 ==  Epoch: 1 | Training Loss: 0.691445
ACC_train:0.5886075949367089
auc_train:0.5866273352999017
f1_weighted_train:0.6077400559119647
f1_macro_train:0.5556997620592689
 ==  Epoch: 1 | val Loss: 0.695218
ACC_val:0.725
auc_val:0.5517241379310345
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 1 | test Loss: 0.689079
ACC_test:0.7551020408163265
auc_test:0.5085470085470085
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 2 | Training Loss: 0.708466
ACC_train:0.5569620253164557
auc_train:0.5069813176007867
f1_weighted_train:0.5706014571923648
f1_macro_train:0.4933113432288804
 ==  Epoch: 2 | val Loss: 0.692881
ACC_val:0.725
auc_val:0.5579937304075235
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 2 | test Loss: 0.682663
ACC_test:0.7551020408163265
auc_test:0.5106837606837606
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 3 | Training Loss: 0.684039
ACC_train:0.6772151898734177
auc_train:0.6460176991150443
f1_weighted_train:0.6837034031165591
f1_macro_train:0.6206750458974721
 ==  Epoch: 3 | val Loss: 0.691790
ACC_val:0.725
auc_val:0.5611285266457681
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 3 | test Loss: 0.678693
ACC_test:0.7551020408163265
auc_test:0.5149572649572649
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 4 | Training Loss: 0.696327
ACC_train:0.5886075949367089
auc_train:0.6058997050147492
f1_weighted_train:0.602015023243389
f1_macro_train:0.5318838597930626
 ==  Epoch: 4 | val Loss: 0.691112
ACC_val:0.725
auc_val:0.561128526645768
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 4 | test Loss: 0.675420
ACC_test:0.7551020408163265
auc_test:0.5256410256410257
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 5 | Training Loss: 0.700747
ACC_train:0.5443037974683544
auc_train:0.49832841691248775
f1_weighted_train:0.5599290845290368
f1_macro_train:0.48403483309143686
 ==  Epoch: 5 | val Loss: 0.690256
ACC_val:0.725
auc_val:0.5830721003134797
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 5 | test Loss: 0.673683
ACC_test:0.7551020408163265
auc_test:0.5235042735042735
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 6 | Training Loss: 0.696917
ACC_train:0.6329113924050633
auc_train:0.5754178957718781
f1_weighted_train:0.6303499687077302
f1_macro_train:0.5432615629984051
 ==  Epoch: 6 | val Loss: 0.689721
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 6 | test Loss: 0.672802
ACC_test:0.7551020408163265
auc_test:0.5192307692307693
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 7 | Training Loss: 0.689422
ACC_train:0.6329113924050633
auc_train:0.5858407079646017
f1_weighted_train:0.6329113924050633
f1_macro_train:0.5494591937069814
 ==  Epoch: 7 | val Loss: 0.689379
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 7 | test Loss: 0.672135
ACC_test:0.7551020408163265
auc_test:0.5213675213675214
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 8 | Training Loss: 0.705692
ACC_train:0.5569620253164557
auc_train:0.5030481809242872
f1_weighted_train:0.5669160708064437
f1_macro_train:0.48230668414154654
 ==  Epoch: 8 | val Loss: 0.688845
ACC_val:0.725
auc_val:0.5924764890282131
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 8 | test Loss: 0.671716
ACC_test:0.7551020408163265
auc_test:0.5299145299145299
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 9 | Training Loss: 0.714052
ACC_train:0.6075949367088608
auc_train:0.47826941986234023
f1_weighted_train:0.6018814555042172
f1_macro_train:0.5047522750252781
 ==  Epoch: 9 | val Loss: 0.688206
ACC_val:0.725
auc_val:0.5987460815047021
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 9 | test Loss: 0.671706
ACC_test:0.7551020408163265
auc_test:0.5299145299145299
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 10 | Training Loss: 0.703943
ACC_train:0.6392405063291139
auc_train:0.5565388397246804
f1_weighted_train:0.6185982335021051
f1_macro_train:0.5106232679454437
 ==  Epoch: 10 | val Loss: 0.687635
ACC_val:0.725
auc_val:0.6050156739811912
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 10 | test Loss: 0.671910
ACC_test:0.7551020408163265
auc_test:0.5277777777777778
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 11 | Training Loss: 0.706816
ACC_train:0.6075949367088608
auc_train:0.5506391347099312
f1_weighted_train:0.6124087998583015
f1_macro_train:0.5305731263178072
 ==  Epoch: 11 | val Loss: 0.687371
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 11 | test Loss: 0.671570
ACC_test:0.7551020408163265
auc_test:0.5277777777777778
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 12 | Training Loss: 0.695804
ACC_train:0.6012658227848101
auc_train:0.5030481809242872
f1_weighted_train:0.5999040122503425
f1_macro_train:0.5073008959065486
 ==  Epoch: 12 | val Loss: 0.687167
ACC_val:0.725
auc_val:0.5987460815047022
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 12 | test Loss: 0.671255
ACC_test:0.7551020408163265
auc_test:0.5363247863247863
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 13 | Training Loss: 0.684730
ACC_train:0.6139240506329114
auc_train:0.5651917404129793
f1_weighted_train:0.6151874005038562
f1_macro_train:0.5292796092796093
 ==  Epoch: 13 | val Loss: 0.686894
ACC_val:0.725
auc_val:0.5987460815047022
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 13 | test Loss: 0.671530
ACC_test:0.7551020408163265
auc_test:0.5384615384615384
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 14 | Training Loss: 0.680336
ACC_train:0.6582278481012658
auc_train:0.551622418879056
f1_weighted_train:0.6504411673006172
f1_macro_train:0.562192118226601
 ==  Epoch: 14 | val Loss: 0.686545
ACC_val:0.725
auc_val:0.5987460815047022
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 14 | test Loss: 0.671694
ACC_test:0.7551020408163265
auc_test:0.5405982905982907
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 15 | Training Loss: 0.694638
ACC_train:0.6265822784810127
auc_train:0.5588987217305801
f1_weighted_train:0.6164450271341246
f1_macro_train:0.5179688711929262
 ==  Epoch: 15 | val Loss: 0.686114
ACC_val:0.725
auc_val:0.5987460815047022
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 15 | test Loss: 0.672401
ACC_test:0.7551020408163265
auc_test:0.5427350427350428
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 16 | Training Loss: 0.684089
ACC_train:0.6518987341772152
auc_train:0.5671583087512291
f1_weighted_train:0.6507098519645849
f1_macro_train:0.5698658615057169
 ==  Epoch: 16 | val Loss: 0.685307
ACC_val:0.725
auc_val:0.6018808777429466
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 16 | test Loss: 0.673670
ACC_test:0.7551020408163265
auc_test:0.5470085470085471
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 17 | Training Loss: 0.719332
ACC_train:0.5949367088607594
auc_train:0.4863323500491642
f1_weighted_train:0.5739896737662933
f1_macro_train:0.45528980823098464
 ==  Epoch: 17 | val Loss: 0.684786
ACC_val:0.725
auc_val:0.6206896551724137
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 17 | test Loss: 0.675126
ACC_test:0.7551020408163265
auc_test:0.5491452991452992
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 18 | Training Loss: 0.698720
ACC_train:0.620253164556962
auc_train:0.5710914454277286
f1_weighted_train:0.6147239891976296
f1_macro_train:0.5207280080889787
 ==  Epoch: 18 | val Loss: 0.684170
ACC_val:0.725
auc_val:0.6206896551724137
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 18 | test Loss: 0.676295
ACC_test:0.7551020408163265
auc_test:0.5427350427350428
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 19 | Training Loss: 0.686333
ACC_train:0.6708860759493671
auc_train:0.5421828908554572
f1_weighted_train:0.6572892083243939
f1_macro_train:0.5648305084745763
 ==  Epoch: 19 | val Loss: 0.683644
ACC_val:0.725
auc_val:0.6144200626959248
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 19 | test Loss: 0.677182
ACC_test:0.7551020408163265
auc_test:0.5405982905982907
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 20 | Training Loss: 0.686712
ACC_train:0.6012658227848101
auc_train:0.5691248770894789
f1_weighted_train:0.6050149507349024
f1_macro_train:0.5200347171994792
 ==  Epoch: 20 | val Loss: 0.683461
ACC_val:0.725
auc_val:0.6175548589341693
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 20 | test Loss: 0.677781
ACC_test:0.7551020408163265
auc_test:0.5405982905982907
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 21 | Training Loss: 0.690491
ACC_train:0.5886075949367089
auc_train:0.5209439528023599
f1_weighted_train:0.5947799506211545
f1_macro_train:0.5108359133126935
 ==  Epoch: 21 | val Loss: 0.683507
ACC_val:0.725
auc_val:0.6175548589341693
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 21 | test Loss: 0.678441
ACC_test:0.7551020408163265
auc_test:0.5363247863247863
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 22 | Training Loss: 0.685128
ACC_train:0.620253164556962
auc_train:0.528416912487709
f1_weighted_train:0.6006153191559
f1_macro_train:0.4893341952165482
 ==  Epoch: 22 | val Loss: 0.683389
ACC_val:0.725
auc_val:0.6175548589341693
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 22 | test Loss: 0.679736
ACC_test:0.7346938775510204
auc_test:0.5384615384615385
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 23 | Training Loss: 0.677614
ACC_train:0.6012658227848101
auc_train:0.511701081612586
f1_weighted_train:0.5999040122503425
f1_macro_train:0.5073008959065486
 ==  Epoch: 23 | val Loss: 0.683361
ACC_val:0.725
auc_val:0.6269592476489028
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 23 | test Loss: 0.681772
ACC_test:0.7346938775510204
auc_test:0.5448717948717949
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 24 | Training Loss: 0.693561
ACC_train:0.6139240506329114
auc_train:0.5315634218289086
f1_weighted_train:0.6126054721789032
f1_macro_train:0.5229421373063406
 ==  Epoch: 24 | val Loss: 0.683636
ACC_val:0.7
auc_val:0.6300940438871474
f1_weighted_val:0.5970588235294118
f1_macro_val:0.4117647058823529
 ==  Epoch: 24 | test Loss: 0.684166
ACC_test:0.7346938775510204
auc_test:0.5427350427350428
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 25 | Training Loss: 0.677423
ACC_train:0.6455696202531646
auc_train:0.5856440511307768
f1_weighted_train:0.637494543867307
f1_macro_train:0.5459770114942529
 ==  Epoch: 25 | val Loss: 0.684009
ACC_val:0.7
auc_val:0.6332288401253918
f1_weighted_val:0.5970588235294118
f1_macro_val:0.4117647058823529
 ==  Epoch: 25 | test Loss: 0.686984
ACC_test:0.7346938775510204
auc_test:0.5448717948717949
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 26 | Training Loss: 0.703189
ACC_train:0.5822784810126582
auc_train:0.48318584070796455
f1_weighted_train:0.5761963881173925
f1_macro_train:0.4728008088978766
 ==  Epoch: 26 | val Loss: 0.684868
ACC_val:0.7
auc_val:0.6300940438871474
f1_weighted_val:0.5970588235294118
f1_macro_val:0.4117647058823529
 ==  Epoch: 26 | test Loss: 0.689381
ACC_test:0.7346938775510204
auc_test:0.5427350427350428
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 27 | Training Loss: 0.656106
ACC_train:0.6455696202531646
auc_train:0.6296951819075713
f1_weighted_train:0.6404090565844544
f1_macro_train:0.5526794742163801
 ==  Epoch: 27 | val Loss: 0.686057
ACC_val:0.725
auc_val:0.6332288401253918
f1_weighted_val:0.6482778415614237
f1_macro_val:0.49483352468427094
 ==  Epoch: 27 | test Loss: 0.691571
ACC_test:0.7142857142857143
auc_test:0.5448717948717949
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 28 | Training Loss: 0.670461
ACC_train:0.6518987341772152
auc_train:0.5862340216322518
f1_weighted_train:0.6454277913697124
f1_macro_train:0.5574229691876751
 ==  Epoch: 28 | val Loss: 0.686883
ACC_val:0.7
auc_val:0.6238244514106583
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 28 | test Loss: 0.692717
ACC_test:0.7142857142857143
auc_test:0.5363247863247863
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 29 | Training Loss: 0.680565
ACC_train:0.6582278481012658
auc_train:0.5874139626352016
f1_weighted_train:0.6441080240291783
f1_macro_train:0.5480932203389831
 ==  Epoch: 29 | val Loss: 0.687341
ACC_val:0.7
auc_val:0.6238244514106583
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 29 | test Loss: 0.693176
ACC_test:0.7142857142857143
auc_test:0.5363247863247863
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 30 | Training Loss: 0.683651
ACC_train:0.6518987341772152
auc_train:0.5750245821042281
f1_weighted_train:0.6507098519645849
f1_macro_train:0.5698658615057169
 ==  Epoch: 30 | val Loss: 0.688496
ACC_val:0.7
auc_val:0.6269592476489028
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 30 | test Loss: 0.693616
ACC_test:0.7142857142857143
auc_test:0.5427350427350427
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 31 | Training Loss: 0.685218
ACC_train:0.6582278481012658
auc_train:0.6300884955752213
f1_weighted_train:0.6558430743140936
f1_macro_train:0.5747607655502391
 ==  Epoch: 31 | val Loss: 0.689055
ACC_val:0.7
auc_val:0.6238244514106582
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 31 | test Loss: 0.693707
ACC_test:0.7142857142857143
auc_test:0.5448717948717948
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 32 | Training Loss: 0.675291
ACC_train:0.6645569620253164
auc_train:0.5754178957718781
f1_weighted_train:0.6583213262289956
f1_macro_train:0.5735166793990324
 ==  Epoch: 32 | val Loss: 0.690109
ACC_val:0.7
auc_val:0.6269592476489028
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 32 | test Loss: 0.694788
ACC_test:0.7142857142857143
auc_test:0.547008547008547
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 33 | Training Loss: 0.677004
ACC_train:0.6392405063291139
auc_train:0.5722713864306784
f1_weighted_train:0.6325342565104293
f1_macro_train:0.5413292589763178
 ==  Epoch: 33 | val Loss: 0.690596
ACC_val:0.7
auc_val:0.6300940438871473
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 33 | test Loss: 0.695394
ACC_test:0.7142857142857143
auc_test:0.547008547008547
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 34 | Training Loss: 0.678642
ACC_train:0.6645569620253164
auc_train:0.5750245821042281
f1_weighted_train:0.652344615016309
f1_macro_train:0.560073548726031
 ==  Epoch: 34 | val Loss: 0.691827
ACC_val:0.725
auc_val:0.6269592476489028
f1_weighted_val:0.6482778415614237
f1_macro_val:0.49483352468427094
 ==  Epoch: 34 | test Loss: 0.696335
ACC_test:0.7142857142857143
auc_test:0.5512820512820513
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 35 | Training Loss: 0.667817
ACC_train:0.6329113924050633
auc_train:0.5783677482792527
f1_weighted_train:0.6303499687077302
f1_macro_train:0.5432615629984051
 ==  Epoch: 35 | val Loss: 0.694433
ACC_val:0.725
auc_val:0.6269592476489028
f1_weighted_val:0.6482778415614237
f1_macro_val:0.49483352468427094
 ==  Epoch: 35 | test Loss: 0.698601
ACC_test:0.7142857142857143
auc_test:0.5534188034188035
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 36 | Training Loss: 0.673576
ACC_train:0.5949367088607594
auc_train:0.5596853490658801
f1_weighted_train:0.589038921810805
f1_macro_train:0.4887765419615774
 ==  Epoch: 36 | val Loss: 0.696930
ACC_val:0.725
auc_val:0.6332288401253918
f1_weighted_val:0.6482778415614237
f1_macro_val:0.49483352468427094
 ==  Epoch: 36 | test Loss: 0.700958
ACC_test:0.7142857142857143
auc_test:0.5512820512820513
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 37 | Training Loss: 0.662955
ACC_train:0.6392405063291139
auc_train:0.5742379547689282
f1_weighted_train:0.6325342565104293
f1_macro_train:0.5413292589763178
 ==  Epoch: 37 | val Loss: 0.698727
ACC_val:0.7
auc_val:0.6394984326018809
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 37 | test Loss: 0.703033
ACC_test:0.7142857142857143
auc_test:0.5512820512820513
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 38 | Training Loss: 0.681348
ACC_train:0.6518987341772152
auc_train:0.5887905604719764
f1_weighted_train:0.6507098519645849
f1_macro_train:0.5698658615057169
 ==  Epoch: 38 | val Loss: 0.699968
ACC_val:0.7
auc_val:0.6394984326018809
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 38 | test Loss: 0.704873
ACC_test:0.7142857142857143
auc_test:0.5512820512820512
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 39 | Training Loss: 0.661611
ACC_train:0.6329113924050633
auc_train:0.5465093411996067
f1_weighted_train:0.627566522891042
f1_macro_train:0.5367037411526795
 ==  Epoch: 39 | val Loss: 0.701167
ACC_val:0.725
auc_val:0.6300940438871473
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 39 | test Loss: 0.705997
ACC_test:0.7142857142857143
auc_test:0.5512820512820512
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 40 | Training Loss: 0.672770
ACC_train:0.6265822784810127
auc_train:0.5809242871189774
f1_weighted_train:0.6278042070447134
f1_macro_train:0.5447130647130647
 ==  Epoch: 40 | val Loss: 0.701747
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 40 | test Loss: 0.706425
ACC_test:0.6938775510204082
auc_test:0.547008547008547
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 41 | Training Loss: 0.661680
ACC_train:0.6772151898734177
auc_train:0.6133726647000984
f1_weighted_train:0.6712148610882788
f1_macro_train:0.5896103896103895
 ==  Epoch: 41 | val Loss: 0.702271
ACC_val:0.725
auc_val:0.6363636363636364
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 41 | test Loss: 0.707046
ACC_test:0.6938775510204082
auc_test:0.547008547008547
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 42 | Training Loss: 0.685079
ACC_train:0.620253164556962
auc_train:0.6096361848574238
f1_weighted_train:0.6269418872266975
f1_macro_train:0.5511363636363638
 ==  Epoch: 42 | val Loss: 0.702353
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 42 | test Loss: 0.707503
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 43 | Training Loss: 0.694063
ACC_train:0.6392405063291139
auc_train:0.5866273352999016
f1_weighted_train:0.6404210135855705
f1_macro_train:0.5601465201465201
 ==  Epoch: 43 | val Loss: 0.702662
