 ==  Epoch: 1 | Training Loss: 0.696169
ACC_train:0.33264033264033266
auc_train:0.5473430580880437
f1_weighted_train:0.2712440812159174
f1_macro_train:0.31734438072836757
 ==  Epoch: 1 | val Loss: 0.697668
ACC_val:0.2809917355371901
auc_val:0.6027721433400947
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 1 | test Loss: 0.701621
ACC_test:0.28
auc_test:0.45987654320987653
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 2 | Training Loss: 0.686487
ACC_train:0.27442827442827444
auc_train:0.6041720934271078
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 2 | val Loss: 0.693690
ACC_val:0.2809917355371901
auc_val:0.6240703177822853
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 2 | test Loss: 0.698973
ACC_test:0.28
auc_test:0.4680335097001763
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 3 | Training Loss: 0.684726
ACC_train:0.27442827442827444
auc_train:0.6115741946687505
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 3 | val Loss: 0.693144
ACC_val:0.2809917355371901
auc_val:0.6257606490872211
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 3 | test Loss: 0.698907
ACC_test:0.28
auc_test:0.4713403880070547
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 4 | Training Loss: 0.683474
ACC_train:0.27442827442827444
auc_train:0.6166970565251367
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 4 | val Loss: 0.693108
ACC_val:0.2809917355371901
auc_val:0.625422582826234
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 4 | test Loss: 0.699286
ACC_test:0.28
auc_test:0.47023809523809523
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 5 | Training Loss: 0.682569
ACC_train:0.27442827442827444
auc_train:0.6209082226274203
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 5 | val Loss: 0.693252
ACC_val:0.2809917355371901
auc_val:0.623394185260311
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 5 | test Loss: 0.699767
ACC_test:0.28
auc_test:0.47354497354497355
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 6 | Training Loss: 0.681568
ACC_train:0.27442827442827444
auc_train:0.6249023183120604
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 6 | val Loss: 0.693555
ACC_val:0.2809917355371901
auc_val:0.6220419202163625
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 6 | test Loss: 0.700332
ACC_test:0.28
auc_test:0.47354497354497355
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 7 | Training Loss: 0.680691
ACC_train:0.27442827442827444
auc_train:0.6283320309108276
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 7 | val Loss: 0.693418
ACC_val:0.2809917355371901
auc_val:0.6179851250845165
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 7 | test Loss: 0.700590
ACC_test:0.28
auc_test:0.47464726631393295
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 8 | Training Loss: 0.679287
ACC_train:0.27442827442827444
auc_train:0.631783450551359
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 8 | val Loss: 0.693912
ACC_val:0.2809917355371901
auc_val:0.6149425287356322
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 8 | test Loss: 0.701438
ACC_test:0.28
auc_test:0.4735449735449736
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 9 | Training Loss: 0.677735
ACC_train:0.27442827442827444
auc_train:0.637644351827733
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 9 | val Loss: 0.695157
ACC_val:0.2809917355371901
auc_val:0.607843137254902
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 9 | test Loss: 0.702897
ACC_test:0.28
auc_test:0.47244268077601415
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 10 | Training Loss: 0.676614
ACC_train:0.27442827442827444
auc_train:0.6438742728141009
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 10 | val Loss: 0.695123
ACC_val:0.2809917355371901
auc_val:0.6081812035158891
f1_weighted_val:0.13736961030117312
f1_macro_val:0.22692222956598368
 ==  Epoch: 10 | test Loss: 0.703217
ACC_test:0.2866666666666667
auc_test:0.47552910052910047
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 11 | Training Loss: 0.675288
ACC_train:0.2806652806652807
auc_train:0.6482590952504992
f1_weighted_train:0.13113665798092028
f1_macro_train:0.2249161698956781
 ==  Epoch: 11 | val Loss: 0.694721
ACC_val:0.2809917355371901
auc_val:0.6085192697768763
f1_weighted_val:0.13736961030117312
f1_macro_val:0.22692222956598368
 ==  Epoch: 11 | test Loss: 0.703290
ACC_test:0.2866666666666667
auc_test:0.478395061728395
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 12 | Training Loss: 0.674297
ACC_train:0.2785862785862786
auc_train:0.651862464183381
f1_weighted_train:0.13039540264313149
f1_macro_train:0.22360531591751678
 ==  Epoch: 12 | val Loss: 0.693902
ACC_val:0.2892561983471074
auc_val:0.6091954022988505
f1_weighted_val:0.15396549224300418
f1_macro_val:0.23932748538011694
 ==  Epoch: 12 | test Loss: 0.703092
ACC_test:0.29333333333333333
auc_test:0.47883597883597884
f1_weighted_test:0.16069908814589665
f1_macro_test:0.24487082066869298
 ==  Epoch: 13 | Training Loss: 0.673206
ACC_train:0.2806652806652807
auc_train:0.6561821654944864
f1_weighted_train:0.1415435134773623
f1_macro_train:0.23033593547671016
 ==  Epoch: 13 | val Loss: 0.693819
ACC_val:0.2892561983471074
auc_val:0.6088573360378634
f1_weighted_val:0.16678165049706553
f1_macro_val:0.24594202898550727
 ==  Epoch: 13 | test Loss: 0.703410
ACC_test:0.2866666666666667
auc_test:0.4792768959435626
f1_weighted_test:0.15801618475225973
f1_macro_test:0.2404524158818797
 ==  Epoch: 14 | Training Loss: 0.672113
ACC_train:0.2869022869022869
auc_train:0.6610662498914647
f1_weighted_train:0.1539859032311593
f1_macro_train:0.2395730108176124
 ==  Epoch: 14 | val Loss: 0.693437
ACC_val:0.30578512396694213
auc_val:0.607843137254902
f1_weighted_val:0.19800018059205676
f1_macro_val:0.2694077055779183
 ==  Epoch: 14 | test Loss: 0.703321
ACC_test:0.30666666666666664
auc_test:0.48104056437389775
f1_weighted_test:0.19622188905547228
f1_macro_test:0.2691154422788606
 ==  Epoch: 15 | Training Loss: 0.671096
ACC_train:0.29521829521829523
auc_train:0.6643874272814101
f1_weighted_train:0.17028170499637424
f1_macro_train:0.25169684036621465
 ==  Epoch: 15 | val Loss: 0.693128
ACC_val:0.3140495867768595
auc_val:0.6071670047329276
f1_weighted_val:0.21315863448467687
f1_macro_val:0.28084496956677407
 ==  Epoch: 15 | test Loss: 0.703261
ACC_test:0.29333333333333333
auc_test:0.48302469135802467
f1_weighted_test:0.19014341590612774
f1_macro_test:0.2596386664183274
 ==  Epoch: 16 | Training Loss: 0.670018
ACC_train:0.30353430353430355
auc_train:0.6689676130936876
f1_weighted_train:0.18625197179879863
f1_macro_train:0.26360840336902525
 ==  Epoch: 16 | val Loss: 0.693282
ACC_val:0.32231404958677684
auc_val:0.6095334685598377
f1_weighted_val:0.2280298313143892
f1_macro_val:0.29209474885844744
 ==  Epoch: 16 | test Loss: 0.703622
ACC_test:0.2866666666666667
auc_test:0.4834656084656085
f1_weighted_test:0.18708018013835367
f1_macro_test:0.2548400575699893
 ==  Epoch: 17 | Training Loss: 0.668999
ACC_train:0.30353430353430355
auc_train:0.6741121819918381
f1_weighted_train:0.19226311664533396
f1_macro_train:0.2665580321988921
 ==  Epoch: 17 | val Loss: 0.692672
ACC_val:0.32231404958677684
auc_val:0.6091954022988505
f1_weighted_val:0.2280298313143892
f1_macro_val:0.29209474885844744
 ==  Epoch: 17 | test Loss: 0.703329
ACC_test:0.29333333333333333
auc_test:0.48368606701940037
f1_weighted_test:0.19911111111111113
f1_macro_test:0.2638888888888889
 ==  Epoch: 18 | Training Loss: 0.667636
ACC_train:0.3097713097713098
auc_train:0.6789528523052878
f1_weighted_train:0.20671476835860397
f1_macro_train:0.27659998550409515
 ==  Epoch: 18 | val Loss: 0.692578
ACC_val:0.3305785123966942
auc_val:0.6115618661257606
f1_weighted_val:0.24262323979869144
f1_macro_val:0.30316388197653754
 ==  Epoch: 18 | test Loss: 0.703439
ACC_test:0.30666666666666664
auc_test:0.48280423280423285
f1_weighted_test:0.2226340025787438
f1_macro_test:0.28163566034260457
 ==  Epoch: 19 | Training Loss: 0.666375
ACC_train:0.316008316008316
auc_train:0.6843144916210819
f1_weighted_train:0.22079227644779126
f1_macro_train:0.28638554814504164
 ==  Epoch: 19 | val Loss: 0.691581
ACC_val:0.34710743801652894
auc_val:0.6176470588235293
f1_weighted_val:0.2710127338226512
f1_macro_val:0.3247863247863248
 ==  Epoch: 19 | test Loss: 0.702764
ACC_test:0.31333333333333335
auc_test:0.486331569664903
f1_weighted_test:0.23413531762436268
f1_macro_test:0.2903403610307289
 ==  Epoch: 20 | Training Loss: 0.664515
ACC_train:0.3305613305613306
auc_train:0.692801944950942
f1_weighted_train:0.2489667515983305
f1_macro_train:0.30682957393483706
 ==  Epoch: 20 | val Loss: 0.691370
ACC_val:0.371900826446281
auc_val:0.6203515889114266
f1_weighted_val:0.3117299812486979
f1_macro_val:0.3560224089635855
 ==  Epoch: 20 | test Loss: 0.702451
ACC_test:0.34
auc_test:0.4891975308641975
f1_weighted_test:0.28533659730722155
f1_macro_test:0.3268053855569156
 ==  Epoch: 21 | Training Loss: 0.662252
ACC_train:0.34511434511434513
auc_train:0.7018537813666754
f1_weighted_train:0.28046911709389266
f1_macro_train:0.32834629962098544
 ==  Epoch: 21 | val Loss: 0.689691
ACC_val:0.38016528925619836
auc_val:0.6200135226504395
f1_weighted_val:0.3248360470734381
f1_macro_val:0.36613815743521694
 ==  Epoch: 21 | test Loss: 0.700828
ACC_test:0.36
auc_test:0.49404761904761907
f1_weighted_test:0.31636363636363635
f1_macro_test:0.35064935064935066
 ==  Epoch: 22 | Training Loss: 0.659008
ACC_train:0.3804573804573805
auc_train:0.7099722149865416
f1_weighted_train:0.3361856935316651
f1_macro_train:0.3709935053536949
 ==  Epoch: 22 | val Loss: 0.687817
ACC_val:0.45454545454545453
auc_val:0.6230561189993238
f1_weighted_val:0.43884569377990423
f1_macro_val:0.4527138157894737
 ==  Epoch: 22 | test Loss: 0.699634
ACC_test:0.4
auc_test:0.49669312169312174
f1_weighted_test:0.3748792270531401
f1_macro_test:0.3961352657004831
 ==  Epoch: 23 | Training Loss: 0.654788
ACC_train:0.4095634095634096
auc_train:0.7206086654510724
f1_weighted_train:0.3839154852729514
f1_macro_train:0.40565610859728507
 ==  Epoch: 23 | val Loss: 0.684311
ACC_val:0.45454545454545453
auc_val:0.6281271129141311
f1_weighted_val:0.44372294372294374
f1_macro_val:0.4536124794745484
 ==  Epoch: 23 | test Loss: 0.698007
ACC_test:0.44
auc_test:0.5002204585537918
f1_weighted_test:0.42923076923076925
f1_macro_test:0.4391025641025641
 ==  Epoch: 24 | Training Loss: 0.649215
ACC_train:0.46361746361746364
auc_train:0.7345445862637839
f1_weighted_train:0.45998147492233404
f1_macro_train:0.4635038389707409
 ==  Epoch: 24 | val Loss: 0.680495
ACC_val:0.5289256198347108
auc_val:0.6338742393509127
f1_weighted_val:0.5428560223841279
f1_macro_val:0.5256859913348463
 ==  Epoch: 24 | test Loss: 0.696842
ACC_test:0.44666666666666666
auc_test:0.5063932980599648
f1_weighted_test:0.45932824836076547
f1_macro_test:0.44466746955707215
 ==  Epoch: 25 | Training Loss: 0.642945
ACC_train:0.5821205821205822
auc_train:0.7542328731440479
f1_weighted_train:0.6011083072033965
f1_macro_train:0.5730788082716229
 ==  Epoch: 25 | val Loss: 0.677662
ACC_val:0.5950413223140496
auc_val:0.6416497633536172
f1_weighted_val:0.6136126756856346
f1_macro_val:0.5557137504683403
 ==  Epoch: 25 | test Loss: 0.696177
ACC_test:0.5333333333333333
auc_test:0.5141093474426808
f1_weighted_test:0.5569752281616689
f1_macro_test:0.5110821382007823
 ==  Epoch: 26 | Training Loss: 0.637329
ACC_train:0.6860706860706861
auc_train:0.7737257966484328
f1_weighted_train:0.7026263327408991
f1_macro_train:0.661332363460023
 ==  Epoch: 26 | val Loss: 0.675283
ACC_val:0.6528925619834711
auc_val:0.6457065584854631
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 26 | test Loss: 0.695640
ACC_test:0.5666666666666667
auc_test:0.5238095238095237
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 27 | Training Loss: 0.632874
ACC_train:0.7525987525987526
auc_train:0.7867934357905705
f1_weighted_train:0.7605485598796636
f1_macro_train:0.7112597547380156
 ==  Epoch: 27 | val Loss: 0.674428
ACC_val:0.6694214876033058
auc_val:0.6457065584854632
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 27 | test Loss: 0.695268
ACC_test:0.56
auc_test:0.5319664902998235
f1_weighted_test:0.5566524949653165
f1_macro_test:0.44618482882076527
 ==  Epoch: 28 | Training Loss: 0.629361
ACC_train:0.7733887733887734
auc_train:0.7958669792480682
f1_weighted_train:0.776992062780567
f1_macro_train:0.7248644762459526
 ==  Epoch: 28 | val Loss: 0.673738
ACC_val:0.6694214876033058
auc_val:0.6494252873563218
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 28 | test Loss: 0.695203
ACC_test:0.5866666666666667
auc_test:0.5363756613756613
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 29 | Training Loss: 0.626289
ACC_train:0.7837837837837838
auc_train:0.8006208213944606
f1_weighted_train:0.7857100066818737
f1_macro_train:0.733461210571185
 ==  Epoch: 29 | val Loss: 0.673086
ACC_val:0.6694214876033058
auc_val:0.6490872210953346
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 29 | test Loss: 0.695186
ACC_test:0.5866666666666667
auc_test:0.5388007054673721
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 30 | Training Loss: 0.623576
ACC_train:0.7858627858627859
auc_train:0.8049405227055657
f1_weighted_train:0.7866036372705194
f1_macro_train:0.7330153854444534
 ==  Epoch: 30 | val Loss: 0.672552
ACC_val:0.6694214876033058
auc_val:0.6494252873563219
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 30 | test Loss: 0.695320
ACC_test:0.5866666666666667
auc_test:0.5407848324514991
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 31 | Training Loss: 0.621013
ACC_train:0.7900207900207901
auc_train:0.8061778240861335
f1_weighted_train:0.7921105685982318
f1_macro_train:0.7417236851199116
 ==  Epoch: 31 | val Loss: 0.671696
ACC_val:0.6611570247933884
auc_val:0.6490872210953347
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 31 | test Loss: 0.695363
ACC_test:0.5866666666666667
auc_test:0.5394620811287478
f1_weighted_test:0.5800909090909092
f1_macro_test:0.4715909090909091
 ==  Epoch: 32 | Training Loss: 0.618612
ACC_train:0.7941787941787942
auc_train:0.808760962056091
f1_weighted_train:0.7962271910022273
f1_macro_train:0.7468380675927846
 ==  Epoch: 32 | val Loss: 0.671523
ACC_val:0.6694214876033058
auc_val:0.6501014198782961
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 32 | test Loss: 0.695575
ACC_test:0.58
auc_test:0.5403439153439153
f1_weighted_test:0.5714599919812132
f1_macro_test:0.45873188613322646
 ==  Epoch: 33 | Training Loss: 0.616587
ACC_train:0.7941787941787942
auc_train:0.8110836155248763
f1_weighted_train:0.7962271910022273
f1_macro_train:0.7468380675927846
 ==  Epoch: 33 | val Loss: 0.670838
ACC_val:0.6611570247933884
auc_val:0.651791751183232
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 33 | test Loss: 0.695657
ACC_test:0.5866666666666667
auc_test:0.5421075837742504
f1_weighted_test:0.5800909090909092
f1_macro_test:0.4715909090909091
 ==  Epoch: 34 | Training Loss: 0.614616
ACC_train:0.7941787941787942
auc_train:0.8127116436572025
f1_weighted_train:0.7962271910022273
f1_macro_train:0.7468380675927846
 ==  Epoch: 34 | val Loss: 0.670827
ACC_val:0.6611570247933884
auc_val:0.6487491548343475
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 34 | test Loss: 0.696075
ACC_test:0.58
auc_test:0.541005291005291
f1_weighted_test:0.5714599919812132
f1_macro_test:0.45873188613322646
 ==  Epoch: 35 | Training Loss: 0.612757
ACC_train:0.7983367983367984
auc_train:0.8148172267083442
f1_weighted_train:0.7999198557083007
f1_macro_train:0.750845077191727
 ==  Epoch: 35 | val Loss: 0.670203
ACC_val:0.6694214876033058
auc_val:0.6514536849222448
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 35 | test Loss: 0.696152
ACC_test:0.58
auc_test:0.5418871252204585
f1_weighted_test:0.5750989345509894
f1_macro_test:0.4672754946727549
 ==  Epoch: 36 | Training Loss: 0.610942
ACC_train:0.7983367983367984
auc_train:0.8164886689241991
f1_weighted_train:0.8003438134062227
f1_macro_train:0.7519524500656576
 ==  Epoch: 36 | val Loss: 0.670112
ACC_val:0.6611570247933884
auc_val:0.6524678837052063
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 36 | test Loss: 0.696500
ACC_test:0.5933333333333334
auc_test:0.5423280423280423
f1_weighted_test:0.5850644366802222
f1_macro_test:0.4759150008591557
 ==  Epoch: 37 | Training Loss: 0.609275
ACC_train:0.7983367983367984
auc_train:0.8182794998697578
f1_weighted_train:0.8007555825896437
f1_macro_train:0.7530395659653302
 ==  Epoch: 37 | val Loss: 0.669960
ACC_val:0.6611570247933884
auc_val:0.6514536849222448
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 37 | test Loss: 0.696739
ACC_test:0.58
auc_test:0.5421075837742504
f1_weighted_test:0.5714599919812132
f1_macro_test:0.45873188613322646
 ==  Epoch: 38 | Training Loss: 0.607661
ACC_train:0.8066528066528067
auc_train:0.8207649561517757
f1_weighted_train:0.807752212956674
f1_macro_train:0.7600379793688343
 ==  Epoch: 38 | val Loss: 0.669824
ACC_val:0.6611570247933884
auc_val:0.6534820824881677
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 38 | test Loss: 0.697012
ACC_test:0.5933333333333334
auc_test:0.5425485008818342
f1_weighted_test:0.5850644366802222
f1_macro_test:0.4759150008591557
 ==  Epoch: 39 | Training Loss: 0.606070
ACC_train:0.8066528066528067
auc_train:0.8222193279499871
f1_weighted_train:0.8089718472251224
f1_macro_train:0.7632235013894403
 ==  Epoch: 39 | val Loss: 0.669447
ACC_val:0.6694214876033058
auc_val:0.6534820824881676
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 39 | test Loss: 0.697192
ACC_test:0.5933333333333334
auc_test:0.5427689594356261
f1_weighted_test:0.5850644366802222
f1_macro_test:0.4759150008591557
 ==  Epoch: 40 | Training Loss: 0.604585
ACC_train:0.8108108108108109
auc_train:0.8244551532517149
f1_weighted_train:0.8122959471077873
f1_macro_train:0.7662567219015171
 ==  Epoch: 40 | val Loss: 0.669444
ACC_val:0.6611570247933884
auc_val:0.6538201487491548
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 40 | test Loss: 0.697457
ACC_test:0.5866666666666667
auc_test:0.5434303350970018
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 41 | Training Loss: 0.603186
ACC_train:0.8128898128898129
auc_train:0.8258226968828689
f1_weighted_train:0.8145567365516214
f1_macro_train:0.769341432225064
 ==  Epoch: 41 | val Loss: 0.669184
ACC_val:0.6694214876033058
auc_val:0.6534820824881676
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 41 | test Loss: 0.697615
ACC_test:0.5933333333333334
auc_test:0.5440917107583774
f1_weighted_test:0.5850644366802222
f1_macro_test:0.4759150008591557
 ==  Epoch: 42 | Training Loss: 0.601708
ACC_train:0.8128898128898129
auc_train:0.8273204827646088
f1_weighted_train:0.8145567365516214
f1_macro_train:0.769341432225064
 ==  Epoch: 42 | val Loss: 0.669007
ACC_val:0.6694214876033058
auc_val:0.6548343475321163
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 42 | test Loss: 0.697812
ACC_test:0.5866666666666667
auc_test:0.5445326278659612
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 43 | Training Loss: 0.600312
ACC_train:0.814968814968815
auc_train:0.829393505253104
f1_weighted_train:0.8164213109076162
f1_macro_train:0.7713939368047806
 ==  Epoch: 43 | val Loss: 0.668965
ACC_val:0.6611570247933884
auc_val:0.6544962812711291
f1_weighted_val:0.6482674269683022
f1_macro_val:0.5506747577212209
 ==  Epoch: 43 | test Loss: 0.698111
ACC_test:0.5866666666666667
auc_test:0.5460758377425043
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 44 | Training Loss: 0.598643
ACC_train:0.8191268191268192
auc_train:0.8319006685768864
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 44 | val Loss: 0.668468
ACC_val:0.6611570247933884
auc_val:0.6548343475321163
f1_weighted_val:0.6482674269683022
f1_macro_val:0.5506747577212209
 ==  Epoch: 44 | test Loss: 0.698240
ACC_test:0.5933333333333334
auc_test:0.5465167548500881
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 45 | Training Loss: 0.596959
ACC_train:0.817047817047817
auc_train:0.8340062516280281
f1_weighted_train:0.8166108865345506
f1_macro_train:0.7692039258451472
 ==  Epoch: 45 | val Loss: 0.667588
ACC_val:0.6528925619834711
auc_val:0.6524678837052063
f1_weighted_val:0.6373808010171647
f1_macro_val:0.5346153846153845
 ==  Epoch: 45 | test Loss: 0.698443
ACC_test:0.6
auc_test:0.5485008818342152
f1_weighted_test:0.5818225304950969
f1_macro_test:0.4618512317627362
 ==  Epoch: 46 | Training Loss: 0.595456
ACC_train:0.8212058212058212
auc_train:0.8351567248415388
f1_weighted_train:0.8212058212058211
f1_macro_train:0.7755166275939914
 ==  Epoch: 46 | val Loss: 0.667949
ACC_val:0.6694214876033058
auc_val:0.6524678837052063
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 46 | test Loss: 0.698773
ACC_test:0.5933333333333334
auc_test:0.5482804232804233
f1_weighted_test:0.5770666666666666
f1_macro_test:0.45777777777777773
 ==  Epoch: 47 | Training Loss: 0.594052
ACC_train:0.8191268191268192
auc_train:0.8363940262221066
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 47 | val Loss: 0.667493
ACC_val:0.6611570247933884
auc_val:0.6528059499661933
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 47 | test Loss: 0.698710
ACC_test:0.5933333333333334
auc_test:0.5485008818342152
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 48 | Training Loss: 0.592779
ACC_train:0.8191268191268192
auc_train:0.8380003473126681
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 48 | val Loss: 0.667509
ACC_val:0.6694214876033058
auc_val:0.6531440162271805
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 48 | test Loss: 0.698792
ACC_test:0.5933333333333334
auc_test:0.5498236331569665
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 49 | Training Loss: 0.591548
ACC_train:0.817047817047817
auc_train:0.8389554571502996
