 ==  Epoch: 1 | Training Loss: 0.694820
ACC_train:0.34303534303534305
auc_train:0.509160371624555
f1_weighted_train:0.29207112024449483
f1_macro_train:0.3315683929074022
 ==  Epoch: 1 |val Loss: 0.691930
ACC_val:0.6115702479338843
auc_val:0.5720081135902636
f1_weighted_val:0.6132623269409581
f1_macro_val:0.5235821395660551
 ==  Epoch: 1 | test Loss: 0.695011
ACC_test:0.54
auc_test:0.4294532627865961
f1_weighted_test:0.547471111347782
f1_macro_test:0.4488524415570584
 ==  Epoch: 2 | Training Loss: 0.684688
ACC_train:0.5945945945945946
auc_train:0.5390943822175914
f1_weighted_train:0.6081650933355539
f1_macro_train:0.5285759520710089
 ==  Epoch: 2 |val Loss: 0.692804
ACC_val:0.71900826446281
auc_val:0.5635564570655849
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 2 | test Loss: 0.694281
ACC_test:0.72
auc_test:0.5277777777777778
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 3 | Training Loss: 0.684983
ACC_train:0.6361746361746362
auc_train:0.5430233567769385
f1_weighted_train:0.6209823265048761
f1_macro_train:0.5073019403552927
 ==  Epoch: 3 |val Loss: 0.693245
ACC_val:0.71900826446281
auc_val:0.5787694388100066
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 3 | test Loss: 0.695155
ACC_test:0.72
auc_test:0.525352733686067
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 4 | Training Loss: 0.690551
ACC_train:0.6361746361746362
auc_train:0.49735174090474954
f1_weighted_train:0.6128213912821642
f1_macro_train:0.48922007075371515
 ==  Epoch: 4 |val Loss: 0.692798
ACC_val:0.71900826446281
auc_val:0.5804597701149425
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 4 | test Loss: 0.694887
ACC_test:0.72
auc_test:0.5286596119929453
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 5 | Training Loss: 0.682352
ACC_train:0.6424116424116424
auc_train:0.5492098636797776
f1_weighted_train:0.6172551568777985
f1_macro_train:0.4931879441313404
 ==  Epoch: 5 |val Loss: 0.692479
ACC_val:0.71900826446281
auc_val:0.5977011494252874
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 5 | test Loss: 0.695396
ACC_test:0.72
auc_test:0.5178571428571429
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 6 | Training Loss: 0.685295
ACC_train:0.6673596673596673
auc_train:0.5533776156985326
f1_weighted_train:0.6332916721266236
f1_macro_train:0.5058303796167873
 ==  Epoch: 6 |val Loss: 0.691688
ACC_val:0.71900826446281
auc_val:0.6017579445571332
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 6 | test Loss: 0.694921
ACC_test:0.72
auc_test:0.5165343915343916
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 7 | Training Loss: 0.680587
ACC_train:0.6673596673596673
auc_train:0.5537466354085265
f1_weighted_train:0.6411011960609816
f1_macro_train:0.5223910237315063
 ==  Epoch: 7 |val Loss: 0.691091
ACC_val:0.71900826446281
auc_val:0.6054766734279918
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 7 | test Loss: 0.694576
ACC_test:0.72
auc_test:0.5077160493827161
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 8 | Training Loss: 0.679347
ACC_train:0.6632016632016632
auc_train:0.565425023877746
f1_weighted_train:0.6435812810620429
f1_macro_train:0.5315385725278954
 ==  Epoch: 8 |val Loss: 0.690573
ACC_val:0.71900826446281
auc_val:0.6064908722109534
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 8 | test Loss: 0.694494
ACC_test:0.7133333333333334
auc_test:0.5015432098765432
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 9 | Training Loss: 0.689033
ACC_train:0.659043659043659
auc_train:0.5415689849787271
f1_weighted_train:0.6442126826742212
f1_macro_train:0.5369352869352869
 ==  Epoch: 9 |val Loss: 0.690679
ACC_val:0.71900826446281
auc_val:0.5983772819472616
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 9 | test Loss: 0.694172
ACC_test:0.7133333333333334
auc_test:0.5030864197530864
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 10 | Training Loss: 0.680821
ACC_train:0.6465696465696466
auc_train:0.5702439871494313
f1_weighted_train:0.6245914233719111
f1_macro_train:0.5053595625241967
 ==  Epoch: 10 |val Loss: 0.690558
ACC_val:0.7107438016528925
auc_val:0.5946585530764029
f1_weighted_val:0.5974368187806923
f1_macro_val:0.41545893719806765
 ==  Epoch: 10 | test Loss: 0.694137
ACC_test:0.7133333333333334
auc_test:0.4982363315696649
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 11 | Training Loss: 0.684380
ACC_train:0.6340956340956341
auc_train:0.5599114352696015
f1_weighted_train:0.6294768626278034
f1_macro_train:0.5292495217758797
 ==  Epoch: 11 |val Loss: 0.689703
ACC_val:0.7024793388429752
auc_val:0.6000676132521974
f1_weighted_val:0.5933563347508627
f1_macro_val:0.412621359223301
 ==  Epoch: 11 | test Loss: 0.694292
ACC_test:0.7133333333333334
auc_test:0.4898589065255732
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 12 | Training Loss: 0.688662
ACC_train:0.659043659043659
auc_train:0.5495571763480073
f1_weighted_train:0.6442126826742212
f1_macro_train:0.5369352869352869
 ==  Epoch: 12 |val Loss: 0.689733
ACC_val:0.7024793388429752
auc_val:0.6010818120351589
f1_weighted_val:0.5933563347508627
f1_macro_val:0.412621359223301
 ==  Epoch: 12 | test Loss: 0.694891
ACC_test:0.7133333333333334
auc_test:0.48765432098765427
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 13 | Training Loss: 0.664793
ACC_train:0.681912681912682
auc_train:0.6298298167925676
f1_weighted_train:0.6774652723018454
f1_macro_train:0.5897300099789827
 ==  Epoch: 13 |val Loss: 0.688092
ACC_val:0.71900826446281
auc_val:0.6024340770791076
f1_weighted_val:0.6749524296384652
f1_macro_val:0.5582044673539519
 ==  Epoch: 13 | test Loss: 0.694354
ACC_test:0.6733333333333333
auc_test:0.4808201058201058
f1_weighted_test:0.6141130604288499
f1_macro_test:0.4693523933290015
 ==  Epoch: 14 | Training Loss: 0.676939
ACC_train:0.6153846153846154
auc_train:0.5734349222887904
f1_weighted_train:0.6222182560307884
f1_macro_train:0.534988843076698
 ==  Epoch: 14 |val Loss: 0.688181
ACC_val:0.71900826446281
auc_val:0.6129141311697093
f1_weighted_val:0.6502990948445494
f1_macro_val:0.5102380952380952
 ==  Epoch: 14 | test Loss: 0.694693
ACC_test:0.7
auc_test:0.4764109347442681
f1_weighted_test:0.6038516525103018
f1_macro_test:0.4323437894205701
 ==  Epoch: 15 | Training Loss: 0.673223
ACC_train:0.6652806652806653
auc_train:0.5962273161413563
f1_weighted_train:0.6437956799795911
f1_macro_train:0.5300824650934179
 ==  Epoch: 15 |val Loss: 0.688766
ACC_val:0.7024793388429752
auc_val:0.6146044624746451
f1_weighted_val:0.5933563347508627
f1_macro_val:0.412621359223301
 ==  Epoch: 15 | test Loss: 0.695148
ACC_test:0.7133333333333334
auc_test:0.484347442680776
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 16 | Training Loss: 0.668656
ACC_train:0.6611226611226612
auc_train:0.59110445428497
f1_weighted_train:0.6407195171374276
f1_macro_train:0.527194331373436
 ==  Epoch: 16 |val Loss: 0.687002
ACC_val:0.7355371900826446
auc_val:0.6156186612576064
f1_weighted_val:0.6871383839198633
f1_macro_val:0.5705412599822538
 ==  Epoch: 16 | test Loss: 0.694719
ACC_test:0.6933333333333334
auc_test:0.47993827160493824
f1_weighted_test:0.6002380952380952
f1_macro_test:0.4295634920634921
 ==  Epoch: 17 | Training Loss: 0.671021
ACC_train:0.6424116424116424
auc_train:0.5960753668490057
f1_weighted_train:0.6432421831695879
f1_macro_train:0.5531285109325037
 ==  Epoch: 17 |val Loss: 0.686279
ACC_val:0.7107438016528925
auc_val:0.6132521974306965
f1_weighted_val:0.6689015177003872
f1_macro_val:0.5521835677276091
 ==  Epoch: 17 | test Loss: 0.694487
ACC_test:0.6933333333333334
auc_test:0.4856701940035274
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 18 | Training Loss: 0.673265
ACC_train:0.6465696465696466
auc_train:0.6130502735087262
f1_weighted_train:0.6457255762599275
f1_macro_train:0.5541439476553981
 ==  Epoch: 18 |val Loss: 0.686907
ACC_val:0.743801652892562
auc_val:0.6183231913455037
f1_weighted_val:0.6854182501977502
f1_macro_val:0.5616454364847493
 ==  Epoch: 18 | test Loss: 0.694973
ACC_test:0.7
auc_test:0.4916225749559083
f1_weighted_test:0.5929411764705882
f1_macro_test:0.4117647058823529
 ==  Epoch: 19 | Training Loss: 0.663365
ACC_train:0.6902286902286903
auc_train:0.6253581661891118
f1_weighted_train:0.6783516444625131
f1_macro_train:0.5828953877491634
 ==  Epoch: 19 |val Loss: 0.685839
ACC_val:0.7107438016528925
auc_val:0.6125760649087221
f1_weighted_val:0.6754070933033332
f1_macro_val:0.5652397084488245
 ==  Epoch: 19 | test Loss: 0.694798
ACC_test:0.6666666666666666
auc_test:0.4858906525573192
f1_weighted_test:0.6166666666666668
f1_macro_test:0.4791666666666667
 ==  Epoch: 20 | Training Loss: 0.664821
ACC_train:0.6964656964656964
auc_train:0.5978987583572111
f1_weighted_train:0.6949955873032795
f1_macro_train:0.6152421652421651
 ==  Epoch: 20 |val Loss: 0.685972
ACC_val:0.7107438016528925
auc_val:0.6139283299526707
f1_weighted_val:0.6689015177003872
f1_macro_val:0.5521835677276091
 ==  Epoch: 20 | test Loss: 0.694859
ACC_test:0.6733333333333333
auc_test:0.48390652557319225
f1_weighted_test:0.6141130604288499
f1_macro_test:0.4693523933290015
 ==  Epoch: 21 | Training Loss: 0.665425
ACC_train:0.6257796257796258
auc_train:0.5940783190066857
f1_weighted_train:0.6313727002859907
f1_macro_train:0.5446800454373344
 ==  Epoch: 21 |val Loss: 0.685189
ACC_val:0.6611570247933884
auc_val:0.6085192697768763
f1_weighted_val:0.6595964686602406
f1_macro_val:0.5768869936034114
 ==  Epoch: 21 | test Loss: 0.694463
ACC_test:0.6
auc_test:0.4786155202821869
f1_weighted_test:0.5860902255639098
f1_macro_test:0.47133458646616544
 ==  Epoch: 22 | Training Loss: 0.668974
ACC_train:0.6528066528066528
auc_train:0.6115959017105148
f1_weighted_train:0.6589753986872522
f1_macro_train:0.5802331718584246
 ==  Epoch: 22 |val Loss: 0.685237
ACC_val:0.6776859504132231
auc_val:0.6085192697768762
f1_weighted_val:0.6610284307624479
f1_macro_val:0.5629341483745486
 ==  Epoch: 22 | test Loss: 0.694626
ACC_test:0.6333333333333333
auc_test:0.48324514991181655
f1_weighted_test:0.6001921721862788
f1_macro_test:0.4715264877330087
 ==  Epoch: 23 | Training Loss: 0.663151
ACC_train:0.6361746361746362
auc_train:0.5952287922201962
f1_weighted_train:0.6382434114776122
f1_macro_train:0.5484585633284518
 ==  Epoch: 23 |val Loss: 0.685496
ACC_val:0.7272727272727273
auc_val:0.6091954022988505
f1_weighted_val:0.6810296086891832
f1_macro_val:0.5643207855973813
 ==  Epoch: 23 | test Loss: 0.695081
ACC_test:0.68
auc_test:0.4894179894179894
f1_weighted_test:0.5929600000000002
f1_macro_test:0.42400000000000004
 ==  Epoch: 24 | Training Loss: 0.658133
ACC_train:0.6777546777546778
auc_train:0.6259659633585135
f1_weighted_train:0.6795870215944565
f1_macro_train:0.6000632989480573
 ==  Epoch: 24 |val Loss: 0.683337
ACC_val:0.6363636363636364
auc_val:0.6125760649087222
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 24 | test Loss: 0.694282
ACC_test:0.56
auc_test:0.4850088183421517
f1_weighted_test:0.56
f1_macro_test:0.45436507936507936
 ==  Epoch: 25 | Training Loss: 0.667335
ACC_train:0.6465696465696466
auc_train:0.6355604758183554
f1_weighted_train:0.6590790795718008
f1_macro_train:0.5912154055351144
 ==  Epoch: 25 |val Loss: 0.683004
ACC_val:0.628099173553719
auc_val:0.6088573360378634
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 25 | test Loss: 0.694258
ACC_test:0.5533333333333333
auc_test:0.4812610229276896
f1_weighted_test:0.5652360916316035
f1_macro_test:0.4779491974442886
 ==  Epoch: 26 | Training Loss: 0.660649
ACC_train:0.604989604989605
auc_train:0.604866718763567
f1_weighted_train:0.620790020790021
f1_macro_train:0.5493589743589744
 ==  Epoch: 26 |val Loss: 0.683874
ACC_val:0.7107438016528925
auc_val:0.6142663962136579
f1_weighted_val:0.6866133380474655
f1_macro_val:0.5882352941176472
 ==  Epoch: 26 | test Loss: 0.695108
ACC_test:0.6533333333333333
auc_test:0.48302469135802467
f1_weighted_test:0.6138559322033899
f1_macro_test:0.48358050847457623
 ==  Epoch: 27 | Training Loss: 0.664653
ACC_train:0.656964656964657
auc_train:0.6060606060606061
f1_weighted_train:0.6610790837865075
f1_macro_train:0.5799126637554586
 ==  Epoch: 27 |val Loss: 0.682819
ACC_val:0.6611570247933884
auc_val:0.6152805949966194
f1_weighted_val:0.6562091221567339
f1_macro_val:0.5687961755758366
 ==  Epoch: 27 | test Loss: 0.694944
ACC_test:0.58
auc_test:0.47817460317460314
f1_weighted_test:0.5714599919812132
f1_macro_test:0.45873188613322646
 ==  Epoch: 28 | Training Loss: 0.655678
ACC_train:0.6174636174636174
auc_train:0.6426586784752975
f1_weighted_train:0.6348960486891522
f1_macro_train:0.5718487557568017
 ==  Epoch: 28 |val Loss: 0.682812
ACC_val:0.6363636363636364
auc_val:0.6129141311697093
