 ==  Epoch: 1 | Training Loss: 0.425738
ACC_train:0.2848101265822785
auc_train:0.8255653883972468
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 1 | val Loss: 0.422488
ACC_val:0.3
auc_val:0.768025078369906
f1_weighted_val:0.16933333333333336
f1_macro_val:0.25333333333333335
 ==  Epoch: 1 | test Loss: 0.437530
ACC_test:0.2857142857142857
auc_test:0.5683760683760684
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 2 | Training Loss: 0.418266
ACC_train:0.36075949367088606
auc_train:0.8501474926253687
f1_weighted_train:0.2715201802637683
f1_macro_train:0.3316020942408377
 ==  Epoch: 2 | val Loss: 0.416441
ACC_val:0.4
auc_val:0.8463949843260188
f1_weighted_val:0.3447570332480819
f1_macro_val:0.38618925831202044
 ==  Epoch: 2 | test Loss: 0.433964
ACC_test:0.30612244897959184
auc_test:0.6068376068376068
f1_weighted_test:0.24416909620991253
f1_macro_test:0.29166666666666663
 ==  Epoch: 3 | Training Loss: 0.412891
ACC_train:0.5569620253164557
auc_train:0.8908554572271385
f1_weighted_train:0.5569620253164557
f1_macro_train:0.5569620253164557
 ==  Epoch: 3 | val Loss: 0.413276
ACC_val:0.7
auc_val:0.8150470219435737
f1_weighted_val:0.7159999999999999
f1_macro_val:0.6799999999999999
 ==  Epoch: 3 | test Loss: 0.432747
ACC_test:0.42857142857142855
auc_test:0.6143162393162394
f1_weighted_test:0.4228571428571428
f1_macro_test:0.42833333333333334
 ==  Epoch: 4 | Training Loss: 0.409023
ACC_train:0.6392405063291139
auc_train:0.9170108161258603
f1_weighted_train:0.650833691076612
f1_macro_train:0.6359594163062371
 ==  Epoch: 4 | val Loss: 0.412185
ACC_val:0.825
auc_val:0.8150470219435737
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 4 | test Loss: 0.432269
ACC_test:0.4489795918367347
auc_test:0.6025641025641026
f1_weighted_test:0.46653831343858293
f1_macro_test:0.44528301886792454
 ==  Epoch: 5 | Training Loss: 0.410590
ACC_train:0.7025316455696202
auc_train:0.8967551622418879
f1_weighted_train:0.7156701673253479
f1_macro_train:0.6948929701302436
 ==  Epoch: 5 | val Loss: 0.410907
ACC_val:0.875
auc_val:0.7993730407523512
f1_weighted_val:0.8766209000762777
f1_macro_val:0.84744469870328
 ==  Epoch: 5 | test Loss: 0.429853
ACC_test:0.5918367346938775
auc_test:0.5940170940170941
f1_weighted_test:0.61546723952739
f1_macro_test:0.5701754385964912
 ==  Epoch: 6 | Training Loss: 0.406065
ACC_train:0.7468354430379747
auc_train:0.9305801376597836
f1_weighted_train:0.7591578010580969
f1_macro_train:0.7329727902653371
 ==  Epoch: 6 | val Loss: 0.409365
ACC_val:0.875
auc_val:0.7931034482758621
f1_weighted_val:0.8766209000762777
f1_macro_val:0.84744469870328
 ==  Epoch: 6 | test Loss: 0.426940
ACC_test:0.6122448979591837
auc_test:0.5854700854700855
f1_weighted_test:0.634402332361516
f1_macro_test:0.5777777777777777
 ==  Epoch: 7 | Training Loss: 0.405829
ACC_train:0.8291139240506329
auc_train:0.9154375614552606
f1_weighted_train:0.8357390739790013
f1_macro_train:0.8092384742655279
 ==  Epoch: 7 | val Loss: 0.407716
ACC_val:0.85
auc_val:0.7931034482758621
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 7 | test Loss: 0.424233
ACC_test:0.7346938775510204
auc_test:0.5811965811965811
f1_weighted_test:0.7426490836214545
f1_macro_test:0.6816591704147925
 ==  Epoch: 8 | Training Loss: 0.406610
ACC_train:0.7848101265822784
auc_train:0.8833824975417895
f1_weighted_train:0.7951256829180022
f1_macro_train:0.7700736175312448
 ==  Epoch: 8 | val Loss: 0.406115
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 8 | test Loss: 0.422091
ACC_test:0.6938775510204082
auc_test:0.5897435897435899
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 9 | Training Loss: 0.402931
ACC_train:0.8670886075949367
auc_train:0.9089478859390363
f1_weighted_train:0.8722415019836677
f1_macro_train:0.851629924428744
 ==  Epoch: 9 | val Loss: 0.404574
ACC_val:0.825
auc_val:0.8119122257053292
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 9 | test Loss: 0.420594
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 10 | Training Loss: 0.404114
ACC_train:0.8354430379746836
auc_train:0.8916420845624384
f1_weighted_train:0.8427317129383398
f1_macro_train:0.820203081232493
 ==  Epoch: 10 | val Loss: 0.403208
ACC_val:0.825
auc_val:0.9059561128526645
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 10 | test Loss: 0.419732
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 11 | Training Loss: 0.404681
ACC_train:0.8227848101265823
auc_train:0.8792527040314652
f1_weighted_train:0.8302926028131878
f1_macro_train:0.804766107678729
 ==  Epoch: 11 | val Loss: 0.402438
ACC_val:0.825
auc_val:0.9310344827586207
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 11 | test Loss: 0.419771
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 12 | Training Loss: 0.402552
ACC_train:0.8417721518987342
auc_train:0.8970501474926255
f1_weighted_train:0.8486352978480178
f1_macro_train:0.8264117776312898
 ==  Epoch: 12 | val Loss: 0.401970
ACC_val:0.825
auc_val:0.9373040752351097
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 12 | test Loss: 0.420221
ACC_test:0.6938775510204082
auc_test:0.6004273504273505
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 13 | Training Loss: 0.403353
ACC_train:0.8164556962025317
auc_train:0.888102261553589
f1_weighted_train:0.8247371537390582
f1_macro_train:0.8002528445006322
 ==  Epoch: 13 | val Loss: 0.401353
ACC_val:0.85
auc_val:0.9435736677115987
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 13 | test Loss: 0.420640
ACC_test:0.673469387755102
auc_test:0.6047008547008548
f1_weighted_test:0.680466472303207
f1_macro_test:0.6
 ==  Epoch: 14 | Training Loss: 0.399259
ACC_train:0.8481012658227848
auc_train:0.9217305801376597
f1_weighted_train:0.8541869522882181
f1_macro_train:0.8311965811965811
 ==  Epoch: 14 | val Loss: 0.400182
ACC_val:0.85
auc_val:0.9529780564263323
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 14 | test Loss: 0.420493
ACC_test:0.673469387755102
auc_test:0.6004273504273505
f1_weighted_test:0.680466472303207
f1_macro_test:0.6
 ==  Epoch: 15 | Training Loss: 0.396704
ACC_train:0.8607594936708861
auc_train:0.9459193706981317
f1_weighted_train:0.8663380395975332
f1_macro_train:0.8452635327635327
 ==  Epoch: 15 | val Loss: 0.398639
ACC_val:0.85
auc_val:0.9561128526645768
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 15 | test Loss: 0.419791
ACC_test:0.6938775510204082
auc_test:0.6047008547008548
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 16 | Training Loss: 0.394203
ACC_train:0.879746835443038
auc_train:0.9569321533923304
f1_weighted_train:0.8836659298711445
f1_macro_train:0.8631660513241259
 ==  Epoch: 16 | val Loss: 0.396782
ACC_val:0.85
auc_val:0.9561128526645768
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 16 | test Loss: 0.418415
ACC_test:0.6938775510204082
auc_test:0.6111111111111112
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 17 | Training Loss: 0.393345
ACC_train:0.8544303797468354
auc_train:0.9504424778761061
f1_weighted_train:0.860074025982112
f1_macro_train:0.8374994410410052
 ==  Epoch: 17 | val Loss: 0.394730
ACC_val:0.85
auc_val:0.9592476489028212
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 17 | test Loss: 0.416188
ACC_test:0.6530612244897959
auc_test:0.608974358974359
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 18 | Training Loss: 0.393577
ACC_train:0.8164556962025317
auc_train:0.935889872173058
f1_weighted_train:0.8244169455037007
f1_macro_train:0.7986376620522961
 ==  Epoch: 18 | val Loss: 0.392810
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 18 | test Loss: 0.413621
ACC_test:0.6326530612244898
auc_test:0.6111111111111112
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 19 | Training Loss: 0.388997
ACC_train:0.8481012658227848
auc_train:0.9626352015732547
f1_weighted_train:0.8533096948430123
f1_macro_train:0.8280116110304789
 ==  Epoch: 19 | val Loss: 0.391013
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 19 | test Loss: 0.410947
ACC_test:0.6530612244897959
auc_test:0.608974358974359
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 20 | Training Loss: 0.389751
ACC_train:0.8291139240506329
auc_train:0.9351032448377581
f1_weighted_train:0.8352459227136773
f1_macro_train:0.8074475287745431
 ==  Epoch: 20 | val Loss: 0.389157
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 20 | test Loss: 0.408298
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 21 | Training Loss: 0.386000
ACC_train:0.8544303797468354
auc_train:0.9518190757128809
f1_weighted_train:0.8557991089984563
f1_macro_train:0.8247745792950479
 ==  Epoch: 21 | val Loss: 0.387686
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 21 | test Loss: 0.406093
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 22 | Training Loss: 0.385482
ACC_train:0.8670886075949367
auc_train:0.9449360865290068
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 22 | val Loss: 0.386365
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 22 | test Loss: 0.404595
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 23 | Training Loss: 0.384985
ACC_train:0.8607594936708861
auc_train:0.9382497541789577
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 23 | val Loss: 0.385003
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 23 | test Loss: 0.403472
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 24 | Training Loss: 0.384431
ACC_train:0.8734177215189873
auc_train:0.9376597836774829
f1_weighted_train:0.8749705805994521
f1_macro_train:0.8485719762315507
 ==  Epoch: 24 | val Loss: 0.383631
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 24 | test Loss: 0.402576
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 25 | Training Loss: 0.380121
ACC_train:0.9177215189873418
auc_train:0.9646017699115045
f1_weighted_train:0.9168418665024903
f1_macro_train:0.8969030768458566
 ==  Epoch: 25 | val Loss: 0.382255
ACC_val:0.85
auc_val:0.9686520376175549