ACC_val:0.725
auc_val:0.6332288401253918
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 43 | test Loss: 0.707940
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 44 | Training Loss: 0.662931
ACC_train:0.6392405063291139
auc_train:0.5880039331366764
f1_weighted_train:0.6325342565104293
f1_macro_train:0.5413292589763178
 ==  Epoch: 44 | val Loss: 0.703047
ACC_val:0.725
auc_val:0.6332288401253918
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 44 | test Loss: 0.708271
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 45 | Training Loss: 0.680338
ACC_train:0.6265822784810127
auc_train:0.552212389380531
f1_weighted_train:0.6278042070447134
f1_macro_train:0.5447130647130647
 ==  Epoch: 45 | val Loss: 0.702124
ACC_val:0.725
auc_val:0.6363636363636365
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 45 | test Loss: 0.708718
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 46 | Training Loss: 0.674195
ACC_train:0.6392405063291139
auc_train:0.6291052114060964
f1_weighted_train:0.6426325744744354
f1_macro_train:0.5657456965138146
 ==  Epoch: 46 | val Loss: 0.700842
ACC_val:0.725
auc_val:0.6363636363636365
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 46 | test Loss: 0.709127
ACC_test:0.6938775510204082
auc_test:0.5512820512820512
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 47 | Training Loss: 0.660444
ACC_train:0.6455696202531646
auc_train:0.5661750245821042
f1_weighted_train:0.637494543867307
f1_macro_train:0.5459770114942529
 ==  Epoch: 47 | val Loss: 0.699095
ACC_val:0.725
auc_val:0.6363636363636364
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 47 | test Loss: 0.709570
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 48 | Training Loss: 0.673453
ACC_train:0.6582278481012658
auc_train:0.6153392330383481
f1_weighted_train:0.6659066831935422
f1_macro_train:0.600636584909193
 ==  Epoch: 48 | val Loss: 0.697099
ACC_val:0.725
auc_val:0.64576802507837
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 48 | test Loss: 0.710054
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 49 | Training Loss: 0.680484
ACC_train:0.6582278481012658
auc_train:0.5514257620452311
f1_weighted_train:0.6325777603107868
f1_macro_train:0.5235648872012508
 ==  Epoch: 49 | val Loss: 0.696756
ACC_val:0.725
auc_val:0.64576802507837
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 49 | test Loss: 0.710047
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 50 | Training Loss: 0.662882
ACC_train:0.6265822784810127
auc_train:0.6385447394296951
f1_weighted_train:0.6278042070447134
f1_macro_train:0.5447130647130647
 ==  Epoch: 50 | val Loss: 0.696374
ACC_val:0.725
auc_val:0.6489028213166144
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 50 | test Loss: 0.709935
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 51 | Training Loss: 0.687953
ACC_train:0.6139240506329114
auc_train:0.5986234021632251
f1_weighted_train:0.6126054721789032
f1_macro_train:0.5229421373063406
 ==  Epoch: 51 | val Loss: 0.697113
ACC_val:0.725
auc_val:0.6489028213166144
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 51 | test Loss: 0.709754
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 52 | Training Loss: 0.665127
ACC_train:0.620253164556962
auc_train:0.5638151425762046
f1_weighted_train:0.6226855491783945
f1_macro_train:0.5399844720496895
 ==  Epoch: 52 | val Loss: 0.698523
ACC_val:0.725
auc_val:0.6426332288401254
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 52 | test Loss: 0.709848
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 53 | Training Loss: 0.687889
ACC_train:0.6392405063291139
auc_train:0.5657817109144543
f1_weighted_train:0.6294468906211035
f1_macro_train:0.5343089094575728
 ==  Epoch: 53 | val Loss: 0.699194
ACC_val:0.725
auc_val:0.6426332288401254
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 53 | test Loss: 0.709830
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 54 | Training Loss: 0.678613
ACC_train:0.6582278481012658
auc_train:0.5826941986234021
f1_weighted_train:0.6532515902778667
f1_macro_train:0.568655207280081
 ==  Epoch: 54 | val Loss: 0.698348
ACC_val:0.725
auc_val:0.6426332288401254
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 54 | test Loss: 0.709749
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 55 | Training Loss: 0.663983
ACC_train:0.6392405063291139
auc_train:0.5903638151425762
f1_weighted_train:0.6464920387773309
f1_macro_train:0.5760485807089395
 ==  Epoch: 55 | val Loss: 0.698169
ACC_val:0.725
auc_val:0.6426332288401254
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 55 | test Loss: 0.709859
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 56 | Training Loss: 0.646473
ACC_train:0.7341772151898734
auc_train:0.656833824975418
f1_weighted_train:0.7281209079004802
f1_macro_train:0.6594827586206897
 ==  Epoch: 56 | val Loss: 0.699388
ACC_val:0.725
auc_val:0.6426332288401254
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 56 | test Loss: 0.710024
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 57 | Training Loss: 0.678251
ACC_train:0.5886075949367089
auc_train:0.5038348082595869
f1_weighted_train:0.5899537874221419
f1_macro_train:0.4984126984126984
 ==  Epoch: 57 | val Loss: 0.700444
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 57 | test Loss: 0.709956
ACC_test:0.6938775510204082
auc_test:0.547008547008547
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 58 | Training Loss: 0.679744
ACC_train:0.6139240506329114
auc_train:0.5502458210422813
f1_weighted_train:0.6097964505116852
f1_macro_train:0.5162375144305575
 ==  Epoch: 58 | val Loss: 0.700657
ACC_val:0.725
auc_val:0.6426332288401254
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 58 | test Loss: 0.709939
ACC_test:0.6938775510204082
auc_test:0.547008547008547
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 59 | Training Loss: 0.679985
ACC_train:0.620253164556962
auc_train:0.6214355948869225
f1_weighted_train:0.6176034159045485
f1_macro_train:0.527511961722488
 ==  Epoch: 59 | val Loss: 0.700685
ACC_val:0.725
auc_val:0.64576802507837
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 59 | test Loss: 0.709714
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 60 | Training Loss: 0.670618
ACC_train:0.6392405063291139
auc_train:0.6023598820058997
f1_weighted_train:0.6404210135855705
f1_macro_train:0.5601465201465201
 ==  Epoch: 60 | val Loss: 0.700327
ACC_val:0.725
auc_val:0.6426332288401253
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 60 | test Loss: 0.710045
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 61 | Training Loss: 0.663273
ACC_train:0.6582278481012658
auc_train:0.6017699115044248
f1_weighted_train:0.6582278481012658
f1_macro_train:0.5805309734513274
 ==  Epoch: 61 | val Loss: 0.700140
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 61 | test Loss: 0.710256
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 62 | Training Loss: 0.658983
ACC_train:0.6835443037974683
auc_train:0.6489675516224189
f1_weighted_train:0.6735169396484617
f1_macro_train:0.5882843443819054
 ==  Epoch: 62 | val Loss: 0.699524
ACC_val:0.725
auc_val:0.6457680250783698
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 62 | test Loss: 0.710564
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 63 | Training Loss: 0.666523
ACC_train:0.6708860759493671
auc_train:0.6271386430678466
f1_weighted_train:0.6685896271172755
f1_macro_train:0.5905103668261564
 ==  Epoch: 63 | val Loss: 0.698681
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 63 | test Loss: 0.710978
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 64 | Training Loss: 0.659084
ACC_train:0.6835443037974683
auc_train:0.6412979351032448
f1_weighted_train:0.681336179920457
f1_macro_train:0.6062599681020733
 ==  Epoch: 64 | val Loss: 0.698260
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 64 | test Loss: 0.710827
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 65 | Training Loss: 0.639815
ACC_train:0.689873417721519
auc_train:0.5880039331366765
f1_weighted_train:0.6814543445690188
f1_macro_train:0.5996690625161591
 ==  Epoch: 65 | val Loss: 0.698062
ACC_val:0.725
auc_val:0.6363636363636364
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 65 | test Loss: 0.710736
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 66 | Training Loss: 0.659153
ACC_train:0.6645569620253164
auc_train:0.5994100294985252
f1_weighted_train:0.6634113118931454
f1_macro_train:0.5855071029055091
 ==  Epoch: 66 | val Loss: 0.697896
ACC_val:0.725
auc_val:0.6363636363636364
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 66 | test Loss: 0.710382
ACC_test:0.6938775510204082
auc_test:0.5512820512820512
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 67 | Training Loss: 0.692535
ACC_train:0.5822784810126582
auc_train:0.5002949852507375
f1_weighted_train:0.584954104096234
f1_macro_train:0.4939829192546584
 ==  Epoch: 67 | val Loss: 0.698269
ACC_val:0.725
auc_val:0.6363636363636364
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 67 | test Loss: 0.709820
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 68 | Training Loss: 0.659278
ACC_train:0.6772151898734177
auc_train:0.6161258603736481
f1_weighted_train:0.6684524810820399
f1_macro_train:0.5833290242515125
 ==  Epoch: 68 | val Loss: 0.698782
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 68 | test Loss: 0.708984
ACC_test:0.6938775510204082
auc_test:0.5491452991452991
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 69 | Training Loss: 0.665836
ACC_train:0.6582278481012658
auc_train:0.5301868239921337
f1_weighted_train:0.6405537872403099
f1_macro_train:0.5404007756948933
 ==  Epoch: 69 | val Loss: 0.699317
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 69 | test Loss: 0.708273
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 70 | Training Loss: 0.667014
ACC_train:0.689873417721519
auc_train:0.6045231071779744
f1_weighted_train:0.6865578045093865
f1_macro_train:0.6114039050343825
 ==  Epoch: 70 | val Loss: 0.699837
ACC_val:0.725
auc_val:0.6394984326018809
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 70 | test Loss: 0.708338
ACC_test:0.6938775510204082
auc_test:0.5512820512820512
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 71 | Training Loss: 0.663352
ACC_train:0.6835443037974683
auc_train:0.6346116027531957
f1_weighted_train:0.6789366576646915
f1_macro_train:0.6006066734074823
 ==  Epoch: 71 | val Loss: 0.700389
ACC_val:0.725
auc_val:0.6363636363636364
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 71 | test Loss: 0.708123
ACC_test:0.6938775510204082
auc_test:0.5512820512820513
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 72 | Training Loss: 0.656105
ACC_train:0.7088607594936709
auc_train:0.6977384464110128
f1_weighted_train:0.704621725051516
f1_macro_train:0.6325581395348837
 ==  Epoch: 72 | val Loss: 0.700050
ACC_val:0.75
auc_val:0.6332288401253918
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 72 | test Loss: 0.708222
ACC_test:0.6938775510204082
auc_test:0.5512820512820513
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 73 | Training Loss: 0.669418
ACC_train:0.6392405063291139
auc_train:0.6532940019665684
f1_weighted_train:0.6426325744744354
f1_macro_train:0.5657456965138146
 ==  Epoch: 73 | val Loss: 0.699307
ACC_val:0.75
auc_val:0.6332288401253918
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 73 | test Loss: 0.708247
ACC_test:0.7142857142857143
auc_test:0.5491452991452991
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 74 | Training Loss: 0.644847
ACC_train:0.7025316455696202
auc_train:0.6713864306784662
f1_weighted_train:0.6993513635090033
f1_macro_train:0.6272649701350198
 ==  Epoch: 74 | val Loss: 0.699043
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 74 | test Loss: 0.708119
ACC_test:0.7142857142857143
auc_test:0.5491452991452991
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 75 | Training Loss: 0.669202
ACC_train:0.7025316455696202
auc_train:0.6572271386430678
f1_weighted_train:0.6917018284106892
f1_macro_train:0.6098765432098766
 ==  Epoch: 75 | val Loss: 0.697879
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 75 | test Loss: 0.708121
ACC_test:0.7142857142857143
auc_test:0.5491452991452991
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 76 | Training Loss: 0.659176
ACC_train:0.6582278481012658
auc_train:0.5636184857423795
f1_weighted_train:0.6473982948203386
f1_macro_train:0.5553470919324578
 ==  Epoch: 76 | val Loss: 0.696384
ACC_val:0.75
auc_val:0.6426332288401254
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 76 | test Loss: 0.708545
ACC_test:0.6938775510204082
auc_test:0.5512820512820513
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 77 | Training Loss: 0.667971
ACC_train:0.6582278481012658
auc_train:0.6121927236971485
f1_weighted_train:0.6532515902778667
f1_macro_train:0.568655207280081
 ==  Epoch: 77 | val Loss: 0.695306
ACC_val:0.75
auc_val:0.6426332288401254
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 77 | test Loss: 0.709009
ACC_test:0.6938775510204082
auc_test:0.5512820512820513
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 78 | Training Loss: 0.665162
ACC_train:0.6835443037974683
auc_train:0.6607669616519174
f1_weighted_train:0.6704703926196096
f1_macro_train:0.5815677966101696
 ==  Epoch: 78 | val Loss: 0.694737
ACC_val:0.725
auc_val:0.6426332288401253
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 78 | test Loss: 0.709689
ACC_test:0.6938775510204082
auc_test:0.5512820512820512
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 79 | Training Loss: 0.670093
ACC_train:0.6772151898734177
auc_train:0.6438544739429695
f1_weighted_train:0.6712148610882788
f1_macro_train:0.5896103896103895
 ==  Epoch: 79 | val Loss: 0.693881
ACC_val:0.725
auc_val:0.6489028213166144
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 79 | test Loss: 0.710515
ACC_test:0.6938775510204082
auc_test:0.5512820512820513
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 80 | Training Loss: 0.658603
ACC_train:0.6835443037974683
auc_train:0.6580137659783678
f1_weighted_train:0.6763344141672382
f1_macro_train:0.5946223316912972
 ==  Epoch: 80 | val Loss: 0.693790
ACC_val:0.725
auc_val:0.6551724137931034
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 80 | test Loss: 0.711381
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 81 | Training Loss: 0.673181
ACC_train:0.5822784810126582
auc_train:0.5449360865290069
f1_weighted_train:0.5896360759493671
f1_macro_train:0.50625
 ==  Epoch: 81 | val Loss: 0.694690
ACC_val:0.725
auc_val:0.6489028213166145
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 81 | test Loss: 0.711865
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 82 | Training Loss: 0.664144
ACC_train:0.6329113924050633
auc_train:0.5415929203539823
f1_weighted_train:0.6245479204339964
f1_macro_train:0.5297619047619048
 ==  Epoch: 82 | val Loss: 0.695499
ACC_val:0.725
auc_val:0.6457680250783698
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 82 | test Loss: 0.712015
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 83 | Training Loss: 0.650562
ACC_train:0.6645569620253164
auc_train:0.6167158308751228
f1_weighted_train:0.6583213262289956
f1_macro_train:0.5735166793990324
 ==  Epoch: 83 | val Loss: 0.695805
ACC_val:0.725
auc_val:0.6489028213166145
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 83 | test Loss: 0.711959
ACC_test:0.7142857142857143
auc_test:0.5534188034188035
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 84 | Training Loss: 0.649656
ACC_train:0.6645569620253164
auc_train:0.6342182890855458
f1_weighted_train:0.6712996150034829
f1_macro_train:0.6057995575012945
 ==  Epoch: 84 | val Loss: 0.695937
ACC_val:0.725
auc_val:0.64576802507837
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 84 | test Loss: 0.712042
ACC_test:0.7142857142857143
auc_test:0.5555555555555555
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 85 | Training Loss: 0.642901
ACC_train:0.6645569620253164
auc_train:0.5990167158308752
f1_weighted_train:0.6634113118931454
f1_macro_train:0.5855071029055091
 ==  Epoch: 85 | val Loss: 0.696093
ACC_val:0.725
auc_val:0.652037617554859
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 85 | test Loss: 0.711610
ACC_test:0.7142857142857143
auc_test:0.5576923076923077
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 86 | Training Loss: 0.635688
ACC_train:0.6455696202531646
auc_train:0.6119960668633234
f1_weighted_train:0.6478398458998349
f1_macro_train:0.5706521739130435
 ==  Epoch: 86 | val Loss: 0.696150
ACC_val:0.725
auc_val:0.658307210031348
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 86 | test Loss: 0.710990
ACC_test:0.6938775510204082
auc_test:0.5555555555555555
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 87 | Training Loss: 0.665698
ACC_train:0.6518987341772152
auc_train:0.6098328416912487
f1_weighted_train:0.6530378201264279
f1_macro_train:0.5755799755799756
 ==  Epoch: 87 | val Loss: 0.695899
ACC_val:0.725
auc_val:0.658307210031348
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 87 | test Loss: 0.710552
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 88 | Training Loss: 0.654011
ACC_train:0.6392405063291139
auc_train:0.6169124877089479
f1_weighted_train:0.6426325744744354
f1_macro_train:0.5657456965138146
 ==  Epoch: 88 | val Loss: 0.695176
ACC_val:0.725
auc_val:0.6614420062695925
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 88 | test Loss: 0.709685
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 89 | Training Loss: 0.655535
ACC_train:0.7088607594936709
auc_train:0.6784660766961652
f1_weighted_train:0.6996355844765848
f1_macro_train:0.6212215968313529
 ==  Epoch: 89 | val Loss: 0.694949
ACC_val:0.725
auc_val:0.6614420062695925
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 89 | test Loss: 0.709454
ACC_test:0.6938775510204082
auc_test:0.5555555555555555
