 ==  Epoch: 1 | Training Loss: 0.688916
ACC_train:0.501039501039501
auc_train:0.5994616653642442
f1_weighted_train:0.5200153343595536
f1_macro_train:0.49490706710070353
 ==  Epoch: 1 | val Loss: 0.691753
ACC_val:0.6859504132231405
auc_val:0.5486815415821502
f1_weighted_val:0.6441425619834711
f1_macro_val:0.5210416666666666
 ==  Epoch: 1 | test Loss: 0.698209
ACC_test:0.68
auc_test:0.570326278659612
f1_weighted_test:0.6183606557377049
f1_macro_test:0.4730679156908665
 ==  Epoch: 2 | Training Loss: 0.665544
ACC_train:0.7089397089397089
auc_train:0.6256403577320484
f1_weighted_train:0.6884634997842545
f1_macro_train:0.5874785591766725
 ==  Epoch: 2 | val Loss: 0.678228
ACC_val:0.6859504132231405
auc_val:0.5723461798512508
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 2 | test Loss: 0.694397
ACC_test:0.6466666666666666
auc_test:0.5674603174603174
f1_weighted_test:0.6093093289689034
f1_macro_test:0.4795417348608838
 ==  Epoch: 3 | Training Loss: 0.653471
ACC_train:0.6652806652806653
auc_train:0.6479117825822697
f1_weighted_train:0.67122777957274
f1_macro_train:0.5953146147856668
 ==  Epoch: 3 | val Loss: 0.667379
ACC_val:0.5950413223140496
auc_val:0.5936443542934415
f1_weighted_val:0.6095703981151608
f1_macro_val:0.5395666692552613
 ==  Epoch: 3 | test Loss: 0.688833
ACC_test:0.6066666666666667
auc_test:0.5758377425044092
f1_weighted_test:0.6171482000935017
f1_macro_test:0.5402836216300452
 ==  Epoch: 4 | Training Loss: 0.638079
ACC_train:0.6257796257796258
auc_train:0.6580489710862203
f1_weighted_train:0.642525842254103
f1_macro_train:0.5798718944099379
 ==  Epoch: 4 | val Loss: 0.665924
ACC_val:0.6446280991735537
auc_val:0.6044624746450304
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 4 | test Loss: 0.687957
ACC_test:0.64
auc_test:0.5811287477954145
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 5 | Training Loss: 0.630782
ACC_train:0.6507276507276507
auc_train:0.657962142919163
f1_weighted_train:0.6654078480311971
f1_macro_train:0.6041462554375514
 ==  Epoch: 5 | val Loss: 0.661377
ACC_val:0.6198347107438017
auc_val:0.6102096010818121
f1_weighted_val:0.6259223248528062
f1_macro_val:0.5452614379084968
 ==  Epoch: 5 | test Loss: 0.687889
ACC_test:0.66
auc_test:0.5795855379188712
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 6 | Training Loss: 0.628245
ACC_train:0.6881496881496881
auc_train:0.6933229139532865
f1_weighted_train:0.6983813932454416
f1_macro_train:0.6367069486404834
 ==  Epoch: 6 | val Loss: 0.657726
ACC_val:0.6694214876033058
auc_val:0.6213657876943881
f1_weighted_val:0.6662910092662158
f1_macro_val:0.5833333333333334
 ==  Epoch: 6 | test Loss: 0.688386
ACC_test:0.6866666666666666
auc_test:0.5742945326278659
f1_weighted_test:0.6741333333333334
f1_macro_test:0.5822222222222222
 ==  Epoch: 7 | Training Loss: 0.622117
ACC_train:0.6632016632016632
auc_train:0.6886124858904229
f1_weighted_train:0.672822414909669
f1_macro_train:0.6032323108884272
 ==  Epoch: 7 | val Loss: 0.654820
ACC_val:0.6363636363636364
auc_val:0.630155510480054
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 7 | test Loss: 0.689754
ACC_test:0.6533333333333333
auc_test:0.5716490299823633
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 8 | Training Loss: 0.614076
ACC_train:0.7089397089397089
auc_train:0.7551445688981504
f1_weighted_train:0.7188724407267453
f1_macro_train:0.6621513144691953
 ==  Epoch: 8 | val Loss: 0.656764
ACC_val:0.628099173553719
auc_val:0.6382691007437458
f1_weighted_val:0.6326939453160897
f1_macro_val:0.5515196441808747
 ==  Epoch: 8 | test Loss: 0.692252
ACC_test:0.6533333333333333
auc_test:0.5734126984126984
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 9 | Training Loss: 0.609254
ACC_train:0.7151767151767152
auc_train:0.7274897976903707
f1_weighted_train:0.7235231744570295
f1_macro_train:0.6650979594948289
 ==  Epoch: 9 | val Loss: 0.649431
ACC_val:0.628099173553719
auc_val:0.643340094658553
f1_weighted_val:0.6326939453160897
f1_macro_val:0.5515196441808747
 ==  Epoch: 9 | test Loss: 0.691523
ACC_test:0.6533333333333333
auc_test:0.5742945326278659
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 10 | Training Loss: 0.606111
ACC_train:0.6985446985446986
auc_train:0.742576191716593
f1_weighted_train:0.7097612913561393
f1_macro_train:0.6531566253077057
 ==  Epoch: 10 | val Loss: 0.644221
ACC_val:0.6363636363636364
auc_val:0.6524678837052063
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 10 | test Loss: 0.691921
ACC_test:0.6466666666666666
auc_test:0.5727513227513229
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 11 | Training Loss: 0.600093
ACC_train:0.7234927234927235
auc_train:0.7348050707649562
f1_weighted_train:0.7303166587062997
f1_macro_train:0.6710849010524584
 ==  Epoch: 11 | val Loss: 0.645675
ACC_val:0.6446280991735537
auc_val:0.6710615280594996
f1_weighted_val:0.6490186588575968
f1_macro_val:0.5714521044395025
 ==  Epoch: 11 | test Loss: 0.695047
ACC_test:0.6533333333333333
auc_test:0.5747354497354497
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 12 | Training Loss: 0.593808
ACC_train:0.7089397089397089
auc_train:0.7615481462186334
f1_weighted_train:0.7205821205821207
f1_macro_train:0.667948717948718
 ==  Epoch: 12 | val Loss: 0.637670
ACC_val:0.6115702479338843
auc_val:0.6774847870182555
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 12 | test Loss: 0.694948
ACC_test:0.6133333333333333
auc_test:0.5672398589065256
f1_weighted_test:0.6227090301003344
f1_macro_test:0.5453595317725752
 ==  Epoch: 13 | Training Loss: 0.598118
ACC_train:0.683991683991684
auc_train:0.7366718763566902
f1_weighted_train:0.6981329334590204
f1_macro_train:0.6452251552795032
 ==  Epoch: 13 | val Loss: 0.642056
ACC_val:0.6363636363636364
auc_val:0.6872887085868831
f1_weighted_val:0.6446121446121446
f1_macro_val:0.5717503217503217
 ==  Epoch: 13 | test Loss: 0.699869
ACC_test:0.64
auc_test:0.562389770723104
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 14 | Training Loss: 0.583720
ACC_train:0.7193347193347194
auc_train:0.7763306416601545
f1_weighted_train:0.7309934728790989
f1_macro_train:0.6813866195628173
 ==  Epoch: 14 | val Loss: 0.635397
ACC_val:0.628099173553719
auc_val:0.6920216362407032
f1_weighted_val:0.6414422023506579
f1_macro_val:0.5771530636017707
 ==  Epoch: 14 | test Loss: 0.698224
ACC_test:0.6333333333333333
auc_test:0.5553350970017636
f1_weighted_test:0.6412955465587044
f1_macro_test:0.5662232504337767
 ==  Epoch: 15 | Training Loss: 0.584848
ACC_train:0.7214137214137214
auc_train:0.7694278023790918
f1_weighted_train:0.7336398404155413
f1_macro_train:0.6862636292834892
 ==  Epoch: 15 | val Loss: 0.636065
ACC_val:0.628099173553719
auc_val:0.6920216362407032
f1_weighted_val:0.6353340117110594
f1_macro_val:0.5586447272432521
 ==  Epoch: 15 | test Loss: 0.699998
ACC_test:0.6466666666666666
auc_test:0.5562169312169313
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 16 | Training Loss: 0.577935
ACC_train:0.7297297297297297
auc_train:0.7851654076582444
f1_weighted_train:0.739295766731377
f1_macro_train:0.6874000159974404
 ==  Epoch: 16 | val Loss: 0.636931
ACC_val:0.5950413223140496
auc_val:0.6866125760649087
f1_weighted_val:0.6095703981151608
f1_macro_val:0.5395666692552613
 ==  Epoch: 16 | test Loss: 0.702693
ACC_test:0.6266666666666667
auc_test:0.5562169312169313
f1_weighted_test:0.6316295025728987
f1_macro_test:0.5497427101200686
 ==  Epoch: 17 | Training Loss: 0.584895
ACC_train:0.7047817047817048
auc_train:0.7712077798037683
f1_weighted_train:0.7184650391618793
f1_macro_train:0.6705733688312692
 ==  Epoch: 17 | val Loss: 0.636577
ACC_val:0.6115702479338843
auc_val:0.686950642325896
f1_weighted_val:0.6270585901679445
f1_macro_val:0.5639138102906219
 ==  Epoch: 17 | test Loss: 0.704552
ACC_test:0.6266666666666667
auc_test:0.5570987654320988
f1_weighted_test:0.6337777777777779
f1_macro_test:0.5555555555555556
 ==  Epoch: 18 | Training Loss: 0.576767
ACC_train:0.7193347193347194
auc_train:0.7724450811843363
f1_weighted_train:0.7309934728790989
f1_macro_train:0.6813866195628173
 ==  Epoch: 18 | val Loss: 0.633788
ACC_val:0.6033057851239669
auc_val:0.6862745098039215
f1_weighted_val:0.616640565642783
f1_macro_val:0.5459662288930582
 ==  Epoch: 18 | test Loss: 0.704102
ACC_test:0.64
auc_test:0.5515873015873016
f1_weighted_test:0.6447855917667238
f1_macro_test:0.5658233276157805
 ==  Epoch: 19 | Training Loss: 0.571682
ACC_train:0.7463617463617463
auc_train:0.7971911087956933
f1_weighted_train:0.7550174126333068
f1_macro_train:0.7055890026088703
 ==  Epoch: 19 | val Loss: 0.636571
ACC_val:0.5950413223140496
auc_val:0.6879648411088573
f1_weighted_val:0.6076634109691961
f1_macro_val:0.5333333333333334
 ==  Epoch: 19 | test Loss: 0.707103
ACC_test:0.64
auc_test:0.5462962962962963
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 20 | Training Loss: 0.567211
ACC_train:0.7588357588357588
auc_train:0.794173829990449
f1_weighted_train:0.7633406102742774
f1_macro_train:0.7090321234876931
 ==  Epoch: 20 | val Loss: 0.635605
ACC_val:0.6363636363636364
auc_val:0.6933739012846518
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 20 | test Loss: 0.707502
ACC_test:0.6466666666666666
auc_test:0.5471781305114638
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 21 | Training Loss: 0.572282
ACC_train:0.7172557172557172
auc_train:0.7952374750369019
f1_weighted_train:0.7285654885654885
f1_macro_train:0.6774358974358974
 ==  Epoch: 21 | val Loss: 0.629470
ACC_val:0.6363636363636364
auc_val:0.7082488167680865
f1_weighted_val:0.6485871851725511
f1_macro_val:0.5838023764853033
 ==  Epoch: 21 | test Loss: 0.706133
ACC_test:0.64
auc_test:0.5485008818342152
f1_weighted_test:0.6468571428571427
f1_macro_test:0.5714285714285714
 ==  Epoch: 22 | Training Loss: 0.572219
ACC_train:0.7442827442827443
auc_train:0.8162064773812625
f1_weighted_train:0.7556169688060571
f1_macro_train:0.7124673771997609
 ==  Epoch: 22 | val Loss: 0.631549
ACC_val:0.6446280991735537
auc_val:0.7099391480730224
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 22 | test Loss: 0.709455
ACC_test:0.6466666666666666
auc_test:0.54673721340388
f1_weighted_test:0.6524053463975718
f1_macro_test:0.5766547739496246
 ==  Epoch: 23 | Training Loss: 0.561862
ACC_train:0.7567567567567568
auc_train:0.799600590431536
f1_weighted_train:0.7623592930910004
f1_macro_train:0.7095005807200929
 ==  Epoch: 23 | val Loss: 0.627893
ACC_val:0.6528925619834711
auc_val:0.7058823529411765
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 23 | test Loss: 0.707971
ACC_test:0.64
auc_test:0.5529100529100529
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 24 | Training Loss: 0.560214
ACC_train:0.7692307692307693
auc_train:0.8272336545975516
f1_weighted_train:0.7745459960094105
f1_macro_train:0.7243979868370112
 ==  Epoch: 24 | val Loss: 0.624820
ACC_val:0.6363636363636364
auc_val:0.7082488167680865
f1_weighted_val:0.6485871851725511
f1_macro_val:0.5838023764853033
 ==  Epoch: 24 | test Loss: 0.708291
ACC_test:0.6333333333333333
auc_test:0.552689594356261
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 25 | Training Loss: 0.556487
ACC_train:0.7463617463617463
auc_train:0.8188981505600417
f1_weighted_train:0.7562327066977771
f1_macro_train:0.7096675242430239
 ==  Epoch: 25 | val Loss: 0.628841
ACC_val:0.6528925619834711
auc_val:0.7116294793779581
f1_weighted_val:0.6627973398596563
f1_macro_val:0.5971781864299303
 ==  Epoch: 25 | test Loss: 0.710482
ACC_test:0.6333333333333333
auc_test:0.5551146384479718
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 26 | Training Loss: 0.556934
ACC_train:0.7484407484407485
auc_train:0.831813840409829
f1_weighted_train:0.7583683810216328
f1_macro_train:0.7125322901694648
 ==  Epoch: 26 | val Loss: 0.627897
ACC_val:0.6446280991735537
auc_val:0.7058823529411765
f1_weighted_val:0.6557046259525598
f1_macro_val:0.5904761904761905
 ==  Epoch: 26 | test Loss: 0.709979
ACC_test:0.6533333333333333
auc_test:0.5518077601410935
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 27 | Training Loss: 0.545792
ACC_train:0.7733887733887734
auc_train:0.8355474515932968
f1_weighted_train:0.779691718579672