f1_weighted_train:0.8182874737788034
f1_macro_train:0.7734532220081354
 ==  Epoch: 49 | val Loss: 0.667280
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 49 | test Loss: 0.698941
ACC_test:0.6
auc_test:0.5493827160493827
f1_weighted_test:0.5900207900207901
f1_macro_test:0.4802494802494803
 ==  Epoch: 50 | Training Loss: 0.590259
ACC_train:0.8191268191268192
auc_train:0.8404098289485108
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 50 | val Loss: 0.667212
ACC_val:0.6776859504132231
auc_val:0.6555104800540905
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 50 | test Loss: 0.699047
ACC_test:0.6
auc_test:0.5496031746031746
f1_weighted_test:0.5900207900207901
f1_macro_test:0.4802494802494803
 ==  Epoch: 51 | Training Loss: 0.589083
ACC_train:0.8191268191268192
auc_train:0.8422983415820092
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 51 | val Loss: 0.666950
ACC_val:0.6776859504132231
auc_val:0.6555104800540906
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 51 | test Loss: 0.699007
ACC_test:0.6
auc_test:0.5502645502645502
f1_weighted_test:0.5900207900207901
f1_macro_test:0.4802494802494803
 ==  Epoch: 52 | Training Loss: 0.587917
ACC_train:0.8191268191268192
auc_train:0.8434488147955197
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 52 | val Loss: 0.666792
ACC_val:0.6776859504132231
auc_val:0.6548343475321163
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 52 | test Loss: 0.699194
ACC_test:0.6
auc_test:0.5502645502645502
f1_weighted_test:0.5900207900207901
f1_macro_test:0.4802494802494803
 ==  Epoch: 53 | Training Loss: 0.586703
ACC_train:0.8191268191268192
auc_train:0.8451419640531389
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 53 | val Loss: 0.666885
ACC_val:0.6776859504132231
auc_val:0.6555104800540905
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 53 | test Loss: 0.699276
ACC_test:0.6
auc_test:0.5498236331569665
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 54 | Training Loss: 0.585571
ACC_train:0.8212058212058212
auc_train:0.8472258400625163
f1_weighted_train:0.8220248491227888
f1_macro_train:0.7775925846272957
 ==  Epoch: 54 | val Loss: 0.666461
ACC_val:0.6776859504132231
auc_val:0.6558485463150777
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 54 | test Loss: 0.699238
ACC_test:0.5933333333333334
auc_test:0.5509259259259259
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 55 | Training Loss: 0.584467
ACC_train:0.8191268191268192
auc_train:0.8479421724407398
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 55 | val Loss: 0.666673
ACC_val:0.6776859504132231
auc_val:0.6561866125760649
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 55 | test Loss: 0.699538
ACC_test:0.5933333333333334
auc_test:0.5493827160493827
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 56 | Training Loss: 0.583334
ACC_train:0.8191268191268192
auc_train:0.849635321698359
f1_weighted_train:0.8201552959917273
f1_macro_train:0.7755194000547161
 ==  Epoch: 56 | val Loss: 0.666626
ACC_val:0.6776859504132231
auc_val:0.6561866125760648
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 56 | test Loss: 0.699610
ACC_test:0.6
auc_test:0.5491622574955909
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 57 | Training Loss: 0.582196
ACC_train:0.8232848232848233
auc_train:0.8519362681253799
f1_weighted_train:0.8238962055145063
f1_macro_train:0.7796728909007625
 ==  Epoch: 57 | val Loss: 0.666198
ACC_val:0.6776859504132231
auc_val:0.6558485463150777
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 57 | test Loss: 0.699602
ACC_test:0.5933333333333334
auc_test:0.5502645502645502
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 58 | Training Loss: 0.581154
ACC_train:0.8232848232848233
auc_train:0.8524572371277243
f1_weighted_train:0.824672038507274
f1_macro_train:0.7816683666113072
 ==  Epoch: 58 | val Loss: 0.666549
ACC_val:0.6776859504132231
auc_val:0.6558485463150777
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 58 | test Loss: 0.699831
ACC_test:0.5933333333333334
auc_test:0.5507054673721341
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 59 | Training Loss: 0.580045
ACC_train:0.8274428274428275
auc_train:0.8541720934271079
f1_weighted_train:0.828424018015096
f1_macro_train:0.785840347178637
 ==  Epoch: 59 | val Loss: 0.666349
ACC_val:0.6776859504132231
auc_val:0.6561866125760648
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 59 | test Loss: 0.699907
ACC_test:0.5933333333333334
auc_test:0.5509259259259259
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 60 | Training Loss: 0.578979
ACC_train:0.8295218295218295
auc_train:0.8555830511417906
f1_weighted_train:0.8303027631170777
f1_macro_train:0.7879371155748635
 ==  Epoch: 60 | val Loss: 0.666565
ACC_val:0.6694214876033058
auc_val:0.6568627450980392
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 60 | test Loss: 0.700057
ACC_test:0.5933333333333334
auc_test:0.5504850088183422
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 61 | Training Loss: 0.577952
ACC_train:0.8336798336798337
auc_train:0.8573847356082314
f1_weighted_train:0.834066131706785
f1_macro_train:0.7921527957825599
 ==  Epoch: 61 | val Loss: 0.666227
ACC_val:0.6694214876033058
auc_val:0.6575388776200135
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 61 | test Loss: 0.700075
ACC_test:0.5933333333333334
auc_test:0.5500440917107584
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 62 | Training Loss: 0.576933
ACC_train:0.8336798336798337
auc_train:0.8587088651558566
f1_weighted_train:0.8344417201142221
f1_macro_train:0.7931093810486473
 ==  Epoch: 62 | val Loss: 0.666543
ACC_val:0.6694214876033058
auc_val:0.6582150101419878
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 62 | test Loss: 0.700304
ACC_test:0.5933333333333334
auc_test:0.5498236331569665
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 63 | Training Loss: 0.575874
ACC_train:0.8357588357588358
auc_train:0.859663974993488
f1_weighted_train:0.8366927400384649
f1_macro_train:0.7961612943025582
 ==  Epoch: 63 | val Loss: 0.666389
ACC_val:0.6694214876033058
auc_val:0.6578769438810007
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 63 | test Loss: 0.700412
ACC_test:0.6
auc_test:0.5493827160493827
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 64 | Training Loss: 0.574860
ACC_train:0.83991683991684
auc_train:0.8616393157940435
f1_weighted_train:0.8401040463410188
f1_macro_train:0.7994802522941988
 ==  Epoch: 64 | val Loss: 0.666264
ACC_val:0.6694214876033058
auc_val:0.6572008113590264
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 64 | test Loss: 0.700283
ACC_test:0.5933333333333334
auc_test:0.548941798941799
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 65 | Training Loss: 0.573897
ACC_train:0.8378378378378378
auc_train:0.8622036988799168
f1_weighted_train:0.8385806771113667
f1_macro_train:0.7982816465224312
 ==  Epoch: 65 | val Loss: 0.666383
ACC_val:0.6694214876033058
auc_val:0.658553076402975
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 65 | test Loss: 0.700649
ACC_test:0.6
auc_test:0.5487213403880071
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 66 | Training Loss: 0.572827
ACC_train:0.841995841995842
auc_train:0.8632456368846054
f1_weighted_train:0.8423628251214458
f1_macro_train:0.8025451559934318
 ==  Epoch: 66 | val Loss: 0.666371
ACC_val:0.6694214876033058
auc_val:0.6582150101419878
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 66 | test Loss: 0.700502
ACC_test:0.5866666666666667
auc_test:0.548721340388007
f1_weighted_test:0.5763548163548163
f1_macro_test:0.4629244629244629
 ==  Epoch: 67 | Training Loss: 0.571837
ACC_train:0.841995841995842
auc_train:0.8647651298081098
f1_weighted_train:0.8423628251214458
f1_macro_train:0.8025451559934318
 ==  Epoch: 67 | val Loss: 0.666357
ACC_val:0.6694214876033058
auc_val:0.6572008113590263
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 67 | test Loss: 0.700601
ACC_test:0.6
auc_test:0.5478395061728395
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 68 | Training Loss: 0.570845
ACC_train:0.841995841995842
auc_train:0.8662412086480855
f1_weighted_train:0.8423628251214458
f1_macro_train:0.8025451559934318
 ==  Epoch: 68 | val Loss: 0.666457
ACC_val:0.6694214876033058
auc_val:0.6575388776200135
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 68 | test Loss: 0.700767
ACC_test:0.6
auc_test:0.5478395061728395
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 69 | Training Loss: 0.569838
ACC_train:0.8440748440748441
auc_train:0.8673482677780673
f1_weighted_train:0.8442571879944988
f1_macro_train:0.8046885574294145
 ==  Epoch: 69 | val Loss: 0.666437
ACC_val:0.6694214876033058
auc_val:0.6572008113590263
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 69 | test Loss: 0.700801
ACC_test:0.6
auc_test:0.5476190476190476
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 70 | Training Loss: 0.568820
ACC_train:0.8461538461538461
auc_train:0.8683467916992272
f1_weighted_train:0.8465111718287761
f1_macro_train:0.8077413360988678
 ==  Epoch: 70 | val Loss: 0.666312
ACC_val:0.6694214876033058
auc_val:0.6572008113590264
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 70 | test Loss: 0.700758
ACC_test:0.5933333333333334
auc_test:0.5482804232804233
f1_weighted_test:0.5812311455360784
f1_macro_test:0.4671248034476735
 ==  Epoch: 71 | Training Loss: 0.567908
ACC_train:0.8482328482328483
auc_train:0.8697794564556741
f1_weighted_train:0.8484103296479788
f1_macro_train:0.8098968625646301
 ==  Epoch: 71 | val Loss: 0.666494
ACC_val:0.6694214876033058
auc_val:0.6565246788370521
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 71 | test Loss: 0.700923
ACC_test:0.6066666666666667
auc_test:0.548941798941799
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 72 | Training Loss: 0.566925
ACC_train:0.8482328482328483
auc_train:0.8707128592515413
f1_weighted_train:0.8484103296479788
f1_macro_train:0.8098968625646301
 ==  Epoch: 72 | val Loss: 0.666571
ACC_val:0.6694214876033058
auc_val:0.6568627450980392
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 72 | test Loss: 0.701077
ACC_test:0.6066666666666667
auc_test:0.5482804232804233
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 73 | Training Loss: 0.565938
ACC_train:0.8482328482328483
auc_train:0.8719718676738734
f1_weighted_train:0.8484103296479788
f1_macro_train:0.8098968625646301
 ==  Epoch: 73 | val Loss: 0.666536
ACC_val:0.6694214876033058
auc_val:0.6555104800540906
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 73 | test Loss: 0.700985
ACC_test:0.6066666666666667
auc_test:0.548941798941799
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 74 | Training Loss: 0.565003
ACC_train:0.8482328482328483
auc_train:0.8738386732656073
f1_weighted_train:0.8484103296479788
f1_macro_train:0.8098968625646301
 ==  Epoch: 74 | val Loss: 0.666429
ACC_val:0.6694214876033058
auc_val:0.6561866125760649
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 74 | test Loss: 0.701128
ACC_test:0.6066666666666667
auc_test:0.5496031746031745
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 75 | Training Loss: 0.564074
ACC_train:0.8482328482328483
auc_train:0.8749240253538247
f1_weighted_train:0.8484103296479788
f1_macro_train:0.8098968625646301
 ==  Epoch: 75 | val Loss: 0.666687
ACC_val:0.6694214876033058
auc_val:0.6561866125760649
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 75 | test Loss: 0.701261
ACC_test:0.6133333333333333
auc_test:0.5496031746031745
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 76 | Training Loss: 0.563108
ACC_train:0.8523908523908524
auc_train:0.8761396196926283
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 76 | val Loss: 0.666409
ACC_val:0.6694214876033058
auc_val:0.6558485463150777
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 76 | test Loss: 0.701145
ACC_test:0.6
auc_test:0.5498236331569666
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 77 | Training Loss: 0.562176
ACC_train:0.8503118503118503
auc_train:0.8775722844490753
f1_weighted_train:0.8503118503118503
f1_macro_train:0.812060432404272
 ==  Epoch: 77 | val Loss: 0.666446
ACC_val:0.6694214876033058
auc_val:0.6558485463150777
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 77 | test Loss: 0.701256
ACC_test:0.6066666666666667
auc_test:0.5513668430335097
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 78 | Training Loss: 0.561277
ACC_train:0.8523908523908524
auc_train:0.8785491013284709
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 78 | val Loss: 0.666989
ACC_val:0.6694214876033058
auc_val:0.656524678837052
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 78 | test Loss: 0.701548
ACC_test:0.6066666666666667
auc_test:0.5513668430335097
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 79 | Training Loss: 0.560326
ACC_train:0.8523908523908524
auc_train:0.880046887210211
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 79 | val Loss: 0.666443
ACC_val:0.6694214876033058
auc_val:0.6561866125760649
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 79 | test Loss: 0.701286
ACC_test:0.6066666666666667
auc_test:0.5520282186948854
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 80 | Training Loss: 0.559432
ACC_train:0.8523908523908524
auc_train:0.8808934618390206
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 80 | val Loss: 0.666639
ACC_val:0.6611570247933884
auc_val:0.6561866125760649
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 80 | test Loss: 0.701532
ACC_test:0.6066666666666667
auc_test:0.5524691358024691
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 81 | Training Loss: 0.558536
ACC_train:0.8523908523908524
auc_train:0.8821307632195884
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 81 | val Loss: 0.666742
ACC_val:0.6611570247933884
auc_val:0.6548343475321163
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 81 | test Loss: 0.701567
ACC_test:0.6066666666666667
auc_test:0.5524691358024691
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 82 | Training Loss: 0.557614
ACC_train:0.8523908523908524
auc_train:0.8839324476860293
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 82 | val Loss: 0.666806
ACC_val:0.6611570247933884
auc_val:0.6555104800540906
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 82 | test Loss: 0.701620
ACC_test:0.6133333333333333
auc_test:0.5531305114638447
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 83 | Training Loss: 0.556698
ACC_train:0.8523908523908524
auc_train:0.8850395068160112
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 83 | val Loss: 0.666560
ACC_val:0.6694214876033058
auc_val:0.6551724137931034
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 83 | test Loss: 0.701525
ACC_test:0.6066666666666667
auc_test:0.5531305114638447
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 84 | Training Loss: 0.555823
ACC_train:0.8523908523908524
auc_train:0.8861031518624642
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 84 | val Loss: 0.666690
ACC_val:0.6694214876033058
auc_val:0.6538201487491548
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 84 | test Loss: 0.701672
ACC_test:0.6133333333333333
auc_test:0.5529100529100529
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 85 | Training Loss: 0.554912
ACC_train:0.8523908523908524
auc_train:0.8872536250759746
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 85 | val Loss: 0.666944
ACC_val:0.6611570247933884
auc_val:0.6544962812711291
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 85 | test Loss: 0.701814
ACC_test:0.6133333333333333
auc_test:0.5529100529100529
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 86 | Training Loss: 0.553975
ACC_train:0.8523908523908524
auc_train:0.888642875748893
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 86 | val Loss: 0.666805
ACC_val:0.6611570247933884
auc_val:0.6548343475321163
f1_weighted_val:0.652443318771404
f1_macro_val:0.56007803493837
 ==  Epoch: 86 | test Loss: 0.701720
ACC_test:0.6133333333333333
auc_test:0.5537918871252204
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 87 | Training Loss: 0.553076
ACC_train:0.8565488565488566
auc_train:0.8901189545888686
f1_weighted_train:0.8563787474344109
f1_macro_train:0.8194650695996998
 ==  Epoch: 87 | val Loss: 0.666676
ACC_val:0.6694214876033058
auc_val:0.6551724137931034
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 87 | test Loss: 0.701656
ACC_test:0.6133333333333333
auc_test:0.5544532627865961
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 88 | Training Loss: 0.552219
ACC_train:0.8523908523908524
auc_train:0.8909655292176782
f1_weighted_train:0.8525634713014589
f1_macro_train:0.8151051676998458
 ==  Epoch: 88 | val Loss: 0.666981
ACC_val:0.6694214876033058
auc_val:0.6561866125760649
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 88 | test Loss: 0.701890
ACC_test:0.6133333333333333
auc_test:0.5540123456790124
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 89 | Training Loss: 0.551301
ACC_train:0.8565488565488566
auc_train:0.8921594165147173
f1_weighted_train:0.856716612954939
f1_macro_train:0.8203134728350614
 ==  Epoch: 89 | val Loss: 0.666874
ACC_val:0.6694214876033058
auc_val:0.6558485463150777
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 89 | test Loss: 0.701884
ACC_test:0.6133333333333333
auc_test:0.5542328042328043
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 90 | Training Loss: 0.550395
ACC_train:0.8565488565488566
auc_train:0.8935269601458713
f1_weighted_train:0.856716612954939
f1_macro_train:0.8203134728350614
 ==  Epoch: 90 | val Loss: 0.666851
ACC_val:0.6776859504132231
auc_val:0.6555104800540906
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 90 | test Loss: 0.701896
ACC_test:0.6133333333333333
auc_test:0.5544532627865961
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 91 | Training Loss: 0.549506
ACC_train:0.8586278586278586
auc_train:0.8947208474429105
f1_weighted_train:0.8586278586278586
f1_macro_train:0.8225015194929235
 ==  Epoch: 91 | val Loss: 0.666932
ACC_val:0.6776859504132231
auc_val:0.6555104800540906
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 91 | test Loss: 0.701937
ACC_test:0.6133333333333333
auc_test:0.554453262786596
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 92 | Training Loss: 0.548613
ACC_train:0.8607068607068608
auc_train:0.8963922896587652
f1_weighted_train:0.8605416822913845
f1_macro_train:0.8246979661330418
 ==  Epoch: 92 | val Loss: 0.666916
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 92 | test Loss: 0.701953
ACC_test:0.6133333333333333
auc_test:0.5548941798941799
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 93 | Training Loss: 0.547765
ACC_train:0.8627858627858628
auc_train:0.8976730051228619
f1_weighted_train:0.862458164900913
f1_macro_train:0.8269029443838605
 ==  Epoch: 93 | val Loss: 0.667235
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 93 | test Loss: 0.702055
ACC_test:0.6133333333333333
auc_test:0.5548941798941799
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 94 | Training Loss: 0.546855
ACC_train:0.8648648648648649
auc_train:0.898866892419901
f1_weighted_train:0.8643773883579088
f1_macro_train:0.8291165876880866
 ==  Epoch: 94 | val Loss: 0.667005
ACC_val:0.6776859504132231
auc_val:0.6538201487491548
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 94 | test Loss: 0.702010
ACC_test:0.6133333333333333
auc_test:0.5553350970017636
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 95 | Training Loss: 0.545985
ACC_train:0.8627858627858628
auc_train:0.9001041938004689
f1_weighted_train:0.862458164900913
f1_macro_train:0.8269029443838605
 ==  Epoch: 95 | val Loss: 0.667314
ACC_val:0.6776859504132231
auc_val:0.6531440162271804
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 95 | test Loss: 0.702043
ACC_test:0.6133333333333333
auc_test:0.5559964726631393
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 96 | Training Loss: 0.545080
ACC_train:0.8648648648648649
auc_train:0.9014934444733872
f1_weighted_train:0.8643773883579088
f1_macro_train:0.8291165876880866
 ==  Epoch: 96 | val Loss: 0.667143
ACC_val:0.6776859504132231
auc_val:0.6528059499661933
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 96 | test Loss: 0.701913
ACC_test:0.6133333333333333
auc_test:0.5573192239858906
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 97 | Training Loss: 0.544249
ACC_train:0.8711018711018711
auc_train:0.9031865937310064
f1_weighted_train:0.8704775781698859
f1_macro_train:0.8366096866096866
 ==  Epoch: 97 | val Loss: 0.667306
ACC_val:0.6776859504132231
auc_val:0.6528059499661933
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 97 | test Loss: 0.702039
ACC_test:0.6133333333333333
auc_test:0.5575396825396826
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 98 | Training Loss: 0.543423
ACC_train:0.8690228690228691
auc_train:0.9040765824433447
f1_weighted_train:0.8685503917930499
f1_macro_train:0.8343745388361454
 ==  Epoch: 98 | val Loss: 0.667635
ACC_val:0.6859504132231405
auc_val:0.6524678837052063
f1_weighted_val:0.6796650106788004
f1_macro_val:0.5963834269662922
 ==  Epoch: 98 | test Loss: 0.702160
ACC_test:0.6133333333333333
auc_test:0.5579805996472663
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 99 | Training Loss: 0.542475
ACC_train:0.8711018711018711
auc_train:0.9058565598680213
f1_weighted_train:0.8704775781698859
f1_macro_train:0.8366096866096866
 ==  Epoch: 99 | val Loss: 0.667223
ACC_val:0.6776859504132231
auc_val:0.6528059499661933
f1_weighted_val:0.6729794088807957
f1_macro_val:0.5898305084745763
 ==  Epoch: 99 | test Loss: 0.701942
ACC_test:0.6133333333333333
auc_test:0.5584215167548501
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 100 | Training Loss: 0.541674
ACC_train:0.8711018711018711
auc_train:0.9070070330815316