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 28 | test Loss: 0.694988
ACC_test:0.5333333333333333
auc_test:0.47266313932980597
f1_weighted_test:0.5395368782161235
f1_macro_test:0.4371783876500858
 ==  Epoch: 29 | Training Loss: 0.655960
ACC_train:0.6444906444906445
auc_train:0.6362333941130502
f1_weighted_train:0.6568503351207419
f1_macro_train:0.5880797487943028
 ==  Epoch: 29 |val Loss: 0.682869
ACC_val:0.6776859504132231
auc_val:0.6176470588235294
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 29 | test Loss: 0.695602
ACC_test:0.62
auc_test:0.4764109347442681
f1_weighted_test:0.5959972938065072
f1_macro_test:0.4741374008241589
 ==  Epoch: 30 | Training Loss: 0.653187
ACC_train:0.6507276507276507
auc_train:0.6432013545194061
f1_weighted_train:0.6617103696427704
f1_macro_train:0.5916147812727419
 ==  Epoch: 30 |val Loss: 0.682367
ACC_val:0.6611570247933884
auc_val:0.6112237998647736
f1_weighted_val:0.6626330937144528
f1_macro_val:0.5844014408980481
 ==  Epoch: 30 | test Loss: 0.695386
ACC_test:0.54
auc_test:0.4750881834215167
f1_weighted_test:0.5416361149110807
f1_macro_test:0.43365253077975374
 ==  Epoch: 31 | Training Loss: 0.649804
ACC_train:0.6174636174636174
auc_train:0.6442867066076234
f1_weighted_train:0.6345819720819722
f1_macro_train:0.5705357142857144
 ==  Epoch: 31 |val Loss: 0.682117
ACC_val:0.6446280991735537
auc_val:0.6129141311697093
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 31 | test Loss: 0.695303
ACC_test:0.5333333333333333
auc_test:0.4772927689594356
f1_weighted_test:0.5395368782161235
f1_macro_test:0.4371783876500858
 ==  Epoch: 32 | Training Loss: 0.662587
ACC_train:0.6029106029106029
auc_train:0.6120083355040374
f1_weighted_train:0.6211630009432209
f1_macro_train:0.556232339089482
 ==  Epoch: 32 |val Loss: 0.682197
ACC_val:0.6776859504132231
auc_val:0.6146044624746451
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 32 | test Loss: 0.695881
ACC_test:0.6
auc_test:0.47949735449735453
f1_weighted_test:0.5818225304950969
f1_macro_test:0.4618512317627362
 ==  Epoch: 33 | Training Loss: 0.658801
ACC_train:0.6340956340956341
auc_train:0.6220586958409307
f1_weighted_train:0.6422148138124469
f1_macro_train:0.5621301775147929
 ==  Epoch: 33 |val Loss: 0.681517
ACC_val:0.6528925619834711
auc_val:0.6152805949966194
f1_weighted_val:0.6528925619834711
f1_macro_val:0.5704868154158215
 ==  Epoch: 33 | test Loss: 0.695474
ACC_test:0.5466666666666666
auc_test:0.48037918871252205
f1_weighted_test:0.5466666666666666
f1_macro_test:0.43783068783068785
 ==  Epoch: 34 | Training Loss: 0.649612
ACC_train:0.632016632016632
auc_train:0.6636059737778934
f1_weighted_train:0.6499575275409935
f1_macro_train:0.59353471118177
 ==  Epoch: 34 |val Loss: 0.681626
ACC_val:0.6528925619834711
auc_val:0.6135902636916836
f1_weighted_val:0.6528925619834711
f1_macro_val:0.5704868154158215
 ==  Epoch: 34 | test Loss: 0.695531
ACC_test:0.5666666666666667
auc_test:0.4783950617283951
f1_weighted_test:0.5616100118383223
f1_macro_test:0.4503636056147472
 ==  Epoch: 35 | Training Loss: 0.663425
ACC_train:0.6195426195426196
auc_train:0.6038899018841712
f1_weighted_train:0.6322780106687504
f1_macro_train:0.5575866627127929
 ==  Epoch: 35 |val Loss: 0.681261
ACC_val:0.6363636363636364
auc_val:0.6132521974306964
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 35 | test Loss: 0.695391
ACC_test:0.54
auc_test:0.4777336860670193
f1_weighted_test:0.5416361149110807
f1_macro_test:0.43365253077975374
 ==  Epoch: 36 | Training Loss: 0.649906
ACC_train:0.6528066528066528
auc_train:0.6472605713293393
f1_weighted_train:0.6644285671130129
f1_macro_train:0.5962676102351717
 ==  Epoch: 36 |val Loss: 0.681516
ACC_val:0.6611570247933884
auc_val:0.6166328600405679
f1_weighted_val:0.6595964686602406
f1_macro_val:0.5768869936034114
 ==  Epoch: 36 | test Loss: 0.695883
ACC_test:0.5733333333333334
auc_test:0.478395061728395
f1_weighted_test:0.5665454545454546
f1_macro_test:0.4545454545454546
 ==  Epoch: 37 | Training Loss: 0.651437
ACC_train:0.6465696465696466
auc_train:0.6513632022228011
f1_weighted_train:0.6586308208824766
f1_macro_train:0.5897551675697372
 ==  Epoch: 37 |val Loss: 0.681250
ACC_val:0.6446280991735537
auc_val:0.6156186612576066
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 37 | test Loss: 0.695756
ACC_test:0.5266666666666666
auc_test:0.4779541446208113
f1_weighted_test:0.5314942528735632
f1_macro_test:0.4252873563218391
 ==  Epoch: 38 | Training Loss: 0.643075
ACC_train:0.6652806652806653
auc_train:0.6749370495788835
f1_weighted_train:0.6777349510919892
f1_macro_train:0.6148842529278664
 ==  Epoch: 38 |val Loss: 0.680472
ACC_val:0.628099173553719
auc_val:0.6135902636916837
f1_weighted_val:0.6429284373948406
f1_macro_val:0.5824706694271912
 ==  Epoch: 38 | test Loss: 0.695361
ACC_test:0.5066666666666667
auc_test:0.478395061728395
f1_weighted_test:0.5229901960784314
f1_macro_test:0.4332107843137255
 ==  Epoch: 39 | Training Loss: 0.651768
ACC_train:0.6257796257796258
auc_train:0.6491056698793088
f1_weighted_train:0.6439073788471379
f1_macro_train:0.5860585197934596
 ==  Epoch: 39 |val Loss: 0.679772
ACC_val:0.6363636363636364
auc_val:0.6156186612576064
f1_weighted_val:0.6501683501683501
f1_macro_val:0.5891975308641975
 ==  Epoch: 39 | test Loss: 0.695612
ACC_test:0.5133333333333333
auc_test:0.4777336860670194
f1_weighted_test:0.528451861360719
f1_macro_test:0.43774069319640563
 ==  Epoch: 40 | Training Loss: 0.654474
ACC_train:0.632016632016632
auc_train:0.6439828080229226
f1_weighted_train:0.6452679631210958
f1_macro_train:0.5751328692267386
 ==  Epoch: 40 |val Loss: 0.680012
ACC_val:0.6446280991735537
auc_val:0.6227180527383367
f1_weighted_val:0.646176171456621
f1_macro_val:0.5641283404540505
 ==  Epoch: 40 | test Loss: 0.696496
ACC_test:0.54
auc_test:0.47883597883597884
f1_weighted_test:0.5416361149110807
f1_macro_test:0.43365253077975374
 ==  Epoch: 41 | Training Loss: 0.650999
ACC_train:0.632016632016632
auc_train:0.6605886949726492
f1_weighted_train:0.643841135283197
f1_macro_train:0.5705292150304938
 ==  Epoch: 41 |val Loss: 0.679613
ACC_val:0.6528925619834711
auc_val:0.621027721433401
f1_weighted_val:0.6584508183438664
f1_macro_val:0.5848039215686274
 ==  Epoch: 41 | test Loss: 0.696119
ACC_test:0.5266666666666666
auc_test:0.4817019400352734
f1_weighted_test:0.5343543319665585
f1_macro_test:0.4328771500079877
 ==  Epoch: 42 | Training Loss: 0.644616
ACC_train:0.6860706860706861
auc_train:0.6944299730832683
f1_weighted_train:0.6965791235572751
f1_macro_train:0.6349485577575504
 ==  Epoch: 42 |val Loss: 0.679710
ACC_val:0.6694214876033058
auc_val:0.6220419202163624
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 42 | test Loss: 0.697002
ACC_test:0.58
auc_test:0.4812610229276896
f1_weighted_test:0.5714599919812132
f1_macro_test:0.45873188613322646
 ==  Epoch: 43 | Training Loss: 0.646645
ACC_train:0.6507276507276507
auc_train:0.6704219848918989
f1_weighted_train:0.6630899139297797
f1_macro_train:0.5960246360582308
 ==  Epoch: 43 |val Loss: 0.678313
ACC_val:0.6446280991735537
auc_val:0.6200135226504395
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 43 | test Loss: 0.696275
ACC_test:0.5133333333333333
auc_test:0.4759700176366843
f1_weighted_test:0.528451861360719
f1_macro_test:0.43774069319640563
 ==  Epoch: 44 | Training Loss: 0.648395
ACC_train:0.6632016632016632
auc_train:0.681449162108188
f1_weighted_train:0.6785497819980578
f1_macro_train:0.6230407523510972
 ==  Epoch: 44 |val Loss: 0.677724
ACC_val:0.6115702479338843
auc_val:0.6159567275185935
f1_weighted_val:0.6301780061715343
f1_macro_val:0.578272154245458
 ==  Epoch: 44 | test Loss: 0.696319
ACC_test:0.5133333333333333
auc_test:0.4739858906525573
f1_weighted_test:0.5320428162219207
f1_macro_test:0.44972109151213624
 ==  Epoch: 45 | Training Loss: 0.640479
ACC_train:0.6548856548856549
auc_train:0.6767604410870885
f1_weighted_train:0.6708816654990981
f1_macro_train:0.6148956283520469
 ==  Epoch: 45 |val Loss: 0.679085
ACC_val:0.6694214876033058
auc_val:0.6233941852603111
f1_weighted_val:0.6628052743987372
f1_macro_val:0.5751404494382023
 ==  Epoch: 45 | test Loss: 0.697927
ACC_test:0.5666666666666667
auc_test:0.474647266313933
f1_weighted_test:0.5616100118383223
f1_macro_test:0.4503636056147472
 ==  Epoch: 46 | Training Loss: 0.646992
ACC_train:0.656964656964657
auc_train:0.6473256924546322
f1_weighted_train:0.6670169619372984
f1_macro_train:0.5966508271288085
 ==  Epoch: 46 |val Loss: 0.678561
ACC_val:0.6611570247933884
auc_val:0.6227180527383367
f1_weighted_val:0.6595964686602406
f1_macro_val:0.5768869936034114
 ==  Epoch: 46 | test Loss: 0.697561
ACC_test:0.5333333333333333
auc_test:0.4750881834215168
f1_weighted_test:0.5365790045642251
f1_macro_test:0.4294718539447946
 ==  Epoch: 47 | Training Loss: 0.645876
ACC_train:0.6507276507276507
auc_train:0.6690544412607451
f1_weighted_train:0.6646985446985447
f1_macro_train:0.6015384615384616
 ==  Epoch: 47 |val Loss: 0.677956
ACC_val:0.6528925619834711
auc_val:0.618999323867478
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 47 | test Loss: 0.696930
ACC_test:0.5133333333333333
auc_test:0.4757495590828924
f1_weighted_test:0.528451861360719
f1_macro_test:0.43774069319640563
 ==  Epoch: 48 | Training Loss: 0.643192
ACC_train:0.6340956340956341
auc_train:0.6803638100199705
f1_weighted_train:0.649822274924818
f1_macro_train:0.5866244775186531
 ==  Epoch: 48 |val Loss: 0.677495
ACC_val:0.6033057851239669
auc_val:0.6105476673427993
f1_weighted_val:0.6226253085757216
f1_macro_val:0.5714285714285714
 ==  Epoch: 48 | test Loss: 0.696754
ACC_test:0.52
auc_test:0.4744268077601411
f1_weighted_test:0.5376520509193777
f1_macro_test:0.45443523944231157
 ==  Epoch: 49 | Training Loss: 0.643018
ACC_train:0.6444906444906445
auc_train:0.6700963792654338
f1_weighted_train:0.6611014550911972
f1_macro_train:0.6038864408004045
 ==  Epoch: 49 |val Loss: 0.678046
ACC_val:0.6363636363636364
auc_val:0.6142663962136579
f1_weighted_val:0.6467400703291635
f1_macro_val:0.5779961953075459
 ==  Epoch: 49 | test Loss: 0.697530
ACC_test:0.52
auc_test:0.47663139329806
f1_weighted_test:0.5338814294567239
f1_macro_test:0.44226399504234665
 ==  Epoch: 50 | Training Loss: 0.640124
ACC_train:0.6548856548856549
auc_train:0.6769992185464965
f1_weighted_train:0.6686902286902286
f1_macro_train:0.6062820512820513
 ==  Epoch: 50 |val Loss: 0.677525
ACC_val:0.6446280991735537
auc_val:0.6183231913455036
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 50 | test Loss: 0.697898
ACC_test:0.5333333333333333
auc_test:0.47508818342151676
f1_weighted_test:0.544648829431438
f1_macro_test:0.4512959866220735
 ==  Epoch: 51 | Training Loss: 0.637991
ACC_train:0.6465696465696466
auc_train:0.6807979508552574
f1_weighted_train:0.6636903022445191
f1_macro_train:0.609055268693823
 ==  Epoch: 51 |val Loss: 0.677032
ACC_val:0.6198347107438017
auc_val:0.618999323867478
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 51 | test Loss: 0.697947
ACC_test:0.5266666666666666
auc_test:0.47310405643738973
f1_weighted_test:0.5413709884467265
f1_macro_test:0.4531450577663671
 ==  Epoch: 52 | Training Loss: 0.649384
ACC_train:0.6195426195426196
auc_train:0.6385560475818355
f1_weighted_train:0.6360691641970131
f1_macro_train:0.5708644334696783
 ==  Epoch: 52 |val Loss: 0.677222
ACC_val:0.628099173553719
auc_val:0.6186612576064909
f1_weighted_val:0.6376602167565695
f1_macro_val:0.5652694610778444
 ==  Epoch: 52 | test Loss: 0.698468
ACC_test:0.5333333333333333
auc_test:0.46825396825396826
f1_weighted_test:0.5468291675273703
f1_macro_test:0.45775666184672587
 ==  Epoch: 53 | Training Loss: 0.629221
ACC_train:0.7172557172557172
auc_train:0.7348701918902492
f1_weighted_train:0.7272632636574407
f1_macro_train:0.6729723244280915
 ==  Epoch: 53 |val Loss: 0.678369
ACC_val:0.6776859504132231
auc_val:0.6203515889114266
f1_weighted_val:0.6693973032215795
f1_macro_val:0.581537642990157
 ==  Epoch: 53 | test Loss: 0.699935
ACC_test:0.58
auc_test:0.47023809523809523
f1_weighted_test:0.5784376214535562
f1_macro_test:0.4753206373882627
 ==  Epoch: 54 | Training Loss: 0.633897
ACC_train:0.6860706860706861
auc_train:0.6953850829208996
f1_weighted_train:0.6922167129081268
f1_macro_train:0.6220226169226206
 ==  Epoch: 54 |val Loss: 0.676820
ACC_val:0.6115702479338843
auc_val:0.614604462474645
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 54 | test Loss: 0.698621
ACC_test:0.52
auc_test:0.4704585537918871
f1_weighted_test:0.5358823529411765
f1_macro_test:0.4485294117647059
 ==  Epoch: 55 | Training Loss: 0.628825
ACC_train:0.6465696465696466
auc_train:0.7193062429452115
f1_weighted_train:0.6644784779833012