f1_macro_train:0.7325283011167398
 ==  Epoch: 27 | val Loss: 0.629904
ACC_val:0.6776859504132231
auc_val:0.7133198106828939
f1_weighted_val:0.6816680859406109
f1_macro_val:0.611317024956758
 ==  Epoch: 27 | test Loss: 0.710129
ACC_test:0.66
auc_test:0.5573192239858906
f1_weighted_test:0.6587352173671644
f1_macro_test:0.5752595636000222
 ==  Epoch: 28 | Training Loss: 0.548074
ACC_train:0.7733887733887734
auc_train:0.8286880263957628
f1_weighted_train:0.779691718579672
f1_macro_train:0.7325283011167398
 ==  Epoch: 28 | val Loss: 0.631647
ACC_val:0.6528925619834711
auc_val:0.7194050033806626
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 28 | test Loss: 0.712170
ACC_test:0.6533333333333333
auc_test:0.5559964726631393
f1_weighted_test:0.6557444033905673
f1_macro_test:0.5761790915018474
 ==  Epoch: 29 | Training Loss: 0.542324
ACC_train:0.7713097713097713
auc_train:0.8512199357471563
f1_weighted_train:0.7785008372660995
f1_macro_train:0.7326049163095334
 ==  Epoch: 29 | val Loss: 0.628781
ACC_val:0.6446280991735537
auc_val:0.7187288708586883
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 29 | test Loss: 0.713672
ACC_test:0.6266666666666667
auc_test:0.552689594356261
f1_weighted_test:0.6357190635451506
f1_macro_test:0.5610367892976589
 ==  Epoch: 30 | Training Loss: 0.544078
ACC_train:0.7338877338877339
auc_train:0.8317053052010073
f1_weighted_train:0.7457961544918066
f1_macro_train:0.7012422360248447
 ==  Epoch: 30 | val Loss: 0.624467
ACC_val:0.6446280991735537
auc_val:0.7153482082488167
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 30 | test Loss: 0.714255
ACC_test:0.6266666666666667
auc_test:0.5507054673721341
f1_weighted_test:0.6337777777777779
f1_macro_test:0.5555555555555556
 ==  Epoch: 31 | Training Loss: 0.537443
ACC_train:0.7941787941787942
auc_train:0.8558218286011982
f1_weighted_train:0.8013344045435873
f1_macro_train:0.7615198545651227
 ==  Epoch: 31 | val Loss: 0.623801
ACC_val:0.6528925619834711
auc_val:0.7173766058147397
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 31 | test Loss: 0.714704
ACC_test:0.6466666666666666
auc_test:0.5509259259259259
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 32 | Training Loss: 0.533782
ACC_train:0.7754677754677755
auc_train:0.8663497438569071
f1_weighted_train:0.7839527197325362
f1_macro_train:0.7421065173358752
 ==  Epoch: 32 | val Loss: 0.627952
ACC_val:0.6942148760330579
auc_val:0.7210953346855984
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 32 | test Loss: 0.716963
ACC_test:0.64
auc_test:0.5500440917107584
f1_weighted_test:0.6342727272727273
f1_macro_test:0.5397727272727273
 ==  Epoch: 33 | Training Loss: 0.530269
ACC_train:0.8045738045738046
auc_train:0.8682165494486412
f1_weighted_train:0.809553722915792
f1_macro_train:0.7679905582922824
 ==  Epoch: 33 | val Loss: 0.623534
ACC_val:0.6611570247933884
auc_val:0.7170385395537525
f1_weighted_val:0.6698681974893187
f1_macro_val:0.6039121756487026
 ==  Epoch: 33 | test Loss: 0.716474
ACC_test:0.6333333333333333
auc_test:0.54673721340388
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 34 | Training Loss: 0.531546
ACC_train:0.8108108108108109
auc_train:0.8730355127203265
f1_weighted_train:0.8148466899613599
f1_macro_train:0.7731426054056856
 ==  Epoch: 34 | val Loss: 0.620089
ACC_val:0.6446280991735537
auc_val:0.7183908045977011
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 34 | test Loss: 0.715513
ACC_test:0.6266666666666667
auc_test:0.5535714285714286
f1_weighted_test:0.6337777777777779
f1_macro_test:0.5555555555555556
 ==  Epoch: 35 | Training Loss: 0.526608
ACC_train:0.7941787941787942
auc_train:0.8651341495181036
f1_weighted_train:0.800210177162379
f1_macro_train:0.7579904962772851
 ==  Epoch: 35 | val Loss: 0.620418
ACC_val:0.6694214876033058
auc_val:0.7244759972954699
f1_weighted_val:0.6747150650893967
f1_macro_val:0.6045751633986928
 ==  Epoch: 35 | test Loss: 0.715861
ACC_test:0.64
auc_test:0.5524691358024691
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 36 | Training Loss: 0.525446
ACC_train:0.7983367983367984
auc_train:0.8613788312928714
f1_weighted_train:0.8050872515566602
f1_macro_train:0.7654967556455787
 ==  Epoch: 36 | val Loss: 0.615896
ACC_val:0.6611570247933884
auc_val:0.7305611899932386
f1_weighted_val:0.6698681974893187
f1_macro_val:0.6039121756487026
 ==  Epoch: 36 | test Loss: 0.715029
ACC_test:0.6066666666666667
auc_test:0.5535714285714286
f1_weighted_test:0.6130550082539006
f1_macro_test:0.5287288993024122
 ==  Epoch: 37 | Training Loss: 0.529037
ACC_train:0.7941787941787942
auc_train:0.8675436311539464
f1_weighted_train:0.8015905556440028
f1_macro_train:0.7623624522793623
 ==  Epoch: 37 | val Loss: 0.619386
ACC_val:0.6859504132231405
auc_val:0.7268424611223799
f1_weighted_val:0.6886109662008182
f1_macro_val:0.6181063122923588
 ==  Epoch: 37 | test Loss: 0.715046
ACC_test:0.6333333333333333
auc_test:0.5564373897707231
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 38 | Training Loss: 0.532260
ACC_train:0.7796257796257796
auc_train:0.8542155075106364
f1_weighted_train:0.7859208393853391
f1_macro_train:0.7403865737911932
 ==  Epoch: 38 | val Loss: 0.618722
ACC_val:0.6776859504132231
auc_val:0.7278566599053414
f1_weighted_val:0.6839561434829181
f1_macro_val:0.6174920969441517
 ==  Epoch: 38 | test Loss: 0.715904
ACC_test:0.62
auc_test:0.5553350970017636
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 39 | Training Loss: 0.522163
ACC_train:0.7941787941787942
auc_train:0.8752713380220544
f1_weighted_train:0.8010684320011274
f1_macro_train:0.7606616372052815
 ==  Epoch: 39 | val Loss: 0.624367
ACC_val:0.6942148760330579
auc_val:0.7302231237322515
f1_weighted_val:0.6928065692787537
f1_macro_val:0.6181663113006396
 ==  Epoch: 39 | test Loss: 0.718975
ACC_test:0.6266666666666667
auc_test:0.5535714285714286
f1_weighted_test:0.623826359364511
f1_macro_test:0.5300962183933766
 ==  Epoch: 40 | Training Loss: 0.515866
ACC_train:0.7837837837837838
auc_train:0.8744030563514804
f1_weighted_train:0.791162384539868
f1_macro_train:0.749026690748545
 ==  Epoch: 40 | val Loss: 0.620276
ACC_val:0.6942148760330579
auc_val:0.7295469912102772
f1_weighted_val:0.7001635207402044
f1_macro_val:0.6371078868444516
 ==  Epoch: 40 | test Loss: 0.715802
ACC_test:0.6066666666666667
auc_test:0.5564373897707231
f1_weighted_test:0.6106783228104258
f1_macro_test:0.5224218876477255
 ==  Epoch: 41 | Training Loss: 0.522316
ACC_train:0.8045738045738046
auc_train:0.8760093774420422
f1_weighted_train:0.809553722915792
f1_macro_train:0.7679905582922824
 ==  Epoch: 41 | val Loss: 0.619231
ACC_val:0.6859504132231405
auc_val:0.72920892494929
f1_weighted_val:0.6909793118349269
f1_macro_val:0.6243464052287582
 ==  Epoch: 41 | test Loss: 0.716144
ACC_test:0.6066666666666667
auc_test:0.5582010582010581
f1_weighted_test:0.6106783228104258
f1_macro_test:0.5224218876477255
 ==  Epoch: 42 | Training Loss: 0.519508
ACC_train:0.7796257796257796
auc_train:0.8700833550403753
f1_weighted_train:0.7874257790271229
f1_macro_train:0.745110782274836
 ==  Epoch: 42 | val Loss: 0.628705
ACC_val:0.6942148760330579
auc_val:0.731237322515213
f1_weighted_val:0.6928065692787537
f1_macro_val:0.6181663113006396
 ==  Epoch: 42 | test Loss: 0.719652
ACC_test:0.64
auc_test:0.556657848324515
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 43 | Training Loss: 0.513317
ACC_train:0.817047817047817
auc_train:0.8858643744030563
f1_weighted_train:0.8217098682615923
f1_macro_train:0.7827996715927751
 ==  Epoch: 43 | val Loss: 0.618083
ACC_val:0.6942148760330579
auc_val:0.7305611899932387
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 43 | test Loss: 0.716652
ACC_test:0.6266666666666667
auc_test:0.5575396825396826
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 44 | Training Loss: 0.504217
ACC_train:0.8232848232848233
auc_train:0.8876443518277328
f1_weighted_train:0.8284632834222447
f1_macro_train:0.7922140624602954
 ==  Epoch: 44 | val Loss: 0.618360
ACC_val:0.7024793388429752
auc_val:0.737998647734956
f1_weighted_val:0.7024793388429752
f1_macro_val:0.6318458417849899
 ==  Epoch: 44 | test Loss: 0.717985
ACC_test:0.6133333333333333
auc_test:0.5529100529100529
f1_weighted_test:0.6160226037817866
f1_macro_test:0.5272766789828298
 ==  Epoch: 45 | Training Loss: 0.503289
ACC_train:0.8440748440748441
auc_train:0.91039333159677
f1_weighted_train:0.8490852268149139
f1_macro_train:0.8180208538264804
 ==  Epoch: 45 | val Loss: 0.618209
ACC_val:0.71900826446281
auc_val:0.7413793103448276
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 45 | test Loss: 0.719386
ACC_test:0.62
auc_test:0.5478395061728395
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 46 | Training Loss: 0.505368
ACC_train:0.8274428274428275
auc_train:0.8938742728141009
f1_weighted_train:0.8319763405110709
f1_macro_train:0.7955403280737064
 ==  Epoch: 46 | val Loss: 0.620281
ACC_val:0.7107438016528925
auc_val:0.7430696416497634
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 46 | test Loss: 0.719281
ACC_test:0.6466666666666666
auc_test:0.5546737213403881
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 47 | Training Loss: 0.496217
ACC_train:0.8378378378378378
auc_train:0.9085482330468003
f1_weighted_train:0.8433717884049009
f1_macro_train:0.8117700180614087
 ==  Epoch: 47 | val Loss: 0.615695
ACC_val:0.71900826446281
auc_val:0.7413793103448276
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 47 | test Loss: 0.718492
ACC_test:0.6
auc_test:0.5555555555555556
f1_weighted_test:0.6076190476190477
f1_macro_test:0.5238095238095238
 ==  Epoch: 48 | Training Loss: 0.494144
ACC_train:0.8357588357588358
auc_train:0.9146696188243466
f1_weighted_train:0.8412566275564551
f1_macro_train:0.8090128216082549
 ==  Epoch: 48 | val Loss: 0.621870
ACC_val:0.71900826446281
auc_val:0.7383367139959431
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 48 | test Loss: 0.720426
ACC_test:0.6133333333333333
auc_test:0.552689594356261
f1_weighted_test:0.6184734133790738
f1_macro_test:0.5336620926243567
 ==  Epoch: 49 | Training Loss: 0.502782
ACC_train:0.8087318087318087
auc_train:0.8990405487540157
f1_weighted_train:0.8169525528016093
f1_macro_train:0.7839173405211142
 ==  Epoch: 49 | val Loss: 0.619156
ACC_val:0.71900826446281
auc_val:0.7352941176470589
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 49 | test Loss: 0.722006
ACC_test:0.62
auc_test:0.5462962962962963
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 50 | Training Loss: 0.493773
ACC_train:0.8461538461538461
auc_train:0.9140618216549449
f1_weighted_train:0.8490276306922114
f1_macro_train:0.8143825615352525
 ==  Epoch: 50 | val Loss: 0.612371
ACC_val:0.7272727272727273
auc_val:0.7407031778228532
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 50 | test Loss: 0.720100
ACC_test:0.62
auc_test:0.5485008818342152
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 51 | Training Loss: 0.481923
ACC_train:0.8607068607068608
auc_train:0.9324476860293479
f1_weighted_train:0.8647887057563576
f1_macro_train:0.8362157904098798
 ==  Epoch: 51 | val Loss: 0.615087
ACC_val:0.7355371900826446
auc_val:0.7413793103448276
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 51 | test Loss: 0.722133
ACC_test:0.6066666666666667
auc_test:0.5462962962962963
f1_weighted_test:0.6152079499447921
f1_macro_test:0.5346758504653242
 ==  Epoch: 52 | Training Loss: 0.487439
ACC_train:0.8523908523908524
auc_train:0.9220934271077538
f1_weighted_train:0.8569288779815096
f1_macro_train:0.827087921824764
 ==  Epoch: 52 | val Loss: 0.620481
ACC_val:0.7107438016528925
auc_val:0.7434077079107505
f1_weighted_val:0.7094116195880104
f1_macro_val:0.6388059701492537
 ==  Epoch: 52 | test Loss: 0.721931
ACC_test:0.6533333333333333
auc_test:0.5473985890652557
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 53 | Training Loss: 0.493325
ACC_train:0.8523908523908524
auc_train:0.9195971173048536
f1_weighted_train:0.8564964405427221
f1_macro_train:0.8257753154063168
 ==  Epoch: 53 | val Loss: 0.619043
ACC_val:0.7107438016528925
auc_val:0.7420554428668018
f1_weighted_val:0.7094116195880104
f1_macro_val:0.6388059701492537
 ==  Epoch: 53 | test Loss: 0.721982
