 ==  Epoch: 1 | Training Loss: 0.710656
ACC_train:0.27442827442827444
auc_train:0.5994182512807155
f1_weighted_train:0.11818770709472179
f1_macro_train:0.21533442088091356
 ==  Epoch: 1 | val Loss: 0.696102
ACC_val:0.2809917355371901
auc_val:0.5388776200135226
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 1 | test Loss: 0.707812
ACC_test:0.28
auc_test:0.4887566137566137
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 2 | Training Loss: 0.706500
ACC_train:0.27234927234927236
auc_train:0.5358383259529391
f1_weighted_train:0.117483999836941
f1_macro_train:0.2140522875816993
 ==  Epoch: 2 | val Loss: 0.691232
ACC_val:0.2809917355371901
auc_val:0.5493576741041245
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 2 | test Loss: 0.701785
ACC_test:0.28
auc_test:0.4768518518518518
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 3 | Training Loss: 0.693332
ACC_train:0.2806652806652807
auc_train:0.5878483980203177
f1_weighted_train:0.13113665798092028
f1_macro_train:0.2249161698956781
 ==  Epoch: 3 | val Loss: 0.688748
ACC_val:0.2809917355371901
auc_val:0.5672751859364435
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 3 | test Loss: 0.698956
ACC_test:0.28
auc_test:0.4836860670194003
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 4 | Training Loss: 0.695403
ACC_train:0.2765072765072765
auc_train:0.5741078405834853
f1_weighted_train:0.12252694840930138
f1_macro_train:0.21854341736694682
 ==  Epoch: 4 | val Loss: 0.687730
ACC_val:0.2809917355371901
auc_val:0.5831643002028398
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 4 | test Loss: 0.697834
ACC_test:0.28
auc_test:0.4869929453262786
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 5 | Training Loss: 0.691636
ACC_train:0.27442827442827444
auc_train:0.6085352088217418
f1_weighted_train:0.12181059316902199
f1_macro_train:0.21725162150694066
 ==  Epoch: 5 | val Loss: 0.687382
ACC_val:0.2809917355371901
auc_val:0.5899256254225828
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 5 | test Loss: 0.696853
ACC_test:0.28
auc_test:0.48985890652557323
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 6 | Training Loss: 0.691644
ACC_train:0.2765072765072765
auc_train:0.6089042285317356
f1_weighted_train:0.12252694840930138
f1_macro_train:0.21854341736694682
 ==  Epoch: 6 | val Loss: 0.687689
ACC_val:0.2809917355371901
auc_val:0.5841784989858011
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 6 | test Loss: 0.696715
ACC_test:0.28
auc_test:0.4636243386243386
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 7 | Training Loss: 0.688294
ACC_train:0.27442827442827444
auc_train:0.6071025440652948
f1_weighted_train:0.12538327239899966
f1_macro_train:0.21913041860292026
 ==  Epoch: 7 | val Loss: 0.688136
ACC_val:0.2809917355371901
auc_val:0.5679513184584178
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 7 | test Loss: 0.696618
ACC_test:0.2866666666666667
auc_test:0.4406966490299824
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 8 | Training Loss: 0.691201
ACC_train:0.2806652806652807
auc_train:0.5833550403750978
f1_weighted_train:0.13465402203136365
f1_macro_train:0.22675996134403803
 ==  Epoch: 8 | val Loss: 0.687951
ACC_val:0.2809917355371901
auc_val:0.5581473968897904
f1_weighted_val:0.12327379365502533
f1_macro_val:0.21935483870967742
 ==  Epoch: 8 | test Loss: 0.696370
ACC_test:0.2866666666666667
auc_test:0.4411375661375661
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 9 | Training Loss: 0.687667
ACC_train:0.2765072765072765
auc_train:0.6077754623599896
f1_weighted_train:0.1296520221587126
f1_macro_train:0.22229036574487065
 ==  Epoch: 9 | val Loss: 0.686999
ACC_val:0.2892561983471074
auc_val:0.5828262339418525
f1_weighted_val:0.14041536975421273
f1_macro_val:0.23214285714285715
 ==  Epoch: 9 | test Loss: 0.696028
ACC_test:0.2866666666666667
auc_test:0.46384479717813054
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 10 | Training Loss: 0.685508
ACC_train:0.2785862785862786
auc_train:0.6014804202483286
f1_weighted_train:0.13039540264313149
f1_macro_train:0.22360531591751678
 ==  Epoch: 10 | val Loss: 0.685984
ACC_val:0.2892561983471074
auc_val:0.6037863421230562
f1_weighted_val:0.14041536975421273
f1_macro_val:0.23214285714285715
 ==  Epoch: 10 | test Loss: 0.695638
ACC_test:0.2866666666666667
auc_test:0.486331569664903
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 11 | Training Loss: 0.682541
ACC_train:0.2785862785862786
auc_train:0.6657766779543285
f1_weighted_train:0.13039540264313149
f1_macro_train:0.22360531591751678
 ==  Epoch: 11 | val Loss: 0.685693
ACC_val:0.32231404958677684
auc_val:0.6129141311697093
f1_weighted_val:0.20553599233441128
f1_macro_val:0.28101449275362317
 ==  Epoch: 11 | test Loss: 0.695248
ACC_test:0.3
auc_test:0.5105820105820107
f1_weighted_test:0.16336336336336338
f1_macro_test:0.24924924924924927
 ==  Epoch: 12 | Training Loss: 0.686792
ACC_train:0.288981288981289
auc_train:0.5944690457584441
f1_weighted_train:0.1613342365850727
f1_macro_train:0.24426660296225516
 ==  Epoch: 12 | val Loss: 0.685506
ACC_val:0.3305785123966942
auc_val:0.6068289384719405
f1_weighted_val:0.22101309896779203
f1_macro_val:0.2927040484953453
 ==  Epoch: 12 | test Loss: 0.694739
ACC_test:0.3
auc_test:0.5238095238095238
f1_weighted_test:0.17375419999053524
f1_macro_test:0.25464956698689134
 ==  Epoch: 13 | Training Loss: 0.685010
ACC_train:0.2910602910602911
auc_train:0.633476599808978
f1_weighted_train:0.16538661181051212
f1_macro_train:0.24728207246277045
 ==  Epoch: 13 | val Loss: 0.685371
ACC_val:0.3305785123966942
auc_val:0.6071670047329276
f1_weighted_val:0.22101309896779203
f1_macro_val:0.2927040484953453
 ==  Epoch: 13 | test Loss: 0.693937
ACC_test:0.30666666666666664
auc_test:0.5423280423280423
f1_weighted_test:0.18659875495189587
f1_macro_test:0.26428975664968873
 ==  Epoch: 14 | Training Loss: 0.683112
ACC_train:0.3076923076923077
auc_train:0.6439611009811583
f1_weighted_train:0.19111016898208935
f1_macro_train:0.26800477111010573
 ==  Epoch: 14 | val Loss: 0.685319
ACC_val:0.33884297520661155
auc_val:0.6024340770791075
f1_weighted_val:0.24685837201403824
f1_macro_val:0.3093607305936073
 ==  Epoch: 14 | test Loss: 0.693665
ACC_test:0.34
auc_test:0.562389770723104
f1_weighted_test:0.25604875571356017
f1_macro_test:0.31437277805992886
 ==  Epoch: 15 | Training Loss: 0.684164
ACC_train:0.31392931392931395
auc_train:0.6333029434748633
f1_weighted_train:0.20577378560571838
f1_macro_train:0.2782112845138055
 ==  Epoch: 15 | val Loss: 0.685033
ACC_val:0.34710743801652894
auc_val:0.612237998647735
f1_weighted_val:0.2710127338226512
f1_macro_val:0.3247863247863248
 ==  Epoch: 15 | test Loss: 0.693538
ACC_test:0.34
auc_test:0.5650352733686067
f1_weighted_test:0.27136
f1_macro_test:0.3211428571428572
 ==  Epoch: 16 | Training Loss: 0.678951
ACC_train:0.3305613305613306
auc_train:0.6587435964226795
f1_weighted_train:0.23869568846861233
f1_macro_train:0.3021824538638985
 ==  Epoch: 16 | val Loss: 0.684643
ACC_val:0.34710743801652894
auc_val:0.6129141311697093
f1_weighted_val:0.280172311234992
f1_macro_val:0.3287690471174777
 ==  Epoch: 16 | test Loss: 0.693387
ACC_test:0.3466666666666667
auc_test:0.5667989417989419
f1_weighted_test:0.28229885057471266
f1_macro_test:0.32950191570881227
 ==  Epoch: 17 | Training Loss: 0.680408
ACC_train:0.3388773388773389
auc_train:0.6548580359468612
f1_weighted_train:0.2655410017753651
f1_macro_train:0.3185876189457928
 ==  Epoch: 17 | val Loss: 0.684816
ACC_val:0.35537190082644626
auc_val:0.6041244083840432
f1_weighted_val:0.3019223859144808
f1_macro_val:0.3423913043478261
 ==  Epoch: 17 | test Loss: 0.693404
ACC_test:0.34
auc_test:0.564594356261023
f1_weighted_test:0.27850894360748263
f1_macro_test:0.32410905284238317
 ==  Epoch: 18 | Training Loss: 0.678366
ACC_train:0.3201663201663202
auc_train:0.6488234783363723
f1_weighted_train:0.22820997448380465
f1_macro_train:0.2919624569537914
 ==  Epoch: 18 | val Loss: 0.684298
ACC_val:0.35537190082644626
auc_val:0.6200135226504395
f1_weighted_val:0.3019223859144808
f1_macro_val:0.3423913043478261
 ==  Epoch: 18 | test Loss: 0.693218
ACC_test:0.3333333333333333
auc_test:0.560405643738977
f1_weighted_test:0.26765188834154346
f1_macro_test:0.3158182813355227
 ==  Epoch: 19 | Training Loss: 0.677128
ACC_train:0.34511434511434513
auc_train:0.6756642354779889
f1_weighted_train:0.26891935752695245
f1_macro_train:0.3234880450070323
 ==  Epoch: 19 | val Loss: 0.684256
ACC_val:0.3884297520661157
auc_val:0.6193373901284652
f1_weighted_val:0.35217164864383316
f1_macro_val:0.3812880044223328
 ==  Epoch: 19 | test Loss: 0.693198
ACC_test:0.34
auc_test:0.5630511463844797
f1_weighted_test:0.2918541939563665
f1_macro_test:0.329237996296129
 ==  Epoch: 20 | Training Loss: 0.676169
ACC_train:0.3367983367983368
auc_train:0.6617608752279239
f1_weighted_train:0.259635793813009
f1_macro_train:0.31489741700712165
 ==  Epoch: 20 | val Loss: 0.684134
ACC_val:0.39669421487603307
auc_val:0.6223799864773495
f1_weighted_val:0.36423380841975284
f1_macro_val:0.39070152445333517
 ==  Epoch: 20 | test Loss: 0.692994
ACC_test:0.37333333333333335
auc_test:0.5639329805996472
f1_weighted_test:0.34709608158883515
f1_macro_test:0.369296833064949
 ==  Epoch: 21 | Training Loss: 0.677118
ACC_train:0.3700623700623701
auc_train:0.6691629764695667
f1_weighted_train:0.31823102250625873
f1_macro_train:0.35797449395387765
 ==  Epoch: 21 | val Loss: 0.684281
ACC_val:0.4297520661157025
auc_val:0.6149425287356322
f1_weighted_val:0.4208620470438652
f1_macro_val:0.42912820512820515
 ==  Epoch: 21 | test Loss: 0.693201
ACC_test:0.4066666666666667
auc_test:0.5557760141093475
f1_weighted_test:0.4012058156595972
f1_macro_test:0.4064292383620115
 ==  Epoch: 22 | Training Loss: 0.673551
ACC_train:0.38253638253638256
auc_train:0.7011591560302162
f1_weighted_train:0.3297596195623425
f1_macro_train:0.36994403207240106
 ==  Epoch: 22 | val Loss: 0.684578
ACC_val:0.45454545454545453
auc_val:0.6142663962136579
f1_weighted_val:0.4564828614008941
f1_macro_val:0.45450819672131143
 ==  Epoch: 22 | test Loss: 0.694038
ACC_test:0.41333333333333333
auc_test:0.5443121693121693
f1_weighted_test:0.4198043052837574
f1_macro_test:0.4129158512720157
 ==  Epoch: 23 | Training Loss: 0.673375
ACC_train:0.3887733887733888
auc_train:0.6865069028392811
f1_weighted_train:0.35050352980627053
f1_macro_train:0.38126115719836184
 ==  Epoch: 23 | val Loss: 0.684715
ACC_val:0.45454545454545453
auc_val:0.612237998647735
f1_weighted_val:0.4564828614008941
f1_macro_val:0.45450819672131143
 ==  Epoch: 23 | test Loss: 0.694677
ACC_test:0.43333333333333335
auc_test:0.5418871252204586
f1_weighted_test:0.44102335928809794
f1_macro_test:0.43270300333704115
 ==  Epoch: 24 | Training Loss: 0.672377
ACC_train:0.40332640332640335
auc_train:0.6864200746722238
f1_weighted_train:0.37183800806126266
f1_macro_train:0.39781892734846996
 ==  Epoch: 24 | val Loss: 0.685346
ACC_val:0.4793388429752066
auc_val:0.597025016903313
f1_weighted_val:0.48939200602080685
f1_macro_val:0.478055460458747
 ==  Epoch: 24 | test Loss: 0.694792
ACC_test:0.43333333333333335
auc_test:0.5352733686067019
f1_weighted_test:0.44865275481478173
f1_macro_test:0.43026944903704367
 ==  Epoch: 25 | Training Loss: 0.671162
ACC_train:0.4178794178794179
auc_train:0.6819918381522967
f1_weighted_train:0.3910696324489429
f1_macro_train:0.41361894810170674
 ==  Epoch: 25 | val Loss: 0.684991
ACC_val:0.5454545454545454
auc_val:0.6054766734279918
f1_weighted_val:0.5641608999273233
f1_macro_val:0.5373653110879388
 ==  Epoch: 25 | test Loss: 0.694329
ACC_test:0.4533333333333333
auc_test:0.5500440917107584
f1_weighted_test:0.4746320346320347
f1_macro_test:0.4453463203463204
 ==  Epoch: 26 | Training Loss: 0.671828
ACC_train:0.446985446985447
auc_train:0.6934965702874011
f1_weighted_train:0.435016077784136
f1_macro_train:0.4459293261735666
 ==  Epoch: 26 | val Loss: 0.683014
ACC_val:0.5454545454545454
auc_val:0.6227180527383366
f1_weighted_val:0.5626357028226187
f1_macro_val:0.5392869505019038
 ==  Epoch: 26 | test Loss: 0.694412
ACC_test:0.4866666666666667