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 90 | Training Loss: 0.658511
ACC_train:0.6075949367088608
auc_train:0.5423795476892823
f1_weighted_train:0.6145066168009206
f1_macro_train:0.5361742424242424
 ==  Epoch: 90 | val Loss: 0.695038
ACC_val:0.725
auc_val:0.6614420062695925
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 90 | test Loss: 0.708715
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 91 | Training Loss: 0.638091
ACC_train:0.6582278481012658
auc_train:0.6491642084562439
f1_weighted_train:0.6582278481012658
f1_macro_train:0.5805309734513274
 ==  Epoch: 91 | val Loss: 0.695450
ACC_val:0.725
auc_val:0.658307210031348
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 91 | test Loss: 0.707817
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 92 | Training Loss: 0.658627
ACC_train:0.6582278481012658
auc_train:0.632055063913471
f1_weighted_train:0.660416994260555
f1_macro_train:0.5859860248447205
 ==  Epoch: 92 | val Loss: 0.695100
ACC_val:0.725
auc_val:0.658307210031348
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 92 | test Loss: 0.706499
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 93 | Training Loss: 0.671388
ACC_train:0.6518987341772152
auc_train:0.6326450344149459
f1_weighted_train:0.6481771275105357
f1_macro_train:0.5638207097324699
 ==  Epoch: 93 | val Loss: 0.694704
ACC_val:0.725
auc_val:0.6551724137931034
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 93 | test Loss: 0.705694
ACC_test:0.6938775510204082
auc_test:0.5534188034188033
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 94 | Training Loss: 0.640408
ACC_train:0.6455696202531646
auc_train:0.6330383480825958
f1_weighted_train:0.6550867323019222
f1_macro_train:0.5903703703703704
 ==  Epoch: 94 | val Loss: 0.694444
ACC_val:0.725
auc_val:0.6551724137931034
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 94 | test Loss: 0.705533
ACC_test:0.7142857142857143
auc_test:0.5576923076923077
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 95 | Training Loss: 0.632864
ACC_train:0.689873417721519
auc_train:0.6536873156342183
f1_weighted_train:0.6927894061271463
f1_macro_train:0.6266936689329283
 ==  Epoch: 95 | val Loss: 0.693840
ACC_val:0.725
auc_val:0.6520376175548589
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 95 | test Loss: 0.705469
ACC_test:0.7142857142857143
auc_test:0.5598290598290598
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 96 | Training Loss: 0.656460
ACC_train:0.6329113924050633
auc_train:0.6631268436578172
f1_weighted_train:0.6393771576524742
f1_macro_train:0.5660984848484849
 ==  Epoch: 96 | val Loss: 0.692766
ACC_val:0.725
auc_val:0.6551724137931034
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 96 | test Loss: 0.705084
ACC_test:0.7142857142857143
auc_test:0.561965811965812
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 97 | Training Loss: 0.641065
ACC_train:0.6329113924050633
auc_train:0.6074729596853492
f1_weighted_train:0.6352626975391148
f1_macro_train:0.5553183229813665
 ==  Epoch: 97 | val Loss: 0.692245
ACC_val:0.725
auc_val:0.6614420062695924
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 97 | test Loss: 0.705195
ACC_test:0.7142857142857143
auc_test:0.5641025641025641
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 98 | Training Loss: 0.656569
ACC_train:0.6139240506329114
auc_train:0.5858407079646017
f1_weighted_train:0.6126054721789032
f1_macro_train:0.5229421373063406
 ==  Epoch: 98 | val Loss: 0.691173
ACC_val:0.725
auc_val:0.664576802507837
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 98 | test Loss: 0.706014
ACC_test:0.6938775510204082
auc_test:0.5662393162393162
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 99 | Training Loss: 0.653065
ACC_train:0.620253164556962
auc_train:0.600196656833825
f1_weighted_train:0.6249117417983563
f1_macro_train:0.5457159286946521
 ==  Epoch: 99 | val Loss: 0.689829
ACC_val:0.725
auc_val:0.664576802507837
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 99 | test Loss: 0.706658
ACC_test:0.6938775510204082
auc_test:0.561965811965812
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 100 | Training Loss: 0.652524
ACC_train:0.6392405063291139
auc_train:0.6058997050147493
f1_weighted_train:0.6496570940579487
f1_macro_train:0.5852636426433341
 ==  Epoch: 100 | val Loss: 0.688337
ACC_val:0.725
auc_val:0.683385579937304
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 100 | test Loss: 0.707373
ACC_test:0.6938775510204082
auc_test:0.5641025641025641
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 101 | Training Loss: 0.667862
ACC_train:0.6518987341772152
auc_train:0.6322517207472961
f1_weighted_train:0.6588958268904067
f1_macro_train:0.590924069105117
 ==  Epoch: 101 | val Loss: 0.686897
ACC_val:0.725
auc_val:0.6990595611285267
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 101 | test Loss: 0.707428
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 102 | Training Loss: 0.646406
ACC_train:0.6518987341772152
auc_train:0.6424778761061948
f1_weighted_train:0.6551717823876132
f1_macro_train:0.580982689618593
 ==  Epoch: 102 | val Loss: 0.685141
ACC_val:0.7
auc_val:0.7053291536050156
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 102 | test Loss: 0.707992
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 103 | Training Loss: 0.653010
ACC_train:0.6455696202531646
auc_train:0.6536873156342183
f1_weighted_train:0.649917625678466
f1_macro_train:0.5760015334483419
 ==  Epoch: 103 | val Loss: 0.682767
ACC_val:0.7
auc_val:0.7084639498432601
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 103 | test Loss: 0.708298
ACC_test:0.6530612244897959
auc_test:0.5641025641025641
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 104 | Training Loss: 0.624174
ACC_train:0.6772151898734177
auc_train:0.6763028515240904
f1_weighted_train:0.6802501982139685
f1_macro_train:0.6114566758281499
 ==  Epoch: 104 | val Loss: 0.681678
ACC_val:0.7
auc_val:0.7084639498432601
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 104 | test Loss: 0.708569
ACC_test:0.6530612244897959
auc_test:0.561965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 105 | Training Loss: 0.651947
ACC_train:0.6835443037974683
auc_train:0.6623402163225172
f1_weighted_train:0.6874264514986302
f1_macro_train:0.6214299405788768
 ==  Epoch: 105 | val Loss: 0.680605
ACC_val:0.7
auc_val:0.7115987460815046
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 105 | test Loss: 0.708604
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 106 | Training Loss: 0.657298
ACC_train:0.5886075949367089
auc_train:0.5417895771878073
f1_weighted_train:0.6004861598906432
f1_macro_train:0.5270550310845039
 ==  Epoch: 106 | val Loss: 0.679625
ACC_val:0.7
auc_val:0.7115987460815046
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 106 | test Loss: 0.708064
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 107 | Training Loss: 0.641786
ACC_train:0.6772151898734177
auc_train:0.6245821042281219
f1_weighted_train:0.6802501982139685
f1_macro_train:0.6114566758281499
 ==  Epoch: 107 | val Loss: 0.678148
ACC_val:0.7
auc_val:0.7147335423197492
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 107 | test Loss: 0.707600
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 108 | Training Loss: 0.637749
ACC_train:0.6012658227848101
auc_train:0.6412979351032448
f1_weighted_train:0.6155738196652468
f1_macro_train:0.5507109004739337
 ==  Epoch: 108 | val Loss: 0.676197
ACC_val:0.725
auc_val:0.7147335423197492
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 108 | test Loss: 0.707338
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 109 | Training Loss: 0.636253
ACC_train:0.6645569620253164
auc_train:0.712094395280236
f1_weighted_train:0.6796920395920717
f1_macro_train:0.6349448537425346
 ==  Epoch: 109 | val Loss: 0.674720
ACC_val:0.725
auc_val:0.7115987460815046
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 109 | test Loss: 0.707738
ACC_test:0.6326530612244898
auc_test:0.561965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 110 | Training Loss: 0.666149
ACC_train:0.6329113924050633
auc_train:0.5913470993117012
f1_weighted_train:0.6427684013127051
f1_macro_train:0.5757407407407407
 ==  Epoch: 110 | val Loss: 0.673825
ACC_val:0.725
auc_val:0.7115987460815046
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 110 | test Loss: 0.707585
ACC_test:0.6326530612244898
auc_test:0.5641025641025641
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 111 | Training Loss: 0.642918
ACC_train:0.6392405063291139
auc_train:0.6261553588987216
f1_weighted_train:0.6496570940579487
f1_macro_train:0.5852636426433341
 ==  Epoch: 111 | val Loss: 0.672639
ACC_val:0.725
auc_val:0.7115987460815046
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 111 | test Loss: 0.707769
ACC_test:0.6530612244897959
auc_test:0.5641025641025641
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 112 | Training Loss: 0.635458
ACC_train:0.6265822784810127
auc_train:0.680825958702065
f1_weighted_train:0.6399818311150726
f1_macro_train:0.5792371925073347
 ==  Epoch: 112 | val Loss: 0.671162
ACC_val:0.725
auc_val:0.7115987460815046
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 112 | test Loss: 0.708963
ACC_test:0.6530612244897959
auc_test:0.5576923076923076
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 113 | Training Loss: 0.660086
ACC_train:0.6392405063291139
auc_train:0.6133726647000983
f1_weighted_train:0.6532269339556694
f1_macro_train:0.5972812234494478
 ==  Epoch: 113 | val Loss: 0.671641
ACC_val:0.725
auc_val:0.7115987460815046
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 113 | test Loss: 0.709812
ACC_test:0.6530612244897959
auc_test:0.5598290598290597
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 114 | Training Loss: 0.647626
ACC_train:0.6265822784810127
auc_train:0.6084562438544738
f1_weighted_train:0.6387520980209221
f1_macro_train:0.5750945804275491
 ==  Epoch: 114 | val Loss: 0.672303
ACC_val:0.725
auc_val:0.7147335423197492
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 114 | test Loss: 0.709823
ACC_test:0.6326530612244898
auc_test:0.561965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 115 | Training Loss: 0.647625
ACC_train:0.6455696202531646
auc_train:0.6106194690265487
f1_weighted_train:0.6550867323019222
f1_macro_train:0.5903703703703704
 ==  Epoch: 115 | val Loss: 0.671552
ACC_val:0.725
auc_val:0.7147335423197492
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 115 | test Loss: 0.710258
ACC_test:0.6530612244897959
auc_test:0.5641025641025641
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 116 | Training Loss: 0.660033
ACC_train:0.6012658227848101
auc_train:0.6045231071779744
f1_weighted_train:0.6111214224729946
f1_macro_train:0.5366568914956011
 ==  Epoch: 116 | val Loss: 0.670268
ACC_val:0.725
auc_val:0.7147335423197492
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 116 | test Loss: 0.709429
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 117 | Training Loss: 0.640608
ACC_train:0.6455696202531646
auc_train:0.64031465093412
f1_weighted_train:0.649917625678466
f1_macro_train:0.5760015334483419
 ==  Epoch: 117 | val Loss: 0.669027
ACC_val:0.725
auc_val:0.7147335423197493
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 117 | test Loss: 0.708216
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 118 | Training Loss: 0.638694
ACC_train:0.6582278481012658
auc_train:0.678859390363815
f1_weighted_train:0.6659066831935422
f1_macro_train:0.600636584909193
 ==  Epoch: 118 | val Loss: 0.667566
ACC_val:0.725
auc_val:0.7147335423197493
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 118 | test Loss: 0.707405
ACC_test:0.6530612244897959
auc_test:0.5641025641025641
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 119 | Training Loss: 0.625842
ACC_train:0.6582278481012658
auc_train:0.6662733529990167
f1_weighted_train:0.6659066831935422
f1_macro_train:0.600636584909193
 ==  Epoch: 119 | val Loss: 0.666369
ACC_val:0.725
auc_val:0.7178683385579937
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 119 | test Loss: 0.707002
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 120 | Training Loss: 0.655640
ACC_train:0.6708860759493671
auc_train:0.647984267453294
f1_weighted_train:0.6782805097419295
f1_macro_train:0.6154278225051488
 ==  Epoch: 120 | val Loss: 0.665912
ACC_val:0.725
auc_val:0.7178683385579937
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 120 | test Loss: 0.706867
ACC_test:0.6530612244897959
auc_test:0.5641025641025641
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 121 | Training Loss: 0.627398
ACC_train:0.6392405063291139
auc_train:0.6503441494591937
f1_weighted_train:0.6532269339556694
f1_macro_train:0.5972812234494478
 ==  Epoch: 121 | val Loss: 0.666061
ACC_val:0.725
auc_val:0.7210031347962382
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 121 | test Loss: 0.706433
ACC_test:0.6326530612244898
auc_test:0.5619658119658119
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 122 | Training Loss: 0.646969
ACC_train:0.620253164556962
auc_train:0.6656833824975418
f1_weighted_train:0.6304500703234881
f1_macro_train:0.5611111111111111
 ==  Epoch: 122 | val Loss: 0.664902
ACC_val:0.725
auc_val:0.7210031347962382
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 122 | test Loss: 0.705896
ACC_test:0.6326530612244898
auc_test:0.5662393162393162
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 123 | Training Loss: 0.629208
ACC_train:0.6329113924050633
auc_train:0.6285152409046214
f1_weighted_train:0.6454984292039463
f1_macro_train:0.5843613933236576
 ==  Epoch: 123 | val Loss: 0.664483
ACC_val:0.725
auc_val:0.7178683385579937
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 123 | test Loss: 0.705912
ACC_test:0.6326530612244898
auc_test:0.5641025641025641
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 124 | Training Loss: 0.635395
ACC_train:0.6265822784810127
auc_train:0.6593903638151426
f1_weighted_train:0.6419903314320465
f1_macro_train:0.5868457208704516
 ==  Epoch: 124 | val Loss: 0.664299
ACC_val:0.725
auc_val:0.7210031347962382
f1_weighted_val:0.7100517687661776
f1_macro_val:0.6203623813632442
 ==  Epoch: 124 | test Loss: 0.705336
ACC_test:0.6326530612244898
auc_test:0.5641025641025641
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 125 | Training Loss: 0.651647
ACC_train:0.6265822784810127
auc_train:0.6312684365781711
f1_weighted_train:0.6387520980209221
f1_macro_train:0.5750945804275491
 ==  Epoch: 125 | val Loss: 0.663451
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 125 | test Loss: 0.705358
ACC_test:0.6326530612244898
auc_test:0.5619658119658119
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 126 | Training Loss: 0.628163
ACC_train:0.7025316455696202
auc_train:0.744149459193707
f1_weighted_train:0.7098842358131864
f1_macro_train:0.6543313317506865
 ==  Epoch: 126 | val Loss: 0.663030
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 126 | test Loss: 0.705418
ACC_test:0.6122448979591837
auc_test:0.5619658119658119
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 127 | Training Loss: 0.633773
ACC_train:0.6139240506329114
auc_train:0.6338249754178958
f1_weighted_train:0.6306701267491636
f1_macro_train:0.5764447374203472
 ==  Epoch: 127 | val Loss: 0.662173
ACC_val:0.75
auc_val:0.7178683385579937
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 127 | test Loss: 0.705265
ACC_test:0.6122448979591837
auc_test:0.5619658119658119
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 128 | Training Loss: 0.626906
ACC_train:0.6772151898734177
auc_train:0.7097345132743363
f1_weighted_train:0.6877348643909668
f1_macro_train:0.6327088746068645
 ==  Epoch: 128 | val Loss: 0.661257
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 128 | test Loss: 0.705533
ACC_test:0.6122448979591837
auc_test:0.5598290598290597
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 129 | Training Loss: 0.649996
ACC_train:0.6962025316455697
auc_train:0.6471976401179942
f1_weighted_train:0.7055552849319073
f1_macro_train:0.6525563496426608
 ==  Epoch: 129 | val Loss: 0.659847
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 129 | test Loss: 0.705343
ACC_test:0.6122448979591837
auc_test:0.5598290598290597
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 130 | Training Loss: 0.621728
ACC_train:0.689873417721519
auc_train:0.7329400196656833
f1_weighted_train:0.7018968379618912
f1_macro_train:0.6538031570004024
 ==  Epoch: 130 | val Loss: 0.658622
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 130 | test Loss: 0.704973
ACC_test:0.6122448979591837
auc_test:0.5555555555555555
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 131 | Training Loss: 0.614318
ACC_train:0.6645569620253164
auc_train:0.7254670599803343
f1_weighted_train:0.6791068314377978
f1_macro_train:0.6319929685783345
 ==  Epoch: 131 | val Loss: 0.657654
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 131 | test Loss: 0.705399
ACC_test:0.6326530612244898
auc_test:0.5512820512820512
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 132 | Training Loss: 0.623547
ACC_train:0.6708860759493671
auc_train:0.6597836774827927
f1_weighted_train:0.6821710054931932
f1_macro_train:0.6273584905660377
 ==  Epoch: 132 | val Loss: 0.656702
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 132 | test Loss: 0.705470
ACC_test:0.6326530612244898
auc_test:0.5512820512820512
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 133 | Training Loss: 0.622453
ACC_train:0.6645569620253164
auc_train:0.704228121927237
f1_weighted_train:0.6754891727984556
f1_macro_train:0.6183053010620356
 ==  Epoch: 133 | val Loss: 0.655689
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 133 | test Loss: 0.703298
ACC_test:0.6326530612244898
auc_test:0.5512820512820512
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 134 | Training Loss: 0.597217
ACC_train:0.7278481012658228
auc_train:0.7750245821042282
f1_weighted_train:0.7357062288507331