ACC_test:0.6466666666666666
auc_test:0.5456349206349206
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 54 | Training Loss: 0.478725
ACC_train:0.8752598752598753
auc_train:0.9267387340453244
f1_weighted_train:0.878236488028773
f1_macro_train:0.8513229475766568
 ==  Epoch: 54 | val Loss: 0.609911
ACC_val:0.7272727272727273
auc_val:0.7420554428668019
f1_weighted_val:0.7342841589548177
f1_macro_val:0.6811976047904191
 ==  Epoch: 54 | test Loss: 0.721968
ACC_test:0.6
auc_test:0.5436507936507937
f1_weighted_test:0.6132352941176471
f1_macro_test:0.5404411764705883
 ==  Epoch: 55 | Training Loss: 0.481687
ACC_train:0.8357588357588358
auc_train:0.9245897369106538
f1_weighted_train:0.8424146063177849
f1_macro_train:0.8129390509852956
 ==  Epoch: 55 | val Loss: 0.620564
ACC_val:0.7272727272727273
auc_val:0.7434077079107505
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 55 | test Loss: 0.722495
ACC_test:0.66
auc_test:0.5454144620811288
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 56 | Training Loss: 0.476204
ACC_train:0.8565488565488566
auc_train:0.9286706607623514
f1_weighted_train:0.8615361001364398
f1_macro_train:0.8337865653029644
 ==  Epoch: 56 | val Loss: 0.615091
ACC_val:0.7272727272727273
auc_val:0.746788370520622
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 56 | test Loss: 0.722422
ACC_test:0.62
auc_test:0.5434303350970018
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 57 | Training Loss: 0.477848
ACC_train:0.8565488565488566
auc_train:0.92771555092472
f1_weighted_train:0.8603176806658303
f1_macro_train:0.8300275016516355
 ==  Epoch: 57 | val Loss: 0.613563
ACC_val:0.7272727272727273
auc_val:0.7444219066937119
f1_weighted_val:0.7325782752547767
f1_macro_val:0.6763394666450514
 ==  Epoch: 57 | test Loss: 0.722272
ACC_test:0.5933333333333334
auc_test:0.5416666666666666
f1_weighted_test:0.6041701729780271
f1_macro_test:0.524700015583606
 ==  Epoch: 58 | Training Loss: 0.473243
ACC_train:0.8544698544698545
auc_train:0.9412173309021447
f1_weighted_train:0.8596207974707414
f1_macro_train:0.8316769316909294
 ==  Epoch: 58 | val Loss: 0.619681
ACC_val:0.7355371900826446
auc_val:0.7437457741717377
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 58 | test Loss: 0.725003
ACC_test:0.6466666666666666
auc_test:0.5416666666666667
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 59 | Training Loss: 0.467132
ACC_train:0.8648648648648649
auc_train:0.9367673873404533
f1_weighted_train:0.868623501905309
f1_macro_train:0.8404985281888816
 ==  Epoch: 59 | val Loss: 0.626832
ACC_val:0.7272727272727273
auc_val:0.7410412440838404
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 59 | test Loss: 0.728680
ACC_test:0.6466666666666666
auc_test:0.5445326278659612
f1_weighted_test:0.6394822154762586
f1_macro_test:0.544647459762873
 ==  Epoch: 60 | Training Loss: 0.475790
ACC_train:0.8523908523908524
auc_train:0.9316011114005384
f1_weighted_train:0.8573319057785863
f1_macro_train:0.8283532953694444
 ==  Epoch: 60 | val Loss: 0.607101
ACC_val:0.7272727272727273
auc_val:0.7457741717376606
f1_weighted_val:0.7325782752547767
f1_macro_val:0.6763394666450514
 ==  Epoch: 60 | test Loss: 0.723334
ACC_test:0.6
auc_test:0.5438712522045855
f1_weighted_test:0.6096989966555183
f1_macro_test:0.5296822742474916
 ==  Epoch: 61 | Training Loss: 0.464483
ACC_train:0.8752598752598753
auc_train:0.9389163844751237
f1_weighted_train:0.8788231166332107
f1_macro_train:0.8530490040327507
 ==  Epoch: 61 | val Loss: 0.615753
ACC_val:0.7355371900826446
auc_val:0.7440838404327248
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 61 | test Loss: 0.725329
ACC_test:0.62
auc_test:0.5429894179894179
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 62 | Training Loss: 0.467583
ACC_train:0.8627858627858628
auc_train:0.9372883563427976
f1_weighted_train:0.8676424661866992
f1_macro_train:0.841295392737162
 ==  Epoch: 62 | val Loss: 0.617494
ACC_val:0.7355371900826446
auc_val:0.7410412440838404
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 62 | test Loss: 0.726445
ACC_test:0.6533333333333333
auc_test:0.5427689594356261
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 63 | Training Loss: 0.463982
ACC_train:0.8898128898128899
auc_train:0.9431709646609361
f1_weighted_train:0.891970104530667
f1_macro_train:0.8673324417013172
 ==  Epoch: 63 | val Loss: 0.616522
ACC_val:0.7272727272727273
auc_val:0.7403651115618662
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 63 | test Loss: 0.727224
ACC_test:0.6333333333333333
auc_test:0.5414462081128748
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 64 | Training Loss: 0.468390
ACC_train:0.8586278586278586
auc_train:0.934878874706955
f1_weighted_train:0.863073244855407
f1_macro_train:0.8347012209913479
 ==  Epoch: 64 | val Loss: 0.612303
ACC_val:0.743801652892562
auc_val:0.7434077079107505
f1_weighted_val:0.7487856525120631
f1_macro_val:0.6959552565453515
 ==  Epoch: 64 | test Loss: 0.728131
ACC_test:0.6133333333333333
auc_test:0.5423280423280423
f1_weighted_test:0.6206984126984127
f1_macro_test:0.5396825396825398
 ==  Epoch: 65 | Training Loss: 0.464457
ACC_train:0.8711018711018711
auc_train:0.9313406268993661
f1_weighted_train:0.8743864980933946
f1_macro_train:0.8469724958949096
 ==  Epoch: 65 | val Loss: 0.617939
ACC_val:0.743801652892562
auc_val:0.7440838404327247
f1_weighted_val:0.7449177050036107
f1_macro_val:0.6857669431180363
 ==  Epoch: 65 | test Loss: 0.730099
ACC_test:0.64
auc_test:0.539021164021164
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 66 | Training Loss: 0.463239
ACC_train:0.8711018711018711
auc_train:0.9346618042893114
f1_weighted_train:0.8753309758747825
f1_macro_train:0.8498388721047332
 ==  Epoch: 66 | val Loss: 0.619675
ACC_val:0.7355371900826446
auc_val:0.7447599729546991
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 66 | test Loss: 0.730794
ACC_test:0.64
auc_test:0.5357142857142857
f1_weighted_test:0.6342727272727273
f1_macro_test:0.5397727272727273
 ==  Epoch: 67 | Training Loss: 0.453082
ACC_train:0.8877338877338877
auc_train:0.9503777025266997
f1_weighted_train:0.8905946918877953
f1_macro_train:0.8667179802955665
 ==  Epoch: 67 | val Loss: 0.613913
ACC_val:0.7355371900826446
auc_val:0.7447599729546991
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 67 | test Loss: 0.729020
ACC_test:0.62
auc_test:0.5346119929453262
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 68 | Training Loss: 0.452248
ACC_train:0.8898128898128899
auc_train:0.9469262828861683
f1_weighted_train:0.8921634567906821
f1_macro_train:0.8678742646868278
 ==  Epoch: 68 | val Loss: 0.604273
ACC_val:0.7355371900826446
auc_val:0.751183231913455
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 68 | test Loss: 0.728575
ACC_test:0.6066666666666667
auc_test:0.5363756613756614
f1_weighted_test:0.6130550082539006
f1_macro_test:0.5287288993024122
 ==  Epoch: 69 | Training Loss: 0.453604
ACC_train:0.896049896049896
auc_train:0.9499218546496484
f1_weighted_train:0.898530406690644
f1_macro_train:0.8761024563138806
 ==  Epoch: 69 | val Loss: 0.608392
ACC_val:0.7520661157024794
auc_val:0.751183231913455
f1_weighted_val:0.7541665522638038
f1_macro_val:0.6985049833887044
 ==  Epoch: 69 | test Loss: 0.730540
ACC_test:0.62
auc_test:0.5361552028218696
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 70 | Training Loss: 0.453776
ACC_train:0.8690228690228691
auc_train:0.9475774941390988
f1_weighted_train:0.8732315905245278
f1_macro_train:0.8471375172142436
 ==  Epoch: 70 | val Loss: 0.612038
ACC_val:0.7355371900826446
auc_val:0.7471264367816093
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 70 | test Loss: 0.730160
ACC_test:0.6133333333333333
auc_test:0.5363756613756614
f1_weighted_test:0.6184734133790738
f1_macro_test:0.5336620926243567
 ==  Epoch: 71 | Training Loss: 0.454054
ACC_train:0.8607068607068608
auc_train:0.9481635842667361
f1_weighted_train:0.8645811481177802
f1_macro_train:0.8355907905946933
 ==  Epoch: 71 | val Loss: 0.614555
ACC_val:0.7355371900826446
auc_val:0.7457741717376606
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 71 | test Loss: 0.730758
ACC_test:0.64
auc_test:0.5317460317460316
f1_weighted_test:0.6342727272727273
f1_macro_test:0.5397727272727273
 ==  Epoch: 72 | Training Loss: 0.448275
ACC_train:0.893970893970894
auc_train:0.9523096292437268
f1_weighted_train:0.8965875909324909
f1_macro_train:0.8738746613058299
 ==  Epoch: 72 | val Loss: 0.613169
ACC_val:0.7272727272727273
auc_val:0.7464503042596349
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 72 | test Loss: 0.731395
ACC_test:0.6133333333333333
auc_test:0.533068783068783
f1_weighted_test:0.6206984126984127
f1_macro_test:0.5396825396825398
 ==  Epoch: 73 | Training Loss: 0.452066
ACC_train:0.8731808731808732
auc_train:0.9490969870626031
f1_weighted_train:0.8772559844761301
f1_macro_train:0.8519902944455374
 ==  Epoch: 73 | val Loss: 0.619784
ACC_val:0.7272727272727273
auc_val:0.749154834347532
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 73 | test Loss: 0.731503
ACC_test:0.6133333333333333
auc_test:0.5370370370370371
f1_weighted_test:0.6133333333333334
f1_macro_test:0.5205026455026456
 ==  Epoch: 74 | Training Loss: 0.441509
ACC_train:0.8856548856548857
auc_train:0.9556742207172007
f1_weighted_train:0.8880941532733495
f1_macro_train:0.8628883878825573
 ==  Epoch: 74 | val Loss: 0.614892
ACC_val:0.7272727272727273
auc_val:0.7481406355645707
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 74 | test Loss: 0.731820
ACC_test:0.62
auc_test:0.533068783068783
f1_weighted_test:0.6185864194103603
f1_macro_test:0.5252901004941425
 ==  Epoch: 75 | Training Loss: 0.441312
ACC_train:0.9064449064449065
auc_train:0.9606234262394722
f1_weighted_train:0.9082765038467927
f1_macro_train:0.8873577335199861
 ==  Epoch: 75 | val Loss: 0.608078
ACC_val:0.7355371900826446
auc_val:0.7461122379986477
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 75 | test Loss: 0.731280
ACC_test:0.6066666666666667
auc_test:0.531084656084656
f1_weighted_test:0.6130550082539006
f1_macro_test:0.5287288993024122
 ==  Epoch: 76 | Training Loss: 0.437158
ACC_train:0.893970893970894
auc_train:0.9541764348354607
f1_weighted_train:0.896413025193513
f1_macro_train:0.8733720480061942
 ==  Epoch: 76 | val Loss: 0.614630
ACC_val:0.7355371900826446
auc_val:0.7542258282623394
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 76 | test Loss: 0.733700
ACC_test:0.62
auc_test:0.5357142857142857
f1_weighted_test:0.6213515731874145
f1_macro_test:0.5321477428180574
 ==  Epoch: 77 | Training Loss: 0.439317
ACC_train:0.9022869022869023
auc_train:0.9598419727359555
f1_weighted_train:0.9050046859930696
f1_macro_train:0.8846681665365759
 ==  Epoch: 77 | val Loss: 0.608433
ACC_val:0.7355371900826446
auc_val:0.7562542258282624
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 77 | test Loss: 0.734793
ACC_test:0.6133333333333333
auc_test:0.533289241622575
f1_weighted_test:0.6184734133790738
f1_macro_test:0.5336620926243567
 ==  Epoch: 78 | Training Loss: 0.436193
ACC_train:0.9064449064449065
auc_train:0.9615351219935747
f1_weighted_train:0.908440670860013
f1_macro_train:0.8878177719039104
 ==  Epoch: 78 | val Loss: 0.613789
ACC_val:0.7272727272727273
auc_val:0.7545638945233266
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 78 | test Loss: 0.733947
ACC_test:0.6266666666666667
auc_test:0.5348324514991182
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 79 | Training Loss: 0.437470
ACC_train:0.9043659043659044
auc_train:0.960059043153599
f1_weighted_train:0.9066479741553927
f1_macro_train:0.8860142598087701
 ==  Epoch: 79 | val Loss: 0.627661
ACC_val:0.7272727272727273
auc_val:0.7478025693035835
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 79 | test Loss: 0.737544
ACC_test:0.6333333333333333
auc_test:0.5317460317460317
f1_weighted_test:0.6258777707772495
f1_macro_test:0.5274643450369437
 ==  Epoch: 80 | Training Loss: 0.429201
ACC_train:0.9022869022869023
auc_train:0.9636624120864808
f1_weighted_train:0.9051502861275941
f1_macro_train:0.8851065992427516
 ==  Epoch: 80 | val Loss: 0.616276
ACC_val:0.7272727272727273
