 ==  Epoch: 1 | Training Loss: 0.744392
ACC_train:0.34177215189873417
auc_train:0.5343166175024583
f1_weighted_train:0.2685994283380972
f1_macro_train:0.3204301075268817
 ==  Epoch: 1 | test Loss: 0.735643
ACC_test:0.275
auc_test:0.4827586206896552
f1_weighted_test:0.11862745098039218
f1_macro_test:0.21568627450980396
 ==  Epoch: 1 | test Loss: 0.678924
ACC_test:0.2653061224489796
auc_test:0.5341880341880341
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 2 | Training Loss: 0.721870
ACC_train:0.33544303797468356
auc_train:0.5972468043264503
f1_weighted_train:0.25047343765573604
f1_macro_train:0.3088363954505687
 ==  Epoch: 2 | test Loss: 0.712793
ACC_test:0.275
auc_test:0.5078369905956113
f1_weighted_test:0.11862745098039218
f1_macro_test:0.21568627450980396
 ==  Epoch: 2 | test Loss: 0.668185
ACC_test:0.2653061224489796
auc_test:0.5277777777777778
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 3 | Training Loss: 0.694337
ACC_train:0.34810126582278483
auc_train:0.5130776794493609
f1_weighted_train:0.29226234416807184
f1_macro_train:0.3339881317781871
 ==  Epoch: 3 | test Loss: 0.701637
ACC_test:0.275
auc_test:0.5642633228840125
f1_weighted_test:0.11862745098039218
f1_macro_test:0.21568627450980396
 ==  Epoch: 3 | test Loss: 0.666064
ACC_test:0.2653061224489796
auc_test:0.48931623931623935
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 4 | Training Loss: 0.694089
ACC_train:0.4050632911392405
auc_train:0.5834808259587021
f1_weighted_train:0.3676865855663324
f1_macro_train:0.3972402597402597
 ==  Epoch: 4 | test Loss: 0.697292
ACC_test:0.275
auc_test:0.6206896551724138
f1_weighted_test:0.11862745098039218
f1_macro_test:0.21568627450980396
 ==  Epoch: 4 | test Loss: 0.667923
ACC_test:0.2653061224489796
auc_test:0.4786324786324786
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 5 | Training Loss: 0.683796
ACC_train:0.34810126582278483
auc_train:0.4979351032448378
f1_weighted_train:0.2984173472900924
f1_macro_train:0.33637809403417196
 ==  Epoch: 5 | test Loss: 0.695246
ACC_test:0.275
auc_test:0.6394984326018808
f1_weighted_test:0.11862745098039218
f1_macro_test:0.21568627450980396
 ==  Epoch: 5 | test Loss: 0.669790
ACC_test:0.2653061224489796
auc_test:0.4807692307692307
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 6 | Training Loss: 0.684320
ACC_train:0.41139240506329117
auc_train:0.5913470993117012
f1_weighted_train:0.38639527671207696
f1_macro_train:0.40738052026618266
 ==  Epoch: 6 | test Loss: 0.693438
ACC_test:0.275
auc_test:0.6645768025078369
f1_weighted_test:0.11862745098039218
f1_macro_test:0.21568627450980396
 ==  Epoch: 6 | test Loss: 0.673584
ACC_test:0.2653061224489796
auc_test:0.4786324786324786
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 7 | Training Loss: 0.695354
ACC_train:0.37341772151898733
auc_train:0.4945919370698132
f1_weighted_train:0.3367242507021661
f1_macro_train:0.36607902735562314
 ==  Epoch: 7 | test Loss: 0.692532
ACC_test:0.3
auc_test:0.664576802507837
f1_weighted_test:0.16933333333333336
f1_macro_test:0.25333333333333335
 ==  Epoch: 7 | test Loss: 0.674788
ACC_test:0.2653061224489796
auc_test:0.46794871794871795
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 8 | Training Loss: 0.701136
ACC_train:0.379746835443038
auc_train:0.49223205506391354
f1_weighted_train:0.3602890865549094
f1_macro_train:0.37725225225225223
 ==  Epoch: 8 | test Loss: 0.692291
ACC_test:0.325
auc_test:0.6802507836990597
f1_weighted_test:0.21701777485187623
f1_macro_test:0.2890059249506254
 ==  Epoch: 8 | test Loss: 0.677466
ACC_test:0.2653061224489796
auc_test:0.4658119658119658
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 9 | Training Loss: 0.672080
ACC_train:0.44936708860759494
auc_train:0.6283185840707964
f1_weighted_train:0.42165626866000033
f1_macro_train:0.44435910909899345
 ==  Epoch: 9 | test Loss: 0.694287
ACC_test:0.35
auc_test:0.6959247648902821
f1_weighted_test:0.26197916666666665
f1_macro_test:0.32291666666666663
 ==  Epoch: 9 | test Loss: 0.686141
ACC_test:0.24489795918367346
auc_test:0.46581196581196577
f1_weighted_test:0.13660431578107124
f1_macro_test:0.21208170360712733
 ==  Epoch: 10 | Training Loss: 0.666861
ACC_train:0.44936708860759494
auc_train:0.6208456243854474
f1_weighted_train:0.4446672364686816
f1_macro_train:0.44916850330595076
 ==  Epoch: 10 | test Loss: 0.701522
ACC_test:0.425
auc_test:0.7021943573667712
f1_weighted_test:0.38301587301587303
f1_macro_test:0.4158730158730159
 ==  Epoch: 10 | test Loss: 0.698489
ACC_test:0.2653061224489796
auc_test:0.4722222222222222
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 11 | Training Loss: 0.687321
ACC_train:0.4430379746835443
auc_train:0.6147492625368732
f1_weighted_train:0.44598344693281405
f1_macro_train:0.44294871794871793
 ==  Epoch: 11 | test Loss: 0.711933
ACC_test:0.475
auc_test:0.7084639498432602
f1_weighted_test:0.4687617260787992
f1_macro_test:0.47467166979362097
 ==  Epoch: 11 | test Loss: 0.711495
ACC_test:0.2857142857142857
auc_test:0.4658119658119658
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 12 | Training Loss: 0.662705
ACC_train:0.4810126582278481
auc_train:0.6778761061946903
f1_weighted_train:0.4837573028237585
f1_macro_train:0.48092948717948714
 ==  Epoch: 12 | test Loss: 0.711004
ACC_test:0.475
auc_test:0.7084639498432602
f1_weighted_test:0.4687617260787992
f1_macro_test:0.47467166979362097
 ==  Epoch: 12 | test Loss: 0.715212
ACC_test:0.2653061224489796
auc_test:0.46794871794871795
f1_weighted_test:0.2220160791589363
f1_macro_test:0.25757575757575757
 ==  Epoch: 13 | Training Loss: 0.677731
ACC_train:0.43670886075949367
auc_train:0.6407079646017699
f1_weighted_train:0.41700512127553446
f1_macro_train:0.4339653020971702
 ==  Epoch: 13 | test Loss: 0.715832
ACC_test:0.475
auc_test:0.7084639498432602
f1_weighted_test:0.4687617260787992
f1_macro_test:0.47467166979362097
 ==  Epoch: 13 | test Loss: 0.719184
ACC_test:0.2857142857142857
auc_test:0.4722222222222222
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 14 | Training Loss: 0.683541
ACC_train:0.4810126582278481
auc_train:0.6139626352015732
f1_weighted_train:0.49506420914126004
f1_macro_train:0.4780016116035455
 ==  Epoch: 14 | test Loss: 0.715586
ACC_test:0.475
auc_test:0.7115987460815048
f1_weighted_test:0.4687617260787992
f1_macro_test:0.47467166979362097
 ==  Epoch: 14 | test Loss: 0.717274
ACC_test:0.2857142857142857
auc_test:0.47649572649572647
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 15 | Training Loss: 0.677577
ACC_train:0.41139240506329117
auc_train:0.5459193706981318
f1_weighted_train:0.40277771433183046
f1_macro_train:0.4108023577529171
 ==  Epoch: 15 | test Loss: 0.707812
ACC_test:0.425
auc_test:0.7084639498432602
f1_weighted_test:0.4022313010685104
f1_macro_test:0.4217473287240729
 ==  Epoch: 15 | test Loss: 0.707291
ACC_test:0.24489795918367346
auc_test:0.46794871794871795
f1_weighted_test:0.1893428830305907
f1_macro_test:0.23340380549682876
 ==  Epoch: 16 | Training Loss: 0.675034
ACC_train:0.4810126582278481
auc_train:0.6841691248770895
f1_weighted_train:0.4781016715352158
f1_macro_train:0.48092948717948714
 ==  Epoch: 16 | test Loss: 0.700241
ACC_test:0.375
auc_test:0.7021943573667712
f1_weighted_test:0.3293650793650794
f1_macro_test:0.3650793650793651
 ==  Epoch: 16 | test Loss: 0.696146
ACC_test:0.24489795918367346
auc_test:0.4636752136752137
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 17 | Training Loss: 0.675723
ACC_train:0.4873417721518987
auc_train:0.6208456243854474
f1_weighted_train:0.4765392206921253
f1_macro_train:0.4863335340156532
 ==  Epoch: 17 | test Loss: 0.691117
ACC_test:0.4
auc_test:0.6990595611285267
f1_weighted_test:0.3447570332480819
f1_macro_test:0.38618925831202044
 ==  Epoch: 17 | test Loss: 0.685823
ACC_test:0.22448979591836735
auc_test:0.46153846153846156
f1_weighted_test:0.128219563687544
f1_macro_test:0.19741379310344828
 ==  Epoch: 18 | Training Loss: 0.657120
ACC_train:0.46835443037974683
auc_train:0.6619469026548673
f1_weighted_train:0.451676359904208
f1_macro_train:0.46621621621621623
 ==  Epoch: 18 | test Loss: 0.690603
ACC_test:0.4
auc_test:0.6990595611285267
f1_weighted_test:0.3447570332480819
f1_macro_test:0.38618925831202044
 ==  Epoch: 18 | test Loss: 0.686153
ACC_test:0.24489795918367346
auc_test:0.46153846153846156
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 19 | Training Loss: 0.673942
ACC_train:0.4430379746835443
auc_train:0.592723697148476
f1_weighted_train:0.4294382593665802
f1_macro_train:0.44160642570281117
 ==  Epoch: 19 | test Loss: 0.691707
ACC_test:0.4
auc_test:0.6990595611285266
f1_weighted_test:0.3447570332480819
f1_macro_test:0.38618925831202044
 ==  Epoch: 19 | test Loss: 0.687933
ACC_test:0.24489795918367346
auc_test:0.4658119658119658
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 20 | Training Loss: 0.689406
ACC_train:0.43670886075949367
auc_train:0.6818092428711897
f1_weighted_train:0.4284646943605689
f1_macro_train:0.4361441918280604
 ==  Epoch: 20 | test Loss: 0.688304
ACC_test:0.4
auc_test:0.6990595611285267
f1_weighted_test:0.3447570332480819
f1_macro_test:0.38618925831202044
 ==  Epoch: 20 | test Loss: 0.686344
ACC_test:0.24489795918367346
auc_test:0.46153846153846156
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 21 | Training Loss: 0.678902
ACC_train:0.5253164556962026
auc_train:0.6788593903638152
f1_weighted_train:0.5313120977209709
f1_macro_train:0.5248406110910622
 ==  Epoch: 21 | test Loss: 0.686016
ACC_test:0.375
auc_test:0.6959247648902822
f1_weighted_test:0.3293650793650794
f1_macro_test:0.3650793650793651
 ==  Epoch: 21 | test Loss: 0.687200
ACC_test:0.24489795918367346
auc_test:0.4700854700854701
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 22 | Training Loss: 0.655319
ACC_train:0.4430379746835443
auc_train:0.6117994100294984
f1_weighted_train:0.44598344693281405
f1_macro_train:0.44294871794871793
 ==  Epoch: 22 | test Loss: 0.683134
ACC_test:0.4
auc_test:0.6959247648902821
f1_weighted_test:0.3666666666666666
f1_macro_test:0.3939393939393939
 ==  Epoch: 22 | test Loss: 0.690007
ACC_test:0.24489795918367346
auc_test:0.4700854700854701
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 23 | Training Loss: 0.657963
ACC_train:0.45569620253164556
auc_train:0.6121927236971485
f1_weighted_train:0.4556962025316455
f1_macro_train:0.4556962025316455
 ==  Epoch: 23 | test Loss: 0.678296
ACC_test:0.4
auc_test:0.6990595611285267
f1_weighted_test:0.3447570332480819
f1_macro_test:0.38618925831202044
 ==  Epoch: 23 | test Loss: 0.686908
ACC_test:0.24489795918367346
auc_test:0.46794871794871795
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 24 | Training Loss: 0.667752
ACC_train:0.47468354430379744
auc_train:0.584070796460177
f1_weighted_train:0.4879417424973136
f1_macro_train:0.4721249446524172
 ==  Epoch: 24 | test Loss: 0.674271
ACC_test:0.4
auc_test:0.6896551724137931
f1_weighted_test:0.3666666666666666
f1_macro_test:0.3939393939393939
 ==  Epoch: 24 | test Loss: 0.691317
ACC_test:0.24489795918367346
auc_test:0.4615384615384615
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 25 | Training Loss: 0.647074
ACC_train:0.4873417721518987
auc_train:0.6493608652900689
f1_weighted_train:0.49612784733918114
f1_macro_train:0.48633353401565327
 ==  Epoch: 25 | test Loss: 0.672474
ACC_test:0.4
auc_test:0.6959247648902821
f1_weighted_test:0.3666666666666666
f1_macro_test:0.3939393939393939
 ==  Epoch: 25 | test Loss: 0.693661
ACC_test:0.24489795918367346
auc_test:0.46153846153846156
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 26 | Training Loss: 0.675741
ACC_train:0.43670886075949367
auc_train:0.6361848574237956
f1_weighted_train:0.435151872873118
f1_macro_train:0.43668629571766215
 ==  Epoch: 26 | test Loss: 0.670538
ACC_test:0.4
auc_test:0.7021943573667712
f1_weighted_test:0.3666666666666666
f1_macro_test:0.3939393939393939
 ==  Epoch: 26 | test Loss: 0.698463
ACC_test:0.24489795918367346
auc_test:0.4594017094017094
f1_weighted_test:0.16476731899435
f1_macro_test:0.2242190842961061
 ==  Epoch: 27 | Training Loss: 0.657233
ACC_train:0.5316455696202531
auc_train:0.6820058997050147
f1_weighted_train:0.536451515354469
f1_macro_train:0.5313451980118646
 ==  Epoch: 27 | test Loss: 0.670248
ACC_test:0.425
auc_test:0.7147335423197492
f1_weighted_test:0.4022313010685104
f1_macro_test:0.4217473287240729
 ==  Epoch: 27 | test Loss: 0.706234
ACC_test:0.22448979591836735
auc_test:0.47435897435897434
f1_weighted_test:0.15524781341107874
f1_macro_test:0.20833333333333334
 ==  Epoch: 28 | Training Loss: 0.638552
ACC_train:0.4936708860759494
auc_train:0.6046214355948869
f1_weighted_train:0.5054819738364043
f1_macro_train:0.49163449163449163
 ==  Epoch: 28 | test Loss: 0.675193
ACC_test:0.5
auc_test:0.7304075235109718
f1_weighted_test:0.5000000000000001