auc_test:0.5529100529100529
f1_weighted_test:0.5073725100501377
f1_macro_test:0.4782962193414336
 ==  Epoch: 27 | Training Loss: 0.667213
ACC_train:0.4802494802494803
auc_train:0.7085395502300946
f1_weighted_train:0.48355252230537554
f1_macro_train:0.48013937884761704
 ==  Epoch: 27 | val Loss: 0.683060
ACC_val:0.5702479338842975
auc_val:0.6169709263015551
f1_weighted_val:0.5896890987800079
f1_macro_val:0.5593837535014006
 ==  Epoch: 27 | test Loss: 0.694506
ACC_test:0.48
auc_test:0.550705467372134
f1_weighted_test:0.5016470588235294
f1_macro_test:0.47058823529411775
 ==  Epoch: 28 | Training Loss: 0.673806
ACC_train:0.48232848232848236
auc_train:0.6958409307979507
f1_weighted_train:0.4832906263422737
f1_macro_train:0.48231953215160983
 ==  Epoch: 28 | val Loss: 0.682442
ACC_val:0.5702479338842975
auc_val:0.6206896551724138
f1_weighted_val:0.5896890987800079
f1_macro_val:0.5593837535014006
 ==  Epoch: 28 | test Loss: 0.694733
ACC_test:0.49333333333333335
auc_test:0.5500440917107584
f1_weighted_test:0.5144253393665159
f1_macro_test:0.48416289592760187
 ==  Epoch: 29 | Training Loss: 0.665110
ACC_train:0.49064449064449067
auc_train:0.7072371277242337
f1_weighted_train:0.493432101472737
f1_macro_train:0.49056522209013287
 ==  Epoch: 29 | val Loss: 0.681590
ACC_val:0.5537190082644629
auc_val:0.6223799864773495
f1_weighted_val:0.5727493850023494
f1_macro_val:0.5447324414715718
 ==  Epoch: 29 | test Loss: 0.694446
ACC_test:0.46
auc_test:0.5562169312169312
f1_weighted_test:0.48178147161118384
f1_macro_test:0.45119472424228735
 ==  Epoch: 30 | Training Loss: 0.662459
ACC_train:0.4573804573804574
auc_train:0.7164409134323174
f1_weighted_train:0.45530703597227623
f1_macro_train:0.45734292939116905
 ==  Epoch: 30 | val Loss: 0.682014
ACC_val:0.5537190082644629
auc_val:0.6166328600405679
f1_weighted_val:0.5760075851918941
f1_macro_val:0.5338184931506849
 ==  Epoch: 30 | test Loss: 0.693991
ACC_test:0.5066666666666667
auc_test:0.5612874779541446
f1_weighted_test:0.5308380917296003
f1_macro_test:0.4888561429360839
 ==  Epoch: 31 | Training Loss: 0.661834
ACC_train:0.501039501039501
auc_train:0.7207823217851872
f1_weighted_train:0.5099331499816516
f1_macro_train:0.5000866100814134
 ==  Epoch: 31 | val Loss: 0.681416
ACC_val:0.5619834710743802
auc_val:0.6156186612576066
f1_weighted_val:0.5840019174263877
f1_macro_val:0.54078052273541
 ==  Epoch: 31 | test Loss: 0.693374
ACC_test:0.5333333333333333
auc_test:0.564373897707231
f1_weighted_test:0.55712143928036
f1_macro_test:0.5080584707646177
 ==  Epoch: 32 | Training Loss: 0.661675
ACC_train:0.501039501039501
auc_train:0.7223018147086915
f1_weighted_train:0.5059289859497436
f1_macro_train:0.5007784120394396
 ==  Epoch: 32 | val Loss: 0.680424
ACC_val:0.5867768595041323
auc_val:0.6264367816091954
f1_weighted_val:0.6069812222409625
f1_macro_val:0.5712868480725624
 ==  Epoch: 32 | test Loss: 0.693588
ACC_test:0.5266666666666666
auc_test:0.5601851851851851
f1_weighted_test:0.5505102372440689
f1_macro_test:0.5055480755838246
 ==  Epoch: 33 | Training Loss: 0.657425
ACC_train:0.498960498960499
auc_train:0.7307892680385517
f1_weighted_train:0.5090166766532215
f1_macro_train:0.4977099898173625
 ==  Epoch: 33 | val Loss: 0.680085
ACC_val:0.6033057851239669
auc_val:0.6237322515212982
f1_weighted_val:0.6231178535039058
f1_macro_val:0.5856164383561644
 ==  Epoch: 33 | test Loss: 0.693204
ACC_test:0.5866666666666667
auc_test:0.5637125220458554
f1_weighted_test:0.6072344497607656
f1_macro_test:0.5550239234449761
 ==  Epoch: 34 | Training Loss: 0.661977
ACC_train:0.5114345114345115
auc_train:0.7007901363202222
f1_weighted_train:0.5239913637522359
f1_macro_train:0.509262515357932
 ==  Epoch: 34 | val Loss: 0.680273
ACC_val:0.5950413223140496
auc_val:0.6169709263015551
f1_weighted_val:0.6154982086805189
f1_macro_val:0.5721296095836039
 ==  Epoch: 34 | test Loss: 0.693343
ACC_test:0.5933333333333334
auc_test:0.5608465608465608
f1_weighted_test:0.6128090649363227
f1_macro_test:0.5569221829451358
 ==  Epoch: 35 | Training Loss: 0.661639
ACC_train:0.5446985446985447
auc_train:0.71585482330468
f1_weighted_train:0.5581684512255108
f1_macro_train:0.5418390114693563
 ==  Epoch: 35 | val Loss: 0.679710
ACC_val:0.6033057851239669
auc_val:0.6213657876943881
f1_weighted_val:0.6226253085757216
f1_macro_val:0.5714285714285714
 ==  Epoch: 35 | test Loss: 0.693231
ACC_test:0.5933333333333334
auc_test:0.5630511463844796
f1_weighted_test:0.612102564102564
f1_macro_test:0.553113553113553
 ==  Epoch: 36 | Training Loss: 0.657434
ACC_train:0.5093555093555093
auc_train:0.7245376400104193
f1_weighted_train:0.5188397044292241
f1_macro_train:0.5082310944756361
 ==  Epoch: 36 | val Loss: 0.678769
ACC_val:0.6198347107438017
auc_val:0.6274509803921569
f1_weighted_val:0.6387873954859601
f1_macro_val:0.5931286549707602
 ==  Epoch: 36 | test Loss: 0.693497
ACC_test:0.58
auc_test:0.5595238095238094
f1_weighted_test:0.6001142801801366
f1_macro_test:0.5423950414023534
 ==  Epoch: 37 | Training Loss: 0.654809
ACC_train:0.5467775467775468
auc_train:0.7299209863679779
f1_weighted_train:0.5635505022285927
f1_macro_train:0.5416244098618639
 ==  Epoch: 37 | val Loss: 0.678094
ACC_val:0.628099173553719
auc_val:0.6318458417849898
f1_weighted_val:0.6464525080159281
f1_macro_val:0.6001321877065433
 ==  Epoch: 37 | test Loss: 0.694388
ACC_test:0.5733333333333334
auc_test:0.5553350970017636
f1_weighted_test:0.5940740740740741
f1_macro_test:0.537037037037037
 ==  Epoch: 38 | Training Loss: 0.655895
ACC_train:0.5488565488565489
auc_train:0.7097117304853694
f1_weighted_train:0.5671043543383969
f1_macro_train:0.5422001166682018
 ==  Epoch: 38 | val Loss: 0.678006
ACC_val:0.6198347107438017
auc_val:0.6260987153482083
f1_weighted_val:0.6376868374754211
f1_macro_val:0.5851222420989863
 ==  Epoch: 38 | test Loss: 0.694308
ACC_test:0.6
auc_test:0.5577601410934745
f1_weighted_test:0.616
f1_macro_test:0.55
 ==  Epoch: 39 | Training Loss: 0.651612
ACC_train:0.5862785862785863
auc_train:0.7441390987236259
f1_weighted_train:0.6059316601506907
f1_macro_train:0.5756854400780194
 ==  Epoch: 39 | val Loss: 0.676003
ACC_val:0.6115702479338843
auc_val:0.6396213657876945
f1_weighted_val:0.6307392861499693
f1_macro_val:0.5823602849379452
 ==  Epoch: 39 | test Loss: 0.693679
ACC_test:0.5733333333333334
auc_test:0.5685626102292769
f1_weighted_test:0.5934176230305388
f1_macro_test:0.5331647539389224
 ==  Epoch: 40 | Training Loss: 0.651401
ACC_train:0.5675675675675675
auc_train:0.7156160458452725
f1_weighted_train:0.586723505479456
f1_macro_train:0.5590112486335908
 ==  Epoch: 40 | val Loss: 0.675939
ACC_val:0.6115702479338843
auc_val:0.6352265043948613
f1_weighted_val:0.6301780061715343
f1_macro_val:0.578272154245458
 ==  Epoch: 40 | test Loss: 0.693811
ACC_test:0.5733333333333334
auc_test:0.5674603174603174
f1_weighted_test:0.5925902668759813
f1_macro_test:0.5290423861852434
 ==  Epoch: 41 | Training Loss: 0.647299
ACC_train:0.5862785862785863
auc_train:0.7499131718329427
f1_weighted_train:0.604766196875116
f1_macro_train:0.5778412874828545
 ==  Epoch: 41 | val Loss: 0.674183
ACC_val:0.6363636363636364
auc_val:0.6446923597025016
f1_weighted_val:0.6544922913343966
f1_macro_val:0.6108187134502924
 ==  Epoch: 41 | test Loss: 0.694117
ACC_test:0.56
auc_test:0.5667989417989419
f1_weighted_test:0.5813888888888887
f1_macro_test:0.5225694444444444
 ==  Epoch: 42 | Training Loss: 0.645927
ACC_train:0.58004158004158
auc_train:0.737475036901971
f1_weighted_train:0.5992766851197392
f1_macro_train:0.5706875220926122
 ==  Epoch: 42 | val Loss: 0.673838
ACC_val:0.6198347107438017
auc_val:0.6457065584854631
f1_weighted_val:0.6376868374754211
f1_macro_val:0.5851222420989863
 ==  Epoch: 42 | test Loss: 0.694628
ACC_test:0.5866666666666667
auc_test:0.5610670194003528
f1_weighted_test:0.6053218210361068
f1_macro_test:0.5437598116169544
 ==  Epoch: 43 | Training Loss: 0.650245
ACC_train:0.6174636174636174
auc_train:0.7281627159850657
f1_weighted_train:0.6376332781460061
f1_macro_train:0.6005416140097491
 ==  Epoch: 43 | val Loss: 0.676985
ACC_val:0.628099173553719
auc_val:0.6274509803921569
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 43 | test Loss: 0.694579
ACC_test:0.6
auc_test:0.5597442680776014
f1_weighted_test:0.6053173241852486
f1_macro_test:0.5175814751286449
 ==  Epoch: 44 | Training Loss: 0.639838
ACC_train:0.6424116424116424
auc_train:0.7758096726578102
f1_weighted_train:0.6615502749956531
f1_macro_train:0.6237949725344683
 ==  Epoch: 44 | val Loss: 0.674604
ACC_val:0.6363636363636364
auc_val:0.6342123056119
f1_weighted_val:0.6485871851725511
f1_macro_val:0.5838023764853033
 ==  Epoch: 44 | test Loss: 0.694152
ACC_test:0.62
auc_test:0.5696649029982364
f1_weighted_test:0.6301262272089762
f1_macro_test:0.5558672276764843
 ==  Epoch: 45 | Training Loss: 0.642762
ACC_train:0.6112266112266113
auc_train:0.7614613180515759
f1_weighted_train:0.6312847276251897
f1_macro_train:0.5964638375572574
 ==  Epoch: 45 | val Loss: 0.671661
ACC_val:0.6198347107438017
auc_val:0.6440162271805274
f1_weighted_val:0.6376868374754211
f1_macro_val:0.5851222420989863
 ==  Epoch: 45 | test Loss: 0.694092
ACC_test:0.6
auc_test:0.5705467372134039
f1_weighted_test:0.616
f1_macro_test:0.55
 ==  Epoch: 46 | Training Loss: 0.640564
ACC_train:0.6133056133056133
auc_train:0.7616132673439264
f1_weighted_train:0.6333286011435371
f1_macro_train:0.5982883724271706
 ==  Epoch: 46 | val Loss: 0.670308
ACC_val:0.628099173553719
auc_val:0.6487491548343475
f1_weighted_val:0.6459151122918946
f1_macro_val:0.5962180200222469
 ==  Epoch: 46 | test Loss: 0.694184
ACC_test:0.5866666666666667
auc_test:0.5679012345679013
f1_weighted_test:0.6043493761140819
f1_macro_test:0.5395127748068924
 ==  Epoch: 47 | Training Loss: 0.641473
ACC_train:0.5945945945945946
auc_train:0.7600503603368931
f1_weighted_train:0.6135865595325054
f1_macro_train:0.5847665847665847
 ==  Epoch: 47 | val Loss: 0.672915
ACC_val:0.628099173553719
auc_val:0.6423258958755916
f1_weighted_val:0.6396908876247721
f1_macro_val:0.5714285714285715
 ==  Epoch: 47 | test Loss: 0.694048
ACC_test:0.6266666666666667
auc_test:0.568121693121693
f1_weighted_test:0.6292632036513801
f1_macro_test:0.5435774831558357
 ==  Epoch: 48 | Training Loss: 0.635355
ACC_train:0.6632016632016632
auc_train:0.7631761743509595
f1_weighted_train:0.6812537556723604
f1_macro_train:0.6404485049833888
 ==  Epoch: 48 | val Loss: 0.674235
ACC_val:0.6694214876033058
auc_val:0.6369168356997972
f1_weighted_val:0.6747150650893967
f1_macro_val:0.6045751633986928
 ==  Epoch: 48 | test Loss: 0.694123
ACC_test:0.6333333333333333
auc_test:0.562389770723104
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 49 | Training Loss: 0.645074
ACC_train:0.6444906444906445
auc_train:0.7172223669358341
f1_weighted_train:0.6627452496035795
f1_macro_train:0.6126028532807077
 ==  Epoch: 49 | val Loss: 0.672597
ACC_val:0.6446280991735537
auc_val:0.6382691007437458
f1_weighted_val:0.6537642071229443
f1_macro_val:0.5845908183632734
 ==  Epoch: 49 | test Loss: 0.693814
ACC_test:0.6333333333333333
auc_test:0.5648148148148148
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 50 | Training Loss: 0.634238
ACC_train:0.6382536382536382
auc_train:0.7607883997568812
f1_weighted_train:0.6576429227592019
f1_macro_train:0.6138150609080841
 ==  Epoch: 50 | val Loss: 0.667688
ACC_val:0.6528925619834711
auc_val:0.6541582150101419
f1_weighted_val:0.6660697887970617
f1_macro_val:0.6078703703703704
 ==  Epoch: 50 | test Loss: 0.693899
ACC_test:0.6133333333333333
auc_test:0.5698853615520283
f1_weighted_test:0.6245155959512496
f1_macro_test:0.5507126626730015
 ==  Epoch: 51 | Training Loss: 0.631994
ACC_train:0.656964656964657
auc_train:0.7656290700703308
f1_weighted_train:0.6752802046919694
f1_macro_train:0.6325439266615738
 ==  Epoch: 51 | val Loss: 0.668502
ACC_val:0.6446280991735537
auc_val:0.6555104800540905
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 51 | test Loss: 0.693933
ACC_test:0.6133333333333333
auc_test:0.5705467372134039
f1_weighted_test:0.6206984126984127
f1_macro_test:0.5396825396825398