f1_weighted_train:0.8704775781698859
f1_macro_train:0.8366096866096866
 ==  Epoch: 100 | val Loss: 0.667546
ACC_val:0.6859504132231405
auc_val:0.6531440162271805
f1_weighted_val:0.6796650106788004
f1_macro_val:0.5963834269662922
 ==  Epoch: 100 | test Loss: 0.702125
ACC_test:0.6133333333333333
auc_test:0.5582010582010581
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 101 | Training Loss: 0.540829
ACC_train:0.8711018711018711
auc_train:0.9083745767126856
f1_weighted_train:0.8704775781698859
f1_macro_train:0.8366096866096866
 ==  Epoch: 101 | val Loss: 0.667620
ACC_val:0.6859504132231405
auc_val:0.6531440162271807
f1_weighted_val:0.6796650106788004
f1_macro_val:0.5963834269662922
 ==  Epoch: 101 | test Loss: 0.702155
ACC_test:0.6133333333333333
auc_test:0.5573192239858906
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 102 | Training Loss: 0.539917
ACC_train:0.8711018711018711
auc_train:0.9097421203438396
f1_weighted_train:0.8704775781698859
f1_macro_train:0.8366096866096866
 ==  Epoch: 102 | val Loss: 0.667590
ACC_val:0.6859504132231405
auc_val:0.6538201487491548
f1_weighted_val:0.6796650106788004
f1_macro_val:0.5963834269662922
 ==  Epoch: 102 | test Loss: 0.702148
ACC_test:0.6133333333333333
auc_test:0.5564373897707231
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 103 | Training Loss: 0.539061
ACC_train:0.8731808731808732
auc_train:0.9112833203091083
f1_weighted_train:0.8724077429625082
f1_macro_train:0.8388538914854704
 ==  Epoch: 103 | val Loss: 0.667614
ACC_val:0.6859504132231405
auc_val:0.6538201487491548
f1_weighted_val:0.6796650106788004
f1_macro_val:0.5963834269662922
 ==  Epoch: 103 | test Loss: 0.702020
ACC_test:0.6133333333333333
auc_test:0.5579805996472662
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 104 | Training Loss: 0.538245
ACC_train:0.8752598752598753
auc_train:0.9122275766258574
f1_weighted_train:0.874655720809567
f1_macro_train:0.8418803418803418
 ==  Epoch: 104 | val Loss: 0.667469
ACC_val:0.6859504132231405
auc_val:0.6551724137931034
f1_weighted_val:0.6796650106788004
f1_macro_val:0.5963834269662922
 ==  Epoch: 104 | test Loss: 0.702056
ACC_test:0.6133333333333333
auc_test:0.556657848324515
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 105 | Training Loss: 0.537395
ACC_train:0.8752598752598753
auc_train:0.9136059737778934
f1_weighted_train:0.874655720809567
f1_macro_train:0.8418803418803418
 ==  Epoch: 105 | val Loss: 0.667998
ACC_val:0.6776859504132231
auc_val:0.6558485463150778
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 105 | test Loss: 0.702302
ACC_test:0.6133333333333333
auc_test:0.5566578483245149
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 106 | Training Loss: 0.536553
ACC_train:0.8773388773388774
auc_train:0.915060345576105
f1_weighted_train:0.8768963986633327
f1_macro_train:0.8448904411322632
 ==  Epoch: 106 | val Loss: 0.667906
ACC_val:0.6776859504132231
auc_val:0.6548343475321163
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 106 | test Loss: 0.702112
ACC_test:0.6133333333333333
auc_test:0.5573192239858906
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 107 | Training Loss: 0.535675
ACC_train:0.8773388773388774
auc_train:0.9164713032907875
f1_weighted_train:0.8768963986633327
f1_macro_train:0.8448904411322632
 ==  Epoch: 107 | val Loss: 0.667711
ACC_val:0.6776859504132231
auc_val:0.6548343475321162
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 107 | test Loss: 0.701985
ACC_test:0.6133333333333333
auc_test:0.5579805996472663
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 108 | Training Loss: 0.534846
ACC_train:0.8794178794178794
auc_train:0.9178171398801771
f1_weighted_train:0.8788338634492482
f1_macro_train:0.8471509971509972
 ==  Epoch: 108 | val Loss: 0.667842
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 108 | test Loss: 0.702143
ACC_test:0.6133333333333333
auc_test:0.5579805996472664
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 109 | Training Loss: 0.534078
ACC_train:0.8814968814968815
auc_train:0.9183381088825217
f1_weighted_train:0.880774448342016
f1_macro_train:0.8494208494208495
 ==  Epoch: 109 | val Loss: 0.668311
ACC_val:0.6859504132231405
auc_val:0.6555104800540905
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 109 | test Loss: 0.702342
ACC_test:0.6133333333333333
auc_test:0.5577601410934744
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 110 | Training Loss: 0.533165
ACC_train:0.8794178794178794
auc_train:0.9198576018060259
f1_weighted_train:0.8788338634492482
f1_macro_train:0.8471509971509972
 ==  Epoch: 110 | val Loss: 0.668128
ACC_val:0.6859504132231405
auc_val:0.6561866125760649
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 110 | test Loss: 0.702185
ACC_test:0.6133333333333333
auc_test:0.5575396825396826
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 111 | Training Loss: 0.532290
ACC_train:0.8814968814968815
auc_train:0.9212251454371798
f1_weighted_train:0.880774448342016
f1_macro_train:0.8494208494208495
 ==  Epoch: 111 | val Loss: 0.667977
ACC_val:0.6859504132231405
auc_val:0.6551724137931034
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 111 | test Loss: 0.702086
ACC_test:0.6133333333333333
auc_test:0.5579805996472663
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 112 | Training Loss: 0.531505
ACC_train:0.8835758835758836
auc_train:0.9221802552748112
f1_weighted_train:0.8830120060889293
f1_macro_train:0.8524216524216524
 ==  Epoch: 112 | val Loss: 0.668243
ACC_val:0.6859504132231405
auc_val:0.6551724137931034
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 112 | test Loss: 0.702196
ACC_test:0.6133333333333333
auc_test:0.5579805996472662
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 113 | Training Loss: 0.530676
ACC_train:0.8856548856548857
auc_train:0.923352435530086
f1_weighted_train:0.8852424055336151
f1_macro_train:0.855406343428381
 ==  Epoch: 113 | val Loss: 0.668355
ACC_val:0.6859504132231405
auc_val:0.6555104800540906
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 113 | test Loss: 0.702279
ACC_test:0.6066666666666667
auc_test:0.5568783068783069
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 114 | Training Loss: 0.529816
ACC_train:0.8877338877338877
auc_train:0.9241121819918381
f1_weighted_train:0.8874657712825652
f1_macro_train:0.8583751363140677
 ==  Epoch: 114 | val Loss: 0.668556
ACC_val:0.6859504132231405
auc_val:0.6548343475321163
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 114 | test Loss: 0.702247
ACC_test:0.6066666666666667
auc_test:0.556657848324515
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 115 | Training Loss: 0.528966
ACC_train:0.8877338877338877
auc_train:0.9256316749153425
f1_weighted_train:0.8871901487286102
f1_macro_train:0.8576923076923078
 ==  Epoch: 115 | val Loss: 0.668277
ACC_val:0.6776859504132231
auc_val:0.6548343475321163
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 115 | test Loss: 0.702116
ACC_test:0.6066666666666667
auc_test:0.556878306878307
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 116 | Training Loss: 0.528195
ACC_train:0.8898128898128899
auc_train:0.9265216636276808
f1_weighted_train:0.8894154089687565
f1_macro_train:0.8606642945764398
 ==  Epoch: 116 | val Loss: 0.668514
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 116 | test Loss: 0.702225
ACC_test:0.6066666666666667
auc_test:0.556657848324515
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 117 | Training Loss: 0.527356
ACC_train:0.893970893970894
auc_train:0.9276287227576626
f1_weighted_train:0.8938451611471733
f1_macro_train:0.866561138399778
 ==  Epoch: 117 | val Loss: 0.668788
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 117 | test Loss: 0.702347
ACC_test:0.6066666666666667
auc_test:0.5582010582010581
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 118 | Training Loss: 0.526512
ACC_train:0.893970893970894
auc_train:0.9288226100547018
f1_weighted_train:0.8938451611471733
f1_macro_train:0.866561138399778
 ==  Epoch: 118 | val Loss: 0.668863
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 118 | test Loss: 0.702290
ACC_test:0.6066666666666667
auc_test:0.5582010582010583
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 119 | Training Loss: 0.525662
ACC_train:0.893970893970894
auc_train:0.9305374663540853
f1_weighted_train:0.8938451611471733
f1_macro_train:0.866561138399778
 ==  Epoch: 119 | val Loss: 0.668596
ACC_val:0.6776859504132231
auc_val:0.6541582150101419
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 119 | test Loss: 0.702116
ACC_test:0.6066666666666667
auc_test:0.5577601410934745
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 120 | Training Loss: 0.524846
ACC_train:0.893970893970894
auc_train:0.9315359902752453
f1_weighted_train:0.8938451611471733
f1_macro_train:0.866561138399778
 ==  Epoch: 120 | val Loss: 0.669058
ACC_val:0.6776859504132231
auc_val:0.654158215010142
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 120 | test Loss: 0.702357
ACC_test:0.6066666666666667
auc_test:0.5570987654320987
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 121 | Training Loss: 0.524079
ACC_train:0.896049896049896
auc_train:0.9327949986975775
f1_weighted_train:0.8958016400764492
f1_macro_train:0.86886586695747
 ==  Epoch: 121 | val Loss: 0.668954
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 121 | test Loss: 0.702238
ACC_test:0.6066666666666667
auc_test:0.558641975308642
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 122 | Training Loss: 0.523244
ACC_train:0.896049896049896
auc_train:0.9339888859946167
f1_weighted_train:0.8958016400764492
f1_macro_train:0.86886586695747
 ==  Epoch: 122 | val Loss: 0.669176
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 122 | test Loss: 0.702274
ACC_test:0.6066666666666667
auc_test:0.5584215167548501
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 123 | Training Loss: 0.522372
ACC_train:0.8981288981288982
auc_train:0.9350742380828341
f1_weighted_train:0.8977614158390389
f1_macro_train:0.8711801968725575
 ==  Epoch: 123 | val Loss: 0.669232
ACC_val:0.6776859504132231
auc_val:0.6538201487491548
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 123 | test Loss: 0.702165
ACC_test:0.6066666666666667
auc_test:0.5577601410934745
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 124 | Training Loss: 0.521583
ACC_train:0.9002079002079002
auc_train:0.9361161760875227
f1_weighted_train:0.8999695744733913
f1_macro_train:0.8741112322791711
 ==  Epoch: 124 | val Loss: 0.669118
ACC_val:0.6776859504132231
auc_val:0.6541582150101419
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 124 | test Loss: 0.702131
ACC_test:0.6066666666666667
auc_test:0.5579805996472663
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 125 | Training Loss: 0.520846
ACC_train:0.9002079002079002
auc_train:0.9370495788833898
f1_weighted_train:0.8999695744733913
f1_macro_train:0.8741112322791711
 ==  Epoch: 125 | val Loss: 0.669468
ACC_val:0.6776859504132231
auc_val:0.6548343475321163
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 125 | test Loss: 0.702348
ACC_test:0.6066666666666667
auc_test:0.5595238095238095
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 126 | Training Loss: 0.519987
ACC_train:0.9043659043659044
auc_train:0.9381132239298429
f1_weighted_train:0.9041375088703333
f1_macro_train:0.8793565976008725
 ==  Epoch: 126 | val Loss: 0.669611
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 126 | test Loss: 0.702213
ACC_test:0.6066666666666667
auc_test:0.558862433862434
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 127 | Training Loss: 0.519144
ACC_train:0.9043659043659044
auc_train:0.9395024746027612
f1_weighted_train:0.9041375088703333
f1_macro_train:0.8793565976008725
 ==  Epoch: 127 | val Loss: 0.669467
ACC_val:0.6776859504132231
auc_val:0.6548343475321162
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 127 | test Loss: 0.702079
ACC_test:0.6066666666666667
auc_test:0.5584215167548501
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 128 | Training Loss: 0.518416
ACC_train:0.9043659043659044
auc_train:0.9404358773986281
f1_weighted_train:0.9041375088703333
f1_macro_train:0.8793565976008725
 ==  Epoch: 128 | val Loss: 0.669500
ACC_val:0.6776859504132231
auc_val:0.6548343475321163
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 128 | test Loss: 0.702176
ACC_test:0.6066666666666667
auc_test:0.5593033509700177
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 129 | Training Loss: 0.517623
ACC_train:0.9085239085239085
auc_train:0.9413475731527307
f1_weighted_train:0.9085239085239085
f1_macro_train:0.8851480420248329
 ==  Epoch: 129 | val Loss: 0.670092
ACC_val:0.6776859504132231
auc_val:0.6534820824881677
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 129 | test Loss: 0.702349
ACC_test:0.6133333333333333
auc_test:0.560626102292769
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 130 | Training Loss: 0.516775
ACC_train:0.9085239085239085
auc_train:0.9421941477815403
f1_weighted_train:0.9083054432672754
f1_macro_train:0.8846019629225736
 ==  Epoch: 130 | val Loss: 0.669978
ACC_val:0.6776859504132231
auc_val:0.6548343475321163
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 130 | test Loss: 0.702258
ACC_test:0.6133333333333333
auc_test:0.5610670194003528
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 131 | Training Loss: 0.515939
ACC_train:0.9106029106029107
auc_train:0.9436268125379873
f1_weighted_train:0.9104969005750675
f1_macro_train:0.8874927245331461
 ==  Epoch: 131 | val Loss: 0.669680
ACC_val:0.6776859504132231
auc_val:0.6538201487491548
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 131 | test Loss: 0.702065
ACC_test:0.6066666666666667
auc_test:0.5606261022927689
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 132 | Training Loss: 0.515201
ACC_train:0.9126819126819127
auc_train:0.9444516801250326
f1_weighted_train:0.9124733776642174
f1_macro_train:0.8898473282442749
 ==  Epoch: 132 | val Loss: 0.670049
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 132 | test Loss: 0.702307
ACC_test:0.6133333333333333
auc_test:0.5615079365079365
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 133 | Training Loss: 0.514429
ACC_train:0.9126819126819127
auc_train:0.9454719110879569
f1_weighted_train:0.9124733776642174
f1_macro_train:0.8898473282442749
 ==  Epoch: 133 | val Loss: 0.670230
ACC_val:0.6776859504132231
auc_val:0.6538201487491548
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 133 | test Loss: 0.702272
ACC_test:0.6133333333333333
auc_test:0.562610229276896
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 134 | Training Loss: 0.513567
ACC_train:0.9168399168399168
auc_train:0.946600677259703
f1_weighted_train:0.9164371472063779
f1_macro_train:0.8945868945868946
 ==  Epoch: 134 | val Loss: 0.670413
ACC_val:0.6776859504132231
auc_val:0.6528059499661933
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 134 | test Loss: 0.702295
ACC_test:0.6066666666666667
auc_test:0.5617283950617283
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 135 | Training Loss: 0.512765
ACC_train:0.918918918918919
auc_train:0.9474472518885126
f1_weighted_train:0.9184246225498005
f1_macro_train:0.8969721601300549
 ==  Epoch: 135 | val Loss: 0.670256
ACC_val:0.6776859504132231
auc_val:0.6528059499661933
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 135 | test Loss: 0.702115
ACC_test:0.6066666666666667
auc_test:0.5619488536155204
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 136 | Training Loss: 0.511981
ACC_train:0.918918918918919
auc_train:0.9482287053920292
f1_weighted_train:0.9184246225498005
f1_macro_train:0.8969721601300549
 ==  Epoch: 136 | val Loss: 0.670345
ACC_val:0.6776859504132231
auc_val:0.6534820824881677
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 136 | test Loss: 0.702283
ACC_test:0.6066666666666667
auc_test:0.5621693121693121
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 137 | Training Loss: 0.511189
ACC_train:0.920997920997921
auc_train:0.9489884518537814
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 137 | val Loss: 0.670864
ACC_val:0.6694214876033058
auc_val:0.6534820824881677
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 137 | test Loss: 0.702455
ACC_test:0.6133333333333333
auc_test:0.562389770723104
f1_weighted_test:0.5998872180451127
f1_macro_test:0.4889567669172932
 ==  Epoch: 138 | Training Loss: 0.510402
ACC_train:0.9230769230769231
auc_train:0.9496830771902405
f1_weighted_train:0.9226079752395543
f1_macro_train:0.9022556390977444
 ==  Epoch: 138 | val Loss: 0.670747
ACC_val:0.6694214876033058
auc_val:0.6534820824881677
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 138 | test Loss: 0.702228
ACC_test:0.6066666666666667
auc_test:0.5628306878306879
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 139 | Training Loss: 0.509540
ACC_train:0.9230769230769231
auc_train:0.9511591560302163
f1_weighted_train:0.9226079752395543
f1_macro_train:0.9022556390977444
 ==  Epoch: 139 | val Loss: 0.670578
ACC_val:0.6694214876033058
auc_val:0.6538201487491548
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 139 | test Loss: 0.702138
ACC_test:0.6066666666666667
auc_test:0.562610229276896
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 140 | Training Loss: 0.508822
ACC_train:0.9230769230769231
auc_train:0.9518103672831467
f1_weighted_train:0.9226079752395543
f1_macro_train:0.9022556390977444
 ==  Epoch: 140 | val Loss: 0.671258
ACC_val:0.6694214876033058
auc_val:0.6531440162271805
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 140 | test Loss: 0.702521
ACC_test:0.6066666666666667
auc_test:0.5632716049382716
f1_weighted_test:0.5949612719119445
f1_macro_test:0.4845961213674218
 ==  Epoch: 141 | Training Loss: 0.508025
ACC_train:0.920997920997921
auc_train:0.952396457410784
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 141 | val Loss: 0.671078
ACC_val:0.6694214876033058
auc_val:0.652129817444219
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 141 | test Loss: 0.702332
ACC_test:0.6
auc_test:0.5630511463844797
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 142 | Training Loss: 0.507152
ACC_train:0.9230769230769231
auc_train:0.9536554658331162
f1_weighted_train:0.9226079752395543
f1_macro_train:0.9022556390977444
 ==  Epoch: 142 | val Loss: 0.671081
ACC_val:0.6694214876033058
auc_val:0.6514536849222448
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 142 | test Loss: 0.702243
ACC_test:0.6
auc_test:0.5630511463844797
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 143 | Training Loss: 0.506349
ACC_train:0.9230769230769231
auc_train:0.9545237475036902
f1_weighted_train:0.9226079752395543
f1_macro_train:0.9022556390977444
 ==  Epoch: 143 | val Loss: 0.671233
ACC_val:0.6694214876033058
auc_val:0.6517917511832318
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 143 | test Loss: 0.702288
ACC_test:0.6
auc_test:0.5634920634920635
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 144 | Training Loss: 0.505623
ACC_train:0.920997920997921
auc_train:0.9553486150907354
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 144 | val Loss: 0.671268
ACC_val:0.6694214876033058
auc_val:0.6531440162271807
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 144 | test Loss: 0.702211
ACC_test:0.6
auc_test:0.5637125220458554
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 145 | Training Loss: 0.504829
ACC_train:0.920997920997921
auc_train:0.9560432404271946
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 145 | val Loss: 0.671530
ACC_val:0.6694214876033058
auc_val:0.6507775524002705
f1_weighted_val:0.6589353950057762
f1_macro_val:0.5663082437275986
 ==  Epoch: 145 | test Loss: 0.702357
ACC_test:0.6
auc_test:0.5641534391534391
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 146 | Training Loss: 0.504005
ACC_train:0.920997920997921
auc_train:0.9569983502648258
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 146 | val Loss: 0.671745
ACC_val:0.6776859504132231
auc_val:0.6521298174442192
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 146 | test Loss: 0.702363
ACC_test:0.6
auc_test:0.564594356261023
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 147 | Training Loss: 0.503203
ACC_train:0.920997920997921
auc_train:0.9579317530606929
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 147 | val Loss: 0.671783
ACC_val:0.6776859504132231
auc_val:0.6511156186612577
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 147 | test Loss: 0.702326
ACC_test:0.6
auc_test:0.5637125220458554
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 148 | Training Loss: 0.502413
ACC_train:0.920997920997921
auc_train:0.9587132065642093
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 148 | val Loss: 0.671624
ACC_val:0.6776859504132231
auc_val:0.6507775524002706
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 148 | test Loss: 0.702252
ACC_test:0.6
auc_test:0.564594356261023
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 149 | Training Loss: 0.501648
ACC_train:0.920997920997921
auc_train:0.9596683164018408
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 149 | val Loss: 0.671623
ACC_val:0.6859504132231405
auc_val:0.6501014198782962
f1_weighted_val:0.6759886252554873
f1_macro_val:0.5879928315412186
 ==  Epoch: 149 | test Loss: 0.702273
ACC_test:0.6
auc_test:0.5630511463844797
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 150 | Training Loss: 0.500821
ACC_train:0.920997920997921
auc_train:0.9608839107406443
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 150 | val Loss: 0.672441
ACC_val:0.6776859504132231
auc_val:0.6477349560513861
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 150 | test Loss: 0.702380
ACC_test:0.6
auc_test:0.5656966490299824
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 151 | Training Loss: 0.499912