f1_macro_test:0.5000000000000001
 ==  Epoch: 28 | test Loss: 0.711425
ACC_test:0.2653061224489796
auc_test:0.47863247863247865
f1_weighted_test:0.2220160791589363
f1_macro_test:0.25757575757575757
 ==  Epoch: 29 | Training Loss: 0.628799
ACC_train:0.5822784810126582
auc_train:0.6802359882005901
f1_weighted_train:0.5975361663652802
f1_macro_train:0.5767857142857142
 ==  Epoch: 29 | test Loss: 0.672803
ACC_test:0.5
auc_test:0.7304075235109718
f1_weighted_test:0.5176767676767676
f1_macro_test:0.4949494949494949
 ==  Epoch: 29 | test Loss: 0.710435
ACC_test:0.3877551020408163
auc_test:0.4829059829059829
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 30 | Training Loss: 0.641345
ACC_train:0.569620253164557
auc_train:0.6749262536873157
f1_weighted_train:0.5895551297756279
f1_macro_train:0.5556658395368073
 ==  Epoch: 30 | test Loss: 0.666967
ACC_test:0.5
auc_test:0.7178683385579937
f1_weighted_test:0.5176767676767676
f1_macro_test:0.4949494949494949
 ==  Epoch: 30 | test Loss: 0.715481
ACC_test:0.3877551020408163
auc_test:0.48717948717948717
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 31 | Training Loss: 0.684464
ACC_train:0.47468354430379744
auc_train:0.5484759095378564
f1_weighted_train:0.4978856146383806
f1_macro_train:0.4611939685278771
 ==  Epoch: 31 | test Loss: 0.664229
ACC_test:0.475
auc_test:0.7053291536050157
f1_weighted_test:0.4805816135084429
f1_macro_test:0.4746716697936211
 ==  Epoch: 31 | test Loss: 0.724154
ACC_test:0.30612244897959184
auc_test:0.48504273504273504
f1_weighted_test:0.28349600709849154
f1_macro_test:0.3035117056856187
 ==  Epoch: 32 | Training Loss: 0.643881
ACC_train:0.5443037974683544
auc_train:0.6615535889872174
f1_weighted_train:0.558213129231675
f1_macro_train:0.5406976744186047
 ==  Epoch: 32 | test Loss: 0.662900
ACC_test:0.475
auc_test:0.7021943573667712
f1_weighted_test:0.4805816135084429
f1_macro_test:0.4746716697936211
 ==  Epoch: 32 | test Loss: 0.728758
ACC_test:0.2857142857142857
auc_test:0.4807692307692307
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 33 | Training Loss: 0.680400
ACC_train:0.5189873417721519
auc_train:0.6371681415929203
f1_weighted_train:0.536556797632747
f1_macro_train:0.5126623376623376
 ==  Epoch: 33 | test Loss: 0.661054
ACC_test:0.475
auc_test:0.7053291536050157
f1_weighted_test:0.4805816135084429
f1_macro_test:0.4746716697936211
 ==  Epoch: 33 | test Loss: 0.730694
ACC_test:0.2857142857142857
auc_test:0.4829059829059829
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 34 | Training Loss: 0.653131
ACC_train:0.5063291139240507
auc_train:0.6859390363815143
f1_weighted_train:0.5178449244904942
f1_macro_train:0.5043436293436294
 ==  Epoch: 34 | test Loss: 0.659921
ACC_test:0.475
auc_test:0.7084639498432602
f1_weighted_test:0.4805816135084429
f1_macro_test:0.4746716697936211
 ==  Epoch: 34 | test Loss: 0.731873
ACC_test:0.2857142857142857
auc_test:0.4829059829059829
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 35 | Training Loss: 0.625989
ACC_train:0.5379746835443038
auc_train:0.671583087512291
f1_weighted_train:0.5554581436760053
f1_macro_train:0.5311953826769092
 ==  Epoch: 35 | test Loss: 0.658225
ACC_test:0.475
auc_test:0.7178683385579937
f1_weighted_test:0.4805816135084429
f1_macro_test:0.4746716697936211
 ==  Epoch: 35 | test Loss: 0.734018
ACC_test:0.2857142857142857
auc_test:0.4807692307692308
f1_weighted_test:0.25336927223719685
f1_macro_test:0.2809224318658281
 ==  Epoch: 36 | Training Loss: 0.616579
ACC_train:0.5632911392405063
auc_train:0.712094395280236
f1_weighted_train:0.5758842763827946
f1_macro_train:0.5603145795523291
 ==  Epoch: 36 | test Loss: 0.654105
ACC_test:0.475
auc_test:0.7272727272727273
f1_weighted_test:0.48984915147705843
f1_macro_test:0.4720301697045883
 ==  Epoch: 36 | test Loss: 0.732024
ACC_test:0.3469387755102041
auc_test:0.4893162393162393
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 37 | Training Loss: 0.624132
ACC_train:0.5189873417721519
auc_train:0.6764995083579155
f1_weighted_train:0.536556797632747
f1_macro_train:0.5126623376623376
 ==  Epoch: 37 | test Loss: 0.652892
ACC_test:0.5
auc_test:0.7178683385579937
f1_weighted_test:0.5100250626566416
f1_macro_test:0.49874686716791977
 ==  Epoch: 37 | test Loss: 0.730357
ACC_test:0.32653061224489793
auc_test:0.49145299145299143
f1_weighted_test:0.31248243978442447
f1_macro_test:0.3254067584480601
 ==  Epoch: 38 | Training Loss: 0.625815
ACC_train:0.5822784810126582
auc_train:0.6739429695181908
f1_weighted_train:0.598603699146018
f1_macro_train:0.5754763067904252
 ==  Epoch: 38 | test Loss: 0.653545
ACC_test:0.475
auc_test:0.7147335423197492
f1_weighted_test:0.48984915147705843
f1_macro_test:0.4720301697045883
 ==  Epoch: 38 | test Loss: 0.730442
ACC_test:0.3469387755102041
auc_test:0.4957264957264957
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 39 | Training Loss: 0.641837
ACC_train:0.5063291139240507
auc_train:0.6888888888888889
f1_weighted_train:0.5178449244904942
f1_macro_train:0.5043436293436294
 ==  Epoch: 39 | test Loss: 0.652443
ACC_test:0.5
auc_test:0.7272727272727273
f1_weighted_test:0.5176767676767676
f1_macro_test:0.4949494949494949
 ==  Epoch: 39 | test Loss: 0.727692
ACC_test:0.3673469387755102
auc_test:0.4935897435897436
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 40 | Training Loss: 0.615500
ACC_train:0.5189873417721519
auc_train:0.6365781710914455
f1_weighted_train:0.5336694141889903
f1_macro_train:0.5151808785529716
 ==  Epoch: 40 | test Loss: 0.648491
ACC_test:0.525
auc_test:0.7241379310344828
f1_weighted_test:0.5446031746031745
f1_macro_test:0.5174603174603174
 ==  Epoch: 40 | test Loss: 0.723846
ACC_test:0.4489795918367347
auc_test:0.4871794871794871
f1_weighted_test:0.46653831343858293
f1_macro_test:0.44528301886792454
 ==  Epoch: 41 | Training Loss: 0.613709
ACC_train:0.5253164556962026
auc_train:0.6371681415929205
f1_weighted_train:0.5405706461534368
f1_macro_train:0.5209992319818909
 ==  Epoch: 41 | test Loss: 0.643935
ACC_test:0.65
auc_test:0.7178683385579937
f1_weighted_test:0.6686666666666667
f1_macro_test:0.6266666666666667
 ==  Epoch: 41 | test Loss: 0.719782
ACC_test:0.4489795918367347
auc_test:0.4807692307692307
f1_weighted_test:0.47727332267952105
f1_macro_test:0.43388960205391525
 ==  Epoch: 42 | Training Loss: 0.586152
ACC_train:0.689873417721519
auc_train:0.7329400196656835
f1_weighted_train:0.7049492892991167
f1_macro_train:0.6718796355159992
 ==  Epoch: 42 | test Loss: 0.645261
ACC_test:0.775
auc_test:0.6990595611285266
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 42 | test Loss: 0.718283
ACC_test:0.5714285714285714
auc_test:0.47435897435897434
f1_weighted_test:0.5938061938061939
f1_macro_test:0.5202797202797204
 ==  Epoch: 43 | Training Loss: 0.639116
ACC_train:0.6012658227848101
auc_train:0.6519174041297935
f1_weighted_train:0.6205553714626549
f1_macro_train:0.5830785340314136
 ==  Epoch: 43 | test Loss: 0.654374
ACC_test:0.75
auc_test:0.6927899686520377
f1_weighted_test:0.7302867383512546
f1_macro_test:0.6415770609318996
 ==  Epoch: 43 | test Loss: 0.715642
ACC_test:0.6122448979591837
auc_test:0.46794871794871795
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 44 | Training Loss: 0.622942
ACC_train:0.6392405063291139
auc_train:0.6778761061946904
f1_weighted_train:0.6555178539009071
f1_macro_train:0.6073935219495182
 ==  Epoch: 44 | test Loss: 0.661348
ACC_test:0.725
auc_test:0.689655172413793
f1_weighted_test:0.6954715219421101
f1_macro_test:0.5891690009337068
 ==  Epoch: 44 | test Loss: 0.713118
ACC_test:0.673469387755102
auc_test:0.4658119658119658
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 45 | Training Loss: 0.607703
ACC_train:0.7088607594936709
auc_train:0.6911504424778762
f1_weighted_train:0.7211949903359512
f1_macro_train:0.6792586054721976
 ==  Epoch: 45 | test Loss: 0.658503
ACC_test:0.75
auc_test:0.6959247648902821
f1_weighted_test:0.7302867383512546
f1_macro_test:0.6415770609318996
 ==  Epoch: 45 | test Loss: 0.712839
ACC_test:0.673469387755102
auc_test:0.4722222222222222
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 46 | Training Loss: 0.610789
ACC_train:0.6645569620253164
auc_train:0.7309734513274336
f1_weighted_train:0.6791068314377978
f1_macro_train:0.6319929685783345
 ==  Epoch: 46 | test Loss: 0.646308
ACC_test:0.775
auc_test:0.7053291536050157
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 46 | test Loss: 0.714316
ACC_test:0.6122448979591837
auc_test:0.46794871794871795
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 47 | Training Loss: 0.619246
ACC_train:0.5632911392405063
auc_train:0.6729596853490659
f1_weighted_train:0.5837661100782541
f1_macro_train:0.5480661609252581
 ==  Epoch: 47 | test Loss: 0.639351
ACC_test:0.725
auc_test:0.7053291536050158
f1_weighted_test:0.7285659801678108
f1_macro_test:0.6643783371472158
 ==  Epoch: 47 | test Loss: 0.715288
ACC_test:0.4897959183673469
auc_test:0.47649572649572647
f1_weighted_test:0.5196350582767445
f1_macro_test:0.4572441293752769
 ==  Epoch: 48 | Training Loss: 0.606920
ACC_train:0.6265822784810127
auc_train:0.6914454277286135
f1_weighted_train:0.644089862240826
f1_macro_train:0.6135638187621772
 ==  Epoch: 48 | test Loss: 0.639622
ACC_test:0.6
auc_test:0.7241379310344828
f1_weighted_test:0.6208333333333333
f1_macro_test:0.5833333333333333
 ==  Epoch: 48 | test Loss: 0.720370
ACC_test:0.40816326530612246
auc_test:0.4722222222222222
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 49 | Training Loss: 0.586735
ACC_train:0.5949367088607594
auc_train:0.737069813176008
f1_weighted_train:0.6124759427234394
f1_macro_train:0.5853698540265705
 ==  Epoch: 49 | test Loss: 0.643399
ACC_test:0.5
auc_test:0.7335423197492162
f1_weighted_test:0.5100250626566416
f1_macro_test:0.49874686716791977
 ==  Epoch: 49 | test Loss: 0.727233
ACC_test:0.2857142857142857
auc_test:0.4722222222222222
f1_weighted_test:0.27081470886226827
f1_macro_test:0.2845223195661243
 ==  Epoch: 50 | Training Loss: 0.609932
ACC_train:0.5949367088607594
auc_train:0.7083579154375614
f1_weighted_train:0.6107672234143204
f1_macro_train:0.5883406611301091
 ==  Epoch: 50 | test Loss: 0.642610
ACC_test:0.5
auc_test:0.7366771159874608
f1_weighted_test:0.5100250626566416
f1_macro_test:0.49874686716791977
 ==  Epoch: 50 | test Loss: 0.728154
ACC_test:0.2857142857142857
auc_test:0.4700854700854701
f1_weighted_test:0.27081470886226827
f1_macro_test:0.2845223195661243
 ==  Epoch: 51 | Training Loss: 0.580690
ACC_train:0.5886075949367089
auc_train:0.7701081612586038
f1_weighted_train:0.604175059437539
f1_macro_train:0.5825712311506728
 ==  Epoch: 51 | test Loss: 0.638544
ACC_test:0.6
auc_test:0.7304075235109718
f1_weighted_test:0.6184143222506394
f1_macro_test:0.5907928388746804
 ==  Epoch: 51 | test Loss: 0.725263
ACC_test:0.3673469387755102
auc_test:0.4658119658119658
f1_weighted_test:0.37843222395341114
f1_macro_test:0.3662911973299958
 ==  Epoch: 52 | Training Loss: 0.629887
ACC_train:0.5632911392405063
auc_train:0.6668633235004916
f1_weighted_train:0.581788936289251
f1_macro_train:0.5538367096378146
 ==  Epoch: 52 | test Loss: 0.635265
ACC_test:0.725
auc_test:0.7210031347962382
f1_weighted_test:0.7285659801678108
f1_macro_test:0.6643783371472158
 ==  Epoch: 52 | test Loss: 0.721396
ACC_test:0.46938775510204084
auc_test:0.4658119658119658
f1_weighted_test:0.49820548909218865
f1_macro_test:0.4508620689655173
 ==  Epoch: 53 | Training Loss: 0.578744
ACC_train:0.6835443037974683
auc_train:0.7689282202556539
f1_weighted_train:0.6988827176440195
f1_macro_train:0.6641156462585034
 ==  Epoch: 53 | test Loss: 0.635305
ACC_test:0.725
auc_test:0.7178683385579937
f1_weighted_test:0.7285659801678108
f1_macro_test:0.6643783371472158
 ==  Epoch: 53 | test Loss: 0.722271
ACC_test:0.4489795918367347
auc_test:0.4700854700854701
f1_weighted_test:0.48011068834313386
f1_macro_test:0.42503259452412
 ==  Epoch: 54 | Training Loss: 0.614405
ACC_train:0.6265822784810127
auc_train:0.7079646017699115
f1_weighted_train:0.644089862240826
f1_macro_train:0.6135638187621772
 ==  Epoch: 54 | test Loss: 0.635288
ACC_test:0.675
auc_test:0.7335423197492162
f1_weighted_test:0.6897624039133473
f1_macro_test:0.636617749825297
 ==  Epoch: 54 | test Loss: 0.724999
ACC_test:0.42857142857142855
auc_test:0.4636752136752137
f1_weighted_test:0.45021645021645024
f1_macro_test:0.4225589225589226
 ==  Epoch: 55 | Training Loss: 0.598861
ACC_train:0.5886075949367089
auc_train:0.7728613569321534
f1_weighted_train:0.604175059437539
f1_macro_train:0.5825712311506728
 ==  Epoch: 55 | test Loss: 0.635422
ACC_test:0.675
auc_test:0.7366771159874608
f1_weighted_test:0.6897624039133473
f1_macro_test:0.636617749825297
 ==  Epoch: 55 | test Loss: 0.724690
ACC_test:0.3673469387755102
auc_test:0.4636752136752136
f1_weighted_test:0.37843222395341114
f1_macro_test:0.3662911973299958