f1_macro_train:0.6871287128712871
 ==  Epoch: 134 | val Loss: 0.653956
ACC_val:0.75
auc_val:0.7272727272727272
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 134 | test Loss: 0.701057
ACC_test:0.6122448979591837
auc_test:0.5491452991452992
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 135 | Training Loss: 0.644530
ACC_train:0.6582278481012658
auc_train:0.6670599803343166
f1_weighted_train:0.6687496955483956
f1_macro_train:0.6091258933479934
 ==  Epoch: 135 | val Loss: 0.652394
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 135 | test Loss: 0.699726
ACC_test:0.6122448979591837
auc_test:0.5512820512820512
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 136 | Training Loss: 0.618565
ACC_train:0.6392405063291139
auc_train:0.6985250737463127
f1_weighted_train:0.6541262524004516
f1_macro_train:0.6008509506714532
 ==  Epoch: 136 | val Loss: 0.651730
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 136 | test Loss: 0.698853
ACC_test:0.5918367346938775
auc_test:0.5512820512820513
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 137 | Training Loss: 0.632210
ACC_train:0.6075949367088608
auc_train:0.6491642084562439
f1_weighted_train:0.6210500450111149
f1_macro_train:0.5556966618287372
 ==  Epoch: 137 | val Loss: 0.651491
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 137 | test Loss: 0.697679
ACC_test:0.6122448979591837
auc_test:0.5534188034188035
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 138 | Training Loss: 0.620408
ACC_train:0.6645569620253164
auc_train:0.6843657817109144
f1_weighted_train:0.6754891727984556
f1_macro_train:0.6183053010620356
 ==  Epoch: 138 | val Loss: 0.650814
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 138 | test Loss: 0.698132
ACC_test:0.5918367346938775
auc_test:0.5534188034188035
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 139 | Training Loss: 0.637624
ACC_train:0.6518987341772152
auc_train:0.6296951819075713
f1_weighted_train:0.6643898425648981
f1_macro_train:0.6077634845407357
 ==  Epoch: 139 | val Loss: 0.649729
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 139 | test Loss: 0.699647
ACC_test:0.5918367346938775
auc_test:0.5491452991452992
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 140 | Training Loss: 0.652660
ACC_train:0.6139240506329114
auc_train:0.6100294985250738
f1_weighted_train:0.6288919819525584
f1_macro_train:0.5690202566739704
 ==  Epoch: 140 | val Loss: 0.648995
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 140 | test Loss: 0.701139
ACC_test:0.5918367346938775
auc_test:0.5491452991452992
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 141 | Training Loss: 0.633837
ACC_train:0.6265822784810127
auc_train:0.6322517207472961
f1_weighted_train:0.6419903314320465
f1_macro_train:0.5868457208704516
 ==  Epoch: 141 | val Loss: 0.648079
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 141 | test Loss: 0.703200
ACC_test:0.5918367346938775
auc_test:0.5470085470085471
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 142 | Training Loss: 0.624686
ACC_train:0.6139240506329114
auc_train:0.6763028515240905
f1_weighted_train:0.6318791293943052
f1_macro_train:0.5830413151633138
 ==  Epoch: 142 | val Loss: 0.647488
ACC_val:0.75
auc_val:0.7272727272727272
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 142 | test Loss: 0.704729
ACC_test:0.5918367346938775
auc_test:0.5448717948717949
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 143 | Training Loss: 0.612323
ACC_train:0.6708860759493671
auc_train:0.7264503441494592
f1_weighted_train:0.6859783246812357
f1_macro_train:0.6432169532742749
 ==  Epoch: 143 | val Loss: 0.646646
ACC_val:0.75
auc_val:0.7272727272727272
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 143 | test Loss: 0.704450
ACC_test:0.5918367346938775
auc_test:0.5448717948717949
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 144 | Training Loss: 0.602034
ACC_train:0.6265822784810127
auc_train:0.6822025565388398
f1_weighted_train:0.6427793029213219
f1_macro_train:0.5903317952098439
 ==  Epoch: 144 | val Loss: 0.645888
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 144 | test Loss: 0.704143
ACC_test:0.5918367346938775
auc_test:0.5405982905982906
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 145 | Training Loss: 0.621492
ACC_train:0.6329113924050633
auc_train:0.6696165191740413
f1_weighted_train:0.6484632486844605
f1_macro_train:0.5955869373345102
 ==  Epoch: 145 | val Loss: 0.645583
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 145 | test Loss: 0.703296
ACC_test:0.5918367346938775
auc_test:0.5427350427350427
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 146 | Training Loss: 0.652451
ACC_train:0.6075949367088608
auc_train:0.6027531956735497
f1_weighted_train:0.6242193348006302
f1_macro_train:0.5676963812886143
 ==  Epoch: 146 | val Loss: 0.645302
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 146 | test Loss: 0.703345
ACC_test:0.5918367346938775
auc_test:0.5427350427350427
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 147 | Training Loss: 0.602112
ACC_train:0.6645569620253164
auc_train:0.7034414945919369
f1_weighted_train:0.6775618859587802
f1_macro_train:0.6255421902249252
 ==  Epoch: 147 | val Loss: 0.644819
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 147 | test Loss: 0.703248
ACC_test:0.5918367346938775
auc_test:0.5405982905982906
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 148 | Training Loss: 0.620854
ACC_train:0.6708860759493671
auc_train:0.7002949852507374
f1_weighted_train:0.6782805097419295
f1_macro_train:0.6154278225051488
 ==  Epoch: 148 | val Loss: 0.644668
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 148 | test Loss: 0.703668
ACC_test:0.6122448979591837
auc_test:0.5427350427350427
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 149 | Training Loss: 0.603470
ACC_train:0.6772151898734177
auc_train:0.711701081612586
f1_weighted_train:0.6877348643909668
f1_macro_train:0.6327088746068645
 ==  Epoch: 149 | val Loss: 0.644414
ACC_val:0.75
auc_val:0.7241379310344828
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 149 | test Loss: 0.704859
ACC_test:0.5918367346938775
auc_test:0.5405982905982906
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 150 | Training Loss: 0.629115
ACC_train:0.689873417721519
auc_train:0.6973451327433628
f1_weighted_train:0.6999805559834776
f1_macro_train:0.6471124481516932
 ==  Epoch: 150 | val Loss: 0.643735
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 150 | test Loss: 0.705592
ACC_test:0.5918367346938775
auc_test:0.5405982905982906
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 151 | Training Loss: 0.595757
ACC_train:0.6772151898734177
auc_train:0.7352999016715831
f1_weighted_train:0.6905340153056673
f1_macro_train:0.6428666400744582
 ==  Epoch: 151 | val Loss: 0.643362
ACC_val:0.75
auc_val:0.7210031347962382
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 151 | test Loss: 0.705679
ACC_test:0.5918367346938775
auc_test:0.5405982905982906
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 152 | Training Loss: 0.600040
ACC_train:0.7278481012658228
auc_train:0.7463126843657817
f1_weighted_train:0.7367176307610112
f1_macro_train:0.6903231687861799
 ==  Epoch: 152 | val Loss: 0.642482
ACC_val:0.775
auc_val:0.7210031347962382
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 152 | test Loss: 0.704885
ACC_test:0.6122448979591837
auc_test:0.5427350427350427
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 153 | Training Loss: 0.612856
ACC_train:0.689873417721519
auc_train:0.6945919370698133
f1_weighted_train:0.6961071912296352
f1_macro_train:0.6355505342936496
 ==  Epoch: 153 | val Loss: 0.641512
ACC_val:0.775
auc_val:0.7210031347962382
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 153 | test Loss: 0.703694
ACC_test:0.5918367346938775
auc_test:0.5427350427350427
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 154 | Training Loss: 0.620647
ACC_train:0.6835443037974683
auc_train:0.6918387413962634
f1_weighted_train:0.6943951975896088
f1_macro_train:0.6416908563134978
 ==  Epoch: 154 | val Loss: 0.640570
ACC_val:0.775
auc_val:0.7241379310344828
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 154 | test Loss: 0.703695
ACC_test:0.6122448979591837
auc_test:0.5405982905982906
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 155 | Training Loss: 0.631606
ACC_train:0.6455696202531646
auc_train:0.7002949852507375
f1_weighted_train:0.6612683047902705
f1_macro_train:0.6127450980392157
 ==  Epoch: 155 | val Loss: 0.639989
ACC_val:0.775
auc_val:0.7210031347962382
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 155 | test Loss: 0.702448
ACC_test:0.5918367346938775
auc_test:0.5405982905982906
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 156 | Training Loss: 0.623476
ACC_train:0.7341772151898734
auc_train:0.744542772861357
f1_weighted_train:0.7374382192588496
f1_macro_train:0.6820011500862565
 ==  Epoch: 156 | val Loss: 0.639527
ACC_val:0.775
auc_val:0.7272727272727272
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 156 | test Loss: 0.702032
ACC_test:0.5918367346938775
auc_test:0.5427350427350427
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 157 | Training Loss: 0.614745
ACC_train:0.7088607594936709
auc_train:0.7451327433628319
f1_weighted_train:0.7166783872480075
f1_macro_train:0.6635185185185185
 ==  Epoch: 157 | val Loss: 0.638728
ACC_val:0.775
auc_val:0.7272727272727273
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 157 | test Loss: 0.701037
ACC_test:0.6122448979591837
auc_test:0.5405982905982906
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 158 | Training Loss: 0.586742
ACC_train:0.7025316455696202
auc_train:0.7585054080629302
f1_weighted_train:0.7132058654645493
f1_macro_train:0.6648160686075378
 ==  Epoch: 158 | val Loss: 0.638034
ACC_val:0.775
auc_val:0.7335423197492162
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 158 | test Loss: 0.700811
ACC_test:0.6122448979591837
auc_test:0.5405982905982906
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 159 | Training Loss: 0.609376
ACC_train:0.6835443037974683
auc_train:0.6957718780727631
f1_weighted_train:0.6920417252695734
f1_macro_train:0.6342592592592593
 ==  Epoch: 159 | val Loss: 0.637601
ACC_val:0.775
auc_val:0.7335423197492162
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 159 | test Loss: 0.700567
ACC_test:0.6122448979591837
auc_test:0.5427350427350428
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 160 | Training Loss: 0.567235
ACC_train:0.6582278481012658
auc_train:0.7130776794493608
f1_weighted_train:0.6739005679382063
f1_macro_train:0.6294945284002085
 ==  Epoch: 160 | val Loss: 0.636658
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 160 | test Loss: 0.700963
ACC_test:0.6122448979591837
auc_test:0.5427350427350428
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 161 | Training Loss: 0.632596
ACC_train:0.6518987341772152
auc_train:0.6328416912487709
f1_weighted_train:0.6619498275997749
f1_macro_train:0.5998157955330417
 ==  Epoch: 161 | val Loss: 0.635756
ACC_val:0.775
auc_val:0.7304075235109717
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 161 | test Loss: 0.700539
ACC_test:0.6122448979591837
auc_test:0.5405982905982906
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 162 | Training Loss: 0.585804
ACC_train:0.6645569620253164
auc_train:0.7307767944936088
f1_weighted_train:0.6791068314377978
f1_macro_train:0.6319929685783345
 ==  Epoch: 162 | val Loss: 0.635409
ACC_val:0.775
auc_val:0.7335423197492164
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 162 | test Loss: 0.699495
ACC_test:0.6122448979591837
auc_test:0.5427350427350428
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 163 | Training Loss: 0.584601
ACC_train:0.6772151898734177
auc_train:0.6951819075712882
f1_weighted_train:0.6887978540147236
f1_macro_train:0.6362897765741368
 ==  Epoch: 163 | val Loss: 0.634713
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 163 | test Loss: 0.699845
ACC_test:0.6122448979591837
auc_test:0.5384615384615384
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 164 | Training Loss: 0.586893
ACC_train:0.6835443037974683
auc_train:0.7594886922320551
f1_weighted_train:0.6969510764521211
f1_macro_train:0.6513680494263019
 ==  Epoch: 164 | val Loss: 0.634129
ACC_val:0.775
auc_val:0.7304075235109718
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 164 | test Loss: 0.699350
ACC_test:0.6122448979591837
auc_test:0.5363247863247863
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 165 | Training Loss: 0.595234
ACC_train:0.7025316455696202
auc_train:0.744346116027532
f1_weighted_train:0.7148058572424778
f1_macro_train:0.6708770996764615
 ==  Epoch: 165 | val Loss: 0.633589
ACC_val:0.775
auc_val:0.7335423197492164
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 165 | test Loss: 0.699336
ACC_test:0.6122448979591837
auc_test:0.5384615384615384
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 166 | Training Loss: 0.598543
ACC_train:0.6962025316455697
auc_train:0.7136676499508358
f1_weighted_train:0.7055552849319073
f1_macro_train:0.6525563496426608
 ==  Epoch: 166 | val Loss: 0.632742
ACC_val:0.775
auc_val:0.7335423197492164
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 166 | test Loss: 0.699089
ACC_test:0.6122448979591837
auc_test:0.5363247863247863
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 167 | Training Loss: 0.594006
ACC_train:0.6962025316455697
auc_train:0.744346116027532
f1_weighted_train:0.7075574055750793
f1_macro_train:0.6592991913746631
 ==  Epoch: 167 | val Loss: 0.632140
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 167 | test Loss: 0.698002
ACC_test:0.6122448979591837
auc_test:0.5341880341880342
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 168 | Training Loss: 0.603551
ACC_train:0.7025316455696202
auc_train:0.7860373647984267
f1_weighted_train:0.7098842358131864
f1_macro_train:0.6543313317506865
 ==  Epoch: 168 | val Loss: 0.631379
ACC_val:0.775
auc_val:0.7398119122257054
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 168 | test Loss: 0.698072
ACC_test:0.6122448979591837
auc_test:0.5363247863247863
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 169 | Training Loss: 0.590459
ACC_train:0.6962025316455697
auc_train:0.7343166175024584
f1_weighted_train:0.709658546963089
f1_macro_train:0.6680672268907564
 ==  Epoch: 169 | val Loss: 0.630823
ACC_val:0.775
auc_val:0.7398119122257053
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 169 | test Loss: 0.698720
ACC_test:0.6122448979591837
auc_test:0.5341880341880342
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 170 | Training Loss: 0.613560
ACC_train:0.6582278481012658
auc_train:0.7087512291052115
f1_weighted_train:0.6743147097337406
f1_macro_train:0.6322413793103447
 ==  Epoch: 170 | val Loss: 0.630409
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 170 | test Loss: 0.700121
ACC_test:0.5918367346938775
auc_test:0.532051282051282
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 171 | Training Loss: 0.567076
ACC_train:0.7215189873417721
auc_train:0.7874139626352016
f1_weighted_train:0.7319276217771559
f1_macro_train:0.6876909254267745
 ==  Epoch: 171 | val Loss: 0.630371
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 171 | test Loss: 0.700207
ACC_test:0.5918367346938775
auc_test:0.532051282051282
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 172 | Training Loss: 0.592808
ACC_train:0.6518987341772152
auc_train:0.7675516224188791
f1_weighted_train:0.6688206308459472
f1_macro_train:0.6317016317016316
 ==  Epoch: 172 | val Loss: 0.630423
ACC_val:0.775
auc_val:0.7398119122257053
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 172 | test Loss: 0.700059
ACC_test:0.6122448979591837
auc_test:0.532051282051282
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 173 | Training Loss: 0.597013
ACC_train:0.6772151898734177
auc_train:0.7107177974434612
f1_weighted_train:0.6905340153056673
f1_macro_train:0.6428666400744582
 ==  Epoch: 173 | val Loss: 0.630207
ACC_val:0.775
auc_val:0.7398119122257054
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 173 | test Loss: 0.699166
ACC_test:0.6122448979591837
auc_test:0.532051282051282
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 174 | Training Loss: 0.583780
ACC_train:0.7088607594936709
auc_train:0.7807276302851525
f1_weighted_train:0.7211949903359512
f1_macro_train:0.6792586054721976
 ==  Epoch: 174 | val Loss: 0.630052
ACC_val:0.775
auc_val:0.7398119122257054
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 174 | test Loss: 0.698553
ACC_test:0.6122448979591837
auc_test:0.532051282051282
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 175 | Training Loss: 0.592655
ACC_train:0.7215189873417721
auc_train:0.7748279252704032
f1_weighted_train:0.7300923445209149
f1_macro_train:0.681509987172439
 ==  Epoch: 175 | val Loss: 0.629754
ACC_val:0.775
auc_val:0.7398119122257054
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 175 | test Loss: 0.698596
ACC_test:0.6122448979591837
auc_test:0.5341880341880342
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 176 | Training Loss: 0.596721
ACC_train:0.689873417721519
auc_train:0.7706981317600786
f1_weighted_train:0.703866225283236
f1_macro_train:0.6624961855355507
 ==  Epoch: 176 | val Loss: 0.629519
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 176 | test Loss: 0.698196
ACC_test:0.6326530612244898
auc_test:0.532051282051282
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 177 | Training Loss: 0.582351
ACC_train:0.7531645569620253
auc_train:0.7699115044247787
f1_weighted_train:0.7620218883642005
f1_macro_train:0.7218686526743399
 ==  Epoch: 177 | val Loss: 0.629588
ACC_val:0.775
auc_val:0.7304075235109717
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 177 | test Loss: 0.697692
ACC_test:0.6326530612244898
auc_test:0.532051282051282
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 178 | Training Loss: 0.587553