ACC_train:0.918918918918919
auc_train:0.9627290092906139
f1_weighted_train:0.9186264330147452
f1_macro_train:0.8974699526128519
 ==  Epoch: 151 | val Loss: 0.672699
ACC_val:0.6776859504132231
auc_val:0.6480730223123733
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 151 | test Loss: 0.702196
ACC_test:0.6
auc_test:0.5687830687830688
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 152 | Training Loss: 0.499079
ACC_train:0.920997920997921
auc_train:0.9646175219241122
f1_weighted_train:0.9206152898460591
f1_macro_train:0.8998575498575498
 ==  Epoch: 152 | val Loss: 0.672819
ACC_val:0.6776859504132231
auc_val:0.6443542934415145
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 152 | test Loss: 0.702057
ACC_test:0.6
auc_test:0.5705467372134039
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 153 | Training Loss: 0.498264
ACC_train:0.9251559251559252
auc_train:0.9658331162629157
f1_weighted_train:0.9247934324857401
f1_macro_train:0.905128205128205
 ==  Epoch: 153 | val Loss: 0.673092
ACC_val:0.6776859504132231
auc_val:0.6433400946585531
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 153 | test Loss: 0.702237
ACC_test:0.6
auc_test:0.572310405643739
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 154 | Training Loss: 0.497432
ACC_train:0.9251559251559252
auc_train:0.9665277415993748
f1_weighted_train:0.9247934324857401
f1_macro_train:0.905128205128205
 ==  Epoch: 154 | val Loss: 0.673419
ACC_val:0.6776859504132231
auc_val:0.6443542934415146
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 154 | test Loss: 0.702291
ACC_test:0.6
auc_test:0.5712081128747795
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 155 | Training Loss: 0.496542
ACC_train:0.9293139293139293
auc_train:0.9681991838152296
f1_weighted_train:0.9289715751254214
f1_macro_train:0.9103988603988604
 ==  Epoch: 155 | val Loss: 0.673705
ACC_val:0.6694214876033058
auc_val:0.6426639621365788
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 155 | test Loss: 0.702266
ACC_test:0.6066666666666667
auc_test:0.5696649029982364
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 156 | Training Loss: 0.495782
ACC_train:0.9313929313929314
auc_train:0.9689155161934532
f1_weighted_train:0.9309746806190617
f1_macro_train:0.9128225970331233
 ==  Epoch: 156 | val Loss: 0.673411
ACC_val:0.6776859504132231
auc_val:0.6430020283975659
f1_weighted_val:0.6654251134576533
f1_macro_val:0.5725930622226247
 ==  Epoch: 156 | test Loss: 0.702241
ACC_test:0.6066666666666667
auc_test:0.5687830687830688
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 157 | Training Loss: 0.495005
ACC_train:0.9313929313929314
auc_train:0.9698489189893201
f1_weighted_train:0.9309746806190617
f1_macro_train:0.9128225970331233
 ==  Epoch: 157 | val Loss: 0.674023
ACC_val:0.6694214876033058
auc_val:0.6436781609195402
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 157 | test Loss: 0.702510
ACC_test:0.6133333333333333
auc_test:0.5692239858906526
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 158 | Training Loss: 0.494187
ACC_train:0.9293139293139293
auc_train:0.9705001302422507
f1_weighted_train:0.9287932173106591
f1_macro_train:0.9099607998590556
 ==  Epoch: 158 | val Loss: 0.674094
ACC_val:0.6694214876033058
auc_val:0.6450304259634889
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 158 | test Loss: 0.702492
ACC_test:0.6133333333333333
auc_test:0.5696649029982364
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 159 | Training Loss: 0.493376
ACC_train:0.9313929313929314
auc_train:0.9708474429104802
f1_weighted_train:0.9307991963509804
f1_macro_train:0.9123934100505009
 ==  Epoch: 159 | val Loss: 0.674112
ACC_val:0.6694214876033058
auc_val:0.6436781609195401
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 159 | test Loss: 0.702536
ACC_test:0.6066666666666667
auc_test:0.5692239858906526
f1_weighted_test:0.5909333333333332
f1_macro_test:0.47555555555555556
 ==  Epoch: 160 | Training Loss: 0.492648
ACC_train:0.9334719334719335
auc_train:0.9716071893722324
f1_weighted_train:0.9329818515865028
f1_macro_train:0.9152572233967584
 ==  Epoch: 160 | val Loss: 0.674019
ACC_val:0.6694214876033058
auc_val:0.6443542934415145
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 160 | test Loss: 0.702655
ACC_test:0.6133333333333333
auc_test:0.5672398589065255
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 161 | Training Loss: 0.491823
ACC_train:0.9334719334719335
auc_train:0.9716723104975254
f1_weighted_train:0.9329818515865028
f1_macro_train:0.9152572233967584
 ==  Epoch: 161 | val Loss: 0.674474
ACC_val:0.6694214876033058
auc_val:0.6423258958755915
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 161 | test Loss: 0.702867
ACC_test:0.6133333333333333
auc_test:0.5665784832451499
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 162 | Training Loss: 0.490980
ACC_train:0.9355509355509356
auc_train:0.9723886428757489
f1_weighted_train:0.9349931844509212
f1_macro_train:0.9177029003504706
 ==  Epoch: 162 | val Loss: 0.674223
ACC_val:0.6694214876033058
auc_val:0.6419878296146044
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 162 | test Loss: 0.702679
ACC_test:0.6133333333333333
auc_test:0.5667989417989419
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 163 | Training Loss: 0.490248
ACC_train:0.9355509355509356
auc_train:0.9729530259616219
f1_weighted_train:0.9351580333088158
f1_macro_train:0.9181060760008128
 ==  Epoch: 163 | val Loss: 0.674478
ACC_val:0.6694214876033058
auc_val:0.6416497633536173
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 163 | test Loss: 0.702919
ACC_test:0.6133333333333333
auc_test:0.5667989417989419
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 164 | Training Loss: 0.489514
ACC_train:0.9334719334719335
auc_train:0.9734305808804375
f1_weighted_train:0.9329818515865028
f1_macro_train:0.9152572233967584
 ==  Epoch: 164 | val Loss: 0.674572
ACC_val:0.6694214876033058
auc_val:0.6416497633536173
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 164 | test Loss: 0.702969
ACC_test:0.6133333333333333
auc_test:0.5672398589065255
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 165 | Training Loss: 0.488688
ACC_train:0.9355509355509356
auc_train:0.973886428757489
f1_weighted_train:0.9349931844509212
f1_macro_train:0.9177029003504706
 ==  Epoch: 165 | val Loss: 0.674538
ACC_val:0.6694214876033058
auc_val:0.6419878296146044
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 165 | test Loss: 0.702873
ACC_test:0.6133333333333333
auc_test:0.5665784832451499
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 166 | Training Loss: 0.487849
ACC_train:0.9355509355509356
auc_train:0.9746027611357124
f1_weighted_train:0.9349931844509212
f1_macro_train:0.9177029003504706
 ==  Epoch: 166 | val Loss: 0.674292
ACC_val:0.6694214876033058
auc_val:0.6406355645706558
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 166 | test Loss: 0.702823
ACC_test:0.6133333333333333
auc_test:0.5670194003527337
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 167 | Training Loss: 0.487147
ACC_train:0.9376299376299376
auc_train:0.975145437179821
f1_weighted_train:0.9371704858623464
f1_macro_train:0.9205536469344608
 ==  Epoch: 167 | val Loss: 0.674756
ACC_val:0.6694214876033058
auc_val:0.6402974983096688
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 167 | test Loss: 0.702942
ACC_test:0.6133333333333333
auc_test:0.5667989417989417
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 168 | Training Loss: 0.486433
ACC_train:0.9355509355509356
auc_train:0.9754710428062864
f1_weighted_train:0.9349931844509212
f1_macro_train:0.9177029003504706
 ==  Epoch: 168 | val Loss: 0.674952
ACC_val:0.6694214876033058
auc_val:0.6392832995267073
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 168 | test Loss: 0.703135
ACC_test:0.6133333333333333
auc_test:0.5670194003527337
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 169 | Training Loss: 0.485619
ACC_train:0.9376299376299376
auc_train:0.9760354258921595
f1_weighted_train:0.9371704858623464
f1_macro_train:0.9205536469344608
 ==  Epoch: 169 | val Loss: 0.675195
ACC_val:0.6694214876033058
auc_val:0.6389452332657201
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 169 | test Loss: 0.703129
ACC_test:0.6133333333333333
auc_test:0.5661375661375662
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 170 | Training Loss: 0.484777
ACC_train:0.9397089397089398
auc_train:0.9768602934792047
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 170 | val Loss: 0.674746
ACC_val:0.6694214876033058
auc_val:0.6392832995267073
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 170 | test Loss: 0.702936
ACC_test:0.6133333333333333
auc_test:0.5659171075837742
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 171 | Training Loss: 0.484095
ACC_train:0.9397089397089398
auc_train:0.9771641920639056
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 171 | val Loss: 0.675308
ACC_val:0.6694214876033058
auc_val:0.6389452332657201
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 171 | test Loss: 0.703252
ACC_test:0.6133333333333333
auc_test:0.5652557319223986
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 172 | Training Loss: 0.483383
ACC_train:0.9397089397089398
auc_train:0.9777502821915429
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 172 | val Loss: 0.675329
ACC_val:0.6694214876033058
auc_val:0.6396213657876944
f1_weighted_val:0.6546483819211091
f1_macro_val:0.5567765567765568
 ==  Epoch: 172 | test Loss: 0.703308
ACC_test:0.6133333333333333
auc_test:0.5650352733686067
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 173 | Training Loss: 0.482555
ACC_train:0.9397089397089398
auc_train:0.9785317356950596
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 173 | val Loss: 0.675422
ACC_val:0.6611570247933884
auc_val:0.6382691007437458
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 173 | test Loss: 0.703237
ACC_test:0.6133333333333333
auc_test:0.5648148148148149
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 174 | Training Loss: 0.481755
ACC_train:0.9397089397089398
auc_train:0.9790309976556395
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 174 | val Loss: 0.675514
ACC_val:0.6611570247933884
auc_val:0.6379310344827587
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 174 | test Loss: 0.703278
ACC_test:0.6133333333333333
auc_test:0.5641534391534392
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 175 | Training Loss: 0.481091
ACC_train:0.9397089397089398
auc_train:0.9796605018668056
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 175 | val Loss: 0.675547
ACC_val:0.6611570247933884
auc_val:0.6362407031778228
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 175 | test Loss: 0.703416
ACC_test:0.6133333333333333
auc_test:0.5632716049382716
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 176 | Training Loss: 0.480336
ACC_train:0.9397089397089398
auc_train:0.9798992793262136
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 176 | val Loss: 0.675993
ACC_val:0.6611570247933884
auc_val:0.63657876943881
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 176 | test Loss: 0.703667
ACC_test:0.6133333333333333
auc_test:0.5643738977072311
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 177 | Training Loss: 0.479538
ACC_train:0.9397089397089398
auc_train:0.9802900060779718
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 177 | val Loss: 0.676014
ACC_val:0.6611570247933884
auc_val:0.6359026369168357
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 177 | test Loss: 0.703658
ACC_test:0.6133333333333333
auc_test:0.562610229276896
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 178 | Training Loss: 0.478817
ACC_train:0.9397089397089398
auc_train:0.9805721976209083
f1_weighted_train:0.9391871725508615
f1_macro_train:0.9230123906504402
 ==  Epoch: 178 | val Loss: 0.675772
ACC_val:0.6611570247933884
auc_val:0.6355645706558486
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 178 | test Loss: 0.703526
ACC_test:0.6133333333333333
auc_test:0.5630511463844797
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 179 | Training Loss: 0.478045
ACC_train:0.9417879417879418
auc_train:0.9810931666232525
f1_weighted_train:0.9413591201381899
f1_macro_train:0.9258500704721635
 ==  Epoch: 179 | val Loss: 0.675701
ACC_val:0.6611570247933884
auc_val:0.6352265043948615
f1_weighted_val:0.6436452733656503
f1_macro_val:0.5405205149578587
 ==  Epoch: 179 | test Loss: 0.703572
ACC_test:0.6133333333333333
auc_test:0.5621693121693121
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 180 | Training Loss: 0.477349
ACC_train:0.9459459459459459
auc_train:0.981245115915603
f1_weighted_train:0.9456841456841456
f1_macro_train:0.9314814814814814
 ==  Epoch: 180 | val Loss: 0.676484
ACC_val:0.6528925619834711
auc_val:0.6342123056118999
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 180 | test Loss: 0.704052
ACC_test:0.6133333333333333
auc_test:0.562610229276896
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 181 | Training Loss: 0.476616
ACC_train:0.9459459459459459
auc_train:0.9814404792914821
f1_weighted_train:0.9456841456841456
f1_macro_train:0.9314814814814814
 ==  Epoch: 181 | val Loss: 0.676556
ACC_val:0.6528925619834711
auc_val:0.6335361730899256
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 181 | test Loss: 0.703974
ACC_test:0.6133333333333333
auc_test:0.562389770723104
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 182 | Training Loss: 0.475811
ACC_train:0.9480249480249481
auc_train:0.9818312060432404
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 182 | val Loss: 0.676086
ACC_val:0.6528925619834711
auc_val:0.6348884381338742
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 182 | test Loss: 0.703733
ACC_test:0.6133333333333333
auc_test:0.5621693121693122
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 183 | Training Loss: 0.475098
ACC_train:0.9480249480249481
auc_train:0.9820048623773552
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 183 | val Loss: 0.676504
ACC_val:0.6528925619834711
auc_val:0.6304935767410413
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 183 | test Loss: 0.704124
ACC_test:0.6133333333333333
auc_test:0.5630511463844798
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 184 | Training Loss: 0.474403
ACC_train:0.9480249480249481
auc_train:0.9820916905444126
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 184 | val Loss: 0.676915
ACC_val:0.6528925619834711
auc_val:0.6304935767410413
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 184 | test Loss: 0.704313
ACC_test:0.6133333333333333
auc_test:0.5621693121693122
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 185 | Training Loss: 0.473622
ACC_train:0.9480249480249481
auc_train:0.9822653468785274
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 185 | val Loss: 0.676635
ACC_val:0.6528925619834711
auc_val:0.6308316430020284
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 185 | test Loss: 0.704129
ACC_test:0.6133333333333333
auc_test:0.5621693121693122
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 186 | Training Loss: 0.472845
ACC_train:0.9480249480249481
auc_train:0.9825475384214639
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 186 | val Loss: 0.676702
ACC_val:0.6528925619834711
auc_val:0.6325219743069642
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 186 | test Loss: 0.704172
ACC_test:0.6133333333333333
auc_test:0.5630511463844797
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 187 | Training Loss: 0.472225
ACC_train:0.9480249480249481
auc_train:0.9828514370061647
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 187 | val Loss: 0.677052
ACC_val:0.6528925619834711
auc_val:0.6304935767410413
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 187 | test Loss: 0.704389
ACC_test:0.6133333333333333
auc_test:0.5628306878306879
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 188 | Training Loss: 0.471445
ACC_train:0.9459459459459459
auc_train:0.983242163757923
f1_weighted_train:0.9458168528397536
f1_macro_train:0.9318102508178845
 ==  Epoch: 188 | val Loss: 0.677310
ACC_val:0.6528925619834711
auc_val:0.6304935767410413
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 188 | test Loss: 0.704566
ACC_test:0.6133333333333333
auc_test:0.5612874779541446
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 189 | Training Loss: 0.470638
ACC_train:0.9459459459459459
auc_train:0.9833941130502735
f1_weighted_train:0.9458168528397536
f1_macro_train:0.9318102508178845
 ==  Epoch: 189 | val Loss: 0.677685
ACC_val:0.6528925619834711
auc_val:0.6315077755240026
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 189 | test Loss: 0.704725
ACC_test:0.6133333333333333
auc_test:0.5608465608465608
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 190 | Training Loss: 0.469787
ACC_train:0.9480249480249481
auc_train:0.9835243553008595
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 190 | val Loss: 0.677333
ACC_val:0.6528925619834711
auc_val:0.6335361730899256
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 190 | test Loss: 0.704392
ACC_test:0.6133333333333333
auc_test:0.5615079365079365
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 191 | Training Loss: 0.469031
ACC_train:0.9480249480249481
auc_train:0.9837848398020317
f1_weighted_train:0.9478374570607341
f1_macro_train:0.934275610649264
 ==  Epoch: 191 | val Loss: 0.677336
ACC_val:0.6528925619834711
auc_val:0.6338742393509129
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 191 | test Loss: 0.704492
ACC_test:0.6133333333333333
auc_test:0.5608465608465609
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 192 | Training Loss: 0.468267
ACC_train:0.9459459459459459
auc_train:0.984110445428497
f1_weighted_train:0.9458168528397536
f1_macro_train:0.9318102508178845
 ==  Epoch: 192 | val Loss: 0.677839
ACC_val:0.6528925619834711
auc_val:0.6345503718728871
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 192 | test Loss: 0.704759
ACC_test:0.6133333333333333
auc_test:0.5601851851851851
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 193 | Training Loss: 0.467446
ACC_train:0.9459459459459459
auc_train:0.9843275158461404
f1_weighted_train:0.9458168528397536
f1_macro_train:0.9318102508178845
 ==  Epoch: 193 | val Loss: 0.677624
ACC_val:0.6528925619834711
auc_val:0.6362407031778228
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 193 | test Loss: 0.704456
ACC_test:0.6133333333333333
auc_test:0.560405643738977
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 194 | Training Loss: 0.466706
ACC_train:0.9459459459459459
auc_train:0.9847182425978988
f1_weighted_train:0.9458168528397536
f1_macro_train:0.9318102508178845
 ==  Epoch: 194 | val Loss: 0.678035
ACC_val:0.6528925619834711
auc_val:0.6345503718728871
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 194 | test Loss: 0.704703
ACC_test:0.6133333333333333
auc_test:0.5599647266313934
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 195 | Training Loss: 0.466054
ACC_train:0.9480249480249481
auc_train:0.9848267778067205
f1_weighted_train:0.9479633142878301
f1_macro_train:0.9345887933332245
 ==  Epoch: 195 | val Loss: 0.678298
ACC_val:0.6528925619834711
auc_val:0.6348884381338743
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 195 | test Loss: 0.704907
ACC_test:0.6133333333333333
auc_test:0.558641975308642
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 196 | Training Loss: 0.465221
ACC_train:0.9501039501039501
auc_train:0.9850655552661283
f1_weighted_train:0.9499847872366955
f1_macro_train:0.9370556161395855
 ==  Epoch: 196 | val Loss: 0.678302
ACC_val:0.6528925619834711
auc_val:0.6355645706558486
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 196 | test Loss: 0.704657
ACC_test:0.6133333333333333
auc_test:0.5590828924162258
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 197 | Training Loss: 0.464508
ACC_train:0.9501039501039501
auc_train:0.9855865242684727
f1_weighted_train:0.9499847872366955
f1_macro_train:0.9370556161395855
 ==  Epoch: 197 | val Loss: 0.678481
ACC_val:0.6528925619834711
auc_val:0.6362407031778228
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 197 | test Loss: 0.704966
ACC_test:0.6133333333333333
auc_test:0.5593033509700176
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 198 | Training Loss: 0.463789
ACC_train:0.9501039501039501
auc_train:0.9857384735608231
f1_weighted_train:0.9499847872366955
f1_macro_train:0.9370556161395855
 ==  Epoch: 198 | val Loss: 0.678755
ACC_val:0.6528925619834711
auc_val:0.6362407031778229
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 198 | test Loss: 0.705117
ACC_test:0.6133333333333333
auc_test:0.558862433862434
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 199 | Training Loss: 0.463065
ACC_train:0.9521829521829522
auc_train:0.9858470087696448
f1_weighted_train:0.9521262491448037
f1_macro_train:0.9398216898665667
 ==  Epoch: 199 | val Loss: 0.678851
ACC_val:0.6528925619834711
auc_val:0.6372549019607843
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 199 | test Loss: 0.705088
ACC_test:0.6133333333333333
auc_test:0.5597442680776015
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 200 | Training Loss: 0.462291
ACC_train:0.9563409563409564
auc_train:0.9862377355214031
f1_weighted_train:0.9562891840017772
f1_macro_train:0.9450545863999086
 ==  Epoch: 200 | val Loss: 0.678634
ACC_val:0.6528925619834711
auc_val:0.6359026369168357
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 200 | test Loss: 0.705089
ACC_test:0.6133333333333333
auc_test:0.5590828924162258
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 201 | Training Loss: 0.461591
ACC_train:0.9563409563409564
auc_train:0.9865633411478685
f1_weighted_train:0.9562891840017772
f1_macro_train:0.9450545863999086