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 25 | test Loss: 0.401729
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 26 | Training Loss: 0.380132
ACC_train:0.8670886075949367
auc_train:0.9555555555555555
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 26 | val Loss: 0.380925
ACC_val:0.85
auc_val:0.9686520376175549
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 26 | test Loss: 0.401074
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 27 | Training Loss: 0.381228
ACC_train:0.8607594936708861
auc_train:0.9486725663716813
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 27 | val Loss: 0.379542
ACC_val:0.85
auc_val:0.9717868338557993
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 27 | test Loss: 0.400445
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 28 | Training Loss: 0.375554
ACC_train:0.9050632911392406
auc_train:0.9750245821042282
f1_weighted_train:0.9047390505357958
f1_macro_train:0.8826906895015592
 ==  Epoch: 28 | val Loss: 0.377926
ACC_val:0.85
auc_val:0.9717868338557993
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 28 | test Loss: 0.399493
ACC_test:0.6326530612244898
auc_test:0.5982905982905983
f1_weighted_test:0.5916797488226059
f1_macro_test:0.43461538461538457
 ==  Epoch: 29 | Training Loss: 0.374488
ACC_train:0.9240506329113924
auc_train:0.976597836774828
f1_weighted_train:0.9235206831809097
f1_macro_train:0.9055023923444976
 ==  Epoch: 29 | val Loss: 0.376275
ACC_val:0.85
auc_val:0.9780564263322884
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 29 | test Loss: 0.398434
ACC_test:0.6530612244897959
auc_test:0.5982905982905983
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 30 | Training Loss: 0.371987
ACC_train:0.9113924050632911
auc_train:0.9795476892822026
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 30 | val Loss: 0.374653
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 30 | test Loss: 0.397158
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 31 | Training Loss: 0.370750
ACC_train:0.9113924050632911
auc_train:0.9775811209439529
f1_weighted_train:0.9113924050632911
f1_macro_train:0.8912487708947886
 ==  Epoch: 31 | val Loss: 0.372927
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 31 | test Loss: 0.395362
ACC_test:0.6530612244897959
auc_test:0.596153846153846
f1_weighted_test:0.6045221552978286
f1_macro_test:0.44503664223850764
 ==  Epoch: 32 | Training Loss: 0.369561
ACC_train:0.9177215189873418
auc_train:0.9744346116027531
f1_weighted_train:0.9168418665024903
f1_macro_train:0.8969030768458566
 ==  Epoch: 32 | val Loss: 0.370813
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 32 | test Loss: 0.392981
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.6172335600907028
f1_macro_test:0.4555555555555555
 ==  Epoch: 33 | Training Loss: 0.368368
ACC_train:0.9050632911392406
auc_train:0.9712881022615536
f1_weighted_train:0.9047390505357958
f1_macro_train:0.8826906895015592
 ==  Epoch: 33 | val Loss: 0.367581
ACC_val:0.8
auc_val:0.9811912225705328
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 33 | test Loss: 0.389842
ACC_test:0.6938775510204082
auc_test:0.6175213675213674
f1_weighted_test:0.6298519407763105
f1_macro_test:0.4662309368191721
 ==  Epoch: 34 | Training Loss: 0.364880
ACC_train:0.930379746835443
auc_train:0.9874139626352016
f1_weighted_train:0.9278451087769698
f1_macro_train:0.9086945101129499
 ==  Epoch: 34 | val Loss: 0.367599
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 34 | test Loss: 0.389554
ACC_test:0.6938775510204082
auc_test:0.6047008547008547
f1_weighted_test:0.6298519407763105
f1_macro_test:0.4662309368191721
 ==  Epoch: 35 | Training Loss: 0.364543
ACC_train:0.9367088607594937
auc_train:0.9870206489675516
f1_weighted_train:0.9347033879296923
f1_macro_train:0.9176568688763811
 ==  Epoch: 35 | val Loss: 0.366753
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 35 | test Loss: 0.388676
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6298519407763105
f1_macro_test:0.4662309368191721
 ==  Epoch: 36 | Training Loss: 0.364083
ACC_train:0.9177215189873418
auc_train:0.9760078662733531
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 36 | val Loss: 0.365665
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 36 | test Loss: 0.387575
ACC_test:0.6938775510204082
auc_test:0.5747863247863247
f1_weighted_test:0.6298519407763105
f1_macro_test:0.4662309368191721
 ==  Epoch: 37 | Training Loss: 0.364627
ACC_train:0.8987341772151899
auc_train:0.9722713864306785
f1_weighted_train:0.8955254206875077
f1_macro_train:0.8682509902022097
 ==  Epoch: 37 | val Loss: 0.364295
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 37 | test Loss: 0.385976
ACC_test:0.7142857142857143
auc_test:0.5662393162393162
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 38 | Training Loss: 0.361065
ACC_train:0.9050632911392406
auc_train:0.9795476892822026
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 38 | val Loss: 0.362809
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 38 | test Loss: 0.383826
ACC_test:0.7346938775510204
auc_test:0.5641025641025641
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 39 | Training Loss: 0.359550
ACC_train:0.8987341772151899
auc_train:0.9806293018682399
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 39 | val Loss: 0.361341
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 39 | test Loss: 0.383122
ACC_test:0.7142857142857143
auc_test:0.5641025641025641
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 40 | Training Loss: 0.356999
ACC_train:0.8924050632911392
auc_train:0.9911504424778761
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 40 | val Loss: 0.359819
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 40 | test Loss: 0.382172
ACC_test:0.7142857142857143
auc_test:0.5726495726495726
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 41 | Training Loss: 0.356620
ACC_train:0.9050632911392406
auc_train:0.9846607669616518
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 41 | val Loss: 0.358275
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 41 | test Loss: 0.380995
ACC_test:0.7142857142857143
auc_test:0.5811965811965812
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 42 | Training Loss: 0.353015
ACC_train:0.8987341772151899
auc_train:0.9905604719764012
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 42 | val Loss: 0.356600
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 42 | test Loss: 0.379389
ACC_test:0.7142857142857143
auc_test:0.5876068376068375
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 43 | Training Loss: 0.353020
ACC_train:0.8670886075949367
auc_train:0.9891838741396264
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 43 | val Loss: 0.354460
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 43 | test Loss: 0.376354
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 44 | Training Loss: 0.349209
ACC_train:0.8987341772151899
auc_train:0.9962635201573254
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 44 | val Loss: 0.353300
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 44 | test Loss: 0.375822
ACC_test:0.7346938775510204
auc_test:0.5897435897435896
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 45 | Training Loss: 0.349353
ACC_train:0.879746835443038
auc_train:0.9912487708947886
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 45 | val Loss: 0.351984
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 45 | test Loss: 0.374691
ACC_test:0.7346938775510204
auc_test:0.579059829059829
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 46 | Training Loss: 0.349178
ACC_train:0.8987341772151899
auc_train:0.9846607669616518
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 46 | val Loss: 0.350581
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 46 | test Loss: 0.372705
ACC_test:0.7346938775510204
auc_test:0.579059829059829
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 47 | Training Loss: 0.345539
ACC_train:0.879746835443038
auc_train:0.9935103244837757
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 47 | val Loss: 0.349256
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 47 | test Loss: 0.370722
ACC_test:0.7346938775510204
auc_test:0.5726495726495726
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 48 | Training Loss: 0.344115
ACC_train:0.879746835443038
auc_train:0.9929203539823008
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 48 | val Loss: 0.347885
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 48 | test Loss: 0.369407
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 49 | Training Loss: 0.343319
ACC_train:0.8860759493670886
auc_train:0.992723697148476
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 49 | val Loss: 0.346486
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 49 | test Loss: 0.368963
ACC_test:0.7346938775510204
auc_test:0.5726495726495726
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 50 | Training Loss: 0.341552
ACC_train:0.8924050632911392
auc_train:0.9964601769911505
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 50 | val Loss: 0.345084
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 50 | test Loss: 0.368532
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 51 | Training Loss: 0.340635
ACC_train:0.879746835443038
auc_train:0.9933136676499509
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 51 | val Loss: 0.343626
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 51 | test Loss: 0.366967
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 52 | Training Loss: 0.338641
ACC_train:0.8481012658227848
auc_train:0.9927236971484759
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 52 | val Loss: 0.342037
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 52 | test Loss: 0.364004
ACC_test:0.7346938775510204
auc_test:0.5598290598290598