f1_macro_train:0.6133440514469453
 ==  Epoch: 55 |val Loss: 0.676447
ACC_val:0.5950413223140496
auc_val:0.6105476673427992
f1_weighted_val:0.6150260642840107
f1_macro_val:0.5645883821693473
 ==  Epoch: 55 | test Loss: 0.698438
ACC_test:0.5133333333333333
auc_test:0.4715608465608465
f1_weighted_test:0.5335031593611623
f1_macro_test:0.455196775959003
 ==  Epoch: 56 | Training Loss: 0.625102
ACC_train:0.6486486486486487
auc_train:0.7288573413215247
f1_weighted_train:0.666831471031316
f1_macro_train:0.6181194653888615
 ==  Epoch: 56 |val Loss: 0.676210
ACC_val:0.6033057851239669
auc_val:0.6129141311697092
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 56 | test Loss: 0.698979
ACC_test:0.52
auc_test:0.4684744268077601
f1_weighted_test:0.5376520509193777
f1_macro_test:0.45443523944231157
 ==  Epoch: 57 | Training Loss: 0.635175
ACC_train:0.6507276507276507
auc_train:0.688742728141009
f1_weighted_train:0.6669163843605329
f1_macro_train:0.610255816645445
 ==  Epoch: 57 |val Loss: 0.676589
ACC_val:0.628099173553719
auc_val:0.6135902636916836
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 57 | test Loss: 0.699391
ACC_test:0.5266666666666666
auc_test:0.470679012345679
f1_weighted_test:0.5413709884467265
f1_macro_test:0.4531450577663671
 ==  Epoch: 58 | Training Loss: 0.630638
ACC_train:0.6798336798336798
auc_train:0.7178952852305289
f1_weighted_train:0.6944238668376598
f1_macro_train:0.6416560238399318
 ==  Epoch: 58 |val Loss: 0.676226
ACC_val:0.6115702479338843
auc_val:0.6132521974306964
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 58 | test Loss: 0.699090
ACC_test:0.52
auc_test:0.47266313932980597
f1_weighted_test:0.5358823529411765
f1_macro_test:0.4485294117647059
 ==  Epoch: 59 | Training Loss: 0.618585
ACC_train:0.6860706860706861
auc_train:0.7397759833289919
f1_weighted_train:0.700249424445997
f1_macro_train:0.6481005053368023
 ==  Epoch: 59 |val Loss: 0.676256
ACC_val:0.6446280991735537
auc_val:0.6162947937795807
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 59 | test Loss: 0.699391
ACC_test:0.5466666666666666
auc_test:0.47332451499118167
f1_weighted_test:0.5576588628762541
f1_macro_test:0.46697324414715713
 ==  Epoch: 60 | Training Loss: 0.630304
ACC_train:0.6528066528066528
auc_train:0.7021359729096119
f1_weighted_train:0.669277985200139
f1_macro_train:0.6142890755172695
 ==  Epoch: 60 |val Loss: 0.675675
ACC_val:0.6115702479338843
auc_val:0.6162947937795809
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 60 | test Loss: 0.698925
ACC_test:0.5266666666666666
auc_test:0.4755291005291006
f1_weighted_test:0.5432288862932304
f1_macro_test:0.45914377126606065
 ==  Epoch: 61 | Training Loss: 0.628769
ACC_train:0.6548856548856549
auc_train:0.701267691239038
f1_weighted_train:0.6716034716034716
f1_macro_train:0.6182539682539683
 ==  Epoch: 61 |val Loss: 0.676804
ACC_val:0.6446280991735537
auc_val:0.6173089925625422
f1_weighted_val:0.6429914183509842
f1_macro_val:0.5562473347547974
 ==  Epoch: 61 | test Loss: 0.700030
ACC_test:0.58
auc_test:0.4775132275132275
f1_weighted_test:0.5842836328314716
f1_macro_test:0.4900437105390967
 ==  Epoch: 62 | Training Loss: 0.640575
ACC_train:0.6444906444906445
auc_train:0.6588087175479724
f1_weighted_train:0.6577184884268953
f1_macro_train:0.5909640201904667
 ==  Epoch: 62 |val Loss: 0.676005
ACC_val:0.6363636363636364
auc_val:0.6132521974306965
f1_weighted_val:0.6467400703291635
f1_macro_val:0.5779961953075459
 ==  Epoch: 62 | test Loss: 0.699544
ACC_test:0.5466666666666666
auc_test:0.4750881834215167
f1_weighted_test:0.559776905598017
f1_macro_test:0.47324932865110514
 ==  Epoch: 63 | Training Loss: 0.624189
ACC_train:0.6444906444906445
auc_train:0.7241252062168968
f1_weighted_train:0.6627452496035795
f1_macro_train:0.6126028532807077
 ==  Epoch: 63 |val Loss: 0.675473
ACC_val:0.5950413223140496
auc_val:0.6105476673427992
f1_weighted_val:0.6125321494930289
f1_macro_val:0.5507312267939684
 ==  Epoch: 63 | test Loss: 0.699364
ACC_test:0.5333333333333333
auc_test:0.4744268077601411
f1_weighted_test:0.5504950495049505
f1_macro_test:0.4695898161244696
 ==  Epoch: 64 | Training Loss: 0.622138
ACC_train:0.6860706860706861
auc_train:0.7356299383520014
f1_weighted_train:0.700249424445997
f1_macro_train:0.6481005053368023
 ==  Epoch: 64 |val Loss: 0.676068
ACC_val:0.6611570247933884
auc_val:0.6152805949966194
f1_weighted_val:0.6626330937144528
f1_macro_val:0.5844014408980481
 ==  Epoch: 64 | test Loss: 0.700280
ACC_test:0.5666666666666667
auc_test:0.4770723104056438
f1_weighted_test:0.5737046701102295
f1_macro_test:0.4808030246552
 ==  Epoch: 65 | Training Loss: 0.629458
ACC_train:0.6943866943866944
auc_train:0.7333724060085092
f1_weighted_train:0.707932474914556
f1_macro_train:0.6563634507997143
 ==  Epoch: 65 |val Loss: 0.676397
ACC_val:0.6446280991735537
auc_val:0.6152805949966194
f1_weighted_val:0.6429914183509842
f1_macro_val:0.5562473347547974
 ==  Epoch: 65 | test Loss: 0.700854
ACC_test:0.5733333333333334
auc_test:0.4786155202821869
f1_weighted_test:0.5790051457975985
f1_macro_test:0.48542024013722124
 ==  Epoch: 66 | Training Loss: 0.622826
ACC_train:0.6756756756756757
auc_train:0.7227793696275072
f1_weighted_train:0.6882975593840427
f1_macro_train:0.6287551949337028
 ==  Epoch: 66 |val Loss: 0.675760
ACC_val:0.6446280991735537
auc_val:0.6132521974306965
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 66 | test Loss: 0.700487
ACC_test:0.5533333333333333
auc_test:0.4779541446208113
f1_weighted_test:0.5652360916316035
f1_macro_test:0.4779491974442886
 ==  Epoch: 67 | Training Loss: 0.624518
ACC_train:0.683991683991684
auc_train:0.7226057132933924
f1_weighted_train:0.6990920813705623
f1_macro_train:0.6494438051400075
 ==  Epoch: 67 |val Loss: 0.675162
ACC_val:0.6033057851239669
auc_val:0.6088573360378635
f1_weighted_val:0.619814553517436
f1_macro_val:0.5573170731707316
 ==  Epoch: 67 | test Loss: 0.700076
ACC_test:0.5266666666666666
auc_test:0.4783950617283951
f1_weighted_test:0.5432288862932304
f1_macro_test:0.45914377126606065
 ==  Epoch: 68 | Training Loss: 0.626522
ACC_train:0.6902286902286903
auc_train:0.7482851437006165
f1_weighted_train:0.7033973607812651
f1_macro_train:0.6494803511603453
 ==  Epoch: 68 |val Loss: 0.676247
ACC_val:0.6528925619834711
auc_val:0.6118999323867478
f1_weighted_val:0.6528925619834711
f1_macro_val:0.5704868154158215
 ==  Epoch: 68 | test Loss: 0.700978
ACC_test:0.5666666666666667
auc_test:0.48192239858906527
f1_weighted_test:0.5737046701102295
f1_macro_test:0.4808030246552
 ==  Epoch: 69 | Training Loss: 0.625756
ACC_train:0.6923076923076923
auc_train:0.7315707215420684
f1_weighted_train:0.7058111670261202
f1_macro_train:0.6534852024922118
 ==  Epoch: 69 |val Loss: 0.675458
ACC_val:0.6363636363636364
auc_val:0.6071670047329277
f1_weighted_val:0.6501683501683501
f1_macro_val:0.5891975308641975
 ==  Epoch: 69 | test Loss: 0.699937
ACC_test:0.5466666666666666
auc_test:0.4830246913580247
f1_weighted_test:0.5616666666666668
f1_macro_test:0.47916666666666674
 ==  Epoch: 70 | Training Loss: 0.626772
ACC_train:0.656964656964657
auc_train:0.721086220369888
f1_weighted_train:0.6751426882324605
f1_macro_train:0.6308209715457933
 ==  Epoch: 70 |val Loss: 0.675719
ACC_val:0.6446280991735537
auc_val:0.6125760649087221
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 70 | test Loss: 0.700572
ACC_test:0.5466666666666666
auc_test:0.48368606701940037
f1_weighted_test:0.559776905598017
f1_macro_test:0.47324932865110514
 ==  Epoch: 71 | Training Loss: 0.628231
ACC_train:0.6902286902286903
auc_train:0.7281844230268298
f1_weighted_train:0.7021112632554969
f1_macro_train:0.6448108555484521
 ==  Epoch: 71 |val Loss: 0.674713
ACC_val:0.5950413223140496
auc_val:0.6088573360378635
f1_weighted_val:0.6111887429410486
f1_macro_val:0.5453569511540527
 ==  Epoch: 71 | test Loss: 0.700104
ACC_test:0.5333333333333333
auc_test:0.4852292768959436
f1_weighted_test:0.5504950495049505
f1_macro_test:0.4695898161244696
 ==  Epoch: 72 | Training Loss: 0.624605
ACC_train:0.6528066528066528
auc_train:0.7251237301380569
f1_weighted_train:0.6703145205680753
f1_macro_train:0.6196584231783595
 ==  Epoch: 72 |val Loss: 0.674848
ACC_val:0.6198347107438017
auc_val:0.6088573360378634
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 72 | test Loss: 0.700402
ACC_test:0.5466666666666666
auc_test:0.48522927689594353
f1_weighted_test:0.559776905598017
f1_macro_test:0.47324932865110514
 ==  Epoch: 73 | Training Loss: 0.612824
ACC_train:0.7255717255717256
auc_train:0.7479812451159156
f1_weighted_train:0.7359422130064331
f1_macro_train:0.6847968545216252
 ==  Epoch: 73 |val Loss: 0.675596
ACC_val:0.6528925619834711
auc_val:0.6149425287356322
f1_weighted_val:0.6528925619834711
f1_macro_val:0.5704868154158215
 ==  Epoch: 73 | test Loss: 0.701569
ACC_test:0.56
auc_test:0.48633156966490304
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 74 | Training Loss: 0.616089
ACC_train:0.6964656964656964
auc_train:0.7454198141877224
f1_weighted_train:0.7102979516772621
f1_macro_train:0.6602712953287666
 ==  Epoch: 74 |val Loss: 0.674189
ACC_val:0.6033057851239669
auc_val:0.6071670047329277
f1_weighted_val:0.6210004035090341
f1_macro_val:0.5623869801084991
 ==  Epoch: 74 | test Loss: 0.700460
ACC_test:0.52
auc_test:0.48611111111111116
f1_weighted_test:0.5392
f1_macro_test:0.45999999999999996
 ==  Epoch: 75 | Training Loss: 0.615515
ACC_train:0.6777546777546778
auc_train:0.73916818615959
f1_weighted_train:0.6934656314624519
f1_macro_train:0.6440558205264088
 ==  Epoch: 75 |val Loss: 0.675730
ACC_val:0.6363636363636364
auc_val:0.6159567275185936
f1_weighted_val:0.6363636363636365
f1_macro_val:0.5500338066260988
 ==  Epoch: 75 | test Loss: 0.701609
ACC_test:0.5533333333333333
auc_test:0.4894179894179894
f1_weighted_test:0.5652360916316035
f1_macro_test:0.4779491974442886
 ==  Epoch: 76 | Training Loss: 0.616102
ACC_train:0.7027027027027027
auc_train:0.747633932447686
f1_weighted_train:0.7150523453460085
f1_macro_train:0.6625058266480214
 ==  Epoch: 76 |val Loss: 0.674952
ACC_val:0.6198347107438017
auc_val:0.6075050709939148
f1_weighted_val:0.6342669115396388
f1_macro_val:0.5705246913580246
 ==  Epoch: 76 | test Loss: 0.700986
ACC_test:0.54
auc_test:0.4869929453262787
f1_weighted_test:0.5560956782286325
f1_macro_test:0.47437915799096037
 ==  Epoch: 77 | Training Loss: 0.612284
ACC_train:0.7047817047817048
auc_train:0.7535165407658244
f1_weighted_train:0.7188886549646045
f1_macro_train:0.6725067126965862
 ==  Epoch: 77 |val Loss: 0.676134
ACC_val:0.6446280991735537
auc_val:0.6118999323867478
f1_weighted_val:0.6429914183509842
f1_macro_val:0.5562473347547974
 ==  Epoch: 77 | test Loss: 0.702177
ACC_test:0.56
auc_test:0.4869929453262787
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 78 | Training Loss: 0.616195
ACC_train:0.7151767151767152
auc_train:0.7397976903707563
f1_weighted_train:0.7250789234593077
f1_macro_train:0.6699820209638566
 ==  Epoch: 78 |val Loss: 0.675627
ACC_val:0.6363636363636364
auc_val:0.6122379986477349
f1_weighted_val:0.6363636363636365
f1_macro_val:0.5500338066260988
 ==  Epoch: 78 | test Loss: 0.701570
ACC_test:0.56
auc_test:0.49184303350970016
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 79 | Training Loss: 0.623540
ACC_train:0.6881496881496881
auc_train:0.7292046539897543
f1_weighted_train:0.7015530752200153
f1_macro_train:0.6476913160670339
 ==  Epoch: 79 |val Loss: 0.677136
ACC_val:0.6363636363636364
auc_val:0.6152805949966194
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 79 | test Loss: 0.703031
ACC_test:0.5933333333333334
auc_test:0.4911816578483245
f1_weighted_test:0.5947797537619699
f1_macro_test:0.4993160054719562
 ==  Epoch: 80 | Training Loss: 0.616740
ACC_train:0.7276507276507277
auc_train:0.7426196058001217
f1_weighted_train:0.7352258269168536
f1_macro_train:0.6785431875806689
 ==  Epoch: 80 |val Loss: 0.676680
ACC_val:0.6198347107438017
auc_val:0.6105476673427991
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 80 | test Loss: 0.702576
ACC_test:0.58
auc_test:0.49029982363315694
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 81 | Training Loss: 0.613366
ACC_train:0.6902286902286903
auc_train:0.7603108448380654
f1_weighted_train:0.7044674719399995
f1_macro_train:0.6538147566718996
 ==  Epoch: 81 |val Loss: 0.674705
ACC_val:0.6115702479338843
auc_val:0.6068289384719405
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 81 | test Loss: 0.701128
ACC_test:0.5466666666666666
auc_test:0.49118165784832446
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 82 | Training Loss: 0.617924
ACC_train:0.6923076923076923
auc_train:0.7482634366588522