 ==  Epoch: 201 | val Loss: 0.678744
ACC_val:0.6528925619834711
auc_val:0.6369168356997971
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 201 | test Loss: 0.705204
ACC_test:0.6133333333333333
auc_test:0.5584215167548501
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 202 | Training Loss: 0.460936
ACC_train:0.9584199584199584
auc_train:0.9868021186072763
f1_weighted_train:0.9584199584199584
f1_macro_train:0.9477945645567422
 ==  Epoch: 202 | val Loss: 0.679439
ACC_val:0.6528925619834711
auc_val:0.63657876943881
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 202 | test Loss: 0.705535
ACC_test:0.6133333333333333
auc_test:0.558641975308642
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 203 | Training Loss: 0.460262
ACC_train:0.9604989604989606
auc_train:0.9869323608578624
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 203 | val Loss: 0.679302
ACC_val:0.6528925619834711
auc_val:0.6362407031778229
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 203 | test Loss: 0.705478
ACC_test:0.6133333333333333
auc_test:0.5590828924162258
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 204 | Training Loss: 0.459458
ACC_train:0.9604989604989606
auc_train:0.9874533298602067
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 204 | val Loss: 0.679292
ACC_val:0.6528925619834711
auc_val:0.634550371872887
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 204 | test Loss: 0.705491
ACC_test:0.6133333333333333
auc_test:0.558862433862434
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 205 | Training Loss: 0.458809
ACC_train:0.9604989604989606
auc_train:0.9875618650690285
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 205 | val Loss: 0.679470
ACC_val:0.6528925619834711
auc_val:0.6348884381338743
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 205 | test Loss: 0.705636
ACC_test:0.6133333333333333
auc_test:0.5582010582010581
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 206 | Training Loss: 0.458162
ACC_train:0.9604989604989606
auc_train:0.9876269861943215
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 206 | val Loss: 0.680411
ACC_val:0.6528925619834711
auc_val:0.6338742393509128
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 206 | test Loss: 0.706108
ACC_test:0.62
auc_test:0.5579805996472663
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 207 | Training Loss: 0.457476
ACC_train:0.9604989604989606
auc_train:0.9877138143613788
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 207 | val Loss: 0.680060
ACC_val:0.6528925619834711
auc_val:0.6331981068289385
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 207 | test Loss: 0.705932
ACC_test:0.62
auc_test:0.5582010582010584
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 208 | Training Loss: 0.456652
ACC_train:0.9604989604989606
auc_train:0.9881913692801945
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 208 | val Loss: 0.679647
ACC_val:0.6446280991735537
auc_val:0.6338742393509128
f1_weighted_val:0.6209029386062879
f1_macro_val:0.5065908013276434
 ==  Epoch: 208 | test Loss: 0.705699
ACC_test:0.6133333333333333
auc_test:0.558641975308642
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 209 | Training Loss: 0.456002
ACC_train:0.9604989604989606
auc_train:0.9883216115307805
f1_weighted_train:0.9604521188587509
f1_macro_train:0.9502874829332506
 ==  Epoch: 209 | val Loss: 0.680330
ACC_val:0.6528925619834711
auc_val:0.6335361730899256
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 209 | test Loss: 0.706184
ACC_test:0.62
auc_test:0.556657848324515
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 210 | Training Loss: 0.455398
ACC_train:0.9625779625779626
auc_train:0.9883867326560736
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 210 | val Loss: 0.680707
ACC_val:0.6528925619834711
auc_val:0.6318458417849898
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 210 | test Loss: 0.706413
ACC_test:0.62
auc_test:0.5564373897707231
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 211 | Training Loss: 0.454685
ACC_train:0.9625779625779626
auc_train:0.9885386819484241
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 211 | val Loss: 0.680770
ACC_val:0.6528925619834711
auc_val:0.6321839080459769
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 211 | test Loss: 0.706298
ACC_test:0.62
auc_test:0.556878306878307
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 212 | Training Loss: 0.453924
ACC_train:0.9625779625779626
auc_train:0.9887123382825387
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 212 | val Loss: 0.680527
ACC_val:0.6528925619834711
auc_val:0.6325219743069641
f1_weighted_val:0.6268994934684085
f1_macro_val:0.5120967741935484
 ==  Epoch: 212 | test Loss: 0.706286
ACC_test:0.62
auc_test:0.5564373897707231
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 213 | Training Loss: 0.453236
ACC_train:0.9604989604989606
auc_train:0.9888859946166536
f1_weighted_train:0.9605451542919397
f1_macro_train:0.9505211012154516
 ==  Epoch: 213 | val Loss: 0.680643
ACC_val:0.6446280991735537
auc_val:0.6304935767410412
f1_weighted_val:0.6209029386062879
f1_macro_val:0.5065908013276434
 ==  Epoch: 213 | test Loss: 0.706424
ACC_test:0.62
auc_test:0.556657848324515
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 214 | Training Loss: 0.452687
ACC_train:0.9604989604989606
auc_train:0.9890162368672397
f1_weighted_train:0.9605451542919397
f1_macro_train:0.9505211012154516
 ==  Epoch: 214 | val Loss: 0.681632
ACC_val:0.6694214876033058
auc_val:0.6315077755240026
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 214 | test Loss: 0.706987
ACC_test:0.62
auc_test:0.5562169312169312
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 215 | Training Loss: 0.451998
ACC_train:0.9604989604989606
auc_train:0.9891898932013545
f1_weighted_train:0.9605451542919397
f1_macro_train:0.9505211012154516
 ==  Epoch: 215 | val Loss: 0.681657
ACC_val:0.6694214876033058
auc_val:0.630155510480054
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 215 | test Loss: 0.706999
ACC_test:0.62
auc_test:0.5562169312169312
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 216 | Training Loss: 0.451244
ACC_train:0.9604989604989606
auc_train:0.9892984284101762
f1_weighted_train:0.9605451542919397
f1_macro_train:0.9505211012154516
 ==  Epoch: 216 | val Loss: 0.681014
ACC_val:0.6611570247933884
auc_val:0.6298174442190669
f1_weighted_val:0.6328899102841737
f1_macro_val:0.5176470588235293
 ==  Epoch: 216 | test Loss: 0.706714
ACC_test:0.6133333333333333
auc_test:0.5555555555555556
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 217 | Training Loss: 0.450540
ACC_train:0.9625779625779626
auc_train:0.9896023269948772
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 217 | val Loss: 0.681048
ACC_val:0.6611570247933884
auc_val:0.6318458417849898
f1_weighted_val:0.6328899102841737
f1_macro_val:0.5176470588235293
 ==  Epoch: 217 | test Loss: 0.706796
ACC_test:0.6133333333333333
auc_test:0.5559964726631393
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 218 | Training Loss: 0.449978
ACC_train:0.9604989604989606
auc_train:0.9895589129113485
f1_weighted_train:0.9605451542919397
f1_macro_train:0.9505211012154516
 ==  Epoch: 218 | val Loss: 0.682175
ACC_val:0.6694214876033058
auc_val:0.6304935767410412
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 218 | test Loss: 0.707412
ACC_test:0.6133333333333333
auc_test:0.5553350970017636
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 219 | Training Loss: 0.449383
ACC_train:0.9604989604989606
auc_train:0.9897325692454633
f1_weighted_train:0.9605451542919397
f1_macro_train:0.9505211012154516
 ==  Epoch: 219 | val Loss: 0.682028
ACC_val:0.6694214876033058
auc_val:0.6318458417849898
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 219 | test Loss: 0.707239
ACC_test:0.6133333333333333
auc_test:0.5564373897707231
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 220 | Training Loss: 0.448578
ACC_train:0.9625779625779626
auc_train:0.9901015889554572
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 220 | val Loss: 0.681933
ACC_val:0.6611570247933884
auc_val:0.6284651791751183
f1_weighted_val:0.6328899102841737
f1_macro_val:0.5176470588235293
 ==  Epoch: 220 | test Loss: 0.707098
ACC_test:0.6133333333333333
auc_test:0.5562169312169312
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 221 | Training Loss: 0.447849
ACC_train:0.9625779625779626
auc_train:0.9905357297907442
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 221 | val Loss: 0.682547
ACC_val:0.6611570247933884
auc_val:0.6288032454361054
f1_weighted_val:0.6328899102841737
f1_macro_val:0.5176470588235293
 ==  Epoch: 221 | test Loss: 0.707027
ACC_test:0.6133333333333333
auc_test:0.556878306878307
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 222 | Training Loss: 0.447317
ACC_train:0.9625779625779626
auc_train:0.9907528002083876
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 222 | val Loss: 0.683571
ACC_val:0.6694214876033058
auc_val:0.6301555104800541
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 222 | test Loss: 0.707451
ACC_test:0.6133333333333333
auc_test:0.5584215167548501
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 223 | Training Loss: 0.446628
ACC_train:0.9625779625779626
auc_train:0.9909481635842667
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 223 | val Loss: 0.683759
ACC_val:0.6694214876033058
auc_val:0.630155510480054
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 223 | test Loss: 0.707491
ACC_test:0.6133333333333333
auc_test:0.5590828924162258
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 224 | Training Loss: 0.445902
ACC_train:0.9625779625779626
auc_train:0.9911869410436747
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 224 | val Loss: 0.683787
ACC_val:0.6694214876033058
auc_val:0.6308316430020284
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 224 | test Loss: 0.707415
ACC_test:0.6133333333333333
auc_test:0.5584215167548501
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 225 | Training Loss: 0.445184
ACC_train:0.9625779625779626
auc_train:0.9913388903360251
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 225 | val Loss: 0.683333
ACC_val:0.6694214876033058
auc_val:0.6311697092630155
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 225 | test Loss: 0.707412
ACC_test:0.6133333333333333
auc_test:0.5582010582010581
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 226 | Training Loss: 0.444596
ACC_train:0.9625779625779626
auc_train:0.9915125466701399
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 226 | val Loss: 0.683932
ACC_val:0.6776859504132231
auc_val:0.6311697092630155
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 226 | test Loss: 0.707864
ACC_test:0.6133333333333333
auc_test:0.558641975308642
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 227 | Training Loss: 0.443986
ACC_train:0.9646569646569647
auc_train:0.9915559607536686
f1_weighted_train:0.9646982959454198
f1_macro_train:0.9557294063506674
 ==  Epoch: 227 | val Loss: 0.684532
ACC_val:0.6776859504132231
auc_val:0.6284651791751182
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 227 | test Loss: 0.708053
ACC_test:0.6133333333333333
auc_test:0.5584215167548501
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 228 | Training Loss: 0.443242
ACC_train:0.9625779625779626
auc_train:0.9916862030042546
f1_weighted_train:0.9625779625779626
f1_macro_train:0.953015108101068
 ==  Epoch: 228 | val Loss: 0.683797
ACC_val:0.6694214876033058
auc_val:0.630155510480054
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 228 | test Loss: 0.707762
ACC_test:0.6133333333333333
auc_test:0.5582010582010583
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 229 | Training Loss: 0.442582
ACC_train:0.9646569646569647
auc_train:0.9918815663801337
f1_weighted_train:0.9646982959454198
f1_macro_train:0.9557294063506674
 ==  Epoch: 229 | val Loss: 0.684249
ACC_val:0.6694214876033058
auc_val:0.6308316430020284
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 229 | test Loss: 0.708103
ACC_test:0.6133333333333333
auc_test:0.5579805996472662
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 230 | Training Loss: 0.442080
ACC_train:0.9646569646569647
auc_train:0.9919249804636625
f1_weighted_train:0.9646982959454198
f1_macro_train:0.9557294063506674
 ==  Epoch: 230 | val Loss: 0.684621
ACC_val:0.6776859504132231
auc_val:0.6301555104800541
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 230 | test Loss: 0.708362
ACC_test:0.6133333333333333
auc_test:0.558641975308642
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 231 | Training Loss: 0.441354
ACC_train:0.9646569646569647
auc_train:0.9920552227142485
f1_weighted_train:0.9646982959454198
f1_macro_train:0.9557294063506674
 ==  Epoch: 231 | val Loss: 0.684561
ACC_val:0.6776859504132231
auc_val:0.6304935767410412
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 231 | test Loss: 0.708350
ACC_test:0.6133333333333333
auc_test:0.5584215167548501
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 232 | Training Loss: 0.440663
ACC_train:0.9646569646569647
auc_train:0.992207172006599
f1_weighted_train:0.9646982959454198
f1_macro_train:0.9557294063506674
 ==  Epoch: 232 | val Loss: 0.684534
ACC_val:0.6776859504132231
auc_val:0.630155510480054
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 232 | test Loss: 0.708386
ACC_test:0.6133333333333333
auc_test:0.5577601410934744
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 233 | Training Loss: 0.440032
ACC_train:0.9667359667359667
auc_train:0.9923591212989494
f1_weighted_train:0.9668132263413569
f1_macro_train:0.9584305591565119
 ==  Epoch: 233 | val Loss: 0.684544
ACC_val:0.6776859504132231
auc_val:0.630155510480054
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 233 | test Loss: 0.708507
ACC_test:0.6133333333333333
auc_test:0.5575396825396826
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 234 | Training Loss: 0.439473
ACC_train:0.9688149688149689
auc_train:0.9924459494660067
f1_weighted_train:0.9689228597966777
f1_macro_train:0.9611187454530759
 ==  Epoch: 234 | val Loss: 0.685421
ACC_val:0.6776859504132231
auc_val:0.6294793779580797
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 234 | test Loss: 0.708916
ACC_test:0.62
auc_test:0.5573192239858906
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 235 | Training Loss: 0.438821
ACC_train:0.9667359667359667
auc_train:0.9926847269254147
f1_weighted_train:0.9668132263413569
f1_macro_train:0.9584305591565119
 ==  Epoch: 235 | val Loss: 0.684934
ACC_val:0.6776859504132231
auc_val:0.6304935767410412
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 235 | test Loss: 0.708872
ACC_test:0.62
auc_test:0.5577601410934745
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 236 | Training Loss: 0.438170
ACC_train:0.9667359667359667
auc_train:0.9927932621342364
f1_weighted_train:0.9668132263413569
f1_macro_train:0.9584305591565119
 ==  Epoch: 236 | val Loss: 0.685311
ACC_val:0.6776859504132231
auc_val:0.6298174442190669
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 236 | test Loss: 0.709120
ACC_test:0.6133333333333333
auc_test:0.5568783068783069
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 237 | Training Loss: 0.437504
ACC_train:0.9688149688149689
auc_train:0.9929886255101155
f1_weighted_train:0.9689228597966777
f1_macro_train:0.9611187454530759
 ==  Epoch: 237 | val Loss: 0.685279
ACC_val:0.6859504132231405
auc_val:0.6294793779580797
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 237 | test Loss: 0.709078
ACC_test:0.62
auc_test:0.5575396825396826
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 238 | Training Loss: 0.436929
ACC_train:0.9708939708939709
auc_train:0.9931188677607016
f1_weighted_train:0.9709615730486875
f1_macro_train:0.963626739261948
 ==  Epoch: 238 | val Loss: 0.685662
ACC_val:0.6776859504132231
auc_val:0.6298174442190669
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 238 | test Loss: 0.709420
ACC_test:0.62
auc_test:0.5564373897707231
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 239 | Training Loss: 0.436314
ACC_train:0.972972972972973
auc_train:0.9932925240948163
f1_weighted_train:0.9730045792523798
f1_macro_train:0.9661460166210986
 ==  Epoch: 239 | val Loss: 0.685624
ACC_val:0.6859504132231405
auc_val:0.630155510480054
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 239 | test Loss: 0.709491
ACC_test:0.6133333333333333
auc_test:0.5568783068783068
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 240 | Training Loss: 0.435669
ACC_train:0.972972972972973
auc_train:0.9933793522618737
f1_weighted_train:0.9730045792523798
f1_macro_train:0.9661460166210986
 ==  Epoch: 240 | val Loss: 0.685707
ACC_val:0.6859504132231405
auc_val:0.6308316430020284
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 240 | test Loss: 0.709549
ACC_test:0.62
auc_test:0.5570987654320987
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 241 | Training Loss: 0.435061
ACC_train:0.975051975051975
auc_train:0.9934878874706955
f1_weighted_train:0.9751099197560178
f1_macro_train:0.968822919367384
 ==  Epoch: 241 | val Loss: 0.686039
ACC_val:0.6859504132231405
auc_val:0.6298174442190669
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 241 | test Loss: 0.709794
ACC_test:0.6133333333333333
auc_test:0.5559964726631392
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 242 | Training Loss: 0.434463
ACC_train:0.975051975051975
auc_train:0.9936181297212816
f1_weighted_train:0.9751099197560178
f1_macro_train:0.968822919367384
 ==  Epoch: 242 | val Loss: 0.686269
ACC_val:0.6859504132231405
auc_val:0.6304935767410412
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 242 | test Loss: 0.709995
ACC_test:0.62
auc_test:0.5559964726631393
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 243 | Training Loss: 0.433834
ACC_train:0.975051975051975
auc_train:0.993835200138925
f1_weighted_train:0.9751099197560178
f1_macro_train:0.968822919367384
 ==  Epoch: 243 | val Loss: 0.686402
ACC_val:0.6859504132231405
auc_val:0.6304935767410412
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 243 | test Loss: 0.710002
ACC_test:0.62
auc_test:0.5568783068783069
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 244 | Training Loss: 0.433299
ACC_train:0.9771309771309772
auc_train:0.9939437353477468
f1_weighted_train:0.9772100971842302
f1_macro_train:0.9714870799989221
 ==  Epoch: 244 | val Loss: 0.685938
ACC_val:0.6859504132231405
auc_val:0.630155510480054
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 244 | test Loss: 0.710059
ACC_test:0.6133333333333333
auc_test:0.556657848324515
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 245 | Training Loss: 0.432656
ACC_train:0.9771309771309772
auc_train:0.9940739775983329
f1_weighted_train:0.9772100971842302
f1_macro_train:0.9714870799989221
 ==  Epoch: 245 | val Loss: 0.686267
ACC_val:0.6859504132231405
auc_val:0.6298174442190669
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 245 | test Loss: 0.710223
ACC_test:0.6133333333333333
auc_test:0.5564373897707231
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 246 | Training Loss: 0.432069
ACC_train:0.9792099792099792
auc_train:0.9939437353477468
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 246 | val Loss: 0.687370
ACC_val:0.6859504132231405
auc_val:0.6298174442190669
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 246 | test Loss: 0.710849
ACC_test:0.62
auc_test:0.5570987654320987
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 247 | Training Loss: 0.431499
ACC_train:0.9792099792099792
auc_train:0.9941173916818615
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 247 | val Loss: 0.686541
ACC_val:0.6859504132231405
auc_val:0.6304935767410412
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 247 | test Loss: 0.710352
ACC_test:0.62
auc_test:0.5577601410934745
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 248 | Training Loss: 0.430826
ACC_train:0.9792099792099792
auc_train:0.994269340974212
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 248 | val Loss: 0.686467
ACC_val:0.6859504132231405
auc_val:0.6294793779580798
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 248 | test Loss: 0.710625
ACC_test:0.6133333333333333
auc_test:0.5568783068783069
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 249 | Training Loss: 0.430256
ACC_train:0.9792099792099792
auc_train:0.9943127550577407
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 249 | val Loss: 0.687453
ACC_val:0.6859504132231405
auc_val:0.6291413116970926
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 249 | test Loss: 0.711049
ACC_test:0.62
auc_test:0.556878306878307
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 250 | Training Loss: 0.429713
ACC_train:0.9792099792099792
auc_train:0.9944212902665625
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 250 | val Loss: 0.687420
ACC_val:0.6859504132231405
auc_val:0.6291413116970926
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 250 | test Loss: 0.711009
ACC_test:0.62
auc_test:0.5564373897707231
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 251 | Training Loss: 0.429059
ACC_train:0.9792099792099792
auc_train:0.9944864113918555
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 251 | val Loss: 0.687199
ACC_val:0.6859504132231405
auc_val:0.6311697092630155
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 251 | test Loss: 0.711090
ACC_test:0.62
auc_test:0.5570987654320987
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 252 | Training Loss: 0.428397
ACC_train:0.9792099792099792
auc_train:0.9947034818094991
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 252 | val Loss: 0.686913
ACC_val:0.6859504132231405
auc_val:0.6308316430020284
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 252 | test Loss: 0.710973