auc_val:0.7535496957403651
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 80 | test Loss: 0.737396
ACC_test:0.6266666666666667
auc_test:0.5308641975308641
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 81 | Training Loss: 0.428874
ACC_train:0.920997920997921
auc_train:0.9683077190240514
f1_weighted_train:0.9221786811714868
f1_macro_train:0.9038768984812151
 ==  Epoch: 81 | val Loss: 0.605915
ACC_val:0.7355371900826446
auc_val:0.7599729546991211
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 81 | test Loss: 0.734576
ACC_test:0.6133333333333333
auc_test:0.5326278659611993
f1_weighted_test:0.6184734133790738
f1_macro_test:0.5336620926243567
 ==  Epoch: 82 | Training Loss: 0.429736
ACC_train:0.9064449064449065
auc_train:0.9636407050447166
f1_weighted_train:0.9079325029828028
f1_macro_train:0.8864119397345676
 ==  Epoch: 82 | val Loss: 0.619026
ACC_val:0.7355371900826446
auc_val:0.7552400270453008
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 82 | test Loss: 0.737553
ACC_test:0.62
auc_test:0.5321869488536155
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 83 | Training Loss: 0.433676
ACC_train:0.896049896049896
auc_train:0.9597334375271337
f1_weighted_train:0.8991715207931424
f1_macro_train:0.878003003003003
 ==  Epoch: 83 | val Loss: 0.617372
ACC_val:0.7355371900826446
auc_val:0.7542258282623394
f1_weighted_val:0.7330328074129726
f1_macro_val:0.6666666666666666
 ==  Epoch: 83 | test Loss: 0.737260
ACC_test:0.64
auc_test:0.529320987654321
f1_weighted_test:0.631018711018711
f1_macro_test:0.5322245322245321
 ==  Epoch: 84 | Training Loss: 0.426201
ACC_train:0.9126819126819127
auc_train:0.9662455500564383
f1_weighted_train:0.9146194442052431
f1_macro_train:0.8955083378160302
 ==  Epoch: 84 | val Loss: 0.608112
ACC_val:0.7272727272727273
auc_val:0.7592968221771468
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 84 | test Loss: 0.737979
ACC_test:0.6133333333333333
auc_test:0.527557319223986
f1_weighted_test:0.6184734133790738
f1_macro_test:0.5336620926243567
 ==  Epoch: 85 | Training Loss: 0.426188
ACC_train:0.9002079002079002
auc_train:0.9620343839541547
f1_weighted_train:0.9030584933065686
f1_macro_train:0.8824392032262006
 ==  Epoch: 85 | val Loss: 0.619438
ACC_val:0.743801652892562
auc_val:0.7586206896551724
f1_weighted_val:0.7400605557770428
f1_macro_val:0.673967840069535
 ==  Epoch: 85 | test Loss: 0.740285
ACC_test:0.62
auc_test:0.5279982363315696
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 86 | Training Loss: 0.420225
ACC_train:0.918918918918919
auc_train:0.9713684119128244
f1_weighted_train:0.920506303333887
f1_macro_train:0.9023767023839881
 ==  Epoch: 86 | val Loss: 0.605503
ACC_val:0.7355371900826446
auc_val:0.7562542258282624
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 86 | test Loss: 0.739778
ACC_test:0.6133333333333333
auc_test:0.5244708994708994
f1_weighted_test:0.6160226037817866
f1_macro_test:0.5272766789828298
 ==  Epoch: 87 | Training Loss: 0.412408
ACC_train:0.9334719334719335
auc_train:0.9735825301727881
f1_weighted_train:0.9342024604289075
f1_macro_train:0.91835002546257
 ==  Epoch: 87 | val Loss: 0.609482
ACC_val:0.7272727272727273
auc_val:0.7596348884381339
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 87 | test Loss: 0.740301
ACC_test:0.6066666666666667
auc_test:0.5282186948853616
f1_weighted_test:0.6052034867580924
f1_macro_test:0.5086336127921827
 ==  Epoch: 88 | Training Loss: 0.418970
ACC_train:0.9230769230769231
auc_train:0.9761873751845098
f1_weighted_train:0.9243000580080823
f1_macro_train:0.9066053726706444
 ==  Epoch: 88 | val Loss: 0.611350
ACC_val:0.7355371900826446
auc_val:0.757606490872211
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 88 | test Loss: 0.742076
ACC_test:0.6066666666666667
auc_test:0.525352733686067
f1_weighted_test:0.6052034867580924
f1_macro_test:0.5086336127921827
 ==  Epoch: 89 | Training Loss: 0.418904
ACC_train:0.9147609147609148
auc_train:0.9725622992098637
f1_weighted_train:0.9165792778946785
f1_macro_train:0.8977895255124517
 ==  Epoch: 89 | val Loss: 0.610863
ACC_val:0.7355371900826446
auc_val:0.7609871534820826
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 89 | test Loss: 0.741269
ACC_test:0.62
auc_test:0.5266754850088184
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 90 | Training Loss: 0.419280
ACC_train:0.9251559251559252
auc_train:0.9767951723539117
f1_weighted_train:0.9265539824989137
f1_macro_train:0.9096996245306634
 ==  Epoch: 90 | val Loss: 0.610777
ACC_val:0.7272727272727273
auc_val:0.7623394185260312
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 90 | test Loss: 0.741832
ACC_test:0.6133333333333333
auc_test:0.5275573192239859
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 91 | Training Loss: 0.415236
ACC_train:0.9251559251559252
auc_train:0.974016671008075
f1_weighted_train:0.9262745400571981
f1_macro_train:0.9089360090874669
 ==  Epoch: 91 | val Loss: 0.610950
ACC_val:0.7272727272727273
auc_val:0.7623394185260312
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 91 | test Loss: 0.742810
ACC_test:0.6133333333333333
auc_test:0.5282186948853616
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 92 | Training Loss: 0.415699
ACC_train:0.918918918918919
auc_train:0.970152817574021
f1_weighted_train:0.920506303333887
f1_macro_train:0.9023767023839881
 ==  Epoch: 92 | val Loss: 0.616919
ACC_val:0.71900826446281
auc_val:0.7626774847870182
f1_weighted_val:0.71900826446281
f1_macro_val:0.6522988505747127
 ==  Epoch: 92 | test Loss: 0.744307
ACC_test:0.6333333333333333
auc_test:0.5266754850088183
f1_weighted_test:0.6258777707772495
f1_macro_test:0.5274643450369437
 ==  Epoch: 93 | Training Loss: 0.409587
ACC_train:0.9376299376299376
auc_train:0.9796605018668056
f1_weighted_train:0.9384402978014336
f1_macro_train:0.9237862847002154
 ==  Epoch: 93 | val Loss: 0.609834
ACC_val:0.7272727272727273
auc_val:0.7660581473968897
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 93 | test Loss: 0.742756
ACC_test:0.6133333333333333
auc_test:0.5264550264550265
f1_weighted_test:0.6133333333333334
f1_macro_test:0.5205026455026456
 ==  Epoch: 94 | Training Loss: 0.410914
ACC_train:0.9334719334719335
auc_train:0.9784666145697665
f1_weighted_train:0.9348332311064457
f1_macro_train:0.9200631517719889
 ==  Epoch: 94 | val Loss: 0.608484
ACC_val:0.743801652892562
auc_val:0.7640297498309668
f1_weighted_val:0.7469669401066394
f1_macro_val:0.6910468659912692
 ==  Epoch: 94 | test Loss: 0.744664
ACC_test:0.6066666666666667
auc_test:0.5262345679012346
f1_weighted_test:0.6052034867580924
f1_macro_test:0.5086336127921827
 ==  Epoch: 95 | Training Loss: 0.413141
ACC_train:0.920997920997921
auc_train:0.9746027611357124
f1_weighted_train:0.9221786811714868
f1_macro_train:0.9038768984812151
 ==  Epoch: 95 | val Loss: 0.626225
ACC_val:0.743801652892562
auc_val:0.7636916835699797
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 95 | test Loss: 0.745058
ACC_test:0.6466666666666666
auc_test:0.5268959435626103
f1_weighted_test:0.6325333333333333
f1_macro_test:0.528888888888889
 ==  Epoch: 96 | Training Loss: 0.404690
ACC_train:0.9313929313929314
auc_train:0.9823304680038204
f1_weighted_train:0.9324838355207222
f1_macro_train:0.9167020891386829
 ==  Epoch: 96 | val Loss: 0.617182
ACC_val:0.7355371900826446
auc_val:0.7616632860040567
f1_weighted_val:0.7330328074129726
f1_macro_val:0.6666666666666666
 ==  Epoch: 96 | test Loss: 0.745119
ACC_test:0.6133333333333333
auc_test:0.5260141093474426
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 97 | Training Loss: 0.401926
ACC_train:0.9355509355509356
auc_train:0.9810714595814882
f1_weighted_train:0.9364517177529378
f1_macro_train:0.9214155840733615
 ==  Epoch: 97 | val Loss: 0.618262
ACC_val:0.743801652892562
auc_val:0.7687626774847869
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 97 | test Loss: 0.745126
ACC_test:0.6066666666666667
auc_test:0.527336860670194
f1_weighted_test:0.6052034867580924
f1_macro_test:0.5086336127921827
 ==  Epoch: 98 | Training Loss: 0.403251
ACC_train:0.9397089397089398
auc_train:0.9777936962750716
f1_weighted_train:0.9404320813927801
f1_macro_train:0.9261664681752018
 ==  Epoch: 98 | val Loss: 0.612212
ACC_val:0.743801652892562
auc_val:0.7667342799188641
f1_weighted_val:0.7449177050036107
f1_macro_val:0.6857669431180363
 ==  Epoch: 98 | test Loss: 0.747036
ACC_test:0.6133333333333333
auc_test:0.5244708994708994
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 99 | Training Loss: 0.402775
ACC_train:0.9459459459459459
auc_train:0.9805721976209081
f1_weighted_train:0.9465394990984874
f1_macro_train:0.9336593956883381
 ==  Epoch: 99 | val Loss: 0.612064
ACC_val:0.743801652892562
auc_val:0.764367816091954
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 99 | test Loss: 0.746936
ACC_test:0.62
auc_test:0.5229276895943562
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 100 | Training Loss: 0.400562
ACC_train:0.9417879417879418
auc_train:0.9859555439784666
f1_weighted_train:0.9425442779480047
f1_macro_train:0.9288671990535345
 ==  Epoch: 100 | val Loss: 0.613150
ACC_val:0.7355371900826446
auc_val:0.7650439486139283
f1_weighted_val:0.7330328074129726
f1_macro_val:0.6666666666666666
 ==  Epoch: 100 | test Loss: 0.746310
ACC_test:0.62
auc_test:0.5266754850088184
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 101 | Training Loss: 0.397224
ACC_train:0.9397089397089398
auc_train:0.9872145524007989
f1_weighted_train:0.9409950989986752
f1_macro_train:0.9277047863380756
 ==  Epoch: 101 | val Loss: 0.617020
ACC_val:0.7272727272727273
auc_val:0.7687626774847871
f1_weighted_val:0.7232902690529809
f1_macro_val:0.6529335071707952
 ==  Epoch: 101 | test Loss: 0.747503
ACC_test:0.6133333333333333
auc_test:0.5205026455026456
f1_weighted_test:0.6133333333333334
f1_macro_test:0.5205026455026456
 ==  Epoch: 102 | Training Loss: 0.398603
ACC_train:0.9397089397089398
auc_train:0.9854779890596509
f1_weighted_train:0.9407801590534749
f1_macro_train:0.927106359184996
 ==  Epoch: 102 | val Loss: 0.612415
ACC_val:0.71900826446281
auc_val:0.7684246112237999
f1_weighted_val:0.7133844832389264
f1_macro_val:0.6388693820224719
 ==  Epoch: 102 | test Loss: 0.746427
ACC_test:0.6133333333333333
auc_test:0.5224867724867724
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 103 | Training Loss: 0.398397
ACC_train:0.9397089397089398
auc_train:0.9848701918902493
f1_weighted_train:0.9399175289402433
f1_macro_train:0.924829574542613
 ==  Epoch: 103 | val Loss: 0.626647
ACC_val:0.7272727272727273
auc_val:0.7636916835699797
f1_weighted_val:0.7168981729257067
f1_macro_val:0.6383479757268363
 ==  Epoch: 103 | test Loss: 0.751056
ACC_test:0.6333333333333333
auc_test:0.5178571428571429
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 104 | Training Loss: 0.395306
ACC_train:0.9501039501039501
auc_train:0.9863679777719891
f1_weighted_train:0.9507522382411466
f1_macro_train:0.9390290277601723
 ==  Epoch: 104 | val Loss: 0.623088
ACC_val:0.7272727272727273
auc_val:0.7660581473968898
f1_weighted_val:0.7168981729257067
f1_macro_val:0.6383479757268363
 ==  Epoch: 104 | test Loss: 0.751410
ACC_test:0.6333333333333333
auc_test:0.5200617283950617
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 105 | Training Loss: 0.401919
ACC_train:0.9355509355509356
auc_train:0.9827646088391073
f1_weighted_train:0.9361923527380712
f1_macro_train:0.9207270716704679
 ==  Epoch: 105 | val Loss: 0.614334
ACC_val:0.743801652892562
auc_val:0.7647058823529412
f1_weighted_val:0.7400605557770428
f1_macro_val:0.673967840069535
 ==  Epoch: 105 | test Loss: 0.749463
ACC_test:0.6266666666666667
auc_test:0.519400352733686
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 106 | Training Loss: 0.397916
ACC_train:0.9397089397089398
auc_train:0.9834375271338023
f1_weighted_train:0.9404320813927801
f1_macro_train:0.9261664681752018
 ==  Epoch: 106 | val Loss: 0.619246
ACC_val:0.7355371900826446
auc_val:0.7596348884381339
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 106 | test Loss: 0.748480
ACC_test:0.6333333333333333
auc_test:0.5220458553791887
f1_weighted_test:0.6258777707772495
