auc_val:0.7332657200811359
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 217 | test Loss: 0.703829
ACC_test:0.64
auc_test:0.6027336860670194
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 218 | Training Loss: 0.502589
ACC_train:0.8336798336798337
auc_train:0.8841929321872015
f1_weighted_train:0.8376486507050305
f1_macro_train:0.801763930102209
 ==  Epoch: 218 | val Loss: 0.624291
ACC_val:0.7107438016528925
auc_val:0.7349560513860716
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 218 | test Loss: 0.702794
ACC_test:0.6533333333333333
auc_test:0.6036155202821869
f1_weighted_test:0.6579416809605488
f1_macro_test:0.5819039451114922
 ==  Epoch: 219 | Training Loss: 0.494287
ACC_train:0.8336798336798337
auc_train:0.8849960927324825
f1_weighted_train:0.8391367430642354
f1_macro_train:0.8062437059415911
 ==  Epoch: 219 | val Loss: 0.632984
ACC_val:0.7024793388429752
auc_val:0.7376605814739688
f1_weighted_val:0.7024793388429752
f1_macro_val:0.6318458417849899
 ==  Epoch: 219 | test Loss: 0.706766
ACC_test:0.6533333333333333
auc_test:0.6009700176366843
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 220 | Training Loss: 0.498762
ACC_train:0.8461538461538461
auc_train:0.8891204306677085
f1_weighted_train:0.848453221228685
f1_macro_train:0.8128129075686819
 ==  Epoch: 220 | val Loss: 0.627066
ACC_val:0.7107438016528925
auc_val:0.7349560513860716
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 220 | test Loss: 0.704628
ACC_test:0.6466666666666666
auc_test:0.6051587301587302
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 221 | Training Loss: 0.496289
ACC_train:0.8461538461538461
auc_train:0.8899670052965182
f1_weighted_train:0.8493018469336555
f1_macro_train:0.8151460384727243
 ==  Epoch: 221 | val Loss: 0.624974
ACC_val:0.7107438016528925
auc_val:0.7319134550371873
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 221 | test Loss: 0.704309
ACC_test:0.6333333333333333
auc_test:0.6029541446208113
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 222 | Training Loss: 0.491567
ACC_train:0.83991683991684
auc_train:0.8997785881740036
f1_weighted_train:0.8446079155707392
f1_macro_train:0.811770385993444
 ==  Epoch: 222 | val Loss: 0.624452
ACC_val:0.7107438016528925
auc_val:0.7346179851250845
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 222 | test Loss: 0.705083
ACC_test:0.6466666666666666
auc_test:0.6029541446208113
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 223 | Training Loss: 0.489341
ACC_train:0.8523908523908524
auc_train:0.9053138838239126
f1_weighted_train:0.8552807060693842
f1_macro_train:0.8222755351093116
 ==  Epoch: 223 | val Loss: 0.640813
ACC_val:0.6859504132231405
auc_val:0.735632183908046
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 223 | test Loss: 0.709648
ACC_test:0.66
auc_test:0.6011904761904762
f1_weighted_test:0.6530866601752677
f1_macro_test:0.5618305744888024
 ==  Epoch: 224 | Training Loss: 0.495150
ACC_train:0.8295218295218295
auc_train:0.8952852305287835
f1_weighted_train:0.8338660136073929
f1_macro_train:0.7976087848932676
 ==  Epoch: 224 | val Loss: 0.621595
ACC_val:0.7107438016528925
auc_val:0.7332657200811359
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 224 | test Loss: 0.704385
ACC_test:0.6466666666666666
auc_test:0.6018518518518519
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 225 | Training Loss: 0.492590
ACC_train:0.8607068607068608
auc_train:0.9055526612833203
f1_weighted_train:0.8634339057274469
f1_macro_train:0.8322881810186462
 ==  Epoch: 225 | val Loss: 0.627222
ACC_val:0.7107438016528925
auc_val:0.735632183908046
f1_weighted_val:0.7143175130236253
f1_macro_val:0.6511819454740138
 ==  Epoch: 225 | test Loss: 0.706344
ACC_test:0.6466666666666666
auc_test:0.6020723104056437
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 226 | Training Loss: 0.488093
ACC_train:0.8607068607068608