 ==  Epoch: 56 | Training Loss: 0.585896
ACC_train:0.6329113924050633
auc_train:0.7588987217305802
f1_weighted_train:0.649914669514506
f1_macro_train:0.6210090984284533
 ==  Epoch: 56 | test Loss: 0.636197
ACC_test:0.675
auc_test:0.7304075235109718
f1_weighted_test:0.6897624039133473
f1_macro_test:0.636617749825297
 ==  Epoch: 56 | test Loss: 0.722945
ACC_test:0.4489795918367347
auc_test:0.4615384615384615
f1_weighted_test:0.4727445312162919
f1_macro_test:0.4405919661733615
 ==  Epoch: 57 | Training Loss: 0.610497
ACC_train:0.5822784810126582
auc_train:0.6926253687315634
f1_weighted_train:0.6010594386351128
f1_macro_train:0.5706521739130435
 ==  Epoch: 57 | test Loss: 0.633819
ACC_test:0.75
auc_test:0.7241379310344828
f1_weighted_test:0.755952380952381
f1_macro_test:0.7023809523809524
 ==  Epoch: 57 | test Loss: 0.723378
ACC_test:0.4897959183673469
auc_test:0.46794871794871795
f1_weighted_test:0.5186210077251241
f1_macro_test:0.4676227727075185
 ==  Epoch: 58 | Training Loss: 0.639773
ACC_train:0.5759493670886076
auc_train:0.6135693215339233
f1_weighted_train:0.5965633139396086
f1_macro_train:0.5513456240728968
 ==  Epoch: 58 | test Loss: 0.631423
ACC_test:0.725
auc_test:0.7304075235109718
f1_weighted_test:0.7285659801678108
f1_macro_test:0.6643783371472158
 ==  Epoch: 58 | test Loss: 0.724934
ACC_test:0.46938775510204084
auc_test:0.4658119658119658
f1_weighted_test:0.5001074113856069
f1_macro_test:0.4412280701754386
 ==  Epoch: 59 | Training Loss: 0.601769
ACC_train:0.5822784810126582
auc_train:0.6845624385447394
f1_weighted_train:0.5995470340034748
f1_macro_train:0.5740196078431372
 ==  Epoch: 59 | test Loss: 0.630814
ACC_test:0.775
auc_test:0.7335423197492164
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 59 | test Loss: 0.726428
ACC_test:0.5102040816326531
auc_test:0.4722222222222222
f1_weighted_test:0.5387316216809305
f1_macro_test:0.47311827956989244
 ==  Epoch: 60 | Training Loss: 0.599089
ACC_train:0.5822784810126582
auc_train:0.7073746312684366
f1_weighted_train:0.6020674824939403
f1_macro_train:0.566655585106383
 ==  Epoch: 60 | test Loss: 0.630245
ACC_test:0.8
auc_test:0.7398119122257054
f1_weighted_test:0.8
f1_macro_test:0.7492163009404389
 ==  Epoch: 60 | test Loss: 0.726892
ACC_test:0.5306122448979592
auc_test:0.4700854700854701
f1_weighted_test:0.5574344023323615
f1_macro_test:0.48888888888888893
 ==  Epoch: 61 | Training Loss: 0.579066
ACC_train:0.6708860759493671
auc_train:0.7612586037364798
f1_weighted_train:0.6868380263497805
f1_macro_train:0.6506802721088436
 ==  Epoch: 61 | test Loss: 0.630146
ACC_test:0.775
auc_test:0.7429467084639498
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 61 | test Loss: 0.726554
ACC_test:0.5510204081632653
auc_test:0.4700854700854701
f1_weighted_test:0.5757803121248499
f1_macro_test:0.504595588235294
 ==  Epoch: 62 | Training Loss: 0.606804
ACC_train:0.620253164556962
auc_train:0.67984267453294
f1_weighted_train:0.6386918129848917
f1_macro_train:0.6018145161290323
 ==  Epoch: 62 | test Loss: 0.631102
ACC_test:0.8
auc_test:0.7366771159874609
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 62 | test Loss: 0.724076
ACC_test:0.5714285714285714
auc_test:0.46794871794871795
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 63 | Training Loss: 0.598351
ACC_train:0.5822784810126582
auc_train:0.7138643067846607
f1_weighted_train:0.6020674824939403
f1_macro_train:0.566655585106383
 ==  Epoch: 63 | test Loss: 0.631267
ACC_test:0.775
auc_test:0.7304075235109718
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 63 | test Loss: 0.724379
ACC_test:0.5510204081632653
auc_test:0.47649572649572647
f1_weighted_test:0.5757803121248499
f1_macro_test:0.504595588235294
 ==  Epoch: 64 | Training Loss: 0.595980
ACC_train:0.6708860759493671
auc_train:0.6926253687315634
f1_weighted_train:0.6866628091687093
f1_macro_train:0.6483478856360212
 ==  Epoch: 64 | test Loss: 0.630253
ACC_test:0.775
auc_test:0.7366771159874608
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 64 | test Loss: 0.722964
ACC_test:0.5918367346938775
auc_test:0.4829059829059829
f1_weighted_test:0.6115491651205938
f1_macro_test:0.5359848484848485
 ==  Epoch: 65 | Training Loss: 0.618327
ACC_train:0.5949367088607594
auc_train:0.7010816125860374
f1_weighted_train:0.6146524816929549
f1_macro_train:0.5727564644245394
 ==  Epoch: 65 | test Loss: 0.627144
ACC_test:0.775
auc_test:0.7398119122257053
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 65 | test Loss: 0.723319
ACC_test:0.5306122448979592
auc_test:0.48717948717948717
f1_weighted_test:0.5574344023323615
f1_macro_test:0.48888888888888893
 ==  Epoch: 66 | Training Loss: 0.575497
ACC_train:0.6518987341772152
auc_train:0.7413962635201573
f1_weighted_train:0.668532994557115
f1_macro_train:0.6379619214264884
 ==  Epoch: 66 | test Loss: 0.625263
ACC_test:0.775
auc_test:0.7366771159874608
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 66 | test Loss: 0.723414
ACC_test:0.5306122448979592
auc_test:0.47649572649572647
f1_weighted_test:0.5574344023323615
f1_macro_test:0.48888888888888893
 ==  Epoch: 67 | Training Loss: 0.595760
ACC_train:0.6772151898734177
auc_train:0.7315634218289085
f1_weighted_train:0.6929064031480602
f1_macro_train:0.6584869675778766
 ==  Epoch: 67 | test Loss: 0.624801
ACC_test:0.775
auc_test:0.7335423197492162
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 67 | test Loss: 0.723641
ACC_test:0.5306122448979592
auc_test:0.47649572649572647
f1_weighted_test:0.5574344023323615
f1_macro_test:0.48888888888888893
 ==  Epoch: 68 | Training Loss: 0.590305
ACC_train:0.6265822784810127
auc_train:0.7417895771878072
f1_weighted_train:0.6436391556306524
f1_macro_train:0.6153497008458841
 ==  Epoch: 68 | test Loss: 0.622198
ACC_test:0.775
auc_test:0.7398119122257053
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 68 | test Loss: 0.726184
ACC_test:0.5510204081632653
auc_test:0.47649572649572647
f1_weighted_test:0.5757803121248499
f1_macro_test:0.504595588235294
 ==  Epoch: 69 | Training Loss: 0.590623
ACC_train:0.6518987341772152
auc_train:0.7571288102261553
f1_weighted_train:0.6688352926685296
f1_macro_train:0.6339357175955178
 ==  Epoch: 69 | test Loss: 0.620592
ACC_test:0.775
auc_test:0.7492163009404389
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 69 | test Loss: 0.728133
ACC_test:0.5306122448979592
auc_test:0.46581196581196577
f1_weighted_test:0.5551210694067837
f1_macro_test:0.47459207459207464
 ==  Epoch: 70 | Training Loss: 0.567137
ACC_train:0.6518987341772152
auc_train:0.7573254670599804
f1_weighted_train:0.668532994557115
f1_macro_train:0.6379619214264884
 ==  Epoch: 70 | test Loss: 0.623384
ACC_test:0.775
auc_test:0.7398119122257053
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 70 | test Loss: 0.729116
ACC_test:0.6122448979591837
auc_test:0.4615384615384615
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 71 | Training Loss: 0.574633
ACC_train:0.7088607594936709
auc_train:0.7807276302851525
f1_weighted_train:0.7222115949103238
f1_macro_train:0.6843842278964739
 ==  Epoch: 71 | test Loss: 0.628137
ACC_test:0.775
auc_test:0.7335423197492162
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 71 | test Loss: 0.728855
ACC_test:0.6326530612244898
auc_test:0.46153846153846156
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 72 | Training Loss: 0.616144
ACC_train:0.6012658227848101
auc_train:0.7024582104228122
f1_weighted_train:0.6206490862417214
f1_macro_train:0.5781309599491418
 ==  Epoch: 72 | test Loss: 0.631505
ACC_test:0.775
auc_test:0.7272727272727272
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 72 | test Loss: 0.729034
ACC_test:0.6326530612244898
auc_test:0.4594017094017094
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 73 | Training Loss: 0.603758
ACC_train:0.6518987341772152
auc_train:0.712684365781711
f1_weighted_train:0.668692767860855
f1_macro_train:0.6293136543957685
 ==  Epoch: 73 | test Loss: 0.635102
ACC_test:0.75
auc_test:0.7210031347962382
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 73 | test Loss: 0.727375
ACC_test:0.6326530612244898
auc_test:0.4636752136752137
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 74 | Training Loss: 0.531270
ACC_train:0.7088607594936709
auc_train:0.7964601769911503
f1_weighted_train:0.7225643823657791
f1_macro_train:0.6867241379310345
 ==  Epoch: 74 | test Loss: 0.638143
ACC_test:0.75
auc_test:0.7053291536050156
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 74 | test Loss: 0.723212
ACC_test:0.6530612244897959
auc_test:0.47435897435897434
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 75 | Training Loss: 0.584417
ACC_train:0.7278481012658228
auc_train:0.7575221238938052
f1_weighted_train:0.7357062288507331
f1_macro_train:0.6871287128712871
 ==  Epoch: 75 | test Loss: 0.639199
ACC_test:0.75
auc_test:0.7021943573667712
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 75 | test Loss: 0.721582
ACC_test:0.6530612244897959
auc_test:0.4786324786324786
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 76 | Training Loss: 0.561459
ACC_train:0.689873417721519
auc_train:0.7516224188790562
f1_weighted_train:0.703866225283236
f1_macro_train:0.6624961855355507
 ==  Epoch: 76 | test Loss: 0.636648
ACC_test:0.75
auc_test:0.7053291536050157
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 76 | test Loss: 0.723498
ACC_test:0.6530612244897959
auc_test:0.4829059829059829
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 77 | Training Loss: 0.579491
ACC_train:0.7025316455696202
auc_train:0.7862340216322518
f1_weighted_train:0.716882910717458
f1_macro_train:0.6832316683018385
 ==  Epoch: 77 | test Loss: 0.632821
ACC_test:0.75
auc_test:0.7147335423197492
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 77 | test Loss: 0.724527
ACC_test:0.6530612244897959
auc_test:0.4786324786324786
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 78 | Training Loss: 0.573563
ACC_train:0.6582278481012658
auc_train:0.7494591937069813
f1_weighted_train:0.6747933350555412
f1_macro_train:0.6372448979591836
 ==  Epoch: 78 | test Loss: 0.626875
ACC_test:0.775
auc_test:0.7304075235109718
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 78 | test Loss: 0.726606
ACC_test:0.673469387755102
auc_test:0.48290598290598286
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 79 | Training Loss: 0.554926
ACC_train:0.6392405063291139
auc_train:0.8060963618485741
f1_weighted_train:0.6551744582456348
f1_macro_train:0.629976580796253
 ==  Epoch: 79 | test Loss: 0.624611
ACC_test:0.775
auc_test:0.7429467084639497
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 79 | test Loss: 0.729616
ACC_test:0.673469387755102
auc_test:0.4786324786324786
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 80 | Training Loss: 0.573697
ACC_train:0.6835443037974683
auc_train:0.7911504424778761
f1_weighted_train:0.6987142395852973
f1_macro_train:0.6618729669577127
 ==  Epoch: 80 | test Loss: 0.625352
ACC_test:0.775
auc_test:0.7398119122257053
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 80 | test Loss: 0.732341
ACC_test:0.673469387755102
auc_test:0.47649572649572647
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 81 | Training Loss: 0.524083
ACC_train:0.7911392405063291
auc_train:0.8588003933136676
f1_weighted_train:0.8001985931593836
f1_macro_train:0.7708635464733027
 ==  Epoch: 81 | test Loss: 0.624175
ACC_test:0.775
auc_test:0.7366771159874609
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 81 | test Loss: 0.732117
ACC_test:0.6530612244897959
auc_test:0.47649572649572647
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 82 | Training Loss: 0.556089
ACC_train:0.6772151898734177
auc_train:0.7400196656833825
f1_weighted_train:0.6925621290483577
f1_macro_train:0.653910578533694
 ==  Epoch: 82 | test Loss: 0.623711
ACC_test:0.775
auc_test:0.7460815047021943
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 82 | test Loss: 0.728793
ACC_test:0.6326530612244898
auc_test:0.4786324786324786
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 83 | Training Loss: 0.570791
ACC_train:0.6645569620253164
auc_train:0.7398230088495577
f1_weighted_train:0.6805057419522148
f1_macro_train:0.6403384443585449
 ==  Epoch: 83 | test Loss: 0.624795
ACC_test:0.775
auc_test:0.7460815047021944
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 83 | test Loss: 0.727696
ACC_test:0.6326530612244898
auc_test:0.4871794871794872
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 84 | Training Loss: 0.549678
ACC_train:0.6835443037974683
auc_train:0.7689282202556538
f1_weighted_train:0.698056081424265
f1_macro_train:0.6569393781483412
 ==  Epoch: 84 | test Loss: 0.627009
ACC_test:0.75
auc_test:0.7429467084639498
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 84 | test Loss: 0.728488
ACC_test:0.6938775510204082
auc_test:0.4850427350427351