f1_weighted_train:0.705532367550415
f1_macro_train:0.6523887651861401
 ==  Epoch: 82 |val Loss: 0.676251
ACC_val:0.628099173553719
auc_val:0.6159567275185936
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 82 | test Loss: 0.702800
ACC_test:0.5733333333333334
auc_test:0.4929453262786596
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 83 | Training Loss: 0.608634
ACC_train:0.7255717255717256
auc_train:0.7708821741773031
f1_weighted_train:0.7362517810172668
f1_macro_train:0.6858697803285176
 ==  Epoch: 83 |val Loss: 0.674827
ACC_val:0.6198347107438017
auc_val:0.6071670047329277
f1_weighted_val:0.6326138754076669
f1_macro_val:0.5648843026891807
 ==  Epoch: 83 | test Loss: 0.701271
ACC_test:0.5466666666666666
auc_test:0.494047619047619
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 84 | Training Loss: 0.605617
ACC_train:0.6860706860706861
auc_train:0.7660849179473821
f1_weighted_train:0.700738711805677
f1_macro_train:0.6502155120518192
 ==  Epoch: 84 |val Loss: 0.676571
ACC_val:0.628099173553719
auc_val:0.6146044624746451
f1_weighted_val:0.6185353498710533
f1_macro_val:0.5171588188347965
 ==  Epoch: 84 | test Loss: 0.702973
ACC_test:0.58
auc_test:0.49669312169312163
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 85 | Training Loss: 0.614780
ACC_train:0.7151767151767152
auc_train:0.7491100112876617
f1_weighted_train:0.7247108604460046
f1_macro_train:0.668794386839632
 ==  Epoch: 85 |val Loss: 0.676084
ACC_val:0.628099173553719
auc_val:0.6098715348208249
f1_weighted_val:0.6297192491987895
f1_macro_val:0.5438552400100528
 ==  Epoch: 85 | test Loss: 0.702777
ACC_test:0.5733333333333334
auc_test:0.49537037037037035
f1_weighted_test:0.5836789297658863
f1_macro_test:0.4983277591973244
 ==  Epoch: 86 | Training Loss: 0.615206
ACC_train:0.6923076923076923
auc_train:0.7426196058001215
f1_weighted_train:0.7060768036311514
f1_macro_train:0.6545613354037267
 ==  Epoch: 86 |val Loss: 0.675586
ACC_val:0.6115702479338843
auc_val:0.6054766734279918
f1_weighted_val:0.6255063002329094
f1_macro_val:0.558359866428516
 ==  Epoch: 86 | test Loss: 0.701810
ACC_test:0.54
auc_test:0.49603174603174605
f1_weighted_test:0.5590646300810986
f1_macro_test:0.48504900741330415
 ==  Epoch: 87 | Training Loss: 0.610210
ACC_train:0.7110187110187111
auc_train:0.7614396110098116
f1_weighted_train:0.7230229091125537
f1_macro_train:0.6719462231054194
 ==  Epoch: 87 |val Loss: 0.676639
ACC_val:0.6198347107438017
auc_val:0.607843137254902
f1_weighted_val:0.6230553801378326
f1_macro_val:0.5377076411960133
 ==  Epoch: 87 | test Loss: 0.702529
ACC_test:0.5666666666666667
auc_test:0.4971340388007055
f1_weighted_test:0.5782141187470781
f1_macro_test:0.4935328034907277
 ==  Epoch: 88 | Training Loss: 0.609247
ACC_train:0.7089397089397089
auc_train:0.7597464617521923
f1_weighted_train:0.7230390724366628
f1_macro_train:0.678045515394913
 ==  Epoch: 88 |val Loss: 0.676559
ACC_val:0.6033057851239669
auc_val:0.6064908722109533
f1_weighted_val:0.6033057851239669
f1_macro_val:0.5091277890466532
 ==  Epoch: 88 | test Loss: 0.702677
ACC_test:0.5666666666666667
auc_test:0.4984567901234568
f1_weighted_test:0.5782141187470781
f1_macro_test:0.4935328034907277
 ==  Epoch: 89 | Training Loss: 0.607162
ACC_train:0.7006237006237006
auc_train:0.781344968307719
f1_weighted_train:0.7147206687869918
f1_macro_train:0.6669231361083328
 ==  Epoch: 89 |val Loss: 0.675526
ACC_val:0.5950413223140496
auc_val:0.6024340770791075
f1_weighted_val:0.6095703981151608
f1_macro_val:0.5395666692552613
 ==  Epoch: 89 | test Loss: 0.701418
ACC_test:0.5333333333333333
auc_test:0.49691358024691357
f1_weighted_test:0.552
f1_macro_test:0.47500000000000003
 ==  Epoch: 90 | Training Loss: 0.605359
ACC_train:0.7006237006237006
auc_train:0.7765694191195623
f1_weighted_train:0.714929340245796
f1_macro_train:0.6678941311852705
 ==  Epoch: 90 |val Loss: 0.677301
ACC_val:0.628099173553719
auc_val:0.6088573360378634
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 90 | test Loss: 0.703024
ACC_test:0.5733333333333334
auc_test:0.5002204585537919
f1_weighted_test:0.5836789297658863
f1_macro_test:0.4983277591973244
 ==  Epoch: 91 | Training Loss: 0.606767
ACC_train:0.7255717255717256
auc_train:0.7675609967873578
f1_weighted_train:0.7371061663102263
f1_macro_train:0.6889720578437903
 ==  Epoch: 91 |val Loss: 0.676158
ACC_val:0.6033057851239669
auc_val:0.6078431372549019
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 91 | test Loss: 0.702025
ACC_test:0.5666666666666667
auc_test:0.5024250440917107
f1_weighted_test:0.5782141187470781
f1_macro_test:0.4935328034907277
 ==  Epoch: 92 | Training Loss: 0.607899
ACC_train:0.7068607068607069
auc_train:0.7646305461491709
f1_weighted_train:0.7201004559396397
f1_macro_train:0.6714051076323784
 ==  Epoch: 92 |val Loss: 0.677796
ACC_val:0.6446280991735537
auc_val:0.6152805949966194
f1_weighted_val:0.6311097404789512
f1_macro_val:0.528756453219817
 ==  Epoch: 92 | test Loss: 0.703534
ACC_test:0.5866666666666667
auc_test:0.5066137566137566
f1_weighted_test:0.5921612349914237
f1_macro_test:0.5015008576329332
 ==  Epoch: 93 | Training Loss: 0.600153
ACC_train:0.7130977130977131
auc_train:0.7833854302335677
f1_weighted_train:0.7251564465970548
f1_macro_train:0.6748344241094173
 ==  Epoch: 93 |val Loss: 0.674993
ACC_val:0.5950413223140496
auc_val:0.6068289384719405
f1_weighted_val:0.6095703981151608
f1_macro_val:0.5395666692552613
 ==  Epoch: 93 | test Loss: 0.700621
ACC_test:0.5533333333333333
auc_test:0.5041887125220459
f1_weighted_test:0.5718453654410667
f1_macro_test:0.4999751231404548
 ==  Epoch: 94 | Training Loss: 0.604260
ACC_train:0.6943866943866944
auc_train:0.7785230528783538
f1_weighted_train:0.708666163148573
f1_macro_train:0.6594813263021022
 ==  Epoch: 94 |val Loss: 0.676971
ACC_val:0.6363636363636364
auc_val:0.607843137254902
f1_weighted_val:0.6363636363636365
f1_macro_val:0.5500338066260988
 ==  Epoch: 94 | test Loss: 0.702161
ACC_test:0.5733333333333334
auc_test:0.5050705467372134
f1_weighted_test:0.5836789297658863
f1_macro_test:0.4983277591973244
 ==  Epoch: 95 | Training Loss: 0.605039
ACC_train:0.7276507276507277
auc_train:0.7813883823912476
f1_weighted_train:0.7386875117421496
f1_macro_train:0.6898103250515661
 ==  Epoch: 95 |val Loss: 0.676587
ACC_val:0.6033057851239669
auc_val:0.6051386071670047
f1_weighted_val:0.6146255312681784
f1_macro_val:0.5396322130627773
 ==  Epoch: 95 | test Loss: 0.701285
ACC_test:0.5466666666666666
auc_test:0.5035273368606702
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 96 | Training Loss: 0.607686
ACC_train:0.681912681912682
auc_train:0.7650212729009291
f1_weighted_train:0.6976107139500699
f1_macro_train:0.6496322216667858
 ==  Epoch: 96 |val Loss: 0.676944
ACC_val:0.6033057851239669
auc_val:0.6031102096010819
f1_weighted_val:0.6146255312681784
f1_macro_val:0.5396322130627773
 ==  Epoch: 96 | test Loss: 0.701598
ACC_test:0.56
auc_test:0.5052910052910052
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 97 | Training Loss: 0.598828
ACC_train:0.7234927234927235
auc_train:0.7911999652687332
f1_weighted_train:0.7346980081046254
f1_macro_train:0.6850746048233458
 ==  Epoch: 97 |val Loss: 0.677138
ACC_val:0.6033057851239669
auc_val:0.6024340770791075
f1_weighted_val:0.6146255312681784
f1_macro_val:0.5396322130627773
 ==  Epoch: 97 | test Loss: 0.701472
ACC_test:0.56
auc_test:0.5055114638447972
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 98 | Training Loss: 0.600699
ACC_train:0.6902286902286903
auc_train:0.7748545628201788
f1_weighted_train:0.7053314779864859
f1_macro_train:0.6578343048931284
 ==  Epoch: 98 |val Loss: 0.676218
ACC_val:0.5867768595041323
auc_val:0.6048005409060175
f1_weighted_val:0.6006672558778988
f1_macro_val:0.5270481550969356
 ==  Epoch: 98 | test Loss: 0.700862
ACC_test:0.5466666666666666
auc_test:0.5081569664902998
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 99 | Training Loss: 0.596744
ACC_train:0.7276507276507277
auc_train:0.7916992272293132
f1_weighted_train:0.7405713536599892
f1_macro_train:0.6974363406752233
 ==  Epoch: 99 |val Loss: 0.677643
ACC_val:0.6198347107438017
auc_val:0.6061528059499662
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 99 | test Loss: 0.701756
ACC_test:0.58
auc_test:0.5101410934744268
f1_weighted_test:0.5911921458625525
f1_macro_test:0.5091164095371669
 ==  Epoch: 100 | Training Loss: 0.600711
ACC_train:0.7255717255717256
auc_train:0.7765042979942693
f1_weighted_train:0.7359422130064331
f1_macro_train:0.6847968545216252
 ==  Epoch: 100 |val Loss: 0.676065
ACC_val:0.5950413223140496
auc_val:0.6048005409060175
f1_weighted_val:0.6076634109691961
f1_macro_val:0.5333333333333334
 ==  Epoch: 100 | test Loss: 0.700591
ACC_test:0.5466666666666666
auc_test:0.5090388007054674
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 101 | Training Loss: 0.596379
ACC_train:0.7151767151767152
auc_train:0.7948901623686724
f1_weighted_train:0.728484791505813
f1_macro_train:0.6826458619278095
 ==  Epoch: 101 |val Loss: 0.675876
ACC_val:0.5867768595041323
auc_val:0.6027721433400947
f1_weighted_val:0.6006672558778988
f1_macro_val:0.5270481550969356
 ==  Epoch: 101 | test Loss: 0.700382
ACC_test:0.5533333333333333
auc_test:0.5097001763668431
f1_weighted_test:0.5705050505050505
f1_macro_test:0.4949494949494949
 ==  Epoch: 102 | Training Loss: 0.601258
ACC_train:0.7089397089397089
auc_train:0.7730962924372666
f1_weighted_train:0.7214495368720143
f1_macro_train:0.6711785616625648
 ==  Epoch: 102 |val Loss: 0.677737
ACC_val:0.6198347107438017
auc_val:0.6061528059499661
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 102 | test Loss: 0.702190
ACC_test:0.58
auc_test:0.5101410934744268
f1_weighted_test:0.5911921458625525
f1_macro_test:0.5091164095371669
 ==  Epoch: 103 | Training Loss: 0.590351
ACC_train:0.7401247401247402
auc_train:0.8051141790396805
f1_weighted_train:0.7491596016964488
f1_macro_train:0.6988887052589933
 ==  Epoch: 103 |val Loss: 0.674891
ACC_val:0.5867768595041323
auc_val:0.6020960108181204
f1_weighted_val:0.6024640342822162
f1_macro_val:0.533179012345679
 ==  Epoch: 103 | test Loss: 0.699876
ACC_test:0.5266666666666666
auc_test:0.5143298059964727
f1_weighted_test:0.549335141155392
f1_macro_test:0.48428647523122365
 ==  Epoch: 104 | Training Loss: 0.601258
ACC_train:0.6923076923076923
auc_train:0.7721628896413997
f1_weighted_train:0.7075799599761261
f1_macro_train:0.6615510421420965
 ==  Epoch: 104 |val Loss: 0.676580
ACC_val:0.6115702479338843
auc_val:0.605814739688979
f1_weighted_val:0.6163692317745826
f1_macro_val:0.531587183922247
 ==  Epoch: 104 | test Loss: 0.701990
ACC_test:0.5666666666666667
auc_test:0.5112433862433863
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 105 | Training Loss: 0.594250
ACC_train:0.7463617463617463
auc_train:0.8157506295042111
f1_weighted_train:0.7572631678456124
f1_macro_train:0.7134556037345208
 ==  Epoch: 105 |val Loss: 0.676097
ACC_val:0.5950413223140496
auc_val:0.6010818120351589
f1_weighted_val:0.6054522360238201
f1_macro_val:0.526626746506986
 ==  Epoch: 105 | test Loss: 0.701416
ACC_test:0.56
auc_test:0.5114638447971782
f1_weighted_test:0.5761810466760962
f1_macro_test:0.49989896948878565
 ==  Epoch: 106 | Training Loss: 0.583000
ACC_train:0.7463617463617463
auc_train:0.8289702179386993
f1_weighted_train:0.757022365832179
f1_macro_train:0.7125347807344125
 ==  Epoch: 106 |val Loss: 0.676418
ACC_val:0.5950413223140496
auc_val:0.6000676132521975
f1_weighted_val:0.6029192571964868
f1_macro_val:0.5194131474426522
 ==  Epoch: 106 | test Loss: 0.701823
ACC_test:0.5533333333333333
auc_test:0.5119047619047619
f1_weighted_test:0.5689624701640342
f1_macro_test:0.48961454471585997
 ==  Epoch: 107 | Training Loss: 0.598778
ACC_train:0.7214137214137214
auc_train:0.8071546409655292
f1_weighted_train:0.7356583565412088
f1_macro_train:0.6960290511224297
 ==  Epoch: 107 |val Loss: 0.679345
ACC_val:0.6446280991735537
auc_val:0.6068289384719405
f1_weighted_val:0.6311097404789512
f1_macro_val:0.528756453219817
 ==  Epoch: 107 | test Loss: 0.704163
ACC_test:0.5933333333333334
auc_test:0.5090388007054674
f1_weighted_test:0.599938228872677
f1_macro_test:0.5127536077533414
 ==  Epoch: 108 | Training Loss: 0.590756
ACC_train:0.7567567567567568
auc_train:0.8005557002691674
f1_weighted_train:0.7635223034295564
f1_macro_train:0.7128973507399868
 ==  Epoch: 108 |val Loss: 0.677043
ACC_val:0.6033057851239669
auc_val:0.6020960108181204
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 108 | test Loss: 0.701721
ACC_test:0.5666666666666667
auc_test:0.5123456790123457
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 109 | Training Loss: 0.587709