f1_macro_test:0.5274643450369437
 ==  Epoch: 107 | Training Loss: 0.393444
ACC_train:0.9376299376299376
auc_train:0.9833072848832161
f1_weighted_train:0.938314806652101
f1_macro_train:0.9234531488711595
 ==  Epoch: 107 | val Loss: 0.621246
ACC_val:0.7355371900826446
auc_val:0.7633536173089925
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 107 | test Loss: 0.750057
ACC_test:0.6133333333333333
auc_test:0.5222663139329806
f1_weighted_test:0.6036867636867638
f1_macro_test:0.49757449757449757
 ==  Epoch: 108 | Training Loss: 0.389276
ACC_train:0.9563409563409564
auc_train:0.9845011721802553
f1_weighted_train:0.9564920037153487
f1_macro_train:0.9455662436343061
 ==  Epoch: 108 | val Loss: 0.606719
ACC_val:0.7355371900826446
auc_val:0.7691007437457742
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 108 | test Loss: 0.748746
ACC_test:0.62
auc_test:0.5209435626102293
f1_weighted_test:0.6185864194103603
f1_macro_test:0.5252901004941425
 ==  Epoch: 109 | Training Loss: 0.391783
ACC_train:0.9459459459459459
auc_train:0.9847616566814275
f1_weighted_train:0.9465394990984874
f1_macro_train:0.9336593956883381
 ==  Epoch: 109 | val Loss: 0.606210
ACC_val:0.7520661157024794
auc_val:0.7691007437457741
f1_weighted_val:0.7541665522638038
f1_macro_val:0.6985049833887044
 ==  Epoch: 109 | test Loss: 0.751379
ACC_test:0.6133333333333333
auc_test:0.5145502645502645
f1_weighted_test:0.6133333333333334
f1_macro_test:0.5205026455026456
 ==  Epoch: 110 | Training Loss: 0.388776
ACC_train:0.9438669438669439
auc_train:0.9895589129113485
f1_weighted_train:0.9448642860153044
f1_macro_train:0.93213350682741
 ==  Epoch: 110 | val Loss: 0.613575
ACC_val:0.7520661157024794
auc_val:0.7674104124408385
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 110 | test Loss: 0.752313
ACC_test:0.6266666666666667
auc_test:0.513668430335097
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 111 | Training Loss: 0.389472
ACC_train:0.9521829521829522
auc_train:0.9853043327255362
f1_weighted_train:0.9527564783459979
f1_macro_train:0.9414423713113669
 ==  Epoch: 111 | val Loss: 0.621111
ACC_val:0.7520661157024794
auc_val:0.7647058823529411
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 111 | test Loss: 0.752240
ACC_test:0.62
auc_test:0.5209435626102292
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 112 | Training Loss: 0.386636
ACC_train:0.9438669438669439
auc_train:0.9869540678996267
f1_weighted_train:0.9446514961073974
f1_macro_train:0.9315555087090568
 ==  Epoch: 112 | val Loss: 0.631754
ACC_val:0.7355371900826446
auc_val:0.7647058823529412
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 112 | test Loss: 0.754019
ACC_test:0.64
auc_test:0.5196208112874781
f1_weighted_test:0.6274812030075188
f1_macro_test:0.5242011278195489
 ==  Epoch: 113 | Training Loss: 0.385989
ACC_train:0.9438669438669439
auc_train:0.9915342537119041
f1_weighted_train:0.9449659023080756
f1_macro_train:0.9324146401119917
 ==  Epoch: 113 | val Loss: 0.634241
ACC_val:0.7272727272727273
auc_val:0.7616632860040569
f1_weighted_val:0.7131779029528403
f1_macro_val:0.6301750486246179
 ==  Epoch: 113 | test Loss: 0.753238
ACC_test:0.6466666666666666
auc_test:0.5207231040564374
f1_weighted_test:0.6286066018948766
f1_macro_test:0.5202462132641361
 ==  Epoch: 114 | Training Loss: 0.385023
ACC_train:0.9521829521829522
auc_train:0.9911435269601458
f1_weighted_train:0.9527564783459979
f1_macro_train:0.9414423713113669
 ==  Epoch: 114 | val Loss: 0.616815
ACC_val:0.7355371900826446
auc_val:0.7680865449628128
f1_weighted_val:0.7302442195189897
f1_macro_val:0.6601123595505618
 ==  Epoch: 114 | test Loss: 0.754015
ACC_test:0.6266666666666667
auc_test:0.5180776014109347
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 115 | Training Loss: 0.382356
ACC_train:0.9604989604989606
auc_train:0.9910784058348528
f1_weighted_train:0.9609727429814766
f1_macro_train:0.9516263067354771
 ==  Epoch: 115 | val Loss: 0.594819
ACC_val:0.71900826446281
auc_val:0.7718052738336714
f1_weighted_val:0.7270264179816263
f1_macro_val:0.6739061509194674
 ==  Epoch: 115 | test Loss: 0.752063
ACC_test:0.5866666666666667
auc_test:0.5171957671957672
f1_weighted_test:0.5945396825396825
f1_macro_test:0.5079365079365079
 ==  Epoch: 116 | Training Loss: 0.382210
ACC_train:0.9438669438669439
auc_train:0.9915559607536685
f1_weighted_train:0.9449659023080756
f1_macro_train:0.9324146401119917
 ==  Epoch: 116 | val Loss: 0.622908
ACC_val:0.7355371900826446
auc_val:0.7663962136578769
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 116 | test Loss: 0.753069
ACC_test:0.6133333333333333
auc_test:0.5185185185185186
f1_weighted_test:0.6036867636867638
f1_macro_test:0.49757449757449757
 ==  Epoch: 117 | Training Loss: 0.381814
ACC_train:0.9521829521829522
auc_train:0.9916862030042546
f1_weighted_train:0.9525583163019681
f1_macro_train:0.9409220286124713
 ==  Epoch: 117 | val Loss: 0.608430
ACC_val:0.7520661157024794
auc_val:0.768762677484787
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 117 | test Loss: 0.751681
ACC_test:0.62
auc_test:0.5211640211640212
f1_weighted_test:0.6185864194103603
f1_macro_test:0.5252901004941425
 ==  Epoch: 118 | Training Loss: 0.378548
ACC_train:0.9625779625779626
auc_train:0.9929669184683511
f1_weighted_train:0.96306417868086
f1_macro_train:0.9542717708201293
 ==  Epoch: 118 | val Loss: 0.616877
ACC_val:0.743801652892562
auc_val:0.7667342799188641
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 118 | test Loss: 0.756524
ACC_test:0.62
auc_test:0.5160934744268078
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 119 | Training Loss: 0.380408
ACC_train:0.9604989604989606
auc_train:0.9929452114265868
f1_weighted_train:0.9609727429814766
f1_macro_train:0.9516263067354771
 ==  Epoch: 119 | val Loss: 0.625416
ACC_val:0.743801652892562
auc_val:0.766734279918864
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 119 | test Loss: 0.758066
ACC_test:0.62
auc_test:0.5167548500881834
f1_weighted_test:0.6086913982878108
f1_macro_test:0.5020674392871702
 ==  Epoch: 120 | Training Loss: 0.373124
ACC_train:0.9625779625779626
auc_train:0.9924676565077711
f1_weighted_train:0.96306417868086
f1_macro_train:0.9542717708201293
 ==  Epoch: 120 | val Loss: 0.614770
ACC_val:0.7520661157024794
auc_val:0.7721433400946586
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 120 | test Loss: 0.756884
ACC_test:0.6066666666666667
auc_test:0.5158730158730158
f1_weighted_test:0.6020767799763234
f1_macro_test:0.5010992727887704
 ==  Epoch: 121 | Training Loss: 0.374344
ACC_train:0.9646569646569647
auc_train:0.9921203438395416
f1_weighted_train:0.9650808752992158
f1_macro_train:0.956718274447532
 ==  Epoch: 121 | val Loss: 0.618598
ACC_val:0.743801652892562
auc_val:0.7772143340094659
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 121 | test Loss: 0.758785
ACC_test:0.6266666666666667
auc_test:0.5132275132275133
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 122 | Training Loss: 0.376741
ACC_train:0.9667359667359667
auc_train:0.9924025353824781
f1_weighted_train:0.9670323087202883
f1_macro_train:0.958994032395567
 ==  Epoch: 122 | val Loss: 0.603549
ACC_val:0.743801652892562
auc_val:0.7782285327924273
f1_weighted_val:0.7469669401066394
f1_macro_val:0.6910468659912692
 ==  Epoch: 122 | test Loss: 0.757938
ACC_test:0.6133333333333333
auc_test:0.5134479717813052
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 123 | Training Loss: 0.374299
ACC_train:0.9542619542619543
auc_train:0.9932925240948163
f1_weighted_train:0.9548562183877178
f1_macro_train:0.9441099421134913
 ==  Epoch: 123 | val Loss: 0.616876
ACC_val:0.743801652892562
auc_val:0.7734956051386072
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 123 | test Loss: 0.755823
ACC_test:0.6266666666666667
auc_test:0.5149911816578483
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 124 | Training Loss: 0.372620
ACC_train:0.9646569646569647
auc_train:0.9942476339324476
f1_weighted_train:0.9651509419935467
f1_macro_train:0.9569053202982951
 ==  Epoch: 124 | val Loss: 0.627852
ACC_val:0.7272727272727273
auc_val:0.7724814063556457
f1_weighted_val:0.7168981729257067
f1_macro_val:0.6383479757268363
 ==  Epoch: 124 | test Loss: 0.758068
ACC_test:0.6333333333333333
auc_test:0.5158730158730159
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 125 | Training Loss: 0.370610
ACC_train:0.9584199584199584
auc_train:0.9929452114265868
f1_weighted_train:0.9589601985342889
f1_macro_train:0.9491908564668103
 ==  Epoch: 125 | val Loss: 0.622024
ACC_val:0.743801652892562
auc_val:0.7704530087897227
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 125 | test Loss: 0.757381
ACC_test:0.6266666666666667
auc_test:0.5163139329805997
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 126 | Training Loss: 0.369731
ACC_train:0.9688149688149689
auc_train:0.9956802986888947
f1_weighted_train:0.9689922924123668
f1_macro_train:0.9612964482852959
 ==  Epoch: 126 | val Loss: 0.613896
ACC_val:0.743801652892562
auc_val:0.7660581473968897
f1_weighted_val:0.7400605557770428
f1_macro_val:0.673967840069535
 ==  Epoch: 126 | test Loss: 0.756228
ACC_test:0.6133333333333333
auc_test:0.5180776014109347
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 127 | Training Loss: 0.371733
ACC_train:0.9667359667359667
auc_train:0.994638360684206
f1_weighted_train:0.9672331289143103
f1_macro_train:0.9595271151499852
 ==  Epoch: 127 | val Loss: 0.623875
ACC_val:0.7355371900826446
auc_val:0.7653820148749154
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 127 | test Loss: 0.755803
ACC_test:0.62
auc_test:0.5207231040564374
f1_weighted_test:0.6086913982878108
f1_macro_test:0.5020674392871702
 ==  Epoch: 128 | Training Loss: 0.369482
ACC_train:0.9688149688149689
auc_train:0.9949856733524355
f1_weighted_train:0.9691890076169551
f1_macro_train:0.961810242159587
 ==  Epoch: 128 | val Loss: 0.611800
ACC_val:0.7520661157024794
auc_val:0.768762677484787
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 128 | test Loss: 0.756362
ACC_test:0.62
auc_test:0.5178571428571428
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 129 | Training Loss: 0.367358
ACC_train:0.972972972972973
auc_train:0.9953981071459581
f1_weighted_train:0.9731266534240512
f1_macro_train:0.9664569218472565
 ==  Epoch: 129 | val Loss: 0.614101
ACC_val:0.7520661157024794
auc_val:0.7738336713995942
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 129 | test Loss: 0.759503
ACC_test:0.6133333333333333
auc_test:0.5180776014109347
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 130 | Training Loss: 0.370150
ACC_train:0.9625779625779626
auc_train:0.9926847269254147
f1_weighted_train:0.96306417868086
f1_macro_train:0.9542717708201293
 ==  Epoch: 130 | val Loss: 0.618984
ACC_val:0.743801652892562
auc_val:0.7701149425287356
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 130 | test Loss: 0.759062
ACC_test:0.6133333333333333
auc_test:0.515652557319224
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 131 | Training Loss: 0.366211
ACC_train:0.9646569646569647
auc_train:0.9954632282712512
f1_weighted_train:0.9651509419935467
f1_macro_train:0.9569053202982951
 ==  Epoch: 131 | val Loss: 0.619888
ACC_val:0.7520661157024794
auc_val:0.7724814063556457
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 131 | test Loss: 0.760953
ACC_test:0.6266666666666667
auc_test:0.5134479717813051
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 132 | Training Loss: 0.360431
ACC_train:0.9646569646569647
auc_train:0.9967656507771121
f1_weighted_train:0.9650087095660392
f1_macro_train:0.9565277489805792
 ==  Epoch: 132 | val Loss: 0.623141
ACC_val:0.743801652892562
auc_val:0.7718052738336714
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 132 | test Loss: 0.760969
ACC_test:0.6266666666666667
auc_test:0.5134479717813052
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 133 | Training Loss: 0.362206
ACC_train:0.9708939708939709
auc_train:0.9942259268906832
f1_weighted_train:0.9712135764376469
f1_macro_train:0.9642781361398743
 ==  Epoch: 133 | val Loss: 0.638155
ACC_val:0.743801652892562
auc_val:0.7701149425287356
f1_weighted_val:0.7266974673673238