ACC_train:0.6962025316455697
auc_train:0.7384464110127827
f1_weighted_train:0.7101338381672944
f1_macro_train:0.6706618030224074
 ==  Epoch: 178 | val Loss: 0.629121
ACC_val:0.775
auc_val:0.7272727272727273
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 178 | test Loss: 0.698218
ACC_test:0.6326530612244898
auc_test:0.5341880341880342
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 179 | Training Loss: 0.600704
ACC_train:0.7151898734177216
auc_train:0.7268436578171091
f1_weighted_train:0.7254098711894621
f1_macro_train:0.6790792146242384
 ==  Epoch: 179 | val Loss: 0.628478
ACC_val:0.775
auc_val:0.7272727272727273
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 179 | test Loss: 0.699765
ACC_test:0.6326530612244898
auc_test:0.5363247863247863
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 180 | Training Loss: 0.578984
ACC_train:0.7278481012658228
auc_train:0.775614552605703
f1_weighted_train:0.7357062288507331
f1_macro_train:0.6871287128712871
 ==  Epoch: 180 | val Loss: 0.627958
ACC_val:0.775
auc_val:0.7241379310344828
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 180 | test Loss: 0.700726
ACC_test:0.6326530612244898
auc_test:0.5384615384615384
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 181 | Training Loss: 0.577415
ACC_train:0.7215189873417721
auc_train:0.7423795476892823
f1_weighted_train:0.7300923445209149
f1_macro_train:0.681509987172439
 ==  Epoch: 181 | val Loss: 0.627495
ACC_val:0.775
auc_val:0.7366771159874608
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 181 | test Loss: 0.701195
ACC_test:0.6326530612244898
auc_test:0.547008547008547
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 182 | Training Loss: 0.579940
ACC_train:0.7341772151898734
auc_train:0.7687315634218289
f1_weighted_train:0.7441127298781944
f1_macro_train:0.7018867924528303
 ==  Epoch: 182 | val Loss: 0.626989
ACC_val:0.775
auc_val:0.7429467084639498
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 182 | test Loss: 0.700914
ACC_test:0.6326530612244898
auc_test:0.547008547008547
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 183 | Training Loss: 0.578617
ACC_train:0.7468354430379747
auc_train:0.7661750245821043
f1_weighted_train:0.756978253813697
f1_macro_train:0.7186609686609686
 ==  Epoch: 183 | val Loss: 0.626595
ACC_val:0.775
auc_val:0.7492163009404389
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 183 | test Loss: 0.700335
ACC_test:0.6530612244897959
auc_test:0.5491452991452991
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 184 | Training Loss: 0.569589
ACC_train:0.6772151898734177
auc_train:0.6761061946902656
f1_weighted_train:0.6851935324781384
f1_macro_train:0.6249127216869153
 ==  Epoch: 184 | val Loss: 0.626716
ACC_val:0.775
auc_val:0.7523510971786834
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 184 | test Loss: 0.698553
ACC_test:0.6530612244897959
auc_test:0.547008547008547
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 185 | Training Loss: 0.544362
ACC_train:0.759493670886076
auc_train:0.825172074729597
f1_weighted_train:0.7659517112048757
f1_macro_train:0.722037037037037
 ==  Epoch: 185 | val Loss: 0.627431
ACC_val:0.775
auc_val:0.7492163009404389
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 185 | test Loss: 0.697184
ACC_test:0.6530612244897959
auc_test:0.5363247863247863
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 186 | Training Loss: 0.570425
ACC_train:0.740506329113924
auc_train:0.8033431661750245
f1_weighted_train:0.7479989623925596
f1_macro_train:0.7016808657609948
 ==  Epoch: 186 | val Loss: 0.626781
ACC_val:0.775
auc_val:0.7492163009404389
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 186 | test Loss: 0.697046
ACC_test:0.6530612244897959
auc_test:0.5405982905982906
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 187 | Training Loss: 0.573786
ACC_train:0.7088607594936709
auc_train:0.752605703048181
f1_weighted_train:0.7166783872480075
f1_macro_train:0.6635185185185185
 ==  Epoch: 187 | val Loss: 0.626201
ACC_val:0.8
auc_val:0.7460815047021944
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 187 | test Loss: 0.697547
ACC_test:0.6530612244897959
auc_test:0.5427350427350427
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 188 | Training Loss: 0.560226
ACC_train:0.7531645569620253
auc_train:0.8031465093411997
f1_weighted_train:0.7581261317950158
f1_macro_train:0.7099279762745375
 ==  Epoch: 188 | val Loss: 0.625611
ACC_val:0.8
auc_val:0.7492163009404389
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 188 | test Loss: 0.697863
ACC_test:0.6530612244897959
auc_test:0.5405982905982906
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 189 | Training Loss: 0.572478
ACC_train:0.7721518987341772
auc_train:0.7807276302851524
f1_weighted_train:0.7761651323360184
f1_macro_train:0.7306818181818182
 ==  Epoch: 189 | val Loss: 0.624908
ACC_val:0.8
auc_val:0.7429467084639498
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 189 | test Loss: 0.698909
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 190 | Training Loss: 0.576854
ACC_train:0.7215189873417721
auc_train:0.7242871189773844
f1_weighted_train:0.7277758159354788
f1_macro_train:0.674592772888972
 ==  Epoch: 190 | val Loss: 0.623972
ACC_val:0.775
auc_val:0.7429467084639498
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 190 | test Loss: 0.700470
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 191 | Training Loss: 0.591977
ACC_train:0.740506329113924
auc_train:0.7339233038348083
f1_weighted_train:0.7469202908157583
f1_macro_train:0.6984592468463436
 ==  Epoch: 191 | val Loss: 0.623516
ACC_val:0.775
auc_val:0.7429467084639498
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 191 | test Loss: 0.700784
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 192 | Training Loss: 0.555840
ACC_train:0.7025316455696202
auc_train:0.7687315634218289
f1_weighted_train:0.7132058654645493
f1_macro_train:0.6648160686075378
 ==  Epoch: 192 | val Loss: 0.622846
ACC_val:0.775
auc_val:0.7523510971786834
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 192 | test Loss: 0.700983
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 193 | Training Loss: 0.578236
ACC_train:0.7468354430379747
auc_train:0.7811209439528023
f1_weighted_train:0.7562978379792329
f1_macro_train:0.7160826594788858
 ==  Epoch: 193 | val Loss: 0.622089
ACC_val:0.775
auc_val:0.7460815047021944
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 193 | test Loss: 0.700572
ACC_test:0.6530612244897959
auc_test:0.5277777777777777
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 194 | Training Loss: 0.561676
ACC_train:0.7088607594936709
auc_train:0.7632251720747296
f1_weighted_train:0.717823814726411
f1_macro_train:0.6670331684075499
 ==  Epoch: 194 | val Loss: 0.621372
ACC_val:0.775
auc_val:0.7492163009404389
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 194 | test Loss: 0.700043
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 195 | Training Loss: 0.555521
ACC_train:0.7468354430379747
auc_train:0.7901671583087513
f1_weighted_train:0.7562978379792329
f1_macro_train:0.7160826594788858
 ==  Epoch: 195 | val Loss: 0.620878
ACC_val:0.775
auc_val:0.7492163009404389
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 195 | test Loss: 0.699533
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 196 | Training Loss: 0.569712
ACC_train:0.6962025316455697
auc_train:0.7750245821042282
f1_weighted_train:0.7090730333940362
f1_macro_train:0.6653133274492498
 ==  Epoch: 196 | val Loss: 0.621143
ACC_val:0.775
auc_val:0.7492163009404389
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 196 | test Loss: 0.698862
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 197 | Training Loss: 0.561608
ACC_train:0.7151898734177216
auc_train:0.7891838741396263
f1_weighted_train:0.7244719391685
f1_macro_train:0.675919595241351
 ==  Epoch: 197 | val Loss: 0.620119
ACC_val:0.75
auc_val:0.7523510971786833
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 197 | test Loss: 0.699600
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 198 | Training Loss: 0.553293
ACC_train:0.7025316455696202
auc_train:0.7870206489675516
f1_weighted_train:0.7166749032406434
f1_macro_train:0.6810548468839928
 ==  Epoch: 198 | val Loss: 0.619088
ACC_val:0.75
auc_val:0.755485893416928
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 198 | test Loss: 0.700562
ACC_test:0.6530612244897959
auc_test:0.5256410256410257
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 199 | Training Loss: 0.568035
ACC_train:0.740506329113924
auc_train:0.7874139626352016
f1_weighted_train:0.7512136201476933
f1_macro_train:0.7128927890794664
 ==  Epoch: 199 | val Loss: 0.618109
ACC_val:0.725
auc_val:0.7586206896551724
f1_weighted_val:0.7207828894269571
f1_macro_val:0.6448748991121872
 ==  Epoch: 199 | test Loss: 0.701853
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 200 | Training Loss: 0.565837
ACC_train:0.7151898734177216
auc_train:0.7533923303834809
f1_weighted_train:0.727543536126432
f1_macro_train:0.6875411997363216
 ==  Epoch: 200 | val Loss: 0.617901
ACC_val:0.725
auc_val:0.755485893416928
f1_weighted_val:0.7207828894269571
f1_macro_val:0.6448748991121872
 ==  Epoch: 200 | test Loss: 0.701985
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 201 | Training Loss: 0.565241
ACC_train:0.7151898734177216
auc_train:0.7722713864306785
f1_weighted_train:0.7262317899650022
f1_macro_train:0.6820641237758798
 ==  Epoch: 201 | val Loss: 0.618068
ACC_val:0.725
auc_val:0.7617554858934169
f1_weighted_val:0.7207828894269571
f1_macro_val:0.6448748991121872
 ==  Epoch: 201 | test Loss: 0.701530
ACC_test:0.6326530612244898
auc_test:0.5213675213675214
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 202 | Training Loss: 0.559360
ACC_train:0.6835443037974683
auc_train:0.7689282202556538
f1_weighted_train:0.6984395460497599
f1_macro_train:0.6594827586206896
 ==  Epoch: 202 | val Loss: 0.618434
ACC_val:0.75
auc_val:0.7586206896551724
f1_weighted_val:0.7416666666666667
f1_macro_val:0.6666666666666667
 ==  Epoch: 202 | test Loss: 0.700663
ACC_test:0.6530612244897959
auc_test:0.5213675213675214
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 203 | Training Loss: 0.557751
ACC_train:0.7278481012658228
auc_train:0.7555555555555555
f1_weighted_train:0.7390776991792881
f1_macro_train:0.6988875592784647
 ==  Epoch: 203 | val Loss: 0.619737
ACC_val:0.775
auc_val:0.755485893416928
f1_weighted_val:0.762769628990509
f1_macro_val:0.6893874029335634
 ==  Epoch: 203 | test Loss: 0.699373
ACC_test:0.673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 204 | Training Loss: 0.531825
ACC_train:0.759493670886076
auc_train:0.8271386430678466
f1_weighted_train:0.7684829460802711
f1_macro_train:0.7302785265049416
 ==  Epoch: 204 | val Loss: 0.621176
ACC_val:0.8
auc_val:0.755485893416928
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 204 | test Loss: 0.698081
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 205 | Training Loss: 0.565565
ACC_train:0.6962025316455697
auc_train:0.760275319567355
f1_weighted_train:0.7066193896860244
f1_macro_train:0.6560232220609579
 ==  Epoch: 205 | val Loss: 0.623694
ACC_val:0.8
auc_val:0.7523510971786833
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 205 | test Loss: 0.696686
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 206 | Training Loss: 0.554586
ACC_train:0.7721518987341772
auc_train:0.8053097345132744
f1_weighted_train:0.7749470450790139
f1_macro_train:0.7274295572167913
 ==  Epoch: 206 | val Loss: 0.625622
ACC_val:0.8
auc_val:0.7523510971786833
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 206 | test Loss: 0.695555
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 207 | Training Loss: 0.558218
ACC_train:0.7658227848101266
auc_train:0.776401179941003
f1_weighted_train:0.7734547055385445
f1_macro_train:0.7335338894206664
 ==  Epoch: 207 | val Loss: 0.627222
ACC_val:0.8
auc_val:0.755485893416928
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 207 | test Loss: 0.694614
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 208 | Training Loss: 0.541531
ACC_train:0.7658227848101266
auc_train:0.8127826941986234
f1_weighted_train:0.7705299199080918
f1_macro_train:0.724803464670715
 ==  Epoch: 208 | val Loss: 0.625843
ACC_val:0.8
auc_val:0.755485893416928
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 208 | test Loss: 0.695016
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 209 | Training Loss: 0.557080
ACC_train:0.7341772151898734
auc_train:0.7809242871189774
f1_weighted_train:0.7423608743154188
f1_macro_train:0.6959868059373282
 ==  Epoch: 209 | val Loss: 0.623840
ACC_val:0.8
auc_val:0.755485893416928
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 209 | test Loss: 0.695566
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 210 | Training Loss: 0.546723
ACC_train:0.7215189873417721
auc_train:0.7958702064896757
f1_weighted_train:0.7319276217771559
f1_macro_train:0.6876909254267745
 ==  Epoch: 210 | val Loss: 0.621342
ACC_val:0.8
auc_val:0.755485893416928
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 210 | test Loss: 0.696569
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 211 | Training Loss: 0.550294
ACC_train:0.7784810126582279
auc_train:0.8053097345132744
f1_weighted_train:0.7818045887960062
f1_macro_train:0.7366039533222195
 ==  Epoch: 211 | val Loss: 0.618973
ACC_val:0.8
auc_val:0.7617554858934169
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 211 | test Loss: 0.697968
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 212 | Training Loss: 0.543642
ACC_train:0.7215189873417721
auc_train:0.7590953785644051
f1_weighted_train:0.7300923445209149
f1_macro_train:0.681509987172439
 ==  Epoch: 212 | val Loss: 0.618047
ACC_val:0.8
auc_val:0.7617554858934169
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 212 | test Loss: 0.698986
ACC_test:0.673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 213 | Training Loss: 0.536409
ACC_train:0.7784810126582279
auc_train:0.8424778761061946
f1_weighted_train:0.7848771630180387
f1_macro_train:0.7453373244301174
 ==  Epoch: 213 | val Loss: 0.616660
ACC_val:0.8
auc_val:0.7586206896551724
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 213 | test Loss: 0.700781
ACC_test:0.6530612244897959
auc_test:0.5256410256410257
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 214 | Training Loss: 0.577554
ACC_train:0.7025316455696202
auc_train:0.76086529006883
f1_weighted_train:0.7148058572424778
f1_macro_train:0.6708770996764615
 ==  Epoch: 214 | val Loss: 0.615414
ACC_val:0.8
auc_val:0.7586206896551724
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 214 | test Loss: 0.702302
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 215 | Training Loss: 0.550079
ACC_train:0.759493670886076
auc_train:0.816715830875123
f1_weighted_train:0.7677403501681027
f1_macro_train:0.7276850507982583
 ==  Epoch: 215 | val Loss: 0.615222
ACC_val:0.8
auc_val:0.7617554858934169
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 215 | test Loss: 0.701519
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 216 | Training Loss: 0.530946
ACC_train:0.7658227848101266
auc_train:0.832645034414946
f1_weighted_train:0.7754854620845036
f1_macro_train:0.7409032486814696
 ==  Epoch: 216 | val Loss: 0.615244
ACC_val:0.8
auc_val:0.7648902821316614
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 216 | test Loss: 0.700949
ACC_test:0.6530612244897959
auc_test:0.5235042735042735
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 217 | Training Loss: 0.573922
ACC_train:0.7531645569620253
auc_train:0.8129793510324483
f1_weighted_train:0.7592656424832822
f1_macro_train:0.7131685518782291
 ==  Epoch: 217 | val Loss: 0.614508
ACC_val:0.8
auc_val:0.780564263322884
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 217 | test Loss: 0.701166
ACC_test:0.6530612244897959
auc_test:0.5192307692307693
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 218 | Training Loss: 0.556408
ACC_train:0.7088607594936709
auc_train:0.7901671583087513
f1_weighted_train:0.7205249918857514
f1_macro_train:0.676460113960114
 ==  Epoch: 218 | val Loss: 0.614866
ACC_val:0.8
auc_val:0.786833855799373
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 218 | test Loss: 0.700472
ACC_test:0.673469387755102
auc_test:0.5192307692307693
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 219 | Training Loss: 0.548254
ACC_train:0.7721518987341772
auc_train:0.809439528023599
f1_weighted_train:0.7782700421940928
f1_macro_train:0.7366666666666667
 ==  Epoch: 219 | val Loss: 0.617173
ACC_val:0.8
auc_val:0.7742946708463949
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 219 | test Loss: 0.697879
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 220 | Training Loss: 0.542112
ACC_train:0.7848101265822784
auc_train:0.8007866273353
f1_weighted_train:0.7861884778677569
f1_macro_train:0.7393245341614907
 ==  Epoch: 220 | val Loss: 0.619436
ACC_val:0.825
auc_val:0.7711598746081505
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 220 | test Loss: 0.695846
ACC_test:0.6530612244897959
auc_test:0.5341880341880343
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 221 | Training Loss: 0.557511
ACC_train:0.7784810126582279
auc_train:0.8306784660766962
f1_weighted_train:0.7818045887960062
f1_macro_train:0.7366039533222195
 ==  Epoch: 221 | val Loss: 0.619095
ACC_val:0.825
auc_val:0.7774294670846396
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 221 | test Loss: 0.695243
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 222 | Training Loss: 0.561050
ACC_train:0.759493670886076
auc_train:0.7634218289085545
f1_weighted_train:0.7648972955806408
f1_macro_train:0.7189664856768396
 ==  Epoch: 222 | val Loss: 0.616758
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 222 | test Loss: 0.695336
ACC_test:0.6530612244897959
auc_test:0.5341880341880342
