 ==  Epoch: 1 | Training Loss: 0.413906
ACC_train:0.4303534303534304
auc_train:0.9884301467396024
f1_weighted_train:0.3913517990287296
f1_macro_train:0.42223995230413125
 ==  Epoch: 1 | val Loss: 0.413304
ACC_val:0.512396694214876
auc_val:0.9320486815415822
f1_weighted_val:0.5005780314111831
f1_macro_val:0.511194796302636
 ==  Epoch: 1 | test Loss: 0.420817
ACC_test:0.3466666666666667
auc_test:0.4991181657848325
f1_weighted_test:0.3341025641025641
f1_macro_test:0.3456196581196581
 ==  Epoch: 2 | Training Loss: 0.409550
ACC_train:0.8128898128898129
auc_train:0.912759399149084
f1_weighted_train:0.8214165455544766
f1_macro_train:0.7905781957506095
 ==  Epoch: 2 | val Loss: 0.406088
ACC_val:0.8512396694214877
auc_val:0.7728194726166329
f1_weighted_val:0.8445917718644991
f1_macro_val:0.8005494505494505
 ==  Epoch: 2 | test Loss: 0.408493
ACC_test:0.6666666666666666
auc_test:0.4887566137566138
f1_weighted_test:0.6229330441854161
f1_macro_test:0.49173217674166436
 ==  Epoch: 3 | Training Loss: 0.409024
ACC_train:0.8773388773388774
auc_train:0.7522141182599635
f1_weighted_train:0.8704296548223547
f1_macro_train:0.8299079984416674
 ==  Epoch: 3 | val Loss: 0.404547
ACC_val:0.8099173553719008
auc_val:0.7200811359026369
f1_weighted_val:0.7776873030257944
f1_macro_val:0.6963447899618114
 ==  Epoch: 3 | test Loss: 0.404887
ACC_test:0.7266666666666667
auc_test:0.5123456790123456
f1_weighted_test:0.6563477439168437
f1_macro_test:0.5157098984171982
 ==  Epoch: 4 | Training Loss: 0.404980
ACC_train:0.9313929313929314
auc_train:0.8902926109229834
f1_weighted_train:0.9287624447467312
f1_macro_train:0.907621126145788
 ==  Epoch: 4 | val Loss: 0.401191
ACC_val:0.8347107438016529
auc_val:0.8032454361054766
f1_weighted_val:0.8223330921278135
f1_macro_val:0.7676651305683563
 ==  Epoch: 4 | test Loss: 0.404335
ACC_test:0.6933333333333334
auc_test:0.5425485008818343
f1_weighted_test:0.6633100233100234
f1_macro_test:0.5532245532245532
 ==  Epoch: 5 | Training Loss: 0.404324
ACC_train:0.9085239085239085
auc_train:0.8877528870365546
f1_weighted_train:0.9038870769448104
f1_macro_train:0.8742931812782133
 ==  Epoch: 5 | val Loss: 0.399829
ACC_val:0.8429752066115702
auc_val:0.810682893847194
f1_weighted_val:0.8269858595759112
f1_macro_val:0.7704901667165819
 ==  Epoch: 5 | test Loss: 0.403216
ACC_test:0.72
auc_test:0.5388007054673721
f1_weighted_test:0.678
f1_macro_test:0.5625
 ==  Epoch: 6 | Training Loss: 0.404429
ACC_train:0.8690228690228691
auc_train:0.7330685074238084
f1_weighted_train:0.8546072833928905
f1_macro_train:0.8033256099223115
 ==  Epoch: 6 | val Loss: 0.399988
ACC_val:0.7768595041322314
auc_val:0.7707910750507099
f1_weighted_val:0.7260094437206212
f1_macro_val:0.6182073156480075
 ==  Epoch: 6 | test Loss: 0.401428
ACC_test:0.7333333333333333
auc_test:0.5083774250440916
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 7 | Training Loss: 0.402906
ACC_train:0.8482328482328483
auc_train:0.6440262221064514
f1_weighted_train:0.8273232845081085
f1_macro_train:0.7634165897437626
 ==  Epoch: 7 | val Loss: 0.398679
ACC_val:0.7520661157024794
auc_val:0.5304259634888437
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 7 | test Loss: 0.398724
ACC_test:0.72
auc_test:0.4713403880070547
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 8 | Training Loss: 0.399569
ACC_train:0.8295218295218295
auc_train:0.7316575497091257
f1_weighted_train:0.8012263021763414
f1_macro_train:0.7244746842517045
 ==  Epoch: 8 | val Loss: 0.394998
ACC_val:0.7603305785123967
auc_val:0.707234617985125
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 8 | test Loss: 0.396449
ACC_test:0.72
auc_test:0.48214285714285715
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 9 | Training Loss: 0.396468
ACC_train:0.8773388773388774
auc_train:0.8588391074064426
f1_weighted_train:0.8656789118101763
f1_macro_train:0.8196750478151191
 ==  Epoch: 9 | val Loss: 0.390410
ACC_val:0.8016528925619835
auc_val:0.9060175794455713
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 9 | test Loss: 0.395201
ACC_test:0.7266666666666667
auc_test:0.5218253968253967
f1_weighted_test:0.6390648389538307
f1_macro_test:0.48280211924985283
 ==  Epoch: 10 | Training Loss: 0.392855
ACC_train:0.8877338877338877
auc_train:0.9413909872362595
f1_weighted_train:0.8788716536705813
f1_macro_train:0.8388069705093834
 ==  Epoch: 10 | val Loss: 0.386767
ACC_val:0.8347107438016529
auc_val:0.90736984448952
f1_weighted_val:0.8127066115702479
f1_macro_val:0.7479166666666666
 ==  Epoch: 10 | test Loss: 0.393792
ACC_test:0.7066666666666667
auc_test:0.5361552028218695
f1_weighted_test:0.6353349875930522
f1_macro_test:0.4882133995037221
 ==  Epoch: 11 | Training Loss: 0.389199
ACC_train:0.9043659043659044
auc_train:0.9736259442563168
f1_weighted_train:0.8976380070719694
f1_macro_train:0.8644572408723352
 ==  Epoch: 11 | val Loss: 0.383410
ACC_val:0.8264462809917356
auc_val:0.9056795131845842
f1_weighted_val:0.8052442559819999
f1_macro_val:0.7391438250692948
 ==  Epoch: 11 | test Loss: 0.391513
ACC_test:0.6933333333333334
auc_test:0.5302028218694885
f1_weighted_test:0.6342622950819672
f1_macro_test:0.4950234192037471
 ==  Epoch: 12 | Training Loss: 0.385886
ACC_train:0.893970893970894
auc_train:0.9465572631761743
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 12 | val Loss: 0.379958
ACC_val:0.8264462809917356
auc_val:0.8992562542258282
f1_weighted_val:0.8052442559819999
f1_macro_val:0.7391438250692948
 ==  Epoch: 12 | test Loss: 0.388016
ACC_test:0.7066666666666667
auc_test:0.5326278659611994
f1_weighted_test:0.62688
f1_macro_test:0.472
 ==  Epoch: 13 | Training Loss: 0.382558
ACC_train:0.9085239085239085
auc_train:0.9432794998697578
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 13 | val Loss: 0.375657
ACC_val:0.8181818181818182
auc_val:0.8826910074374577
f1_weighted_val:0.7939772727272728
f1_macro_val:0.7227083333333333
 ==  Epoch: 13 | test Loss: 0.383542
ACC_test:0.7133333333333334
auc_test:0.5337301587301587
f1_weighted_test:0.6309391007398976
f1_macro_test:0.4755671192779901
 ==  Epoch: 14 | Training Loss: 0.379506
ACC_train:0.9064449064449065
auc_train:0.936680559173396
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 14 | val Loss: 0.370103
ACC_val:0.8181818181818182
auc_val:0.8580121703853956
f1_weighted_val:0.7939772727272728
f1_macro_val:0.7227083333333333
 ==  Epoch: 14 | test Loss: 0.378235
ACC_test:0.7066666666666667
auc_test:0.5304232804232805
f1_weighted_test:0.6176190476190476
f1_macro_test:0.45436507936507936
 ==  Epoch: 15 | Training Loss: 0.375826
ACC_train:0.9126819126819127
auc_train:0.9193149257619171
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 15 | val Loss: 0.363104
ACC_val:0.8099173553719008
auc_val:0.8427991886409737
f1_weighted_val:0.7824209973459687
f1_macro_val:0.7057206302210004
 ==  Epoch: 15 | test Loss: 0.371951
ACC_test:0.7
auc_test:0.5335097001763669
f1_weighted_test:0.6137734775184974
f1_macro_test:0.45117489226766405
 ==  Epoch: 16 | Training Loss: 0.370278
ACC_train:0.8918918918918919
auc_train:0.910458452722063
f1_weighted_train:0.8823810980792114
f1_macro_train:0.842691823899371
 ==  Epoch: 16 | val Loss: 0.359350
ACC_val:0.8181818181818182
auc_val:0.845841784989858
f1_weighted_val:0.7939772727272728
f1_macro_val:0.7227083333333333
 ==  Epoch: 16 | test Loss: 0.368919
ACC_test:0.7
auc_test:0.5379188712522045
f1_weighted_test:0.6137734775184974
f1_macro_test:0.45117489226766405
 ==  Epoch: 17 | Training Loss: 0.370510
ACC_train:0.9043659043659044
auc_train:0.9380046887210209
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 17 | val Loss: 0.357210
ACC_val:0.8181818181818182
auc_val:0.867816091954023
f1_weighted_val:0.7939772727272728
f1_macro_val:0.7227083333333333
 ==  Epoch: 17 | test Loss: 0.368356
ACC_test:0.7133333333333334
auc_test:0.5359347442680775
f1_weighted_test:0.6395842192298606
f1_macro_test:0.4920859910229152
 ==  Epoch: 18 | Training Loss: 0.365929
ACC_train:0.918918918918919
auc_train:0.9614048797429885
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 18 | val Loss: 0.355452
ACC_val:0.8347107438016529
auc_val:0.8884381338742394
f1_weighted_val:0.8162411750928497
f1_macro_val:0.7550607287449392
 ==  Epoch: 18 | test Loss: 0.368987
ACC_test:0.72
auc_test:0.5343915343915344
f1_weighted_test:0.6592953929539295
f1_macro_test:0.5257452574525746
 ==  Epoch: 19 | Training Loss: 0.364513
ACC_train:0.9106029106029107
auc_train:0.9772401667100807
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 19 | val Loss: 0.356407
ACC_val:0.8264462809917356
auc_val:0.8972278566599053
f1_weighted_val:0.8052442559819999
f1_macro_val:0.7391438250692948
 ==  Epoch: 19 | test Loss: 0.370723
ACC_test:0.7133333333333334
auc_test:0.5335097001763669
f1_weighted_test:0.6474860591245895
f1_macro_test:0.507295088228554
 ==  Epoch: 20 | Training Loss: 0.364057
ACC_train:0.9147609147609148
auc_train:0.985977251020231
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 20 | val Loss: 0.356702
ACC_val:0.8181818181818182
auc_val:0.9016227180527383
f1_weighted_val:0.7939772727272728
f1_macro_val:0.7227083333333333
 ==  Epoch: 20 | test Loss: 0.371296
ACC_test:0.7066666666666667
auc_test:0.5291005291005291
f1_weighted_test:0.6430713640469737
f1_macro_test:0.5031616982836495
 ==  Epoch: 21 | Training Loss: 0.365076
ACC_train:0.8918918918918919
auc_train:0.9776200399409569
f1_weighted_train:0.88287567891746
f1_macro_train:0.8437453146084262
 ==  Epoch: 21 | val Loss: 0.357651
ACC_val:0.8264462809917356
auc_val:0.9002704530087897
f1_weighted_val:0.8013409106202325
f1_macro_val:0.7313101406365655
 ==  Epoch: 21 | test Loss: 0.371437
ACC_test:0.7133333333333334
auc_test:0.5229276895943562
f1_weighted_test:0.6395842192298606
f1_macro_test:0.4920859910229152
 ==  Epoch: 22 | Training Loss: 0.365134
ACC_train:0.8835758835758836
auc_train:0.9702613527828428
f1_weighted_train:0.8722268483541693
f1_macro_train:0.8282493368700266
 ==  Epoch: 22 | val Loss: 0.359469
ACC_val:0.8016528925619835
auc_val:0.9080459770114943
f1_weighted_val:0.7653537879398975
f1_macro_val:0.6779059449866904
 ==  Epoch: 22 | test Loss: 0.371293
ACC_test:0.7266666666666667
auc_test:0.5180776014109347
f1_weighted_test:0.6390648389538307
f1_macro_test:0.48280211924985283
 ==  Epoch: 23 | Training Loss: 0.360629
ACC_train:0.9002079002079002
auc_train:0.9630763219588433
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 23 | val Loss: 0.355264
ACC_val:0.8099173553719008
auc_val:0.8935091277890466
f1_weighted_val:0.7776873030257944
f1_macro_val:0.6963447899618114
 ==  Epoch: 23 | test Loss: 0.366771
ACC_test:0.7333333333333333
auc_test:0.5224867724867726
f1_weighted_test:0.6431359123587812
f1_macro_test:0.48647723382403285
 ==  Epoch: 24 | Training Loss: 0.354207
ACC_train:0.9106029106029107
auc_train:0.9622731614135626
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 24 | val Loss: 0.344179
ACC_val:0.8181818181818182
auc_val:0.8394185260311021
f1_weighted_val:0.7939772727272728
f1_macro_val:0.7227083333333333
 ==  Epoch: 24 | test Loss: 0.356549
ACC_test:0.72
auc_test:0.5275573192239859
f1_weighted_test:0.64384
f1_macro_test:0.496
 ==  Epoch: 25 | Training Loss: 0.351177
ACC_train:0.9064449064449065
auc_train:0.9347486324563689
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 25 | val Loss: 0.344971
ACC_val:0.8099173553719008
auc_val:0.8076402974983097
f1_weighted_val:0.7776873030257944
f1_macro_val:0.6963447899618114
 ==  Epoch: 25 | test Loss: 0.355572
ACC_test:0.7133333333333334