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 53 | Training Loss: 0.336312
ACC_train:0.8354430379746836
auc_train:0.9946902654867256
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 53 | val Loss: 0.340482
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 53 | test Loss: 0.361995
ACC_test:0.7346938775510204
auc_test:0.561965811965812
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 54 | Training Loss: 0.334911
ACC_train:0.8670886075949367
auc_train:0.9986234021632252
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 54 | val Loss: 0.339086
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 54 | test Loss: 0.361800
ACC_test:0.7346938775510204
auc_test:0.5662393162393162
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 55 | Training Loss: 0.333743
ACC_train:0.879746835443038
auc_train:0.994788593903638
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 55 | val Loss: 0.337742
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 55 | test Loss: 0.362234
ACC_test:0.7346938775510204
auc_test:0.5683760683760684
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 56 | Training Loss: 0.330909
ACC_train:0.8607594936708861
auc_train:0.9986234021632251
f1_weighted_train:0.8444112843177287
f1_macro_train:0.7938804554079696
 ==  Epoch: 56 | val Loss: 0.336329
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 56 | test Loss: 0.361151
ACC_test:0.7346938775510204
auc_test:0.5683760683760684
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 57 | Training Loss: 0.330200
ACC_train:0.8417721518987342
auc_train:0.9933136676499508
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 57 | val Loss: 0.334579
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 57 | test Loss: 0.357946
ACC_test:0.7346938775510204
auc_test:0.5747863247863247
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 58 | Training Loss: 0.328100
ACC_train:0.8354430379746836
auc_train:0.9986234021632252
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 58 | val Loss: 0.332736
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 58 | test Loss: 0.354811
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 59 | Training Loss: 0.326812
ACC_train:0.8481012658227848
auc_train:0.9919370698131761
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 59 | val Loss: 0.331707
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 59 | test Loss: 0.354667
ACC_test:0.7346938775510204
auc_test:0.576923076923077
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 60 | Training Loss: 0.323896
ACC_train:0.8734177215189873
auc_train:0.9984267453294002
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 60 | val Loss: 0.330536
ACC_val:0.8
auc_val:0.9905956112852665
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 60 | test Loss: 0.354736
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 61 | Training Loss: 0.324687
ACC_train:0.879746835443038
auc_train:0.9937069813176008
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 61 | val Loss: 0.329217
ACC_val:0.8
auc_val:0.9874608150470219
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 61 | test Loss: 0.354043
ACC_test:0.7346938775510204
auc_test:0.5683760683760682
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 62 | Training Loss: 0.323848
ACC_train:0.8417721518987342
auc_train:0.9970501474926253
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 62 | val Loss: 0.327893
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 62 | test Loss: 0.351867
ACC_test:0.7346938775510204
auc_test:0.5769230769230769
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 63 | Training Loss: 0.322209
ACC_train:0.8417721518987342
auc_train:0.9944936086529006
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 63 | val Loss: 0.326548
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 63 | test Loss: 0.349833
ACC_test:0.7346938775510204
auc_test:0.579059829059829
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 64 | Training Loss: 0.320854
ACC_train:0.8227848101265823
auc_train:0.9968534906588004
f1_weighted_train:0.7925362433003346
f1_macro_train:0.7190754381508763
 ==  Epoch: 64 | val Loss: 0.324980
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 64 | test Loss: 0.347629
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 65 | Training Loss: 0.319752
ACC_train:0.8417721518987342
auc_train:0.9948869223205506
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 65 | val Loss: 0.323468
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 65 | test Loss: 0.346624
ACC_test:0.7346938775510204
auc_test:0.5876068376068376
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 66 | Training Loss: 0.317907
ACC_train:0.8291139240506329
auc_train:0.9976401179941004
f1_weighted_train:0.8016139061818754
f1_macro_train:0.7323546019198194
 ==  Epoch: 66 | val Loss: 0.321887
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 66 | test Loss: 0.346419
ACC_test:0.7346938775510204
auc_test:0.5876068376068376
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 67 | Training Loss: 0.314336
ACC_train:0.8417721518987342
auc_train:0.9948869223205506
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 67 | val Loss: 0.319224
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 67 | test Loss: 0.344687
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 68 | Training Loss: 0.310352
ACC_train:0.8354430379746836
auc_train:0.9980334316617503
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 68 | val Loss: 0.315846
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 68 | test Loss: 0.341840
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 69 | Training Loss: 0.309274
ACC_train:0.8481012658227848
auc_train:0.9968534906588005
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 69 | val Loss: 0.314054
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 69 | test Loss: 0.340064
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 70 | Training Loss: 0.308209
ACC_train:0.8417721518987342
auc_train:0.9982300884955753
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 70 | val Loss: 0.313870
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 70 | test Loss: 0.339942
ACC_test:0.7346938775510204
auc_test:0.6025641025641025
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 71 | Training Loss: 0.305270
ACC_train:0.8607594936708861
auc_train:0.9990167158308751
f1_weighted_train:0.8444112843177287
f1_macro_train:0.7938804554079696
 ==  Epoch: 71 | val Loss: 0.312748
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 71 | test Loss: 0.338324
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 72 | Training Loss: 0.306236
ACC_train:0.8354430379746836
auc_train:0.9979351032448378
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 72 | val Loss: 0.310373
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 72 | test Loss: 0.335359
ACC_test:0.7346938775510204
auc_test:0.6217948717948718
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 73 | Training Loss: 0.302493
ACC_train:0.8164556962025317
auc_train:0.9964601769911504
f1_weighted_train:0.7832631454740021
f1_macro_train:0.705432336869174
 ==  Epoch: 73 | val Loss: 0.306536
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 73 | test Loss: 0.330548
ACC_test:0.7346938775510204
auc_test:0.6239316239316239
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 74 | Training Loss: 0.303537
ACC_train:0.8417721518987342
auc_train:0.9976401179941002
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 74 | val Loss: 0.308587
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 74 | test Loss: 0.334512
ACC_test:0.7346938775510204
auc_test:0.6196581196581197
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 75 | Training Loss: 0.300567
ACC_train:0.8734177215189873
auc_train:0.9968534906588005
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 75 | val Loss: 0.308273
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 75 | test Loss: 0.335054
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 76 | Training Loss: 0.301449
ACC_train:0.8164556962025317
auc_train:0.9972468043264503
f1_weighted_train:0.7832631454740021
f1_macro_train:0.705432336869174
 ==  Epoch: 76 | val Loss: 0.306651
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 76 | test Loss: 0.332329
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 77 | Training Loss: 0.299963
ACC_train:0.8164556962025317
auc_train:0.9976401179941004
f1_weighted_train:0.7832631454740021
f1_macro_train:0.705432336869174
 ==  Epoch: 77 | val Loss: 0.304715
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 77 | test Loss: 0.329779
ACC_test:0.7346938775510204
auc_test:0.6004273504273505
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 78 | Training Loss: 0.296681
ACC_train:0.8291139240506329
auc_train:0.9980334316617503
f1_weighted_train:0.8016139061818754
f1_macro_train:0.7323546019198194
 ==  Epoch: 78 | val Loss: 0.302996
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 78 | test Loss: 0.328223
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 79 | Training Loss: 0.292577
ACC_train:0.8417721518987342
auc_train:0.999016715830875
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 79 | val Loss: 0.301383
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 79 | test Loss: 0.327775
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 80 | Training Loss: 0.289688
ACC_train:0.8481012658227848
auc_train:0.9996066863323501
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 80 | val Loss: 0.298681
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 80 | test Loss: 0.326333
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 81 | Training Loss: 0.285876
ACC_train:0.8354430379746836
auc_train:0.9994100294985251
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 81 | val Loss: 0.294286
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 81 | test Loss: 0.322514