ACC_test:0.6133333333333333
auc_test:0.5575396825396826
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 253 | Training Loss: 0.427847
ACC_train:0.9792099792099792
auc_train:0.9947468958930277
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 253 | val Loss: 0.687608
ACC_val:0.6859504132231405
auc_val:0.630155510480054
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 253 | test Loss: 0.711353
ACC_test:0.62
auc_test:0.5564373897707231
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 254 | Training Loss: 0.427377
ACC_train:0.9792099792099792
auc_train:0.9948771381436138
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 254 | val Loss: 0.687884
ACC_val:0.6859504132231405
auc_val:0.6304935767410412
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 254 | test Loss: 0.711783
ACC_test:0.6266666666666667
auc_test:0.5564373897707231
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 255 | Training Loss: 0.426760
ACC_train:0.9792099792099792
auc_train:0.9949639663106712
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 255 | val Loss: 0.687950
ACC_val:0.6859504132231405
auc_val:0.6311697092630155
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 255 | test Loss: 0.711706
ACC_test:0.62
auc_test:0.5564373897707231
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 256 | Training Loss: 0.426141
ACC_train:0.9792099792099792
auc_train:0.9950290874359642
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 256 | val Loss: 0.688269
ACC_val:0.6859504132231405
auc_val:0.6315077755240027
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 256 | test Loss: 0.711900
ACC_test:0.6266666666666667
auc_test:0.5557760141093475
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 257 | Training Loss: 0.425517
ACC_train:0.9792099792099792
auc_train:0.9952244508118434
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 257 | val Loss: 0.687804
ACC_val:0.6859504132231405
auc_val:0.6315077755240027
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 257 | test Loss: 0.711780
ACC_test:0.6133333333333333
auc_test:0.5557760141093475
f1_weighted_test:0.5957617794785937
f1_macro_test:0.4797895240373117
 ==  Epoch: 258 | Training Loss: 0.425006
ACC_train:0.9792099792099792
auc_train:0.9953546930624295
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 258 | val Loss: 0.688331
ACC_val:0.6859504132231405
auc_val:0.6318458417849899
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 258 | test Loss: 0.712061
ACC_test:0.6266666666666667
auc_test:0.5559964726631393
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 259 | Training Loss: 0.424414
ACC_train:0.9792099792099792
auc_train:0.9954198141877225
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 259 | val Loss: 0.688345
ACC_val:0.6859504132231405
auc_val:0.6315077755240027
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 259 | test Loss: 0.712184
ACC_test:0.6266666666666667
auc_test:0.5555555555555556
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 260 | Training Loss: 0.423848
ACC_train:0.9792099792099792
auc_train:0.9954849353130155
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 260 | val Loss: 0.688479
ACC_val:0.6859504132231405
auc_val:0.6315077755240027
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 260 | test Loss: 0.712278
ACC_test:0.6266666666666667
auc_test:0.5551146384479717
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 261 | Training Loss: 0.423281
ACC_train:0.9792099792099792
auc_train:0.9954849353130155
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 261 | val Loss: 0.688963
ACC_val:0.6859504132231405
auc_val:0.6318458417849898
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 261 | test Loss: 0.712510
ACC_test:0.6266666666666667
auc_test:0.5555555555555556
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 262 | Training Loss: 0.422728
ACC_train:0.9792099792099792
auc_train:0.9957237127724234
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 262 | val Loss: 0.688503
ACC_val:0.6859504132231405
auc_val:0.6328600405679513
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 262 | test Loss: 0.712366
ACC_test:0.6266666666666667
auc_test:0.5553350970017636
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 263 | Training Loss: 0.422142
ACC_train:0.9792099792099792
auc_train:0.995767126855952
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 263 | val Loss: 0.688483
ACC_val:0.6859504132231405
auc_val:0.6328600405679513
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 263 | test Loss: 0.712615
ACC_test:0.62
auc_test:0.5548941798941799
f1_weighted_test:0.6005769114718484
f1_macro_test:0.4840383803029389
 ==  Epoch: 264 | Training Loss: 0.421624
ACC_train:0.9792099792099792
auc_train:0.9958322479812451
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 264 | val Loss: 0.689312
ACC_val:0.6859504132231405
auc_val:0.6338742393509128
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 264 | test Loss: 0.713092
ACC_test:0.6266666666666667
auc_test:0.5533509700176367
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 265 | Training Loss: 0.421057
ACC_train:0.9792099792099792
auc_train:0.9958973691065381
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 265 | val Loss: 0.689471
ACC_val:0.6859504132231405
auc_val:0.632183908045977
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 265 | test Loss: 0.713004
ACC_test:0.6266666666666667
auc_test:0.5542328042328042
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 266 | Training Loss: 0.420498
ACC_train:0.9792099792099792
auc_train:0.9959841972735956
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 266 | val Loss: 0.689248
ACC_val:0.6859504132231405
auc_val:0.6325219743069641
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 266 | test Loss: 0.713076
ACC_test:0.6266666666666667
auc_test:0.5553350970017636
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 267 | Training Loss: 0.419831
ACC_train:0.9792099792099792
auc_train:0.996136146565946
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 267 | val Loss: 0.688729
ACC_val:0.6859504132231405
auc_val:0.6331981068289385
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 267 | test Loss: 0.713018
ACC_test:0.6266666666666667
auc_test:0.5537918871252204
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 268 | Training Loss: 0.419309
ACC_train:0.9792099792099792
auc_train:0.9962229747330034
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 268 | val Loss: 0.689427
ACC_val:0.6859504132231405
auc_val:0.6315077755240027
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 268 | test Loss: 0.713455
ACC_test:0.6266666666666667
auc_test:0.5535714285714286
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 269 | Training Loss: 0.418826
ACC_train:0.9792099792099792
auc_train:0.9962229747330034
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 269 | val Loss: 0.690147
ACC_val:0.6859504132231405
auc_val:0.6311697092630155
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 269 | test Loss: 0.713770
ACC_test:0.62
auc_test:0.5526895943562611
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 270 | Training Loss: 0.418089
ACC_train:0.9792099792099792
auc_train:0.9963315099418251
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 270 | val Loss: 0.689927
ACC_val:0.6859504132231405
auc_val:0.6308316430020284
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 270 | test Loss: 0.713672
ACC_test:0.6266666666666667
auc_test:0.5529100529100529
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 271 | Training Loss: 0.417412
ACC_train:0.9792099792099792
auc_train:0.9963966310671182
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 271 | val Loss: 0.689769
ACC_val:0.6776859504132231
auc_val:0.6301555104800541
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 271 | test Loss: 0.713721
ACC_test:0.6266666666666667
auc_test:0.5526895943562611
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 272 | Training Loss: 0.416890
ACC_train:0.9792099792099792
auc_train:0.9964617521924112
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 272 | val Loss: 0.690116
ACC_val:0.6776859504132231
auc_val:0.6288032454361054
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 272 | test Loss: 0.714070
ACC_test:0.6266666666666667
auc_test:0.5531305114638448
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 273 | Training Loss: 0.416429
ACC_train:0.9792099792099792
auc_train:0.9965485803594686
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 273 | val Loss: 0.690900
ACC_val:0.6776859504132231
auc_val:0.6301555104800541
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 273 | test Loss: 0.714709
ACC_test:0.62
auc_test:0.5526895943562611
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 274 | Training Loss: 0.415844
ACC_train:0.9792099792099792
auc_train:0.9965051662759399
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 274 | val Loss: 0.690470
ACC_val:0.6776859504132231
auc_val:0.6315077755240027
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 274 | test Loss: 0.714366
ACC_test:0.6266666666666667
auc_test:0.5537918871252205
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 275 | Training Loss: 0.415202
ACC_train:0.9792099792099792
auc_train:0.9967222366935835
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 275 | val Loss: 0.689644
ACC_val:0.6776859504132231
auc_val:0.6315077755240027
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 275 | test Loss: 0.714368
ACC_test:0.6266666666666667
auc_test:0.5531305114638447
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 276 | Training Loss: 0.414724
ACC_train:0.9792099792099792
auc_train:0.9967222366935835
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 276 | val Loss: 0.690976
ACC_val:0.6776859504132231
auc_val:0.6304935767410412
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 276 | test Loss: 0.714940
ACC_test:0.62
auc_test:0.5526895943562611
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 277 | Training Loss: 0.414215
ACC_train:0.9792099792099792
auc_train:0.9967439437353478
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 277 | val Loss: 0.690907
ACC_val:0.6776859504132231
auc_val:0.6311697092630155
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 277 | test Loss: 0.715181
ACC_test:0.62
auc_test:0.5520282186948854
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 278 | Training Loss: 0.413625
ACC_train:0.9792099792099792
auc_train:0.9968524789441695
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 278 | val Loss: 0.690403
ACC_val:0.6776859504132231
auc_val:0.6318458417849899
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 278 | test Loss: 0.714960
ACC_test:0.6266666666666667
auc_test:0.552910052910053
f1_weighted_test:0.6053801169590642
f1_macro_test:0.4883040935672514
 ==  Epoch: 279 | Training Loss: 0.413112
ACC_train:0.9792099792099792
auc_train:0.9968307719024052
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 279 | val Loss: 0.690771
ACC_val:0.6776859504132231
auc_val:0.6318458417849899
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 279 | test Loss: 0.715392
ACC_test:0.62
auc_test:0.5522486772486772
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 280 | Training Loss: 0.412641
ACC_train:0.9792099792099792
auc_train:0.9969393071112269
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 280 | val Loss: 0.690916
ACC_val:0.6776859504132231
auc_val:0.6318458417849899
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 280 | test Loss: 0.715582
ACC_test:0.62
auc_test:0.5513668430335097
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 281 | Training Loss: 0.412133
ACC_train:0.9792099792099792
auc_train:0.9969176000694626
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 281 | val Loss: 0.691315
ACC_val:0.6776859504132231
auc_val:0.6315077755240027
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 281 | test Loss: 0.715860
ACC_test:0.62
auc_test:0.5531305114638448
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 282 | Training Loss: 0.411537
ACC_train:0.9792099792099792
auc_train:0.9969610141529912
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 282 | val Loss: 0.690744
ACC_val:0.6776859504132231
auc_val:0.6325219743069642
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 282 | test Loss: 0.715638
ACC_test:0.62
auc_test:0.5531305114638447
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 283 | Training Loss: 0.411003
ACC_train:0.9792099792099792
auc_train:0.9969827211947556
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 283 | val Loss: 0.691207
ACC_val:0.6776859504132231
auc_val:0.6335361730899256
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 283 | test Loss: 0.715997
ACC_test:0.62
auc_test:0.5522486772486772
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 284 | Training Loss: 0.410601
ACC_train:0.9792099792099792
auc_train:0.99700442823652
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 284 | val Loss: 0.691343
ACC_val:0.6776859504132231
auc_val:0.6325219743069642
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 284 | test Loss: 0.716242
ACC_test:0.62
auc_test:0.5515873015873016
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 285 | Training Loss: 0.410020
ACC_train:0.9792099792099792
auc_train:0.9970912564035773
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 285 | val Loss: 0.691326
ACC_val:0.6776859504132231
auc_val:0.6335361730899256
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 285 | test Loss: 0.716372
ACC_test:0.62
auc_test:0.5522486772486772
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 286 | Training Loss: 0.409466
ACC_train:0.9792099792099792
auc_train:0.9971997916123991
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 286 | val Loss: 0.691230
ACC_val:0.6776859504132231
auc_val:0.6331981068289385
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 286 | test Loss: 0.716354
ACC_test:0.62
auc_test:0.5515873015873016
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 287 | Training Loss: 0.408987
ACC_train:0.9792099792099792
auc_train:0.9972649127376921
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 287 | val Loss: 0.691679
ACC_val:0.6776859504132231
auc_val:0.6335361730899256
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 287 | test Loss: 0.716745
ACC_test:0.62
auc_test:0.5504850088183422
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 288 | Training Loss: 0.408540
ACC_train:0.9792099792099792
auc_train:0.9972649127376921
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 288 | val Loss: 0.691908
ACC_val:0.6776859504132231
auc_val:0.6335361730899256
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 288 | test Loss: 0.717036
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 289 | Training Loss: 0.407992
ACC_train:0.9792099792099792
auc_train:0.9973083268212208
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 289 | val Loss: 0.691856
ACC_val:0.6776859504132231
auc_val:0.6335361730899256
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 289 | test Loss: 0.717071
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 290 | Training Loss: 0.407460
ACC_train:0.9792099792099792
auc_train:0.9974602761135712
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 290 | val Loss: 0.691532
ACC_val:0.6776859504132231
auc_val:0.6338742393509128
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 290 | test Loss: 0.716945
ACC_test:0.62
auc_test:0.5504850088183422
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 291 | Training Loss: 0.406968
ACC_train:0.9792099792099792
auc_train:0.997568811322393
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 291 | val Loss: 0.692126
ACC_val:0.6776859504132231
auc_val:0.6342123056118999
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 291 | test Loss: 0.717379
ACC_test:0.62
auc_test:0.5507054673721341
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 292 | Training Loss: 0.406545
ACC_train:0.9792099792099792
auc_train:0.9975471042806286
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 292 | val Loss: 0.692295
ACC_val:0.6776859504132231
auc_val:0.6342123056118999
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 292 | test Loss: 0.717622
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 293 | Training Loss: 0.406001
ACC_train:0.9792099792099792
auc_train:0.9976122254059216
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 293 | val Loss: 0.692346
ACC_val:0.6776859504132231
auc_val:0.6348884381338743
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 293 | test Loss: 0.717696
ACC_test:0.62
auc_test:0.5513668430335097
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 294 | Training Loss: 0.405480
ACC_train:0.9792099792099792
auc_train:0.9976556394894504
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 294 | val Loss: 0.691945
ACC_val:0.6776859504132231
auc_val:0.6342123056119
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 294 | test Loss: 0.717537
ACC_test:0.62
auc_test:0.5500440917107583
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 295 | Training Loss: 0.404982
ACC_train:0.9792099792099792
auc_train:0.9977641746982722
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 295 | val Loss: 0.692131
ACC_val:0.6776859504132231
auc_val:0.6348884381338743
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 295 | test Loss: 0.717887
ACC_test:0.62
auc_test:0.5504850088183422
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 296 | Training Loss: 0.404551
ACC_train:0.9792099792099792
auc_train:0.9977641746982722
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 296 | val Loss: 0.692590
ACC_val:0.6776859504132231
auc_val:0.6355645706558485
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 296 | test Loss: 0.718113
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 297 | Training Loss: 0.404107
ACC_train:0.9792099792099792
auc_train:0.9977641746982722
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 297 | val Loss: 0.693194
ACC_val:0.6859504132231405
auc_val:0.6352265043948615
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 297 | test Loss: 0.718521
ACC_test:0.62
auc_test:0.5502645502645502
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 298 | Training Loss: 0.403549
ACC_train:0.9792099792099792
auc_train:0.9979595380741513
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 298 | val Loss: 0.692365
ACC_val:0.6776859504132231
auc_val:0.6352265043948614
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 298 | test Loss: 0.718209
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 299 | Training Loss: 0.403019
ACC_train:0.9792099792099792
auc_train:0.9980029521576799
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 299 | val Loss: 0.692220
ACC_val:0.6776859504132231
auc_val:0.6355645706558485
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 299 | test Loss: 0.718365
ACC_test:0.62
auc_test:0.5502645502645502
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 300 | Training Loss: 0.402627
ACC_train:0.9792099792099792
auc_train:0.99800295215768
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 300 | val Loss: 0.693048
ACC_val:0.6859504132231405
auc_val:0.6359026369168357
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 300 | test Loss: 0.718810
ACC_test:0.62
auc_test:0.5507054673721341
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 301 | Training Loss: 0.402166
ACC_train:0.9792099792099792
auc_train:0.998068073282973
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 301 | val Loss: 0.693524
ACC_val:0.6859504132231405
auc_val:0.6342123056118999
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 301 | test Loss: 0.719069
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 302 | Training Loss: 0.401674
ACC_train:0.9792099792099792
auc_train:0.9981114873665017
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 302 | val Loss: 0.692874
ACC_val:0.6776859504132231
auc_val:0.6359026369168357
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 302 | test Loss: 0.718940
ACC_test:0.62
auc_test:0.5513668430335097
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 303 | Training Loss: 0.401139
ACC_train:0.9792099792099792
auc_train:0.998133194408266
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 303 | val Loss: 0.693049
ACC_val:0.6859504132231405
auc_val:0.6365787694388101
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 303 | test Loss: 0.719159
ACC_test:0.62
auc_test:0.5518077601410935
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 304 | Training Loss: 0.400693
ACC_train:0.9792099792099792
auc_train:0.998133194408266
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 304 | val Loss: 0.693144
ACC_val:0.6859504132231405
auc_val:0.6386071670047329
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 304 | test Loss: 0.719213
ACC_test:0.62
auc_test:0.5515873015873015
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 305 | Training Loss: 0.400228
ACC_train:0.9792099792099792
auc_train:0.9981549014500304
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 305 | val Loss: 0.693432
ACC_val:0.6859504132231405
auc_val:0.6386071670047329
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 305 | test Loss: 0.719470
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 306 | Training Loss: 0.399770
ACC_train:0.9792099792099792
auc_train:0.9982200225753234
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 306 | val Loss: 0.693689
ACC_val:0.6859504132231405
auc_val:0.638607167004733
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 306 | test Loss: 0.719611
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 307 | Training Loss: 0.399283
ACC_train:0.9792099792099792
auc_train:0.9982417296170878
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 307 | val Loss: 0.693160