auc_test:0.5238095238095238
f1_weighted_test:0.6214582457320663
f1_macro_test:0.4575729543352115
 ==  Epoch: 26 | Training Loss: 0.357953
ACC_train:0.8835758835758836
auc_train:0.9296474776417469
f1_weighted_train:0.8722268483541693
f1_macro_train:0.8282493368700266
 ==  Epoch: 26 | val Loss: 0.352013
ACC_val:0.7851239669421488
auc_val:0.8282623394185261
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 26 | test Loss: 0.361659
ACC_test:0.7266666666666667
auc_test:0.5108024691358024
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 27 | Training Loss: 0.354749
ACC_train:0.9064449064449065
auc_train:0.9590822262742033
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 27 | val Loss: 0.353234
ACC_val:0.7851239669421488
auc_val:0.8715348208248817
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 27 | test Loss: 0.363873
ACC_test:0.7266666666666667
auc_test:0.5059523809523809
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 28 | Training Loss: 0.351166
ACC_train:0.8918918918918919
auc_train:0.9559564122601372
f1_weighted_train:0.8823810980792114
f1_macro_train:0.842691823899371
 ==  Epoch: 28 | val Loss: 0.347925
ACC_val:0.7933884297520661
auc_val:0.890128465179175
f1_weighted_val:0.7526487766450849
f1_macro_val:0.6587704455724761
 ==  Epoch: 28 | test Loss: 0.361457
ACC_test:0.72
auc_test:0.5121252204585538
f1_weighted_test:0.6349999999999999
f1_macro_test:0.47916666666666663
 ==  Epoch: 29 | Training Loss: 0.344766
ACC_train:0.9251559251559252
auc_train:0.9707606147434229
f1_weighted_train:0.9210825956846321
f1_macro_train:0.8965294708160045
 ==  Epoch: 29 | val Loss: 0.339275
ACC_val:0.8429752066115702
auc_val:0.8921568627450981
f1_weighted_val:0.8237924220789523
f1_macro_val:0.7639872703007905
 ==  Epoch: 29 | test Loss: 0.357710
ACC_test:0.7133333333333334
auc_test:0.5251322751322751
f1_weighted_test:0.6474860591245895
f1_macro_test:0.507295088228554
 ==  Epoch: 30 | Training Loss: 0.343510
ACC_train:0.9126819126819127
auc_train:0.9826994877138143
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 30 | val Loss: 0.337627
ACC_val:0.8429752066115702
auc_val:0.8958755916159568
f1_weighted_val:0.8237924220789523
f1_macro_val:0.7639872703007905
 ==  Epoch: 30 | test Loss: 0.357184
ACC_test:0.7133333333333334
auc_test:0.5286596119929453
f1_weighted_test:0.6547235621521336
f1_macro_test:0.5213358070500927
 ==  Epoch: 31 | Training Loss: 0.341478
ACC_train:0.918918918918919
auc_train:0.9843709299296692
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 31 | val Loss: 0.337003
ACC_val:0.8264462809917356
auc_val:0.8962136578769438
f1_weighted_val:0.8013409106202325
f1_macro_val:0.7313101406365655
 ==  Epoch: 31 | test Loss: 0.355308
ACC_test:0.7266666666666667
auc_test:0.5286596119929453
f1_weighted_test:0.6481047239612977
f1_macro_test:0.49995934628831606
 ==  Epoch: 32 | Training Loss: 0.339966
ACC_train:0.8981288981288982
auc_train:0.9728661977945645
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 32 | val Loss: 0.334519
ACC_val:0.8016528925619835
auc_val:0.8965517241379309
f1_weighted_val:0.7653537879398975
f1_macro_val:0.6779059449866904
 ==  Epoch: 32 | test Loss: 0.351666
ACC_test:0.7266666666666667
auc_test:0.5268959435626102
f1_weighted_test:0.6481047239612977
f1_macro_test:0.49995934628831606
 ==  Epoch: 33 | Training Loss: 0.334288
ACC_train:0.9126819126819127
auc_train:0.968524789441695
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 33 | val Loss: 0.331716
ACC_val:0.8016528925619835
auc_val:0.8921568627450981
f1_weighted_val:0.7653537879398975
f1_macro_val:0.6779059449866904
 ==  Epoch: 33 | test Loss: 0.348233
ACC_test:0.7133333333333334
auc_test:0.5306437389770723
f1_weighted_test:0.6214582457320663
f1_macro_test:0.4575729543352115
 ==  Epoch: 34 | Training Loss: 0.332979
ACC_train:0.9106029106029107
auc_train:0.9576495615177564
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 34 | val Loss: 0.328723
ACC_val:0.8099173553719008
auc_val:0.8830290736984449
f1_weighted_val:0.7776873030257944
f1_macro_val:0.6963447899618114
 ==  Epoch: 34 | test Loss: 0.345113
ACC_test:0.72
auc_test:0.5332892416225748
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 35 | Training Loss: 0.326978
ACC_train:0.918918918918919
auc_train:0.9547191108795694
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 35 | val Loss: 0.325680
ACC_val:0.8099173553719008
auc_val:0.8772819472616633
f1_weighted_val:0.7776873030257944
f1_macro_val:0.6963447899618114
 ==  Epoch: 35 | test Loss: 0.342835
ACC_test:0.7266666666666667
auc_test:0.539021164021164
f1_weighted_test:0.6481047239612977
f1_macro_test:0.49995934628831606
 ==  Epoch: 36 | Training Loss: 0.324759
ACC_train:0.918918918918919
auc_train:0.9689806373187462
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 36 | val Loss: 0.322512
ACC_val:0.8264462809917356
auc_val:0.8793103448275862
f1_weighted_val:0.8013409106202325
f1_macro_val:0.7313101406365655
 ==  Epoch: 36 | test Loss: 0.341549
ACC_test:0.7333333333333333
auc_test:0.5374779541446207
f1_weighted_test:0.6608
f1_macro_test:0.52
 ==  Epoch: 37 | Training Loss: 0.327024
ACC_train:0.9147609147609148
auc_train:0.9706954936181297
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 37 | val Loss: 0.322209
ACC_val:0.8181818181818182
auc_val:0.8881000676132522
f1_weighted_val:0.7896751015307717
f1_macro_val:0.7141323024054983
 ==  Epoch: 37 | test Loss: 0.341890
ACC_test:0.7333333333333333
auc_test:0.5352733686067019
f1_weighted_test:0.6608
f1_macro_test:0.52
 ==  Epoch: 38 | Training Loss: 0.327242
ACC_train:0.9126819126819127
auc_train:0.9741252062168967
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 38 | val Loss: 0.324262
ACC_val:0.8016528925619835
auc_val:0.8901284651791751
f1_weighted_val:0.7653537879398975
f1_macro_val:0.6779059449866904
 ==  Epoch: 38 | test Loss: 0.343105
ACC_test:0.7266666666666667
auc_test:0.5297619047619048
f1_weighted_test:0.6481047239612977
f1_macro_test:0.49995934628831606
 ==  Epoch: 39 | Training Loss: 0.325512
ACC_train:0.9064449064449065
auc_train:0.979942693409742
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 39 | val Loss: 0.323230
ACC_val:0.8016528925619835
auc_val:0.8867478025693035
f1_weighted_val:0.7653537879398975
f1_macro_val:0.6779059449866904
 ==  Epoch: 39 | test Loss: 0.342383
ACC_test:0.7266666666666667
auc_test:0.5310846560846562
f1_weighted_test:0.6481047239612977
f1_macro_test:0.49995934628831606
 ==  Epoch: 40 | Training Loss: 0.326415
ACC_train:0.9106029106029107
auc_train:0.9568681080142399
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 40 | val Loss: 0.323460
ACC_val:0.8016528925619835
auc_val:0.8799864773495604
f1_weighted_val:0.7653537879398975
f1_macro_val:0.6779059449866904
 ==  Epoch: 40 | test Loss: 0.341809
ACC_test:0.7333333333333333
auc_test:0.5332892416225748
f1_weighted_test:0.6608
f1_macro_test:0.52
 ==  Epoch: 41 | Training Loss: 0.327050
ACC_train:0.8877338877338877
auc_train:0.975948597725102
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 41 | val Loss: 0.326549
ACC_val:0.8016528925619835
auc_val:0.900946585530764
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 41 | test Loss: 0.342739
ACC_test:0.7266666666666667
auc_test:0.5284391534391534
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 42 | Training Loss: 0.325762
ACC_train:0.8898128898128899
auc_train:0.9696752626552054
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 42 | val Loss: 0.326466
ACC_val:0.7933884297520661
auc_val:0.9066937119675457
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 42 | test Loss: 0.342687
ACC_test:0.7333333333333333
auc_test:0.5330687830687829
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 43 | Training Loss: 0.322874
ACC_train:0.893970893970894
auc_train:0.9728879048363289
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 43 | val Loss: 0.325272
ACC_val:0.7933884297520661
auc_val:0.9212305611899931
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 43 | test Loss: 0.342421
ACC_test:0.7333333333333333
auc_test:0.5357142857142856
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 44 | Training Loss: 0.321819
ACC_train:0.9002079002079002
auc_train:0.9774680906486066
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 44 | val Loss: 0.325694
ACC_val:0.7933884297520661
auc_val:0.9334009465855307
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 44 | test Loss: 0.343163
ACC_test:0.7333333333333333
auc_test:0.535273368606702
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 45 | Training Loss: 0.323002
ACC_train:0.8814968814968815
auc_train:0.9678735781887644
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 45 | val Loss: 0.325377
ACC_val:0.7851239669421488
auc_val:0.9344151453684922
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 45 | test Loss: 0.342821
ACC_test:0.7333333333333333
auc_test:0.5383597883597884
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 46 | Training Loss: 0.318062
ACC_train:0.8877338877338877
auc_train:0.9676782148128853
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 46 | val Loss: 0.319319
ACC_val:0.8016528925619835
auc_val:0.9195402298850575
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 46 | test Loss: 0.338349
ACC_test:0.7266666666666667
auc_test:0.5427689594356261
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 47 | Training Loss: 0.321964
ACC_train:0.8794178794178794
auc_train:0.9633585135017799
f1_weighted_train:0.8670682311459009
f1_macro_train:0.8208635126110854
 ==  Epoch: 47 | val Loss: 0.321859
ACC_val:0.768595041322314
auc_val:0.9283299526707234
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 47 | test Loss: 0.339377
ACC_test:0.7333333333333333
auc_test:0.5341710758377426
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 48 | Training Loss: 0.317159
ACC_train:0.8877338877338877
auc_train:0.9684379612746374
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 48 | val Loss: 0.319555
ACC_val:0.7768595041322314
auc_val:0.9195402298850576
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 48 | test Loss: 0.337069
ACC_test:0.7333333333333333
auc_test:0.5365961199294532
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 49 | Training Loss: 0.313508
ACC_train:0.8898128898128899
auc_train:0.972149865416341
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 49 | val Loss: 0.313218
ACC_val:0.8016528925619835
auc_val:0.9134550371872886
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 49 | test Loss: 0.333445
ACC_test:0.7333333333333333
auc_test:0.5394620811287477
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 50 | Training Loss: 0.305476
ACC_train:0.9168399168399168
auc_train:0.9712598767040028
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 50 | val Loss: 0.308737
ACC_val:0.8099173553719008
auc_val:0.9114266396213658
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 50 | test Loss: 0.333181
ACC_test:0.7266666666666667
auc_test:0.5262345679012346
f1_weighted_test:0.6390648389538307
f1_macro_test:0.48280211924985283
 ==  Epoch: 51 | Training Loss: 0.305274
ACC_train:0.918918918918919
auc_train:0.9768385864374404
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 51 | val Loss: 0.306581
ACC_val:0.8099173553719008
auc_val:0.9110885733603786
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 51 | test Loss: 0.330626
ACC_test:0.7266666666666667
auc_test:0.5233686067019401
f1_weighted_test:0.6390648389538307
f1_macro_test:0.48280211924985283
 ==  Epoch: 52 | Training Loss: 0.303096
ACC_train:0.9106029106029107