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 223 | Training Loss: 0.568485
ACC_train:0.7278481012658228
auc_train:0.7492625368731564
f1_weighted_train:0.7357062288507331
f1_macro_train:0.6871287128712871
 ==  Epoch: 223 | val Loss: 0.613794
ACC_val:0.8
auc_val:0.7899686520376176
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 223 | test Loss: 0.696801
ACC_test:0.6530612244897959
auc_test:0.5363247863247863
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 224 | Training Loss: 0.542305
ACC_train:0.7531645569620253
auc_train:0.8300884955752212
f1_weighted_train:0.7592656424832822
f1_macro_train:0.7131685518782291
 ==  Epoch: 224 | val Loss: 0.612787
ACC_val:0.8
auc_val:0.7899686520376176
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 224 | test Loss: 0.697665
ACC_test:0.6530612244897959
auc_test:0.5341880341880342
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 225 | Training Loss: 0.562918
ACC_train:0.7658227848101266
auc_train:0.8104228121927237
f1_weighted_train:0.7734547055385445
f1_macro_train:0.7335338894206664
 ==  Epoch: 225 | val Loss: 0.611922
ACC_val:0.8
auc_val:0.7899686520376176
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 225 | test Loss: 0.699017
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 226 | Training Loss: 0.557363
ACC_train:0.7215189873417721
auc_train:0.7889872173058013
f1_weighted_train:0.7333169472778664
f1_macro_train:0.6932038834951455
 ==  Epoch: 226 | val Loss: 0.614233
ACC_val:0.8
auc_val:0.780564263322884
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 226 | test Loss: 0.697126
ACC_test:0.6530612244897959
auc_test:0.5384615384615384
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 227 | Training Loss: 0.540535
ACC_train:0.8037974683544303
auc_train:0.8363815142576204
f1_weighted_train:0.8067412072193199
f1_macro_train:0.766706358656823
 ==  Epoch: 227 | val Loss: 0.617712
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 227 | test Loss: 0.695077
ACC_test:0.673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 228 | Training Loss: 0.560048
ACC_train:0.7911392405063291
auc_train:0.8332350049164209
f1_weighted_train:0.7953374961342441
f1_macro_train:0.7545544414630702
 ==  Epoch: 228 | val Loss: 0.619636
ACC_val:0.825
auc_val:0.774294670846395
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 228 | test Loss: 0.694100
ACC_test:0.6938775510204082
auc_test:0.5299145299145299
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 229 | Training Loss: 0.539756
ACC_train:0.8037974683544303
auc_train:0.8110127826941986
f1_weighted_train:0.8056422773457456
f1_macro_train:0.7638266068759343
 ==  Epoch: 229 | val Loss: 0.617867
ACC_val:0.825
auc_val:0.7774294670846396
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 229 | test Loss: 0.694622
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 230 | Training Loss: 0.560713
ACC_train:0.7468354430379747
auc_train:0.7758112094395281
f1_weighted_train:0.7525234690322535
f1_macro_train:0.7041752480808838
 ==  Epoch: 230 | val Loss: 0.615113
ACC_val:0.8
auc_val:0.7836990595611285
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 230 | test Loss: 0.695159
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 231 | Training Loss: 0.538437
ACC_train:0.7468354430379747
auc_train:0.824188790560472
f1_weighted_train:0.7575608611616969
f1_macro_train:0.7210944395410415
 ==  Epoch: 231 | val Loss: 0.613912
ACC_val:0.8
auc_val:0.7836990595611285
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 231 | test Loss: 0.694780
ACC_test:0.6530612244897959
auc_test:0.5341880341880342
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 232 | Training Loss: 0.550363
ACC_train:0.7531645569620253
auc_train:0.7878072763028515
f1_weighted_train:0.7554854456930347
f1_macro_train:0.7028786344568204
 ==  Epoch: 232 | val Loss: 0.614681
ACC_val:0.8
auc_val:0.786833855799373
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 232 | test Loss: 0.694104
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 233 | Training Loss: 0.537619
ACC_train:0.7721518987341772
auc_train:0.8202556538839725
f1_weighted_train:0.7791664636989303
f1_macro_train:0.7394172622319956
 ==  Epoch: 233 | val Loss: 0.614497
ACC_val:0.8
auc_val:0.7899686520376176
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 233 | test Loss: 0.693883
ACC_test:0.6530612244897959
auc_test:0.5341880341880342
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 234 | Training Loss: 0.536351
ACC_train:0.7658227848101266
auc_train:0.8037364798426745
f1_weighted_train:0.7716109941508064
f1_macro_train:0.727877856910115
 ==  Epoch: 234 | val Loss: 0.615149
ACC_val:0.8
auc_val:0.786833855799373
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 234 | test Loss: 0.693196
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 235 | Training Loss: 0.533551
ACC_train:0.7848101265822784
auc_train:0.7889872173058012
f1_weighted_train:0.7905883731833098
f1_macro_train:0.7512962962962962
 ==  Epoch: 235 | val Loss: 0.614952
ACC_val:0.8
auc_val:0.7836990595611285
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 235 | test Loss: 0.693092
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 236 | Training Loss: 0.543000
ACC_train:0.7721518987341772
auc_train:0.8239921337266469
f1_weighted_train:0.7806680541813096
f1_macro_train:0.7444743935309973
 ==  Epoch: 236 | val Loss: 0.617163
ACC_val:0.8
auc_val:0.780564263322884
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 236 | test Loss: 0.692168
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 237 | Training Loss: 0.551918
ACC_train:0.7278481012658228
auc_train:0.7946902654867257
f1_weighted_train:0.7383992659665575
f1_macro_train:0.6961946071636185
 ==  Epoch: 237 | val Loss: 0.619217
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 237 | test Loss: 0.691446
ACC_test:0.6530612244897959
auc_test:0.5256410256410257
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 238 | Training Loss: 0.521209
ACC_train:0.8227848101265823
auc_train:0.8312684365781712
f1_weighted_train:0.824958812839233
f1_macro_train:0.788000766724171
 ==  Epoch: 238 | val Loss: 0.618775
ACC_val:0.825
auc_val:0.7742946708463949
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 238 | test Loss: 0.691567
ACC_test:0.6530612244897959
auc_test:0.5256410256410257
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 239 | Training Loss: 0.541315
ACC_train:0.7848101265822784
auc_train:0.808456243854474
f1_weighted_train:0.792188734360934
f1_macro_train:0.7563497822931785
 ==  Epoch: 239 | val Loss: 0.618373
ACC_val:0.8
auc_val:0.7742946708463949
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 239 | test Loss: 0.691630
ACC_test:0.6530612244897959
auc_test:0.5256410256410257
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 240 | Training Loss: 0.545415
ACC_train:0.7848101265822784
auc_train:0.8371681415929203
f1_weighted_train:0.7896449486774155
f1_macro_train:0.7485489608687512
 ==  Epoch: 240 | val Loss: 0.617412
ACC_val:0.8
auc_val:0.7742946708463949
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 240 | test Loss: 0.691871
ACC_test:0.6530612244897959
auc_test:0.5256410256410257
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 241 | Training Loss: 0.553125
ACC_train:0.7974683544303798
auc_train:0.8119960668633235
f1_weighted_train:0.801035673187572
f1_macro_train:0.7606060606060606
 ==  Epoch: 241 | val Loss: 0.616819
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 241 | test Loss: 0.691873
ACC_test:0.6530612244897959
auc_test:0.5235042735042735
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 242 | Training Loss: 0.541977
ACC_train:0.7658227848101266
auc_train:0.8296951819075713
f1_weighted_train:0.7716109941508064
f1_macro_train:0.727877856910115
 ==  Epoch: 242 | val Loss: 0.614955
ACC_val:0.8
auc_val:0.7836990595611285
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 242 | test Loss: 0.692544
ACC_test:0.6530612244897959
auc_test:0.5235042735042735
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 243 | Training Loss: 0.519008
ACC_train:0.810126582278481
auc_train:0.8574237954768927
f1_weighted_train:0.8134709436133487
f1_macro_train:0.7755681818181819
 ==  Epoch: 243 | val Loss: 0.610904
ACC_val:0.8
auc_val:0.786833855799373
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 243 | test Loss: 0.694202
ACC_test:0.6530612244897959
auc_test:0.5277777777777778
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 244 | Training Loss: 0.517833
ACC_train:0.7911392405063291
auc_train:0.8739429695181907
f1_weighted_train:0.797169896559865
f1_macro_train:0.759889477319825
 ==  Epoch: 244 | val Loss: 0.608407
ACC_val:0.8
auc_val:0.7899686520376176
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 244 | test Loss: 0.695881
ACC_test:0.673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 245 | Training Loss: 0.529254
ACC_train:0.7784810126582279
auc_train:0.8552605703048181
f1_weighted_train:0.7870691699727793
f1_macro_train:0.7527165407145731
 ==  Epoch: 245 | val Loss: 0.609279
ACC_val:0.8
auc_val:0.786833855799373
f1_weighted_val:0.7842293906810036
f1_macro_val:0.7132616487455197
 ==  Epoch: 245 | test Loss: 0.695458
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 246 | Training Loss: 0.522266
ACC_train:0.7784810126582279
auc_train:0.8196656833824975
f1_weighted_train:0.786429899814026
f1_macro_train:0.7503949447077409
 ==  Epoch: 246 | val Loss: 0.611401
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 246 | test Loss: 0.694664
ACC_test:0.673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 247 | Training Loss: 0.518558
ACC_train:0.7911392405063291
auc_train:0.8422812192723697
f1_weighted_train:0.7986339055389388
f1_macro_train:0.7646580907244414
 ==  Epoch: 247 | val Loss: 0.614630
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 247 | test Loss: 0.693576
ACC_test:0.673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 248 | Training Loss: 0.538998
ACC_train:0.7784810126582279
auc_train:0.807079646017699
f1_weighted_train:0.782933708021168
f1_macro_train:0.7396789530668926
 ==  Epoch: 248 | val Loss: 0.615882
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 248 | test Loss: 0.693096
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 249 | Training Loss: 0.532384
ACC_train:0.759493670886076
auc_train:0.831465093411996
f1_weighted_train:0.7684829460802711
f1_macro_train:0.7302785265049416
 ==  Epoch: 249 | val Loss: 0.615148
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 249 | test Loss: 0.693461
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 250 | Training Loss: 0.542988
ACC_train:0.7658227848101266
auc_train:0.8216322517207473
f1_weighted_train:0.7716109941508064
f1_macro_train:0.727877856910115
 ==  Epoch: 250 | val Loss: 0.617489
ACC_val:0.8
auc_val:0.7836990595611286
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 250 | test Loss: 0.692880
ACC_test:0.7142857142857143
auc_test:0.5299145299145299
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 251 | Training Loss: 0.532955
ACC_train:0.7848101265822784
auc_train:0.8180924287118978
f1_weighted_train:0.7905883731833098
f1_macro_train:0.7512962962962962
 ==  Epoch: 251 | val Loss: 0.618969
ACC_val:0.8
auc_val:0.786833855799373
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 251 | test Loss: 0.692532
ACC_test:0.7142857142857143
auc_test:0.5299145299145299
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 252 | Training Loss: 0.530510
ACC_train:0.7911392405063291
auc_train:0.7889872173058013
f1_weighted_train:0.7904259111787509
f1_macro_train:0.7419195169034303
 ==  Epoch: 252 | val Loss: 0.616940
ACC_val:0.8
auc_val:0.7836990595611285
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 252 | test Loss: 0.692879
ACC_test:0.7142857142857143
auc_test:0.5299145299145299
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 253 | Training Loss: 0.537319
ACC_train:0.7468354430379747
auc_train:0.8206489675516225
f1_weighted_train:0.7525234690322535
f1_macro_train:0.7041752480808838
 ==  Epoch: 253 | val Loss: 0.611946
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 253 | test Loss: 0.694725
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 254 | Training Loss: 0.540729
ACC_train:0.7658227848101266
auc_train:0.7909537856440512
f1_weighted_train:0.7734547055385445
f1_macro_train:0.7335338894206664
 ==  Epoch: 254 | val Loss: 0.608593
ACC_val:0.825
auc_val:0.7931034482758621
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 254 | test Loss: 0.696730
ACC_test:0.673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 255 | Training Loss: 0.510955
ACC_train:0.8037974683544303
auc_train:0.848180924287119
f1_weighted_train:0.8101917803160777
f1_macro_train:0.7767446100551529
 ==  Epoch: 255 | val Loss: 0.608846
ACC_val:0.825
auc_val:0.7962382445141065
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 255 | test Loss: 0.696712
ACC_test:0.673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 256 | Training Loss: 0.531019
ACC_train:0.8037974683544303
auc_train:0.8574237954768928
f1_weighted_train:0.8086470491533782
f1_macro_train:0.7720057720057719
 ==  Epoch: 256 | val Loss: 0.607764
ACC_val:0.825
auc_val:0.7962382445141065
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 256 | test Loss: 0.696986
ACC_test:0.673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 257 | Training Loss: 0.524993
ACC_train:0.7784810126582279
auc_train:0.847984267453294
f1_weighted_train:0.7857003971310554
f1_macro_train:0.7479374629654951
 ==  Epoch: 257 | val Loss: 0.605648
ACC_val:0.825
auc_val:0.8025078369905956
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 257 | test Loss: 0.698377
ACC_test:0.6938775510204082
auc_test:0.5363247863247863
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 258 | Training Loss: 0.491087
ACC_train:0.8291139240506329
auc_train:0.8784660766961652
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 258 | val Loss: 0.604292
ACC_val:0.825
auc_val:0.8025078369905956
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 258 | test Loss: 0.699278
ACC_test:0.7142857142857143
auc_test:0.5384615384615384
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 259 | Training Loss: 0.528424
ACC_train:0.8164556962025317
auc_train:0.8623402163225172
f1_weighted_train:0.8209924008209022
f1_macro_train:0.7867150770376576
 ==  Epoch: 259 | val Loss: 0.603305
ACC_val:0.825
auc_val:0.8025078369905956
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 259 | test Loss: 0.700039
ACC_test:0.6938775510204082
auc_test:0.5384615384615384
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 260 | Training Loss: 0.523981
ACC_train:0.8164556962025317
auc_train:0.8422812192723698
f1_weighted_train:0.8209924008209022
f1_macro_train:0.7867150770376576
 ==  Epoch: 260 | val Loss: 0.604799
ACC_val:0.825
auc_val:0.8056426332288401
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 260 | test Loss: 0.698495
ACC_test:0.6938775510204082
auc_test:0.5363247863247863
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 261 | Training Loss: 0.500938
ACC_train:0.8291139240506329
auc_train:0.8617502458210422
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 261 | val Loss: 0.607435
ACC_val:0.825
auc_val:0.8025078369905956
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 261 | test Loss: 0.696637
ACC_test:0.673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 262 | Training Loss: 0.514842
ACC_train:0.8164556962025317
auc_train:0.8711897738446411
f1_weighted_train:0.8192095164309766
f1_macro_train:0.7817575613241248
 ==  Epoch: 262 | val Loss: 0.607550
ACC_val:0.825
auc_val:0.7993730407523512
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 262 | test Loss: 0.696315
ACC_test:0.673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 263 | Training Loss: 0.537430
ACC_train:0.7531645569620253
auc_train:0.8296951819075713
f1_weighted_train:0.7612090139460332
f1_macro_train:0.7191303158758375
 ==  Epoch: 263 | val Loss: 0.607248
ACC_val:0.825
auc_val:0.7993730407523512
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 263 | test Loss: 0.695910
ACC_test:0.673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 264 | Training Loss: 0.516152
ACC_train:0.7974683544303798
auc_train:0.8540806293018682
f1_weighted_train:0.8020187752258028
f1_macro_train:0.763340198464707
 ==  Epoch: 264 | val Loss: 0.607223
ACC_val:0.825
auc_val:0.7993730407523512
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 264 | test Loss: 0.695299
ACC_test:0.673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 265 | Training Loss: 0.534314
ACC_train:0.7721518987341772
auc_train:0.8228121927236971
f1_weighted_train:0.7799645422645184
f1_macro_train:0.7420174165457185
 ==  Epoch: 265 | val Loss: 0.607893
ACC_val:0.825
auc_val:0.7931034482758621
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 265 | test Loss: 0.694604
ACC_test:0.673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 266 | Training Loss: 0.510434
ACC_train:0.810126582278481
auc_train:0.8383480825958702
f1_weighted_train:0.8124558708991783
f1_macro_train:0.7728579643473261
 ==  Epoch: 266 | val Loss: 0.610047
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 266 | test Loss: 0.693245
ACC_test:0.673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 267 | Training Loss: 0.552053
ACC_train:0.7721518987341772
auc_train:0.7966568338249753
f1_weighted_train:0.7761651323360184
f1_macro_train:0.7306818181818182
 ==  Epoch: 267 | val Loss: 0.610324
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 267 | test Loss: 0.692565
ACC_test:0.673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 268 | Training Loss: 0.496172
ACC_train:0.8354430379746836
auc_train:0.8936086529006884
f1_weighted_train:0.8405091126714498
f1_macro_train:0.8118013560564412
 ==  Epoch: 268 | val Loss: 0.611964
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 268 | test Loss: 0.691426
ACC_test:0.673469387755102