ACC_test:0.7346938775510204
auc_test:0.6025641025641025
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 82 | Training Loss: 0.282808
ACC_train:0.8544303797468354
auc_train:0.9978367748279252
f1_weighted_train:0.8361676443161651
f1_macro_train:0.7821734699994005
 ==  Epoch: 82 | val Loss: 0.290272
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 82 | test Loss: 0.319439
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 83 | Training Loss: 0.279802
ACC_train:0.8734177215189873
auc_train:0.9995083579154376
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 83 | val Loss: 0.288331
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 83 | test Loss: 0.318696
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 84 | Training Loss: 0.280640
ACC_train:0.8860759493670886
auc_train:0.9976401179941004
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 84 | val Loss: 0.288549
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 84 | test Loss: 0.320395
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 85 | Training Loss: 0.276745
ACC_train:0.879746835443038
auc_train:1.0
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 85 | val Loss: 0.285790
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 85 | test Loss: 0.317893
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 86 | Training Loss: 0.272211
ACC_train:0.879746835443038
auc_train:1.0
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 86 | val Loss: 0.281568
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 86 | test Loss: 0.313225
ACC_test:0.7346938775510204
auc_test:0.596153846153846
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 87 | Training Loss: 0.268433
ACC_train:0.8670886075949367
auc_train:0.9997050147492625
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 87 | val Loss: 0.278499
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 87 | test Loss: 0.310318
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 88 | Training Loss: 0.268772
ACC_train:0.8860759493670886
auc_train:0.9992133726647001
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 88 | val Loss: 0.276890
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 88 | test Loss: 0.309521
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 89 | Training Loss: 0.263181
ACC_train:0.9177215189873418
auc_train:0.9996066863323501
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 89 | val Loss: 0.274618
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 89 | test Loss: 0.308616
ACC_test:0.7346938775510204
auc_test:0.6025641025641025
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 90 | Training Loss: 0.258405
ACC_train:0.8734177215189873
auc_train:1.0
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 90 | val Loss: 0.269339
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 90 | test Loss: 0.305502
ACC_test:0.7346938775510204
auc_test:0.6239316239316239
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 91 | Training Loss: 0.249164
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 91 | val Loss: 0.258484
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 91 | test Loss: 0.299492
ACC_test:0.7142857142857143
auc_test:0.6025641025641025
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 92 | Training Loss: 0.256693
ACC_train:0.8987341772151899
auc_train:0.9996066863323501
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 92 | val Loss: 0.266163
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 92 | test Loss: 0.306071
ACC_test:0.7142857142857143
auc_test:0.6153846153846154
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 93 | Training Loss: 0.258768
ACC_train:0.9177215189873418
auc_train:0.9988200589970502
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 93 | val Loss: 0.268932
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 93 | test Loss: 0.308822
ACC_test:0.7346938775510204
auc_test:0.6153846153846154
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 94 | Training Loss: 0.254841
ACC_train:0.8987341772151899
auc_train:0.9986234021632252
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 94 | val Loss: 0.263852
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 94 | test Loss: 0.303859
ACC_test:0.7346938775510204
auc_test:0.608974358974359
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 95 | Training Loss: 0.248562
ACC_train:0.879746835443038
auc_train:0.9996066863323501
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 95 | val Loss: 0.256748
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 95 | test Loss: 0.297588
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 96 | Training Loss: 0.248532
ACC_train:0.879746835443038
auc_train:0.9981317600786628
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 96 | val Loss: 0.256416
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 96 | test Loss: 0.296484
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 97 | Training Loss: 0.252983
ACC_train:0.8860759493670886
auc_train:0.9978367748279253
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 97 | val Loss: 0.261239
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 97 | test Loss: 0.300345
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 98 | Training Loss: 0.252252
ACC_train:0.9113924050632911
auc_train:0.9996066863323501
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 98 | val Loss: 0.263077
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 98 | test Loss: 0.302095
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 99 | Training Loss: 0.250426
ACC_train:0.8987341772151899
auc_train:0.9999016715830875
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 99 | val Loss: 0.261556
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 99 | test Loss: 0.299833
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 100 | Training Loss: 0.248730
ACC_train:0.879746835443038
auc_train:0.9988200589970502
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 100 | val Loss: 0.259295
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 100 | test Loss: 0.296951
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 101 | Training Loss: 0.243284
ACC_train:0.8670886075949367
auc_train:1.0
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 101 | val Loss: 0.257168
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 101 | test Loss: 0.294798
ACC_test:0.7346938775510204
auc_test:0.5982905982905983
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 102 | Training Loss: 0.245244
ACC_train:0.8354430379746836
auc_train:0.9990167158308751
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 102 | val Loss: 0.255883
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 102 | test Loss: 0.294186
ACC_test:0.7346938775510204
auc_test:0.6047008547008547
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 103 | Training Loss: 0.242209
ACC_train:0.8987341772151899
auc_train:0.9992133726647001
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 103 | val Loss: 0.254334
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 103 | test Loss: 0.293447
ACC_test:0.7346938775510204
auc_test:0.608974358974359
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 104 | Training Loss: 0.241194
ACC_train:0.879746835443038
auc_train:1.0
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 104 | val Loss: 0.252152
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 104 | test Loss: 0.292364
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 105 | Training Loss: 0.235725
ACC_train:0.9113924050632911
auc_train:0.9996066863323501
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 105 | val Loss: 0.249278
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 105 | test Loss: 0.291073
ACC_test:0.7346938775510204
auc_test:0.608974358974359
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 106 | Training Loss: 0.233873
ACC_train:0.8670886075949367
auc_train:0.9996066863323501
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 106 | val Loss: 0.243777
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 106 | test Loss: 0.287566
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 107 | Training Loss: 0.225694
ACC_train:0.8734177215189873
auc_train:0.999803343166175
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 107 | val Loss: 0.238445
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 107 | test Loss: 0.283881
ACC_test:0.7142857142857143
auc_test:0.6132478632478633
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 108 | Training Loss: 0.225037
ACC_train:0.9177215189873418
auc_train:0.999803343166175
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 108 | val Loss: 0.235238
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 108 | test Loss: 0.282351
ACC_test:0.7142857142857143
auc_test:0.6217948717948718
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 109 | Training Loss: 0.225495
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 109 | val Loss: 0.236506
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 109 | test Loss: 0.283567
ACC_test:0.7142857142857143
auc_test:0.6047008547008547
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 110 | Training Loss: 0.228441
ACC_train:0.9050632911392406
auc_train:0.9985250737463127
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 110 | val Loss: 0.237907
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 110 | test Loss: 0.284548
ACC_test:0.7346938775510204
auc_test:0.6025641025641025
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 111 | Training Loss: 0.218646
ACC_train:0.879746835443038
auc_train:0.9990167158308751
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 111 | val Loss: 0.231346
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 111 | test Loss: 0.278506
ACC_test:0.7346938775510204
auc_test:0.594017094017094
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 112 | Training Loss: 0.217881