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 85 | Training Loss: 0.575020
ACC_train:0.6645569620253164
auc_train:0.7490658800393314
f1_weighted_train:0.6791068314377978
f1_macro_train:0.6319929685783345
 ==  Epoch: 85 | test Loss: 0.627192
ACC_test:0.775
auc_test:0.7492163009404389
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 85 | test Loss: 0.728480
ACC_test:0.6938775510204082
auc_test:0.4786324786324787
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 86 | Training Loss: 0.564171
ACC_train:0.7151898734177216
auc_train:0.7187807276302851
f1_weighted_train:0.7234134953089069
f1_macro_train:0.6725765599815796
 ==  Epoch: 86 | test Loss: 0.627472
ACC_test:0.775
auc_test:0.7492163009404389
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 86 | test Loss: 0.728410
ACC_test:0.6938775510204082
auc_test:0.48076923076923084
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 87 | Training Loss: 0.539471
ACC_train:0.7848101265822784
auc_train:0.8456243854473943
f1_weighted_train:0.7905883731833098
f1_macro_train:0.7512962962962962
 ==  Epoch: 87 | test Loss: 0.629540
ACC_test:0.775
auc_test:0.7523510971786833
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 87 | test Loss: 0.728548
ACC_test:0.6938775510204082
auc_test:0.48290598290598286
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 88 | Training Loss: 0.534425
ACC_train:0.7848101265822784
auc_train:0.8072763028515242
f1_weighted_train:0.7914349934934343
f1_macro_train:0.7538940809968847
 ==  Epoch: 88 | test Loss: 0.633866
ACC_test:0.8
auc_test:0.7523510971786833
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 88 | test Loss: 0.729812
ACC_test:0.6938775510204082
auc_test:0.4871794871794872
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 89 | Training Loss: 0.556317
ACC_train:0.7278481012658228
auc_train:0.7744346116027532
f1_weighted_train:0.7367176307610112
f1_macro_train:0.6903231687861799
 ==  Epoch: 89 | test Loss: 0.630196
ACC_test:0.775
auc_test:0.755485893416928
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 89 | test Loss: 0.730154
ACC_test:0.6938775510204082
auc_test:0.49572649572649574
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 90 | Training Loss: 0.561617
ACC_train:0.740506329113924
auc_train:0.7905604719764011
f1_weighted_train:0.7498178826392876
f1_macro_train:0.7076055066576394
 ==  Epoch: 90 | test Loss: 0.628648
ACC_test:0.775
auc_test:0.7460815047021944
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 90 | test Loss: 0.730826
ACC_test:0.6938775510204082
auc_test:0.4935897435897436
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 91 | Training Loss: 0.532895
ACC_train:0.7848101265822784
auc_train:0.831465093411996
f1_weighted_train:0.7896449486774155
f1_macro_train:0.7485489608687512
 ==  Epoch: 91 | test Loss: 0.626086
ACC_test:0.775
auc_test:0.7460815047021944
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 91 | test Loss: 0.730084
ACC_test:0.6938775510204082
auc_test:0.4935897435897436
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 92 | Training Loss: 0.530749
ACC_train:0.7784810126582279
auc_train:0.8347099311701082
f1_weighted_train:0.7839563458183303
f1_macro_train:0.7425871619420006
 ==  Epoch: 92 | test Loss: 0.624454
ACC_test:0.775
auc_test:0.7492163009404389
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 92 | test Loss: 0.730800
ACC_test:0.6938775510204082
auc_test:0.49572649572649574
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 93 | Training Loss: 0.520321
ACC_train:0.7784810126582279
auc_train:0.8426745329400197
f1_weighted_train:0.7818045887960062
f1_macro_train:0.7366039533222195
 ==  Epoch: 93 | test Loss: 0.626041
ACC_test:0.775
auc_test:0.7523510971786833
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 93 | test Loss: 0.732528
ACC_test:0.6938775510204082
auc_test:0.4914529914529915
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 94 | Training Loss: 0.534784
ACC_train:0.7341772151898734
auc_train:0.8009832841691249
f1_weighted_train:0.7441127298781944
f1_macro_train:0.7018867924528303
 ==  Epoch: 94 | test Loss: 0.629404
ACC_test:0.775
auc_test:0.7492163009404389
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 94 | test Loss: 0.732977
ACC_test:0.6938775510204082
auc_test:0.48931623931623935
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 95 | Training Loss: 0.544393
ACC_train:0.7215189873417721
auc_train:0.7537856440511308
f1_weighted_train:0.7277758159354788
f1_macro_train:0.674592772888972
 ==  Epoch: 95 | test Loss: 0.629706
ACC_test:0.775
auc_test:0.7523510971786834
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 95 | test Loss: 0.733164
ACC_test:0.6938775510204082
auc_test:0.4914529914529915
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 96 | Training Loss: 0.560257
ACC_train:0.7468354430379747
auc_train:0.7941002949852508
f1_weighted_train:0.7525234690322535
f1_macro_train:0.7041752480808838
 ==  Epoch: 96 | test Loss: 0.634207
ACC_test:0.8
auc_test:0.7460815047021944
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 96 | test Loss: 0.733572
ACC_test:0.6938775510204082
auc_test:0.4871794871794872
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 97 | Training Loss: 0.514961
ACC_train:0.8037974683544303
auc_train:0.8438544739429695
f1_weighted_train:0.8067412072193199
f1_macro_train:0.766706358656823
 ==  Epoch: 97 | test Loss: 0.633230
ACC_test:0.8
auc_test:0.7523510971786834
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 97 | test Loss: 0.734052
ACC_test:0.6938775510204082
auc_test:0.4850427350427351
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 98 | Training Loss: 0.547148
ACC_train:0.759493670886076
auc_train:0.784070796460177
f1_weighted_train:0.7648972955806408
f1_macro_train:0.7189664856768396
 ==  Epoch: 98 | test Loss: 0.630412
ACC_test:0.8
auc_test:0.761755485893417
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 98 | test Loss: 0.734813
ACC_test:0.6938775510204082
auc_test:0.4914529914529915
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 99 | Training Loss: 0.549311
ACC_train:0.740506329113924
auc_train:0.8293018682399214
f1_weighted_train:0.7457223436819398
f1_macro_train:0.6950524878783599
 ==  Epoch: 99 | test Loss: 0.624803
ACC_test:0.775
auc_test:0.7648902821316614
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 99 | test Loss: 0.735806
ACC_test:0.6938775510204082
auc_test:0.4914529914529915
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 100 | Training Loss: 0.563119
ACC_train:0.740506329113924
auc_train:0.8025565388397247
f1_weighted_train:0.7498178826392876
f1_macro_train:0.7076055066576394
 ==  Epoch: 100 | test Loss: 0.615843
ACC_test:0.75
auc_test:0.7648902821316614
f1_weighted_test:0.7148437500000001
f1_macro_test:0.609375
 ==  Epoch: 100 | test Loss: 0.737139
ACC_test:0.673469387755102
auc_test:0.4893162393162393
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 101 | Training Loss: 0.536424
ACC_train:0.740506329113924
auc_train:0.7850540806293019
f1_weighted_train:0.7505667419681129
f1_macro_train:0.7103250905513571
 ==  Epoch: 101 | test Loss: 0.613069
ACC_test:0.775
auc_test:0.7648902821316614
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 101 | test Loss: 0.739231
ACC_test:0.673469387755102
auc_test:0.4914529914529915
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 102 | Training Loss: 0.517588
ACC_train:0.7658227848101266
auc_train:0.823795476892822
f1_weighted_train:0.7759802408150664
f1_macro_train:0.743089430894309
 ==  Epoch: 102 | test Loss: 0.613751
ACC_test:0.775
auc_test:0.761755485893417
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 102 | test Loss: 0.740410
ACC_test:0.673469387755102
auc_test:0.48931623931623935
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 103 | Training Loss: 0.553859
ACC_train:0.7088607594936709
auc_train:0.7870206489675516
f1_weighted_train:0.7188435817824402
f1_macro_train:0.670355587808418
 ==  Epoch: 103 | test Loss: 0.615821
ACC_test:0.775
auc_test:0.7586206896551724
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 103 | test Loss: 0.739121
ACC_test:0.673469387755102
auc_test:0.48931623931623935
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 104 | Training Loss: 0.563782
ACC_train:0.6962025316455697
auc_train:0.755457227138643
f1_weighted_train:0.7090730333940362
f1_macro_train:0.6653133274492498
 ==  Epoch: 104 | test Loss: 0.612226
ACC_test:0.775
auc_test:0.7648902821316614
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 104 | test Loss: 0.738354
ACC_test:0.673469387755102
auc_test:0.4850427350427351
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 105 | Training Loss: 0.531905
ACC_train:0.7341772151898734
auc_train:0.7939036381514258
f1_weighted_train:0.7448271665043816
f1_macro_train:0.704594017094017
 ==  Epoch: 105 | test Loss: 0.604145
ACC_test:0.8
auc_test:0.7711598746081505
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 105 | test Loss: 0.737408
ACC_test:0.673469387755102
auc_test:0.48931623931623935
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 106 | Training Loss: 0.539913
ACC_train:0.7215189873417721
auc_train:0.7854473942969518
f1_weighted_train:0.7326760791950664
f1_macro_train:0.6905270655270654
 ==  Epoch: 106 | test Loss: 0.607924
ACC_test:0.8
auc_test:0.768025078369906
f1_weighted_test:0.7718750000000001
f1_macro_test:0.6875000000000001
 ==  Epoch: 106 | test Loss: 0.736914
ACC_test:0.673469387755102
auc_test:0.4871794871794872
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 107 | Training Loss: 0.528544
ACC_train:0.759493670886076
auc_train:0.800589970501475
f1_weighted_train:0.7648972955806408
f1_macro_train:0.7189664856768396
 ==  Epoch: 107 | test Loss: 0.619933
ACC_test:0.8
auc_test:0.768025078369906
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 107 | test Loss: 0.737044
ACC_test:0.6938775510204082
auc_test:0.4914529914529915
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 108 | Training Loss: 0.512993
ACC_train:0.7848101265822784
auc_train:0.8224188790560472
f1_weighted_train:0.7848101265822784
f1_macro_train:0.735889872173058
 ==  Epoch: 108 | test Loss: 0.624995
ACC_test:0.8
auc_test:0.768025078369906
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 108 | test Loss: 0.737140
ACC_test:0.6938775510204082
auc_test:0.48290598290598297
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 109 | Training Loss: 0.524864
ACC_train:0.7911392405063291
auc_train:0.8125860373647984
f1_weighted_train:0.7889062765063215
f1_macro_train:0.7382924258394821
 ==  Epoch: 109 | test Loss: 0.621899
ACC_test:0.8
auc_test:0.7711598746081505
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 109 | test Loss: 0.737802
ACC_test:0.6938775510204082
auc_test:0.4935897435897436
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 110 | Training Loss: 0.539239
ACC_train:0.759493670886076
auc_train:0.8155358898721731
f1_weighted_train:0.7610341811463165
f1_macro_train:0.7086568322981366
 ==  Epoch: 110 | test Loss: 0.608168
ACC_test:0.775
auc_test:0.7711598746081505
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 110 | test Loss: 0.737932
ACC_test:0.673469387755102
auc_test:0.4935897435897436
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 111 | Training Loss: 0.538925
ACC_train:0.7784810126582279
auc_train:0.8089478859390364
f1_weighted_train:0.7848771630180387
f1_macro_train:0.7453373244301174
 ==  Epoch: 111 | test Loss: 0.598794
ACC_test:0.825
auc_test:0.7711598746081505
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 111 | test Loss: 0.739527
ACC_test:0.6326530612244898
auc_test:0.4935897435897436
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 112 | Training Loss: 0.546554
ACC_train:0.7215189873417721
auc_train:0.7887905604719765
f1_weighted_train:0.7333169472778664
f1_macro_train:0.6932038834951455
 ==  Epoch: 112 | test Loss: 0.594834
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 112 | test Loss: 0.739863
ACC_test:0.6122448979591837
auc_test:0.48931623931623935
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 113 | Training Loss: 0.519425
ACC_train:0.740506329113924
auc_train:0.8519174041297936
f1_weighted_train:0.7525744968060085
f1_macro_train:0.7197490806835388
 ==  Epoch: 113 | test Loss: 0.594531
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 113 | test Loss: 0.741758
ACC_test:0.6326530612244898
auc_test:0.4893162393162393
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 114 | Training Loss: 0.522129
ACC_train:0.7088607594936709
auc_train:0.8458210422812193
f1_weighted_train:0.7230314712168115
f1_macro_train:0.6929187088051378
 ==  Epoch: 114 | test Loss: 0.594853
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 114 | test Loss: 0.740925
ACC_test:0.6326530612244898
auc_test:0.4893162393162393