auc_train:0.9086133541720934
f1_weighted_train:0.8636783321693531
f1_macro_train:0.8329731270569334
 ==  Epoch: 226 | val Loss: 0.623602
ACC_val:0.7107438016528925
auc_val:0.7342799188640974
f1_weighted_val:0.7143175130236253
f1_macro_val:0.6511819454740138
 ==  Epoch: 226 | test Loss: 0.706139
ACC_test:0.6466666666666666
auc_test:0.6020723104056438
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 227 | Training Loss: 0.491444
ACC_train:0.8565488565488566
auc_train:0.9012763740557437
f1_weighted_train:0.8576749489059048
f1_macro_train:0.8227660858374142
 ==  Epoch: 227 | val Loss: 0.621640
ACC_val:0.7107438016528925
auc_val:0.735632183908046
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 227 | test Loss: 0.704993
ACC_test:0.6466666666666666
auc_test:0.6011904761904762
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 228 | Training Loss: 0.489622
ACC_train:0.83991683991684
auc_train:0.8996049318398889
f1_weighted_train:0.8427611119695715
f1_macro_train:0.8064548157670581
 ==  Epoch: 228 | val Loss: 0.622734
ACC_val:0.7107438016528925
auc_val:0.735632183908046
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 228 | test Loss: 0.704268
ACC_test:0.6466666666666666
auc_test:0.5981040564373897
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 229 | Training Loss: 0.490345
ACC_train:0.841995841995842
auc_train:0.8951984023617262
f1_weighted_train:0.8460221589531933
f1_macro_train:0.8124178981937602
 ==  Epoch: 229 | val Loss: 0.619881
ACC_val:0.7107438016528925
auc_val:0.7332657200811359
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 229 | test Loss: 0.704735
ACC_test:0.64
auc_test:0.597663139329806
f1_weighted_test:0.6447855917667238
f1_macro_test:0.5658233276157805
 ==  Epoch: 230 | Training Loss: 0.495936
ACC_train:0.8357588357588358
auc_train:0.884605365980724
f1_weighted_train:0.8395417449075985
f1_macro_train:0.8038508194605756
 ==  Epoch: 230 | val Loss: 0.632409
ACC_val:0.7024793388429752
auc_val:0.7359702501690332
f1_weighted_val:0.7024793388429752
f1_macro_val:0.6318458417849899
 ==  Epoch: 230 | test Loss: 0.710457
ACC_test:0.6533333333333333
auc_test:0.5983245149911817
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 231 | Training Loss: 0.492296
ACC_train:0.8357588357588358
auc_train:0.9121733090214466
f1_weighted_train:0.8410364389117094
f1_macro_train:0.8083152993638927
 ==  Epoch: 231 | val Loss: 0.616650
ACC_val:0.7107438016528925
auc_val:0.7346179851250845
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 231 | test Loss: 0.704642
ACC_test:0.6266666666666667
auc_test:0.597442680776014
f1_weighted_test:0.6337777777777779
f1_macro_test:0.5555555555555556
 ==  Epoch: 232 | Training Loss: 0.489960
ACC_train:0.8544698544698545
auc_train:0.9036207345662933
f1_weighted_train:0.858178304298994
f1_macro_train:0.8272270114942528
 ==  Epoch: 232 | val Loss: 0.624966
ACC_val:0.71900826446281
auc_val:0.7366463826910075
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 232 | test Loss: 0.705208
ACC_test:0.6466666666666666
auc_test:0.6009700176366843
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 233 | Training Loss: 0.484108
ACC_train:0.8544698544698545
auc_train:0.9109577146826431
f1_weighted_train:0.8574476930453497
f1_macro_train:0.8251381445012256
 ==  Epoch: 233 | val Loss: 0.628798
ACC_val:0.71900826446281
auc_val:0.7390128465179175
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 233 | test Loss: 0.706009
ACC_test:0.64
auc_test:0.6016313932980599
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 234 | Training Loss: 0.492804
ACC_train:0.8191268191268192
auc_train:0.8984761656681427
f1_weighted_train:0.8244271253851209
f1_macro_train:0.787324981577008
 ==  Epoch: 234 | val Loss: 0.639797
ACC_val:0.7107438016528925
auc_val:0.7393509127789046
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 234 | test Loss: 0.710280
ACC_test:0.6466666666666666