ACC_train:0.738045738045738
auc_train:0.8105626465225318
f1_weighted_train:0.7490558860233979
f1_macro_train:0.7031096915781636
 ==  Epoch: 109 |val Loss: 0.677376
ACC_val:0.6115702479338843
auc_val:0.6017579445571332
f1_weighted_val:0.6163692317745826
f1_macro_val:0.531587183922247
 ==  Epoch: 109 | test Loss: 0.702134
ACC_test:0.5666666666666667
auc_test:0.5123456790123456
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 110 | Training Loss: 0.587584
ACC_train:0.7525987525987526
auc_train:0.8121906746548581
f1_weighted_train:0.7623622920791263
f1_macro_train:0.7172838225633578
 ==  Epoch: 110 |val Loss: 0.677259
ACC_val:0.6033057851239669
auc_val:0.601419878296146
f1_weighted_val:0.6066664836220861
f1_macro_val:0.5176079734219269
 ==  Epoch: 110 | test Loss: 0.702301
ACC_test:0.5666666666666667
auc_test:0.5127865961199295
f1_weighted_test:0.5782141187470781
f1_macro_test:0.4935328034907277
 ==  Epoch: 111 | Training Loss: 0.590435
ACC_train:0.7276507276507277
auc_train:0.8005557002691673
f1_weighted_train:0.7392285520962801
f1_macro_train:0.6918250067248674
 ==  Epoch: 111 |val Loss: 0.676337
ACC_val:0.5950413223140496
auc_val:0.6017579445571332
f1_weighted_val:0.6054522360238201
f1_macro_val:0.526626746506986
 ==  Epoch: 111 | test Loss: 0.701175
ACC_test:0.56
auc_test:0.5156525573192239
f1_weighted_test:0.5776
f1_macro_test:0.505
 ==  Epoch: 112 | Training Loss: 0.595592
ACC_train:0.7318087318087318
auc_train:0.8085004775549187
f1_weighted_train:0.7441362676527512
f1_macro_train:0.7002825745682888
 ==  Epoch: 112 |val Loss: 0.677713
ACC_val:0.6115702479338843
auc_val:0.6020960108181204
f1_weighted_val:0.6097813177324711
f1_macro_val:0.5149680170575693
 ==  Epoch: 112 | test Loss: 0.702038
ACC_test:0.5733333333333334
auc_test:0.5167548500881834
f1_weighted_test:0.5836789297658863
f1_macro_test:0.4983277591973244
 ==  Epoch: 113 | Training Loss: 0.576896
ACC_train:0.7837837837837838
auc_train:0.8334852826256839
f1_weighted_train:0.7908777659835061
f1_macro_train:0.7481168177240685
 ==  Epoch: 113 |val Loss: 0.676903
ACC_val:0.6033057851239669
auc_val:0.6014198782961461
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 113 | test Loss: 0.701363
ACC_test:0.5666666666666667
auc_test:0.5191798941798942
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 114 | Training Loss: 0.586795
ACC_train:0.7214137214137214
auc_train:0.799535469306243
f1_weighted_train:0.73388034923361
f1_macro_train:0.6872379658385093
 ==  Epoch: 114 |val Loss: 0.676999
ACC_val:0.5950413223140496
auc_val:0.6010818120351589
f1_weighted_val:0.6000445182330754
f1_macro_val:0.5116547236636191
 ==  Epoch: 114 | test Loss: 0.701444
ACC_test:0.5666666666666667
auc_test:0.517636684303351
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 115 | Training Loss: 0.591368
ACC_train:0.7297297297297297
auc_train:0.7998176608491796
f1_weighted_train:0.7385972074793827
f1_macro_train:0.6851460221550856
 ==  Epoch: 115 |val Loss: 0.677873
ACC_val:0.6115702479338843
auc_val:0.5997295469912103
f1_weighted_val:0.6132623269409581
f1_macro_val:0.5235821395660551
 ==  Epoch: 115 | test Loss: 0.701651
ACC_test:0.5666666666666667
auc_test:0.5182980599647267
f1_weighted_test:0.5818292620994363
f1_macro_test:0.5048499314407597
 ==  Epoch: 116 | Training Loss: 0.589151
ACC_train:0.7401247401247402
auc_train:0.808261700095511
f1_weighted_train:0.7516432609817653
f1_macro_train:0.707792049999757
 ==  Epoch: 116 |val Loss: 0.678253
ACC_val:0.628099173553719
auc_val:0.5993914807302231
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 116 | test Loss: 0.703016
ACC_test:0.58
auc_test:0.5182980599647267
f1_weighted_test:0.5911921458625525
f1_macro_test:0.5091164095371669
 ==  Epoch: 117 | Training Loss: 0.589746
ACC_train:0.7692307692307693
auc_train:0.8116262915689849
f1_weighted_train:0.7778172644174584
f1_macro_train:0.7344854166148644
 ==  Epoch: 117 |val Loss: 0.676060
ACC_val:0.6115702479338843
auc_val:0.6024340770791076
f1_weighted_val:0.6191266344537733
f1_macro_val:0.5390289373429522
 ==  Epoch: 117 | test Loss: 0.701573
ACC_test:0.5533333333333333
auc_test:0.5198412698412698
f1_weighted_test:0.5718453654410667
f1_macro_test:0.4999751231404548
 ==  Epoch: 118 | Training Loss: 0.580852
ACC_train:0.7525987525987526
auc_train:0.8267343926369715
f1_weighted_train:0.7639706655091271
f1_macro_train:0.7235164835164836
 ==  Epoch: 118 |val Loss: 0.676284
ACC_val:0.6033057851239669
auc_val:0.6024340770791075
f1_weighted_val:0.6066664836220861
f1_macro_val:0.5176079734219269
 ==  Epoch: 118 | test Loss: 0.702071
ACC_test:0.5533333333333333
auc_test:0.5194003527336861
f1_weighted_test:0.5689624701640342
f1_macro_test:0.48961454471585997
 ==  Epoch: 119 | Training Loss: 0.583485
ACC_train:0.760914760914761
auc_train:0.8261048884258053
f1_weighted_train:0.771300294440746
f1_macro_train:0.7303246439836777
 ==  Epoch: 119 |val Loss: 0.676352
ACC_val:0.5950413223140496
auc_val:0.603448275862069
f1_weighted_val:0.6000445182330754
f1_macro_val:0.5116547236636191
 ==  Epoch: 119 | test Loss: 0.701584
ACC_test:0.56
auc_test:0.5180776014109347
f1_weighted_test:0.5776
f1_macro_test:0.505
 ==  Epoch: 120 | Training Loss: 0.581114
ACC_train:0.762993762993763
auc_train:0.8190283928106278
f1_weighted_train:0.7724740124740125
f1_macro_train:0.7296153846153847
 ==  Epoch: 120 |val Loss: 0.679590
ACC_val:0.6363636363636364
auc_val:0.6010818120351589
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 120 | test Loss: 0.703945
ACC_test:0.5933333333333334
auc_test:0.5213844797178131
f1_weighted_test:0.5947797537619699
f1_macro_test:0.4993160054719562
 ==  Epoch: 121 | Training Loss: 0.575683
ACC_train:0.7733887733887734
auc_train:0.8349179473821308
f1_weighted_train:0.780670529637675
f1_macro_train:0.735523640894485
 ==  Epoch: 121 |val Loss: 0.677900
ACC_val:0.5950413223140496
auc_val:0.5956727518593645
f1_weighted_val:0.6000445182330754
f1_macro_val:0.5116547236636191
 ==  Epoch: 121 | test Loss: 0.702071
ACC_test:0.56
auc_test:0.5209435626102292
f1_weighted_test:0.5761810466760962
f1_macro_test:0.49989896948878565
 ==  Epoch: 122 | Training Loss: 0.577078
ACC_train:0.7505197505197505
auc_train:0.834310150212729
f1_weighted_train:0.7610056057365695
f1_macro_train:0.7172473253125368
 ==  Epoch: 122 |val Loss: 0.680222
ACC_val:0.6446280991735537
auc_val:0.6000676132521974
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 122 | test Loss: 0.704337
ACC_test:0.6066666666666667
auc_test:0.5200617283950617
f1_weighted_test:0.6106783228104258
f1_macro_test:0.5224218876477255
 ==  Epoch: 123 | Training Loss: 0.577587
ACC_train:0.7525987525987526
auc_train:0.8309672657810194
f1_weighted_train:0.7628757279452798
f1_macro_train:0.7191482053924094
 ==  Epoch: 123 |val Loss: 0.678054
ACC_val:0.6115702479338843
auc_val:0.5963488843813387
f1_weighted_val:0.6132623269409581
f1_macro_val:0.5235821395660551
 ==  Epoch: 123 | test Loss: 0.702450
ACC_test:0.5666666666666667
auc_test:0.5207231040564374
f1_weighted_test:0.5818292620994363
f1_macro_test:0.5048499314407597
 ==  Epoch: 124 | Training Loss: 0.578881
ACC_train:0.7588357588357588
auc_train:0.826647564469914
f1_weighted_train:0.7670657366021605
f1_macro_train:0.7200682319887619
 ==  Epoch: 124 |val Loss: 0.677212
ACC_val:0.6115702479338843
auc_val:0.597025016903313
f1_weighted_val:0.6191266344537733
f1_macro_val:0.5390289373429522
 ==  Epoch: 124 | test Loss: 0.701106
ACC_test:0.56
auc_test:0.5238095238095237
f1_weighted_test:0.5776
f1_macro_test:0.505
 ==  Epoch: 125 | Training Loss: 0.575658
ACC_train:0.7505197505197505
auc_train:0.8343535642962577
f1_weighted_train:0.7612424601760123
f1_macro_train:0.7181530528536271
 ==  Epoch: 125 |val Loss: 0.678798
ACC_val:0.6198347107438017
auc_val:0.6000676132521974
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 125 | test Loss: 0.702613
ACC_test:0.5733333333333334
auc_test:0.5200617283950617
f1_weighted_test:0.5836789297658863
f1_macro_test:0.4983277591973244
 ==  Epoch: 126 | Training Loss: 0.571645
ACC_train:0.7733887733887734
auc_train:0.8493531301554224
f1_weighted_train:0.7818205569504771
f1_macro_train:0.7392694631623442
 ==  Epoch: 126 |val Loss: 0.678168
ACC_val:0.6198347107438017
auc_val:0.6017579445571332
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 126 | test Loss: 0.702352
ACC_test:0.5666666666666667
auc_test:0.5227072310405644
f1_weighted_test:0.5782141187470781
f1_macro_test:0.4935328034907277
 ==  Epoch: 127 | Training Loss: 0.569976
ACC_train:0.7775467775467776
auc_train:0.8470738907701659
f1_weighted_train:0.7863257584240885
f1_macro_train:0.7457930169267168
 ==  Epoch: 127 |val Loss: 0.678163
ACC_val:0.6033057851239669
auc_val:0.5997295469912103
f1_weighted_val:0.6066664836220861
f1_macro_val:0.5176079734219269
 ==  Epoch: 127 | test Loss: 0.701671
ACC_test:0.56
auc_test:0.5251322751322751
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 128 | Training Loss: 0.567864
ACC_train:0.7879417879417879
auc_train:0.8614005383346358
f1_weighted_train:0.7954474477430805
f1_macro_train:0.7547292433210686
 ==  Epoch: 128 |val Loss: 0.676970
ACC_val:0.5950413223140496
auc_val:0.5963488843813387
f1_weighted_val:0.6076634109691961
f1_macro_val:0.5333333333333334
 ==  Epoch: 128 | test Loss: 0.700136
ACC_test:0.5533333333333333
auc_test:0.5284391534391535
f1_weighted_test:0.5718453654410667
f1_macro_test:0.4999751231404548
 ==  Epoch: 129 | Training Loss: 0.570246
ACC_train:0.7505197505197505
auc_train:0.8423417556655379
f1_weighted_train:0.7629026702509131
f1_macro_train:0.7255819260611593
 ==  Epoch: 129 |val Loss: 0.676953
ACC_val:0.5867768595041323
auc_val:0.5960108181203516
f1_weighted_val:0.5961501643319823
f1_macro_val:0.5133526383526382
 ==  Epoch: 129 | test Loss: 0.700671
ACC_test:0.5533333333333333
auc_test:0.5286596119929453
f1_weighted_test:0.5718453654410667
f1_macro_test:0.4999751231404548
 ==  Epoch: 130 | Training Loss: 0.574713
ACC_train:0.7505197505197505
auc_train:0.8349396544238952
f1_weighted_train:0.7624411168714965
f1_macro_train:0.7232451093210587
 ==  Epoch: 130 |val Loss: 0.677332
ACC_val:0.5867768595041323
auc_val:0.5963488843813387
f1_weighted_val:0.5961501643319823
f1_macro_val:0.5133526383526382
 ==  Epoch: 130 | test Loss: 0.701020
ACC_test:0.5466666666666666
auc_test:0.5271164021164021
f1_weighted_test:0.5647999999999999
f1_macro_test:0.49
 ==  Epoch: 131 | Training Loss: 0.572401
ACC_train:0.7775467775467776
auc_train:0.845467569679604
f1_weighted_train:0.7865615553924428
f1_macro_train:0.7466389677902106
 ==  Epoch: 131 |val Loss: 0.680812
ACC_val:0.6611570247933884
auc_val:0.5993914807302232
f1_weighted_val:0.6482674269683022
f1_macro_val:0.5506747577212209
 ==  Epoch: 131 | test Loss: 0.704733
ACC_test:0.5933333333333334
auc_test:0.5216049382716048
f1_weighted_test:0.5947797537619699
f1_macro_test:0.4993160054719562
 ==  Epoch: 132 | Training Loss: 0.576627
ACC_train:0.762993762993763
auc_train:0.8345055135886081
f1_weighted_train:0.7716718070017926
f1_macro_train:0.7268352462936394
 ==  Epoch: 132 |val Loss: 0.679220
ACC_val:0.628099173553719
auc_val:0.5956727518593645
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 132 | test Loss: 0.703095
ACC_test:0.5866666666666667
auc_test:0.5251322751322751
f1_weighted_test:0.5945396825396825
f1_macro_test:0.5079365079365079
 ==  Epoch: 133 | Training Loss: 0.575958
ACC_train:0.7463617463617463
auc_train:0.8334635755839195
f1_weighted_train:0.7577119597500032
f1_macro_train:0.71524650621118
 ==  Epoch: 133 |val Loss: 0.678217
ACC_val:0.5950413223140496
auc_val:0.5943204868154158
f1_weighted_val:0.6029192571964868
f1_macro_val:0.5194131474426522
 ==  Epoch: 133 | test Loss: 0.701562
ACC_test:0.5533333333333333
auc_test:0.5257936507936508
f1_weighted_test:0.5705050505050505
f1_macro_test:0.4949494949494949
 ==  Epoch: 134 | Training Loss: 0.566506
ACC_train:0.7817047817047817
auc_train:0.8555396370582616
f1_weighted_train:0.7898271420165147
f1_macro_train:0.7488375562573042
 ==  Epoch: 134 |val Loss: 0.679755
ACC_val:0.628099173553719
auc_val:0.5960108181203516
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 134 | test Loss: 0.703157
ACC_test:0.5733333333333334
auc_test:0.5207231040564374
f1_weighted_test:0.5836789297658863
f1_macro_test:0.4983277591973244
 ==  Epoch: 135 | Training Loss: 0.569720
ACC_train:0.7754677754677755
auc_train:0.8482460710254407
f1_weighted_train:0.7855155053524618
f1_macro_train:0.7479231366459627
 ==  Epoch: 135 |val Loss: 0.678132
ACC_val:0.6033057851239669
auc_val:0.59263015551048
f1_weighted_val:0.6146255312681784
f1_macro_val:0.5396322130627773
 ==  Epoch: 135 | test Loss: 0.700884