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 115 | Training Loss: 0.517996
ACC_train:0.7151898734177216
auc_train:0.8114060963618486
f1_weighted_train:0.7290350616012297
f1_macro_train:0.6986649713922441
 ==  Epoch: 115 | test Loss: 0.599963
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 115 | test Loss: 0.740223
ACC_test:0.6122448979591837
auc_test:0.4914529914529915
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 116 | Training Loss: 0.539657
ACC_train:0.7025316455696202
auc_train:0.8361848574237956
f1_weighted_train:0.7163658865824973
f1_macro_train:0.6787367510274712
 ==  Epoch: 116 | test Loss: 0.612869
ACC_test:0.775
auc_test:0.7742946708463949
f1_weighted_test:0.7508403361344537
f1_macro_test:0.6638655462184874
 ==  Epoch: 116 | test Loss: 0.738328
ACC_test:0.673469387755102
auc_test:0.49572649572649574
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 117 | Training Loss: 0.536193
ACC_train:0.7911392405063291
auc_train:0.8114060963618486
f1_weighted_train:0.7953374961342441
f1_macro_train:0.7545544414630702
 ==  Epoch: 117 | test Loss: 0.624224
ACC_test:0.8
auc_test:0.7742946708463949
f1_weighted_test:0.7718750000000001
f1_macro_test:0.6875000000000001
 ==  Epoch: 117 | test Loss: 0.736803
ACC_test:0.6938775510204082
auc_test:0.49572649572649574
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 118 | Training Loss: 0.554218
ACC_train:0.759493670886076
auc_train:0.7982300884955752
f1_weighted_train:0.7637298619102416
f1_macro_train:0.7157196969696968
 ==  Epoch: 118 | test Loss: 0.626002
ACC_test:0.825
auc_test:0.7742946708463949
f1_weighted_test:0.7935897435897437
f1_macro_test:0.7128205128205128
 ==  Epoch: 118 | test Loss: 0.736877
ACC_test:0.6938775510204082
auc_test:0.49572649572649574
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 119 | Training Loss: 0.504228
ACC_train:0.7784810126582279
auc_train:0.8513274336283185
f1_weighted_train:0.782933708021168
f1_macro_train:0.7396789530668926
 ==  Epoch: 119 | test Loss: 0.603832
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 119 | test Loss: 0.738802
ACC_test:0.673469387755102
auc_test:0.4871794871794872
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 120 | Training Loss: 0.505870
ACC_train:0.7658227848101266
auc_train:0.8599803343166176
f1_weighted_train:0.7763887823567293
f1_macro_train:0.7451501809145996
 ==  Epoch: 120 | test Loss: 0.593551
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 120 | test Loss: 0.743592
ACC_test:0.6122448979591837
auc_test:0.47435897435897434
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 121 | Training Loss: 0.502037
ACC_train:0.7468354430379747
auc_train:0.888888888888889
f1_weighted_train:0.7589713916682378
f1_macro_train:0.7294983735661702
 ==  Epoch: 121 | test Loss: 0.593959
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 121 | test Loss: 0.743808
ACC_test:0.6122448979591837
auc_test:0.47435897435897434
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 122 | Training Loss: 0.482808
ACC_train:0.7848101265822784
auc_train:0.8955752212389381
f1_weighted_train:0.7939267319874423
f1_macro_train:0.7629302736098853
 ==  Epoch: 122 | test Loss: 0.595896
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 122 | test Loss: 0.743870
ACC_test:0.6326530612244898
auc_test:0.47649572649572647
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 123 | Training Loss: 0.523160
ACC_train:0.7531645569620253
auc_train:0.8289085545722713
f1_weighted_train:0.7633495411160987
f1_macro_train:0.7268980188804681
 ==  Epoch: 123 | test Loss: 0.600572
ACC_test:0.825
auc_test:0.7836990595611285
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 123 | test Loss: 0.743581
ACC_test:0.6530612244897959
auc_test:0.47649572649572647
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 124 | Training Loss: 0.524496
ACC_train:0.7025316455696202
auc_train:0.7937069813176008
f1_weighted_train:0.7163658865824973
f1_macro_train:0.6787367510274712
 ==  Epoch: 124 | test Loss: 0.604772
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 124 | test Loss: 0.744497
ACC_test:0.673469387755102
auc_test:0.47435897435897434
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 125 | Training Loss: 0.504704
ACC_train:0.7721518987341772
auc_train:0.8348082595870207
f1_weighted_train:0.7749470450790139
f1_macro_train:0.7274295572167913
 ==  Epoch: 125 | test Loss: 0.601765
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 125 | test Loss: 0.747620
ACC_test:0.6530612244897959
auc_test:0.47435897435897434
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 126 | Training Loss: 0.514565
ACC_train:0.7658227848101266
auc_train:0.8613569321533923
f1_weighted_train:0.7763887823567293
f1_macro_train:0.7451501809145996
 ==  Epoch: 126 | test Loss: 0.606607
ACC_test:0.8
auc_test:0.7774294670846394
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 126 | test Loss: 0.747355
ACC_test:0.673469387755102
auc_test:0.4786324786324786
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 127 | Training Loss: 0.514385
ACC_train:0.7848101265822784
auc_train:0.8700098328416913
f1_weighted_train:0.7934315157416424
f1_macro_train:0.7608618233618234
 ==  Epoch: 127 | test Loss: 0.612822
ACC_test:0.8
auc_test:0.768025078369906
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 127 | test Loss: 0.748103
ACC_test:0.6938775510204082
auc_test:0.47649572649572647
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 128 | Training Loss: 0.506185
ACC_train:0.7848101265822784
auc_train:0.8731563421828908
f1_weighted_train:0.7896449486774155
f1_macro_train:0.7485489608687512
 ==  Epoch: 128 | test Loss: 0.609306
ACC_test:0.8
auc_test:0.768025078369906
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 128 | test Loss: 0.751332
ACC_test:0.6938775510204082
auc_test:0.47649572649572647
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 129 | Training Loss: 0.518397
ACC_train:0.7974683544303798
auc_train:0.8375614552605702
f1_weighted_train:0.798765626228477
f1_macro_train:0.7546583850931676
 ==  Epoch: 129 | test Loss: 0.608197
ACC_test:0.8
auc_test:0.7711598746081505
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 129 | test Loss: 0.752136
ACC_test:0.6938775510204082
auc_test:0.47435897435897434
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 130 | Training Loss: 0.512739
ACC_train:0.8354430379746836
auc_train:0.8593903638151427
f1_weighted_train:0.8364970713106376
f1_macro_train:0.8006599378881988
 ==  Epoch: 130 | test Loss: 0.606360
ACC_test:0.8
auc_test:0.768025078369906
f1_weighted_test:0.754978354978355
f1_macro_test:0.6536796536796536
 ==  Epoch: 130 | test Loss: 0.752998
ACC_test:0.673469387755102
auc_test:0.4700854700854701
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 131 | Training Loss: 0.492514
ACC_train:0.7974683544303798
auc_train:0.8505408062930186
f1_weighted_train:0.8037035232879383
f1_macro_train:0.768370899761774
 ==  Epoch: 131 | test Loss: 0.602290
ACC_test:0.775
auc_test:0.7742946708463949
f1_weighted_test:0.7346153846153844
f1_macro_test:0.6307692307692307
 ==  Epoch: 131 | test Loss: 0.752470
ACC_test:0.673469387755102
auc_test:0.4700854700854701
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 132 | Training Loss: 0.517187
ACC_train:0.8227848101265823
auc_train:0.8452310717797444
f1_weighted_train:0.824958812839233
f1_macro_train:0.788000766724171
 ==  Epoch: 132 | test Loss: 0.598436
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 132 | test Loss: 0.752409
ACC_test:0.673469387755102
auc_test:0.4700854700854701
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 133 | Training Loss: 0.516430
ACC_train:0.7848101265822784
auc_train:0.848377581120944
f1_weighted_train:0.7914349934934343
f1_macro_train:0.7538940809968847
 ==  Epoch: 133 | test Loss: 0.595462
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 133 | test Loss: 0.752264
ACC_test:0.6530612244897959
auc_test:0.47435897435897434
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 134 | Training Loss: 0.500228
ACC_train:0.7721518987341772
auc_train:0.8517207472959685
f1_weighted_train:0.7812804284323271
f1_macro_train:0.7467948717948718
 ==  Epoch: 134 | test Loss: 0.595048
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 134 | test Loss: 0.749815
ACC_test:0.6530612244897959
auc_test:0.47435897435897434
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 135 | Training Loss: 0.505389
ACC_train:0.8164556962025317
auc_train:0.8595870206489675
f1_weighted_train:0.8209924008209022
f1_macro_train:0.7867150770376576
 ==  Epoch: 135 | test Loss: 0.593977
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 135 | test Loss: 0.749355
ACC_test:0.6530612244897959
auc_test:0.4700854700854701
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 136 | Training Loss: 0.519276
ACC_train:0.7974683544303798
auc_train:0.8527040314650934
f1_weighted_train:0.801035673187572
f1_macro_train:0.7606060606060606
 ==  Epoch: 136 | test Loss: 0.589079
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 136 | test Loss: 0.752416
ACC_test:0.6530612244897959
auc_test:0.46367521367521364
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 137 | Training Loss: 0.512351
ACC_train:0.7658227848101266
auc_train:0.863913470993117
f1_weighted_train:0.774901693971224
f1_macro_train:0.7385860573268346
 ==  Epoch: 137 | test Loss: 0.586260
ACC_test:0.825
auc_test:0.7836990595611285
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 137 | test Loss: 0.755436
ACC_test:0.6122448979591837
auc_test:0.4658119658119658
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 138 | Training Loss: 0.522396
ACC_train:0.7784810126582279
auc_train:0.863520157325467
f1_weighted_train:0.7870691699727793
f1_macro_train:0.7527165407145731
 ==  Epoch: 138 | test Loss: 0.587180
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 138 | test Loss: 0.752215
ACC_test:0.6326530612244898
auc_test:0.4658119658119658
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 139 | Training Loss: 0.482801
ACC_train:0.7974683544303798
auc_train:0.8748279252704032
f1_weighted_train:0.806439031308726
f1_macro_train:0.7787114845938374
 ==  Epoch: 139 | test Loss: 0.589782
ACC_test:0.825
auc_test:0.7836990595611285
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 139 | test Loss: 0.749442
ACC_test:0.6326530612244898
auc_test:0.4636752136752137
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 140 | Training Loss: 0.501857
ACC_train:0.8037974683544303
auc_train:0.8548672566371682
f1_weighted_train:0.8077412842473202
f1_macro_train:0.7694299298592477
 ==  Epoch: 140 | test Loss: 0.592009
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 140 | test Loss: 0.748403
ACC_test:0.6530612244897959
auc_test:0.47435897435897434
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 141 | Training Loss: 0.505183
ACC_train:0.7848101265822784
auc_train:0.8497541789577188
f1_weighted_train:0.7914349934934343
f1_macro_train:0.7538940809968847
 ==  Epoch: 141 | test Loss: 0.590696
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 141 | test Loss: 0.752699
ACC_test:0.6326530612244898
auc_test:0.46794871794871795
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 142 | Training Loss: 0.501039
ACC_train:0.7531645569620253
auc_train:0.8517207472959686
f1_weighted_train:0.7620218883642005
f1_macro_train:0.7218686526743399
 ==  Epoch: 142 | test Loss: 0.590500
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 142 | test Loss: 0.756125
ACC_test:0.6530612244897959
auc_test:0.46794871794871795
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 143 | Training Loss: 0.497823
ACC_train:0.7974683544303798
auc_train:0.8450344149459194
f1_weighted_train:0.8037035232879383
f1_macro_train:0.768370899761774
 ==  Epoch: 143 | test Loss: 0.591526
ACC_test:0.825
auc_test:0.7836990595611285
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 143 | test Loss: 0.755100
ACC_test:0.6530612244897959
auc_test:0.4722222222222222
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 144 | Training Loss: 0.509688
ACC_train:0.7974683544303798
auc_train:0.8442477876106195
f1_weighted_train:0.8037035232879383
f1_macro_train:0.768370899761774
 ==  Epoch: 144 | test Loss: 0.591252
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 144 | test Loss: 0.755261
ACC_test:0.6530612244897959
auc_test:0.4722222222222222
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 145 | Training Loss: 0.493104
ACC_train:0.7974683544303798
auc_train:0.8654867256637168
f1_weighted_train:0.8055826030509575
f1_macro_train:0.774928774928775
 ==  Epoch: 145 | test Loss: 0.594306
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 145 | test Loss: 0.753113
ACC_test:0.6530612244897959
auc_test:0.4700854700854701
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 146 | Training Loss: 0.476911
ACC_train:0.8417721518987342