auc_test:0.5981040564373898
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 235 | Training Loss: 0.484087
ACC_train:0.8690228690228691
auc_train:0.9124337935226188
f1_weighted_train:0.8713500007023766
f1_macro_train:0.8416448492639567
 ==  Epoch: 235 | val Loss: 0.616933
ACC_val:0.71900826446281
auc_val:0.7386747802569303
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 235 | test Loss: 0.703945
ACC_test:0.6333333333333333
auc_test:0.6005291005291005
f1_weighted_test:0.639288567016348
f1_macro_test:0.5606794824005538
 ==  Epoch: 236 | Training Loss: 0.484871
ACC_train:0.8752598752598753
auc_train:0.9025570895198401
f1_weighted_train:0.8771242334286635
f1_macro_train:0.8482266818124449
 ==  Epoch: 236 | val Loss: 0.617549
ACC_val:0.7272727272727273
auc_val:0.737998647734956
f1_weighted_val:0.7325782752547767
f1_macro_val:0.6763394666450514
 ==  Epoch: 236 | test Loss: 0.704022
ACC_test:0.6333333333333333
auc_test:0.6018518518518519
f1_weighted_test:0.639288567016348
f1_macro_test:0.5606794824005538
 ==  Epoch: 237 | Training Loss: 0.481105
ACC_train:0.8607068607068608
auc_train:0.9120647738126249
f1_weighted_train:0.8636783321693531
f1_macro_train:0.8329731270569334
 ==  Epoch: 237 | val Loss: 0.624775
ACC_val:0.7272727272727273
auc_val:0.7366463826910075
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 237 | test Loss: 0.706737
ACC_test:0.6333333333333333
auc_test:0.6003086419753086
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 238 | Training Loss: 0.484491
ACC_train:0.8627858627858628
auc_train:0.9124989146479118
f1_weighted_train:0.8655935391570441
f1_macro_train:0.8351302505297271
 ==  Epoch: 238 | val Loss: 0.622664
ACC_val:0.7355371900826446
auc_val:0.737660581473969
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 238 | test Loss: 0.706744
ACC_test:0.6333333333333333
auc_test:0.5978835978835979
f1_weighted_test:0.639288567016348
f1_macro_test:0.5606794824005538
 ==  Epoch: 239 | Training Loss: 0.488621
ACC_train:0.8669438669438669
auc_train:0.9063992359121299
f1_weighted_train:0.8694293022202908
f1_macro_train:0.8394659991656237
 ==  Epoch: 239 | val Loss: 0.621413
ACC_val:0.7355371900826446
auc_val:0.7403651115618661
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 239 | test Loss: 0.706090
ACC_test:0.64
auc_test:0.5985449735449736
f1_weighted_test:0.6447855917667238
f1_macro_test:0.5658233276157805
 ==  Epoch: 240 | Training Loss: 0.478662
ACC_train:0.8627858627858628
auc_train:0.9177303117131197
f1_weighted_train:0.8658305551796676
f1_macro_train:0.8357988165680472
 ==  Epoch: 240 | val Loss: 0.619074
ACC_val:0.7272727272727273
auc_val:0.7369844489519946
f1_weighted_val:0.7325782752547767
f1_macro_val:0.6763394666450514
 ==  Epoch: 240 | test Loss: 0.705647
ACC_test:0.6266666666666667
auc_test:0.5981040564373897
f1_weighted_test:0.6337777777777779
f1_macro_test:0.5555555555555556
 ==  Epoch: 241 | Training Loss: 0.479630
ACC_train:0.8752598752598753
auc_train:0.9088738386732655
f1_weighted_train:0.876880595602867
f1_macro_train:0.847572569400431
 ==  Epoch: 241 | val Loss: 0.622554
ACC_val:0.71900826446281
auc_val:0.7369844489519946
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 241 | test Loss: 0.707311
ACC_test:0.6466666666666666
auc_test:0.6000881834215167
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 242 | Training Loss: 0.483382
ACC_train:0.8461538461538461
auc_train:0.9135842667361291
f1_weighted_train:0.8500742074017936
f1_macro_train:0.8173542692939244
 ==  Epoch: 242 | val Loss: 0.621681
ACC_val:0.71900826446281
auc_val:0.7383367139959431
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 242 | test Loss: 0.706314
ACC_test:0.6466666666666666
auc_test:0.5985449735449735
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 243 | Training Loss: 0.477108
ACC_train:0.8690228690228691
auc_train:0.9185985933836937