ACC_val:0.6859504132231405
auc_val:0.6389452332657201
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 307 | test Loss: 0.719599
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 308 | Training Loss: 0.398859
ACC_train:0.9792099792099792
auc_train:0.9983285577841452
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 308 | val Loss: 0.693723
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 308 | test Loss: 0.720080
ACC_test:0.62
auc_test:0.5509259259259258
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 309 | Training Loss: 0.398425
ACC_train:0.9792099792099792
auc_train:0.9983068507423808
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 309 | val Loss: 0.694042
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 309 | test Loss: 0.720232
ACC_test:0.62
auc_test:0.5513668430335097
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 310 | Training Loss: 0.397862
ACC_train:0.9792099792099792
auc_train:0.9983502648259095
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 310 | val Loss: 0.693240
ACC_val:0.6859504132231405
auc_val:0.6392832995267073
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 310 | test Loss: 0.719934
ACC_test:0.62
auc_test:0.550925925925926
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 311 | Training Loss: 0.397424
ACC_train:0.9792099792099792
auc_train:0.9983719718676738
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 311 | val Loss: 0.693920
ACC_val:0.6942148760330579
auc_val:0.6399594320486816
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 311 | test Loss: 0.720375
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 312 | Training Loss: 0.396999
ACC_train:0.9792099792099792
auc_train:0.9983719718676738
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 312 | val Loss: 0.694226
ACC_val:0.6942148760330579
auc_val:0.6396213657876944
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 312 | test Loss: 0.720544
ACC_test:0.62
auc_test:0.5509259259259258
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 313 | Training Loss: 0.396517
ACC_train:0.9792099792099792
auc_train:0.9984588000347312
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 313 | val Loss: 0.694010
ACC_val:0.6942148760330579
auc_val:0.6402974983096686
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 313 | test Loss: 0.720586
ACC_test:0.62
auc_test:0.550705467372134
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 314 | Training Loss: 0.396065
ACC_train:0.9792099792099792
auc_train:0.9984805070764957
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 314 | val Loss: 0.694139
ACC_val:0.6942148760330579
auc_val:0.6399594320486816
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 314 | test Loss: 0.720768
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 315 | Training Loss: 0.395630
ACC_train:0.9792099792099792
auc_train:0.998567335243553
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 315 | val Loss: 0.693934
ACC_val:0.6942148760330579
auc_val:0.6406355645706558
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 315 | test Loss: 0.720770
ACC_test:0.62
auc_test:0.5502645502645502
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 316 | Training Loss: 0.395202
ACC_train:0.9792099792099792
auc_train:0.9985239211600243
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 316 | val Loss: 0.694564
ACC_val:0.6942148760330579
auc_val:0.6396213657876944
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 316 | test Loss: 0.721198
ACC_test:0.62
auc_test:0.5507054673721341
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 317 | Training Loss: 0.394741
ACC_train:0.9792099792099792
auc_train:0.998567335243553
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 317 | val Loss: 0.694112
ACC_val:0.6942148760330579
auc_val:0.6392832995267073
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 317 | test Loss: 0.720995
ACC_test:0.62
auc_test:0.5498236331569665
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 318 | Training Loss: 0.394244
ACC_train:0.9792099792099792
auc_train:0.9986324563688461
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 318 | val Loss: 0.694426
ACC_val:0.6942148760330579
auc_val:0.6386071670047329
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 318 | test Loss: 0.721256
ACC_test:0.62
auc_test:0.5513668430335097
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 319 | Training Loss: 0.393832
ACC_train:0.9792099792099792
auc_train:0.9986324563688461
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 319 | val Loss: 0.694326
ACC_val:0.6942148760330579
auc_val:0.6392832995267073
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 319 | test Loss: 0.721337
ACC_test:0.62
auc_test:0.5513668430335097
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 320 | Training Loss: 0.393418
ACC_train:0.9792099792099792
auc_train:0.9986541634106104
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 320 | val Loss: 0.694915
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 320 | test Loss: 0.721729
ACC_test:0.62
auc_test:0.5520282186948853
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 321 | Training Loss: 0.392957
ACC_train:0.9792099792099792
auc_train:0.9986541634106104
f1_weighted_train:0.9793052150142778
f1_macro_train:0.974138672631081
 ==  Epoch: 321 | val Loss: 0.694702
ACC_val:0.6942148760330579
auc_val:0.6396213657876945
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 321 | test Loss: 0.721703
ACC_test:0.62
auc_test:0.5518077601410936
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 322 | Training Loss: 0.392487
ACC_train:0.9812889812889813
auc_train:0.9986758704523748
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 322 | val Loss: 0.694468
ACC_val:0.6942148760330579
auc_val:0.6392832995267071
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 322 | test Loss: 0.721720
ACC_test:0.62
auc_test:0.5515873015873015
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 323 | Training Loss: 0.392036
ACC_train:0.9812889812889813
auc_train:0.9986975774941391
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 323 | val Loss: 0.694746
ACC_val:0.6942148760330579
auc_val:0.638607167004733
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 323 | test Loss: 0.721894
ACC_test:0.62
auc_test:0.5520282186948854
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 324 | Training Loss: 0.391678
ACC_train:0.9812889812889813
auc_train:0.9987409915776678
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 324 | val Loss: 0.695270
ACC_val:0.6942148760330579
auc_val:0.6382691007437458
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 324 | test Loss: 0.722360
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 325 | Training Loss: 0.391252
ACC_train:0.9812889812889813
auc_train:0.9987409915776678
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 325 | val Loss: 0.695276
ACC_val:0.6942148760330579
auc_val:0.6396213657876944
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 325 | test Loss: 0.722321
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 326 | Training Loss: 0.390758
ACC_train:0.9812889812889813
auc_train:0.9987626986194322
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 326 | val Loss: 0.694788
ACC_val:0.6942148760330579
auc_val:0.6399594320486816
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 326 | test Loss: 0.722296
ACC_test:0.62
auc_test:0.5511463844797178
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 327 | Training Loss: 0.390366
ACC_train:0.9812889812889813
auc_train:0.9987409915776678
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 327 | val Loss: 0.695700
ACC_val:0.6942148760330579
auc_val:0.6392832995267073
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 327 | test Loss: 0.722729
ACC_test:0.62
auc_test:0.5498236331569665
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 328 | Training Loss: 0.389935
ACC_train:0.9812889812889813
auc_train:0.9987626986194322
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 328 | val Loss: 0.695489
ACC_val:0.6942148760330579
auc_val:0.6396213657876944
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 328 | test Loss: 0.722878
ACC_test:0.62
auc_test:0.550705467372134
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 329 | Training Loss: 0.389498
ACC_train:0.9812889812889813
auc_train:0.9988061127029608
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 329 | val Loss: 0.695501
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 329 | test Loss: 0.722895
ACC_test:0.62
auc_test:0.5509259259259259
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 330 | Training Loss: 0.389068
ACC_train:0.9812889812889813
auc_train:0.9988061127029608
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 330 | val Loss: 0.695651
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 330 | test Loss: 0.723096
ACC_test:0.62
auc_test:0.5500440917107584
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 331 | Training Loss: 0.388645
ACC_train:0.9812889812889813
auc_train:0.9988495267864895
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 331 | val Loss: 0.695937
ACC_val:0.6942148760330579
auc_val:0.6379310344827586
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 331 | test Loss: 0.723162
ACC_test:0.62
auc_test:0.5500440917107584
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 332 | Training Loss: 0.388243
ACC_train:0.9812889812889813
auc_train:0.9988495267864895
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 332 | val Loss: 0.695946
ACC_val:0.6942148760330579
auc_val:0.6382691007437458
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 332 | test Loss: 0.723459
ACC_test:0.6266666666666667
auc_test:0.5498236331569666
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 333 | Training Loss: 0.387835
ACC_train:0.9812889812889813
auc_train:0.9988929408700182
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 333 | val Loss: 0.696025
ACC_val:0.6942148760330579
auc_val:0.638607167004733
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 333 | test Loss: 0.723488
ACC_test:0.6266666666666667
auc_test:0.5498236331569666
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 334 | Training Loss: 0.387427
ACC_train:0.9812889812889813
auc_train:0.9988929408700182
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 334 | val Loss: 0.696243
ACC_val:0.6942148760330579
auc_val:0.6396213657876944
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 334 | test Loss: 0.723801
ACC_test:0.6266666666666667
auc_test:0.5491622574955909
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 335 | Training Loss: 0.387011
ACC_train:0.9812889812889813
auc_train:0.9988929408700182
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 335 | val Loss: 0.696502
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 335 | test Loss: 0.723787
ACC_test:0.6266666666666667
auc_test:0.5500440917107584
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 336 | Training Loss: 0.386553
ACC_train:0.9812889812889813
auc_train:0.9989580619953113
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 336 | val Loss: 0.696201
ACC_val:0.6942148760330579
auc_val:0.6389452332657201
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 336 | test Loss: 0.723879
ACC_test:0.6266666666666667
auc_test:0.5496031746031746
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 337 | Training Loss: 0.386165
ACC_train:0.9812889812889813
auc_train:0.9989797690370756
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 337 | val Loss: 0.696496
ACC_val:0.6942148760330579
auc_val:0.6399594320486816
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 337 | test Loss: 0.724048
ACC_test:0.6266666666666667
auc_test:0.548941798941799
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 338 | Training Loss: 0.385803
ACC_train:0.9812889812889813
auc_train:0.9989580619953113
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 338 | val Loss: 0.697130
ACC_val:0.6942148760330579
auc_val:0.6392832995267073
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 338 | test Loss: 0.724452
ACC_test:0.6266666666666667
auc_test:0.5491622574955909
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 339 | Training Loss: 0.385355
ACC_train:0.9812889812889813
auc_train:0.9990014760788399
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 339 | val Loss: 0.696440
ACC_val:0.6942148760330579
auc_val:0.6402974983096686
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 339 | test Loss: 0.724178
ACC_test:0.6266666666666667
auc_test:0.548941798941799
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 340 | Training Loss: 0.384914
ACC_train:0.9812889812889813
auc_train:0.9989797690370756
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 340 | val Loss: 0.696532
ACC_val:0.6942148760330579
auc_val:0.640973630831643
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 340 | test Loss: 0.724418
ACC_test:0.6266666666666667
auc_test:0.548721340388007
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 341 | Training Loss: 0.384570
ACC_train:0.9812889812889813
auc_train:0.9990231831206043
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 341 | val Loss: 0.697158
ACC_val:0.6942148760330579
auc_val:0.640973630831643
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 341 | test Loss: 0.724769
ACC_test:0.6266666666666667
auc_test:0.548941798941799
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 342 | Training Loss: 0.384174
ACC_train:0.9812889812889813
auc_train:0.9990231831206043
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 342 | val Loss: 0.697434
ACC_val:0.6942148760330579
auc_val:0.6413116970926301
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 342 | test Loss: 0.725078
ACC_test:0.6266666666666667
auc_test:0.5487213403880071
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 343 | Training Loss: 0.383766
ACC_train:0.9812889812889813
auc_train:0.9990231831206043
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 343 | val Loss: 0.697210
ACC_val:0.6942148760330579
auc_val:0.6409736308316429
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 343 | test Loss: 0.725002
ACC_test:0.6266666666666667
auc_test:0.5487213403880071
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 344 | Training Loss: 0.383323
ACC_train:0.9812889812889813
auc_train:0.9990231831206043
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 344 | val Loss: 0.697092
ACC_val:0.6942148760330579
auc_val:0.6413116970926301
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 344 | test Loss: 0.724994
ACC_test:0.6266666666666667
auc_test:0.5482804232804233
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 345 | Training Loss: 0.382950
ACC_train:0.9812889812889813
auc_train:0.9990448901623686
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 345 | val Loss: 0.697426
ACC_val:0.6942148760330579
auc_val:0.640973630831643
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 345 | test Loss: 0.725204
ACC_test:0.6266666666666667
auc_test:0.5482804232804233
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 346 | Training Loss: 0.382580
ACC_train:0.9812889812889813
auc_train:0.9990448901623686
f1_weighted_train:0.9813537158780066
f1_macro_train:0.9766712472718455
 ==  Epoch: 346 | val Loss: 0.697482
ACC_val:0.6942148760330579
auc_val:0.6419878296146044
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 346 | test Loss: 0.725512
ACC_test:0.6266666666666667
auc_test:0.5471781305114638
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 347 | Training Loss: 0.382212
ACC_train:0.9833679833679834
auc_train:0.9990448901623686
f1_weighted_train:0.9834066131706785
f1_macro_train:0.979215279578256
 ==  Epoch: 347 | val Loss: 0.697820
ACC_val:0.6942148760330579
auc_val:0.6419878296146044
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 347 | test Loss: 0.725691
ACC_test:0.6266666666666667
auc_test:0.5473985890652557
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 348 | Training Loss: 0.381794
ACC_train:0.9833679833679834
auc_train:0.9990883042458973
f1_weighted_train:0.9834066131706785
f1_macro_train:0.979215279578256
 ==  Epoch: 348 | val Loss: 0.697721
ACC_val:0.6942148760330579
auc_val:0.6402974983096686
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 348 | test Loss: 0.725730
ACC_test:0.6266666666666667
auc_test:0.546957671957672
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 349 | Training Loss: 0.381387
ACC_train:0.9854469854469855
auc_train:0.999131718329426
f1_weighted_train:0.98546400421282
f1_macro_train:0.9817709320267454
 ==  Epoch: 349 | val Loss: 0.697795
ACC_val:0.6942148760330579
auc_val:0.6402974983096686
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 349 | test Loss: 0.725786
ACC_test:0.6266666666666667
auc_test:0.5473985890652557
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 350 | Training Loss: 0.381007
ACC_train:0.9854469854469855
auc_train:0.999131718329426
f1_weighted_train:0.98546400421282
f1_macro_train:0.9817709320267454
 ==  Epoch: 350 | val Loss: 0.698029
ACC_val:0.6942148760330579
auc_val:0.6406355645706558
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 350 | test Loss: 0.726054
ACC_test:0.6266666666666667
auc_test:0.546957671957672
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 351 | Training Loss: 0.380650
ACC_train:0.9854469854469855
auc_train:0.999131718329426
f1_weighted_train:0.98546400421282
f1_macro_train:0.9817709320267454
 ==  Epoch: 351 | val Loss: 0.698227
ACC_val:0.6942148760330579
auc_val:0.6413116970926301
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 351 | test Loss: 0.726195
ACC_test:0.6333333333333333
auc_test:0.5471781305114638
f1_weighted_test:0.6053830227743271
f1_macro_test:0.4824016563146998
 ==  Epoch: 352 | Training Loss: 0.380274
ACC_train:0.9875259875259875
auc_train:0.999131718329426
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 352 | val Loss: 0.698543
ACC_val:0.6942148760330579
auc_val:0.6402974983096688
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 352 | test Loss: 0.726500
ACC_test:0.6266666666666667
auc_test:0.5460758377425045
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 353 | Training Loss: 0.379836
ACC_train:0.9854469854469855
auc_train:0.999131718329426
f1_weighted_train:0.98546400421282
f1_macro_train:0.9817709320267454
 ==  Epoch: 353 | val Loss: 0.697823
ACC_val:0.6942148760330579
auc_val:0.640973630831643
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 353 | test Loss: 0.726209
ACC_test:0.6266666666666667
auc_test:0.5465167548500882
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 354 | Training Loss: 0.379444
ACC_train:0.9875259875259875
auc_train:0.9991534253711905
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 354 | val Loss: 0.698159
ACC_val:0.6942148760330579
auc_val:0.6413116970926301
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 354 | test Loss: 0.726520
ACC_test:0.6266666666666667
auc_test:0.5462962962962963
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 355 | Training Loss: 0.379101
ACC_train:0.9875259875259875
auc_train:0.9991751324129547
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 355 | val Loss: 0.698638
ACC_val:0.6942148760330579
auc_val:0.640973630831643
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 355 | test Loss: 0.726916
ACC_test:0.6266666666666667
auc_test:0.5462962962962963
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 356 | Training Loss: 0.378747
ACC_train:0.9875259875259875
auc_train:0.9991751324129547
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 356 | val Loss: 0.698928
ACC_val:0.6942148760330579
auc_val:0.6409736308316429
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 356 | test Loss: 0.727066
ACC_test:0.6266666666666667
auc_test:0.5462962962962963
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 357 | Training Loss: 0.378323
ACC_train:0.9875259875259875
auc_train:0.9993053746635409
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 357 | val Loss: 0.698439
ACC_val:0.6942148760330579
auc_val:0.6413116970926303
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 357 | test Loss: 0.727027
ACC_test:0.6266666666666667
auc_test:0.5458553791887125
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 358 | Training Loss: 0.377932
ACC_train:0.9875259875259875
auc_train:0.9993487887470694
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 358 | val Loss: 0.698137
ACC_val:0.6942148760330579
auc_val:0.643340094658553
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 358 | test Loss: 0.727003
ACC_test:0.6266666666666667
auc_test:0.5465167548500882
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 359 | Training Loss: 0.377608
ACC_train:0.9875259875259875
auc_train:0.9993270817053052
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 359 | val Loss: 0.699075
ACC_val:0.6942148760330579
auc_val:0.6450304259634888
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 359 | test Loss: 0.727520
ACC_test:0.62
auc_test:0.5460758377425043
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 360 | Training Loss: 0.377230
ACC_train:0.9875259875259875
auc_train:0.9993487887470694
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 360 | val Loss: 0.698901
ACC_val:0.6942148760330579
auc_val:0.6443542934415145
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 360 | test Loss: 0.727580
ACC_test:0.6266666666666667
auc_test:0.546957671957672
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 361 | Training Loss: 0.376812
ACC_train:0.9875259875259875
auc_train:0.9993704957888339
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 361 | val Loss: 0.698604
ACC_val:0.6942148760330579
auc_val:0.6450304259634888
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 361 | test Loss: 0.727545
ACC_test:0.6266666666666667
auc_test:0.5462962962962963