ACC_train:0.8734177215189873
auc_train:0.9980334316617503
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 112 | val Loss: 0.228513
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 112 | test Loss: 0.275436
ACC_test:0.7346938775510204
auc_test:0.5876068376068375
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 113 | Training Loss: 0.224442
ACC_train:0.8860759493670886
auc_train:0.9990167158308751
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 113 | val Loss: 0.235422
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 113 | test Loss: 0.280015
ACC_test:0.7346938775510204
auc_test:0.594017094017094
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 114 | Training Loss: 0.226345
ACC_train:0.9177215189873418
auc_train:0.9994100294985251
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 114 | val Loss: 0.240461
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 114 | test Loss: 0.283355
ACC_test:0.7346938775510204
auc_test:0.579059829059829
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 115 | Training Loss: 0.223589
ACC_train:0.8860759493670886
auc_train:0.9996066863323501
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 115 | val Loss: 0.241180
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 115 | test Loss: 0.280685
ACC_test:0.7346938775510204
auc_test:0.579059829059829
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 116 | Training Loss: 0.227387
ACC_train:0.8291139240506329
auc_train:0.9964601769911505
f1_weighted_train:0.8016139061818754
f1_macro_train:0.7323546019198194
 ==  Epoch: 116 | val Loss: 0.241073
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 116 | test Loss: 0.277008
ACC_test:0.7142857142857143
auc_test:0.579059829059829
f1_weighted_test:0.6122448979591836
f1_macro_test:0.41666666666666663
 ==  Epoch: 117 | Training Loss: 0.223438
ACC_train:0.8481012658227848
auc_train:0.9989183874139627
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 117 | val Loss: 0.241309
ACC_val:0.775
auc_val:0.9937304075235109
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 117 | test Loss: 0.276329
ACC_test:0.7142857142857143
auc_test:0.5876068376068376
f1_weighted_test:0.6122448979591836
f1_macro_test:0.41666666666666663
 ==  Epoch: 118 | Training Loss: 0.225607
ACC_train:0.8417721518987342
auc_train:1.0
f1_weighted_train:0.8192235924849772
f1_macro_train:0.7578915108795586
 ==  Epoch: 118 | val Loss: 0.243049
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 118 | test Loss: 0.280172
ACC_test:0.7346938775510204
auc_test:0.5918803418803418
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 119 | Training Loss: 0.224195
ACC_train:0.8987341772151899
auc_train:0.9996066863323501
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 119 | val Loss: 0.242752
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 119 | test Loss: 0.281759
ACC_test:0.7346938775510204
auc_test:0.6025641025641026
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 120 | Training Loss: 0.221306
ACC_train:0.8481012658227848
auc_train:0.9994100294985251
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 120 | val Loss: 0.239061
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 120 | test Loss: 0.275632
ACC_test:0.7346938775510204
auc_test:0.6047008547008548
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 121 | Training Loss: 0.221280
ACC_train:0.8037974683544303
auc_train:0.9986234021632252
f1_weighted_train:0.7640859620812487
f1_macro_train:0.6769768515465278
 ==  Epoch: 121 | val Loss: 0.235124
ACC_val:0.775
auc_val:0.9937304075235109
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 121 | test Loss: 0.271417
ACC_test:0.7142857142857143
auc_test:0.5897435897435896
f1_weighted_test:0.6122448979591836
f1_macro_test:0.41666666666666663
 ==  Epoch: 122 | Training Loss: 0.213356
ACC_train:0.8670886075949367
auc_train:1.0
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 122 | val Loss: 0.235034
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 122 | test Loss: 0.272817
ACC_test:0.7346938775510204
auc_test:0.6068376068376068
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 123 | Training Loss: 0.217377
ACC_train:0.8924050632911392
auc_train:0.9996066863323501
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 123 | val Loss: 0.234398
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 123 | test Loss: 0.273922
ACC_test:0.7346938775510204
auc_test:0.6025641025641026
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 124 | Training Loss: 0.213170
ACC_train:0.8544303797468354
auc_train:0.9998033431661749
f1_weighted_train:0.8361676443161651
f1_macro_train:0.7821734699994005
 ==  Epoch: 124 | val Loss: 0.232369
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 124 | test Loss: 0.272558
ACC_test:0.7346938775510204
auc_test:0.6025641025641025
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 125 | Training Loss: 0.213243
ACC_train:0.8734177215189873
auc_train:0.9988200589970501
f1_weighted_train:0.8604801599553066
f1_macro_train:0.8164924506387921
 ==  Epoch: 125 | val Loss: 0.229468
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 125 | test Loss: 0.269986
ACC_test:0.7346938775510204
auc_test:0.6004273504273504
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 126 | Training Loss: 0.205862
ACC_train:0.8607594936708861
auc_train:1.0
f1_weighted_train:0.8444112843177287
f1_macro_train:0.7938804554079696
 ==  Epoch: 126 | val Loss: 0.226709
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 126 | test Loss: 0.267894
ACC_test:0.7346938775510204
auc_test:0.596153846153846
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 127 | Training Loss: 0.208620
ACC_train:0.8670886075949367
auc_train:0.999803343166175
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 127 | val Loss: 0.225158
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 127 | test Loss: 0.268244
ACC_test:0.7346938775510204
auc_test:0.5876068376068375
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 128 | Training Loss: 0.202872
ACC_train:0.8987341772151899
auc_train:1.0
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 128 | val Loss: 0.223102
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 128 | test Loss: 0.268233
ACC_test:0.7346938775510204
auc_test:0.5961538461538461
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 129 | Training Loss: 0.196410
ACC_train:0.8987341772151899
auc_train:0.999803343166175
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 129 | val Loss: 0.219391
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 129 | test Loss: 0.265618
ACC_test:0.7346938775510204
auc_test:0.5897435897435898
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 130 | Training Loss: 0.195275
ACC_train:0.9177215189873418
auc_train:0.9997050147492625
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 130 | val Loss: 0.215803
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 130 | test Loss: 0.263265
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 131 | Training Loss: 0.193296
ACC_train:0.8924050632911392
auc_train:1.0
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 131 | val Loss: 0.213739
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 131 | test Loss: 0.261935
ACC_test:0.7346938775510204
auc_test:0.5811965811965812
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 132 | Training Loss: 0.193585
ACC_train:0.8987341772151899
auc_train:0.9994100294985251
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 132 | val Loss: 0.214468
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 132 | test Loss: 0.262923
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 133 | Training Loss: 0.186471
ACC_train:0.9113924050632911
auc_train:1.0
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 133 | val Loss: 0.208768
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 133 | test Loss: 0.259280
ACC_test:0.7346938775510204
auc_test:0.5854700854700854
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 134 | Training Loss: 0.184877
ACC_train:0.9113924050632911
auc_train:0.9999016715830875
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 134 | val Loss: 0.206697
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 134 | test Loss: 0.259906
ACC_test:0.7346938775510204
auc_test:0.5876068376068376
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 135 | Training Loss: 0.185985
ACC_train:0.9113924050632911
auc_train:0.999803343166175
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 135 | val Loss: 0.206817
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 135 | test Loss: 0.261610
ACC_test:0.7142857142857143
auc_test:0.5876068376068375
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 136 | Training Loss: 0.182984
ACC_train:0.9177215189873418
auc_train:0.9997050147492625
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 136 | val Loss: 0.206069
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 136 | test Loss: 0.260674
ACC_test:0.7142857142857143
auc_test:0.5876068376068375
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 137 | Training Loss: 0.182540
ACC_train:0.8860759493670886
auc_train:0.9994100294985251
f1_weighted_train:0.8760375596596804
f1_macro_train:0.8381147540983607
 ==  Epoch: 137 | val Loss: 0.203543
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 137 | test Loss: 0.255738
ACC_test:0.7346938775510204
auc_test:0.5833333333333334
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 138 | Training Loss: 0.178836
ACC_train:0.8481012658227848
auc_train:0.9998033431661749
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 138 | val Loss: 0.200358
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 138 | test Loss: 0.252101
ACC_test:0.7142857142857143
auc_test:0.579059829059829
f1_weighted_test:0.6122448979591836
f1_macro_test:0.41666666666666663
 ==  Epoch: 139 | Training Loss: 0.178828