ACC_test:0.5466666666666666
auc_test:0.525352733686067
f1_weighted_test:0.5660606060606062
f1_macro_test:0.49494949494949503
 ==  Epoch: 136 | Training Loss: 0.564378
ACC_train:0.7650727650727651
auc_train:0.8538899018841712
f1_weighted_train:0.7760494995631889
f1_macro_train:0.7382407474295072
 ==  Epoch: 136 |val Loss: 0.681130
ACC_val:0.6446280991735537
auc_val:0.5977011494252874
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 136 | test Loss: 0.704228
ACC_test:0.58
auc_test:0.5227072310405644
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 137 | Training Loss: 0.558799
ACC_train:0.7920997920997921
auc_train:0.8714726057132934
f1_weighted_train:0.8006315150688822
f1_macro_train:0.7636038373830305
 ==  Epoch: 137 |val Loss: 0.680072
ACC_val:0.6115702479338843
auc_val:0.5953346855983772
f1_weighted_val:0.6132623269409581
f1_macro_val:0.5235821395660551
 ==  Epoch: 137 | test Loss: 0.702484
ACC_test:0.5666666666666667
auc_test:0.5235890652557319
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 138 | Training Loss: 0.566454
ACC_train:0.760914760914761
auc_train:0.8512416427889207
f1_weighted_train:0.7717131378231104
f1_macro_train:0.7319970736008761
 ==  Epoch: 138 |val Loss: 0.679358
ACC_val:0.6115702479338843
auc_val:0.5929682217714672
f1_weighted_val:0.6191266344537733
f1_macro_val:0.5390289373429522
 ==  Epoch: 138 | test Loss: 0.700846
ACC_test:0.56
auc_test:0.5279982363315696
f1_weighted_test:0.5761810466760962
f1_macro_test:0.49989896948878565
 ==  Epoch: 139 | Training Loss: 0.567057
ACC_train:0.8004158004158004
auc_train:0.8518494399583224
f1_weighted_train:0.8064093199228335
f1_macro_train:0.7657657657657657
 ==  Epoch: 139 |val Loss: 0.682089
ACC_val:0.6363636363636364
auc_val:0.5939824205544286
f1_weighted_val:0.6290858018386108
f1_macro_val:0.5326544943820225
 ==  Epoch: 139 | test Loss: 0.703504
ACC_test:0.58
auc_test:0.5246913580246914
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 140 | Training Loss: 0.560825
ACC_train:0.7650727650727651
auc_train:0.8623339411305028
f1_weighted_train:0.775059743411295
f1_macro_train:0.7341696622893894
 ==  Epoch: 140 |val Loss: 0.681066
ACC_val:0.5950413223140496
auc_val:0.59026369168357
f1_weighted_val:0.5968054046831265
f1_macro_val:0.5033090391220575
 ==  Epoch: 140 | test Loss: 0.702240
ACC_test:0.56
auc_test:0.5266754850088182
f1_weighted_test:0.5727246436686636
f1_macro_test:0.4887419954554844
 ==  Epoch: 141 | Training Loss: 0.562069
ACC_train:0.8004158004158004
auc_train:0.8587522792393852
f1_weighted_train:0.8074799508170168
f1_macro_train:0.7691569348904175
 ==  Epoch: 141 |val Loss: 0.680436
ACC_val:0.6033057851239669
auc_val:0.5916159567275185
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 141 | test Loss: 0.701413
ACC_test:0.5666666666666667
auc_test:0.5275573192239859
f1_weighted_test:0.5818292620994363
f1_macro_test:0.5048499314407597
 ==  Epoch: 142 | Training Loss: 0.563655
ACC_train:0.7837837837837838
auc_train:0.8659807241469133
f1_weighted_train:0.7919544708535535
f1_macro_train:0.7516581278049168
 ==  Epoch: 142 |val Loss: 0.680802
ACC_val:0.6033057851239669
auc_val:0.5906017579445572
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 142 | test Loss: 0.701802
ACC_test:0.5666666666666667
auc_test:0.5264550264550265
f1_weighted_test:0.5818292620994363
f1_macro_test:0.5048499314407597
 ==  Epoch: 143 | Training Loss: 0.551898
ACC_train:0.814968814968815
auc_train:0.8846270730224884
f1_weighted_train:0.8224670881301628
f1_macro_train:0.7892604498441939
 ==  Epoch: 143 |val Loss: 0.682478
ACC_val:0.6033057851239669
auc_val:0.5939824205544287
f1_weighted_val:0.6033057851239669
f1_macro_val:0.5091277890466532
 ==  Epoch: 143 | test Loss: 0.703240
ACC_test:0.5733333333333334
auc_test:0.525352733686067
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 144 | Training Loss: 0.568084
ACC_train:0.7692307692307693
auc_train:0.8394330120691152
f1_weighted_train:0.7783379363091012
f1_macro_train:0.7362899521389304
 ==  Epoch: 144 |val Loss: 0.680638
ACC_val:0.6033057851239669
auc_val:0.5929682217714671
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 144 | test Loss: 0.702051
ACC_test:0.5533333333333333
auc_test:0.5279982363315696
f1_weighted_test:0.5672092426187418
f1_macro_test:0.4839537869062901
 ==  Epoch: 145 | Training Loss: 0.562418
ACC_train:0.7713097713097713
auc_train:0.863093687592255
f1_weighted_train:0.7823878426288065
f1_macro_train:0.7470357620960031
 ==  Epoch: 145 |val Loss: 0.681616
ACC_val:0.6115702479338843
auc_val:0.5895875591615957
f1_weighted_val:0.6097813177324711
f1_macro_val:0.5149680170575693
 ==  Epoch: 145 | test Loss: 0.702950
ACC_test:0.56
auc_test:0.5268959435626102
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 146 | Training Loss: 0.562137
ACC_train:0.7754677754677755
auc_train:0.8513284709559782
f1_weighted_train:0.7846820362743928
f1_macro_train:0.7446921443736729
 ==  Epoch: 146 |val Loss: 0.681181
ACC_val:0.6198347107438017
auc_val:0.5939824205544286
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 146 | test Loss: 0.702772
ACC_test:0.56
auc_test:0.5288800705467372
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 147 | Training Loss: 0.554979
ACC_train:0.7962577962577962
auc_train:0.8726230789268039
f1_weighted_train:0.8044074844074843
f1_macro_train:0.7675641025641025
 ==  Epoch: 147 |val Loss: 0.683070
ACC_val:0.628099173553719
auc_val:0.5933062880324543
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 147 | test Loss: 0.703721
ACC_test:0.5733333333333334
auc_test:0.5279982363315696
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 148 | Training Loss: 0.557089
ACC_train:0.7858627858627859
auc_train:0.8611834679169922
f1_weighted_train:0.7921378610881317
f1_macro_train:0.7482123345107108
 ==  Epoch: 148 |val Loss: 0.683314
ACC_val:0.6115702479338843
auc_val:0.5912778904665315
f1_weighted_val:0.6097813177324711
f1_macro_val:0.5149680170575693
 ==  Epoch: 148 | test Loss: 0.703341
ACC_test:0.5733333333333334
auc_test:0.527336860670194
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 149 | Training Loss: 0.550781
ACC_train:0.7879417879417879
auc_train:0.8819571068854737
f1_weighted_train:0.7964241164241165
f1_macro_train:0.7580769230769231
 ==  Epoch: 149 |val Loss: 0.686986
ACC_val:0.6528925619834711
auc_val:0.5936443542934415
f1_weighted_val:0.6324017743194518
f1_macro_val:0.5238005997001499
 ==  Epoch: 149 | test Loss: 0.707529
ACC_test:0.5933333333333334
auc_test:0.525352733686067
f1_weighted_test:0.5918205541058243
f1_macro_test:0.49197712509022273
 ==  Epoch: 150 | Training Loss: 0.555244
ACC_train:0.8212058212058212
auc_train:0.8770513154467309
f1_weighted_train:0.8265750157642049
f1_macro_train:0.7901651651651652
 ==  Epoch: 150 |val Loss: 0.681969
ACC_val:0.6033057851239669
auc_val:0.5906017579445572
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 150 | test Loss: 0.702519
ACC_test:0.5533333333333333
auc_test:0.5279982363315697
f1_weighted_test:0.5672092426187418
f1_macro_test:0.4839537869062901
 ==  Epoch: 151 | Training Loss: 0.565329
ACC_train:0.7505197505197505
auc_train:0.8470955978119301
f1_weighted_train:0.7616838948360688
f1_macro_train:0.7199145962732919
 ==  Epoch: 151 |val Loss: 0.682198
ACC_val:0.6115702479338843
auc_val:0.5899256254225829
f1_weighted_val:0.6163692317745826
f1_macro_val:0.531587183922247
 ==  Epoch: 151 | test Loss: 0.702525
ACC_test:0.56
auc_test:0.5284391534391534
f1_weighted_test:0.5727246436686636
f1_macro_test:0.4887419954554844
 ==  Epoch: 152 | Training Loss: 0.553601
ACC_train:0.7900207900207901
auc_train:0.8733177042632632
f1_weighted_train:0.7989472042879716
f1_macro_train:0.7623994326657375
 ==  Epoch: 152 |val Loss: 0.684593
ACC_val:0.6363636363636364
auc_val:0.592292089249493
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 152 | test Loss: 0.704585
ACC_test:0.5733333333333334
auc_test:0.5302028218694885
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 153 | Training Loss: 0.551949
ACC_train:0.8191268191268192
auc_train:0.8824997829295823
f1_weighted_train:0.8254150827807284
f1_macro_train:0.7904265388602594
 ==  Epoch: 153 |val Loss: 0.682601
ACC_val:0.6033057851239669
auc_val:0.5885733603786342
f1_weighted_val:0.609658078107276
f1_macro_val:0.5254901960784315
 ==  Epoch: 153 | test Loss: 0.701849
ACC_test:0.5533333333333333
auc_test:0.5299823633156967
f1_weighted_test:0.5672092426187418
f1_macro_test:0.4839537869062901
 ==  Epoch: 154 | Training Loss: 0.554160
ACC_train:0.7858627858627859
auc_train:0.868325084657463
f1_weighted_train:0.7940769135256118
f1_macro_train:0.754466564573762
 ==  Epoch: 154 |val Loss: 0.685479
ACC_val:0.6363636363636364
auc_val:0.5882352941176471
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 154 | test Loss: 0.705163
ACC_test:0.58
auc_test:0.5271164021164021
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 155 | Training Loss: 0.547564
ACC_train:0.8087318087318087
auc_train:0.8915516193453156
f1_weighted_train:0.8159597242166048
f1_macro_train:0.7803129592120417
 ==  Epoch: 155 |val Loss: 0.680670
ACC_val:0.6033057851239669
auc_val:0.5909398242055443
f1_weighted_val:0.616640565642783
f1_macro_val:0.5459662288930582
 ==  Epoch: 155 | test Loss: 0.700383
ACC_test:0.5333333333333333
auc_test:0.533289241622575
f1_weighted_test:0.5532976827094473
f1_macro_test:0.4800950683303624
 ==  Epoch: 156 | Training Loss: 0.558447
ACC_train:0.7817047817047817
auc_train:0.8587522792393852
f1_weighted_train:0.7913803392246831
f1_macro_train:0.754545321999796
 ==  Epoch: 156 |val Loss: 0.683612
ACC_val:0.6363636363636364
auc_val:0.5919540229885057
f1_weighted_val:0.6290858018386108
f1_macro_val:0.5326544943820225
 ==  Epoch: 156 | test Loss: 0.704177
ACC_test:0.58
auc_test:0.5291005291005291
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 157 | Training Loss: 0.553676
ACC_train:0.7983367983367984
auc_train:0.8696926282886169
f1_weighted_train:0.8058403121485898
f1_macro_train:0.7679737424472237
 ==  Epoch: 157 |val Loss: 0.682676
ACC_val:0.6033057851239669
auc_val:0.5878972278566599
f1_weighted_val:0.6066664836220861
f1_macro_val:0.5176079734219269
 ==  Epoch: 157 | test Loss: 0.702590
ACC_test:0.5466666666666666
auc_test:0.5308641975308641
f1_weighted_test:0.559776905598017
f1_macro_test:0.47324932865110514
 ==  Epoch: 158 | Training Loss: 0.549960
ACC_train:0.7983367983367984
auc_train:0.8729269775115048
f1_weighted_train:0.8062953137115568
f1_macro_train:0.7695506788961823
 ==  Epoch: 158 |val Loss: 0.686353
ACC_val:0.6363636363636364
auc_val:0.5895875591615957
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 158 | test Loss: 0.704911
ACC_test:0.5866666666666667
auc_test:0.5328483245149911
f1_weighted_test:0.5921612349914237
f1_macro_test:0.5015008576329332
 ==  Epoch: 159 | Training Loss: 0.554317
ACC_train:0.7983367983367984
auc_train:0.8681731353651125
f1_weighted_train:0.8050872515566602
f1_macro_train:0.7654967556455787
 ==  Epoch: 159 |val Loss: 0.683599
ACC_val:0.628099173553719
auc_val:0.585868830290737
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 159 | test Loss: 0.702707
ACC_test:0.5666666666666667
auc_test:0.5328483245149911
f1_weighted_test:0.5760765550239234
f1_macro_test:0.4873547505126452
 ==  Epoch: 160 | Training Loss: 0.550392
ACC_train:0.7879417879417879
auc_train:0.8754015802726406
f1_weighted_train:0.7961945580587971
f1_macro_train:0.7572630120720365
 ==  Epoch: 160 |val Loss: 0.685465
ACC_val:0.6363636363636364
auc_val:0.5899256254225829
f1_weighted_val:0.6290858018386108
f1_macro_val:0.5326544943820225
 ==  Epoch: 160 | test Loss: 0.703847
ACC_test:0.58
auc_test:0.5326278659611993
f1_weighted_test:0.5868214494914532
f1_macro_test:0.4967783162042707
 ==  Epoch: 161 | Training Loss: 0.542580
ACC_train:0.8128898128898129
auc_train:0.8995832247981245
f1_weighted_train:0.8205683635619941
f1_macro_train:0.7872434536447275
 ==  Epoch: 161 |val Loss: 0.684398
ACC_val:0.6115702479338843
auc_val:0.5868830290736985
f1_weighted_val:0.6097813177324711
f1_macro_val:0.5149680170575693
 ==  Epoch: 161 | test Loss: 0.702699
ACC_test:0.56
auc_test:0.5337301587301587
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 162 | Training Loss: 0.549370
ACC_train:0.8024948024948025
auc_train:0.8824129547625249
f1_weighted_train:0.8104985772175894
f1_macro_train:0.7750532891595328
 ==  Epoch: 162 |val Loss: 0.688315
ACC_val:0.6363636363636364
auc_val:0.5919540229885057
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 162 | test Loss: 0.706017
ACC_test:0.6
auc_test:0.5350529100529101
f1_weighted_test:0.602782003912193
f1_macro_test:0.510975874809824