auc_train:0.9685682035252237
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 52 | val Loss: 0.305302
ACC_val:0.8016528925619835
auc_val:0.8948613928329953
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 52 | test Loss: 0.325754
ACC_test:0.7266666666666667
auc_test:0.5266754850088183
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 53 | Training Loss: 0.300092
ACC_train:0.9064449064449065
auc_train:0.9428670660762352
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 53 | val Loss: 0.304013
ACC_val:0.8016528925619835
auc_val:0.8897903989181879
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 53 | test Loss: 0.323297
ACC_test:0.7333333333333333
auc_test:0.5279982363315696
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 54 | Training Loss: 0.299613
ACC_train:0.9043659043659044
auc_train:0.9631848571676652
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 54 | val Loss: 0.303905
ACC_val:0.7933884297520661
auc_val:0.9127789046653144
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 54 | test Loss: 0.324620
ACC_test:0.7333333333333333
auc_test:0.537037037037037
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 55 | Training Loss: 0.298100
ACC_train:0.9106029106029107
auc_train:0.9658765303464445
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 55 | val Loss: 0.301796
ACC_val:0.8181818181818182
auc_val:0.9181879648411089
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 55 | test Loss: 0.324852
ACC_test:0.72
auc_test:0.5379188712522046
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 56 | Training Loss: 0.297554
ACC_train:0.9002079002079002
auc_train:0.9790961187809326
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 56 | val Loss: 0.302564
ACC_val:0.7933884297520661
auc_val:0.9357674104124408
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 56 | test Loss: 0.326897
ACC_test:0.72
auc_test:0.5418871252204586
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 57 | Training Loss: 0.297499
ACC_train:0.8877338877338877
auc_train:0.9716288964139969
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 57 | val Loss: 0.304035
ACC_val:0.7768595041322314
auc_val:0.9394861392832995
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 57 | test Loss: 0.327298
ACC_test:0.7266666666666667
auc_test:0.5317460317460317
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 58 | Training Loss: 0.294598
ACC_train:0.9022869022869023
auc_train:0.9786185638621169
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 58 | val Loss: 0.298766
ACC_val:0.8016528925619835
auc_val:0.9327248140635563
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 58 | test Loss: 0.323805
ACC_test:0.7333333333333333
auc_test:0.5418871252204586
f1_weighted_test:0.6431359123587812
f1_macro_test:0.48647723382403285
 ==  Epoch: 59 | Training Loss: 0.294598
ACC_train:0.8814968814968815
auc_train:0.9769905357297907
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 59 | val Loss: 0.300972
ACC_val:0.768595041322314
auc_val:0.934077079107505
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 59 | test Loss: 0.323128
ACC_test:0.7266666666666667
auc_test:0.523589065255732
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 60 | Training Loss: 0.291768
ACC_train:0.8877338877338877
auc_train:0.9660718937223235
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 60 | val Loss: 0.298434
ACC_val:0.7768595041322314
auc_val:0.9327248140635565
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 60 | test Loss: 0.321031
ACC_test:0.7266666666666667
auc_test:0.5158730158730159
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 61 | Training Loss: 0.286565
ACC_train:0.9126819126819127
auc_train:0.9648997134670487
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 61 | val Loss: 0.290319
ACC_val:0.8099173553719008
auc_val:0.9181879648411089
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 61 | test Loss: 0.315939
ACC_test:0.7266666666666667
auc_test:0.5251322751322751
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 62 | Training Loss: 0.287713
ACC_train:0.8898128898128899
auc_train:0.9865199270643397
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 62 | val Loss: 0.293715
ACC_val:0.7768595041322314
auc_val:0.9357674104124408
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 62 | test Loss: 0.319365
ACC_test:0.7266666666666667
auc_test:0.5257936507936507
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 63 | Training Loss: 0.287225
ACC_train:0.8898128898128899
auc_train:0.9823304680038204
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 63 | val Loss: 0.292590
ACC_val:0.7768595041322314
auc_val:0.9418526031102096
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 63 | test Loss: 0.319371
ACC_test:0.7266666666666667
auc_test:0.5240299823633157
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 64 | Training Loss: 0.281774
ACC_train:0.9022869022869023
auc_train:0.9812234088738386
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 64 | val Loss: 0.288156
ACC_val:0.7933884297520661
auc_val:0.9303583502366464
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 64 | test Loss: 0.314169
ACC_test:0.7266666666666667
auc_test:0.5374779541446209
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 65 | Training Loss: 0.276493
ACC_train:0.9002079002079002
auc_train:0.9772076061474343
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 65 | val Loss: 0.284805
ACC_val:0.7933884297520661
auc_val:0.9246112237998647
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 65 | test Loss: 0.310624
ACC_test:0.7333333333333333
auc_test:0.5363756613756614
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 66 | Training Loss: 0.273430
ACC_train:0.9085239085239085
auc_train:0.9741469132586611
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 66 | val Loss: 0.282276
ACC_val:0.7933884297520661
auc_val:0.9334009465855307
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 66 | test Loss: 0.308674
ACC_test:0.7266666666666667
auc_test:0.5374779541446207
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 67 | Training Loss: 0.271994
ACC_train:0.9106029106029107
auc_train:0.9819180342102978
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 67 | val Loss: 0.280569
ACC_val:0.7933884297520661
auc_val:0.931710615280595
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 67 | test Loss: 0.308666
ACC_test:0.7333333333333333
auc_test:0.5326278659611993
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 68 | Training Loss: 0.272199
ACC_train:0.9168399168399168
auc_train:0.9678301641052358
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 68 | val Loss: 0.278077
ACC_val:0.8016528925619835
auc_val:0.922920892494929
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 68 | test Loss: 0.308794
ACC_test:0.72
auc_test:0.5343915343915344
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 69 | Training Loss: 0.273140
ACC_train:0.9022869022869023
auc_train:0.9773378483980204
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 69 | val Loss: 0.279731
ACC_val:0.7933884297520661
auc_val:0.9330628803245435
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 69 | test Loss: 0.309685
ACC_test:0.7333333333333333
auc_test:0.5337301587301587
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 70 | Training Loss: 0.272862
ACC_train:0.896049896049896
auc_train:0.973256924546323
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 70 | val Loss: 0.280501
ACC_val:0.7851239669421488
auc_val:0.9377958079783637
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 70 | test Loss: 0.310048
ACC_test:0.7266666666666667
auc_test:0.5273368606701939
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 71 | Training Loss: 0.269542
ACC_train:0.9064449064449065
auc_train:0.9771858991056699
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 71 | val Loss: 0.277879
ACC_val:0.7851239669421488
auc_val:0.9334009465855307
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 71 | test Loss: 0.306071
ACC_test:0.7333333333333333
auc_test:0.5361552028218696
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 72 | Training Loss: 0.268700
ACC_train:0.896049896049896
auc_train:0.9708474429104802
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 72 | val Loss: 0.276292
ACC_val:0.7851239669421488
auc_val:0.932048681541582
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 72 | test Loss: 0.304648
ACC_test:0.7333333333333333
auc_test:0.5348324514991182
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 73 | Training Loss: 0.269920
ACC_train:0.8814968814968815
auc_train:0.9727576625857428
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 73 | val Loss: 0.277886
ACC_val:0.768595041322314
auc_val:0.9398242055442867
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 73 | test Loss: 0.305678
ACC_test:0.7266666666666667
auc_test:0.523809523809524
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 74 | Training Loss: 0.267274
ACC_train:0.8918918918918919
auc_train:0.9804202483285579
f1_weighted_train:0.8823810980792114
f1_macro_train:0.842691823899371
 ==  Epoch: 74 | val Loss: 0.276332
ACC_val:0.7768595041322314
auc_val:0.9438810006761326
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 74 | test Loss: 0.306459
ACC_test:0.7266666666666667
auc_test:0.531305114638448
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 75 | Training Loss: 0.265296
ACC_train:0.8898128898128899
auc_train:0.9707823217851872
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 75 | val Loss: 0.273692
ACC_val:0.7851239669421488
auc_val:0.9374577417173766
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 75 | test Loss: 0.302628
ACC_test:0.74
auc_test:0.5297619047619047
f1_weighted_test:0.6472156862745099
f1_macro_test:0.4901960784313726
 ==  Epoch: 76 | Training Loss: 0.263901
ACC_train:0.8877338877338877
auc_train:0.9658331162629157
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 76 | val Loss: 0.273475
ACC_val:0.768595041322314
auc_val:0.9371196754563894
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 76 | test Loss: 0.301155
ACC_test:0.7266666666666667
auc_test:0.5277777777777778
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 77 | Training Loss: 0.261259
ACC_train:0.9022869022869023
auc_train:0.9665928627246679
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 77 | val Loss: 0.270157
ACC_val:0.768595041322314
auc_val:0.9421906693711968
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 77 | test Loss: 0.299973
ACC_test:0.7266666666666667
auc_test:0.525352733686067
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 78 | Training Loss: 0.258679
ACC_train:0.9002079002079002
auc_train:0.9811799947903099
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 78 | val Loss: 0.267308
ACC_val:0.7933884297520661
auc_val:0.9418526031102096
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 78 | test Loss: 0.300589
ACC_test:0.72
auc_test:0.527336860670194
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 79 | Training Loss: 0.258132
ACC_train:0.9022869022869023
auc_train:0.9858470087696449
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 79 | val Loss: 0.267079
ACC_val:0.7768595041322314
auc_val:0.9421906693711968
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 79 | test Loss: 0.300811
ACC_test:0.7266666666666667
auc_test:0.5246913580246914
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 80 | Training Loss: 0.258434
ACC_train:0.9022869022869023
auc_train:0.9830033862985154