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 362 | Training Loss: 0.376474
ACC_train:0.9875259875259875
auc_train:0.9993922028305982
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 362 | val Loss: 0.699116
ACC_val:0.6942148760330579
auc_val:0.6446923597025017
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 362 | test Loss: 0.727988
ACC_test:0.6266666666666667
auc_test:0.5462962962962963
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 363 | Training Loss: 0.376120
ACC_train:0.9875259875259875
auc_train:0.9994356169141269
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 363 | val Loss: 0.699250
ACC_val:0.6942148760330579
auc_val:0.6443542934415145
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 363 | test Loss: 0.727975
ACC_test:0.62
auc_test:0.5462962962962963
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 364 | Training Loss: 0.375689
ACC_train:0.9875259875259875
auc_train:0.9994573239558913
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 364 | val Loss: 0.698737
ACC_val:0.6942148760330579
auc_val:0.6450304259634888
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 364 | test Loss: 0.727916
ACC_test:0.6266666666666667
auc_test:0.5465167548500882
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 365 | Training Loss: 0.375356
ACC_train:0.9875259875259875
auc_train:0.9994573239558913
f1_weighted_train:0.9875259875259875
f1_macro_train:0.9843383693670227
 ==  Epoch: 365 | val Loss: 0.699414
ACC_val:0.6942148760330579
auc_val:0.6450304259634888
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 365 | test Loss: 0.728209
ACC_test:0.62
auc_test:0.5454144620811288
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 366 | Training Loss: 0.374980
ACC_train:0.9896049896049897
auc_train:0.9994790309976556
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 366 | val Loss: 0.699148
ACC_val:0.6942148760330579
auc_val:0.6457065584854632
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 366 | test Loss: 0.728367
ACC_test:0.62
auc_test:0.5458553791887125
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 367 | Training Loss: 0.374669
ACC_train:0.9896049896049897
auc_train:0.99950073803942
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 367 | val Loss: 0.699813
ACC_val:0.6942148760330579
auc_val:0.6457065584854632
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 367 | test Loss: 0.728710
ACC_test:0.62
auc_test:0.546957671957672
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 368 | Training Loss: 0.374252
ACC_train:0.9896049896049897
auc_train:0.9995224450811844
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 368 | val Loss: 0.698822
ACC_val:0.6942148760330579
auc_val:0.6463826910074375
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 368 | test Loss: 0.728363
ACC_test:0.6266666666666667
auc_test:0.5458553791887125
f1_weighted_test:0.6006956521739131
f1_macro_test:0.4782608695652174
 ==  Epoch: 369 | Training Loss: 0.373903
ACC_train:0.9896049896049897
auc_train:0.9995658591647131
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 369 | val Loss: 0.699829
ACC_val:0.6942148760330579
auc_val:0.6467207572684246
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 369 | test Loss: 0.728835
ACC_test:0.62
auc_test:0.5456349206349207
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 370 | Training Loss: 0.373573
ACC_train:0.9896049896049897
auc_train:0.9995658591647131
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 370 | val Loss: 0.700120
ACC_val:0.6942148760330579
auc_val:0.6450304259634889
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 370 | test Loss: 0.729087
ACC_test:0.62
auc_test:0.5460758377425043
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 371 | Training Loss: 0.373191
ACC_train:0.9896049896049897
auc_train:0.9995658591647131
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 371 | val Loss: 0.699755
ACC_val:0.6942148760330579
auc_val:0.6460446247464503
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 371 | test Loss: 0.728945
ACC_test:0.62
auc_test:0.5462962962962963
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 372 | Training Loss: 0.372832
ACC_train:0.9896049896049897
auc_train:0.9995875662064775
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 372 | val Loss: 0.699512
ACC_val:0.6942148760330579
auc_val:0.6480730223123732
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 372 | test Loss: 0.729121
ACC_test:0.62
auc_test:0.5456349206349207
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 373 | Training Loss: 0.372506
ACC_train:0.9896049896049897
auc_train:0.9995875662064775
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 373 | val Loss: 0.699919
ACC_val:0.6942148760330579
auc_val:0.6484110885733604
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 373 | test Loss: 0.729433
ACC_test:0.62
auc_test:0.5462962962962963
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 374 | Training Loss: 0.372156
ACC_train:0.9896049896049897
auc_train:0.9995875662064775
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 374 | val Loss: 0.700076
ACC_val:0.6942148760330579
auc_val:0.6487491548343476
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 374 | test Loss: 0.729433
ACC_test:0.62
auc_test:0.5462962962962963
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 375 | Training Loss: 0.371777
ACC_train:0.9896049896049897
auc_train:0.9995875662064775
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 375 | val Loss: 0.699770
ACC_val:0.6942148760330579
auc_val:0.6494252873563219
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 375 | test Loss: 0.729475
ACC_test:0.62
auc_test:0.5460758377425043
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 376 | Training Loss: 0.371431
ACC_train:0.9896049896049897
auc_train:0.9995875662064775
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 376 | val Loss: 0.700271
ACC_val:0.6942148760330579
auc_val:0.647734956051386
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 376 | test Loss: 0.729775
ACC_test:0.62
auc_test:0.5460758377425043
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 377 | Training Loss: 0.371099
ACC_train:0.9896049896049897
auc_train:0.9996092732482418
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 377 | val Loss: 0.700133
ACC_val:0.6942148760330579
auc_val:0.6484110885733604
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 377 | test Loss: 0.729862
ACC_test:0.62
auc_test:0.5458553791887125
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 378 | Training Loss: 0.370746
ACC_train:0.9896049896049897
auc_train:0.9996092732482418
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 378 | val Loss: 0.700211
ACC_val:0.6942148760330579
auc_val:0.6494252873563218
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 378 | test Loss: 0.729875
ACC_test:0.62
auc_test:0.5460758377425045
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 379 | Training Loss: 0.370387
ACC_train:0.9896049896049897
auc_train:0.9996092732482418
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 379 | val Loss: 0.700294
ACC_val:0.6942148760330579
auc_val:0.6490872210953347
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 379 | test Loss: 0.730006
ACC_test:0.62
auc_test:0.5447530864197531
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 380 | Training Loss: 0.370038
ACC_train:0.9896049896049897
auc_train:0.9996092732482418
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 380 | val Loss: 0.700154
ACC_val:0.6942148760330579
auc_val:0.6507775524002705
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 380 | test Loss: 0.730134
ACC_test:0.62
auc_test:0.544973544973545
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 381 | Training Loss: 0.369748
ACC_train:0.9896049896049897
auc_train:0.9996309802900061
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 381 | val Loss: 0.700917
ACC_val:0.6942148760330579
auc_val:0.6501014198782961
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 381 | test Loss: 0.730488
ACC_test:0.62
auc_test:0.5454144620811288
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 382 | Training Loss: 0.369400
ACC_train:0.9896049896049897
auc_train:0.9996092732482418
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 382 | val Loss: 0.700813
ACC_val:0.6942148760330579
auc_val:0.649763353617309
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 382 | test Loss: 0.730507
ACC_test:0.62
auc_test:0.544973544973545
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 383 | Training Loss: 0.369039
ACC_train:0.9896049896049897
auc_train:0.9996743943735348
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 383 | val Loss: 0.700128
ACC_val:0.6942148760330579
auc_val:0.6504394861392834
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 383 | test Loss: 0.730328
ACC_test:0.62
auc_test:0.544973544973545
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 384 | Training Loss: 0.368703
ACC_train:0.9896049896049897
auc_train:0.9996526873317704
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 384 | val Loss: 0.700754
ACC_val:0.6942148760330579
auc_val:0.6504394861392833
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 384 | test Loss: 0.730819
ACC_test:0.62
auc_test:0.5447530864197532
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 385 | Training Loss: 0.368425
ACC_train:0.9896049896049897
auc_train:0.9996743943735348
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 385 | val Loss: 0.701327
ACC_val:0.6942148760330579
auc_val:0.6507775524002705
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 385 | test Loss: 0.730852
ACC_test:0.62
auc_test:0.5443121693121693
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 386 | Training Loss: 0.368026
ACC_train:0.9896049896049897
auc_train:0.9996961014152992
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 386 | val Loss: 0.700471
ACC_val:0.6942148760330579
auc_val:0.6511156186612577
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 386 | test Loss: 0.730829
ACC_test:0.62
auc_test:0.5445326278659612
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 387 | Training Loss: 0.367713
ACC_train:0.9896049896049897
auc_train:0.9996961014152992
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 387 | val Loss: 0.700778
ACC_val:0.6942148760330579
auc_val:0.6514536849222448
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 387 | test Loss: 0.730964
ACC_test:0.62
auc_test:0.5440917107583775
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 388 | Training Loss: 0.367402
ACC_train:0.9896049896049897
auc_train:0.9996961014152992
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 388 | val Loss: 0.701056
ACC_val:0.6942148760330579
auc_val:0.6507775524002705
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 388 | test Loss: 0.731054
ACC_test:0.62
auc_test:0.5440917107583774
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 389 | Training Loss: 0.367034
ACC_train:0.9896049896049897
auc_train:0.9996961014152992
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 389 | val Loss: 0.700942
ACC_val:0.6942148760330579
auc_val:0.6507775524002705
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 389 | test Loss: 0.731130
ACC_test:0.62
auc_test:0.5445326278659612
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 390 | Training Loss: 0.366730
ACC_train:0.9896049896049897
auc_train:0.9996961014152992
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 390 | val Loss: 0.701051
ACC_val:0.6942148760330579
auc_val:0.651791751183232
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 390 | test Loss: 0.731418
ACC_test:0.62
auc_test:0.5443121693121693
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 391 | Training Loss: 0.366441
ACC_train:0.9896049896049897
auc_train:0.9996961014152992
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 391 | val Loss: 0.701487
ACC_val:0.6942148760330579
auc_val:0.6501014198782962
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 391 | test Loss: 0.731530
ACC_test:0.62
auc_test:0.5440917107583774
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 392 | Training Loss: 0.366065
ACC_train:0.9896049896049897
auc_train:0.9997178084570635
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 392 | val Loss: 0.700776
ACC_val:0.6942148760330579
auc_val:0.6504394861392833
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 392 | test Loss: 0.731499
ACC_test:0.62
auc_test:0.5432098765432098
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 393 | Training Loss: 0.365779
ACC_train:0.9916839916839917
auc_train:0.9997178084570635
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 393 | val Loss: 0.701520
ACC_val:0.6942148760330579
auc_val:0.6501014198782962
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 393 | test Loss: 0.731671
ACC_test:0.62
auc_test:0.5443121693121693
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 394 | Training Loss: 0.365432
ACC_train:0.9916839916839917
auc_train:0.9997178084570635
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 394 | val Loss: 0.701428
ACC_val:0.6942148760330579
auc_val:0.649763353617309
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 394 | test Loss: 0.731912
ACC_test:0.62
auc_test:0.5438712522045855
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 395 | Training Loss: 0.365134
ACC_train:0.9916839916839917
auc_train:0.9997178084570635
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 395 | val Loss: 0.701558
ACC_val:0.6942148760330579
auc_val:0.6507775524002705
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 395 | test Loss: 0.731987
ACC_test:0.62
auc_test:0.5443121693121693
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 396 | Training Loss: 0.364805
ACC_train:0.9916839916839917
auc_train:0.9997395154988279
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 396 | val Loss: 0.701550
ACC_val:0.6942148760330579
auc_val:0.6507775524002705
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 396 | test Loss: 0.731990
ACC_test:0.62
auc_test:0.544973544973545
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 397 | Training Loss: 0.364468
ACC_train:0.9916839916839917
auc_train:0.9997395154988279
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 397 | val Loss: 0.701228
ACC_val:0.6942148760330579
auc_val:0.6511156186612576
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 397 | test Loss: 0.731964
ACC_test:0.62
auc_test:0.5438712522045855
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 398 | Training Loss: 0.364167
ACC_train:0.9916839916839917
auc_train:0.9997395154988279
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 398 | val Loss: 0.701958
ACC_val:0.6942148760330579
auc_val:0.6517917511832318
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 398 | test Loss: 0.732382
ACC_test:0.6266666666666667
auc_test:0.5447530864197532
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 399 | Training Loss: 0.363887
ACC_train:0.9916839916839917
auc_train:0.9997395154988279
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 399 | val Loss: 0.702208
ACC_val:0.6942148760330579
auc_val:0.6514536849222448
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 399 | test Loss: 0.732393
ACC_test:0.62
auc_test:0.5451940035273368
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 400 | Training Loss: 0.363509
ACC_train:0.9916839916839917
auc_train:0.9997395154988279
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 400 | val Loss: 0.701538
ACC_val:0.6942148760330579
auc_val:0.652129817444219
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 400 | test Loss: 0.732329
ACC_test:0.62
auc_test:0.5440917107583775
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 401 | Training Loss: 0.363209
ACC_train:0.9916839916839917
auc_train:0.9997612225405922
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 401 | val Loss: 0.701932
ACC_val:0.6942148760330579
auc_val:0.6528059499661933
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 401 | test Loss: 0.732602
ACC_test:0.62
auc_test:0.5443121693121693
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 402 | Training Loss: 0.362925
ACC_train:0.9916839916839917
auc_train:0.9997612225405922
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 402 | val Loss: 0.702538
ACC_val:0.6942148760330579
auc_val:0.6524678837052061
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 402 | test Loss: 0.732911
ACC_test:0.6266666666666667
auc_test:0.544973544973545
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 403 | Training Loss: 0.362590
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 403 | val Loss: 0.702011
ACC_val:0.6942148760330579
auc_val:0.6538201487491548
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 403 | test Loss: 0.732684
ACC_test:0.62
auc_test:0.5451940035273368
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 404 | Training Loss: 0.362274
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 404 | val Loss: 0.702078
ACC_val:0.6942148760330579
auc_val:0.6538201487491548
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 404 | test Loss: 0.733041
ACC_test:0.6266666666666667
auc_test:0.5443121693121693
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 405 | Training Loss: 0.362003
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 405 | val Loss: 0.702282
ACC_val:0.6942148760330579
auc_val:0.6541582150101419
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 405 | test Loss: 0.732963
ACC_test:0.62
auc_test:0.544973544973545
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 406 | Training Loss: 0.361680
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 406 | val Loss: 0.702530
ACC_val:0.6859504132231405
auc_val:0.6544962812711291
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 406 | test Loss: 0.733357
ACC_test:0.6266666666666667
auc_test:0.5445326278659612
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 407 | Training Loss: 0.361401
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 407 | val Loss: 0.702637
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6383107611094285
f1_macro_val:0.5155528179858331
 ==  Epoch: 407 | test Loss: 0.733447
ACC_test:0.6266666666666667
auc_test:0.5445326278659612
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 408 | Training Loss: 0.361100
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 408 | val Loss: 0.702675
ACC_val:0.6859504132231405
auc_val:0.6548343475321163
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 408 | test Loss: 0.733514
ACC_test:0.6266666666666667
auc_test:0.5445326278659612
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 409 | Training Loss: 0.360762
ACC_train:0.9916839916839917
auc_train:0.9997829295823566
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 409 | val Loss: 0.702315
ACC_val:0.6859504132231405
auc_val:0.6541582150101419
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 409 | test Loss: 0.733500
ACC_test:0.62
auc_test:0.5443121693121693
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 410 | Training Loss: 0.360505
ACC_train:0.9916839916839917
auc_train:0.9998046366241209
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 410 | val Loss: 0.703396
ACC_val:0.6859504132231405
auc_val:0.6544962812711291
f1_weighted_val:0.6441425619834711
f1_macro_val:0.5210416666666666
 ==  Epoch: 410 | test Loss: 0.734126
ACC_test:0.6266666666666667
auc_test:0.5429894179894179
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 411 | Training Loss: 0.360196
ACC_train:0.9916839916839917
auc_train:0.9998263436658852
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 411 | val Loss: 0.702802
ACC_val:0.6776859504132231
auc_val:0.6544962812711291
f1_weighted_val:0.6383107611094285
f1_macro_val:0.5155528179858331
 ==  Epoch: 411 | test Loss: 0.733781
ACC_test:0.6266666666666667
auc_test:0.5447530864197531
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 412 | Training Loss: 0.359862
ACC_train:0.9916839916839917
auc_train:0.9998480507076496
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 412 | val Loss: 0.702550
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6383107611094285
f1_macro_val:0.5155528179858331
 ==  Epoch: 412 | test Loss: 0.733835
ACC_test:0.62
auc_test:0.5445326278659612
f1_weighted_test:0.5910333145115754
f1_macro_test:0.463579898362507
 ==  Epoch: 413 | Training Loss: 0.359614
ACC_train:0.9916839916839917
auc_train:0.9998480507076496
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 413 | val Loss: 0.703563
ACC_val:0.6776859504132231
auc_val:0.6551724137931034
f1_weighted_val:0.6383107611094285
f1_macro_val:0.5155528179858331
 ==  Epoch: 413 | test Loss: 0.734344
ACC_test:0.6266666666666667
auc_test:0.5443121693121693
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 414 | Training Loss: 0.359358
ACC_train:0.9916839916839917
auc_train:0.9998697577494139
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 414 | val Loss: 0.703515
ACC_val:0.6859504132231405
auc_val:0.6544962812711291
f1_weighted_val:0.6441425619834711
f1_macro_val:0.5210416666666666
 ==  Epoch: 414 | test Loss: 0.734310
ACC_test:0.6266666666666667
auc_test:0.5451940035273368
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 415 | Training Loss: 0.358997
ACC_train:0.9916839916839917
auc_train:0.9998697577494139
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 415 | val Loss: 0.703033
ACC_val:0.6859504132231405
auc_val:0.6558485463150778
f1_weighted_val:0.6441425619834711
f1_macro_val:0.5210416666666666
 ==  Epoch: 415 | test Loss: 0.734338
ACC_test:0.6266666666666667
auc_test:0.5445326278659612
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
 ==  Epoch: 415 | test Loss: 0.734338
ACC_test:0.6266666666666667
auc_test:0.5445326278659612
f1_weighted_test:0.5956186612576064
f1_macro_test:0.46754563894523327