auc_train:0.9040314650934119
f1_weighted_train:0.8456831041559502
f1_macro_train:0.8161336871014291
 ==  Epoch: 146 | test Loss: 0.598560
ACC_test:0.8
auc_test:0.7836990595611285
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 146 | test Loss: 0.752797
ACC_test:0.6530612244897959
auc_test:0.4700854700854701
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 147 | Training Loss: 0.491046
ACC_train:0.7848101265822784
auc_train:0.8552605703048181
f1_weighted_train:0.7896449486774155
f1_macro_train:0.7485489608687512
 ==  Epoch: 147 | test Loss: 0.598005
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 147 | test Loss: 0.755079
ACC_test:0.673469387755102
auc_test:0.46794871794871795
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 148 | Training Loss: 0.511398
ACC_train:0.810126582278481
auc_train:0.8175024582104228
f1_weighted_train:0.8088017079522741
f1_macro_train:0.763755980861244
 ==  Epoch: 148 | test Loss: 0.601742
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 148 | test Loss: 0.755172
ACC_test:0.6326530612244898
auc_test:0.4615384615384615
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 149 | Training Loss: 0.497513
ACC_train:0.7848101265822784
auc_train:0.8579154375614553
f1_weighted_train:0.7914349934934343
f1_macro_train:0.7538940809968847
 ==  Epoch: 149 | test Loss: 0.602551
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 149 | test Loss: 0.757618
ACC_test:0.6326530612244898
auc_test:0.4636752136752137
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 150 | Training Loss: 0.505253
ACC_train:0.7911392405063291
auc_train:0.8412979351032449
f1_weighted_train:0.797169896559865
f1_macro_train:0.759889477319825
 ==  Epoch: 150 | test Loss: 0.602938
ACC_test:0.8
auc_test:0.7836990595611285
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 150 | test Loss: 0.761493
ACC_test:0.6326530612244898
auc_test:0.4551282051282051
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 151 | Training Loss: 0.488210
ACC_train:0.7784810126582279
auc_train:0.8505408062930188
f1_weighted_train:0.7857003971310554
f1_macro_train:0.7479374629654951
 ==  Epoch: 151 | test Loss: 0.603315
ACC_test:0.8
auc_test:0.786833855799373
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 151 | test Loss: 0.764384
ACC_test:0.6530612244897959
auc_test:0.4551282051282051
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 152 | Training Loss: 0.500650
ACC_train:0.7911392405063291
auc_train:0.8597836774827925
f1_weighted_train:0.7997573040213142
f1_macro_train:0.7689137082834729
 ==  Epoch: 152 | test Loss: 0.602322
ACC_test:0.8
auc_test:0.786833855799373
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 152 | test Loss: 0.764485
ACC_test:0.6530612244897959
auc_test:0.45726495726495725
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 153 | Training Loss: 0.495692
ACC_train:0.8164556962025317
auc_train:0.8702064896755163
f1_weighted_train:0.8209924008209022
f1_macro_train:0.7867150770376576
 ==  Epoch: 153 | test Loss: 0.598118
ACC_test:0.8
auc_test:0.780564263322884
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 153 | test Loss: 0.766074
ACC_test:0.6530612244897959
auc_test:0.45726495726495725
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 154 | Training Loss: 0.500197
ACC_train:0.8037974683544303
auc_train:0.8493608652900687
f1_weighted_train:0.8056422773457456
f1_macro_train:0.7638266068759343
 ==  Epoch: 154 | test Loss: 0.595333
ACC_test:0.8
auc_test:0.7836990595611285
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 154 | test Loss: 0.768688
ACC_test:0.6530612244897959
auc_test:0.4594017094017094
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 155 | Training Loss: 0.483290
ACC_train:0.8417721518987342
auc_train:0.903441494591937
f1_weighted_train:0.8456831041559502
f1_macro_train:0.8161336871014291
 ==  Epoch: 155 | test Loss: 0.594557
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 155 | test Loss: 0.769997
ACC_test:0.6530612244897959
auc_test:0.4551282051282051
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 156 | Training Loss: 0.468379
ACC_train:0.8481012658227848
auc_train:0.8971484759095378
f1_weighted_train:0.8521800281293952
f1_macro_train:0.8244444444444444
 ==  Epoch: 156 | test Loss: 0.594466
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 156 | test Loss: 0.769903
ACC_test:0.6530612244897959
auc_test:0.452991452991453
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 157 | Training Loss: 0.481021
ACC_train:0.7974683544303798
auc_train:0.8542772861356932
f1_weighted_train:0.8020187752258028
f1_macro_train:0.763340198464707
 ==  Epoch: 157 | test Loss: 0.595091
ACC_test:0.825
auc_test:0.7931034482758621
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 157 | test Loss: 0.771037
ACC_test:0.6326530612244898
auc_test:0.45085470085470086
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 158 | Training Loss: 0.493597
ACC_train:0.8227848101265823
auc_train:0.8818092428711898
f1_weighted_train:0.8259062140391255
f1_macro_train:0.790530303030303
 ==  Epoch: 158 | test Loss: 0.596352
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 158 | test Loss: 0.772484
ACC_test:0.6326530612244898
auc_test:0.4487179487179487
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 159 | Training Loss: 0.489435
ACC_train:0.8417721518987342
auc_train:0.8601769911504424
f1_weighted_train:0.8432599010852787
f1_macro_train:0.8095375861902696
 ==  Epoch: 159 | test Loss: 0.598203
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 159 | test Loss: 0.774301
ACC_test:0.6326530612244898
auc_test:0.4465811965811966
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 160 | Training Loss: 0.501553
ACC_train:0.8037974683544303
auc_train:0.8466076696165192
f1_weighted_train:0.8056422773457456
f1_macro_train:0.7638266068759343
 ==  Epoch: 160 | test Loss: 0.594494
ACC_test:0.8
auc_test:0.7931034482758621
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 160 | test Loss: 0.783050
ACC_test:0.6326530612244898
auc_test:0.4444444444444444
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 161 | Training Loss: 0.473358
ACC_train:0.8037974683544303
auc_train:0.9093411996066864
f1_weighted_train:0.8101917803160777
f1_macro_train:0.7767446100551529
 ==  Epoch: 161 | test Loss: 0.600407
ACC_test:0.775
auc_test:0.799373040752351
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 161 | test Loss: 0.797364
ACC_test:0.5510204081632653
auc_test:0.4444444444444444
f1_weighted_test:0.5677470988395358
f1_macro_test:0.4715686274509804
 ==  Epoch: 162 | Training Loss: 0.470607
ACC_train:0.8354430379746836
auc_train:0.8985250737463127
f1_weighted_train:0.8420358649789029
f1_macro_train:0.8171296296296295
 ==  Epoch: 162 | test Loss: 0.603447
ACC_test:0.775
auc_test:0.799373040752351
f1_weighted_test:0.7715496368038741
f1_macro_test:0.7094430992736076
 ==  Epoch: 162 | test Loss: 0.803488
ACC_test:0.5510204081632653
auc_test:0.4444444444444445
f1_weighted_test:0.5677470988395358
f1_macro_test:0.4715686274509804
 ==  Epoch: 163 | Training Loss: 0.492327
ACC_train:0.7911392405063291
auc_train:0.8823992133726647
f1_weighted_train:0.8001985931593836
f1_macro_train:0.7708635464733027
 ==  Epoch: 163 | test Loss: 0.598131
ACC_test:0.8
auc_test:0.8025078369905956
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 163 | test Loss: 0.793198
ACC_test:0.6122448979591837
auc_test:0.44017094017094016
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 164 | Training Loss: 0.486895
ACC_train:0.8037974683544303
auc_train:0.8808259587020649
f1_weighted_train:0.8101917803160777
f1_macro_train:0.7767446100551529
 ==  Epoch: 164 | test Loss: 0.597426
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 164 | test Loss: 0.778407
ACC_test:0.6326530612244898
auc_test:0.44017094017094016
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 165 | Training Loss: 0.486485
ACC_train:0.8164556962025317
auc_train:0.8745329400196657
f1_weighted_train:0.8209924008209022
f1_macro_train:0.7867150770376576
 ==  Epoch: 165 | test Loss: 0.599402
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.7935897435897437
f1_macro_test:0.7128205128205128
 ==  Epoch: 165 | test Loss: 0.773780
ACC_test:0.6326530612244898
auc_test:0.4423076923076923
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 166 | Training Loss: 0.500284
ACC_train:0.8227848101265823
auc_train:0.8886922320550639
f1_weighted_train:0.8227848101265823
f1_macro_train:0.7824975417895772
 ==  Epoch: 166 | test Loss: 0.593514
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 166 | test Loss: 0.775042
ACC_test:0.6326530612244898
auc_test:0.4423076923076923
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 167 | Training Loss: 0.471102
ACC_train:0.8354430379746836
auc_train:0.8757128810226156
f1_weighted_train:0.8330470619856394
f1_macro_train:0.7923154701718906
 ==  Epoch: 167 | test Loss: 0.590429
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 167 | test Loss: 0.782361
ACC_test:0.6122448979591837
auc_test:0.4444444444444445
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 168 | Training Loss: 0.459947
ACC_train:0.8164556962025317
auc_train:0.8997050147492626
f1_weighted_train:0.8209924008209022
f1_macro_train:0.7867150770376576
 ==  Epoch: 168 | test Loss: 0.590470
ACC_test:0.825
auc_test:0.8025078369905956
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 168 | test Loss: 0.790231
ACC_test:0.6122448979591837
auc_test:0.4444444444444444
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 169 | Training Loss: 0.496984
ACC_train:0.7721518987341772
auc_train:0.8542772861356932
f1_weighted_train:0.7806680541813096
f1_macro_train:0.7444743935309973
 ==  Epoch: 169 | test Loss: 0.588573
ACC_test:0.825
auc_test:0.8025078369905956
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 169 | test Loss: 0.789490
ACC_test:0.6122448979591837
auc_test:0.4423076923076923
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 170 | Training Loss: 0.465216
ACC_train:0.8544303797468354
auc_train:0.9132743362831859
f1_weighted_train:0.8586335642689968
f1_macro_train:0.8326502417683628
 ==  Epoch: 170 | test Loss: 0.586317
ACC_test:0.85
auc_test:0.7962382445141066
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 170 | test Loss: 0.788047
ACC_test:0.6122448979591837
auc_test:0.4358974358974359
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 171 | Training Loss: 0.477940
ACC_train:0.7848101265822784
auc_train:0.8690265486725663
f1_weighted_train:0.7928531622823478
f1_macro_train:0.758670260557053
 ==  Epoch: 171 | test Loss: 0.585141
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 171 | test Loss: 0.787693
ACC_test:0.6122448979591837
auc_test:0.4294871794871795
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 172 | Training Loss: 0.465693
ACC_train:0.8544303797468354
auc_train:0.9071779744346116
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 172 | test Loss: 0.581856
ACC_test:0.85
auc_test:0.7993730407523512
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 172 | test Loss: 0.779917
ACC_test:0.6122448979591837
auc_test:0.4294871794871795
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 173 | Training Loss: 0.491597
ACC_train:0.8291139240506329
auc_train:0.8733529990167159
f1_weighted_train:0.8316778256426333
f1_macro_train:0.7968087639914265
 ==  Epoch: 173 | test Loss: 0.581308
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 173 | test Loss: 0.773747
ACC_test:0.6326530612244898
auc_test:0.4358974358974359
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 174 | Training Loss: 0.488471
ACC_train:0.8164556962025317
auc_train:0.8800393313667649
f1_weighted_train:0.8217553636435178
f1_macro_train:0.7889937830992401
 ==  Epoch: 174 | test Loss: 0.581410
ACC_test:0.85
auc_test:0.7993730407523512
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 174 | test Loss: 0.776387
ACC_test:0.6122448979591837
auc_test:0.43589743589743585
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 175 | Training Loss: 0.500493
ACC_train:0.8037974683544303
auc_train:0.8694198623402163
f1_weighted_train:0.8077412842473202
f1_macro_train:0.7694299298592477
 ==  Epoch: 175 | test Loss: 0.586196
ACC_test:0.85
auc_test:0.7993730407523512
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 175 | test Loss: 0.788602
ACC_test:0.5918367346938775
auc_test:0.4487179487179487
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 176 | Training Loss: 0.482366
ACC_train:0.7911392405063291
auc_train:0.9075712881022615
f1_weighted_train:0.7992366459743349
f1_macro_train:0.7668470241023118
 ==  Epoch: 176 | test Loss: 0.594622
ACC_test:0.8
auc_test:0.7962382445141066
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 176 | test Loss: 0.803016
ACC_test:0.5510204081632653
auc_test:0.4487179487179487
f1_weighted_test:0.5677470988395358