f1_weighted_train:0.8705938319912119
f1_macro_train:0.839603017070266
 ==  Epoch: 243 | val Loss: 0.625145
ACC_val:0.7107438016528925
auc_val:0.737998647734956
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 243 | test Loss: 0.708693
ACC_test:0.6466666666666666
auc_test:0.5963403880070547
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 244 | Training Loss: 0.479822
ACC_train:0.8607068607068608
auc_train:0.9103499175132412
f1_weighted_train:0.863181746778718
f1_macro_train:0.8315905539791284
 ==  Epoch: 244 | val Loss: 0.627624
ACC_val:0.71900826446281
auc_val:0.7383367139959431
f1_weighted_val:0.71900826446281
f1_macro_val:0.6522988505747127
 ==  Epoch: 244 | test Loss: 0.710701
ACC_test:0.6533333333333333
auc_test:0.5932539682539683
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 245 | Training Loss: 0.476605
ACC_train:0.8669438669438669
auc_train:0.9259572805418078
f1_weighted_train:0.8701189205640244
f1_macro_train:0.8414111440817672
 ==  Epoch: 245 | val Loss: 0.623051
ACC_val:0.7107438016528925
auc_val:0.7383367139959431
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 245 | test Loss: 0.709143
ACC_test:0.6533333333333333
auc_test:0.5947971781305115
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 246 | Training Loss: 0.473603
ACC_train:0.8731808731808732
auc_train:0.9170791004601894
f1_weighted_train:0.8747019643089511
f1_macro_train:0.844694984782321
 ==  Epoch: 246 | val Loss: 0.615705
ACC_val:0.7107438016528925
auc_val:0.737998647734956
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 246 | test Loss: 0.707822
ACC_test:0.6133333333333333
auc_test:0.5934744268077602
f1_weighted_test:0.6227090301003344
f1_macro_test:0.5453595317725752
 ==  Epoch: 247 | Training Loss: 0.482282
ACC_train:0.8482328482328483
auc_train:0.9152774159937483
f1_weighted_train:0.8528987055302845
f1_macro_train:0.8222171590592644
 ==  Epoch: 247 | val Loss: 0.634661
ACC_val:0.7107438016528925
auc_val:0.7349560513860717
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 247 | test Loss: 0.713682
ACC_test:0.6466666666666666
auc_test:0.5932539682539683
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 248 | Training Loss: 0.471638
ACC_train:0.8773388773388774
auc_train:0.9235260918642008
f1_weighted_train:0.8790532692717204
f1_macro_train:0.8504361116234948
 ==  Epoch: 248 | val Loss: 0.623211
ACC_val:0.71900826446281
auc_val:0.7349560513860717
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 248 | test Loss: 0.709461
ACC_test:0.6466666666666666
auc_test:0.5965608465608465
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 249 | Training Loss: 0.481228
ACC_train:0.8627858627858628
auc_train:0.9110011287661718
f1_weighted_train:0.8645686551631538
f1_macro_train:0.8323298263404741
 ==  Epoch: 249 | val Loss: 0.623613
ACC_val:0.7355371900826446
auc_val:0.7369844489519946
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 249 | test Loss: 0.707714
ACC_test:0.6333333333333333
auc_test:0.5950176366843034
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 250 | Training Loss: 0.468408
ACC_train:0.8711018711018711
auc_train:0.9279326213423634
f1_weighted_train:0.8732726732726731
f1_macro_train:0.8438311688311688
 ==  Epoch: 250 | val Loss: 0.629967
ACC_val:0.7107438016528925
auc_val:0.7342799188640974
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 250 | test Loss: 0.708596
ACC_test:0.64
auc_test:0.5961199294532628
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 251 | Training Loss: 0.470010
ACC_train:0.8773388773388774
auc_train:0.9302118607276201
f1_weighted_train:0.879955546238684
f1_macro_train:0.852916634274016
 ==  Epoch: 251 | val Loss: 0.624278
ACC_val:0.71900826446281
auc_val:0.7352941176470589
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 251 | test Loss: 0.708737
ACC_test:0.6133333333333333
auc_test:0.5941358024691359
f1_weighted_test:0.6227090301003344