f1_macro_val:0.6442863916548127
 ==  Epoch: 133 | test Loss: 0.763047
ACC_test:0.64
auc_test:0.515652557319224
f1_weighted_test:0.6194736842105264
f1_macro_test:0.5065789473684211
 ==  Epoch: 134 | Training Loss: 0.360033
ACC_train:0.9792099792099792
auc_train:0.9967656507771121
f1_weighted_train:0.9792582664633481
f1_macro_train:0.97401909947282
 ==  Epoch: 134 | val Loss: 0.624311
ACC_val:0.7272727272727273
auc_val:0.7714672075726842
f1_weighted_val:0.7168981729257067
f1_macro_val:0.6383479757268363
 ==  Epoch: 134 | test Loss: 0.759377
ACC_test:0.6333333333333333
auc_test:0.5198412698412698
f1_weighted_test:0.6258777707772495
f1_macro_test:0.5274643450369437
 ==  Epoch: 135 | Training Loss: 0.361481
ACC_train:0.975051975051975
auc_train:0.9972866197794564
f1_weighted_train:0.9752742315402161
f1_macro_train:0.9692455242966751
 ==  Epoch: 135 | val Loss: 0.626651
ACC_val:0.743801652892562
auc_val:0.7704530087897228
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 135 | test Loss: 0.763667
ACC_test:0.6266666666666667
auc_test:0.5134479717813051
f1_weighted_test:0.6136842105263158
f1_macro_test:0.506578947368421
 ==  Epoch: 136 | Training Loss: 0.361325
ACC_train:0.975051975051975
auc_train:0.9955500564383085
f1_weighted_train:0.9752210191516553
f1_macro_train:0.969107257546564
 ==  Epoch: 136 | val Loss: 0.628568
ACC_val:0.743801652892562
auc_val:0.7674104124408384
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 136 | test Loss: 0.763247
ACC_test:0.6266666666666667
auc_test:0.517636684303351
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 137 | Training Loss: 0.359368
ACC_train:0.9812889812889813
auc_train:0.9973083268212207
f1_weighted_train:0.9814358629007702
f1_macro_train:0.9768825329353149
 ==  Epoch: 137 | val Loss: 0.628835
ACC_val:0.743801652892562
auc_val:0.7711291413116971
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 137 | test Loss: 0.765915
ACC_test:0.62
auc_test:0.5163139329805997
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 138 | Training Loss: 0.357429
ACC_train:0.9771309771309772
auc_train:0.9967222366935834
f1_weighted_train:0.9773585767780251
f1_macro_train:0.9718708963991982
 ==  Epoch: 138 | val Loss: 0.629298
ACC_val:0.7520661157024794
auc_val:0.7704530087897229
f1_weighted_val:0.7442015462543322
f1_macro_val:0.674731182795699
 ==  Epoch: 138 | test Loss: 0.765556
ACC_test:0.6133333333333333
auc_test:0.5143298059964727
f1_weighted_test:0.6036867636867638
f1_macro_test:0.49757449757449757
 ==  Epoch: 139 | Training Loss: 0.357069
ACC_train:0.9812889812889813
auc_train:0.9965268733177042
f1_weighted_train:0.9814358629007702
f1_macro_train:0.9768825329353149
 ==  Epoch: 139 | val Loss: 0.617155
ACC_val:0.7355371900826446
auc_val:0.7707910750507099
f1_weighted_val:0.7302442195189897
f1_macro_val:0.6601123595505618
 ==  Epoch: 139 | test Loss: 0.763050
ACC_test:0.6266666666666667
auc_test:0.5185185185185185
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 140 | Training Loss: 0.359072
ACC_train:0.9792099792099792
auc_train:0.9974819831553355
f1_weighted_train:0.9793508492930458
f1_macro_train:0.9742560479554699
 ==  Epoch: 140 | val Loss: 0.612049
ACC_val:0.7520661157024794
auc_val:0.7697768762677484
f1_weighted_val:0.7520661157024794
f1_macro_val:0.6932048681541583
 ==  Epoch: 140 | test Loss: 0.764343
ACC_test:0.6133333333333333
auc_test:0.5143298059964727
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 141 | Training Loss: 0.358561
ACC_train:0.9771309771309772
auc_train:0.9961578536077104
f1_weighted_train:0.9773104991009411
f1_macro_train:0.9717453180320514
 ==  Epoch: 141 | val Loss: 0.630950
ACC_val:0.743801652892562
auc_val:0.7684246112237998
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 141 | test Loss: 0.764053
ACC_test:0.6266666666666667
auc_test:0.5154320987654322
f1_weighted_test:0.6136842105263158
f1_macro_test:0.506578947368421
 ==  Epoch: 142 | Training Loss: 0.353408
ACC_train:0.9833679833679834
auc_train:0.9973517409047495
f1_weighted_train:0.9834806794344365
f1_macro_train:0.9794048383643759
 ==  Epoch: 142 | val Loss: 0.636788
ACC_val:0.7355371900826446
auc_val:0.768762677484787
f1_weighted_val:0.7199251613862491
f1_macro_val:0.6371814092953523
 ==  Epoch: 142 | test Loss: 0.767205
ACC_test:0.6466666666666666
auc_test:0.5167548500881834
f1_weighted_test:0.6243483609078049
f1_macro_test:0.5110400393628145
 ==  Epoch: 143 | Training Loss: 0.351155
ACC_train:0.9875259875259875
auc_train:0.9978292958235652
f1_weighted_train:0.9875831290085667
f1_macro_train:0.9844832035786486
 ==  Epoch: 143 | val Loss: 0.636071
ACC_val:0.743801652892562
auc_val:0.7701149425287357
f1_weighted_val:0.730561060349638
f1_macro_val:0.6525886820413077
 ==  Epoch: 143 | test Loss: 0.764083
ACC_test:0.6533333333333333
auc_test:0.519620811287478
f1_weighted_test:0.6335672514619883
f1_macro_test:0.5248538011695907
 ==  Epoch: 144 | Training Loss: 0.347781
ACC_train:0.9875259875259875
auc_train:0.9973734479465138
f1_weighted_train:0.9875831290085667
f1_macro_train:0.9844832035786486
 ==  Epoch: 144 | val Loss: 0.626843
ACC_val:0.7355371900826446
auc_val:0.7731575388776201
f1_weighted_val:0.7237187055368874
f1_macro_val:0.6454212454212455
 ==  Epoch: 144 | test Loss: 0.766543
ACC_test:0.6333333333333333
auc_test:0.5171957671957672
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 145 | Training Loss: 0.353563
ACC_train:0.9896049896049897
auc_train:0.997134670487106
f1_weighted_train:0.989640953265559
f1_macro_train:0.9870395818176918
 ==  Epoch: 145 | val Loss: 0.622039
ACC_val:0.7520661157024794
auc_val:0.7714672075726843
f1_weighted_val:0.7442015462543322
f1_macro_val:0.674731182795699
 ==  Epoch: 145 | test Loss: 0.766891
ACC_test:0.62
auc_test:0.5154320987654321
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 146 | Training Loss: 0.351668
ACC_train:0.9854469854469855
auc_train:0.9977858817400365
f1_weighted_train:0.9855612267005991
f1_macro_train:0.9820197478385783
 ==  Epoch: 146 | val Loss: 0.624636
ACC_val:0.743801652892562
auc_val:0.7697768762677485
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 146 | test Loss: 0.766533
ACC_test:0.6133333333333333
auc_test:0.5180776014109347
f1_weighted_test:0.6071818181818182
f1_macro_test:0.5056818181818182
 ==  Epoch: 147 | Training Loss: 0.350065
ACC_train:0.9812889812889813
auc_train:0.9989797690370756
f1_weighted_train:0.9814358629007702
f1_macro_train:0.9768825329353149
 ==  Epoch: 147 | val Loss: 0.634481
ACC_val:0.743801652892562
auc_val:0.7674104124408384
f1_weighted_val:0.730561060349638
f1_macro_val:0.6525886820413077
 ==  Epoch: 147 | test Loss: 0.768581
ACC_test:0.6333333333333333
auc_test:0.5169753086419753
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 148 | Training Loss: 0.356889
ACC_train:0.975051975051975
auc_train:0.9963098029000608
f1_weighted_train:0.9751662580171333
f1_macro_train:0.9689664071572971
 ==  Epoch: 148 | val Loss: 0.635743
ACC_val:0.743801652892562
auc_val:0.7660581473968898
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 148 | test Loss: 0.767202
ACC_test:0.6333333333333333
auc_test:0.5180776014109347
f1_weighted_test:0.6145917566833625
f1_macro_test:0.5021422967835375
 ==  Epoch: 149 | Training Loss: 0.345893
ACC_train:0.9896049896049897
auc_train:0.9977207606147434
f1_weighted_train:0.989640953265559
f1_macro_train:0.9870395818176918
 ==  Epoch: 149 | val Loss: 0.619046
ACC_val:0.743801652892562
auc_val:0.7718052738336714
f1_weighted_val:0.7400605557770428
f1_macro_val:0.673967840069535
 ==  Epoch: 149 | test Loss: 0.766859
ACC_test:0.6333333333333333
auc_test:0.5187389770723104
f1_weighted_test:0.6258777707772495
f1_macro_test:0.5274643450369437
 ==  Epoch: 150 | Training Loss: 0.347285
ACC_train:0.9875259875259875
auc_train:0.9979812451159157
f1_weighted_train:0.9875831290085667
f1_macro_train:0.9844832035786486
 ==  Epoch: 150 | val Loss: 0.623543
ACC_val:0.743801652892562
auc_val:0.7724814063556457
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 150 | test Loss: 0.766046
ACC_test:0.62
auc_test:0.5207231040564374
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 151 | Training Loss: 0.347035
ACC_train:0.9833679833679834
auc_train:0.9983285577841451
f1_weighted_train:0.9834806794344365
f1_macro_train:0.9794048383643759
 ==  Epoch: 151 | val Loss: 0.630715
ACC_val:0.743801652892562
auc_val:0.7728194726166329
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 151 | test Loss: 0.767688
ACC_test:0.64
auc_test:0.5187389770723104
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 152 | Training Loss: 0.348159
ACC_train:0.9833679833679834
auc_train:0.9974602761135712
f1_weighted_train:0.9834441720114221
f1_macro_train:0.9793109381048647
 ==  Epoch: 152 | val Loss: 0.629023
ACC_val:0.7520661157024794
auc_val:0.7738336713995942
f1_weighted_val:0.7442015462543322
f1_macro_val:0.674731182795699
 ==  Epoch: 152 | test Loss: 0.769455
ACC_test:0.64
auc_test:0.5143298059964726
f1_weighted_test:0.6274812030075188
f1_macro_test:0.5242011278195489
 ==  Epoch: 153 | Training Loss: 0.343915
ACC_train:0.9916839916839917
auc_train:0.9979812451159156
f1_weighted_train:0.9917220860057112
f1_macro_train:0.9896554690524324
 ==  Epoch: 153 | val Loss: 0.619684
ACC_val:0.743801652892562
auc_val:0.7701149425287357
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 153 | test Loss: 0.767699
ACC_test:0.62
auc_test:0.5178571428571428
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 154 | Training Loss: 0.344173
ACC_train:0.9896049896049897
auc_train:0.9981331944082661
f1_weighted_train:0.9896640974707889
f1_macro_train:0.9870988160950986
 ==  Epoch: 154 | val Loss: 0.619176
ACC_val:0.743801652892562
auc_val:0.7728194726166329
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 154 | test Loss: 0.770808
ACC_test:0.6066666666666667
auc_test:0.5147707231040565
f1_weighted_test:0.6020767799763234
f1_macro_test:0.5010992727887704
 ==  Epoch: 155 | Training Loss: 0.341468
ACC_train:0.9958419958419958
auc_train:0.9973083268212208
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 155 | val Loss: 0.632386
ACC_val:0.743801652892562
auc_val:0.7718052738336714
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 155 | test Loss: 0.771437
ACC_test:0.64
auc_test:0.5132275132275133
f1_weighted_test:0.6274812030075188
f1_macro_test:0.5242011278195489
 ==  Epoch: 156 | Training Loss: 0.346022
ACC_train:0.9833679833679834
auc_train:0.997264912737692
f1_weighted_train:0.9834806794344365
f1_macro_train:0.9794048383643759
 ==  Epoch: 156 | val Loss: 0.632196
ACC_val:0.743801652892562
auc_val:0.7745098039215687
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 156 | test Loss: 0.774371
ACC_test:0.62
auc_test:0.5121252204585538
f1_weighted_test:0.6047999999999999
f1_macro_test:0.4933333333333333
 ==  Epoch: 157 | Training Loss: 0.345741
ACC_train:0.9854469854469855
auc_train:0.9976556394894505
f1_weighted_train:0.9855297364591046
f1_macro_train:0.981938342533138
 ==  Epoch: 157 | val Loss: 0.627228
ACC_val:0.7355371900826446
auc_val:0.7714672075726842
f1_weighted_val:0.7302442195189897
f1_macro_val:0.6601123595505618
 ==  Epoch: 157 | test Loss: 0.771954
ACC_test:0.6266666666666667
auc_test:0.5163139329805997
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 158 | Training Loss: 0.342472
ACC_train:0.9896049896049897
auc_train:0.998567335243553
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 158 | val Loss: 0.619367
ACC_val:0.7272727272727273
auc_val:0.7701149425287357
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 158 | test Loss: 0.771571
ACC_test:0.6066666666666667
auc_test:0.5158730158730158
f1_weighted_test:0.6052034867580924
f1_macro_test:0.5086336127921827
 ==  Epoch: 159 | Training Loss: 0.344067
ACC_train:0.9916839916839917
auc_train:0.9978510028653296
f1_weighted_train:0.9917220860057112
f1_macro_train:0.9896554690524324
 ==  Epoch: 159 | val Loss: 0.614499
ACC_val:0.7520661157024794
auc_val:0.77079107505071
f1_weighted_val:0.7541665522638038
f1_macro_val:0.6985049833887044
 ==  Epoch: 159 | test Loss: 0.769152
ACC_test:0.62
auc_test:0.5160934744268078