f1_macro_test:0.4715686274509804
 ==  Epoch: 177 | Training Loss: 0.467599
ACC_train:0.8227848101265823
auc_train:0.8936086529006884
f1_weighted_train:0.828861310650181
f1_macro_train:0.7993468795355587
 ==  Epoch: 177 | test Loss: 0.591829
ACC_test:0.8
auc_test:0.8025078369905956
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 177 | test Loss: 0.802272
ACC_test:0.5306122448979592
auc_test:0.44658119658119655
f1_weighted_test:0.550951627641909
f1_macro_test:0.45739046701974007
 ==  Epoch: 178 | Training Loss: 0.506185
ACC_train:0.810126582278481
auc_train:0.9083579154375615
f1_weighted_train:0.8166371185537654
f1_macro_train:0.7850145137880987
 ==  Epoch: 178 | test Loss: 0.585056
ACC_test:0.85
auc_test:0.8025078369905956
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 178 | test Loss: 0.792156
ACC_test:0.5918367346938775
auc_test:0.4444444444444444
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 179 | Training Loss: 0.478827
ACC_train:0.8354430379746836
auc_train:0.8971484759095378
f1_weighted_train:0.8398616971401782
f1_macro_train:0.8098148148148149
 ==  Epoch: 179 | test Loss: 0.584972
ACC_test:0.825
auc_test:0.7962382445141066
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 179 | test Loss: 0.782571
ACC_test:0.6122448979591837
auc_test:0.4358974358974359
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 180 | Training Loss: 0.493355
ACC_train:0.8227848101265823
auc_train:0.8659783677482792
f1_weighted_train:0.8267664283225774
f1_macro_train:0.7929226736566186
 ==  Epoch: 180 | test Loss: 0.583852
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 180 | test Loss: 0.781056
ACC_test:0.6122448979591837
auc_test:0.4337606837606838
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 181 | Training Loss: 0.460693
ACC_train:0.8417721518987342
auc_train:0.9065880039331367
f1_weighted_train:0.8463408307271704
f1_macro_train:0.8180980888786553
 ==  Epoch: 181 | test Loss: 0.583469
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 181 | test Loss: 0.778334
ACC_test:0.6122448979591837
auc_test:0.4358974358974359
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 182 | Training Loss: 0.463219
ACC_train:0.8670886075949367
auc_train:0.9008849557522124
f1_weighted_train:0.868338316911634
f1_macro_train:0.8400115723998264
 ==  Epoch: 182 | test Loss: 0.585410
ACC_test:0.85
auc_test:0.7836990595611285
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 182 | test Loss: 0.775330
ACC_test:0.6530612244897959
auc_test:0.4358974358974359
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 183 | Training Loss: 0.489201
ACC_train:0.8417721518987342
auc_train:0.8428711897738447
f1_weighted_train:0.8422899182392853
f1_macro_train:0.8070818070818071
 ==  Epoch: 183 | test Loss: 0.586397
ACC_test:0.85
auc_test:0.7836990595611285
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 183 | test Loss: 0.775039
ACC_test:0.6530612244897959
auc_test:0.4294871794871795
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 184 | Training Loss: 0.484184
ACC_train:0.8417721518987342
auc_train:0.8989183874139626
f1_weighted_train:0.8400805125047889
f1_macro_train:0.8017366862420319
 ==  Epoch: 184 | test Loss: 0.584095
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 184 | test Loss: 0.781395
ACC_test:0.6122448979591837
auc_test:0.43162393162393164
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 185 | Training Loss: 0.442988
ACC_train:0.8481012658227848
auc_train:0.9287118977384464
f1_weighted_train:0.8527776424659536
f1_macro_train:0.8262781748213304
 ==  Epoch: 185 | test Loss: 0.587388
ACC_test:0.825
auc_test:0.7931034482758621
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 185 | test Loss: 0.794416
ACC_test:0.5918367346938775
auc_test:0.42735042735042733
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 186 | Training Loss: 0.441629
ACC_train:0.8417721518987342
auc_train:0.9176007866273352
f1_weighted_train:0.846928855093611
f1_macro_train:0.8199553306896394
 ==  Epoch: 186 | test Loss: 0.592518
ACC_test:0.8
auc_test:0.7931034482758621
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 186 | test Loss: 0.802217
ACC_test:0.5510204081632653
auc_test:0.4294871794871795
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 187 | Training Loss: 0.458433
ACC_train:0.8291139240506329
auc_train:0.8597836774827925
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 187 | test Loss: 0.591811
ACC_test:0.775
auc_test:0.7836990595611285
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 187 | test Loss: 0.798702
ACC_test:0.5714285714285714
auc_test:0.43162393162393164
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 188 | Training Loss: 0.476664
ACC_train:0.8227848101265823
auc_train:0.9036381514257621
f1_weighted_train:0.8294084865854631
f1_macro_train:0.8012578616352202
 ==  Epoch: 188 | test Loss: 0.591968
ACC_test:0.775
auc_test:0.786833855799373
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 188 | test Loss: 0.796850
ACC_test:0.5714285714285714
auc_test:0.43162393162393164
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 189 | Training Loss: 0.460792
ACC_train:0.8164556962025317
auc_train:0.9002949852507375
f1_weighted_train:0.8230419169887644
f1_macro_train:0.7931843827578424
 ==  Epoch: 189 | test Loss: 0.590947
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 189 | test Loss: 0.791022
ACC_test:0.5918367346938775
auc_test:0.42521367521367515
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 190 | Training Loss: 0.470110
ACC_train:0.8417721518987342
auc_train:0.9307767944936086
f1_weighted_train:0.846928855093611
f1_macro_train:0.8199553306896394
 ==  Epoch: 190 | test Loss: 0.589357
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 190 | test Loss: 0.786971
ACC_test:0.5918367346938775
auc_test:0.423076923076923
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 191 | Training Loss: 0.457969
ACC_train:0.8544303797468354
auc_train:0.9187807276302852
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 191 | test Loss: 0.588580
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 191 | test Loss: 0.785837
ACC_test:0.5918367346938775
auc_test:0.420940170940171
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 192 | Training Loss: 0.491074
ACC_train:0.8354430379746836
auc_train:0.8759095378564404
f1_weighted_train:0.8354430379746836
f1_macro_train:0.7980334316617503
 ==  Epoch: 192 | test Loss: 0.590207
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 192 | test Loss: 0.792138
ACC_test:0.5918367346938775
auc_test:0.4273504273504274
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 193 | Training Loss: 0.494929
ACC_train:0.810126582278481
auc_train:0.867748279252704
f1_weighted_train:0.8134709436133487
f1_macro_train:0.7755681818181819
 ==  Epoch: 193 | test Loss: 0.591809
ACC_test:0.775
auc_test:0.780564263322884
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 193 | test Loss: 0.800169
ACC_test:0.5510204081632653
auc_test:0.42094017094017094
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 194 | Training Loss: 0.448473
ACC_train:0.879746835443038
auc_train:0.9305801376597836
f1_weighted_train:0.8821640129257768
f1_macro_train:0.8586828602363131
 ==  Epoch: 194 | test Loss: 0.588806
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 194 | test Loss: 0.796891
ACC_test:0.5714285714285714
auc_test:0.4252136752136752
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 195 | Training Loss: 0.463099
ACC_train:0.8860759493670886
auc_train:0.9134709931170107
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 195 | test Loss: 0.584884
ACC_test:0.825
auc_test:0.7836990595611285
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 195 | test Loss: 0.788727
ACC_test:0.6122448979591837
auc_test:0.42521367521367526
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 196 | Training Loss: 0.476985
ACC_train:0.8417721518987342
auc_train:0.9087512291052114
f1_weighted_train:0.8449526485865484
f1_macro_train:0.8140563950477804
 ==  Epoch: 196 | test Loss: 0.583207
ACC_test:0.85
auc_test:0.780564263322884
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 196 | test Loss: 0.782781
ACC_test:0.6326530612244898
auc_test:0.41239316239316237
f1_weighted_test:0.6089249096767895
f1_macro_test:0.47248803827751207
 ==  Epoch: 197 | Training Loss: 0.456699
ACC_train:0.8670886075949367
auc_train:0.9215339233038348
f1_weighted_train:0.868338316911634
f1_macro_train:0.8400115723998264
 ==  Epoch: 197 | test Loss: 0.583890
ACC_test:0.85
auc_test:0.7774294670846396
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 197 | test Loss: 0.782186
ACC_test:0.6530612244897959
auc_test:0.405982905982906
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 198 | Training Loss: 0.468796
ACC_train:0.8670886075949367
auc_train:0.8901671583087513
f1_weighted_train:0.8666346707501141
f1_macro_train:0.8357669653021829
 ==  Epoch: 198 | test Loss: 0.585901
ACC_test:0.85
auc_test:0.774294670846395
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 198 | test Loss: 0.787285
ACC_test:0.6122448979591837
auc_test:0.405982905982906
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 199 | Training Loss: 0.456287
ACC_train:0.8670886075949367
auc_train:0.8954768928220256
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 199 | test Loss: 0.594412
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 199 | test Loss: 0.797776
ACC_test:0.5714285714285714
auc_test:0.4102564102564103
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 200 | Training Loss: 0.471971
ACC_train:0.8291139240506329
auc_train:0.9071779744346116
f1_weighted_train:0.8333377524884262
f1_macro_train:0.8014243820695433
 ==  Epoch: 200 | test Loss: 0.601304
ACC_test:0.775
auc_test:0.786833855799373
f1_weighted_test:0.762769628990509
f1_macro_test:0.6893874029335634
 ==  Epoch: 200 | test Loss: 0.804646
ACC_test:0.5510204081632653
auc_test:0.4081196581196581
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 201 | Training Loss: 0.468409
ACC_train:0.8291139240506329
auc_train:0.8932153392330384
f1_weighted_train:0.834048097185344
f1_macro_train:0.8035459359889476
 ==  Epoch: 201 | test Loss: 0.599511
ACC_test:0.8
auc_test:0.7836990595611286
f1_weighted_test:0.7842293906810036
f1_macro_test:0.7132616487455197
 ==  Epoch: 201 | test Loss: 0.801097
ACC_test:0.5714285714285714
auc_test:0.40384615384615385
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 202 | Training Loss: 0.468015
ACC_train:0.8227848101265823
auc_train:0.9164208456243854
f1_weighted_train:0.8282405828769459
f1_macro_train:0.7973245372915521
 ==  Epoch: 202 | test Loss: 0.595473
ACC_test:0.825
auc_test:0.7836990595611285
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 202 | test Loss: 0.798059
ACC_test:0.5714285714285714
auc_test:0.39957264957264954
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 203 | Training Loss: 0.447311
ACC_train:0.8607594936708861
auc_train:0.9128810226155358
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 203 | test Loss: 0.591098
ACC_test:0.825
auc_test:0.786833855799373
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 203 | test Loss: 0.797139
ACC_test:0.5918367346938775
auc_test:0.40384615384615385
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 204 | Training Loss: 0.451333
ACC_train:0.8481012658227848
auc_train:0.9134709931170109
f1_weighted_train:0.8521800281293952
f1_macro_train:0.8244444444444444
 ==  Epoch: 204 | test Loss: 0.589135
ACC_test:0.825
auc_test:0.7931034482758621
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 204 | test Loss: 0.800618
ACC_test:0.5714285714285714
auc_test:0.4145299145299145
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 205 | Training Loss: 0.469706
ACC_train:0.8037974683544303
auc_train:0.9018682399213374
f1_weighted_train:0.8108379112638517
f1_macro_train:0.778921236741142
 ==  Epoch: 205 | test Loss: 0.589593
ACC_test:0.825
auc_test:0.7931034482758621
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 205 | test Loss: 0.803038
ACC_test:0.5510204081632653
auc_test:0.4252136752136752
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 206 | Training Loss: 0.478594
ACC_train:0.7974683544303798
auc_train:0.8943952802359881
f1_weighted_train:0.8050382703833863
f1_macro_train:0.7728661275831088
 ==  Epoch: 206 | test Loss: 0.585715
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 206 | test Loss: 0.800689
ACC_test:0.5714285714285714
auc_test:0.42307692307692313
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 207 | Training Loss: 0.444149
ACC_train:0.8417721518987342
auc_train:0.9010816125860375
f1_weighted_train:0.8463408307271704
f1_macro_train:0.8180980888786553
 ==  Epoch: 207 | test Loss: 0.581529
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 207 | test Loss: 0.794536
ACC_test:0.5918367346938775