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 80 | val Loss: 0.266660
ACC_val:0.7768595041322314
auc_val:0.9432048681541582
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 80 | test Loss: 0.300911
ACC_test:0.7266666666666667
auc_test:0.5216049382716049
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 81 | Training Loss: 0.256952
ACC_train:0.8981288981288982
auc_train:0.9642485022141182
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 81 | val Loss: 0.266166
ACC_val:0.768595041322314
auc_val:0.9367816091954023
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 81 | test Loss: 0.297229
ACC_test:0.7266666666666667
auc_test:0.519400352733686
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 82 | Training Loss: 0.254424
ACC_train:0.8752598752598753
auc_train:0.9812234088738387
f1_weighted_train:0.8618526835196089
f1_macro_train:0.8133633400589787
 ==  Epoch: 82 | val Loss: 0.265254
ACC_val:0.768595041322314
auc_val:0.9374577417173766
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 82 | test Loss: 0.297141
ACC_test:0.7266666666666667
auc_test:0.525132275132275
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 83 | Training Loss: 0.254698
ACC_train:0.8690228690228691
auc_train:0.9849787270990709
f1_weighted_train:0.8539181260463155
f1_macro_train:0.8018906780159648
 ==  Epoch: 83 | val Loss: 0.265779
ACC_val:0.7603305785123967
auc_val:0.9408384043272481
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 83 | test Loss: 0.298415
ACC_test:0.72
auc_test:0.5399029982363315
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 84 | Training Loss: 0.249815
ACC_train:0.9106029106029107
auc_train:0.9869974819831553
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 84 | val Loss: 0.260296
ACC_val:0.7851239669421488
auc_val:0.9459093982420554
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 84 | test Loss: 0.297124
ACC_test:0.7266666666666667
auc_test:0.5328483245149912
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 85 | Training Loss: 0.247374
ACC_train:0.9126819126819127
auc_train:0.9807675609967873
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 85 | val Loss: 0.256612
ACC_val:0.7851239669421488
auc_val:0.9371196754563895
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 85 | test Loss: 0.292310
ACC_test:0.74
auc_test:0.5321869488536155
f1_weighted_test:0.6472156862745099
f1_macro_test:0.4901960784313726
 ==  Epoch: 86 | Training Loss: 0.246573
ACC_train:0.8773388773388774
auc_train:0.9717374316228184
f1_weighted_train:0.8644676995741853
f1_macro_train:0.8171279440667589
 ==  Epoch: 86 | val Loss: 0.257627
ACC_val:0.7603305785123967
auc_val:0.938471940500338
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 86 | test Loss: 0.290655
ACC_test:0.72
auc_test:0.5127865961199294
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 87 | Training Loss: 0.244138
ACC_train:0.8814968814968815
auc_train:0.9807024398714944
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 87 | val Loss: 0.254505
ACC_val:0.768595041322314
auc_val:0.9391480730223123
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 87 | test Loss: 0.289746
ACC_test:0.7266666666666667
auc_test:0.517636684303351
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 88 | Training Loss: 0.239138
ACC_train:0.9168399168399168
auc_train:0.9767951723539117
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 88 | val Loss: 0.248782
ACC_val:0.8016528925619835
auc_val:0.9371196754563894
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 88 | test Loss: 0.289976
ACC_test:0.7333333333333333
auc_test:0.5315255731922399
f1_weighted_test:0.6523809523809525
f1_macro_test:0.5039682539682541
 ==  Epoch: 89 | Training Loss: 0.239393
ACC_train:0.8794178794178794
auc_train:0.9892550143266476
f1_weighted_train:0.8670682311459009
f1_macro_train:0.8208635126110854
 ==  Epoch: 89 | val Loss: 0.253301
ACC_val:0.768595041322314
auc_val:0.9418526031102097
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 89 | test Loss: 0.290776
ACC_test:0.72
auc_test:0.5418871252204586
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 90 | Training Loss: 0.237962
ACC_train:0.8835758835758836
auc_train:0.9826777806720499
f1_weighted_train:0.8722268483541693
f1_macro_train:0.8282493368700266
 ==  Epoch: 90 | val Loss: 0.252636
ACC_val:0.7603305785123967
auc_val:0.9401622718052739
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 90 | test Loss: 0.287867
ACC_test:0.72
auc_test:0.5485008818342151
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 91 | Training Loss: 0.234217
ACC_train:0.8981288981288982
auc_train:0.9653338543023355
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 91 | val Loss: 0.247985
ACC_val:0.768595041322314
auc_val:0.9266396213657877
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 91 | test Loss: 0.283313
ACC_test:0.7333333333333333
auc_test:0.5249118165784832
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 92 | Training Loss: 0.230382
ACC_train:0.9106029106029107
auc_train:0.9523964574107842
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 92 | val Loss: 0.244135
ACC_val:0.8016528925619835
auc_val:0.894185260311021
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 92 | test Loss: 0.282222
ACC_test:0.7333333333333333
auc_test:0.5147707231040564
f1_weighted_test:0.6431359123587812
f1_macro_test:0.48647723382403285
 ==  Epoch: 93 | Training Loss: 0.230081
ACC_train:0.896049896049896
auc_train:0.9894286706607623
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 93 | val Loss: 0.245857
ACC_val:0.768595041322314
auc_val:0.9381338742393509
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 93 | test Loss: 0.285125
ACC_test:0.72
auc_test:0.5370370370370371
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 94 | Training Loss: 0.232147
ACC_train:0.8731808731808732
auc_train:0.9985456282017886
f1_weighted_train:0.8592229251899416
f1_macro_train:0.8095692413533493
 ==  Epoch: 94 | val Loss: 0.247245
ACC_val:0.7603305785123967
auc_val:0.9398242055442867
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 94 | test Loss: 0.287619
ACC_test:0.72
auc_test:0.5440917107583774
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 95 | Training Loss: 0.229567
ACC_train:0.8877338877338877
auc_train:0.9803334201615004
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 95 | val Loss: 0.244871
ACC_val:0.768595041322314
auc_val:0.9330628803245435
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 95 | test Loss: 0.284692
ACC_test:0.72
auc_test:0.533289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 96 | Training Loss: 0.226573
ACC_train:0.9147609147609148
auc_train:0.9711296344534166
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 96 | val Loss: 0.242942
ACC_val:0.7768595041322314
auc_val:0.8904665314401623
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 96 | test Loss: 0.280028
ACC_test:0.7333333333333333
auc_test:0.5121252204585538
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 97 | Training Loss: 0.226984
ACC_train:0.8877338877338877
auc_train:0.9655943388035078
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 97 | val Loss: 0.243792
ACC_val:0.7603305785123967
auc_val:0.9330628803245435
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 97 | test Loss: 0.278965
ACC_test:0.72
auc_test:0.5291005291005291
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 98 | Training Loss: 0.225531
ACC_train:0.8711018711018711
auc_train:0.9941390987236259
f1_weighted_train:0.8565781619194854
f1_macro_train:0.8057451797811359
 ==  Epoch: 98 | val Loss: 0.243312
ACC_val:0.7520661157024794
auc_val:0.9330628803245437
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 98 | test Loss: 0.280605
ACC_test:0.72
auc_test:0.5471781305114638
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 99 | Training Loss: 0.223332
ACC_train:0.8877338877338877
auc_train:0.9947903099765564
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 99 | val Loss: 0.241461
ACC_val:0.768595041322314
auc_val:0.9367816091954023
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 99 | test Loss: 0.283069
ACC_test:0.72
auc_test:0.531305114638448
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 100 | Training Loss: 0.221591
ACC_train:0.9106029106029107
auc_train:0.9940088564730398
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 100 | val Loss: 0.238642
ACC_val:0.7933884297520661
auc_val:0.9208924949290062
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 100 | test Loss: 0.284176
ACC_test:0.7133333333333334
auc_test:0.5306437389770723
f1_weighted_test:0.611032679738562
f1_macro_test:0.4379084967320261
 ==  Epoch: 101 | Training Loss: 0.218843
ACC_train:0.9147609147609148
auc_train:0.977945645567422
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 101 | val Loss: 0.237344
ACC_val:0.7768595041322314
auc_val:0.918526031102096
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 101 | test Loss: 0.279333
ACC_test:0.72
auc_test:0.5297619047619048
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 102 | Training Loss: 0.219726
ACC_train:0.8856548856548857
auc_train:0.9762524963098028
f1_weighted_train:0.8747854262637236
f1_macro_train:0.8319004683022296
 ==  Epoch: 102 | val Loss: 0.237305
ACC_val:0.7603305785123967
auc_val:0.9327248140635565
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 102 | test Loss: 0.274576
ACC_test:0.72
auc_test:0.5518077601410935
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 103 | Training Loss: 0.218005
ACC_train:0.8586278586278586
auc_train:0.982113397586177
f1_weighted_train:0.8403791234824431
f1_macro_train:0.7821441892683967
 ==  Epoch: 103 | val Loss: 0.236087
ACC_val:0.7520661157024794
auc_val:0.9279918864097363
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 103 | test Loss: 0.273580
ACC_test:0.72
auc_test:0.5531305114638447
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 104 | Training Loss: 0.213725
ACC_train:0.9002079002079002
auc_train:0.981114873665017
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 104 | val Loss: 0.232610
ACC_val:0.7768595041322314
auc_val:0.9276538201487492
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 104 | test Loss: 0.273733
ACC_test:0.7266666666666667
auc_test:0.5297619047619048
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 105 | Training Loss: 0.211129
ACC_train:0.920997920997921
auc_train:0.9843709299296691
f1_weighted_train:0.9163956091380101
f1_macro_train:0.8901139861485187
 ==  Epoch: 105 | val Loss: 0.229314
ACC_val:0.8181818181818182
auc_val:0.9066937119675456
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 105 | test Loss: 0.277751
ACC_test:0.72
auc_test:0.5257936507936508
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 106 | Training Loss: 0.211976
ACC_train:0.8814968814968815
auc_train:0.9985239211600243
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 106 | val Loss: 0.231787
ACC_val:0.768595041322314
auc_val:0.9367816091954022
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 106 | test Loss: 0.276543
ACC_test:0.72
auc_test:0.554673721340388
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 107 | Training Loss: 0.211026
ACC_train:0.8711018711018711
auc_train:0.9963749240253537
f1_weighted_train:0.8565781619194854
f1_macro_train:0.8057451797811359
 ==  Epoch: 107 | val Loss: 0.230259
ACC_val:0.7603305785123967
auc_val:0.9374577417173766
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 107 | test Loss: 0.274141
ACC_test:0.72
auc_test:0.5515873015873016