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 160 | Training Loss: 0.342577
ACC_train:0.9896049896049897
auc_train:0.9981983155335591
f1_weighted_train:0.989640953265559
f1_macro_train:0.9870395818176918
 ==  Epoch: 160 | val Loss: 0.623654
ACC_val:0.7355371900826446
auc_val:0.7704530087897228
f1_weighted_val:0.7302442195189897
f1_macro_val:0.6601123595505618
 ==  Epoch: 160 | test Loss: 0.770518
ACC_test:0.6266666666666667
auc_test:0.5160934744268078
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 161 | Training Loss: 0.341633
ACC_train:0.9916839916839917
auc_train:0.9982634366588522
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 161 | val Loss: 0.644244
ACC_val:0.743801652892562
auc_val:0.7694388100067613
f1_weighted_val:0.730561060349638
f1_macro_val:0.6525886820413077
 ==  Epoch: 161 | test Loss: 0.770938
ACC_test:0.64
auc_test:0.5167548500881834
f1_weighted_test:0.6194736842105264
f1_macro_test:0.5065789473684211
 ==  Epoch: 162 | Training Loss: 0.343814
ACC_train:0.9792099792099792
auc_train:0.9979161239906226
f1_weighted_train:0.9794382688840334
f1_macro_train:0.9744843829570531
 ==  Epoch: 162 | val Loss: 0.631933
ACC_val:0.7603305785123967
auc_val:0.77079107505071
f1_weighted_val:0.7512135459044089
f1_macro_val:0.682184584729644
 ==  Epoch: 162 | test Loss: 0.772932
ACC_test:0.6466666666666666
auc_test:0.5145502645502645
f1_weighted_test:0.6286066018948766
f1_macro_test:0.5202462132641361
 ==  Epoch: 163 | Training Loss: 0.344376
ACC_train:0.9875259875259875
auc_train:0.9983502648259096
f1_weighted_train:0.9876105095758275
f1_macro_train:0.9845536287732819
 ==  Epoch: 163 | val Loss: 0.621145
ACC_val:0.7355371900826446
auc_val:0.7711291413116971
f1_weighted_val:0.7330328074129726
f1_macro_val:0.6666666666666666
 ==  Epoch: 163 | test Loss: 0.773127
ACC_test:0.6133333333333333
auc_test:0.5152116402116402
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 164 | Training Loss: 0.336853
ACC_train:0.9958419958419958
auc_train:0.9985456282017887
f1_weighted_train:0.9958419958419958
f1_macro_train:0.9947794564556742
 ==  Epoch: 164 | val Loss: 0.625400
ACC_val:0.7355371900826446
auc_val:0.7748478701825557
f1_weighted_val:0.7302442195189897
f1_macro_val:0.6601123595505618
 ==  Epoch: 164 | test Loss: 0.773948
ACC_test:0.6333333333333333
auc_test:0.5141093474426808
f1_weighted_test:0.6224215246636772
f1_macro_test:0.5195387572069187
 ==  Epoch: 165 | Training Loss: 0.337362
ACC_train:0.9958419958419958
auc_train:0.9983936789094382
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 165 | val Loss: 0.625913
ACC_val:0.7272727272727273
auc_val:0.7775524002704529
f1_weighted_val:0.7202592565721057
f1_macro_val:0.6459164671455173
 ==  Epoch: 165 | test Loss: 0.773236
ACC_test:0.6266666666666667
auc_test:0.5141093474426808
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 166 | Training Loss: 0.341852
ACC_train:0.9958419958419958
auc_train:0.9983502648259095
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 166 | val Loss: 0.623336
ACC_val:0.7272727272727273
auc_val:0.7741717376605813
f1_weighted_val:0.7202592565721057
f1_macro_val:0.6459164671455173
 ==  Epoch: 166 | test Loss: 0.773102
ACC_test:0.62
auc_test:0.5134479717813052
f1_weighted_test:0.6086913982878108
f1_macro_test:0.5020674392871702
 ==  Epoch: 167 | Training Loss: 0.338319
ACC_train:0.9958419958419958
auc_train:0.9972866197794565
f1_weighted_train:0.9958419958419958
f1_macro_train:0.9947794564556742
 ==  Epoch: 167 | val Loss: 0.616250
ACC_val:0.7355371900826446
auc_val:0.7741717376605814
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 167 | test Loss: 0.776485
ACC_test:0.62
auc_test:0.5108024691358025
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 168 | Training Loss: 0.341662
ACC_train:0.9896049896049897
auc_train:0.9986107493270816
f1_weighted_train:0.9896171458662998
f1_macro_train:0.9869792371619609
 ==  Epoch: 168 | val Loss: 0.635536
ACC_val:0.7603305785123967
auc_val:0.7711291413116971
f1_weighted_val:0.7512135459044089
f1_macro_val:0.682184584729644
 ==  Epoch: 168 | test Loss: 0.777122
ACC_test:0.64
auc_test:0.5130070546737213
f1_weighted_test:0.6194736842105264
f1_macro_test:0.5065789473684211
 ==  Epoch: 169 | Training Loss: 0.338900
ACC_train:0.9937629937629938
auc_train:0.9977207606147435
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 169 | val Loss: 0.648227
ACC_val:0.743801652892562
auc_val:0.7718052738336715
f1_weighted_val:0.7266974673673238
f1_macro_val:0.6442863916548127
 ==  Epoch: 169 | test Loss: 0.775435
ACC_test:0.64
auc_test:0.5101410934744268
f1_weighted_test:0.6194736842105264
f1_macro_test:0.5065789473684211
 ==  Epoch: 170 | Training Loss: 0.335281
ACC_train:0.9916839916839917
auc_train:0.9977858817400365
f1_weighted_train:0.9917220860057112
f1_macro_train:0.9896554690524324
 ==  Epoch: 170 | val Loss: 0.631778
ACC_val:0.71900826446281
auc_val:0.7745098039215685
f1_weighted_val:0.7133844832389264
f1_macro_val:0.6388693820224719
 ==  Epoch: 170 | test Loss: 0.773874
ACC_test:0.64
auc_test:0.5134479717813052
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 171 | Training Loss: 0.337480
ACC_train:0.9937629937629938
auc_train:0.9987844056611965
f1_weighted_train:0.9937702875197798
f1_macro_train:0.9921875422971764
 ==  Epoch: 171 | val Loss: 0.622717
ACC_val:0.7272727272727273
auc_val:0.7765382014874916
f1_weighted_val:0.7232902690529809
f1_macro_val:0.6529335071707952
 ==  Epoch: 171 | test Loss: 0.774665
ACC_test:0.6066666666666667
auc_test:0.5156525573192241
f1_weighted_test:0.6020767799763234
f1_macro_test:0.5010992727887704
 ==  Epoch: 172 | Training Loss: 0.336192
ACC_train:0.9937629937629938
auc_train:0.9987844056611965
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 172 | val Loss: 0.620472
ACC_val:0.743801652892562
auc_val:0.7721433400946585
f1_weighted_val:0.7400605557770428
f1_macro_val:0.673967840069535
 ==  Epoch: 172 | test Loss: 0.778935
ACC_test:0.62
auc_test:0.5094797178130511
f1_weighted_test:0.6155657026889902
f1_macro_test:0.5180111618467782
 ==  Epoch: 173 | Training Loss: 0.334818
ACC_train:0.9937629937629938
auc_train:0.9981114873665017
f1_weighted_train:0.9937702875197798
f1_macro_train:0.9921875422971764
 ==  Epoch: 173 | val Loss: 0.642581
ACC_val:0.743801652892562
auc_val:0.7701149425287356
f1_weighted_val:0.730561060349638
f1_macro_val:0.6525886820413077
 ==  Epoch: 173 | test Loss: 0.774404
ACC_test:0.6533333333333333
auc_test:0.511904761904762
f1_weighted_test:0.6292173913043477
f1_macro_test:0.515527950310559
 ==  Epoch: 174 | Training Loss: 0.336167
ACC_train:0.9916839916839917
auc_train:0.9978292958235652
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 174 | val Loss: 0.645955
ACC_val:0.743801652892562
auc_val:0.7711291413116971
f1_weighted_val:0.730561060349638
f1_macro_val:0.6525886820413077
 ==  Epoch: 174 | test Loss: 0.773753
ACC_test:0.6466666666666666
auc_test:0.5134479717813051
f1_weighted_test:0.6243483609078049
f1_macro_test:0.5110400393628145
 ==  Epoch: 175 | Training Loss: 0.337020
ACC_train:0.9916839916839917
auc_train:0.9981331944082661
f1_weighted_train:0.9917220860057112
f1_macro_train:0.9896554690524324
 ==  Epoch: 175 | val Loss: 0.645117
ACC_val:0.7520661157024794
auc_val:0.7728194726166328
f1_weighted_val:0.7409862864408319
f1_macro_val:0.6675824175824177
 ==  Epoch: 175 | test Loss: 0.777367
ACC_test:0.64
auc_test:0.5134479717813052
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 176 | Training Loss: 0.335117
ACC_train:0.9896049896049897
auc_train:0.9982634366588522
f1_weighted_train:0.9896640974707889
f1_macro_train:0.9870988160950986
 ==  Epoch: 176 | val Loss: 0.647259
ACC_val:0.7520661157024794
auc_val:0.7704530087897228
f1_weighted_val:0.7374298387996086
f1_macro_val:0.6598575712143928
 ==  Epoch: 176 | test Loss: 0.775989
ACC_test:0.6533333333333333
auc_test:0.5119047619047619
f1_weighted_test:0.6292173913043477
f1_macro_test:0.515527950310559
 ==  Epoch: 177 | Training Loss: 0.335790
ACC_train:0.9896049896049897
auc_train:0.9986541634106104
f1_weighted_train:0.9896640974707889
f1_macro_train:0.9870988160950986
 ==  Epoch: 177 | val Loss: 0.654858
ACC_val:0.7272727272727273
auc_val:0.77315753887762
f1_weighted_val:0.704521147301896
f1_macro_val:0.611764705882353
 ==  Epoch: 177 | test Loss: 0.774533
ACC_test:0.66
auc_test:0.5119047619047619
f1_weighted_test:0.6292691051181859
f1_macro_test:0.50996092498879
 ==  Epoch: 178 | Training Loss: 0.337820
ACC_train:0.9958419958419958
auc_train:0.9978510028653295
f1_weighted_train:0.9958419958419958
f1_macro_train:0.9947794564556742
 ==  Epoch: 178 | val Loss: 0.658105
ACC_val:0.7272727272727273
auc_val:0.7721433400946586
f1_weighted_val:0.704521147301896
f1_macro_val:0.611764705882353
 ==  Epoch: 178 | test Loss: 0.775093
ACC_test:0.6733333333333333
auc_test:0.5110229276895943
f1_weighted_test:0.6387954173486088
f1_macro_test:0.5188216039279869
 ==  Epoch: 179 | Training Loss: 0.335219
ACC_train:0.9916839916839917
auc_train:0.9979378310323869
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 179 | val Loss: 0.636418
ACC_val:0.7272727272727273
auc_val:0.7762001352265043
f1_weighted_val:0.7168981729257067
f1_macro_val:0.6383479757268363
 ==  Epoch: 179 | test Loss: 0.775341
ACC_test:0.6333333333333333
auc_test:0.5149911816578483
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 180 | Training Loss: 0.337030
ACC_train:0.9916839916839917
auc_train:0.997937831032387
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 180 | val Loss: 0.627372
ACC_val:0.743801652892562
auc_val:0.7789046653144016
f1_weighted_val:0.7372132410222811
f1_macro_val:0.6673760751973042
 ==  Epoch: 180 | test Loss: 0.781045
ACC_test:0.62
auc_test:0.5066137566137566
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 181 | Training Loss: 0.334973
ACC_train:0.9958419958419958
auc_train:0.9988929408700182
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 181 | val Loss: 0.628094
ACC_val:0.7520661157024794
auc_val:0.7778904665314401
f1_weighted_val:0.7471039557990529
f1_macro_val:0.6813553370786517
 ==  Epoch: 181 | test Loss: 0.780345
ACC_test:0.6266666666666667
auc_test:0.5059523809523809
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 182 | Training Loss: 0.332215
ACC_train:0.9958419958419958
auc_train:0.9983285577841452
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 182 | val Loss: 0.632561
ACC_val:0.7272727272727273
auc_val:0.7751859364435429
f1_weighted_val:0.7202592565721057
f1_macro_val:0.6459164671455173
 ==  Epoch: 182 | test Loss: 0.777088
ACC_test:0.6333333333333333
auc_test:0.5087081128747795
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 183 | Training Loss: 0.331333
ACC_train:0.997920997920998
auc_train:0.9992185464964835
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 183 | val Loss: 0.614336
ACC_val:0.743801652892562
auc_val:0.7826233941852603
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 183 | test Loss: 0.781680
ACC_test:0.6133333333333333
auc_test:0.5085978835978835
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 184 | Training Loss: 0.331056
ACC_train:0.9937629937629938
auc_train:0.9978075887818009
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 184 | val Loss: 0.605212
ACC_val:0.7355371900826446
auc_val:0.7829614604462475
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 184 | test Loss: 0.780688
ACC_test:0.5866666666666667
auc_test:0.5119047619047619
f1_weighted_test:0.5895414040425994
f1_macro_test:0.4946750706368181
 ==  Epoch: 185 | Training Loss: 0.335791
ACC_train:0.9916839916839917
auc_train:0.99800295215768
f1_weighted_train:0.9917033065853392
f1_macro_train:0.989607639789128
 ==  Epoch: 185 | val Loss: 0.639916
ACC_val:0.743801652892562
auc_val:0.777552400270453
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 185 | test Loss: 0.774404
ACC_test:0.6333333333333333
auc_test:0.5097001763668431
f1_weighted_test:0.6101728273571561
f1_macro_test:0.4925887200934867
 ==  Epoch: 186 | Training Loss: 0.329993
ACC_train:0.9958419958419958
auc_train:0.9985239211600243
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 186 | val Loss: 0.641389
ACC_val:0.7355371900826446