 ==  Epoch: 52 | Training Loss: 0.630839
ACC_train:0.6673596673596673
auc_train:0.7645220109403491
f1_weighted_train:0.6850246939453006
f1_macro_train:0.6424323520666072
 ==  Epoch: 52 | val Loss: 0.668660
ACC_val:0.6446280991735537
auc_val:0.6521298174442189
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 52 | test Loss: 0.694086
ACC_test:0.6266666666666667
auc_test:0.5690035273368608
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 53 | Training Loss: 0.632412
ACC_train:0.6507276507276507
auc_train:0.7504775549188157
f1_weighted_train:0.6693459249917143
f1_macro_train:0.6254310824340861
 ==  Epoch: 53 | val Loss: 0.669743
ACC_val:0.6446280991735537
auc_val:0.6490872210953347
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 53 | test Loss: 0.694622
ACC_test:0.6333333333333333
auc_test:0.5674603174603174
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 54 | Training Loss: 0.624399
ACC_train:0.681912681912682
auc_train:0.7750716332378225
f1_weighted_train:0.6981053769272563
f1_macro_train:0.6524714182498194
 ==  Epoch: 54 | val Loss: 0.667785
ACC_val:0.6363636363636364
auc_val:0.6528059499661933
f1_weighted_val:0.6446121446121446
f1_macro_val:0.5717503217503217
 ==  Epoch: 54 | test Loss: 0.694655
ACC_test:0.6333333333333333
auc_test:0.5656966490299824
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 55 | Training Loss: 0.625334
ACC_train:0.6777546777546778
auc_train:0.7631327602674307
f1_weighted_train:0.6945490943522856
f1_macro_train:0.6506408003561304
 ==  Epoch: 55 | val Loss: 0.664149
ACC_val:0.6446280991735537
auc_val:0.6676808654496281
f1_weighted_val:0.6573781044684065
f1_macro_val:0.5959462607750253
 ==  Epoch: 55 | test Loss: 0.694544
ACC_test:0.6266666666666667
auc_test:0.5672398589065256
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 56 | Training Loss: 0.618696
ACC_train:0.7318087318087318
auc_train:0.792372145524008
f1_weighted_train:0.7441362676527512
f1_macro_train:0.7002825745682888
 ==  Epoch: 56 | val Loss: 0.661824
ACC_val:0.6363636363636364
auc_val:0.674104124408384
f1_weighted_val:0.6501683501683501
f1_macro_val:0.5891975308641975
 ==  Epoch: 56 | test Loss: 0.694723
ACC_test:0.6333333333333333
auc_test:0.5681216931216931
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 57 | Training Loss: 0.618196
ACC_train:0.683991683991684
auc_train:0.7827559260224018
f1_weighted_train:0.700404735086816
f1_macro_train:0.6569701974326252
 ==  Epoch: 57 | val Loss: 0.664064
ACC_val:0.6446280991735537
auc_val:0.6683569979716025
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 57 | test Loss: 0.694984
ACC_test:0.6333333333333333
auc_test:0.5696649029982364
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 58 | Training Loss: 0.619292
ACC_train:0.7234927234927235
auc_train:0.7851871147000087
f1_weighted_train:0.7364122428487089
f1_macro_train:0.6919116761780923
 ==  Epoch: 58 | val Loss: 0.665194
ACC_val:0.6776859504132231
auc_val:0.6693711967545639
f1_weighted_val:0.6790900159722842
f1_macro_val:0.6046745413420458
 ==  Epoch: 58 | test Loss: 0.695126
ACC_test:0.64
auc_test:0.568342151675485
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 59 | Training Loss: 0.615709
ACC_train:0.7234927234927235
auc_train:0.7837327429017974
f1_weighted_train:0.7367977355768278
f1_macro_train:0.6937053830059225
 ==  Epoch: 59 | val Loss: 0.662619
ACC_val:0.6528925619834711
auc_val:0.6768086544962814
f1_weighted_val:0.6584508183438664
f1_macro_val:0.5848039215686274
 ==  Epoch: 59 | test Loss: 0.694915
ACC_test:0.64
auc_test:0.5709876543209876
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 60 | Training Loss: 0.622822
ACC_train:0.7110187110187111
auc_train:0.7554267604410871
f1_weighted_train:0.724070662238368
f1_macro_train:0.6760660280914935
 ==  Epoch: 60 | val Loss: 0.665942
ACC_val:0.6859504132231405
auc_val:0.6690331304935767
f1_weighted_val:0.6859504132231407
f1_macro_val:0.6113928329952671
 ==  Epoch: 60 | test Loss: 0.695047
ACC_test:0.6266666666666667
auc_test:0.5734126984126984
f1_weighted_test:0.6207272727272727
f1_macro_test:0.5227272727272727
 ==  Epoch: 61 | Training Loss: 0.617289
ACC_train:0.7193347193347194
auc_train:0.7899192498046367
f1_weighted_train:0.7326498682755616
f1_macro_train:0.688197755657673
 ==  Epoch: 61 | val Loss: 0.660271
ACC_val:0.6528925619834711
auc_val:0.6781609195402298
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 61 | test Loss: 0.695075
ACC_test:0.64
auc_test:0.5716490299823633
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 62 | Training Loss: 0.618461
ACC_train:0.7068607068607069
auc_train:0.7807154640965529
f1_weighted_train:0.7213275206990839
f1_macro_train:0.6771120474184104
 ==  Epoch: 62 | val Loss: 0.659459
ACC_val:0.6528925619834711
auc_val:0.6805273833671399
f1_weighted_val:0.6607661380388654
f1_macro_val:0.5912162162162162
 ==  Epoch: 62 | test Loss: 0.694920
ACC_test:0.64
auc_test:0.5740740740740742
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 63 | Training Loss: 0.613085
ACC_train:0.7234927234927235
auc_train:0.781779109143006
f1_weighted_train:0.7362025085102007
f1_macro_train:0.690989010989011
 ==  Epoch: 63 | val Loss: 0.660709
ACC_val:0.6611570247933884
auc_val:0.6778228532792427
f1_weighted_val:0.6653433723991039
f1_macro_val:0.5913845646981304
 ==  Epoch: 63 | test Loss: 0.695201
ACC_test:0.6266666666666667
auc_test:0.5762786596119929
f1_weighted_test:0.623826359364511
f1_macro_test:0.5300962183933766
 ==  Epoch: 64 | Training Loss: 0.607164
ACC_train:0.7422037422037422
auc_train:0.8114092211513415
f1_weighted_train:0.7530391259277884
f1_macro_train:0.707822236156288
 ==  Epoch: 64 | val Loss: 0.659025
ACC_val:0.6611570247933884
auc_val:0.6815415821501014
f1_weighted_val:0.6653433723991039
f1_macro_val:0.5913845646981304
 ==  Epoch: 64 | test Loss: 0.695043
ACC_test:0.6333333333333333
auc_test:0.5778218694885362
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 65 | Training Loss: 0.613834
ACC_train:0.7214137214137214
auc_train:0.7743118867760703
f1_weighted_train:0.7347259138398379
f1_macro_train:0.6909570387418489
 ==  Epoch: 65 | val Loss: 0.656708
ACC_val:0.6446280991735537
auc_val:0.6866125760649087
f1_weighted_val:0.6515413889683456
f1_macro_val:0.5782605171435519
 ==  Epoch: 65 | test Loss: 0.695402
ACC_test:0.6333333333333333
auc_test:0.5716490299823633
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 66 | Training Loss: 0.609183
ACC_train:0.7234927234927235
auc_train:0.7781757402101241
f1_weighted_train:0.7359812811345536
f1_macro_train:0.6900487894688392
 ==  Epoch: 66 | val Loss: 0.658715
ACC_val:0.6776859504132231
auc_val:0.6852603110209601
f1_weighted_val:0.6790900159722842
f1_macro_val:0.6046745413420458
 ==  Epoch: 66 | test Loss: 0.695517
ACC_test:0.64
auc_test:0.5782627865961198
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 67 | Training Loss: 0.609866
ACC_train:0.7525987525987526
auc_train:0.8031388382391249
f1_weighted_train:0.7626245335672963
f1_macro_train:0.7182246464208883
 ==  Epoch: 67 | val Loss: 0.661030
ACC_val:0.6859504132231405
auc_val:0.6842461122379986
f1_weighted_val:0.6829764588029051
f1_macro_val:0.6041666666666667
 ==  Epoch: 67 | test Loss: 0.696306
ACC_test:0.6333333333333333
auc_test:0.57826278659612
f1_weighted_test:0.6290546254016572
f1_macro_test:0.5349230509047861
 ==  Epoch: 68 | Training Loss: 0.594116
ACC_train:0.7671517671517671
auc_train:0.8134496830771902
f1_weighted_train:0.7750979525813962
f1_macro_train:0.7297210515753563
 ==  Epoch: 68 | val Loss: 0.655791
ACC_val:0.6694214876033058
auc_val:0.6943881000676133
f1_weighted_val:0.6747150650893967
f1_macro_val:0.6045751633986928
 ==  Epoch: 68 | test Loss: 0.695756
ACC_test:0.6266666666666667
auc_test:0.5745149911816578
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 69 | Training Loss: 0.599262
ACC_train:0.7255717255717256
auc_train:0.8053312494573239
f1_weighted_train:0.7376153651854587
f1_macro_train:0.690946261682243
 ==  Epoch: 69 | val Loss: 0.655997
ACC_val:0.6694214876033058
auc_val:0.6943881000676133
f1_weighted_val:0.6722220696850717
f1_macro_val:0.5980066445182723
 ==  Epoch: 69 | test Loss: 0.695675
ACC_test:0.64
auc_test:0.576058201058201
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 70 | Training Loss: 0.598586
ACC_train:0.7401247401247402
auc_train:0.8127767647824955
f1_weighted_train:0.7514133635225501
f1_macro_train:0.7068746130257366
 ==  Epoch: 70 | val Loss: 0.654464
ACC_val:0.6776859504132231
auc_val:0.700135226504395
f1_weighted_val:0.6790900159722842
f1_macro_val:0.6046745413420458
 ==  Epoch: 70 | test Loss: 0.695664
ACC_test:0.64
auc_test:0.5769400352733686
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 71 | Training Loss: 0.600843
ACC_train:0.7297297297297297
auc_train:0.7892463315099418
f1_weighted_train:0.7410894062146167
f1_macro_train:0.6936846024219148
 ==  Epoch: 71 | val Loss: 0.649198
ACC_val:0.6694214876033058
auc_val:0.7055442866801892
f1_weighted_val:0.6805338047023192
f1_macro_val:0.6216385240775485
 ==  Epoch: 71 | test Loss: 0.695542
ACC_test:0.64
auc_test:0.5802469135802468
f1_weighted_test:0.6447855917667238
f1_macro_test:0.5658233276157805
 ==  Epoch: 72 | Training Loss: 0.598840
ACC_train:0.7297297297297297
auc_train:0.8053312494573239
f1_weighted_train:0.7420461213564662
f1_macro_train:0.697501838306436
 ==  Epoch: 72 | val Loss: 0.647915
ACC_val:0.6776859504132231
auc_val:0.707234617985125
f1_weighted_val:0.6877321026081356
f1_macro_val:0.6285714285714286
 ==  Epoch: 72 | test Loss: 0.696100
ACC_test:0.6466666666666666
auc_test:0.5811287477954145
f1_weighted_test:0.650270357778857
f1_macro_test:0.5709891533106686
 ==  Epoch: 73 | Training Loss: 0.598287
ACC_train:0.7318087318087318
auc_train:0.7924806807328297
f1_weighted_train:0.7439216937320107
f1_macro_train:0.6993706303870696
 ==  Epoch: 73 | val Loss: 0.651636
ACC_val:0.6859504132231405
auc_val:0.7055442866801893
f1_weighted_val:0.6909793118349269
f1_macro_val:0.6243464052287582
 ==  Epoch: 73 | test Loss: 0.696803
ACC_test:0.64
auc_test:0.5776014109347443
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 74 | Training Loss: 0.597872
ACC_train:0.7442827442827443
auc_train:0.7961708778327689
f1_weighted_train:0.7540918481907793
f1_macro_train:0.7067901693453665
 ==  Epoch: 74 | val Loss: 0.655083
ACC_val:0.6942148760330579
auc_val:0.7018255578093306
f1_weighted_val:0.6928065692787537
f1_macro_val:0.6181663113006396
 ==  Epoch: 74 | test Loss: 0.697090
ACC_test:0.64
auc_test:0.5764991181657848
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 75 | Training Loss: 0.592103
ACC_train:0.738045738045738
auc_train:0.8192671702700356
f1_weighted_train:0.7495419394952103
f1_macro_train:0.7049941588785047
 ==  Epoch: 75 | val Loss: 0.650894
ACC_val:0.6942148760330579
auc_val:0.7048681541582151
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 75 | test Loss: 0.696994
ACC_test:0.64
auc_test:0.5778218694885362
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 76 | Training Loss: 0.597617
ACC_train:0.7297297297297297
auc_train:0.7940435877398627
f1_weighted_train:0.7402479661533687
f1_macro_train:0.6906293291114189
 ==  Epoch: 76 | val Loss: 0.650034
ACC_val:0.6859504132231405
auc_val:0.7055442866801893
f1_weighted_val:0.6859504132231407
f1_macro_val:0.6113928329952671
 ==  Epoch: 76 | test Loss: 0.696575
ACC_test:0.64
auc_test:0.5798059964726632
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 77 | Training Loss: 0.588428
ACC_train:0.7484407484407485
auc_train:0.8111704436919337
f1_weighted_train:0.7574995680093367
f1_macro_train:0.7095541083414427
 ==  Epoch: 77 | val Loss: 0.657529
ACC_val:0.7024793388429752
auc_val:0.6991210277214334
f1_weighted_val:0.6930418555051985
f1_macro_val:0.6096774193548387
 ==  Epoch: 77 | test Loss: 0.697390
ACC_test:0.66
auc_test:0.5806878306878307
f1_weighted_test:0.6426214471063907
f1_macro_test:0.5383501297447347
 ==  Epoch: 78 | Training Loss: 0.586507
ACC_train:0.760914760914761
auc_train:0.816488668924199
f1_weighted_train:0.7675646572170852
f1_macro_train:0.7178050883341751
 ==  Epoch: 78 | val Loss: 0.651681