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 108 | Training Loss: 0.206624
ACC_train:0.9064449064449065
auc_train:0.9773595554397847
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 108 | val Loss: 0.227121
ACC_val:0.768595041322314
auc_val:0.9293441514536849
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 108 | test Loss: 0.271391
ACC_test:0.72
auc_test:0.5191798941798942
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 109 | Training Loss: 0.205849
ACC_train:0.918918918918919
auc_train:0.970825735868716
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 109 | val Loss: 0.226107
ACC_val:0.7851239669421488
auc_val:0.8847194050033808
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 109 | test Loss: 0.271144
ACC_test:0.72
auc_test:0.5044091710758378
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 110 | Training Loss: 0.203213
ACC_train:0.9085239085239085
auc_train:0.9854345749761224
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 110 | val Loss: 0.224821
ACC_val:0.7768595041322314
auc_val:0.9293441514536849
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 110 | test Loss: 0.271239
ACC_test:0.72
auc_test:0.5207231040564374
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 111 | Training Loss: 0.202276
ACC_train:0.896049896049896
auc_train:0.9910566987930883
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 111 | val Loss: 0.223081
ACC_val:0.7603305785123967
auc_val:0.9350912778904665
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 111 | test Loss: 0.269841
ACC_test:0.72
auc_test:0.5401234567901235
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 112 | Training Loss: 0.201626
ACC_train:0.896049896049896
auc_train:0.9888425805331249
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 112 | val Loss: 0.221497
ACC_val:0.768595041322314
auc_val:0.9350912778904665
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 112 | test Loss: 0.269531
ACC_test:0.72
auc_test:0.5302028218694885
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 113 | Training Loss: 0.201259
ACC_train:0.8981288981288982
auc_train:0.983242163757923
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 113 | val Loss: 0.221653
ACC_val:0.7768595041322314
auc_val:0.9303583502366464
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 113 | test Loss: 0.270358
ACC_test:0.72
auc_test:0.5211640211640212
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 114 | Training Loss: 0.201983
ACC_train:0.8981288981288982
auc_train:0.983046800382044
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 114 | val Loss: 0.220880
ACC_val:0.7768595041322314
auc_val:0.9354293441514536
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 114 | test Loss: 0.270834
ACC_test:0.7266666666666667
auc_test:0.5205026455026455
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 115 | Training Loss: 0.199488
ACC_train:0.8981288981288982
auc_train:0.9856950594772945
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 115 | val Loss: 0.218640
ACC_val:0.768595041322314
auc_val:0.9421906693711968
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 115 | test Loss: 0.269104
ACC_test:0.72
auc_test:0.5341710758377425
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 116 | Training Loss: 0.196228
ACC_train:0.8918918918918919
auc_train:0.9925327776330641
f1_weighted_train:0.8823810980792114
f1_macro_train:0.842691823899371
 ==  Epoch: 116 | val Loss: 0.216850
ACC_val:0.768595041322314
auc_val:0.9391480730223123
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 116 | test Loss: 0.265113
ACC_test:0.72
auc_test:0.5423280423280423
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 117 | Training Loss: 0.194469
ACC_train:0.893970893970894
auc_train:0.9692194147781541
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 117 | val Loss: 0.214763
ACC_val:0.7603305785123967
auc_val:0.9388100067613252
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 117 | test Loss: 0.263298
ACC_test:0.7266666666666667
auc_test:0.5255731922398589
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 118 | Training Loss: 0.192619
ACC_train:0.9106029106029107
auc_train:0.9912086480854388
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 118 | val Loss: 0.212563
ACC_val:0.7851239669421488
auc_val:0.9364435429344152
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 118 | test Loss: 0.264499
ACC_test:0.72
auc_test:0.519620811287478
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 119 | Training Loss: 0.191293
ACC_train:0.8981288981288982
auc_train:0.9909915776677954
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 119 | val Loss: 0.213177
ACC_val:0.768595041322314
auc_val:0.9357674104124408
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 119 | test Loss: 0.265648
ACC_test:0.72
auc_test:0.5260141093474426
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 120 | Training Loss: 0.190127
ACC_train:0.8981288981288982
auc_train:0.9952244508118434
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 120 | val Loss: 0.211486
ACC_val:0.768595041322314
auc_val:0.9350912778904665
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 120 | test Loss: 0.265285
ACC_test:0.72
auc_test:0.5326278659611994
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 121 | Training Loss: 0.188197
ACC_train:0.893970893970894
auc_train:0.9818312060432405
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 121 | val Loss: 0.209230
ACC_val:0.768595041322314
auc_val:0.9371196754563894
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 121 | test Loss: 0.261731
ACC_test:0.7266666666666667
auc_test:0.5218253968253969
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 122 | Training Loss: 0.183381
ACC_train:0.9126819126819127
auc_train:0.9764044456021534
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 122 | val Loss: 0.208203
ACC_val:0.7851239669421488
auc_val:0.9347532116294793
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 122 | test Loss: 0.260305
ACC_test:0.7266666666666667
auc_test:0.5174162257495591
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 123 | Training Loss: 0.185949
ACC_train:0.893970893970894
auc_train:0.9790744117391682
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 123 | val Loss: 0.209335
ACC_val:0.768595041322314
auc_val:0.9320486815415822
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 123 | test Loss: 0.261666
ACC_test:0.72
auc_test:0.5346119929453264
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 124 | Training Loss: 0.184161
ACC_train:0.8981288981288982
auc_train:0.9854562820178865
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 124 | val Loss: 0.208472
ACC_val:0.7768595041322314
auc_val:0.933739012846518
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 124 | test Loss: 0.261428
ACC_test:0.72
auc_test:0.5383597883597884
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 125 | Training Loss: 0.180154
ACC_train:0.9106029106029107
auc_train:0.9972214986541634
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 125 | val Loss: 0.204447
ACC_val:0.7768595041322314
auc_val:0.9394861392832995
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 125 | test Loss: 0.260388
ACC_test:0.72
auc_test:0.5427689594356261
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 126 | Training Loss: 0.179687
ACC_train:0.920997920997921
auc_train:0.9960059043153598
f1_weighted_train:0.9163956091380101
f1_macro_train:0.8901139861485187
 ==  Epoch: 126 | val Loss: 0.203098
ACC_val:0.8016528925619835
auc_val:0.9394861392832995
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 126 | test Loss: 0.261315
ACC_test:0.7266666666666667
auc_test:0.5200617283950617
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 127 | Training Loss: 0.182682
ACC_train:0.893970893970894
auc_train:0.986910653816098
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 127 | val Loss: 0.208031
ACC_val:0.7603305785123967
auc_val:0.9323867478025692
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 127 | test Loss: 0.257604
ACC_test:0.72
auc_test:0.5231481481481481
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 128 | Training Loss: 0.182965
ACC_train:0.8773388773388774
auc_train:0.9736042372145524
f1_weighted_train:0.8644676995741853
f1_macro_train:0.8171279440667589
 ==  Epoch: 128 | val Loss: 0.207421
ACC_val:0.743801652892562
auc_val:0.9374577417173767
f1_weighted_val:0.6558464128308917
f1_macro_val:0.5054713249835201
 ==  Epoch: 128 | test Loss: 0.254319
ACC_test:0.72
auc_test:0.5394620811287478
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 129 | Training Loss: 0.181285
ACC_train:0.893970893970894
auc_train:0.984739949639663
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 129 | val Loss: 0.205263
ACC_val:0.7520661157024794
auc_val:0.9418526031102096
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 129 | test Loss: 0.254874
ACC_test:0.72
auc_test:0.537257495590829
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 130 | Training Loss: 0.178934
ACC_train:0.9168399168399168
auc_train:0.9956151775636016
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 130 | val Loss: 0.200882
ACC_val:0.7768595041322314
auc_val:0.9469235970250169
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 130 | test Loss: 0.260845
ACC_test:0.7266666666666667
auc_test:0.519620811287478
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 131 | Training Loss: 0.177962
ACC_train:0.9106029106029107
auc_train:0.9936615438048103
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 131 | val Loss: 0.203246
ACC_val:0.7603305785123967
auc_val:0.940500338066261
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 131 | test Loss: 0.256228
ACC_test:0.72
auc_test:0.533068783068783
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 132 | Training Loss: 0.175900
ACC_train:0.9002079002079002
auc_train:0.992337414257185
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 132 | val Loss: 0.202836
ACC_val:0.7603305785123967
auc_val:0.9374577417173766
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 132 | test Loss: 0.253990
ACC_test:0.72
auc_test:0.5381393298059965
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 133 | Training Loss: 0.172875
ACC_train:0.9126819126819127
auc_train:0.9892550143266475
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 133 | val Loss: 0.199612
ACC_val:0.7768595041322314
auc_val:0.936105476673428
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 133 | test Loss: 0.251893
ACC_test:0.7266666666666667
auc_test:0.5134479717813052
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 134 | Training Loss: 0.172092
ACC_train:0.9022869022869023
auc_train:0.9940739775983329
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 134 | val Loss: 0.196740
ACC_val:0.7768595041322314
auc_val:0.9398242055442867
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 134 | test Loss: 0.255168
ACC_test:0.7333333333333333
auc_test:0.5198412698412698
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 135 | Training Loss: 0.171327
ACC_train:0.9126819126819127
auc_train:0.997937831032387
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 135 | val Loss: 0.196818
ACC_val:0.7851239669421488
auc_val:0.9398242055442867
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 135 | test Loss: 0.256301
ACC_test:0.7266666666666667
auc_test:0.5286596119929453
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 136 | Training Loss: 0.166969
ACC_train:0.9043659043659044