auc_val:0.7758620689655172
f1_weighted_val:0.7237187055368874
f1_macro_val:0.6454212454212455
 ==  Epoch: 186 | test Loss: 0.775027
ACC_test:0.64
auc_test:0.5097001763668431
f1_weighted_test:0.6194736842105264
f1_macro_test:0.5065789473684211
 ==  Epoch: 187 | Training Loss: 0.331887
ACC_train:0.9958419958419958
auc_train:0.9993704957888339
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 187 | val Loss: 0.640679
ACC_val:0.7355371900826446
auc_val:0.7762001352265043
f1_weighted_val:0.7237187055368874
f1_macro_val:0.6454212454212455
 ==  Epoch: 187 | test Loss: 0.776780
ACC_test:0.6466666666666666
auc_test:0.513888888888889
f1_weighted_test:0.6286066018948766
f1_macro_test:0.5202462132641361
 ==  Epoch: 188 | Training Loss: 0.330751
ACC_train:0.9937629937629938
auc_train:0.9981549014500304
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 188 | val Loss: 0.639350
ACC_val:0.7355371900826446
auc_val:0.77552400270453
f1_weighted_val:0.7237187055368874
f1_macro_val:0.6454212454212455
 ==  Epoch: 188 | test Loss: 0.776868
ACC_test:0.6333333333333333
auc_test:0.5132275132275133
f1_weighted_test:0.6145917566833625
f1_macro_test:0.5021422967835375
 ==  Epoch: 189 | Training Loss: 0.328518
ACC_train:0.997920997920998
auc_train:0.9987409915776678
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 189 | val Loss: 0.638323
ACC_val:0.7355371900826446
auc_val:0.7772143340094657
f1_weighted_val:0.7237187055368874
f1_macro_val:0.6454212454212455
 ==  Epoch: 189 | test Loss: 0.776093
ACC_test:0.64
auc_test:0.51168430335097
f1_weighted_test:0.6194736842105264
f1_macro_test:0.5065789473684211
 ==  Epoch: 190 | Training Loss: 0.329401
ACC_train:0.997920997920998
auc_train:0.9994139098723626
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 190 | val Loss: 0.613622
ACC_val:0.743801652892562
auc_val:0.7799188640973631
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 190 | test Loss: 0.783488
ACC_test:0.6066666666666667
auc_test:0.5116843033509699
f1_weighted_test:0.6020767799763234
f1_macro_test:0.5010992727887704
 ==  Epoch: 191 | Training Loss: 0.329944
ACC_train:0.9958419958419958
auc_train:0.9984370929929669
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 191 | val Loss: 0.638654
ACC_val:0.7355371900826446
auc_val:0.7714672075726843
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 191 | test Loss: 0.780034
ACC_test:0.64
auc_test:0.5092592592592593
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 192 | Training Loss: 0.327632
ACC_train:0.997920997920998
auc_train:0.9986975774941391
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 192 | val Loss: 0.642288
ACC_val:0.7355371900826446
auc_val:0.7738336713995944
f1_weighted_val:0.7271483160046209
f1_macro_val:0.6530465949820788
 ==  Epoch: 192 | test Loss: 0.778132
ACC_test:0.64
auc_test:0.5108024691358024
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 193 | Training Loss: 0.330674
ACC_train:0.9958419958419958
auc_train:0.9978727099070939
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 193 | val Loss: 0.650979
ACC_val:0.7272727272727273
auc_val:0.7714672075726843
f1_weighted_val:0.7090650459071511
f1_macro_val:0.6213371266002845
 ==  Epoch: 193 | test Loss: 0.779373
ACC_test:0.6466666666666666
auc_test:0.5110229276895943
f1_weighted_test:0.6197327310370789
f1_macro_test:0.5012234142668925
 ==  Epoch: 194 | Training Loss: 0.328459
ACC_train:0.997920997920998
auc_train:0.9985890422853173
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 194 | val Loss: 0.637373
ACC_val:0.7355371900826446
auc_val:0.7748478701825557
f1_weighted_val:0.7302442195189897
f1_macro_val:0.6601123595505618
 ==  Epoch: 194 | test Loss: 0.781371
ACC_test:0.64
auc_test:0.5092592592592593
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 195 | Training Loss: 0.329281
ACC_train:0.997920997920998
auc_train:0.999131718329426
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 195 | val Loss: 0.616154
ACC_val:0.7355371900826446
auc_val:0.7782285327924273
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 195 | test Loss: 0.786310
ACC_test:0.6066666666666667
auc_test:0.5081569664902998
f1_weighted_test:0.6052034867580924
f1_macro_test:0.5086336127921827
 ==  Epoch: 196 | Training Loss: 0.327485
ACC_train:0.997920997920998
auc_train:0.99950073803942
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 196 | val Loss: 0.639855
ACC_val:0.7520661157024794
auc_val:0.7745098039215687
f1_weighted_val:0.7409862864408319
f1_macro_val:0.6675824175824177
 ==  Epoch: 196 | test Loss: 0.781770
ACC_test:0.64
auc_test:0.5044091710758378
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 197 | Training Loss: 0.326364
ACC_train:0.9937629937629938
auc_train:0.9983068507423808
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 197 | val Loss: 0.655516
ACC_val:0.743801652892562
auc_val:0.7714672075726843
f1_weighted_val:0.7266974673673238
f1_macro_val:0.6442863916548127
 ==  Epoch: 197 | test Loss: 0.782533
ACC_test:0.6533333333333333
auc_test:0.505731922398589
f1_weighted_test:0.6245030425963489
f1_macro_test:0.505578093306288
 ==  Epoch: 198 | Training Loss: 0.329108
ACC_train:0.9937629937629938
auc_train:0.9984153859512026
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 198 | val Loss: 0.633353
ACC_val:0.743801652892562
auc_val:0.7728194726166329
f1_weighted_val:0.7340558594150577
f1_macro_val:0.6602662802282402
 ==  Epoch: 198 | test Loss: 0.784355
ACC_test:0.6266666666666667
auc_test:0.5041887125220459
f1_weighted_test:0.6136842105263158
f1_macro_test:0.506578947368421
 ==  Epoch: 199 | Training Loss: 0.327877
ACC_train:0.997920997920998
auc_train:0.9993704957888339
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 199 | val Loss: 0.622674
ACC_val:0.743801652892562
auc_val:0.7738336713995944
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 199 | test Loss: 0.789002
ACC_test:0.6
auc_test:0.5052910052910053
f1_weighted_test:0.5969568136048333
f1_macro_test:0.496531662564332
 ==  Epoch: 200 | Training Loss: 0.325556
ACC_train:0.997920997920998
auc_train:0.9991968394547192
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 200 | val Loss: 0.633304
ACC_val:0.7272727272727273
auc_val:0.777552400270453
f1_weighted_val:0.7232902690529809
f1_macro_val:0.6529335071707952
 ==  Epoch: 200 | test Loss: 0.782843
ACC_test:0.62
auc_test:0.5090388007054674
f1_weighted_test:0.6122733260782405
f1_macro_test:0.5102812303110145
 ==  Epoch: 201 | Training Loss: 0.326070
ACC_train:0.997920997920998
auc_train:0.9986975774941391
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 201 | val Loss: 0.634194
ACC_val:0.7272727272727273
auc_val:0.7802569303583503
f1_weighted_val:0.7202592565721057
f1_macro_val:0.6459164671455173
 ==  Epoch: 201 | test Loss: 0.779574
ACC_test:0.6333333333333333
auc_test:0.5074955908289243
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 202 | Training Loss: 0.326305
ACC_train:0.997920997920998
auc_train:0.9983068507423808
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 202 | val Loss: 0.623061
ACC_val:0.743801652892562
auc_val:0.7765382014874915
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 202 | test Loss: 0.784623
ACC_test:0.6133333333333333
auc_test:0.5041887125220459
f1_weighted_test:0.6103915864846723
f1_macro_test:0.5133139404788544
 ==  Epoch: 203 | Training Loss: 0.326228
ACC_train:0.997920997920998
auc_train:0.9986975774941391
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 203 | val Loss: 0.635349
ACC_val:0.71900826446281
auc_val:0.7765382014874915
f1_weighted_val:0.7133844832389264
f1_macro_val:0.6388693820224719
 ==  Epoch: 203 | test Loss: 0.783510
ACC_test:0.6266666666666667
auc_test:0.5077160493827161
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 204 | Training Loss: 0.324651
ACC_train:0.9958419958419958
auc_train:0.9981983155335591
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 204 | val Loss: 0.649780
ACC_val:0.7272727272727273
auc_val:0.7738336713995942
f1_weighted_val:0.7131779029528403
f1_macro_val:0.6301750486246179
 ==  Epoch: 204 | test Loss: 0.782538
ACC_test:0.6333333333333333
auc_test:0.5068342151675485
f1_weighted_test:0.6145917566833625
f1_macro_test:0.5021422967835375
 ==  Epoch: 205 | Training Loss: 0.326384
ACC_train:0.9958419958419958
auc_train:0.9986975774941391
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 205 | val Loss: 0.637403
ACC_val:0.7272727272727273
auc_val:0.7751859364435429
f1_weighted_val:0.7202592565721057
f1_macro_val:0.6459164671455173
 ==  Epoch: 205 | test Loss: 0.786492
ACC_test:0.6266666666666667
auc_test:0.505731922398589
f1_weighted_test:0.6136842105263158
f1_macro_test:0.506578947368421
 ==  Epoch: 206 | Training Loss: 0.325611
ACC_train:0.997920997920998
auc_train:0.9986107493270817
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 206 | val Loss: 0.629274
ACC_val:0.7355371900826446
auc_val:0.7758620689655172
f1_weighted_val:0.7330328074129726
f1_macro_val:0.6666666666666666
 ==  Epoch: 206 | test Loss: 0.786754
ACC_test:0.6266666666666667
auc_test:0.5046296296296295
f1_weighted_test:0.6173527373527374
f1_macro_test:0.5148995148995149
 ==  Epoch: 207 | Training Loss: 0.324550
ACC_train:0.9958419958419958
auc_train:0.9993270817053052
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 207 | val Loss: 0.640396
ACC_val:0.7272727272727273
auc_val:0.7778904665314402
f1_weighted_val:0.7168981729257067
f1_macro_val:0.6383479757268363
 ==  Epoch: 207 | test Loss: 0.784588
ACC_test:0.6266666666666667
auc_test:0.5094797178130511
f1_weighted_test:0.6097010284620904
f1_macro_test:0.4977278163118871
 ==  Epoch: 208 | Training Loss: 0.324738
ACC_train:0.9958419958419958
auc_train:0.9993922028305983
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 208 | val Loss: 0.635051
ACC_val:0.71900826446281
auc_val:0.7785665990534145
f1_weighted_val:0.7133844832389264
f1_macro_val:0.6388693820224719
 ==  Epoch: 208 | test Loss: 0.782816
ACC_test:0.6333333333333333
auc_test:0.5066137566137565
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 209 | Training Loss: 0.324422
ACC_train:0.9937629937629938
auc_train:0.9991100112876617
f1_weighted_train:0.9937845719593353
f1_macro_train:0.9922237490906152
 ==  Epoch: 209 | val Loss: 0.644683
ACC_val:0.71900826446281
auc_val:0.7772143340094658
f1_weighted_val:0.7064511246329428
f1_macro_val:0.6232600732600733
 ==  Epoch: 209 | test Loss: 0.781117
ACC_test:0.6466666666666666
auc_test:0.5099206349206349
f1_weighted_test:0.6286066018948766
f1_macro_test:0.5202462132641361
 ==  Epoch: 210 | Training Loss: 0.325984
ACC_train:0.997920997920998
auc_train:0.9992619605800122
f1_weighted_train:0.99792342917326
f1_macro_train:0.9973958474323922
 ==  Epoch: 210 | val Loss: 0.650976
ACC_val:0.7272727272727273
auc_val:0.7768762677484787
f1_weighted_val:0.7131779029528403
f1_macro_val:0.6301750486246179
 ==  Epoch: 210 | test Loss: 0.781117
ACC_test:0.64
auc_test:0.5079365079365079
f1_weighted_test:0.6236402774455873
f1_macro_test:0.5156661085864626
 ==  Epoch: 211 | Training Loss: 0.326931
ACC_train:0.9958419958419958
auc_train:0.9984153859512026
f1_weighted_train:0.9958516532926697
f1_macro_train:0.9948038198945639
 ==  Epoch: 211 | val Loss: 0.644250
ACC_val:0.71900826446281
auc_val:0.77552400270453
f1_weighted_val:0.7064511246329428
f1_macro_val:0.6232600732600733
 ==  Epoch: 211 | test Loss: 0.783460
ACC_test:0.6333333333333333
auc_test:0.513668430335097
f1_weighted_test:0.6186666666666667
f1_macro_test:0.5111111111111111
 ==  Epoch: 212 | Training Loss: 0.327407
ACC_train:0.9937629937629938
auc_train:0.9990231831206043
f1_weighted_train:0.9937702875197798
f1_macro_train:0.9921875422971764
 ==  Epoch: 212 | val Loss: 0.645442
ACC_val:0.743801652892562
auc_val:0.7762001352265043
f1_weighted_val:0.730561060349638
f1_macro_val:0.6525886820413077
 ==  Epoch: 212 | test Loss: 0.787453
ACC_test:0.6266666666666667
auc_test:0.5092592592592593
f1_weighted_test:0.6097010284620904
f1_macro_test:0.4977278163118871
 ==  Epoch: 212 | test Loss: 0.787453
ACC_test:0.6266666666666667
auc_test:0.5092592592592593
f1_weighted_test:0.6097010284620904
f1_macro_test:0.4977278163118871