auc_test:0.5192307692307692
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 269 | Training Loss: 0.520147
ACC_train:0.8164556962025317
auc_train:0.8157325467059979
f1_weighted_train:0.817056305157571
f1_macro_train:0.7762148962148963
 ==  Epoch: 269 | val Loss: 0.612740
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 269 | test Loss: 0.690706
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 270 | Training Loss: 0.519740
ACC_train:0.7721518987341772
auc_train:0.8338249754178958
f1_weighted_train:0.7791664636989303
f1_macro_train:0.7394172622319956
 ==  Epoch: 270 | val Loss: 0.616016
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 270 | test Loss: 0.689632
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 271 | Training Loss: 0.516417
ACC_train:0.8227848101265823
auc_train:0.8328416912487709
f1_weighted_train:0.824958812839233
f1_macro_train:0.788000766724171
 ==  Epoch: 271 | val Loss: 0.617529
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 271 | test Loss: 0.689197
ACC_test:0.7142857142857143
auc_test:0.5256410256410257
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 272 | Training Loss: 0.509396
ACC_train:0.8291139240506329
auc_train:0.832055063913471
f1_weighted_train:0.8285302909644325
f1_macro_train:0.7888432411028066
 ==  Epoch: 272 | val Loss: 0.618360
ACC_val:0.825
auc_val:0.774294670846395
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 272 | test Loss: 0.689150
ACC_test:0.7142857142857143
auc_test:0.5256410256410257
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 273 | Training Loss: 0.501655
ACC_train:0.810126582278481
auc_train:0.863913470993117
f1_weighted_train:0.8088017079522741
f1_macro_train:0.763755980861244
 ==  Epoch: 273 | val Loss: 0.615616
ACC_val:0.825
auc_val:0.7805642633228841
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 273 | test Loss: 0.689415
ACC_test:0.7346938775510204
auc_test:0.5235042735042735
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 274 | Training Loss: 0.519616
ACC_train:0.8037974683544303
auc_train:0.8684365781710914
f1_weighted_train:0.8077412842473202
f1_macro_train:0.7694299298592477
 ==  Epoch: 274 | val Loss: 0.611776
ACC_val:0.825
auc_val:0.7805642633228841
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 274 | test Loss: 0.689681
ACC_test:0.7142857142857143
auc_test:0.5235042735042735
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 275 | Training Loss: 0.534538
ACC_train:0.7911392405063291
auc_train:0.8053097345132744
f1_weighted_train:0.794272898007663
f1_macro_train:0.7516551559895213
 ==  Epoch: 275 | val Loss: 0.609477
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 275 | test Loss: 0.690029
ACC_test:0.7142857142857143
auc_test:0.5277777777777778
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 276 | Training Loss: 0.511392
ACC_train:0.8164556962025317
auc_train:0.8287118977384463
f1_weighted_train:0.8144933945055554
f1_macro_train:0.770014556040757
 ==  Epoch: 276 | val Loss: 0.604930
ACC_val:0.825
auc_val:0.7774294670846396
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 276 | test Loss: 0.691897
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 277 | Training Loss: 0.516952
ACC_train:0.8291139240506329
auc_train:0.8570304818092429
f1_weighted_train:0.8316778256426333
f1_macro_train:0.7968087639914265
 ==  Epoch: 277 | val Loss: 0.602127
ACC_val:0.825
auc_val:0.774294670846395
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 277 | test Loss: 0.694774
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 278 | Training Loss: 0.517264
ACC_train:0.7721518987341772
auc_train:0.8196656833824976
f1_weighted_train:0.7749470450790139
f1_macro_train:0.7274295572167913
 ==  Epoch: 278 | val Loss: 0.601111
ACC_val:0.825
auc_val:0.774294670846395
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 278 | test Loss: 0.696176
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 279 | Training Loss: 0.511996
ACC_train:0.8227848101265823
auc_train:0.8586037364798427
f1_weighted_train:0.8227848101265823
f1_macro_train:0.7824975417895772
 ==  Epoch: 279 | val Loss: 0.601614
ACC_val:0.825
auc_val:0.768025078369906
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 279 | test Loss: 0.695705
ACC_test:0.6938775510204082
auc_test:0.5256410256410257
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 280 | Training Loss: 0.503878
ACC_train:0.8291139240506329
auc_train:0.8572271386430679
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 280 | val Loss: 0.601108
ACC_val:0.825
auc_val:0.774294670846395
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 280 | test Loss: 0.695193
ACC_test:0.6938775510204082
auc_test:0.5256410256410257
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 281 | Training Loss: 0.522934
ACC_train:0.8164556962025317
auc_train:0.856047197640118
f1_weighted_train:0.8192095164309766
f1_macro_train:0.7817575613241248
 ==  Epoch: 281 | val Loss: 0.601708
ACC_val:0.825
auc_val:0.7774294670846396
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 281 | test Loss: 0.693633
ACC_test:0.6938775510204082
auc_test:0.5235042735042735
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 282 | Training Loss: 0.514533
ACC_train:0.8037974683544303
auc_train:0.855653883972468
f1_weighted_train:0.8067412072193199
f1_macro_train:0.766706358656823
 ==  Epoch: 282 | val Loss: 0.604847
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 282 | test Loss: 0.691310
ACC_test:0.7142857142857143
auc_test:0.5235042735042735
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 283 | Training Loss: 0.511070
ACC_train:0.7911392405063291
auc_train:0.8458210422812192
f1_weighted_train:0.7963016974858543
f1_macro_train:0.7572964669738864
 ==  Epoch: 283 | val Loss: 0.609722
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 283 | test Loss: 0.690100
ACC_test:0.7142857142857143
auc_test:0.5213675213675214
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 284 | Training Loss: 0.504102
ACC_train:0.8291139240506329
auc_train:0.8454277286135693
f1_weighted_train:0.8316778256426333
f1_macro_train:0.7968087639914265
 ==  Epoch: 284 | val Loss: 0.612105
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 284 | test Loss: 0.690060
ACC_test:0.7142857142857143
auc_test:0.5256410256410257
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 285 | Training Loss: 0.502934
ACC_train:0.8354430379746836
auc_train:0.8822025565388397
f1_weighted_train:0.8364970713106376
f1_macro_train:0.8006599378881988
 ==  Epoch: 285 | val Loss: 0.614564
ACC_val:0.775
auc_val:0.780564263322884
f1_weighted_val:0.7346153846153844
f1_macro_val:0.6307692307692307
 ==  Epoch: 285 | test Loss: 0.689937
ACC_test:0.7142857142857143
auc_test:0.5277777777777778
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 286 | Training Loss: 0.505441
ACC_train:0.8291139240506329
auc_train:0.8145526057030482
f1_weighted_train:0.8296731116984282
f1_macro_train:0.7916483516483517
 ==  Epoch: 286 | val Loss: 0.612833
ACC_val:0.775
auc_val:0.7774294670846394
f1_weighted_val:0.7346153846153844
f1_macro_val:0.6307692307692307
 ==  Epoch: 286 | test Loss: 0.690102
ACC_test:0.7142857142857143
auc_test:0.5277777777777778
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 287 | Training Loss: 0.518579
ACC_train:0.7974683544303798
auc_train:0.8365781710914455
f1_weighted_train:0.801035673187572
f1_macro_train:0.7606060606060606
 ==  Epoch: 287 | val Loss: 0.613915
ACC_val:0.775
auc_val:0.7774294670846394
f1_weighted_val:0.7346153846153844
f1_macro_val:0.6307692307692307
 ==  Epoch: 287 | test Loss: 0.690055
ACC_test:0.7142857142857143
auc_test:0.5277777777777778
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 288 | Training Loss: 0.500571
ACC_train:0.8291139240506329
auc_train:0.8411012782694198
f1_weighted_train:0.8285302909644325
f1_macro_train:0.7888432411028066
 ==  Epoch: 288 | val Loss: 0.614255
ACC_val:0.775
auc_val:0.7774294670846394
f1_weighted_val:0.7346153846153844
f1_macro_val:0.6307692307692307
 ==  Epoch: 288 | test Loss: 0.690145
ACC_test:0.7142857142857143
auc_test:0.5299145299145299
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 289 | Training Loss: 0.497148
ACC_train:0.8544303797468354
auc_train:0.864306784660767
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 289 | val Loss: 0.611292
ACC_val:0.8
auc_val:0.7774294670846394
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 289 | test Loss: 0.690441
ACC_test:0.7142857142857143
auc_test:0.5256410256410257
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 290 | Training Loss: 0.494110
ACC_train:0.8417721518987342
auc_train:0.8772861356932153
f1_weighted_train:0.8441461348542902
f1_macro_train:0.8118599666587283
 ==  Epoch: 290 | val Loss: 0.610876
ACC_val:0.8
auc_val:0.7774294670846394
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 290 | test Loss: 0.690185
ACC_test:0.7142857142857143
auc_test:0.5277777777777778
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 291 | Training Loss: 0.501678
ACC_train:0.8544303797468354
auc_train:0.8491642084562439
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 291 | val Loss: 0.609385
ACC_val:0.8
auc_val:0.7774294670846394
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 291 | test Loss: 0.689692
ACC_test:0.7142857142857143
auc_test:0.5256410256410255
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 292 | Training Loss: 0.507320
ACC_train:0.8291139240506329
auc_train:0.8507374631268436
f1_weighted_train:0.8285302909644325
f1_macro_train:0.7888432411028066
 ==  Epoch: 292 | val Loss: 0.607279
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 292 | test Loss: 0.689443
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 293 | Training Loss: 0.503045
ACC_train:0.7911392405063291
auc_train:0.8607669616519174
f1_weighted_train:0.7931030694325679
f1_macro_train:0.7485896137711558
 ==  Epoch: 293 | val Loss: 0.605831
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 293 | test Loss: 0.689365
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 294 | Training Loss: 0.515481
ACC_train:0.8164556962025317
auc_train:0.8387413962635201
f1_weighted_train:0.8201450723603962
f1_macro_train:0.7843054182554253
 ==  Epoch: 294 | val Loss: 0.604476
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 294 | test Loss: 0.689611
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 295 | Training Loss: 0.497123
ACC_train:0.8417721518987342
auc_train:0.8934119960668633
f1_weighted_train:0.8432599010852787
f1_macro_train:0.8095375861902696
 ==  Epoch: 295 | val Loss: 0.601756
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 295 | test Loss: 0.689913
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 296 | Training Loss: 0.511270
ACC_train:0.7911392405063291
auc_train:0.8562438544739429
f1_weighted_train:0.7953374961342441
f1_macro_train:0.7545544414630702
 ==  Epoch: 296 | val Loss: 0.601963
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 296 | test Loss: 0.689691
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 297 | Training Loss: 0.502655
ACC_train:0.7974683544303798
auc_train:0.8473942969518192
f1_weighted_train:0.7999529289591233
f1_macro_train:0.757715161970481
 ==  Epoch: 297 | val Loss: 0.599150
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 297 | test Loss: 0.690516
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 298 | Training Loss: 0.486471
ACC_train:0.8291139240506329
auc_train:0.8837758112094395
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 298 | val Loss: 0.599498
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 298 | test Loss: 0.690096
ACC_test:0.7346938775510204
auc_test:0.5192307692307693
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 299 | Training Loss: 0.513181
ACC_train:0.7848101265822784
auc_train:0.855457227138643
f1_weighted_train:0.7896449486774155
f1_macro_train:0.7485489608687512
 ==  Epoch: 299 | val Loss: 0.602012
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 299 | test Loss: 0.689175
ACC_test:0.7142857142857143
auc_test:0.5192307692307693
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 300 | Training Loss: 0.487797
ACC_train:0.8227848101265823
auc_train:0.8470009832841691
f1_weighted_train:0.824958812839233
f1_macro_train:0.788000766724171
 ==  Epoch: 300 | val Loss: 0.606810
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 300 | test Loss: 0.688117
ACC_test:0.7142857142857143
auc_test:0.5235042735042734
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 301 | Training Loss: 0.502929
ACC_train:0.8354430379746836
auc_train:0.8692232055063913
f1_weighted_train:0.8330470619856394
f1_macro_train:0.7923154701718906
 ==  Epoch: 301 | val Loss: 0.605055
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 301 | test Loss: 0.687883
ACC_test:0.7142857142857143
auc_test:0.5256410256410257
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 302 | Training Loss: 0.521338
ACC_train:0.8227848101265823
auc_train:0.8633235004916421
f1_weighted_train:0.824958812839233
f1_macro_train:0.788000766724171
 ==  Epoch: 302 | val Loss: 0.603144
ACC_val:0.825
auc_val:0.780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 302 | test Loss: 0.688131
ACC_test:0.7142857142857143
auc_test:0.5235042735042735
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 303 | Training Loss: 0.507638
ACC_train:0.8417721518987342
auc_train:0.8912487708947886
f1_weighted_train:0.8441461348542902
f1_macro_train:0.8118599666587283
 ==  Epoch: 303 | val Loss: 0.597665
ACC_val:0.85
auc_val:0.780564263322884
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 303 | test Loss: 0.689648
ACC_test:0.7551020408163265
auc_test:0.5235042735042735
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 304 | Training Loss: 0.497006
ACC_train:0.810126582278481
auc_train:0.8517207472959685
f1_weighted_train:0.8113427745891972
f1_macro_train:0.7699922360248448
 ==  Epoch: 304 | val Loss: 0.592614
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 304 | test Loss: 0.692788
ACC_test:0.6938775510204082
auc_test:0.5235042735042735
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 305 | Training Loss: 0.499011
ACC_train:0.8354430379746836
auc_train:0.8924287118977383
f1_weighted_train:0.8383414844649021
f1_macro_train:0.8054924242424243
 ==  Epoch: 305 | val Loss: 0.591889
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 305 | test Loss: 0.693526
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 306 | Training Loss: 0.520881
ACC_train:0.7974683544303798
auc_train:0.8261553588987218
f1_weighted_train:0.7974683544303798
f1_macro_train:0.7514257620452311
 ==  Epoch: 306 | val Loss: 0.591808
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 306 | test Loss: 0.692773
ACC_test:0.6938775510204082
auc_test:0.5277777777777778
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 307 | Training Loss: 0.523992
ACC_train:0.7784810126582279
auc_train:0.8255653883972468
f1_weighted_train:0.782933708021168
f1_macro_train:0.7396789530668926
 ==  Epoch: 307 | val Loss: 0.591236
ACC_val:0.85
auc_val:0.7836990595611285
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 307 | test Loss: 0.692002
ACC_test:0.7142857142857143
auc_test:0.5213675213675214
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 308 | Training Loss: 0.516632
ACC_train:0.8037974683544303
auc_train:0.8770894788593904
f1_weighted_train:0.8108379112638517
f1_macro_train:0.778921236741142
 ==  Epoch: 308 | val Loss: 0.592469
ACC_val:0.85
auc_val:0.7836990595611285
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 308 | test Loss: 0.690053
ACC_test:0.7346938775510204
auc_test:0.5192307692307693
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 309 | Training Loss: 0.516281
ACC_train:0.7784810126582279
auc_train:0.8373647984267453
f1_weighted_train:0.7857003971310554
f1_macro_train:0.7479374629654951
 ==  Epoch: 309 | val Loss: 0.595880
ACC_val:0.825
auc_val:0.7774294670846394
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 309 | test Loss: 0.688008
ACC_test:0.7142857142857143
auc_test:0.5192307692307693
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 310 | Training Loss: 0.514634
ACC_train:0.8037974683544303
auc_train:0.864700098328417
f1_weighted_train:0.8077412842473202
f1_macro_train:0.7694299298592477
 ==  Epoch: 310 | val Loss: 0.600289
ACC_val:0.825
auc_val:0.7742946708463949
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 310 | test Loss: 0.686741
ACC_test:0.7142857142857143
auc_test:0.5170940170940171
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 311 | Training Loss: 0.505610
ACC_train:0.8037974683544303
auc_train:0.8694198623402164
f1_weighted_train:0.8094626301016914
f1_macro_train:0.7744416302095327
 ==  Epoch: 311 | val Loss: 0.598365
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 311 | test Loss: 0.686466
ACC_test:0.7142857142857143
auc_test:0.5170940170940171
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 312 | Training Loss: 0.501255
ACC_train:0.810126582278481
auc_train:0.839724680432645
f1_weighted_train:0.815972053082442
f1_macro_train:0.782847718526663
 ==  Epoch: 312 | val Loss: 0.594815
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 312 | test Loss: 0.686999
ACC_test:0.7346938775510204
auc_test:0.5149572649572649
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 313 | Training Loss: 0.513586
ACC_train:0.810126582278481
auc_train:0.8515240904621436
f1_weighted_train:0.8152250351617439
f1_macro_train:0.7805555555555556
 ==  Epoch: 313 | val Loss: 0.593072
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 313 | test Loss: 0.687412
ACC_test:0.7142857142857143
auc_test:0.5149572649572649
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 314 | Training Loss: 0.490759
ACC_train:0.810126582278481
auc_train:0.8678466076696165
f1_weighted_train:0.8152250351617439
f1_macro_train:0.7805555555555556
 ==  Epoch: 314 | val Loss: 0.592602
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 314 | test Loss: 0.687369