ACC_val:0.6942148760330579
auc_val:0.7052062204192021
f1_weighted_val:0.6928065692787537
f1_macro_val:0.6181663113006396
 ==  Epoch: 78 | test Loss: 0.696930
ACC_test:0.6466666666666666
auc_test:0.5793650793650794
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 79 | Training Loss: 0.587306
ACC_train:0.7525987525987526
auc_train:0.8037900494920553
f1_weighted_train:0.7618040942853833
f1_macro_train:0.7153492304249447
 ==  Epoch: 79 | val Loss: 0.647388
ACC_val:0.7024793388429752
auc_val:0.7082488167680865
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 79 | test Loss: 0.696571
ACC_test:0.6466666666666666
auc_test:0.5817901234567902
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 80 | Training Loss: 0.588188
ACC_train:0.7692307692307693
auc_train:0.8166406182165494
f1_weighted_train:0.7772537263064465
f1_macro_train:0.7326131702699861
 ==  Epoch: 80 | val Loss: 0.646718
ACC_val:0.6942148760330579
auc_val:0.709263015551048
f1_weighted_val:0.6979927994821181
f1_macro_val:0.6312494852153858
 ==  Epoch: 80 | test Loss: 0.696844
ACC_test:0.6466666666666666
auc_test:0.5846560846560847
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 81 | Training Loss: 0.582742
ACC_train:0.760914760914761
auc_train:0.8149040548754015
f1_weighted_train:0.7700858743247123
f1_macro_train:0.7258607274367247
 ==  Epoch: 81 | val Loss: 0.645394
ACC_val:0.6859504132231405
auc_val:0.7126436781609196
f1_weighted_val:0.6930741248923067
f1_macro_val:0.6301480051480051
 ==  Epoch: 81 | test Loss: 0.697154
ACC_test:0.6466666666666666
auc_test:0.5846560846560847
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 82 | Training Loss: 0.587212
ACC_train:0.7463617463617463
auc_train:0.8160328210471477
f1_weighted_train:0.7567704483840365
f1_macro_train:0.7115966816072973
 ==  Epoch: 82 | val Loss: 0.642879
ACC_val:0.6776859504132231
auc_val:0.7129817444219068
f1_weighted_val:0.6892499087039036
f1_macro_val:0.6335326551215346
 ==  Epoch: 82 | test Loss: 0.697356
ACC_test:0.6333333333333333
auc_test:0.5835537918871252
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 83 | Training Loss: 0.574371
ACC_train:0.7442827442827443
auc_train:0.8271685334722584
f1_weighted_train:0.7558323126281963
f1_macro_train:0.7133533917644151
 ==  Epoch: 83 | val Loss: 0.650761
ACC_val:0.6942148760330579
auc_val:0.7058823529411765
f1_weighted_val:0.6928065692787537
f1_macro_val:0.6181663113006396
 ==  Epoch: 83 | test Loss: 0.698760
ACC_test:0.6466666666666666
auc_test:0.5798059964726632
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 84 | Training Loss: 0.576703
ACC_train:0.7837837837837838
auc_train:0.8238690631240775
f1_weighted_train:0.7878226161079728
f1_macro_train:0.7391322486441385
 ==  Epoch: 84 | val Loss: 0.644311
ACC_val:0.7024793388429752
auc_val:0.7156862745098039
f1_weighted_val:0.707243558580457
f1_macro_val:0.6441176470588235
 ==  Epoch: 84 | test Loss: 0.698360
ACC_test:0.6466666666666666
auc_test:0.5826719576719577
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 85 | Training Loss: 0.576073
ACC_train:0.7255717255717256
auc_train:0.818355474515933
f1_weighted_train:0.7380776001465656
f1_macro_train:0.6928480204342273
 ==  Epoch: 85 | val Loss: 0.642449
ACC_val:0.6942148760330579
auc_val:0.7156862745098039
f1_weighted_val:0.7020761782220682
f1_macro_val:0.6425548902195608
 ==  Epoch: 85 | test Loss: 0.698421
ACC_test:0.6466666666666666
auc_test:0.5822310405643738
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 86 | Training Loss: 0.566512
ACC_train:0.7775467775467776
auc_train:0.8331379699574543
f1_weighted_train:0.7849931537789963
f1_macro_train:0.741321163444092
 ==  Epoch: 86 | val Loss: 0.646628
ACC_val:0.7107438016528925
auc_val:0.7112914131169709
f1_weighted_val:0.7094116195880104
f1_macro_val:0.6388059701492537
 ==  Epoch: 86 | test Loss: 0.699115
ACC_test:0.6466666666666666
auc_test:0.5844356261022927
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 87 | Training Loss: 0.575640
ACC_train:0.762993762993763
auc_train:0.8258009898411045
f1_weighted_train:0.7716718070017926
f1_macro_train:0.7268352462936394
 ==  Epoch: 87 | val Loss: 0.645081
ACC_val:0.7024793388429752
auc_val:0.7126436781609194
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 87 | test Loss: 0.699372
ACC_test:0.6533333333333333
auc_test:0.5846560846560847
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 88 | Training Loss: 0.566499
ACC_train:0.760914760914761
auc_train:0.8392159416514717
f1_weighted_train:0.7695243828187911
f1_macro_train:0.7239563839608754
 ==  Epoch: 88 | val Loss: 0.648423
ACC_val:0.7107438016528925
auc_val:0.7150101419878296
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 88 | test Loss: 0.700857
ACC_test:0.6466666666666666
auc_test:0.5811287477954145
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 89 | Training Loss: 0.574972
ACC_train:0.7962577962577962
auc_train:0.8234566293305547
f1_weighted_train:0.7996890642051933
f1_macro_train:0.7531524926686218
 ==  Epoch: 89 | val Loss: 0.645234
ACC_val:0.7024793388429752
auc_val:0.7187288708586882
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 89 | test Loss: 0.700704
ACC_test:0.6466666666666666
auc_test:0.5811287477954146
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 90 | Training Loss: 0.570282
ACC_train:0.7567567567567568
auc_train:0.8260614743422766
f1_weighted_train:0.7668610098285523
f1_macro_train:0.7238684036211085
 ==  Epoch: 90 | val Loss: 0.640157
ACC_val:0.7107438016528925
auc_val:0.7183908045977011
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 90 | test Loss: 0.699995
ACC_test:0.6333333333333333
auc_test:0.5835537918871252
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 91 | Training Loss: 0.571338
ACC_train:0.7733887733887734
auc_train:0.8172484153859512
f1_weighted_train:0.780670529637675
f1_macro_train:0.735523640894485
 ==  Epoch: 91 | val Loss: 0.646579
ACC_val:0.7024793388429752
auc_val:0.716024340770791
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 91 | test Loss: 0.701483
ACC_test:0.6533333333333333
auc_test:0.5824514991181657
f1_weighted_test:0.647818181818182
f1_macro_test:0.5568181818181819
 ==  Epoch: 92 | Training Loss: 0.556046
ACC_train:0.7983367983367984
auc_train:0.8420812711643658
f1_weighted_train:0.8033136533421884
f1_macro_train:0.760114551895402
 ==  Epoch: 92 | val Loss: 0.644149
ACC_val:0.7272727272727273
auc_val:0.718052738336714
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 92 | test Loss: 0.701523
ACC_test:0.6666666666666666
auc_test:0.582010582010582
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 93 | Training Loss: 0.573303
ACC_train:0.7754677754677755
auc_train:0.8193322913953287
f1_weighted_train:0.7815413009851774
f1_macro_train:0.7344714782253118
 ==  Epoch: 93 | val Loss: 0.633566
ACC_val:0.6859504132231405
auc_val:0.7221095334685599
f1_weighted_val:0.6965071144672034
f1_macro_val:0.6405565978736711
 ==  Epoch: 93 | test Loss: 0.700336
ACC_test:0.6333333333333333
auc_test:0.5822310405643739
f1_weighted_test:0.639288567016348
f1_macro_test:0.5606794824005538
 ==  Epoch: 94 | Training Loss: 0.559585
ACC_train:0.7858627858627859
auc_train:0.8361986628462273
f1_weighted_train:0.7933075117978737
f1_macro_train:0.7518842931334104
 ==  Epoch: 94 | val Loss: 0.638325
ACC_val:0.71900826446281
auc_val:0.7214334009465855
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 94 | test Loss: 0.701318
ACC_test:0.6533333333333333
auc_test:0.5789241622574957
f1_weighted_test:0.6533333333333333
f1_macro_test:0.5701058201058201
 ==  Epoch: 95 | Training Loss: 0.568435
ACC_train:0.7692307692307693
auc_train:0.8232612659546756
f1_weighted_train:0.7766461356860725
f1_macro_train:0.730670863663191
 ==  Epoch: 95 | val Loss: 0.642631
ACC_val:0.7272727272727273
auc_val:0.7194050033806627
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 95 | test Loss: 0.702787
ACC_test:0.6666666666666666
auc_test:0.5804673721340388
f1_weighted_test:0.6641306780040278
f1_macro_test:0.5804430521369435
 ==  Epoch: 96 | Training Loss: 0.560504
ACC_train:0.7962577962577962
auc_train:0.8293392376486931
f1_weighted_train:0.8026643822916161
f1_macro_train:0.7617752890757661
 ==  Epoch: 96 | val Loss: 0.638243
ACC_val:0.71900826446281
auc_val:0.7197430696416498
f1_weighted_val:0.721388759232311
f1_macro_val:0.6583056478405316
 ==  Epoch: 96 | test Loss: 0.702657
ACC_test:0.66
auc_test:0.5791446208112875
f1_weighted_test:0.6587352173671644
f1_macro_test:0.5752595636000222
 ==  Epoch: 97 | Training Loss: 0.552166
ACC_train:0.7920997920997921
auc_train:0.8416037162455501
f1_weighted_train:0.7963538472076426
f1_macro_train:0.7501973492874652
 ==  Epoch: 97 | val Loss: 0.647228
ACC_val:0.71900826446281
auc_val:0.7156862745098039
f1_weighted_val:0.7163473578762835
f1_macro_val:0.6458333333333333
 ==  Epoch: 97 | test Loss: 0.705112
ACC_test:0.6666666666666666
auc_test:0.5875220458553791
f1_weighted_test:0.6583506583506584
f1_macro_test:0.5668745668745668
 ==  Epoch: 98 | Training Loss: 0.567105
ACC_train:0.7796257796257796
auc_train:0.8066336719631849
f1_weighted_train:0.7852414322241908
f1_macro_train:0.7383723316912972
 ==  Epoch: 98 | val Loss: 0.647404
ACC_val:0.7272727272727273
auc_val:0.7177146720757269
f1_weighted_val:0.7232902690529809
f1_macro_val:0.6529335071707952
 ==  Epoch: 98 | test Loss: 0.706249
ACC_test:0.6666666666666666
auc_test:0.5857583774250441
f1_weighted_test:0.6583506583506584
f1_macro_test:0.5668745668745668
 ==  Epoch: 99 | Training Loss: 0.562299
ACC_train:0.7837837837837838
auc_train:0.8389988712338283
f1_weighted_train:0.7899600688308985
f1_macro_train:0.7452849403234347
 ==  Epoch: 99 | val Loss: 0.631467
ACC_val:0.71900826446281
auc_val:0.7265043948613928
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 99 | test Loss: 0.704022
ACC_test:0.64
auc_test:0.5798059964726632
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 100 | Training Loss: 0.559089
ACC_train:0.7692307692307693
auc_train:0.8284926630198836
f1_weighted_train:0.7769555146679307
f1_macro_train:0.7316509265634974
 ==  Epoch: 100 | val Loss: 0.638550
ACC_val:0.7355371900826446
auc_val:0.727180527383367
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 100 | test Loss: 0.705755
ACC_test:0.6533333333333333
auc_test:0.5817901234567902
f1_weighted_test:0.6506959051241888
f1_macro_test:0.5636607742224211
 ==  Epoch: 101 | Training Loss: 0.559234
ACC_train:0.7900207900207901
auc_train:0.828384127811062
f1_weighted_train:0.7937515884276195
f1_macro_train:0.7461290440580892
 ==  Epoch: 101 | val Loss: 0.640242
ACC_val:0.7355371900826446
auc_val:0.7241379310344828
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 101 | test Loss: 0.706414
ACC_test:0.66
auc_test:0.5828924162257495
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 102 | Training Loss: 0.560697
ACC_train:0.7796257796257796
auc_train:0.8226751758270382
f1_weighted_train:0.7841350780401011
f1_macro_train:0.7352091902447131
 ==  Epoch: 102 | val Loss: 0.634318
ACC_val:0.71900826446281
auc_val:0.7251521298174443
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 102 | test Loss: 0.705736
ACC_test:0.6466666666666666
auc_test:0.5804673721340388
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 103 | Training Loss: 0.547237
ACC_train:0.7983367983367984
auc_train:0.8634627073022489
f1_weighted_train:0.8042463351995028
f1_macro_train:0.7628795771605723
 ==  Epoch: 103 | val Loss: 0.629984
ACC_val:0.71900826446281
auc_val:0.7214334009465855
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 103 | test Loss: 0.705363
ACC_test:0.64
auc_test:0.5817901234567902
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 104 | Training Loss: 0.544428
ACC_train:0.7817047817047817
auc_train:0.8733394113050273
f1_weighted_train:0.7903196694815822
f1_macro_train:0.7505445493206099
 ==  Epoch: 104 | val Loss: 0.626095
ACC_val:0.6942148760330579
auc_val:0.7231237322515212
f1_weighted_val:0.7037458409359235
f1_macro_val:0.6476190476190475
 ==  Epoch: 104 | test Loss: 0.706013
ACC_test:0.62
auc_test:0.5809082892416225
f1_weighted_test:0.6282517482517483