ACC_train:0.9050632911392406
auc_train:0.9996066863323501
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 139 | val Loss: 0.202180
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 139 | test Loss: 0.255702
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 140 | Training Loss: 0.177087
ACC_train:0.9367088607594937
auc_train:0.999803343166175
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 140 | val Loss: 0.201779
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 140 | test Loss: 0.258125
ACC_test:0.7142857142857143
auc_test:0.5876068376068375
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 141 | Training Loss: 0.177821
ACC_train:0.9240506329113924
auc_train:1.0
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 141 | val Loss: 0.197054
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 141 | test Loss: 0.253105
ACC_test:0.7346938775510204
auc_test:0.5811965811965811
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 142 | Training Loss: 0.170986
ACC_train:0.8924050632911392
auc_train:0.9990167158308751
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 142 | val Loss: 0.193444
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 142 | test Loss: 0.248615
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 143 | Training Loss: 0.170908
ACC_train:0.9177215189873418
auc_train:1.0
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 143 | val Loss: 0.196630
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 143 | test Loss: 0.251431
ACC_test:0.7346938775510204
auc_test:0.5811965811965811
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 144 | Training Loss: 0.173783
ACC_train:0.9240506329113924
auc_train:0.999803343166175
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 144 | val Loss: 0.199483
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 144 | test Loss: 0.254239
ACC_test:0.7142857142857143
auc_test:0.5918803418803418
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 145 | Training Loss: 0.173002
ACC_train:0.9240506329113924
auc_train:1.0
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 145 | val Loss: 0.198941
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 145 | test Loss: 0.254255
ACC_test:0.7142857142857143
auc_test:0.5876068376068376
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 146 | Training Loss: 0.172749
ACC_train:0.9240506329113924
auc_train:0.9994100294985251
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 146 | val Loss: 0.195269
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 146 | test Loss: 0.250724
ACC_test:0.7346938775510204
auc_test:0.579059829059829
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 147 | Training Loss: 0.161202
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 147 | val Loss: 0.190892
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 147 | test Loss: 0.246235
ACC_test:0.7142857142857143
auc_test:0.5811965811965812
f1_weighted_test:0.6122448979591836
f1_macro_test:0.41666666666666663
 ==  Epoch: 148 | Training Loss: 0.167289
ACC_train:0.879746835443038
auc_train:1.0
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 148 | val Loss: 0.189319
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 148 | test Loss: 0.245410
ACC_test:0.7346938775510204
auc_test:0.5811965811965812
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 149 | Training Loss: 0.167836
ACC_train:0.9050632911392406
auc_train:0.999803343166175
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 149 | val Loss: 0.189798
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 149 | test Loss: 0.246982
ACC_test:0.7346938775510204
auc_test:0.5833333333333333
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 150 | Training Loss: 0.167618
ACC_train:0.8987341772151899
auc_train:1.0
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 150 | val Loss: 0.191861
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 150 | test Loss: 0.250331
ACC_test:0.7142857142857143
auc_test:0.594017094017094
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 151 | Training Loss: 0.164190
ACC_train:0.9177215189873418
auc_train:1.0
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 151 | val Loss: 0.192133
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 151 | test Loss: 0.251629
ACC_test:0.7142857142857143
auc_test:0.594017094017094
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 152 | Training Loss: 0.158822
ACC_train:0.9177215189873418
auc_train:0.9992133726647001
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 152 | val Loss: 0.185115
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 152 | test Loss: 0.245892
ACC_test:0.7142857142857143
auc_test:0.5876068376068376
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 153 | Training Loss: 0.158137
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 153 | val Loss: 0.182682
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 153 | test Loss: 0.243564
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 154 | Training Loss: 0.158007
ACC_train:0.8987341772151899
auc_train:1.0
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 154 | val Loss: 0.184223
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 154 | test Loss: 0.244011
ACC_test:0.7346938775510204
auc_test:0.5876068376068376
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 155 | Training Loss: 0.158869
ACC_train:0.8924050632911392
auc_train:0.9996066863323501
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 155 | val Loss: 0.185883
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 155 | test Loss: 0.245808
ACC_test:0.7346938775510204
auc_test:0.5897435897435898
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 156 | Training Loss: 0.157620
ACC_train:0.9367088607594937
auc_train:0.9996066863323501
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 156 | val Loss: 0.184829
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 156 | test Loss: 0.245736
ACC_test:0.7142857142857143
auc_test:0.5897435897435898
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 157 | Training Loss: 0.152468
ACC_train:0.8924050632911392
auc_train:1.0
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 157 | val Loss: 0.182564
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 157 | test Loss: 0.243577
ACC_test:0.7346938775510204
auc_test:0.5918803418803419
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 158 | Training Loss: 0.147621
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 158 | val Loss: 0.180856
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 158 | test Loss: 0.241910
ACC_test:0.7346938775510204
auc_test:0.5854700854700854
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 159 | Training Loss: 0.150174
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 159 | val Loss: 0.181877
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 159 | test Loss: 0.243209
ACC_test:0.7142857142857143
auc_test:0.5876068376068376
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 160 | Training Loss: 0.152915
ACC_train:0.9177215189873418
auc_train:0.999803343166175
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 160 | val Loss: 0.182019
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 160 | test Loss: 0.244737
ACC_test:0.7142857142857143
auc_test:0.5897435897435898
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 161 | Training Loss: 0.148323
ACC_train:0.9620253164556962
auc_train:0.9996066863323501
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 161 | val Loss: 0.178840
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 161 | test Loss: 0.243050
ACC_test:0.7142857142857143
auc_test:0.5940170940170939
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 162 | Training Loss: 0.144743
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 162 | val Loss: 0.175007
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 162 | test Loss: 0.240777
ACC_test:0.7142857142857143
auc_test:0.5897435897435896
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 163 | Training Loss: 0.141756
ACC_train:0.9113924050632911
auc_train:1.0
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 163 | val Loss: 0.172949
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 163 | test Loss: 0.239097
ACC_test:0.7142857142857143
auc_test:0.5854700854700855
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 164 | Training Loss: 0.145099
ACC_train:0.930379746835443
auc_train:0.9997050147492625
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 164 | val Loss: 0.176096
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 164 | test Loss: 0.241102
ACC_test:0.7142857142857143
auc_test:0.5918803418803419
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 165 | Training Loss: 0.145389
ACC_train:0.9430379746835443
auc_train:0.9996066863323501
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 165 | val Loss: 0.177165
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 165 | test Loss: 0.241040
ACC_test:0.7142857142857143
auc_test:0.5897435897435898
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 166 | Training Loss: 0.143182
ACC_train:0.9367088607594937
auc_train:0.999803343166175
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 166 | val Loss: 0.175927
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 166 | test Loss: 0.240967
ACC_test:0.7142857142857143
auc_test:0.5876068376068376
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 167 | Training Loss: 0.142633
ACC_train:0.9493670886075949
auc_train:0.9996066863323501
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 167 | val Loss: 0.174514
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 167 | test Loss: 0.240867
ACC_test:0.7142857142857143
auc_test:0.5854700854700855
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 168 | Training Loss: 0.143862
ACC_train:0.9113924050632911
auc_train:1.0