auc_train:0.9981549014500304
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 136 | val Loss: 0.193730
ACC_val:0.7851239669421488
auc_val:0.9421906693711968
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 136 | test Loss: 0.253910
ACC_test:0.7266666666666667
auc_test:0.5317460317460317
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 137 | Training Loss: 0.163400
ACC_train:0.9355509355509356
auc_train:0.9927715550924721
f1_weighted_train:0.9326338676203562
f1_macro_train:0.9122143921063011
 ==  Epoch: 137 | val Loss: 0.191835
ACC_val:0.7933884297520661
auc_val:0.9350912778904665
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 137 | test Loss: 0.250662
ACC_test:0.7333333333333333
auc_test:0.5101410934744268
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 138 | Training Loss: 0.164520
ACC_train:0.9147609147609148
auc_train:0.9895589129113485
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 138 | val Loss: 0.193343
ACC_val:0.7768595041322314
auc_val:0.936105476673428
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 138 | test Loss: 0.248366
ACC_test:0.7333333333333333
auc_test:0.5158730158730158
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 139 | Training Loss: 0.164492
ACC_train:0.9022869022869023
auc_train:0.9916862030042545
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 139 | val Loss: 0.192737
ACC_val:0.7768595041322314
auc_val:0.9347532116294793
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 139 | test Loss: 0.250018
ACC_test:0.7266666666666667
auc_test:0.5368165784832452
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 140 | Training Loss: 0.160057
ACC_train:0.9313929313929314
auc_train:0.9899496396631069
f1_weighted_train:0.9280410128563343
f1_macro_train:0.905999609145984
 ==  Epoch: 140 | val Loss: 0.188476
ACC_val:0.8016528925619835
auc_val:0.9347532116294794
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 140 | test Loss: 0.251195
ACC_test:0.7333333333333333
auc_test:0.5352733686067019
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 141 | Training Loss: 0.158661
ACC_train:0.9043659043659044
auc_train:0.9986107493270817
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 141 | val Loss: 0.189511
ACC_val:0.7768595041322314
auc_val:0.9398242055442866
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 141 | test Loss: 0.248675
ACC_test:0.72
auc_test:0.5639329805996472
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 142 | Training Loss: 0.157121
ACC_train:0.9168399168399168
auc_train:0.9982851437006164
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 142 | val Loss: 0.188835
ACC_val:0.7768595041322314
auc_val:0.9384719405003381
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 142 | test Loss: 0.251345
ACC_test:0.7266666666666667
auc_test:0.5456349206349207
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 143 | Training Loss: 0.156074
ACC_train:0.9251559251559252
auc_train:0.9945298254753843
f1_weighted_train:0.9210825956846321
f1_macro_train:0.8965294708160045
 ==  Epoch: 143 | val Loss: 0.187452
ACC_val:0.7851239669421488
auc_val:0.9246112237998648
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 143 | test Loss: 0.247855
ACC_test:0.7333333333333333
auc_test:0.5158730158730158
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 144 | Training Loss: 0.154393
ACC_train:0.9272349272349273
auc_train:0.9812017018320744
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 144 | val Loss: 0.187786
ACC_val:0.7851239669421488
auc_val:0.9090601757944557
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 144 | test Loss: 0.243234
ACC_test:0.7333333333333333
auc_test:0.5182980599647267
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 145 | Training Loss: 0.149996
ACC_train:0.9168399168399168
auc_train:0.9972432056959277
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 145 | val Loss: 0.184594
ACC_val:0.768595041322314
auc_val:0.927315753887762
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 145 | test Loss: 0.242034
ACC_test:0.7266666666666667
auc_test:0.5266754850088184
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 146 | Training Loss: 0.148976
ACC_train:0.9272349272349273
auc_train:0.9976556394894505
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 146 | val Loss: 0.181071
ACC_val:0.7768595041322314
auc_val:0.9350912778904664
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 146 | test Loss: 0.245073
ACC_test:0.7266666666666667
auc_test:0.5346119929453264
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 147 | Training Loss: 0.148426
ACC_train:0.9355509355509356
auc_train:0.997937831032387
f1_weighted_train:0.9326338676203562
f1_macro_train:0.9122143921063011
 ==  Epoch: 147 | val Loss: 0.178759
ACC_val:0.8429752066115702
auc_val:0.9364435429344151
f1_weighted_val:0.820260823894496
f1_macro_val:0.7568996510521306
 ==  Epoch: 147 | test Loss: 0.257526
ACC_test:0.74
auc_test:0.5174162257495591
f1_weighted_test:0.6731112686038271
f1_macro_test:0.5393338058114812
 ==  Epoch: 148 | Training Loss: 0.147371
ACC_train:0.9293139293139293
auc_train:0.9992619605800122
f1_weighted_train:0.9257309230937171
f1_macro_train:0.902862912805892
 ==  Epoch: 148 | val Loss: 0.179977
ACC_val:0.8099173553719008
auc_val:0.9374577417173765
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 148 | test Loss: 0.250082
ACC_test:0.72
auc_test:0.5392416225749559
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 149 | Training Loss: 0.145957
ACC_train:0.920997920997921
auc_train:0.9958973691065383
f1_weighted_train:0.9163956091380101
f1_macro_train:0.8901139861485187
 ==  Epoch: 149 | val Loss: 0.181830
ACC_val:0.768595041322314
auc_val:0.9384719405003381
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 149 | test Loss: 0.242132
ACC_test:0.7333333333333333
auc_test:0.5372574955908289
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 150 | Training Loss: 0.151568
ACC_train:0.9126819126819127
auc_train:0.9932274029695234
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 150 | val Loss: 0.184741
ACC_val:0.7768595041322314
auc_val:0.936105476673428
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 150 | test Loss: 0.241111
ACC_test:0.7333333333333333
auc_test:0.5174162257495591
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 151 | Training Loss: 0.153954
ACC_train:0.920997920997921
auc_train:0.9859989580619953
f1_weighted_train:0.9163956091380101
f1_macro_train:0.8901139861485187
 ==  Epoch: 151 | val Loss: 0.187295
ACC_val:0.7851239669421488
auc_val:0.9327248140635565
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 151 | test Loss: 0.245541
ACC_test:0.7333333333333333
auc_test:0.5035273368606703
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 152 | Training Loss: 0.153544
ACC_train:0.9106029106029107
auc_train:0.9902752452895719
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 152 | val Loss: 0.185725
ACC_val:0.768595041322314
auc_val:0.933739012846518
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 152 | test Loss: 0.245233
ACC_test:0.7333333333333333
auc_test:0.5348324514991182
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 153 | Training Loss: 0.151940
ACC_train:0.9002079002079002
auc_train:0.9990883042458975
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 153 | val Loss: 0.184950
ACC_val:0.7603305785123967
auc_val:0.9377958079783638
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 153 | test Loss: 0.244645
ACC_test:0.7266666666666667
auc_test:0.5615079365079365
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 154 | Training Loss: 0.152485
ACC_train:0.9168399168399168
auc_train:0.9992619605800122
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 154 | val Loss: 0.185789
ACC_val:0.768595041322314
auc_val:0.9367816091954023
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 154 | test Loss: 0.248511
ACC_test:0.7266666666666667
auc_test:0.5504850088183421
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 155 | Training Loss: 0.156925
ACC_train:0.9106029106029107
auc_train:0.9975253972388642
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 155 | val Loss: 0.189195
ACC_val:0.7603305785123967
auc_val:0.9350912778904665
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 155 | test Loss: 0.251113
ACC_test:0.7333333333333333
auc_test:0.5405643738977072
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 156 | Training Loss: 0.156032
ACC_train:0.8814968814968815
auc_train:0.9975905183641572
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 156 | val Loss: 0.188708
ACC_val:0.7520661157024794
auc_val:0.9330628803245437
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 156 | test Loss: 0.243643
ACC_test:0.72
auc_test:0.572310405643739
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 157 | Training Loss: 0.155260
ACC_train:0.8877338877338877
auc_train:0.9901667100807503
f1_weighted_train:0.8773305044581641
f1_macro_train:0.8355243161094226
 ==  Epoch: 157 | val Loss: 0.188934
ACC_val:0.7520661157024794
auc_val:0.9381338742393509
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 157 | test Loss: 0.240565
ACC_test:0.7266666666666667
auc_test:0.5663580246913581
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 158 | Training Loss: 0.153303
ACC_train:0.8814968814968815
auc_train:0.9946166536424416
f1_weighted_train:0.8696545312727287
f1_macro_train:0.8245704962088491
 ==  Epoch: 158 | val Loss: 0.188570
ACC_val:0.743801652892562
auc_val:0.9269776876267749
f1_weighted_val:0.6558464128308917
f1_macro_val:0.5054713249835201
 ==  Epoch: 158 | test Loss: 0.242114
ACC_test:0.72
auc_test:0.5551146384479718
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 159 | Training Loss: 0.151561
ACC_train:0.9064449064449065
auc_train:0.9930320395936443
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 159 | val Loss: 0.187651
ACC_val:0.7603305785123967
auc_val:0.9313725490196079
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 159 | test Loss: 0.246255
ACC_test:0.7333333333333333
auc_test:0.5275573192239859
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 160 | Training Loss: 0.144935
ACC_train:0.8981288981288982
auc_train:0.9970261352782843
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 160 | val Loss: 0.179713
ACC_val:0.7603305785123967
auc_val:0.9415145368492225
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 160 | test Loss: 0.240282
ACC_test:0.7266666666666667
auc_test:0.5709876543209876
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 161 | Training Loss: 0.142684
ACC_train:0.9043659043659044
auc_train:0.998632456368846
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 161 | val Loss: 0.177302
ACC_val:0.768595041322314
auc_val:0.9435429344151454
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 161 | test Loss: 0.242628
ACC_test:0.7266666666666667
auc_test:0.5648148148148148
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 162 | Training Loss: 0.142847
ACC_train:0.9126819126819127
auc_train:0.9990231831206043
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 162 | val Loss: 0.180231
ACC_val:0.768595041322314
auc_val:0.938471940500338
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 162 | test Loss: 0.244817
ACC_test:0.7333333333333333
auc_test:0.5335097001763669
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 163 | Training Loss: 0.145291
ACC_train:0.9085239085239085
auc_train:0.9918598593383694
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 163 | val Loss: 0.182367
ACC_val:0.7768595041322314