f1_macro_test:0.5504495504495505
 ==  Epoch: 105 | Training Loss: 0.545788
ACC_train:0.7775467775467776
auc_train:0.8355691586350613
f1_weighted_train:0.7860799004586452
f1_macro_train:0.744931285528083
 ==  Epoch: 105 | val Loss: 0.630518
ACC_val:0.7355371900826446
auc_val:0.7285327924273157
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 105 | test Loss: 0.707346
ACC_test:0.64
auc_test:0.5798059964726632
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 106 | Training Loss: 0.533976
ACC_train:0.8212058212058212
auc_train:0.8541286793435791
f1_weighted_train:0.8254722995079077
f1_macro_train:0.7868962248598748
 ==  Epoch: 106 | val Loss: 0.636610
ACC_val:0.7272727272727273
auc_val:0.7285327924273158
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 106 | test Loss: 0.708790
ACC_test:0.66
auc_test:0.5749559082892417
f1_weighted_test:0.6560324708269913
f1_macro_test:0.5687468290208016
 ==  Epoch: 107 | Training Loss: 0.528251
ACC_train:0.8378378378378378
auc_train:0.8681514283233481
f1_weighted_train:0.8414361106668798
f1_macro_train:0.8059440559440559
 ==  Epoch: 107 | val Loss: 0.626668
ACC_val:0.7107438016528925
auc_val:0.7298850574712643
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 107 | test Loss: 0.707904
ACC_test:0.64
auc_test:0.5839947089947091
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 108 | Training Loss: 0.552983
ACC_train:0.8024948024948025
auc_train:0.8208951984023616
f1_weighted_train:0.8067080829266945
f1_macro_train:0.7631708517971443
 ==  Epoch: 108 | val Loss: 0.638972
ACC_val:0.7272727272727273
auc_val:0.7268424611223799
f1_weighted_val:0.7232902690529809
f1_macro_val:0.6529335071707952
 ==  Epoch: 108 | test Loss: 0.710168
ACC_test:0.6666666666666666
auc_test:0.5758377425044092
f1_weighted_test:0.6613636363636365
f1_macro_test:0.5738636363636365
 ==  Epoch: 109 | Training Loss: 0.538189
ACC_train:0.8316008316008316
auc_train:0.8419293218720153
f1_weighted_train:0.8339544883221925
f1_macro_train:0.7946665261271708
 ==  Epoch: 109 | val Loss: 0.634634
ACC_val:0.7272727272727273
auc_val:0.7302231237322515
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 109 | test Loss: 0.710146
ACC_test:0.6466666666666666
auc_test:0.5758377425044092
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 110 | Training Loss: 0.541231
ACC_train:0.817047817047817
auc_train:0.8545845272206304
f1_weighted_train:0.8204652905529001
f1_macro_train:0.7792657488527326
 ==  Epoch: 110 | val Loss: 0.622093
ACC_val:0.7024793388429752
auc_val:0.7305611899932386
f1_weighted_val:0.7109691484511338
f1_macro_val:0.654724159797083
 ==  Epoch: 110 | test Loss: 0.708969
ACC_test:0.6333333333333333
auc_test:0.5842151675485009
f1_weighted_test:0.639288567016348
f1_macro_test:0.5606794824005538
 ==  Epoch: 111 | Training Loss: 0.537633
ACC_train:0.8087318087318087
auc_train:0.8630502735087262
f1_weighted_train:0.8147461548043742
f1_macro_train:0.7763604754588825
 ==  Epoch: 111 | val Loss: 0.631991
ACC_val:0.7272727272727273
auc_val:0.7302231237322516
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 111 | test Loss: 0.710651
ACC_test:0.6466666666666666
auc_test:0.576058201058201
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 112 | Training Loss: 0.539941
ACC_train:0.8045738045738046
auc_train:0.8528479638794826
f1_weighted_train:0.8082242876360524
f1_macro_train:0.7642156862745098
 ==  Epoch: 112 | val Loss: 0.628689
ACC_val:0.743801652892562
auc_val:0.7295469912102772
f1_weighted_val:0.7469669401066394
f1_macro_val:0.6910468659912692
 ==  Epoch: 112 | test Loss: 0.710289
ACC_test:0.64
auc_test:0.5802469135802468
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 113 | Training Loss: 0.542981
ACC_train:0.7983367983367984
auc_train:0.8505904315359902
f1_weighted_train:0.8011553749043536
f1_macro_train:0.7541068275843896
 ==  Epoch: 113 | val Loss: 0.626613
ACC_val:0.7272727272727273
auc_val:0.7285327924273157
f1_weighted_val:0.7325782752547767
f1_macro_val:0.6763394666450514
 ==  Epoch: 113 | test Loss: 0.710431
ACC_test:0.64
auc_test:0.5837742504409171
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 114 | Training Loss: 0.545342
ACC_train:0.7837837837837838
auc_train:0.8446861161760875
f1_weighted_train:0.7914366133851017
f1_macro_train:0.7499200127979524
 ==  Epoch: 114 | val Loss: 0.628177
ACC_val:0.7355371900826446
auc_val:0.7278566599053415
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 114 | test Loss: 0.711101
ACC_test:0.64
auc_test:0.580026455026455
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 115 | Training Loss: 0.533505
ACC_train:0.8128898128898129
auc_train:0.8553659807241469
f1_weighted_train:0.8176578198129922
f1_macro_train:0.7778633004926108
 ==  Epoch: 115 | val Loss: 0.624461
ACC_val:0.7107438016528925
auc_val:0.7271805273833672
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 115 | test Loss: 0.711078
ACC_test:0.6266666666666667
auc_test:0.5835537918871252
f1_weighted_test:0.6316295025728987
f1_macro_test:0.5497427101200686
 ==  Epoch: 116 | Training Loss: 0.546471
ACC_train:0.8004158004158004
auc_train:0.852196752626552
f1_weighted_train:0.8044996933193369
f1_macro_train:0.7601894553159666
 ==  Epoch: 116 | val Loss: 0.631656
ACC_val:0.7272727272727273
auc_val:0.7292089249492901
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 116 | test Loss: 0.712068
ACC_test:0.64
auc_test:0.5773809523809524
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 117 | Training Loss: 0.532619
ACC_train:0.8087318087318087
auc_train:0.861856386211687
f1_weighted_train:0.8139055526910772
f1_macro_train:0.7738090370067472
 ==  Epoch: 117 | val Loss: 0.627577
ACC_val:0.7355371900826446
auc_val:0.7261663286004058
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 117 | test Loss: 0.711608
ACC_test:0.6333333333333333
auc_test:0.582010582010582
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 118 | Training Loss: 0.530516
ACC_train:0.8128898128898129
auc_train:0.8593166623252584
f1_weighted_train:0.8179510841543146
f1_macro_train:0.7787262318544265
 ==  Epoch: 118 | val Loss: 0.632822
ACC_val:0.7355371900826446
auc_val:0.7268424611223799
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 118 | test Loss: 0.712256
ACC_test:0.64
auc_test:0.5789241622574955
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 119 | Training Loss: 0.507271
ACC_train:0.8523908523908524
auc_train:0.8819571068854737
f1_weighted_train:0.8550134928550593
f1_macro_train:0.8215362586943002
 ==  Epoch: 119 | val Loss: 0.632694
ACC_val:0.7355371900826446
auc_val:0.7285327924273157
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 119 | test Loss: 0.712676
ACC_test:0.6466666666666666
auc_test:0.5795855379188712
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 120 | Training Loss: 0.525952
ACC_train:0.817047817047817
auc_train:0.8700399409568463
f1_weighted_train:0.8230504173706591
f1_macro_train:0.7868680765357503
 ==  Epoch: 120 | val Loss: 0.622297
ACC_val:0.7024793388429752
auc_val:0.7285327924273156
f1_weighted_val:0.7109691484511338
f1_macro_val:0.654724159797083
 ==  Epoch: 120 | test Loss: 0.712590
ACC_test:0.62
auc_test:0.5822310405643739
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 121 | Training Loss: 0.538972
ACC_train:0.7775467775467776
auc_train:0.8592515411999653
f1_weighted_train:0.7846949235892772
f1_macro_train:0.7403764181257787
 ==  Epoch: 121 | val Loss: 0.632197
ACC_val:0.7355371900826446
auc_val:0.72920892494929
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 121 | test Loss: 0.713912
ACC_test:0.64
auc_test:0.5769400352733687
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 122 | Training Loss: 0.532196
ACC_train:0.8087318087318087
auc_train:0.8531735695059477
f1_weighted_train:0.8129759254019608
f1_macro_train:0.7711135018827326
 ==  Epoch: 122 | val Loss: 0.618044
ACC_val:0.6942148760330579
auc_val:0.7288708586883029
f1_weighted_val:0.7037458409359235
f1_macro_val:0.6476190476190475
 ==  Epoch: 122 | test Loss: 0.713590
ACC_test:0.62
auc_test:0.5837742504409171
f1_weighted_test:0.6282517482517483
f1_macro_test:0.5504495504495505
 ==  Epoch: 123 | Training Loss: 0.524673
ACC_train:0.8232848232848233
auc_train:0.854302335677694
f1_weighted_train:0.8264246041222542
f1_macro_train:0.7863462251974018
 ==  Epoch: 123 | val Loss: 0.627974
ACC_val:0.7355371900826446
auc_val:0.7281947261663285
f1_weighted_val:0.7377776557480574
f1_macro_val:0.6784053156146179
 ==  Epoch: 123 | test Loss: 0.714131
ACC_test:0.64
auc_test:0.57826278659612
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 124 | Training Loss: 0.525804
ACC_train:0.814968814968815
auc_train:0.8614222453764001
f1_weighted_train:0.8195352077057194
f1_macro_train:0.7798989187493894
 ==  Epoch: 124 | val Loss: 0.622021
ACC_val:0.7024793388429752
auc_val:0.7281947261663286
f1_weighted_val:0.7092281183190275
f1_macro_val:0.6496138996138996
 ==  Epoch: 124 | test Loss: 0.714466
ACC_test:0.62
auc_test:0.583994708994709
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 125 | Training Loss: 0.517152
ACC_train:0.8045738045738046
auc_train:0.8711470000868281
f1_weighted_train:0.8092371645784109
f1_macro_train:0.7670726178700956
 ==  Epoch: 125 | val Loss: 0.628320
ACC_val:0.7355371900826446
auc_val:0.7288708586883028
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 125 | test Loss: 0.715135
ACC_test:0.64
auc_test:0.5756172839506173
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 126 | Training Loss: 0.517340
ACC_train:0.8378378378378378
auc_train:0.888642875748893
f1_weighted_train:0.8419701105045932
f1_macro_train:0.8074815270935961
 ==  Epoch: 126 | val Loss: 0.617464
ACC_val:0.6942148760330579
auc_val:0.7298850574712644
f1_weighted_val:0.7037458409359235
f1_macro_val:0.6476190476190475
 ==  Epoch: 126 | test Loss: 0.715124
ACC_test:0.62
auc_test:0.5846560846560847
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 127 | Training Loss: 0.531693
ACC_train:0.8024948024948025
auc_train:0.8528913779630112
f1_weighted_train:0.8067080829266945
f1_macro_train:0.7631708517971443
 ==  Epoch: 127 | val Loss: 0.616798
ACC_val:0.6942148760330579
auc_val:0.7305611899932387
f1_weighted_val:0.7037458409359235
f1_macro_val:0.6476190476190475
 ==  Epoch: 127 | test Loss: 0.715426
ACC_test:0.62
auc_test:0.5835537918871252
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 128 | Training Loss: 0.521242
ACC_train:0.8087318087318087
auc_train:0.8655031692280976
f1_weighted_train:0.814475598259382
f1_macro_train:0.7755255255255256
 ==  Epoch: 128 | val Loss: 0.619384
ACC_val:0.6942148760330579
auc_val:0.7305611899932387
f1_weighted_val:0.7037458409359235
f1_macro_val:0.6476190476190475
 ==  Epoch: 128 | test Loss: 0.715780
ACC_test:0.62
auc_test:0.5831128747795414
f1_weighted_test:0.6261717876351243
f1_macro_test:0.5447041908514829
 ==  Epoch: 129 | Training Loss: 0.516640
ACC_train:0.8087318087318087
auc_train:0.8668707128592515
f1_weighted_train:0.813605771364392
f1_macro_train:0.7729269293924466
 ==  Epoch: 129 | val Loss: 0.634699
ACC_val:0.743801652892562
auc_val:0.7329276538201487
f1_weighted_val:0.7426217202065234
f1_macro_val:0.6800852878464818
 ==  Epoch: 129 | test Loss: 0.715966
ACC_test:0.6466666666666666
auc_test:0.5705467372134039
f1_weighted_test:0.6479233926128591
f1_macro_test:0.5649794801641588
 ==  Epoch: 130 | Training Loss: 0.524165
ACC_train:0.8461538461538461
auc_train:0.8571025440652948
f1_weighted_train:0.8475244278313332
f1_macro_train:0.810347399829497
 ==  Epoch: 130 | val Loss: 0.628740
ACC_val:0.7355371900826446
auc_val:0.7322515212981745
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 130 | test Loss: 0.716468
ACC_test:0.64
auc_test:0.5742945326278659
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 131 | Training Loss: 0.516156
ACC_train:0.814968814968815
auc_train:0.8745550056438308
f1_weighted_train:0.8206573259204838
f1_macro_train:0.7832510569352674
 ==  Epoch: 131 | val Loss: 0.629032
ACC_val:0.7355371900826446
auc_val:0.7329276538201488
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 131 | test Loss: 0.717273
ACC_test:0.64
auc_test:0.5740740740740742