auc_test:0.41880341880341876
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 208 | Training Loss: 0.468195
ACC_train:0.8291139240506329
auc_train:0.8829891838741396
f1_weighted_train:0.834048097185344
f1_macro_train:0.8035459359889476
 ==  Epoch: 208 | test Loss: 0.579212
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 208 | test Loss: 0.792127
ACC_test:0.5918367346938775
auc_test:0.42735042735042733
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 209 | Training Loss: 0.470314
ACC_train:0.8481012658227848
auc_train:0.8829891838741397
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 209 | test Loss: 0.578055
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 209 | test Loss: 0.791528
ACC_test:0.5918367346938775
auc_test:0.42948717948717946
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 210 | Training Loss: 0.445425
ACC_train:0.8607594936708861
auc_train:0.9351032448377582
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 210 | test Loss: 0.580446
ACC_test:0.85
auc_test:0.7962382445141066
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 210 | test Loss: 0.797108
ACC_test:0.5714285714285714
auc_test:0.42521367521367526
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 211 | Training Loss: 0.459994
ACC_train:0.8164556962025317
auc_train:0.9170108161258603
f1_weighted_train:0.823571597977446
f1_macro_train:0.7951079908777893
 ==  Epoch: 211 | test Loss: 0.588426
ACC_test:0.825
auc_test:0.780564263322884
f1_weighted_test:0.8154874892148405
f1_macro_test:0.7584124245038827
 ==  Epoch: 211 | test Loss: 0.806646
ACC_test:0.5306122448979592
auc_test:0.4230769230769231
f1_weighted_test:0.5446868402533427
f1_macro_test:0.43678160919540227
 ==  Epoch: 212 | Training Loss: 0.480239
ACC_train:0.759493670886076
auc_train:0.8932153392330384
f1_weighted_train:0.769682818103612
f1_macro_train:0.7350397175639896
 ==  Epoch: 212 | test Loss: 0.592414
ACC_test:0.825
auc_test:0.7774294670846396
f1_weighted_test:0.822316384180791
f1_macro_test:0.7740112994350283
 ==  Epoch: 212 | test Loss: 0.809610
ACC_test:0.5102040816326531
auc_test:0.42948717948717946
f1_weighted_test:0.528451380552221
f1_macro_test:0.42352941176470593
 ==  Epoch: 213 | Training Loss: 0.458954
ACC_train:0.8227848101265823
auc_train:0.9026548672566371
f1_weighted_train:0.8282405828769459
f1_macro_train:0.7973245372915521
 ==  Epoch: 213 | test Loss: 0.586613
ACC_test:0.85
auc_test:0.786833855799373
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 213 | test Loss: 0.802011
ACC_test:0.5714285714285714
auc_test:0.4294871794871795
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 214 | Training Loss: 0.463009
ACC_train:0.8227848101265823
auc_train:0.8918387413962635
f1_weighted_train:0.8267664283225774
f1_macro_train:0.7929226736566186
 ==  Epoch: 214 | test Loss: 0.584483
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 214 | test Loss: 0.792383
ACC_test:0.5918367346938775
auc_test:0.4252136752136752
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 215 | Training Loss: 0.462019
ACC_train:0.8544303797468354
auc_train:0.8995083579154376
f1_weighted_train:0.8557991089984563
f1_macro_train:0.8247745792950479
 ==  Epoch: 215 | test Loss: 0.583514
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 215 | test Loss: 0.788988
ACC_test:0.5918367346938775
auc_test:0.42948717948717946
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 216 | Training Loss: 0.455130
ACC_train:0.879746835443038
auc_train:0.9235004916420846
f1_weighted_train:0.8784611895036395
f1_macro_train:0.8493198815439442
 ==  Epoch: 216 | test Loss: 0.585607
ACC_test:0.85
auc_test:0.7836990595611286
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 216 | test Loss: 0.797271
ACC_test:0.5714285714285714
auc_test:0.44017094017094016
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 217 | Training Loss: 0.456807
ACC_train:0.7974683544303798
auc_train:0.9246804326450345
f1_weighted_train:0.8050382703833863
f1_macro_train:0.7728661275831088
 ==  Epoch: 217 | test Loss: 0.590917
ACC_test:0.8
auc_test:0.786833855799373
f1_weighted_test:0.7933333333333332
f1_macro_test:0.7333333333333333
 ==  Epoch: 217 | test Loss: 0.805120
ACC_test:0.5102040816326531
auc_test:0.43696581196581197
f1_weighted_test:0.528451380552221
f1_macro_test:0.42352941176470593
 ==  Epoch: 218 | Training Loss: 0.465372
ACC_train:0.8417721518987342
auc_train:0.9185840707964602
f1_weighted_train:0.846928855093611
f1_macro_train:0.8199553306896394
 ==  Epoch: 218 | test Loss: 0.588736
ACC_test:0.85
auc_test:0.7836990595611286
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 218 | test Loss: 0.803459
ACC_test:0.5306122448979592
auc_test:0.43803418803418803
f1_weighted_test:0.5446868402533427
f1_macro_test:0.43678160919540227
 ==  Epoch: 219 | Training Loss: 0.443214
ACC_train:0.8291139240506329
auc_train:0.9136676499508358
f1_weighted_train:0.8357390739790013
f1_macro_train:0.8092384742655279
 ==  Epoch: 219 | test Loss: 0.585668
ACC_test:0.85
auc_test:0.7836990595611286
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 219 | test Loss: 0.800246
ACC_test:0.5510204081632653
auc_test:0.4423076923076923
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 220 | Training Loss: 0.463647
ACC_train:0.8544303797468354
auc_train:0.8967551622418879
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 220 | test Loss: 0.583159
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 220 | test Loss: 0.794964
ACC_test:0.6122448979591837
auc_test:0.438034188034188
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 221 | Training Loss: 0.464709
ACC_train:0.8544303797468354
auc_train:0.9058013765978368
f1_weighted_train:0.8573564366996247
f1_macro_train:0.8289318834439581
 ==  Epoch: 221 | test Loss: 0.582018
ACC_test:0.825
auc_test:0.7899686520376176
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 221 | test Loss: 0.792034
ACC_test:0.5918367346938775
auc_test:0.43589743589743585
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 222 | Training Loss: 0.458395
ACC_train:0.8607594936708861
auc_train:0.91976401179941
f1_weighted_train:0.8638879079677395
f1_macro_train:0.837296386444486
 ==  Epoch: 222 | test Loss: 0.582730
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 222 | test Loss: 0.788526
ACC_test:0.6122448979591837
auc_test:0.43589743589743585
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 223 | Training Loss: 0.460980
ACC_train:0.8734177215189873
auc_train:0.9027531956735496
f1_weighted_train:0.8756472957422324
f1_macro_train:0.8503787878787878
 ==  Epoch: 223 | test Loss: 0.581692
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 223 | test Loss: 0.788381
ACC_test:0.6122448979591837
auc_test:0.4423076923076923
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 224 | Training Loss: 0.425284
ACC_train:0.930379746835443
auc_train:0.9453294001966568
f1_weighted_train:0.9301419703929169
f1_macro_train:0.9139731723011435
 ==  Epoch: 224 | test Loss: 0.580345
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 224 | test Loss: 0.790390
ACC_test:0.6122448979591837
auc_test:0.4423076923076923
f1_weighted_test:0.5947116237799467
f1_macro_test:0.4602898550724637
 ==  Epoch: 225 | Training Loss: 0.464891
ACC_train:0.8481012658227848
auc_train:0.9264503441494591
f1_weighted_train:0.850776754890679
f1_macro_train:0.8204545454545455
 ==  Epoch: 225 | test Loss: 0.581164
ACC_test:0.825
auc_test:0.7931034482758621
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 225 | test Loss: 0.796419
ACC_test:0.6122448979591837
auc_test:0.43589743589743585
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 226 | Training Loss: 0.438434
ACC_train:0.8481012658227848
auc_train:0.9172074729596853
f1_weighted_train:0.8521800281293952
f1_macro_train:0.8244444444444444
 ==  Epoch: 226 | test Loss: 0.587471
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 226 | test Loss: 0.806092
ACC_test:0.5510204081632653
auc_test:0.4337606837606837
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 227 | Training Loss: 0.443388
ACC_train:0.8670886075949367
auc_train:0.9099311701081613
f1_weighted_train:0.868338316911634
f1_macro_train:0.8400115723998264
 ==  Epoch: 227 | test Loss: 0.586708
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.8381720430107527
f1_macro_test:0.7849462365591398
 ==  Epoch: 227 | test Loss: 0.805797
ACC_test:0.5510204081632653
auc_test:0.4337606837606837
f1_weighted_test:0.5606413994169096
f1_macro_test:0.45
 ==  Epoch: 228 | Training Loss: 0.469670
ACC_train:0.8417721518987342
auc_train:0.9022615535889873
f1_weighted_train:0.8449526485865484
f1_macro_train:0.8140563950477804
 ==  Epoch: 228 | test Loss: 0.586665
ACC_test:0.825
auc_test:0.7931034482758621
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 228 | test Loss: 0.805562
ACC_test:0.5918367346938775
auc_test:0.42948717948717946
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 229 | Training Loss: 0.429958
ACC_train:0.8924050632911392
auc_train:0.9516224188790561
f1_weighted_train:0.8945678010388529
f1_macro_train:0.8735583486324907
 ==  Epoch: 229 | test Loss: 0.585888
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 229 | test Loss: 0.805597
ACC_test:0.5918367346938775
auc_test:0.42521367521367526
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 230 | Training Loss: 0.455909
ACC_train:0.8924050632911392
auc_train:0.9333333333333333
f1_weighted_train:0.8927571444027139
f1_macro_train:0.8688156288156288
 ==  Epoch: 230 | test Loss: 0.584122
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 230 | test Loss: 0.802564
ACC_test:0.5918367346938775
auc_test:0.4209401709401709
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 231 | Training Loss: 0.460149
ACC_train:0.8544303797468354
auc_train:0.8818092428711899
f1_weighted_train:0.8557991089984563
f1_macro_train:0.8247745792950479
 ==  Epoch: 231 | test Loss: 0.583797
ACC_test:0.85
auc_test:0.7931034482758621
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 231 | test Loss: 0.802275
ACC_test:0.5918367346938775
auc_test:0.41025641025641024
f1_weighted_test:0.5654721218630993
f1_macro_test:0.41387559808612434
 ==  Epoch: 232 | Training Loss: 0.454898
ACC_train:0.8924050632911392
auc_train:0.9327433628318584
f1_weighted_train:0.8927571444027139
f1_macro_train:0.8688156288156288
 ==  Epoch: 232 | test Loss: 0.583418
ACC_test:0.85
auc_test:0.7899686520376176
f1_weighted_test:0.82890625
f1_macro_test:0.765625
 ==  Epoch: 232 | test Loss: 0.801045
ACC_test:0.5918367346938775
auc_test:0.41025641025641024
f1_weighted_test:0.5654721218630993
f1_macro_test:0.41387559808612434
 ==  Epoch: 233 | Training Loss: 0.442133
ACC_train:0.879746835443038
auc_train:0.9242871189773845
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 233 | test Loss: 0.584253
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 233 | test Loss: 0.798876
ACC_test:0.5918367346938775
auc_test:0.42094017094017094
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 234 | Training Loss: 0.473227
ACC_train:0.8354430379746836
auc_train:0.8790560471976401
f1_weighted_train:0.8374617547792877
f1_macro_train:0.8031435691010159
 ==  Epoch: 234 | test Loss: 0.585435
ACC_test:0.825
auc_test:0.7962382445141065
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 234 | test Loss: 0.798267
ACC_test:0.5918367346938775
auc_test:0.42094017094017094
f1_weighted_test:0.5803456517742233
f1_macro_test:0.4481981981981983
 ==  Epoch: 235 | Training Loss: 0.450633
ACC_train:0.8670886075949367
auc_train:0.9211406096361849
f1_weighted_train:0.8697602248127008
f1_macro_train:0.8438073718401355
 ==  Epoch: 235 | test Loss: 0.586415
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 235 | test Loss: 0.795238
ACC_test:0.6122448979591837
auc_test:0.4273504273504274
f1_weighted_test:0.6071456527816605
f1_macro_test:0.48986301369863006
 ==  Epoch: 236 | Training Loss: 0.420481
ACC_train:0.8987341772151899
auc_train:0.9378564405113078
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 236 | test Loss: 0.587121
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 236 | test Loss: 0.795883
ACC_test:0.5918367346938775
auc_test:0.4273504273504274
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 237 | Training Loss: 0.448401
ACC_train:0.8924050632911392
auc_train:0.9284169124877091
f1_weighted_train:0.8940193717009173
f1_macro_train:0.8720647773279353
 ==  Epoch: 237 | test Loss: 0.586899
ACC_test:0.825
auc_test:0.7993730407523512
f1_weighted_test:0.8062091503267974
f1_macro_test:0.738562091503268
 ==  Epoch: 237 | test Loss: 0.795748
ACC_test:0.5918367346938775
auc_test:0.4358974358974359
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 237 | test Loss: 0.795748
ACC_test:0.5918367346938775
auc_test:0.4358974358974359
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