auc_val:0.9364435429344151
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 163 | test Loss: 0.242644
ACC_test:0.7333333333333333
auc_test:0.5200617283950617
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 164 | Training Loss: 0.143072
ACC_train:0.8898128898128899
auc_train:0.9927498480507077
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 164 | val Loss: 0.180141
ACC_val:0.7520661157024794
auc_val:0.9364435429344151
f1_weighted_val:0.6724279098329197
f1_macro_val:0.5317337461300309
 ==  Epoch: 164 | test Loss: 0.235249
ACC_test:0.72
auc_test:0.5608465608465609
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 165 | Training Loss: 0.139363
ACC_train:0.9022869022869023
auc_train:0.9958756620647737
f1_weighted_train:0.8947872943543002
f1_macro_train:0.8601614449633501
 ==  Epoch: 165 | val Loss: 0.177018
ACC_val:0.7603305785123967
auc_val:0.9421906693711968
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 165 | test Loss: 0.235221
ACC_test:0.7266666666666667
auc_test:0.5667989417989417
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 166 | Training Loss: 0.140058
ACC_train:0.9168399168399168
auc_train:0.9978510028653295
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 166 | val Loss: 0.173973
ACC_val:0.7933884297520661
auc_val:0.9445571331981067
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 166 | test Loss: 0.246376
ACC_test:0.7533333333333333
auc_test:0.539021164021164
f1_weighted_test:0.6742780253973593
f1_macro_test:0.5332604490791355
 ==  Epoch: 167 | Training Loss: 0.141467
ACC_train:0.9085239085239085
auc_train:0.9991534253711903
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 167 | val Loss: 0.180452
ACC_val:0.7768595041322314
auc_val:0.9340770791075051
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 167 | test Loss: 0.249106
ACC_test:0.72
auc_test:0.5524691358024693
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 168 | Training Loss: 0.137554
ACC_train:0.896049896049896
auc_train:0.9983502648259095
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 168 | val Loss: 0.177806
ACC_val:0.7603305785123967
auc_val:0.9350912778904665
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 168 | test Loss: 0.239053
ACC_test:0.72
auc_test:0.5597442680776014
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 169 | Training Loss: 0.138163
ACC_train:0.9085239085239085
auc_train:0.9918815663801337
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 169 | val Loss: 0.179313
ACC_val:0.768595041322314
auc_val:0.9344151453684922
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 169 | test Loss: 0.235042
ACC_test:0.7333333333333333
auc_test:0.5407848324514991
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 170 | Training Loss: 0.138220
ACC_train:0.9126819126819127
auc_train:0.9859555439784666
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 170 | val Loss: 0.178342
ACC_val:0.768595041322314
auc_val:0.9344151453684922
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 170 | test Loss: 0.235681
ACC_test:0.7333333333333333
auc_test:0.5302028218694885
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 171 | Training Loss: 0.134986
ACC_train:0.9002079002079002
auc_train:0.9972649127376921
f1_weighted_train:0.8923303588182945
f1_macro_train:0.8567173071194518
 ==  Epoch: 171 | val Loss: 0.177451
ACC_val:0.7603305785123967
auc_val:0.920554428668019
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 171 | test Loss: 0.241009
ACC_test:0.72
auc_test:0.5504850088183422
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 172 | Training Loss: 0.130207
ACC_train:0.8981288981288982
auc_train:0.9992185464964835
f1_weighted_train:0.8898614846499407
f1_macro_train:0.8532486535288439
 ==  Epoch: 172 | val Loss: 0.172445
ACC_val:0.7768595041322314
auc_val:0.9354293441514537
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 172 | test Loss: 0.239707
ACC_test:0.72
auc_test:0.5570987654320988
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 173 | Training Loss: 0.124849
ACC_train:0.9397089397089398
auc_train:0.9993487887470696
f1_weighted_train:0.9371913569636651
f1_macro_train:0.9183528929731628
 ==  Epoch: 173 | val Loss: 0.165266
ACC_val:0.8181818181818182
auc_val:0.9394861392832995
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 173 | test Loss: 0.245082
ACC_test:0.72
auc_test:0.531084656084656
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 174 | Training Loss: 0.125009
ACC_train:0.9376299376299376
auc_train:0.9991751324129547
f1_weighted_train:0.9349169541477234
f1_macro_train:0.9152930402930404
 ==  Epoch: 174 | val Loss: 0.164705
ACC_val:0.8181818181818182
auc_val:0.9303583502366464
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 174 | test Loss: 0.247462
ACC_test:0.72
auc_test:0.5262345679012346
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 175 | Training Loss: 0.126117
ACC_train:0.9168399168399168
auc_train:0.9992619605800122
f1_weighted_train:0.9116685702051557
f1_macro_train:0.8836140147115757
 ==  Epoch: 175 | val Loss: 0.171098
ACC_val:0.7768595041322314
auc_val:0.9266396213657877
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 175 | test Loss: 0.242213
ACC_test:0.7266666666666667
auc_test:0.5438712522045854
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 176 | Training Loss: 0.126240
ACC_train:0.9106029106029107
auc_train:0.9982634366588522
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 176 | val Loss: 0.173089
ACC_val:0.743801652892562
auc_val:0.9192021636240704
f1_weighted_val:0.6558464128308917
f1_macro_val:0.5054713249835201
 ==  Epoch: 176 | test Loss: 0.238852
ACC_test:0.72
auc_test:0.541005291005291
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 177 | Training Loss: 0.125825
ACC_train:0.9106029106029107
auc_train:0.9984370929929669
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 177 | val Loss: 0.172354
ACC_val:0.768595041322314
auc_val:0.927315753887762
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 177 | test Loss: 0.235298
ACC_test:0.72
auc_test:0.5493827160493827
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 178 | Training Loss: 0.125872
ACC_train:0.9334719334719335
auc_train:0.9960493183988886
f1_weighted_train:0.9303419403561113
f1_macro_train:0.9091166745394426
 ==  Epoch: 178 | val Loss: 0.172795
ACC_val:0.7933884297520661
auc_val:0.9181879648411089
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 178 | test Loss: 0.239136
ACC_test:0.7333333333333333
auc_test:0.5346119929453262
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 179 | Training Loss: 0.125909
ACC_train:0.9147609147609148
auc_train:0.999131718329426
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 179 | val Loss: 0.171095
ACC_val:0.768595041322314
auc_val:0.9276538201487492
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 179 | test Loss: 0.239496
ACC_test:0.72
auc_test:0.5440917107583775
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 180 | Training Loss: 0.127145
ACC_train:0.893970893970894
auc_train:0.9988712338282538
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 180 | val Loss: 0.171208
ACC_val:0.768595041322314
auc_val:0.9225828262339418
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 180 | test Loss: 0.243053
ACC_test:0.72
auc_test:0.5383597883597883
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 181 | Training Loss: 0.121431
ACC_train:0.920997920997921
auc_train:0.999435616914127
f1_weighted_train:0.9163956091380101
f1_macro_train:0.8901139861485187
 ==  Epoch: 181 | val Loss: 0.163628
ACC_val:0.768595041322314
auc_val:0.9350912778904665
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 181 | test Loss: 0.239776
ACC_test:0.72
auc_test:0.5427689594356261
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 182 | Training Loss: 0.119590
ACC_train:0.9313929313929314
auc_train:0.9988278197447252
f1_weighted_train:0.9280410128563343
f1_macro_train:0.905999609145984
 ==  Epoch: 182 | val Loss: 0.158709
ACC_val:0.8264462809917356
auc_val:0.9323867478025692
f1_weighted_val:0.7970188418931166
f1_macro_val:0.7227495908346973
 ==  Epoch: 182 | test Loss: 0.246982
ACC_test:0.72
auc_test:0.5447530864197531
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 183 | Training Loss: 0.120087
ACC_train:0.9064449064449065
auc_train:0.9992185464964835
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 183 | val Loss: 0.164938
ACC_val:0.7768595041322314
auc_val:0.9306964164976335
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 183 | test Loss: 0.241699
ACC_test:0.7266666666666667
auc_test:0.5372574955908288
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 184 | Training Loss: 0.125021
ACC_train:0.9106029106029107
auc_train:0.9992185464964835
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 184 | val Loss: 0.169239
ACC_val:0.7768595041322314
auc_val:0.9266396213657877
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 184 | test Loss: 0.243682
ACC_test:0.7266666666666667
auc_test:0.5264550264550264
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 185 | Training Loss: 0.121412
ACC_train:0.893970893970894
auc_train:0.9980246591994443
f1_weighted_train:0.8848870712764355
f1_macro_train:0.8462362962823671
 ==  Epoch: 185 | val Loss: 0.164609
ACC_val:0.7603305785123967
auc_val:0.9347532116294793
f1_weighted_val:0.6883419610692337
f1_macro_val:0.5567765567765568
 ==  Epoch: 185 | test Loss: 0.235270
ACC_test:0.72
auc_test:0.5418871252204586
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 186 | Training Loss: 0.120102
ACC_train:0.9147609147609148
auc_train:0.9960927324824173
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 186 | val Loss: 0.159366
ACC_val:0.8016528925619835
auc_val:0.9192021636240703
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 186 | test Loss: 0.240626
ACC_test:0.72
auc_test:0.5392416225749559
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 187 | Training Loss: 0.122979
ACC_train:0.9126819126819127
auc_train:0.9984153859512026
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 187 | val Loss: 0.162529
ACC_val:0.8099173553719008
auc_val:0.9290060851926978
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 187 | test Loss: 0.241307
ACC_test:0.72
auc_test:0.5392416225749558
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 188 | Training Loss: 0.129716
ACC_train:0.9043659043659044
auc_train:0.9970695493618129
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 188 | val Loss: 0.168897
ACC_val:0.7851239669421488
auc_val:0.9334009465855307
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 188 | test Loss: 0.244621
ACC_test:0.7266666666666667
auc_test:0.5401234567901234
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 189 | Training Loss: 0.126173
ACC_train:0.8898128898128899
auc_train:0.9970261352782842
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 189 | val Loss: 0.166424
ACC_val:0.768595041322314
auc_val:0.9388100067613252
f1_weighted_val:0.7036412732182308
f1_macro_val:0.5806930693069307
 ==  Epoch: 189 | test Loss: 0.238605
ACC_test:0.72
auc_test:0.5593033509700176
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 190 | Training Loss: 0.121888
ACC_train:0.9064449064449065
auc_train:0.996570287401233
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 190 | val Loss: 0.163144
ACC_val:0.7851239669421488
auc_val:0.9323867478025692
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 190 | test Loss: 0.236043
ACC_test:0.72
auc_test:0.548941798941799