 ==  Epoch: 163 | Training Loss: 0.549693
ACC_train:0.8128898128898129
auc_train:0.8755318225232266
f1_weighted_train:0.8197409002645732
f1_macro_train:0.7843436154949786
 ==  Epoch: 163 |val Loss: 0.683911
ACC_val:0.6198347107438017
auc_val:0.5889114266396214
f1_weighted_val:0.6198347107438017
f1_macro_val:0.5295807978363759
 ==  Epoch: 163 | test Loss: 0.701792
ACC_test:0.5533333333333333
auc_test:0.5365961199294532
f1_weighted_test:0.5652360916316035
f1_macro_test:0.4779491974442886
 ==  Epoch: 164 | Training Loss: 0.536861
ACC_train:0.8045738045738046
auc_train:0.8983459234175566
f1_weighted_train:0.8131503358138874
f1_macro_train:0.779916277258567
 ==  Epoch: 164 |val Loss: 0.686913
ACC_val:0.6363636363636364
auc_val:0.5943204868154158
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 164 | test Loss: 0.704899
ACC_test:0.6
auc_test:0.5341710758377425
f1_weighted_test:0.602782003912193
f1_macro_test:0.510975874809824
 ==  Epoch: 165 | Training Loss: 0.543302
ACC_train:0.814968814968815
auc_train:0.8861682729877572
f1_weighted_train:0.8211625297787912
f1_macro_train:0.7848372294067683
 ==  Epoch: 165 |val Loss: 0.686053
ACC_val:0.6363636363636364
auc_val:0.5973630831643003
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 165 | test Loss: 0.704839
ACC_test:0.5933333333333334
auc_test:0.5361552028218695
f1_weighted_test:0.5974809778209487
f1_macro_test:0.506232799093411
 ==  Epoch: 166 | Training Loss: 0.542642
ACC_train:0.814968814968815
auc_train:0.8879916644959626
f1_weighted_train:0.8222709579415314
f1_macro_train:0.7885568084717549
 ==  Epoch: 166 |val Loss: 0.684019
ACC_val:0.6363636363636364
auc_val:0.5939824205544287
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 166 | test Loss: 0.702261
ACC_test:0.5533333333333333
auc_test:0.5363756613756614
f1_weighted_test:0.5652360916316035
f1_macro_test:0.4779491974442886
 ==  Epoch: 167 | Training Loss: 0.541755
ACC_train:0.7983367983367984
auc_train:0.8840626899366155
f1_weighted_train:0.8045366361155836
f1_macro_train:0.763768005873269
 ==  Epoch: 167 |val Loss: 0.684798
ACC_val:0.6363636363636364
auc_val:0.594658553076403
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 167 | test Loss: 0.702707
ACC_test:0.56
auc_test:0.5385802469135802
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 168 | Training Loss: 0.540669
ACC_train:0.7796257796257796
auc_train:0.8894243292524096
f1_weighted_train:0.7890975064888108
f1_macro_train:0.7510351966873705
 ==  Epoch: 168 |val Loss: 0.685106
ACC_val:0.6363636363636364
auc_val:0.5933062880324543
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 168 | test Loss: 0.702699
ACC_test:0.5666666666666667
auc_test:0.5381393298059965
f1_weighted_test:0.5760765550239234
f1_macro_test:0.4873547505126452
 ==  Epoch: 169 | Training Loss: 0.545937
ACC_train:0.814968814968815
auc_train:0.8833463575583919
f1_weighted_train:0.82163191365976
f1_macro_train:0.7863662449784166
 ==  Epoch: 169 |val Loss: 0.685360
ACC_val:0.6363636363636364
auc_val:0.5953346855983773
f1_weighted_val:0.6290858018386108
f1_macro_val:0.5326544943820225
 ==  Epoch: 169 | test Loss: 0.702893
ACC_test:0.5733333333333334
auc_test:0.539021164021164
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 170 | Training Loss: 0.543383
ACC_train:0.8212058212058212
auc_train:0.8848658504818964
f1_weighted_train:0.8279623508981308
f1_macro_train:0.7946403749156044
 ==  Epoch: 170 |val Loss: 0.682119
ACC_val:0.6033057851239669
auc_val:0.59263015551048
f1_weighted_val:0.616640565642783
f1_macro_val:0.5459662288930582
 ==  Epoch: 170 | test Loss: 0.699683
ACC_test:0.5333333333333333
auc_test:0.5414462081128748
f1_weighted_test:0.552
f1_macro_test:0.47500000000000003
 ==  Epoch: 171 | Training Loss: 0.533699
ACC_train:0.8108108108108109
auc_train:0.8953720586958409
f1_weighted_train:0.8182770468840379
f1_macro_train:0.7838052760778619
 ==  Epoch: 171 |val Loss: 0.686930
ACC_val:0.6363636363636364
auc_val:0.599053414469236
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 171 | test Loss: 0.704944
ACC_test:0.58
auc_test:0.5379188712522046
f1_weighted_test:0.5842836328314716
f1_macro_test:0.4900437105390967
 ==  Epoch: 172 | Training Loss: 0.529254
ACC_train:0.841995841995842
auc_train:0.905227055656855
f1_weighted_train:0.8481449648281233
f1_macro_train:0.8191371462497526
 ==  Epoch: 172 |val Loss: 0.683812
ACC_val:0.6198347107438017
auc_val:0.5939824205544286
f1_weighted_val:0.6259223248528062
f1_macro_val:0.5452614379084968
 ==  Epoch: 172 | test Loss: 0.700739
ACC_test:0.54
auc_test:0.5410052910052909
f1_weighted_test:0.5542901155327343
f1_macro_test:0.4685494223363287
 ==  Epoch: 173 | Training Loss: 0.533120
ACC_train:0.8191268191268192
auc_train:0.8988017712946079
f1_weighted_train:0.8264565917676873
f1_macro_train:0.7939961700724142
 ==  Epoch: 173 |val Loss: 0.687005
ACC_val:0.628099173553719
auc_val:0.5936443542934415
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 173 | test Loss: 0.702005
ACC_test:0.5666666666666667
auc_test:0.5416666666666667
f1_weighted_test:0.5760765550239234
f1_macro_test:0.4873547505126452
 ==  Epoch: 174 | Training Loss: 0.538672
ACC_train:0.7920997920997921
auc_train:0.879981766084918
f1_weighted_train:0.8001907431948991
f1_macro_train:0.7620225608549377
 ==  Epoch: 174 |val Loss: 0.686601
ACC_val:0.628099173553719
auc_val:0.5960108181203516
f1_weighted_val:0.6226685487086104
f1_macro_val:0.5267275097783573
 ==  Epoch: 174 | test Loss: 0.701121
ACC_test:0.5666666666666667
auc_test:0.5414462081128748
f1_weighted_test:0.5760765550239234
f1_macro_test:0.4873547505126452
 ==  Epoch: 175 | Training Loss: 0.539745
ACC_train:0.7837837837837838
auc_train:0.8876009377442043
f1_weighted_train:0.7921983729226952
f1_macro_train:0.7525034632891352
 ==  Epoch: 175 |val Loss: 0.687783
ACC_val:0.6446280991735537
auc_val:0.5956727518593644
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 175 | test Loss: 0.702895
ACC_test:0.5733333333333334
auc_test:0.5416666666666666
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 176 | Training Loss: 0.532376
ACC_train:0.8274428274428275
auc_train:0.9016236867239732
f1_weighted_train:0.8332189884453897
f1_macro_train:0.7993425847276603
 ==  Epoch: 176 |val Loss: 0.686829
ACC_val:0.6363636363636364
auc_val:0.5953346855983773
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 176 | test Loss: 0.701385
ACC_test:0.56
auc_test:0.5418871252204586
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 177 | Training Loss: 0.536105
ACC_train:0.814968814968815
auc_train:0.8960666840323
f1_weighted_train:0.8224670881301628
f1_macro_train:0.7892604498441939
 ==  Epoch: 177 |val Loss: 0.685630
ACC_val:0.628099173553719
auc_val:0.592292089249493
f1_weighted_val:0.6326939453160897
f1_macro_val:0.5515196441808747
 ==  Epoch: 177 | test Loss: 0.699446
ACC_test:0.5466666666666666
auc_test:0.5423280423280423
f1_weighted_test:0.559776905598017
f1_macro_test:0.47324932865110514
 ==  Epoch: 178 | Training Loss: 0.533714
ACC_train:0.8108108108108109
auc_train:0.8970000868281671
f1_weighted_train:0.8180679527265112
f1_macro_train:0.7830724017107995
 ==  Epoch: 178 |val Loss: 0.689813
ACC_val:0.6363636363636364
auc_val:0.592292089249493
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 178 | test Loss: 0.703993
ACC_test:0.5933333333333334
auc_test:0.5407848324514991
f1_weighted_test:0.5974809778209487
f1_macro_test:0.506232799093411
 ==  Epoch: 179 | Training Loss: 0.530218
ACC_train:0.841995841995842
auc_train:0.9013414951810368
f1_weighted_train:0.8467407116055764
f1_macro_train:0.8145645645645645
 ==  Epoch: 179 |val Loss: 0.686872
ACC_val:0.628099173553719
auc_val:0.5936443542934415
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 179 | test Loss: 0.701809
ACC_test:0.56
auc_test:0.5418871252204586
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 180 | Training Loss: 0.537393
ACC_train:0.8066528066528067
auc_train:0.8960449769905358
f1_weighted_train:0.814488080855114
f1_macro_train:0.7797890093877531
 ==  Epoch: 180 |val Loss: 0.686886
ACC_val:0.6363636363636364
auc_val:0.5943204868154158
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 180 | test Loss: 0.702270
ACC_test:0.56
auc_test:0.5405643738977072
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 181 | Training Loss: 0.527062
ACC_train:0.8378378378378378
auc_train:0.9126725709820266
f1_weighted_train:0.8431583244876297
f1_macro_train:0.8110876132930513
 ==  Epoch: 181 |val Loss: 0.688094
ACC_val:0.6528925619834711
auc_val:0.59263015551048
f1_weighted_val:0.645945538118674
f1_macro_val:0.5538974719101124
 ==  Epoch: 181 | test Loss: 0.703060
ACC_test:0.56
auc_test:0.5388007054673721
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 182 | Training Loss: 0.530825
ACC_train:0.8316008316008316
auc_train:0.9013849092645655
f1_weighted_train:0.8376650000723659
f1_macro_train:0.80556927913766
 ==  Epoch: 182 |val Loss: 0.688088
ACC_val:0.6363636363636364
auc_val:0.5895875591615957
f1_weighted_val:0.6363636363636365
f1_macro_val:0.5500338066260988
 ==  Epoch: 182 | test Loss: 0.702086
ACC_test:0.56
auc_test:0.5407848324514991
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 183 | Training Loss: 0.530575
ACC_train:0.8316008316008316
auc_train:0.9023183120604324
f1_weighted_train:0.8374554218992987
f1_macro_train:0.8048798810078277
 ==  Epoch: 183 |val Loss: 0.691796
ACC_val:0.6363636363636364
auc_val:0.5909398242055444
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 183 | test Loss: 0.705584
ACC_test:0.6
auc_test:0.5403439153439153
f1_weighted_test:0.602782003912193
f1_macro_test:0.510975874809824
 ==  Epoch: 184 | Training Loss: 0.533076
ACC_train:0.8295218295218295
auc_train:0.8973256924546322
f1_weighted_train:0.8348824423256379
f1_macro_train:0.8006691194307431
 ==  Epoch: 184 |val Loss: 0.686237
ACC_val:0.6446280991735537
auc_val:0.5872210953346856
f1_weighted_val:0.6490186588575968
f1_macro_val:0.5714521044395025
 ==  Epoch: 184 | test Loss: 0.699917
ACC_test:0.5466666666666666
auc_test:0.5414462081128748
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 185 | Training Loss: 0.539600
ACC_train:0.7920997920997921
auc_train:0.8813058956325432
f1_weighted_train:0.7994582821010592
f1_macro_train:0.759538473844185
 ==  Epoch: 185 |val Loss: 0.688396
ACC_val:0.6446280991735537
auc_val:0.5963488843813387
f1_weighted_val:0.6394388354326722
f1_macro_val:0.5477618426770969
 ==  Epoch: 185 | test Loss: 0.702825
ACC_test:0.56
auc_test:0.5392416225749559
f1_weighted_test:0.5706688963210702
f1_macro_test:0.4826505016722408
 ==  Epoch: 186 | Training Loss: 0.528243
ACC_train:0.8316008316008316
auc_train:0.9131718329426066
f1_weighted_train:0.8374554218992987
f1_macro_train:0.8048798810078277
 ==  Epoch: 186 |val Loss: 0.686194
ACC_val:0.628099173553719
auc_val:0.5963488843813387
f1_weighted_val:0.6297192491987895
f1_macro_val:0.5438552400100528
 ==  Epoch: 186 | test Loss: 0.701093
ACC_test:0.5466666666666666
auc_test:0.5405643738977072
f1_weighted_test:0.559776905598017
f1_macro_test:0.47324932865110514
 ==  Epoch: 187 | Training Loss: 0.524878
ACC_train:0.8066528066528067
auc_train:0.9032951289398281
f1_weighted_train:0.814488080855114
f1_macro_train:0.7797890093877531
 ==  Epoch: 187 |val Loss: 0.688010
ACC_val:0.6363636363636364
auc_val:0.5977011494252873
f1_weighted_val:0.6248289345063539
f1_macro_val:0.5229390681003585
 ==  Epoch: 187 | test Loss: 0.703962
ACC_test:0.5733333333333334
auc_test:0.5423280423280423
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 188 | Training Loss: 0.521134
ACC_train:0.8336798336798337
auc_train:0.9105886949726492
f1_weighted_train:0.8391367430642354
f1_macro_train:0.8062437059415911
 ==  Epoch: 188 |val Loss: 0.686914
ACC_val:0.628099173553719
auc_val:0.5949966193373901
f1_weighted_val:0.6297192491987895
f1_macro_val:0.5438552400100528
 ==  Epoch: 188 | test Loss: 0.701797
ACC_test:0.5533333333333333
auc_test:0.5447530864197531
f1_weighted_test:0.5652360916316035
f1_macro_test:0.4779491974442886
 ==  Epoch: 189 | Training Loss: 0.522825
ACC_train:0.8336798336798337
auc_train:0.9081140922115134
f1_weighted_train:0.8393556804152829
f1_macro_train:0.8069436082681115
 ==  Epoch: 189 |val Loss: 0.689308
ACC_val:0.6446280991735537
auc_val:0.5960108181203516
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 189 | test Loss: 0.703251
ACC_test:0.5733333333333334
auc_test:0.5432098765432098
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 190 | Training Loss: 0.521137
ACC_train:0.8461538461538461
auc_train:0.9206390553095425
f1_weighted_train:0.8515991287547838
f1_macro_train:0.8220584706446967