f1_weighted_test:0.6425038035209737
f1_macro_test:0.5598782873288416
 ==  Epoch: 132 | Training Loss: 0.515938
ACC_train:0.8295218295218295
auc_train:0.8890553095424156
f1_weighted_train:0.8313938048490755
f1_macro_train:0.7907719402478356
 ==  Epoch: 132 | val Loss: 0.618237
ACC_val:0.7024793388429752
auc_val:0.7308992562542258
f1_weighted_val:0.7092281183190275
f1_macro_val:0.6496138996138996
 ==  Epoch: 132 | test Loss: 0.717734
ACC_test:0.6133333333333333
auc_test:0.5817901234567902
f1_weighted_test:0.6206984126984127
f1_macro_test:0.5396825396825398
 ==  Epoch: 133 | Training Loss: 0.505246
ACC_train:0.8253638253638254
auc_train:0.8925935573500043
f1_weighted_train:0.8306081549324793
f1_macro_train:0.795045045045045
 ==  Epoch: 133 | val Loss: 0.614745
ACC_val:0.6942148760330579
auc_val:0.7302231237322516
f1_weighted_val:0.705185810821652
f1_macro_val:0.6523258522947892
 ==  Epoch: 133 | test Loss: 0.718365
ACC_test:0.6133333333333333
auc_test:0.5844356261022927
f1_weighted_test:0.6206984126984127
f1_macro_test:0.5396825396825398
 ==  Epoch: 134 | Training Loss: 0.515452
ACC_train:0.8212058212058212
auc_train:0.888773117999479
f1_weighted_train:0.8263131338409354
f1_macro_train:0.7893702391136095
 ==  Epoch: 134 | val Loss: 0.623072
ACC_val:0.7272727272727273
auc_val:0.7308992562542258
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 134 | test Loss: 0.718472
ACC_test:0.6333333333333333
auc_test:0.576058201058201
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 135 | Training Loss: 0.509340
ACC_train:0.8482328482328483
auc_train:0.8729920986367977
f1_weighted_train:0.8497432822541676
f1_macro_train:0.8133250397401341
 ==  Epoch: 135 | val Loss: 0.627506
ACC_val:0.743801652892562
auc_val:0.7302231237322516
f1_weighted_val:0.7449177050036107
f1_macro_val:0.6857669431180363
 ==  Epoch: 135 | test Loss: 0.718839
ACC_test:0.6333333333333333
auc_test:0.576278659611993
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 136 | Training Loss: 0.510360
ACC_train:0.8128898128898129
auc_train:0.8741208648085439
f1_weighted_train:0.8185087374276564
f1_macro_train:0.7804054054054054
 ==  Epoch: 136 | val Loss: 0.622762
ACC_val:0.7272727272727273
auc_val:0.7302231237322515
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 136 | test Loss: 0.719351
ACC_test:0.6266666666666667
auc_test:0.582010582010582
f1_weighted_test:0.6316295025728987
f1_macro_test:0.5497427101200686
 ==  Epoch: 137 | Training Loss: 0.517068
ACC_train:0.8357588357588358
auc_train:0.880481028045498
f1_weighted_train:0.8389743067532582
f1_macro_train:0.8022502432906424
 ==  Epoch: 137 | val Loss: 0.622086
ACC_val:0.7272727272727273
auc_val:0.7302231237322515
f1_weighted_val:0.7342841589548177
f1_macro_val:0.6811976047904191
 ==  Epoch: 137 | test Loss: 0.719994
ACC_test:0.6266666666666667
auc_test:0.5815696649029982
f1_weighted_test:0.6316295025728987
f1_macro_test:0.5497427101200686
 ==  Epoch: 138 | Training Loss: 0.524587
ACC_train:0.8232848232848233
auc_train:0.8742728141008944
f1_weighted_train:0.8260947278564054
f1_macro_train:0.7854447750541832
 ==  Epoch: 138 | val Loss: 0.623444
ACC_val:0.71900826446281
auc_val:0.7295469912102771
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 138 | test Loss: 0.720260
ACC_test:0.6266666666666667
auc_test:0.5798059964726631
f1_weighted_test:0.6316295025728987
f1_macro_test:0.5497427101200686
 ==  Epoch: 139 | Training Loss: 0.511404
ACC_train:0.8295218295218295
auc_train:0.8807632195884344
f1_weighted_train:0.8346412941007535
f1_macro_train:0.799924924924925
 ==  Epoch: 139 | val Loss: 0.624910
ACC_val:0.71900826446281
auc_val:0.7332657200811359
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 139 | test Loss: 0.720353
ACC_test:0.6333333333333333
auc_test:0.5811287477954146
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 140 | Training Loss: 0.506505
ACC_train:0.8357588357588358
auc_train:0.8789398280802293
f1_weighted_train:0.8386769850077421
f1_macro_train:0.801427668124644
 ==  Epoch: 140 | val Loss: 0.630765
ACC_val:0.7355371900826446
auc_val:0.7366463826910074
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 140 | test Loss: 0.720119
ACC_test:0.6333333333333333
auc_test:0.5767195767195767
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 141 | Training Loss: 0.510487
ACC_train:0.8378378378378378
auc_train:0.8808500477554918
f1_weighted_train:0.84056884702046
f1_macro_train:0.8035295349811479
 ==  Epoch: 141 | val Loss: 0.621409
ACC_val:0.7024793388429752
auc_val:0.7366463826910075
f1_weighted_val:0.7092281183190275
f1_macro_val:0.6496138996138996
 ==  Epoch: 141 | test Loss: 0.720781
ACC_test:0.6333333333333333
auc_test:0.5804673721340389
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 142 | Training Loss: 0.502396
ACC_train:0.8523908523908524
auc_train:0.8943518277329165
f1_weighted_train:0.8550134928550593
f1_macro_train:0.8215362586943002
 ==  Epoch: 142 | val Loss: 0.627346
ACC_val:0.7355371900826446
auc_val:0.7396889790398918
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 142 | test Loss: 0.720561
ACC_test:0.6333333333333333
auc_test:0.5764991181657848
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 143 | Training Loss: 0.502048
ACC_train:0.8482328482328483
auc_train:0.8762047408179212
f1_weighted_train:0.8503540450311118
f1_macro_train:0.8149463753985613
 ==  Epoch: 143 | val Loss: 0.627084
ACC_val:0.743801652892562
auc_val:0.7359702501690331
f1_weighted_val:0.7449177050036107
f1_macro_val:0.6857669431180363
 ==  Epoch: 143 | test Loss: 0.720827
ACC_test:0.6333333333333333
auc_test:0.5787037037037037
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 144 | Training Loss: 0.506174
ACC_train:0.8274428274428275
auc_train:0.8748806112702961
f1_weighted_train:0.8311239040306909
f1_macro_train:0.7930861126227682
 ==  Epoch: 144 | val Loss: 0.630705
ACC_val:0.7355371900826446
auc_val:0.7325895875591616
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 144 | test Loss: 0.721118
ACC_test:0.6333333333333333
auc_test:0.5751763668430334
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 145 | Training Loss: 0.500785
ACC_train:0.8440748440748441
auc_train:0.8869714335330381
f1_weighted_train:0.8462541558538819
f1_macro_train:0.8098764130807137
 ==  Epoch: 145 | val Loss: 0.620194
ACC_val:0.6942148760330579
auc_val:0.7325895875591616
f1_weighted_val:0.7020761782220682
f1_macro_val:0.6425548902195608
 ==  Epoch: 145 | test Loss: 0.722133
ACC_test:0.6266666666666667
auc_test:0.5787037037037037
f1_weighted_test:0.6316295025728987
f1_macro_test:0.5497427101200686
 ==  Epoch: 146 | Training Loss: 0.493150
ACC_train:0.8607068607068608
auc_train:0.8872753321177389
f1_weighted_train:0.8629217266632845
f1_macro_train:0.8308799991603563
 ==  Epoch: 146 | val Loss: 0.630689
ACC_val:0.7355371900826446
auc_val:0.7319134550371873
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 146 | test Loss: 0.722251
ACC_test:0.6333333333333333
auc_test:0.5740740740740741
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 147 | Training Loss: 0.502239
ACC_train:0.841995841995842
auc_train:0.8935486671876356
f1_weighted_train:0.8446568253019866
f1_macro_train:0.8085672392124005
 ==  Epoch: 147 | val Loss: 0.621623
ACC_val:0.7107438016528925
auc_val:0.7359702501690331
f1_weighted_val:0.7181801685884429
f1_macro_val:0.66187624750499
 ==  Epoch: 147 | test Loss: 0.723651
ACC_test:0.6333333333333333
auc_test:0.5738536155202821
f1_weighted_test:0.6370730127893801
f1_macro_test:0.5548000647563542
 ==  Epoch: 148 | Training Loss: 0.499687
ACC_train:0.8191268191268192
auc_train:0.8815229660501868
f1_weighted_train:0.8244271253851209
f1_macro_train:0.787324981577008
 ==  Epoch: 148 | val Loss: 0.629733
ACC_val:0.7355371900826446
auc_val:0.7336037863421231
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 148 | test Loss: 0.723389
ACC_test:0.6333333333333333
auc_test:0.5740740740740741
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 149 | Training Loss: 0.492945
ACC_train:0.8648648648648649
auc_train:0.894373534774681
f1_weighted_train:0.8653323924522696
f1_macro_train:0.8315145636299948
 ==  Epoch: 149 | val Loss: 0.630610
ACC_val:0.7355371900826446
auc_val:0.7346179851250845
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 149 | test Loss: 0.723645
ACC_test:0.6333333333333333
auc_test:0.5727513227513228
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 150 | Training Loss: 0.488060
ACC_train:0.8648648648648649
auc_train:0.8941130502735087
f1_weighted_train:0.8670136154196042
f1_macro_train:0.8359283573943754
 ==  Epoch: 150 | val Loss: 0.630475
ACC_val:0.7272727272727273
auc_val:0.7342799188640974
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 150 | test Loss: 0.723828
ACC_test:0.6333333333333333
auc_test:0.5753968253968254
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 151 | Training Loss: 0.484646
ACC_train:0.8503118503118503
auc_train:0.898932013545194
f1_weighted_train:0.8531079649978273
f1_macro_train:0.8193992490613267
 ==  Epoch: 151 | val Loss: 0.627757
ACC_val:0.7272727272727273
auc_val:0.7325895875591616
f1_weighted_val:0.7306422265651324
f1_macro_val:0.6711144057326415
 ==  Epoch: 151 | test Loss: 0.724114
ACC_test:0.6333333333333333
auc_test:0.5793650793650793
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 152 | Training Loss: 0.495617
ACC_train:0.8565488565488566
auc_train:0.8911174785100286
f1_weighted_train:0.8590976198168887
f1_macro_train:0.8265634063367144
 ==  Epoch: 152 | val Loss: 0.624662
ACC_val:0.7107438016528925
auc_val:0.7346179851250845
f1_weighted_val:0.7163708979974905
f1_macro_val:0.6567236767447515
 ==  Epoch: 152 | test Loss: 0.724379
ACC_test:0.6333333333333333
auc_test:0.5795855379188712
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 153 | Training Loss: 0.497026
ACC_train:0.8482328482328483
auc_train:0.8737952591820786
f1_weighted_train:0.8514704216173546
f1_macro_train:0.8180154966441213
 ==  Epoch: 153 | val Loss: 0.630756
ACC_val:0.7355371900826446
auc_val:0.7346179851250846
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 153 | test Loss: 0.724425
ACC_test:0.6333333333333333
auc_test:0.5773809523809523
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 154 | Training Loss: 0.491811
ACC_train:0.8711018711018711
auc_train:0.8995832247981245
f1_weighted_train:0.8725172670810083
f1_macro_train:0.8418031743337293
 ==  Epoch: 154 | val Loss: 0.628370
ACC_val:0.7272727272727273
auc_val:0.7346179851250845
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 154 | test Loss: 0.724988
ACC_test:0.6333333333333333
auc_test:0.5795855379188712
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 155 | Training Loss: 0.488275
ACC_train:0.8503118503118503
auc_train:0.89257185030824
f1_weighted_train:0.8519555359650419
f1_macro_train:0.8162875572907826
 ==  Epoch: 155 | val Loss: 0.631291
ACC_val:0.7355371900826446
auc_val:0.7329276538201488
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 155 | test Loss: 0.725774
ACC_test:0.6266666666666667
auc_test:0.5778218694885362
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 156 | Training Loss: 0.482550
ACC_train:0.8669438669438669
auc_train:0.8955457150299558
f1_weighted_train:0.8684049208578151
f1_macro_train:0.8367000509251399
 ==  Epoch: 156 | val Loss: 0.631842
ACC_val:0.7272727272727273
auc_val:0.7329276538201487
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 156 | test Loss: 0.726342
ACC_test:0.6266666666666667
auc_test:0.5734126984126984
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 157 | Training Loss: 0.489642
ACC_train:0.8607068607068608
auc_train:0.8951115741946687
f1_weighted_train:0.8618003127057335
f1_macro_train:0.8279033007406774
 ==  Epoch: 157 | val Loss: 0.631277
ACC_val:0.7272727272727273
auc_val:0.733603786342123
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 157 | test Loss: 0.726309
ACC_test:0.64
auc_test:0.5725308641975309
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 158 | Training Loss: 0.485222
ACC_train:0.8731808731808732
auc_train:0.898172267083442
f1_weighted_train:0.87444301667814