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 191 | Training Loss: 0.120942
ACC_train:0.9272349272349273
auc_train:0.9967873578188765
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 191 | val Loss: 0.161954
ACC_val:0.7933884297520661
auc_val:0.9290060851926977
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 191 | test Loss: 0.236759
ACC_test:0.7266666666666667
auc_test:0.5297619047619048
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 192 | Training Loss: 0.122577
ACC_train:0.9043659043659044
auc_train:0.9969610141529912
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 192 | val Loss: 0.162247
ACC_val:0.8016528925619835
auc_val:0.9310344827586207
f1_weighted_val:0.7595792637114951
f1_macro_val:0.6666666666666666
 ==  Epoch: 192 | test Loss: 0.237433
ACC_test:0.7266666666666667
auc_test:0.5381393298059964
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 193 | Training Loss: 0.120741
ACC_train:0.9085239085239085
auc_train:0.9987409915776677
f1_weighted_train:0.9020885285036229
f1_macro_train:0.8703504043126684
 ==  Epoch: 193 | val Loss: 0.163155
ACC_val:0.7768595041322314
auc_val:0.9374577417173766
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 193 | test Loss: 0.240956
ACC_test:0.7266666666666667
auc_test:0.5502645502645502
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 194 | Training Loss: 0.119858
ACC_train:0.9043659043659044
auc_train:0.9988495267864895
f1_weighted_train:0.8972324989637804
f1_macro_train:0.863581434349413
 ==  Epoch: 194 | val Loss: 0.157930
ACC_val:0.8099173553719008
auc_val:0.9411764705882353
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 194 | test Loss: 0.240978
ACC_test:0.7133333333333334
auc_test:0.5568783068783069
f1_weighted_test:0.611032679738562
f1_macro_test:0.4379084967320261
 ==  Epoch: 195 | Training Loss: 0.119260
ACC_train:0.9064449064449065
auc_train:0.9981114873665018
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 195 | val Loss: 0.160144
ACC_val:0.7933884297520661
auc_val:0.9415145368492225
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 195 | test Loss: 0.238439
ACC_test:0.72
auc_test:0.548721340388007
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 196 | Training Loss: 0.120044
ACC_train:0.896049896049896
auc_train:0.9976556394894505
f1_weighted_train:0.8873804604975577
f1_macro_train:0.8497551102004098
 ==  Epoch: 196 | val Loss: 0.163231
ACC_val:0.7768595041322314
auc_val:0.936105476673428
f1_weighted_val:0.7183734622593544
f1_macro_val:0.6035675282125956
 ==  Epoch: 196 | test Loss: 0.235711
ACC_test:0.72
auc_test:0.5612874779541446
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 197 | Training Loss: 0.120687
ACC_train:0.9064449064449065
auc_train:0.9969176000694625
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 197 | val Loss: 0.163097
ACC_val:0.7851239669421488
auc_val:0.9350912778904664
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 197 | test Loss: 0.238861
ACC_test:0.72
auc_test:0.5465167548500882
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 198 | Training Loss: 0.116223
ACC_train:0.9126819126819127
auc_train:0.9978727099070939
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 198 | val Loss: 0.158473
ACC_val:0.7851239669421488
auc_val:0.9388100067613253
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 198 | test Loss: 0.238604
ACC_test:0.7066666666666667
auc_test:0.5639329805996471
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 199 | Training Loss: 0.115897
ACC_train:0.9106029106029107
auc_train:0.9978292958235652
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 199 | val Loss: 0.153105
ACC_val:0.8181818181818182
auc_val:0.9442190669371198
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 199 | test Loss: 0.242579
ACC_test:0.7133333333333334
auc_test:0.5672398589065256
f1_weighted_test:0.611032679738562
f1_macro_test:0.4379084967320261
 ==  Epoch: 200 | Training Loss: 0.112265
ACC_train:0.918918918918919
auc_train:0.9986107493270817
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 200 | val Loss: 0.152404
ACC_val:0.8264462809917356
auc_val:0.9408384043272482
f1_weighted_val:0.7970188418931166
f1_macro_val:0.7227495908346973
 ==  Epoch: 200 | test Loss: 0.242977
ACC_test:0.7133333333333334
auc_test:0.5590828924162258
f1_weighted_test:0.611032679738562
f1_macro_test:0.4379084967320261
 ==  Epoch: 201 | Training Loss: 0.114702
ACC_train:0.9106029106029107
auc_train:0.9990231831206043
f1_weighted_train:0.9044997513680533
f1_macro_train:0.8737000873223782
 ==  Epoch: 201 | val Loss: 0.155440
ACC_val:0.8181818181818182
auc_val:0.931710615280595
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 201 | test Loss: 0.239637
ACC_test:0.7133333333333334
auc_test:0.5515873015873016
f1_weighted_test:0.611032679738562
f1_macro_test:0.4379084967320261
 ==  Epoch: 202 | Training Loss: 0.111935
ACC_train:0.9251559251559252
auc_train:0.9945081184336199
f1_weighted_train:0.9210825956846321
f1_macro_train:0.8965294708160045
 ==  Epoch: 202 | val Loss: 0.155675
ACC_val:0.8181818181818182
auc_val:0.9283299526707235
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 202 | test Loss: 0.238306
ACC_test:0.7333333333333333
auc_test:0.5478395061728395
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 203 | Training Loss: 0.109414
ACC_train:0.9272349272349273
auc_train:0.997764174698272
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 203 | val Loss: 0.153914
ACC_val:0.8099173553719008
auc_val:0.9293441514536849
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 203 | test Loss: 0.236595
ACC_test:0.7066666666666667
auc_test:0.5617283950617284
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 204 | Training Loss: 0.105812
ACC_train:0.9272349272349273
auc_train:0.9995224450811844
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 204 | val Loss: 0.150028
ACC_val:0.8181818181818182
auc_val:0.936105476673428
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 204 | test Loss: 0.239759
ACC_test:0.7133333333333334
auc_test:0.5641534391534392
f1_weighted_test:0.611032679738562
f1_macro_test:0.4379084967320261
 ==  Epoch: 205 | Training Loss: 0.104981
ACC_train:0.9397089397089398
auc_train:0.9989363549535469
f1_weighted_train:0.9371913569636651
f1_macro_train:0.9183528929731628
 ==  Epoch: 205 | val Loss: 0.148278
ACC_val:0.8347107438016529
auc_val:0.9381338742393509
f1_weighted_val:0.808795546846156
f1_macro_val:0.7401202749140894
 ==  Epoch: 205 | test Loss: 0.246121
ACC_test:0.7266666666666667
auc_test:0.554673721340388
f1_weighted_test:0.6390648389538307
f1_macro_test:0.48280211924985283
 ==  Epoch: 206 | Training Loss: 0.105661
ACC_train:0.9334719334719335
auc_train:0.9989797690370756
f1_weighted_train:0.9303419403561113
f1_macro_train:0.9091166745394426
 ==  Epoch: 206 | val Loss: 0.149541
ACC_val:0.8347107438016529
auc_val:0.9364435429344151
f1_weighted_val:0.808795546846156
f1_macro_val:0.7401202749140894
 ==  Epoch: 206 | test Loss: 0.242832
ACC_test:0.72
auc_test:0.5524691358024691
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 207 | Training Loss: 0.106877
ACC_train:0.918918918918919
auc_train:0.99900147607884
f1_weighted_train:0.9140371850819612
f1_macro_train:0.8868747173224785
 ==  Epoch: 207 | val Loss: 0.151408
ACC_val:0.8264462809917356
auc_val:0.9344151453684922
f1_weighted_val:0.7970188418931166
f1_macro_val:0.7227495908346973
 ==  Epoch: 207 | test Loss: 0.238289
ACC_test:0.72
auc_test:0.5537918871252204
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 208 | Training Loss: 0.104824
ACC_train:0.920997920997921
auc_train:0.999869757749414
f1_weighted_train:0.9163956091380101
f1_macro_train:0.8901139861485187
 ==  Epoch: 208 | val Loss: 0.151896
ACC_val:0.8099173553719008
auc_val:0.9344151453684922
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 208 | test Loss: 0.237319
ACC_test:0.72
auc_test:0.5593033509700176
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 209 | Training Loss: 0.107230
ACC_train:0.9293139293139293
auc_train:0.9993270817053052
f1_weighted_train:0.9257309230937171
f1_macro_train:0.902862912805892
 ==  Epoch: 209 | val Loss: 0.150680
ACC_val:0.8264462809917356
auc_val:0.9367816091954023
f1_weighted_val:0.7970188418931166
f1_macro_val:0.7227495908346973
 ==  Epoch: 209 | test Loss: 0.241682
ACC_test:0.72
auc_test:0.5518077601410935
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 210 | Training Loss: 0.110524
ACC_train:0.9147609147609148
auc_train:0.9990231831206043
f1_weighted_train:0.9092895831003928
f1_macro_train:0.8803315594337275
 ==  Epoch: 210 | val Loss: 0.155665
ACC_val:0.8181818181818182
auc_val:0.9303583502366464
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 210 | test Loss: 0.240240
ACC_test:0.7266666666666667
auc_test:0.542989417989418
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 211 | Training Loss: 0.107746
ACC_train:0.9126819126819127
auc_train:0.9989363549535469
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 211 | val Loss: 0.155505
ACC_val:0.7933884297520661
auc_val:0.9320486815415822
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 211 | test Loss: 0.235215
ACC_test:0.7333333333333333
auc_test:0.5577601410934745
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 212 | Training Loss: 0.105069
ACC_train:0.9272349272349273
auc_train:0.9979161239906226
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 212 | val Loss: 0.152836
ACC_val:0.7933884297520661
auc_val:0.938133874239351
f1_weighted_val:0.7463050404820566
f1_macro_val:0.6464882552296365
 ==  Epoch: 212 | test Loss: 0.235440
ACC_test:0.72
auc_test:0.5665784832451499
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 213 | Training Loss: 0.102250
ACC_train:0.9397089397089398
auc_train:0.9989797690370756
f1_weighted_train:0.9371913569636651
f1_macro_train:0.9183528929731628
 ==  Epoch: 213 | val Loss: 0.148163
ACC_val:0.8181818181818182
auc_val:0.940500338066261
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 213 | test Loss: 0.240865
ACC_test:0.72
auc_test:0.5659171075837742
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 214 | Training Loss: 0.104813
ACC_train:0.9272349272349273
auc_train:0.9993704957888339
f1_weighted_train:0.9234115064554069
f1_macro_train:0.899706297622381
 ==  Epoch: 214 | val Loss: 0.149979
ACC_val:0.8181818181818182
auc_val:0.9377958079783638
f1_weighted_val:0.784907638944906
f1_macro_val:0.7047471162377995
 ==  Epoch: 214 | test Loss: 0.240488
ACC_test:0.72
auc_test:0.5535714285714286
f1_weighted_test:0.6252927079767203
f1_macro_test:0.46080109551523446
 ==  Epoch: 215 | Training Loss: 0.102366
ACC_train:0.9313929313929314
auc_train:0.99900147607884
f1_weighted_train:0.9280410128563343
f1_macro_train:0.905999609145984
 ==  Epoch: 215 | val Loss: 0.153097
ACC_val:0.7851239669421488
auc_val:0.9354293441514537
f1_weighted_val:0.7325816607634787
f1_macro_val:0.6254761904761904
 ==  Epoch: 215 | test Loss: 0.235671
ACC_test:0.7333333333333333
auc_test:0.5573192239858906
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 216 | Training Loss: 0.100430
ACC_train:0.9376299376299376
auc_train:0.9986324563688461
f1_weighted_train:0.9349169541477234
f1_macro_train:0.9152930402930404
 ==  Epoch: 216 | val Loss: 0.149969
ACC_val:0.8099173553719008
auc_val:0.9371196754563894
f1_weighted_val:0.7724368745134781
f1_macro_val:0.686068809926678
 ==  Epoch: 216 | test Loss: 0.237793
ACC_test:0.7266666666666667
auc_test:0.5590828924162258
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994