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 168 | val Loss: 0.173464
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 168 | test Loss: 0.239002
ACC_test:0.7346938775510204
auc_test:0.5876068376068376
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 169 | Training Loss: 0.140328
ACC_train:0.9177215189873418
auc_train:1.0
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 169 | val Loss: 0.171189
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 169 | test Loss: 0.238460
ACC_test:0.7142857142857143
auc_test:0.5811965811965812
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 170 | Training Loss: 0.140513
ACC_train:0.9367088607594937
auc_train:0.9996066863323501
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 170 | val Loss: 0.171905
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 170 | test Loss: 0.239493
ACC_test:0.7142857142857143
auc_test:0.5790598290598291
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 171 | Training Loss: 0.139327
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 171 | val Loss: 0.172893
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 171 | test Loss: 0.240484
ACC_test:0.7142857142857143
auc_test:0.576923076923077
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 172 | Training Loss: 0.138454
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 172 | val Loss: 0.172509
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 172 | test Loss: 0.240061
ACC_test:0.7142857142857143
auc_test:0.5747863247863247
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 173 | Training Loss: 0.136570
ACC_train:0.9240506329113924
auc_train:1.0
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 173 | val Loss: 0.170181
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 173 | test Loss: 0.238310
ACC_test:0.7142857142857143
auc_test:0.5726495726495726
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 174 | Training Loss: 0.133757
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 174 | val Loss: 0.168373
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 174 | test Loss: 0.237294
ACC_test:0.7142857142857143
auc_test:0.5747863247863247
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 175 | Training Loss: 0.135084
ACC_train:0.9430379746835443
auc_train:0.9996066863323501
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 175 | val Loss: 0.168264
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 175 | test Loss: 0.237746
ACC_test:0.7346938775510204
auc_test:0.5790598290598291
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 176 | Training Loss: 0.132567
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 176 | val Loss: 0.167971
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 176 | test Loss: 0.237672
ACC_test:0.7346938775510204
auc_test:0.5811965811965812
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 177 | Training Loss: 0.133277
ACC_train:0.9367088607594937
auc_train:0.999803343166175
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 177 | val Loss: 0.168195
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 177 | test Loss: 0.237818
ACC_test:0.7346938775510204
auc_test:0.5811965811965812
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 178 | Training Loss: 0.130335
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 178 | val Loss: 0.168417
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 178 | test Loss: 0.236996
ACC_test:0.7142857142857143
auc_test:0.5790598290598291
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 179 | Training Loss: 0.132691
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 179 | val Loss: 0.169580
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 179 | test Loss: 0.236817
ACC_test:0.7346938775510204
auc_test:0.5769230769230769
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 180 | Training Loss: 0.132991
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 180 | val Loss: 0.167507
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 180 | test Loss: 0.237879
ACC_test:0.7346938775510204
auc_test:0.5811965811965812
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 181 | Training Loss: 0.126651
ACC_train:0.9683544303797469
auc_train:0.999803343166175
f1_weighted_train:0.967766162851792
f1_macro_train:0.9597657244716068
 ==  Epoch: 181 | val Loss: 0.165702
ACC_val:0.825
auc_val:0.9937304075235109
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 181 | test Loss: 0.238167
ACC_test:0.7346938775510204
auc_test:0.5833333333333334
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 182 | Training Loss: 0.128018
ACC_train:0.9493670886075949
auc_train:0.999803343166175
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 182 | val Loss: 0.163426
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 182 | test Loss: 0.236568
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 183 | Training Loss: 0.129154
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 183 | val Loss: 0.163432
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 183 | test Loss: 0.235151
ACC_test:0.7551020408163265
auc_test:0.5876068376068376
f1_weighted_test:0.693504230960677
f1_macro_test:0.551829268292683
 ==  Epoch: 184 | Training Loss: 0.125546
ACC_train:0.9113924050632911
auc_train:1.0
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 184 | val Loss: 0.163336
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 184 | test Loss: 0.235467
ACC_test:0.7346938775510204
auc_test:0.5854700854700855
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 185 | Training Loss: 0.124508
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 185 | val Loss: 0.164818
ACC_val:0.8
auc_val:0.9905956112852664
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 185 | test Loss: 0.234450
ACC_test:0.7346938775510204
auc_test:0.5747863247863247
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 186 | Training Loss: 0.122656
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 186 | val Loss: 0.164559
ACC_val:0.8
auc_val:0.9905956112852664
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 186 | test Loss: 0.234415
ACC_test:0.7142857142857143
auc_test:0.5726495726495726
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 187 | Training Loss: 0.119846
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 187 | val Loss: 0.161934
ACC_val:0.825
auc_val:0.9937304075235109
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 187 | test Loss: 0.235686
ACC_test:0.7346938775510204
auc_test:0.5747863247863247
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 188 | Training Loss: 0.120614
ACC_train:0.9493670886075949
auc_train:0.999803343166175
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 188 | val Loss: 0.159693
ACC_val:0.825
auc_val:0.9937304075235109
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 188 | test Loss: 0.235299
ACC_test:0.7346938775510204
auc_test:0.5769230769230769
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 189 | Training Loss: 0.118002
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 189 | val Loss: 0.158841
ACC_val:0.8
auc_val:0.9905956112852664
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 189 | test Loss: 0.233359
ACC_test:0.7142857142857143
auc_test:0.5747863247863247
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 190 | Training Loss: 0.117413
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 190 | val Loss: 0.159300
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 190 | test Loss: 0.232533
ACC_test:0.7142857142857143
auc_test:0.5769230769230769
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 191 | Training Loss: 0.116298
ACC_train:0.9493670886075949
auc_train:0.9996066863323501
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 191 | val Loss: 0.160187
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 191 | test Loss: 0.233844
ACC_test:0.7142857142857143
auc_test:0.579059829059829
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 192 | Training Loss: 0.115430
ACC_train:0.9556962025316456
auc_train:0.999803343166175
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 192 | val Loss: 0.160581
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 192 | test Loss: 0.234684
ACC_test:0.7142857142857143
auc_test:0.579059829059829
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 193 | Training Loss: 0.115243
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 193 | val Loss: 0.159977
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 193 | test Loss: 0.235216
ACC_test:0.7142857142857143
auc_test:0.5747863247863249
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 194 | Training Loss: 0.115645
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 194 | val Loss: 0.158551
ACC_val:0.825
auc_val:0.9905956112852664
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 194 | test Loss: 0.234924
ACC_test:0.7346938775510204
auc_test:0.5747863247863247
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 195 | Training Loss: 0.114614
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 195 | val Loss: 0.159508
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 195 | test Loss: 0.233676
ACC_test:0.7142857142857143
auc_test:0.5747863247863247
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 196 | Training Loss: 0.117120
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 196 | val Loss: 0.160835
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 196 | test Loss: 0.233381
ACC_test:0.7142857142857143
auc_test:0.5747863247863247
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 197 | Training Loss: 0.121659
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 197 | val Loss: 0.161071
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 197 | test Loss: 0.234622
ACC_test:0.7142857142857143
auc_test:0.5726495726495726
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 198 | Training Loss: 0.118189