f1_macro_train:0.8440113345773723
 ==  Epoch: 158 | val Loss: 0.623751
ACC_val:0.7355371900826446
auc_val:0.735632183908046
f1_weighted_val:0.7397720520715173
f1_macro_val:0.6836601307189543
 ==  Epoch: 158 | test Loss: 0.727315
ACC_test:0.6266666666666667
auc_test:0.5756172839506173
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 159 | Training Loss: 0.491673
ACC_train:0.8586278586278586
auc_train:0.8997785881740037
f1_weighted_train:0.8604646750165827
f1_macro_train:0.8272489119871551
 ==  Epoch: 159 | val Loss: 0.625773
ACC_val:0.7520661157024794
auc_val:0.7349560513860717
f1_weighted_val:0.7541665522638038
f1_macro_val:0.6985049833887044
 ==  Epoch: 159 | test Loss: 0.727336
ACC_test:0.6333333333333333
auc_test:0.5742945326278659
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 160 | Training Loss: 0.484260
ACC_train:0.8690228690228691
auc_train:0.8968047234522879
f1_weighted_train:0.8708534909172608
f1_macro_train:0.8402961869877995
 ==  Epoch: 160 | val Loss: 0.630033
ACC_val:0.7355371900826446
auc_val:0.737660581473969
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 160 | test Loss: 0.727323
ACC_test:0.6266666666666667
auc_test:0.5756172839506173
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 161 | Training Loss: 0.472512
ACC_train:0.8835758835758836
auc_train:0.9158635061213857
f1_weighted_train:0.8841092040799554
f1_macro_train:0.855176566734053
 ==  Epoch: 161 | val Loss: 0.624443
ACC_val:0.71900826446281
auc_val:0.7352941176470589
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 161 | test Loss: 0.728598
ACC_test:0.6266666666666667
auc_test:0.5767195767195767
f1_weighted_test:0.6292632036513801
f1_macro_test:0.5435774831558357
 ==  Epoch: 162 | Training Loss: 0.489670
ACC_train:0.8627858627858628
auc_train:0.8892506729182946
f1_weighted_train:0.8634144190942333
f1_macro_train:0.829315239365134
 ==  Epoch: 162 | val Loss: 0.631291
ACC_val:0.7272727272727273
auc_val:0.7352941176470589
f1_weighted_val:0.726016669897267
f1_macro_val:0.6594456289978678
 ==  Epoch: 162 | test Loss: 0.728281
ACC_test:0.64
auc_test:0.5751763668430334
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 163 | Training Loss: 0.483402
ACC_train:0.8669438669438669
auc_train:0.9052704697403838
f1_weighted_train:0.8686726353097249
f1_macro_train:0.8374107406937931
 ==  Epoch: 163 | val Loss: 0.640096
ACC_val:0.7107438016528925
auc_val:0.7342799188640974
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 163 | test Loss: 0.728601
ACC_test:0.6466666666666666
auc_test:0.5753968253968254
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 164 | Training Loss: 0.487691
ACC_train:0.8503118503118503
auc_train:0.9006251628028132
f1_weighted_train:0.8522567147234407
f1_macro_train:0.8170870832805173
 ==  Epoch: 164 | val Loss: 0.621852
ACC_val:0.71900826446281
auc_val:0.7322515212981745
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 164 | test Loss: 0.728926
ACC_test:0.62
auc_test:0.57826278659612
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 165 | Training Loss: 0.475714
ACC_train:0.8814968814968815
auc_train:0.9074194668750544
f1_weighted_train:0.8821707111669936
f1_macro_train:0.8529265034841244
 ==  Epoch: 165 | val Loss: 0.614706
ACC_val:0.7024793388429752
auc_val:0.731237322515213
f1_weighted_val:0.7109691484511338
f1_macro_val:0.654724159797083
 ==  Epoch: 165 | test Loss: 0.729890
ACC_test:0.6133333333333333
auc_test:0.5771604938271605
f1_weighted_test:0.6206984126984127
f1_macro_test:0.5396825396825398
 ==  Epoch: 166 | Training Loss: 0.486608
ACC_train:0.8440748440748441
auc_train:0.8932664756446991
f1_weighted_train:0.8468452389314007
f1_macro_train:0.8114819634094721
 ==  Epoch: 166 | val Loss: 0.635627
ACC_val:0.7107438016528925
auc_val:0.7339418526031102
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 166 | test Loss: 0.727667
ACC_test:0.6466666666666666
auc_test:0.5738536155202821
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 167 | Training Loss: 0.469003
ACC_train:0.8814968814968815
auc_train:0.9147781540331684
f1_weighted_train:0.8829182289444297
f1_macro_train:0.8548789202064311
 ==  Epoch: 167 | val Loss: 0.632409
ACC_val:0.7355371900826446
auc_val:0.7336037863421231
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 167 | test Loss: 0.728246
ACC_test:0.6466666666666666
auc_test:0.5729717813051146
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 168 | Training Loss: 0.470881
ACC_train:0.8752598752598753
auc_train:0.9132803681514283
f1_weighted_train:0.8773606515542
f1_macro_train:0.8488688730624214
 ==  Epoch: 168 | val Loss: 0.645524
ACC_val:0.7107438016528925
auc_val:0.7325895875591616
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 168 | test Loss: 0.728939
ACC_test:0.64
auc_test:0.5729717813051146
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 169 | Training Loss: 0.473782
ACC_train:0.8835758835758836
auc_train:0.8966961882434662
f1_weighted_train:0.8838462921947495
f1_macro_train:0.8545069570477919
 ==  Epoch: 169 | val Loss: 0.635167
ACC_val:0.7107438016528925
auc_val:0.7346179851250846
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 169 | test Loss: 0.729258
ACC_test:0.6466666666666666
auc_test:0.5709876543209876
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 170 | Training Loss: 0.475310
ACC_train:0.8523908523908524
auc_train:0.9061387514109577
f1_weighted_train:0.8541613027202547
f1_macro_train:0.8192351462220459
 ==  Epoch: 170 | val Loss: 0.620271
ACC_val:0.71900826446281
auc_val:0.733603786342123
f1_weighted_val:0.7253821117457481
f1_macro_val:0.669079794079794
 ==  Epoch: 170 | test Loss: 0.729802
ACC_test:0.62
auc_test:0.5749559082892416
f1_weighted_test:0.6238756677999028
f1_macro_test:0.5386109762020398
 ==  Epoch: 171 | Training Loss: 0.469366
ACC_train:0.8856548856548857
auc_train:0.9141052357384736
f1_weighted_train:0.8870263612621693
f1_macro_train:0.8599708879184862
 ==  Epoch: 171 | val Loss: 0.636219
ACC_val:0.71900826446281
auc_val:0.7342799188640973
f1_weighted_val:0.7163473578762835
f1_macro_val:0.6458333333333333
 ==  Epoch: 171 | test Loss: 0.728842
ACC_test:0.64
auc_test:0.5723104056437389
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 172 | Training Loss: 0.480246
ACC_train:0.8607068607068608
auc_train:0.8984978727099071
f1_weighted_train:0.8623775673557335
f1_macro_train:0.829419081646156
 ==  Epoch: 172 | val Loss: 0.630608
ACC_val:0.7355371900826446
auc_val:0.7319134550371873
f1_weighted_val:0.7355371900826446
f1_macro_val:0.6727518593644355
 ==  Epoch: 172 | test Loss: 0.729280
ACC_test:0.6466666666666666
auc_test:0.5709876543209876
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 173 | Training Loss: 0.475821
ACC_train:0.8544698544698545
auc_train:0.8981939741252063
f1_weighted_train:0.8563606948700118
f1_macro_train:0.8221679976338362
 ==  Epoch: 173 | val Loss: 0.629873
ACC_val:0.7272727272727273
auc_val:0.7342799188640973
f1_weighted_val:0.728460782745779
f1_macro_val:0.6654938426740387
 ==  Epoch: 173 | test Loss: 0.729174
ACC_test:0.6466666666666666
auc_test:0.5751763668430335
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 174 | Training Loss: 0.477748
ACC_train:0.8544698544698545
auc_train:0.8973908135799253
f1_weighted_train:0.8560678821882353
f1_macro_train:0.8213906806993718
 ==  Epoch: 174 | val Loss: 0.645449
ACC_val:0.7107438016528925
auc_val:0.7322515212981744
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 174 | test Loss: 0.729010
ACC_test:0.64
auc_test:0.5798059964726632
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 175 | Training Loss: 0.465153
ACC_train:0.8877338877338877
auc_train:0.9212468524789441
f1_weighted_train:0.8887340419309728
f1_macro_train:0.8616048593350383
 ==  Epoch: 175 | val Loss: 0.621463
ACC_val:0.7272727272727273
auc_val:0.7319134550371873
f1_weighted_val:0.7325782752547767
f1_macro_val:0.6763394666450514
 ==  Epoch: 175 | test Loss: 0.729576
ACC_test:0.6266666666666667
auc_test:0.5791446208112875
f1_weighted_test:0.6292632036513801
f1_macro_test:0.5435774831558357
 ==  Epoch: 176 | Training Loss: 0.468002
ACC_train:0.8794178794178794
auc_train:0.899800295215768
f1_weighted_train:0.8814486298357267
f1_macro_train:0.853906577293674
 ==  Epoch: 176 | val Loss: 0.641815
ACC_val:0.7107438016528925
auc_val:0.7369844489519946
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 176 | test Loss: 0.729193
ACC_test:0.64
auc_test:0.58179012345679
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 177 | Training Loss: 0.475651
ACC_train:0.8814968814968815
auc_train:0.8876226447859685
f1_weighted_train:0.8821707111669936
f1_macro_train:0.8529265034841244
 ==  Epoch: 177 | val Loss: 0.637612
ACC_val:0.7107438016528925
auc_val:0.7349560513860717
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 177 | test Loss: 0.730482
ACC_test:0.6466666666666666
auc_test:0.5780423280423281
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 178 | Training Loss: 0.474672
ACC_train:0.8627858627858628
auc_train:0.9066814274550664
f1_weighted_train:0.86509671670962
f1_macro_train:0.8337557603686636
 ==  Epoch: 178 | val Loss: 0.627611
ACC_val:0.7107438016528925
auc_val:0.7308992562542259
f1_weighted_val:0.7143175130236253
f1_macro_val:0.6511819454740138
 ==  Epoch: 178 | test Loss: 0.731076
ACC_test:0.64
auc_test:0.5793650793650794
f1_weighted_test:0.64
f1_macro_test:0.5535714285714286
 ==  Epoch: 179 | Training Loss: 0.468955
ACC_train:0.8669438669438669
auc_train:0.8983242163757923
f1_weighted_train:0.8691846949911466
f1_macro_train:0.8387934645999162
 ==  Epoch: 179 | val Loss: 0.636128
ACC_val:0.6942148760330579
auc_val:0.7332657200811359
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 179 | test Loss: 0.731436
ACC_test:0.6466666666666666
auc_test:0.5784832451499118
f1_weighted_test:0.6453522847148964
f1_macro_test:0.5586030758980622
 ==  Epoch: 180 | Training Loss: 0.465987
ACC_train:0.8814968814968815
auc_train:0.9215724581054093
f1_weighted_train:0.8819068672273749
f1_macro_train:0.8522512327216878
 ==  Epoch: 180 | val Loss: 0.647295
ACC_val:0.7107438016528925
auc_val:0.7312373225152129
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 180 | test Loss: 0.732639
ACC_test:0.64
auc_test:0.5760582010582009
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 181 | Training Loss: 0.465471
ACC_train:0.8814968814968815
auc_train:0.9163627680819658
f1_weighted_train:0.8819068672273749
f1_macro_train:0.8522512327216878
 ==  Epoch: 181 | val Loss: 0.630449
ACC_val:0.7107438016528925
auc_val:0.7298850574712643
f1_weighted_val:0.7143175130236253
f1_macro_val:0.6511819454740138
 ==  Epoch: 181 | test Loss: 0.733760
ACC_test:0.6333333333333333
auc_test:0.5720899470899471
f1_weighted_test:0.6346374829001369
f1_macro_test:0.5485636114911081
 ==  Epoch: 182 | Training Loss: 0.467890
ACC_train:0.8648648648648649
auc_train:0.9100677259703047
f1_weighted_train:0.8670136154196042
f1_macro_train:0.8359283573943754
 ==  Epoch: 182 | val Loss: 0.643909
ACC_val:0.7024793388429752
auc_val:0.7325895875591616
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 182 | test Loss: 0.734384
ACC_test:0.64
auc_test:0.5749559082892417
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 183 | Training Loss: 0.470797
ACC_train:0.8711018711018711
auc_train:0.9004080923851697
f1_weighted_train:0.872250196291117
f1_macro_train:0.8411018755328218
 ==  Epoch: 183 | val Loss: 0.644492
ACC_val:0.7024793388429752
auc_val:0.7298850574712643
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 183 | test Loss: 0.733630
ACC_test:0.64
auc_test:0.576058201058201
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 184 | Training Loss: 0.467322
ACC_train:0.8690228690228691
auc_train:0.9149301033255188
f1_weighted_train:0.871105504175924
f1_macro_train:0.8409767156283947
 ==  Epoch: 184 | val Loss: 0.637299
ACC_val:0.7024793388429752
auc_val:0.7325895875591616
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 184 | test Loss: 0.733379
ACC_test:0.6333333333333333
auc_test:0.5707671957671957
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 185 | Training Loss: 0.458903