f1_macro_test:0.5453595317725752
 ==  Epoch: 252 | Training Loss: 0.473271
ACC_train:0.8731808731808732
auc_train:0.9155379004949206
f1_weighted_train:0.8749533800944904
f1_macro_train:0.845366149305647
 ==  Epoch: 252 | val Loss: 0.618766
ACC_val:0.7107438016528925
auc_val:0.735632183908046
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 252 | test Loss: 0.708492
ACC_test:0.6133333333333333
auc_test:0.5925925925925926
f1_weighted_test:0.6227090301003344
f1_macro_test:0.5453595317725752
 ==  Epoch: 253 | Training Loss: 0.469435
ACC_train:0.8607068607068608
auc_train:0.9237431622818443
f1_weighted_train:0.8643664435450812
f1_macro_train:0.8349542407341968
 ==  Epoch: 253 | val Loss: 0.629915
ACC_val:0.71900826446281
auc_val:0.7390128465179175
f1_weighted_val:0.71900826446281
f1_macro_val:0.6522988505747127
 ==  Epoch: 253 | test Loss: 0.711168
ACC_test:0.64
auc_test:0.5923721340388006
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 254 | Training Loss: 0.458310
ACC_train:0.8856548856548857
auc_train:0.9372232352175046
f1_weighted_train:0.8882885565812395
f1_macro_train:0.8634404439282488
 ==  Epoch: 254 | val Loss: 0.624869
ACC_val:0.71900826446281
auc_val:0.7383367139959431
f1_weighted_val:0.71900826446281
f1_macro_val:0.6522988505747127
 ==  Epoch: 254 | test Loss: 0.710100
ACC_test:0.6333333333333333
auc_test:0.5945767195767195
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 255 | Training Loss: 0.468666
ACC_train:0.8711018711018711
auc_train:0.9250672918294696
f1_weighted_train:0.8741777042963985
f1_macro_train:0.846367045829212
 ==  Epoch: 255 | val Loss: 0.630474
ACC_val:0.7107438016528925
auc_val:0.7413793103448276
f1_weighted_val:0.7094116195880104
f1_macro_val:0.6388059701492537
 ==  Epoch: 255 | test Loss: 0.714602
ACC_test:0.6466666666666666
auc_test:0.5906084656084656
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 256 | Training Loss: 0.470581
ACC_train:0.8690228690228691
auc_train:0.9286055396370583
f1_weighted_train:0.8718169392040186
f1_macro_train:0.8429448806654747
 ==  Epoch: 256 | val Loss: 0.616709
ACC_val:0.71900826446281
auc_val:0.7376605814739688
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 256 | test Loss: 0.709178
ACC_test:0.6133333333333333
auc_test:0.5914902998236331
f1_weighted_test:0.6227090301003344
f1_macro_test:0.5453595317725752
 ==  Epoch: 257 | Training Loss: 0.465496
ACC_train:0.8835758835758836
auc_train:0.9381566380133715
f1_weighted_train:0.8855366081172533
f1_macro_train:0.8589442815249267
 ==  Epoch: 257 | val Loss: 0.620493
ACC_val:0.7272727272727273
auc_val:0.7386747802569303
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 257 | test Loss: 0.710253
ACC_test:0.62
auc_test:0.5897266313932981
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 258 | Training Loss: 0.468701
ACC_train:0.8690228690228691
auc_train:0.9169488582096031
f1_weighted_train:0.8715871053855098
f1_macro_train:0.8423008269279808
 ==  Epoch: 258 | val Loss: 0.636551
ACC_val:0.71900826446281
auc_val:0.7369844489519946
f1_weighted_val:0.7133844832389264
f1_macro_val:0.6388693820224719
 ==  Epoch: 258 | test Loss: 0.714846
ACC_test:0.6466666666666666
auc_test:0.593915343915344
f1_weighted_test:0.6394822154762586
f1_macro_test:0.544647459762873
 ==  Epoch: 259 | Training Loss: 0.471279
ACC_train:0.8814968814968815
auc_train:0.9266084917947381
f1_weighted_train:0.8838169048726041
f1_macro_train:0.8573197957919827
 ==  Epoch: 259 | val Loss: 0.625509
ACC_val:0.7107438016528925
auc_val:0.7349560513860716
f1_weighted_val:0.7094116195880104
f1_macro_val:0.6388059701492537
 ==  Epoch: 259 | test Loss: 0.712808
ACC_test:0.6466666666666666
auc_test:0.5928130511463845
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 259 | test Loss: 0.712808
ACC_test:0.6466666666666666
auc_test:0.5928130511463845
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