 ==  Epoch: 190 |val Loss: 0.686981
ACC_val:0.6363636363636364
auc_val:0.5899256254225829
f1_weighted_val:0.6394442766535791
f1_macro_val:0.5578073089700997
 ==  Epoch: 190 | test Loss: 0.699950
ACC_test:0.5466666666666666
auc_test:0.5445326278659611
f1_weighted_test:0.5616666666666668
f1_macro_test:0.47916666666666674
 ==  Epoch: 191 | Training Loss: 0.523204
ACC_train:0.8357588357588358
auc_train:0.9127811061908484
f1_weighted_train:0.8408081881766093
f1_macro_train:0.8076048707627657
 ==  Epoch: 191 |val Loss: 0.689322
ACC_val:0.6198347107438017
auc_val:0.5960108181203515
f1_weighted_val:0.6162346606561483
f1_macro_val:0.5208333333333334
 ==  Epoch: 191 | test Loss: 0.702186
ACC_test:0.5666666666666667
auc_test:0.5456349206349206
f1_weighted_test:0.5760765550239234
f1_macro_test:0.4873547505126452
 ==  Epoch: 192 | Training Loss: 0.523643
ACC_train:0.8232848232848233
auc_train:0.9068116697056525
f1_weighted_train:0.830258780056519
f1_macro_train:0.7980598732595413
 ==  Epoch: 192 |val Loss: 0.687675
ACC_val:0.6363636363636364
auc_val:0.5909398242055443
f1_weighted_val:0.6394442766535791
f1_macro_val:0.5578073089700997
 ==  Epoch: 192 | test Loss: 0.699470
ACC_test:0.5466666666666666
auc_test:0.5436507936507936
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 193 | Training Loss: 0.516933
ACC_train:0.841995841995842
auc_train:0.9152774159937485
f1_weighted_train:0.8462698043969769
f1_macro_train:0.8131465957881825
 ==  Epoch: 193 |val Loss: 0.694194
ACC_val:0.6446280991735537
auc_val:0.592292089249493
f1_weighted_val:0.6311097404789512
f1_macro_val:0.528756453219817
 ==  Epoch: 193 | test Loss: 0.705692
ACC_test:0.58
auc_test:0.5445326278659612
f1_weighted_test:0.5784376214535562
f1_macro_test:0.4753206373882627
 ==  Epoch: 194 | Training Loss: 0.519899
ACC_train:0.8378378378378378
auc_train:0.909828948510897
f1_weighted_train:0.8435774600388263
f1_macro_train:0.8124400095984643
 ==  Epoch: 194 |val Loss: 0.688411
ACC_val:0.628099173553719
auc_val:0.5841784989858012
f1_weighted_val:0.6326939453160897
f1_macro_val:0.5515196441808747
 ==  Epoch: 194 | test Loss: 0.699143
ACC_test:0.5533333333333333
auc_test:0.5449735449735449
f1_weighted_test:0.5689624701640342
f1_macro_test:0.48961454471585997
 ==  Epoch: 195 | Training Loss: 0.515994
ACC_train:0.8253638253638254
auc_train:0.9189676130936876
f1_weighted_train:0.8315449569648897
f1_macro_train:0.7980123180291154
 ==  Epoch: 195 |val Loss: 0.694523
ACC_val:0.6446280991735537
auc_val:0.5909398242055444
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 195 | test Loss: 0.705440
ACC_test:0.5866666666666667
auc_test:0.5436507936507937
f1_weighted_test:0.5866666666666667
f1_macro_test:0.48743386243386244
 ==  Epoch: 196 | Training Loss: 0.518317
ACC_train:0.841995841995842
auc_train:0.9170139793348964
f1_weighted_train:0.8473878963945188
f1_macro_train:0.816596427854706
 ==  Epoch: 196 |val Loss: 0.695073
ACC_val:0.6446280991735537
auc_val:0.59026369168357
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 196 | test Loss: 0.705567
ACC_test:0.5866666666666667
auc_test:0.5454144620811286
f1_weighted_test:0.5866666666666667
f1_macro_test:0.48743386243386244
 ==  Epoch: 197 | Training Loss: 0.516886
ACC_train:0.8503118503118503
auc_train:0.9264999565859164
f1_weighted_train:0.8543608673234516
f1_macro_train:0.8229809854835411
 ==  Epoch: 197 |val Loss: 0.690100
ACC_val:0.6363636363636364
auc_val:0.5831643002028397
f1_weighted_val:0.6394442766535791
f1_macro_val:0.5578073089700997
 ==  Epoch: 197 | test Loss: 0.699063
ACC_test:0.5533333333333333
auc_test:0.5467372134038802
f1_weighted_test:0.5689624701640342
f1_macro_test:0.48961454471585997
 ==  Epoch: 198 | Training Loss: 0.516801
ACC_train:0.8336798336798337
auc_train:0.9097855344273682
f1_weighted_train:0.8399649775796565
f1_macro_train:0.8089677906191668
 ==  Epoch: 198 |val Loss: 0.696351
ACC_val:0.6446280991735537
auc_val:0.5878972278566599
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 198 | test Loss: 0.705020
ACC_test:0.5866666666666667
auc_test:0.544973544973545
f1_weighted_test:0.5866666666666667
f1_macro_test:0.48743386243386244
 ==  Epoch: 199 | Training Loss: 0.517537
ACC_train:0.8523908523908524
auc_train:0.9141486498220023
f1_weighted_train:0.8571340147181187
f1_macro_train:0.8277264082890682
 ==  Epoch: 199 |val Loss: 0.691198
ACC_val:0.628099173553719
auc_val:0.5831643002028397
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 199 | test Loss: 0.700847
ACC_test:0.56
auc_test:0.5421075837742504
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 200 | Training Loss: 0.515141
ACC_train:0.8378378378378378
auc_train:0.9197490665972041
f1_weighted_train:0.8431583244876297
f1_macro_train:0.8110876132930513
 ==  Epoch: 200 |val Loss: 0.695648
ACC_val:0.6446280991735537
auc_val:0.583840432724814
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 200 | test Loss: 0.705307
ACC_test:0.5866666666666667
auc_test:0.5447530864197531
f1_weighted_test:0.5866666666666667
f1_macro_test:0.48743386243386244
 ==  Epoch: 201 | Training Loss: 0.510109
ACC_train:0.8461538461538461
auc_train:0.9312972128158374
f1_weighted_train:0.8512014873344178
f1_macro_train:0.8207754279959718
 ==  Epoch: 201 |val Loss: 0.691055
ACC_val:0.628099173553719
auc_val:0.5851926977687627
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 201 | test Loss: 0.701742
ACC_test:0.56
auc_test:0.5445326278659612
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 202 | Training Loss: 0.513509
ACC_train:0.8461538461538461
auc_train:0.9146044976990537
f1_weighted_train:0.8512014873344178
f1_macro_train:0.8207754279959718
 ==  Epoch: 202 |val Loss: 0.695606
ACC_val:0.6528925619834711
auc_val:0.5851926977687627
f1_weighted_val:0.6418821647560651
f1_macro_val:0.5446236559139785
 ==  Epoch: 202 | test Loss: 0.706391
ACC_test:0.5866666666666667
auc_test:0.5427689594356262
f1_weighted_test:0.5866666666666667
f1_macro_test:0.48743386243386244
 ==  Epoch: 203 | Training Loss: 0.514663
ACC_train:0.841995841995842
auc_train:0.9200963792654336
f1_weighted_train:0.8462698043969769
f1_macro_train:0.8131465957881825
 ==  Epoch: 203 |val Loss: 0.692149
ACC_val:0.6363636363636364
auc_val:0.5885733603786342
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 203 | test Loss: 0.703138
ACC_test:0.5666666666666667
auc_test:0.5438712522045854
f1_weighted_test:0.5782141187470781
f1_macro_test:0.4935328034907277
 ==  Epoch: 204 | Training Loss: 0.518204
ACC_train:0.8440748440748441
auc_train:0.9201615003907267
f1_weighted_train:0.8490852268149139
f1_macro_train:0.8180208538264804
 ==  Epoch: 204 |val Loss: 0.689293
ACC_val:0.6446280991735537
auc_val:0.5848546315077755
f1_weighted_val:0.6490186588575968
f1_macro_val:0.5714521044395025
 ==  Epoch: 204 | test Loss: 0.699626
ACC_test:0.5466666666666666
auc_test:0.5432098765432098
f1_weighted_test:0.5633380480905233
f1_macro_test:0.48474439280662757
 ==  Epoch: 205 | Training Loss: 0.513492
ACC_train:0.8482328482328483
auc_train:0.9200095510983763
f1_weighted_train:0.8540545115278608
f1_macro_train:0.8259811574163556
 ==  Epoch: 205 |val Loss: 0.693164
ACC_val:0.6446280991735537
auc_val:0.5899256254225829
f1_weighted_val:0.6394388354326722
f1_macro_val:0.5477618426770969
 ==  Epoch: 205 | test Loss: 0.703963
ACC_test:0.5733333333333334
auc_test:0.5438712522045855
f1_weighted_test:0.5814603174603176
f1_macro_test:0.4920634920634921
 ==  Epoch: 206 | Training Loss: 0.515346
ACC_train:0.8482328482328483
auc_train:0.9159286272466788
f1_weighted_train:0.8526802316449865
f1_macro_train:0.8215485477600183
 ==  Epoch: 206 |val Loss: 0.689772
ACC_val:0.6363636363636364
auc_val:0.5811359026369168
f1_weighted_val:0.6421865715983364
f1_macro_val:0.5650326797385621
 ==  Epoch: 206 | test Loss: 0.698850
ACC_test:0.5533333333333333
auc_test:0.5458553791887125
f1_weighted_test:0.5705050505050505
f1_macro_test:0.4949494949494949
 ==  Epoch: 207 | Training Loss: 0.511908
ACC_train:0.8357588357588358
auc_train:0.9238082834071373
f1_weighted_train:0.8416732716755174
f1_macro_train:0.8103700376774708
 ==  Epoch: 207 |val Loss: 0.694913
ACC_val:0.6446280991735537
auc_val:0.5872210953346856
f1_weighted_val:0.6354893343212288
f1_macro_val:0.5386184268865832
 ==  Epoch: 207 | test Loss: 0.704691
ACC_test:0.5933333333333334
auc_test:0.5440917107583774
f1_weighted_test:0.5947797537619699
f1_macro_test:0.4993160054719562
 ==  Epoch: 208 | Training Loss: 0.515519
ACC_train:0.8482328482328483
auc_train:0.9178388469219415
f1_weighted_train:0.8526802316449865
f1_macro_train:0.8215485477600183
 ==  Epoch: 208 |val Loss: 0.691765
ACC_val:0.628099173553719
auc_val:0.5848546315077756
f1_weighted_val:0.6297192491987895
f1_macro_val:0.5438552400100528
 ==  Epoch: 208 | test Loss: 0.701381
ACC_test:0.56
auc_test:0.5456349206349206
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 209 | Training Loss: 0.515461
ACC_train:0.8274428274428275
auc_train:0.9146044976990535
f1_weighted_train:0.8346108018441868
f1_macro_train:0.8041117735089915
 ==  Epoch: 209 |val Loss: 0.693495
ACC_val:0.6363636363636364
auc_val:0.5872210953346856
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 209 | test Loss: 0.703509
ACC_test:0.5733333333333334
auc_test:0.5460758377425043
f1_weighted_test:0.5790051457975985
f1_macro_test:0.48542024013722124
 ==  Epoch: 210 | Training Loss: 0.511791
ACC_train:0.8544698544698545
auc_train:0.9224624468177477
f1_weighted_train:0.858178304298994
f1_macro_train:0.8272270114942528
 ==  Epoch: 210 |val Loss: 0.692221
ACC_val:0.628099173553719
auc_val:0.5889114266396214
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 210 | test Loss: 0.702491
ACC_test:0.56
auc_test:0.5454144620811288
f1_weighted_test:0.5727246436686636
f1_macro_test:0.4887419954554844
 ==  Epoch: 211 | Training Loss: 0.511263
ACC_train:0.8316008316008316
auc_train:0.9279326213423635
f1_weighted_train:0.8380604853939277
f1_macro_train:0.8069105993249974
 ==  Epoch: 211 |val Loss: 0.693759
ACC_val:0.6363636363636364
auc_val:0.5875591615956728
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 211 | test Loss: 0.703893
ACC_test:0.5733333333333334
auc_test:0.5445326278659612
f1_weighted_test:0.5790051457975985
f1_macro_test:0.48542024013722124
 ==  Epoch: 212 | Training Loss: 0.514652
ACC_train:0.8523908523908524
auc_train:0.920986367977772
f1_weighted_train:0.8560337050236638
f1_macro_train:0.8244137441708612
 ==  Epoch: 212 |val Loss: 0.692385
ACC_val:0.6198347107438017
auc_val:0.5831643002028397
f1_weighted_val:0.6198347107438017
f1_macro_val:0.5295807978363759
 ==  Epoch: 212 | test Loss: 0.701419
ACC_test:0.56
auc_test:0.5451940035273369
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471
 ==  Epoch: 213 | Training Loss: 0.504109
ACC_train:0.8482328482328483
auc_train:0.9316662325258314
f1_weighted_train:0.8533130862230535
f1_macro_train:0.8235181769291469
 ==  Epoch: 213 |val Loss: 0.696354
ACC_val:0.6363636363636364
auc_val:0.5882352941176471
f1_weighted_val:0.6290858018386108
f1_macro_val:0.5326544943820225
 ==  Epoch: 213 | test Loss: 0.704466
ACC_test:0.5933333333333334
auc_test:0.5451940035273368
f1_weighted_test:0.5947797537619699
f1_macro_test:0.4993160054719562
 ==  Epoch: 214 | Training Loss: 0.512805
ACC_train:0.8523908523908524
auc_train:0.9199444299730833
f1_weighted_train:0.8567163896821101
f1_macro_train:0.8264376286433054
 ==  Epoch: 214 |val Loss: 0.693838
ACC_val:0.6198347107438017
auc_val:0.5818120351588911
f1_weighted_val:0.6198347107438017
f1_macro_val:0.5295807978363759
 ==  Epoch: 214 | test Loss: 0.701219
ACC_test:0.5666666666666667
auc_test:0.5476190476190477
f1_weighted_test:0.5801283697047497
f1_macro_test:0.4993581514762516
 ==  Epoch: 215 | Training Loss: 0.508138
ACC_train:0.8461538461538461
auc_train:0.930081618477034
f1_weighted_train:0.8514040043841369
f1_macro_train:0.8214228376480032
 ==  Epoch: 215 |val Loss: 0.694533
ACC_val:0.6363636363636364
auc_val:0.5818120351588911
f1_weighted_val:0.6329201101928374
f1_macro_val:0.5416666666666667
 ==  Epoch: 215 | test Loss: 0.702256
ACC_test:0.5733333333333334
auc_test:0.548721340388007
f1_weighted_test:0.58567238173931
f1_macro_test:0.5042346622598637
 ==  Epoch: 216 | Training Loss: 0.508360
ACC_train:0.8357588357588358
auc_train:0.9253711904141703
f1_weighted_train:0.8422405132290002
f1_macro_train:0.8123144704412208
 ==  Epoch: 216 |val Loss: 0.693978
ACC_val:0.628099173553719
auc_val:0.5835023664638269
f1_weighted_val:0.6263863680417276
f1_macro_val:0.5356076759061834
 ==  Epoch: 216 | test Loss: 0.701647
ACC_test:0.56
auc_test:0.550705467372134
f1_weighted_test:0.5745588235294117
f1_macro_test:0.4944852941176471