ACC_train:0.8835758835758836
auc_train:0.9079187288356344
f1_weighted_train:0.8846130805210088
f1_macro_train:0.8564791133844842
 ==  Epoch: 185 | val Loss: 0.642850
ACC_val:0.7107438016528925
auc_val:0.7339418526031103
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 185 | test Loss: 0.733018
ACC_test:0.6466666666666666
auc_test:0.5745149911816578
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 186 | Training Loss: 0.468394
ACC_train:0.8814968814968815
auc_train:0.9043587739862812
f1_weighted_train:0.8816354628758191
f1_macro_train:0.851563303646355
 ==  Epoch: 186 | val Loss: 0.632097
ACC_val:0.7024793388429752
auc_val:0.7329276538201487
f1_weighted_val:0.7024793388429752
f1_macro_val:0.6318458417849899
 ==  Epoch: 186 | test Loss: 0.733854
ACC_test:0.6333333333333333
auc_test:0.5712081128747795
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 187 | Training Loss: 0.447170
ACC_train:0.8877338877338877
auc_train:0.9227012242771555
f1_weighted_train:0.8891925360425805
f1_macro_train:0.8628153124603879
 ==  Epoch: 187 | val Loss: 0.646558
ACC_val:0.71900826446281
auc_val:0.7329276538201488
f1_weighted_val:0.7133844832389264
f1_macro_val:0.6388693820224719
 ==  Epoch: 187 | test Loss: 0.734372
ACC_test:0.64
auc_test:0.5740740740740741
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 188 | Training Loss: 0.457854
ACC_train:0.8877338877338877
auc_train:0.9099374837197186
f1_weighted_train:0.8887340419309728
f1_macro_train:0.8616048593350383
 ==  Epoch: 188 | val Loss: 0.642510
ACC_val:0.6942148760330579
auc_val:0.7339418526031103
f1_weighted_val:0.6928065692787537
f1_macro_val:0.6181663113006396
 ==  Epoch: 188 | test Loss: 0.734855
ACC_test:0.64
auc_test:0.5745149911816578
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 189 | Training Loss: 0.461658
ACC_train:0.8669438669438669
auc_train:0.9135842667361292
f1_weighted_train:0.8689325156572412
f1_macro_train:0.8381084605999412
 ==  Epoch: 189 | val Loss: 0.637250
ACC_val:0.7107438016528925
auc_val:0.7339418526031102
f1_weighted_val:0.7120038604879474
f1_macro_val:0.645220742230041
 ==  Epoch: 189 | test Loss: 0.735213
ACC_test:0.6333333333333333
auc_test:0.5716490299823633
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 190 | Training Loss: 0.451362
ACC_train:0.896049896049896
auc_train:0.9256099678735782
f1_weighted_train:0.8969759647509009
f1_macro_train:0.8718563512361467
 ==  Epoch: 190 | val Loss: 0.643725
ACC_val:0.7024793388429752
auc_val:0.7332657200811359
f1_weighted_val:0.7024793388429752
f1_macro_val:0.6318458417849899
 ==  Epoch: 190 | test Loss: 0.735917
ACC_test:0.6466666666666666
auc_test:0.5712081128747796
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 191 | Training Loss: 0.450686
ACC_train:0.8981288981288982
auc_train:0.9259572805418078
f1_weighted_train:0.8984813420024802
f1_macro_train:0.8729879018133808
 ==  Epoch: 191 | val Loss: 0.631419
ACC_val:0.7024793388429752
auc_val:0.7329276538201488
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 191 | test Loss: 0.737517
ACC_test:0.6266666666666667
auc_test:0.5685626102292769
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 192 | Training Loss: 0.465525
ACC_train:0.8669438669438669
auc_train:0.9152122948684552
f1_weighted_train:0.8691846949911466
f1_macro_train:0.8387934645999162
 ==  Epoch: 192 | val Loss: 0.634558
ACC_val:0.7024793388429752
auc_val:0.7342799188640974
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 192 | test Loss: 0.736925
ACC_test:0.6333333333333333
auc_test:0.5718694885361553
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 193 | Training Loss: 0.453516
ACC_train:0.8898128898128899
auc_train:0.9211383172701224
f1_weighted_train:0.8904394331903627
f1_macro_train:0.8632474506080454
 ==  Epoch: 193 | val Loss: 0.638009
ACC_val:0.6942148760330579
auc_val:0.7383367139959433
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 193 | test Loss: 0.736677
ACC_test:0.64
auc_test:0.5747354497354498
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 194 | Training Loss: 0.457201
ACC_train:0.893970893970894
auc_train:0.9124989146479118
f1_weighted_train:0.8933245064112774
f1_macro_train:0.8652712863239178
 ==  Epoch: 194 | val Loss: 0.641055
ACC_val:0.6859504132231405
auc_val:0.7396889790398918
f1_weighted_val:0.6859504132231407
f1_macro_val:0.6113928329952671
 ==  Epoch: 194 | test Loss: 0.736795
ACC_test:0.6466666666666666
auc_test:0.576278659611993
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 195 | Training Loss: 0.452117
ACC_train:0.9043659043659044
auc_train:0.915820092037857
f1_weighted_train:0.9045880257314015
f1_macro_train:0.8804878575749719
 ==  Epoch: 195 | val Loss: 0.645505
ACC_val:0.6942148760330579
auc_val:0.740027045300879
f1_weighted_val:0.6897496956048574
f1_macro_val:0.610864841373316
 ==  Epoch: 195 | test Loss: 0.737042
ACC_test:0.6466666666666666
auc_test:0.5756172839506173
f1_weighted_test:0.6425435481143243
f1_macro_test:0.5518349399627939
 ==  Epoch: 196 | Training Loss: 0.446511
ACC_train:0.9002079002079002
auc_train:0.9304940522705566
f1_weighted_train:0.9010969261608647
f1_macro_train:0.8769820971867008
 ==  Epoch: 196 | val Loss: 0.636310
ACC_val:0.7024793388429752
auc_val:0.7390128465179175
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 196 | test Loss: 0.738226
ACC_test:0.6333333333333333
auc_test:0.5718694885361553
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 197 | Training Loss: 0.457379
ACC_train:0.8835758835758836
auc_train:0.9184683511331075
f1_weighted_train:0.8848543057505882
f1_macro_train:0.8571125445594976
 ==  Epoch: 197 | val Loss: 0.642600
ACC_val:0.6942148760330579
auc_val:0.7390128465179174
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 197 | test Loss: 0.739175
ACC_test:0.6333333333333333
auc_test:0.5762786596119929
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 198 | Training Loss: 0.448360
ACC_train:0.9002079002079002
auc_train:0.9326864634887557
f1_weighted_train:0.9008840766066201
f1_macro_train:0.8764290301862556
 ==  Epoch: 198 | val Loss: 0.636134
ACC_val:0.6942148760330579
auc_val:0.7369844489519946
f1_weighted_val:0.6955469382301157
f1_macro_val:0.6249476417860433
 ==  Epoch: 198 | test Loss: 0.740063
ACC_test:0.6266666666666667
auc_test:0.5729717813051147
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 199 | Training Loss: 0.456162
ACC_train:0.8814968814968815
auc_train:0.9187722497178086
f1_weighted_train:0.882676261486131
f1_macro_train:0.8542400995231185
 ==  Epoch: 199 | val Loss: 0.645849
ACC_val:0.7024793388429752
auc_val:0.7369844489519947
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 199 | test Loss: 0.739213
ACC_test:0.64
auc_test:0.5734126984126984
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 200 | Training Loss: 0.451397
ACC_train:0.8794178794178794
auc_train:0.9161674047060867
f1_weighted_train:0.8809845757494382
f1_macro_train:0.8526534837537498
 ==  Epoch: 200 | val Loss: 0.621241
ACC_val:0.7355371900826446
auc_val:0.735632183908046
f1_weighted_val:0.743083687512119
f1_macro_val:0.6930881420418515
 ==  Epoch: 200 | test Loss: 0.742630
ACC_test:0.6066666666666667
auc_test:0.5670194003527336
f1_weighted_test:0.6106783228104258
f1_macro_test:0.5224218876477255
 ==  Epoch: 201 | Training Loss: 0.452967
ACC_train:0.896049896049896
auc_train:0.9134323174437787
f1_weighted_train:0.8965260750713888
f1_macro_train:0.8706933631554045
 ==  Epoch: 201 | val Loss: 0.649434
ACC_val:0.6942148760330579
auc_val:0.7342799188640974
f1_weighted_val:0.6897496956048574
f1_macro_val:0.610864841373316
 ==  Epoch: 201 | test Loss: 0.740756
ACC_test:0.64
auc_test:0.572310405643739
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 202 | Training Loss: 0.446372
ACC_train:0.8856548856548857
auc_train:0.9263697143353303
f1_weighted_train:0.8870263612621693
f1_macro_train:0.8599708879184862
 ==  Epoch: 202 | val Loss: 0.639832
ACC_val:0.6859504132231405
auc_val:0.7386747802569303
f1_weighted_val:0.6859504132231407
f1_macro_val:0.6113928329952671
 ==  Epoch: 202 | test Loss: 0.741428
ACC_test:0.6333333333333333
auc_test:0.5707671957671958
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 203 | Training Loss: 0.461979
ACC_train:0.8586278586278586
auc_train:0.9203568637666059
f1_weighted_train:0.8604646750165827
f1_macro_train:0.8272489119871551
 ==  Epoch: 203 | val Loss: 0.630572
ACC_val:0.7107438016528925
auc_val:0.7403651115618661
f1_weighted_val:0.7143175130236253
f1_macro_val:0.6511819454740138
 ==  Epoch: 203 | test Loss: 0.741374
ACC_test:0.6333333333333333
auc_test:0.5714285714285714
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 204 | Training Loss: 0.446545
ACC_train:0.9002079002079002
auc_train:0.9196188243466181
f1_weighted_train:0.9006650320685334
f1_macro_train:0.8758656286291884
 ==  Epoch: 204 | val Loss: 0.647187
ACC_val:0.6942148760330579
auc_val:0.7373225152129816
f1_weighted_val:0.6897496956048574
f1_macro_val:0.610864841373316
 ==  Epoch: 204 | test Loss: 0.740792
ACC_test:0.64
auc_test:0.576278659611993
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 205 | Training Loss: 0.453902
ACC_train:0.8898128898128899
auc_train:0.9138881653208302
f1_weighted_train:0.8901941046149277
f1_macro_train:0.8626195672675343
 ==  Epoch: 205 | val Loss: 0.623470
ACC_val:0.71900826446281
auc_val:0.7407031778228533
f1_weighted_val:0.7235078053259872
f1_macro_val:0.663888888888889
 ==  Epoch: 205 | test Loss: 0.741696
ACC_test:0.62
auc_test:0.5729717813051147
f1_weighted_test:0.6213515731874145
f1_macro_test:0.5321477428180574
 ==  Epoch: 206 | Training Loss: 0.463272
ACC_train:0.8711018711018711
auc_train:0.9155813145784493
f1_weighted_train:0.8735096365259067
f1_macro_train:0.8444826866916979
 ==  Epoch: 206 | val Loss: 0.626295
ACC_val:0.7107438016528925
auc_val:0.7386747802569303
f1_weighted_val:0.7143175130236253
f1_macro_val:0.6511819454740138
 ==  Epoch: 206 | test Loss: 0.741044
ACC_test:0.62
auc_test:0.5725308641975309
f1_weighted_test:0.6213515731874145
f1_macro_test:0.5321477428180574
 ==  Epoch: 207 | Training Loss: 0.457169
ACC_train:0.8773388773388774
auc_train:0.9222670834418686
f1_weighted_train:0.8792892816885639
f1_macro_train:0.8510734320964332
 ==  Epoch: 207 | val Loss: 0.633346
ACC_val:0.7024793388429752
auc_val:0.7400270453008789
f1_weighted_val:0.7049998627165647
f1_macro_val:0.6382059800664452
 ==  Epoch: 207 | test Loss: 0.740373
ACC_test:0.6266666666666667
auc_test:0.574294532627866
f1_weighted_test:0.6266666666666667
f1_macro_test:0.537037037037037
 ==  Epoch: 208 | Training Loss: 0.451194
ACC_train:0.8856548856548857
auc_train:0.920921246852479
f1_weighted_train:0.8867928838901262
f1_macro_train:0.8593544819959915
 ==  Epoch: 208 | val Loss: 0.647083
ACC_val:0.7107438016528925
auc_val:0.7407031778228533
f1_weighted_val:0.7065199823289191
f1_macro_val:0.6318991742720556
 ==  Epoch: 208 | test Loss: 0.739311
ACC_test:0.64
auc_test:0.5787037037037037
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 209 | Training Loss: 0.450240
ACC_train:0.8898128898128899
auc_train:0.9183381088825215
f1_weighted_train:0.8909095062941218
f1_macro_train:0.8644688644688645
 ==  Epoch: 209 | val Loss: 0.648522
ACC_val:0.7024793388429752
auc_val:0.7403651115618661
f1_weighted_val:0.6996619083395944
f1_macro_val:0.625
 ==  Epoch: 209 | test Loss: 0.739670
ACC_test:0.64
auc_test:0.5782627865961198
f1_weighted_test:0.63726113224435
f1_macro_test:0.5468784963078989
 ==  Epoch: 210 | Training Loss: 0.438733
ACC_train:0.9085239085239085
auc_train:0.9280628635929495
f1_weighted_train:0.9083054432672754
f1_macro_train:0.8846019629225736
 ==  Epoch: 210 | val Loss: 0.642190
ACC_val:0.7024793388429752
auc_val:0.7383367139959433
f1_weighted_val:0.7024793388429752
f1_macro_val:0.6318458417849899
 ==  Epoch: 210 | test Loss: 0.739378
ACC_test:0.6333333333333333
auc_test:0.5767195767195767
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
 ==  Epoch: 210 | test Loss: 0.739378
ACC_test:0.6333333333333333
auc_test:0.5767195767195767
f1_weighted_test:0.6319693520626285
f1_macro_test:0.5419465881961024