ACC_train:0.9367088607594937
auc_train:0.9996066863323501
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 198 | val Loss: 0.161489
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 198 | test Loss: 0.235342
ACC_test:0.7142857142857143
auc_test:0.5705128205128205
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 199 | Training Loss: 0.116662
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 199 | val Loss: 0.165603
ACC_val:0.8
auc_val:0.9780564263322884
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 199 | test Loss: 0.233884
ACC_test:0.7142857142857143
auc_test:0.5683760683760685
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 200 | Training Loss: 0.117148
ACC_train:0.9240506329113924
auc_train:0.9996066863323501
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 200 | val Loss: 0.168845
ACC_val:0.8
auc_val:0.9686520376175548
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 200 | test Loss: 0.231611
ACC_test:0.7346938775510204
auc_test:0.5683760683760684
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 201 | Training Loss: 0.118374
ACC_train:0.930379746835443
auc_train:0.9996066863323501
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 201 | val Loss: 0.168511
ACC_val:0.8
auc_val:0.9686520376175548
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 201 | test Loss: 0.231907
ACC_test:0.7346938775510204
auc_test:0.5662393162393162
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 202 | Training Loss: 0.117512
ACC_train:0.9556962025316456
auc_train:0.999803343166175
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 202 | val Loss: 0.166172
ACC_val:0.8
auc_val:0.9749216300940439
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 202 | test Loss: 0.232905
ACC_test:0.7346938775510204
auc_test:0.5662393162393162
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 203 | Training Loss: 0.115023
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 203 | val Loss: 0.162882
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 203 | test Loss: 0.235240
ACC_test:0.7142857142857143
auc_test:0.5641025641025641
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 204 | Training Loss: 0.114033
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 204 | val Loss: 0.160647
ACC_val:0.825
auc_val:0.9874608150470219
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 204 | test Loss: 0.235622
ACC_test:0.7142857142857143
auc_test:0.5598290598290598
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 205 | Training Loss: 0.110946
ACC_train:0.9177215189873418
auc_train:1.0
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 205 | val Loss: 0.158927
ACC_val:0.8
auc_val:0.9905956112852664
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 205 | test Loss: 0.232929
ACC_test:0.7346938775510204
auc_test:0.5683760683760684
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 206 | Training Loss: 0.110313
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 206 | val Loss: 0.156584
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 206 | test Loss: 0.231575
ACC_test:0.7346938775510204
auc_test:0.5641025641025641
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 207 | Training Loss: 0.112350
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 207 | val Loss: 0.153748
ACC_val:0.8
auc_val:0.9937304075235109
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 207 | test Loss: 0.233690
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 208 | Training Loss: 0.109104
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 208 | val Loss: 0.149919
ACC_val:0.825
auc_val:1.0
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 208 | test Loss: 0.237998
ACC_test:0.7346938775510204
auc_test:0.5662393162393162
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 209 | Training Loss: 0.112340
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 209 | val Loss: 0.147108
ACC_val:0.85
auc_val:1.0
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 209 | test Loss: 0.240259
ACC_test:0.7142857142857143
auc_test:0.579059829059829
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 210 | Training Loss: 0.107262
ACC_train:0.9556962025316456
auc_train:0.9996066863323501
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 210 | val Loss: 0.145749
ACC_val:0.825
auc_val:1.0
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 210 | test Loss: 0.234605
ACC_test:0.7346938775510204
auc_test:0.5705128205128206
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 211 | Training Loss: 0.103117
ACC_train:0.9240506329113924
auc_train:1.0
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 211 | val Loss: 0.145719
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 211 | test Loss: 0.232314
ACC_test:0.7346938775510204
auc_test:0.561965811965812
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 212 | Training Loss: 0.101562
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 212 | val Loss: 0.144546
ACC_val:0.8
auc_val:1.0
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 212 | test Loss: 0.233044
ACC_test:0.7346938775510204
auc_test:0.561965811965812
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 213 | Training Loss: 0.104266
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 213 | val Loss: 0.142870
ACC_val:0.85
auc_val:1.0
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 213 | test Loss: 0.237008
ACC_test:0.7346938775510204
auc_test:0.5747863247863247
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 214 | Training Loss: 0.103456
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 214 | val Loss: 0.142158
ACC_val:0.85
auc_val:0.9968652037617555
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 214 | test Loss: 0.241303
ACC_test:0.7142857142857143
auc_test:0.5876068376068376
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 215 | Training Loss: 0.099116
ACC_train:0.9683544303797469
auc_train:1.0
f1_weighted_train:0.967766162851792
f1_macro_train:0.9597657244716068
 ==  Epoch: 215 | val Loss: 0.141247
ACC_val:0.85
auc_val:1.0
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 215 | test Loss: 0.237070
ACC_test:0.7346938775510204
auc_test:0.5747863247863247
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 216 | Training Loss: 0.102786
ACC_train:0.9177215189873418
auc_train:0.9999016715830875
f1_weighted_train:0.9130136322022345
f1_macro_train:0.8883877628647503
 ==  Epoch: 216 | val Loss: 0.141876
ACC_val:0.825
auc_val:1.0
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 216 | test Loss: 0.233513
ACC_test:0.7346938775510204
auc_test:0.5705128205128205
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 217 | Training Loss: 0.103509
ACC_train:0.8987341772151899
auc_train:1.0
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 217 | val Loss: 0.143745
ACC_val:0.8
auc_val:0.9968652037617555
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 217 | test Loss: 0.232053
ACC_test:0.7142857142857143
auc_test:0.5641025641025641
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 218 | Training Loss: 0.098498
ACC_train:0.9240506329113924
auc_train:1.0
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 218 | val Loss: 0.145380
ACC_val:0.825
auc_val:0.9937304075235109
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 218 | test Loss: 0.233315
ACC_test:0.7346938775510204
auc_test:0.5662393162393162
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 219 | Training Loss: 0.101612
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 219 | val Loss: 0.146989
ACC_val:0.825
auc_val:0.9937304075235109
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 219 | test Loss: 0.237135
ACC_test:0.7346938775510204
auc_test:0.5683760683760684
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 220 | Training Loss: 0.102016
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 220 | val Loss: 0.148339
ACC_val:0.825
auc_val:0.9968652037617555
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 220 | test Loss: 0.238851
ACC_test:0.7142857142857143
auc_test:0.561965811965812
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 221 | Training Loss: 0.096743
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 221 | val Loss: 0.147876
ACC_val:0.825
auc_val:0.9905956112852664
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 221 | test Loss: 0.235397
ACC_test:0.7142857142857143
auc_test:0.5705128205128205
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 222 | Training Loss: 0.094989
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 222 | val Loss: 0.149020
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 222 | test Loss: 0.233155
ACC_test:0.7142857142857143
auc_test:0.5598290598290598
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 223 | Training Loss: 0.095769
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 223 | val Loss: 0.150547
ACC_val:0.8
auc_val:0.9843260188087775
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 223 | test Loss: 0.233021
ACC_test:0.7142857142857143
auc_test:0.561965811965812
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 224 | Training Loss: 0.093830
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 224 | val Loss: 0.149503
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 224 | test Loss: 0.234666
ACC_test:0.7142857142857143
auc_test:0.5641025641025641
f1_weighted_test:0.6424216027874565
f1_macro_test:0.47713414634146345
 ==  Epoch: 225 | Training Loss: 0.096498
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 225 | val Loss: 0.149138
ACC_val:0.825
auc_val:0.9905956112852664
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 225 | test Loss: 0.237312
ACC_test:0.7346938775510204
auc_test:0.5598290598290598
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 225 | test Loss: 0.237312
ACC_test:0.7346938775510204
auc_test:0.5598290598290598
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