ACC_test:0.7142857142857143
auc_test:0.5149572649572649
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 315 | Training Loss: 0.473322
ACC_train:0.8417721518987342
auc_train:0.9097345132743362
f1_weighted_train:0.8463408307271704
f1_macro_train:0.8180980888786553
 ==  Epoch: 315 | val Loss: 0.591726
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 315 | test Loss: 0.687726
ACC_test:0.7142857142857143
auc_test:0.5149572649572649
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 316 | Training Loss: 0.515944
ACC_train:0.8037974683544303
auc_train:0.8538839724680433
f1_weighted_train:0.8108379112638517
f1_macro_train:0.778921236741142
 ==  Epoch: 316 | val Loss: 0.591196
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 316 | test Loss: 0.688164
ACC_test:0.7142857142857143
auc_test:0.5128205128205128
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 317 | Training Loss: 0.483459
ACC_train:0.8037974683544303
auc_train:0.8936086529006882
f1_weighted_train:0.8108379112638517
f1_macro_train:0.778921236741142
 ==  Epoch: 317 | val Loss: 0.591916
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 317 | test Loss: 0.687648
ACC_test:0.7346938775510204
auc_test:0.5106837606837606
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 318 | Training Loss: 0.509918
ACC_train:0.7974683544303798
auc_train:0.8320550639134711
f1_weighted_train:0.8020187752258028
f1_macro_train:0.763340198464707
 ==  Epoch: 318 | val Loss: 0.595954
ACC_val:0.85
auc_val:0.7836990595611285
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 318 | test Loss: 0.686138
ACC_test:0.7346938775510204
auc_test:0.5106837606837606
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 319 | Training Loss: 0.483616
ACC_train:0.8354430379746836
auc_train:0.8829891838741397
f1_weighted_train:0.8405091126714498
f1_macro_train:0.8118013560564412
 ==  Epoch: 319 | val Loss: 0.598796
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 319 | test Loss: 0.685914
ACC_test:0.7142857142857143
auc_test:0.5149572649572649
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 320 | Training Loss: 0.491015
ACC_train:0.8354430379746836
auc_train:0.8808259587020649
f1_weighted_train:0.8374617547792877
f1_macro_train:0.8031435691010159
 ==  Epoch: 320 | val Loss: 0.597439
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 320 | test Loss: 0.685994
ACC_test:0.7142857142857143
auc_test:0.5149572649572649
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 321 | Training Loss: 0.478755
ACC_train:0.8607594936708861
auc_train:0.9056047197640117
f1_weighted_train:0.8624676386593974
f1_macro_train:0.8334291738547057
 ==  Epoch: 321 | val Loss: 0.594538
ACC_val:0.85
auc_val:0.7931034482758621
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 321 | test Loss: 0.686007
ACC_test:0.7551020408163265
auc_test:0.5170940170940171
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 322 | Training Loss: 0.490436
ACC_train:0.8354430379746836
auc_train:0.8574237954768927
f1_weighted_train:0.8364970713106376
f1_macro_train:0.8006599378881988
 ==  Epoch: 322 | val Loss: 0.590744
ACC_val:0.85
auc_val:0.7836990595611285
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 322 | test Loss: 0.686686
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 323 | Training Loss: 0.497005
ACC_train:0.7784810126582279
auc_train:0.848180924287119
f1_weighted_train:0.786429899814026
f1_macro_train:0.7503949447077409
 ==  Epoch: 323 | val Loss: 0.590070
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 323 | test Loss: 0.686395
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 324 | Training Loss: 0.497980
ACC_train:0.7784810126582279
auc_train:0.856047197640118
f1_weighted_train:0.7857003971310554
f1_macro_train:0.7479374629654951
 ==  Epoch: 324 | val Loss: 0.591627
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 324 | test Loss: 0.685611
ACC_test:0.7551020408163265
auc_test:0.5170940170940171
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 325 | Training Loss: 0.474996
ACC_train:0.8607594936708861
auc_train:0.88062930186824
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 325 | val Loss: 0.591562
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 325 | test Loss: 0.685592
ACC_test:0.7551020408163265
auc_test:0.5170940170940171
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 326 | Training Loss: 0.499410
ACC_train:0.8037974683544303
auc_train:0.864700098328417
f1_weighted_train:0.8101917803160777
f1_macro_train:0.7767446100551529
 ==  Epoch: 326 | val Loss: 0.591427
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 326 | test Loss: 0.685285
ACC_test:0.7551020408163265
auc_test:0.5170940170940171
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 327 | Training Loss: 0.487266
ACC_train:0.8354430379746836
auc_train:0.9052114060963619
f1_weighted_train:0.8383414844649021
f1_macro_train:0.8054924242424243
 ==  Epoch: 327 | val Loss: 0.591379
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 327 | test Loss: 0.685088
ACC_test:0.7551020408163265
auc_test:0.5192307692307693
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 328 | Training Loss: 0.479466
ACC_train:0.8481012658227848
auc_train:0.8977384464110129
f1_weighted_train:0.8533096948430123
f1_macro_train:0.8280116110304789
 ==  Epoch: 328 | val Loss: 0.592936
ACC_val:0.85
auc_val:0.7931034482758621
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 328 | test Loss: 0.684609
ACC_test:0.7346938775510204
auc_test:0.5192307692307693
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 329 | Training Loss: 0.520078
ACC_train:0.8037974683544303
auc_train:0.8387413962635202
f1_weighted_train:0.8031273711073115
f1_macro_train:0.7575607583032222
 ==  Epoch: 329 | val Loss: 0.593561
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 329 | test Loss: 0.684199
ACC_test:0.7142857142857143
auc_test:0.5192307692307693
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 330 | Training Loss: 0.479874
ACC_train:0.8607594936708861
auc_train:0.9085545722713864
f1_weighted_train:0.8624676386593974
f1_macro_train:0.8334291738547057
 ==  Epoch: 330 | val Loss: 0.594149
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 330 | test Loss: 0.684073
ACC_test:0.7142857142857143
auc_test:0.5192307692307693
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 331 | Training Loss: 0.484202
ACC_train:0.879746835443038
auc_train:0.8759095378564405
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 331 | val Loss: 0.594030
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 331 | test Loss: 0.684093
ACC_test:0.7346938775510204
auc_test:0.5192307692307693
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 332 | Training Loss: 0.499870
ACC_train:0.8481012658227848
auc_train:0.887512291052114
f1_weighted_train:0.8490742196713579
f1_macro_train:0.8159937888198758
 ==  Epoch: 332 | val Loss: 0.593117
ACC_val:0.85
auc_val:0.7931034482758621
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 332 | test Loss: 0.684242
ACC_test:0.7346938775510204
auc_test:0.5192307692307693
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 333 | Training Loss: 0.465943
ACC_train:0.8417721518987342
auc_train:0.8949852507374632
f1_weighted_train:0.8449526485865484
f1_macro_train:0.8140563950477804
 ==  Epoch: 333 | val Loss: 0.592278
ACC_val:0.85
auc_val:0.7962382445141066
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 333 | test Loss: 0.684709
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 334 | Training Loss: 0.508933
ACC_train:0.8037974683544303
auc_train:0.855653883972468
f1_weighted_train:0.8077412842473202
f1_macro_train:0.7694299298592477
 ==  Epoch: 334 | val Loss: 0.590293
ACC_val:0.825
auc_val:0.7962382445141066
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 334 | test Loss: 0.685566
ACC_test:0.7551020408163265
auc_test:0.5170940170940171
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 335 | Training Loss: 0.480365
ACC_train:0.7911392405063291
auc_train:0.8521140609636185
f1_weighted_train:0.7979460887235666
f1_macro_train:0.762341036510324
 ==  Epoch: 335 | val Loss: 0.588299
ACC_val:0.825
auc_val:0.7962382445141066
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 335 | test Loss: 0.686919
ACC_test:0.7346938775510204
auc_test:0.5149572649572649
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 336 | Training Loss: 0.491348
ACC_train:0.7911392405063291
auc_train:0.8857423795476893
f1_weighted_train:0.7986339055389388
f1_macro_train:0.7646580907244414
 ==  Epoch: 336 | val Loss: 0.586713
ACC_val:0.825
auc_val:0.793103448275862
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 336 | test Loss: 0.688223
ACC_test:0.7346938775510204
auc_test:0.517094017094017
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 337 | Training Loss: 0.494574
ACC_train:0.8037974683544303
auc_train:0.8786627335299901
f1_weighted_train:0.8094626301016914
f1_macro_train:0.7744416302095327
 ==  Epoch: 337 | val Loss: 0.585992
ACC_val:0.825
auc_val:0.793103448275862
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 337 | test Loss: 0.688582
ACC_test:0.7346938775510204
auc_test:0.5149572649572649
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 338 | Training Loss: 0.479933
ACC_train:0.8607594936708861
auc_train:0.8861356932153392
f1_weighted_train:0.8644983591186122
f1_macro_train:0.8390740740740741
 ==  Epoch: 338 | val Loss: 0.586211
ACC_val:0.825
auc_val:0.7962382445141066
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 338 | test Loss: 0.688202
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 339 | Training Loss: 0.511154
ACC_train:0.7848101265822784
auc_train:0.848180924287119
f1_weighted_train:0.792188734360934
f1_macro_train:0.7563497822931785
 ==  Epoch: 339 | val Loss: 0.586439
ACC_val:0.825
auc_val:0.7962382445141066
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 339 | test Loss: 0.688274
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 340 | Training Loss: 0.501437
ACC_train:0.7784810126582279
auc_train:0.8328416912487709
f1_weighted_train:0.7857003971310554
f1_macro_train:0.7479374629654951
 ==  Epoch: 340 | val Loss: 0.590567
ACC_val:0.85
auc_val:0.793103448275862
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 340 | test Loss: 0.685874
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 341 | Training Loss: 0.485040
ACC_train:0.8291139240506329
auc_train:0.8812192723697148
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 341 | val Loss: 0.593998
ACC_val:0.85
auc_val:0.786833855799373
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 341 | test Loss: 0.684934
ACC_test:0.7346938775510204
auc_test:0.514957264957265
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 342 | Training Loss: 0.476240
ACC_train:0.8417721518987342
auc_train:0.8853490658800394
f1_weighted_train:0.8432599010852787
f1_macro_train:0.8095375861902696
 ==  Epoch: 342 | val Loss: 0.596518
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 342 | test Loss: 0.684653
ACC_test:0.7142857142857143
auc_test:0.514957264957265
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 343 | Training Loss: 0.477459
ACC_train:0.879746835443038
auc_train:0.9132743362831859
f1_weighted_train:0.8793361306786748
f1_macro_train:0.851408206701975
 ==  Epoch: 343 | val Loss: 0.596673
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 343 | test Loss: 0.684573
ACC_test:0.7346938775510204
auc_test:0.514957264957265
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 344 | Training Loss: 0.497239
ACC_train:0.8354430379746836
auc_train:0.8698131760078662
f1_weighted_train:0.8374617547792877
f1_macro_train:0.8031435691010159
 ==  Epoch: 344 | val Loss: 0.594353
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 344 | test Loss: 0.684581
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 345 | Training Loss: 0.511990
ACC_train:0.810126582278481
auc_train:0.8753195673549656
f1_weighted_train:0.8134709436133487
f1_macro_train:0.7755681818181819
 ==  Epoch: 345 | val Loss: 0.594234
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 345 | test Loss: 0.684404
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 346 | Training Loss: 0.455439
ACC_train:0.8860759493670886
auc_train:0.9079646017699115
f1_weighted_train:0.8852810247713646
f1_macro_train:0.8582535885167464
 ==  Epoch: 346 | val Loss: 0.589757
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 346 | test Loss: 0.685082
ACC_test:0.7346938775510204
auc_test:0.5170940170940171
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 347 | Training Loss: 0.482398
ACC_train:0.8481012658227848
auc_train:0.8963618485742381
f1_weighted_train:0.8521800281293952
f1_macro_train:0.8244444444444444
 ==  Epoch: 347 | val Loss: 0.584339
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 347 | test Loss: 0.687155
ACC_test:0.7346938775510204
auc_test:0.5149572649572649
f1_weighted_test:0.7312049203242941
f1_macro_test:0.6509589041095891
 ==  Epoch: 348 | Training Loss: 0.493461
ACC_train:0.8481012658227848
auc_train:0.8658800393313667
f1_weighted_train:0.850776754890679
f1_macro_train:0.8204545454545455
 ==  Epoch: 348 | val Loss: 0.580103
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 348 | test Loss: 0.691625
ACC_test:0.7142857142857143
auc_test:0.5192307692307692
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 349 | Training Loss: 0.476229
ACC_train:0.7721518987341772
auc_train:0.8825958702064897
f1_weighted_train:0.7822439102223168
f1_macro_train:0.7510504201680672
 ==  Epoch: 349 | val Loss: 0.579460
ACC_val:0.825
auc_val:0.7836990595611285
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 349 | test Loss: 0.691832
ACC_test:0.7142857142857143
auc_test:0.5170940170940171
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 350 | Training Loss: 0.478258
ACC_train:0.8354430379746836
auc_train:0.912291052114061
f1_weighted_train:0.8415935946865012
f1_macro_train:0.8154537286612757
 ==  Epoch: 350 | val Loss: 0.581383
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 350 | test Loss: 0.688890
ACC_test:0.7142857142857143
auc_test:0.517094017094017
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 351 | Training Loss: 0.493030
ACC_train:0.8037974683544303
auc_train:0.8702064896755163
f1_weighted_train:0.8094626301016914
f1_macro_train:0.7744416302095327
 ==  Epoch: 351 | val Loss: 0.584337
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 351 | test Loss: 0.686693
ACC_test:0.7551020408163265
auc_test:0.517094017094017
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 352 | Training Loss: 0.477472
ACC_train:0.8481012658227848
auc_train:0.8888888888888888
f1_weighted_train:0.8490742196713579
f1_macro_train:0.8159937888198758
 ==  Epoch: 352 | val Loss: 0.587816
ACC_val:0.85
auc_val:0.7899686520376176
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 352 | test Loss: 0.685679
ACC_test:0.7346938775510204
auc_test:0.517094017094017
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 353 | Training Loss: 0.488522
ACC_train:0.810126582278481
auc_train:0.8692232055063913
f1_weighted_train:0.8143926017741902
f1_macro_train:0.7781314360606628
 ==  Epoch: 353 | val Loss: 0.585646
ACC_val:0.825
auc_val:0.7931034482758621
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 353 | test Loss: 0.686238
ACC_test:0.7346938775510204
auc_test:0.517094017094017
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 354 | Training Loss: 0.477084
ACC_train:0.8417721518987342
auc_train:0.9006882989183874
f1_weighted_train:0.8449526485865484
f1_macro_train:0.8140563950477804
 ==  Epoch: 354 | val Loss: 0.582143
ACC_val:0.825
auc_val:0.7899686520376176
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 354 | test Loss: 0.687640
ACC_test:0.7551020408163265
auc_test:0.517094017094017
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 355 | Training Loss: 0.464864
ACC_train:0.8291139240506329
auc_train:0.8843657817109144
f1_weighted_train:0.8333377524884262
f1_macro_train:0.8014243820695433
 ==  Epoch: 355 | val Loss: 0.580225
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 355 | test Loss: 0.687887
ACC_test:0.7551020408163265
auc_test:0.517094017094017
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 356 | Training Loss: 0.484550
ACC_train:0.810126582278481
auc_train:0.8977384464110127
f1_weighted_train:0.8152250351617439
f1_macro_train:0.7805555555555556
 ==  Epoch: 356 | val Loss: 0.580238
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 356 | test Loss: 0.687219
ACC_test:0.7551020408163265
auc_test:0.5192307692307692
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 357 | Training Loss: 0.468844
ACC_train:0.8670886075949367
auc_train:0.8894788593903638
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 357 | val Loss: 0.581197
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 357 | test Loss: 0.685800
ACC_test:0.7551020408163265
auc_test:0.5192307692307692
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 358 | Training Loss: 0.459991
ACC_train:0.8354430379746836
auc_train:0.887512291052114
f1_weighted_train:0.8391402548709647
f1_macro_train:0.8077139112525744
 ==  Epoch: 358 | val Loss: 0.581811
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 358 | test Loss: 0.685102
ACC_test:0.7551020408163265
auc_test:0.5192307692307692
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 359 | Training Loss: 0.457283
ACC_train:0.8481012658227848
auc_train:0.9282202556538839
f1_weighted_train:0.851514081419352
f1_macro_train:0.8225051488485302
 ==  Epoch: 359 | val Loss: 0.580005
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 359 | test Loss: 0.685839
ACC_test:0.7551020408163265
auc_test:0.5149572649572649
f1_weighted_test:0.7482073910645337
f1_macro_test:0.6689189189189189
 ==  Epoch: 360 | Training Loss: 0.472933
ACC_train:0.8164556962025317
auc_train:0.9052114060963619
f1_weighted_train:0.822437471908589
f1_macro_train:0.7911481835999818
 ==  Epoch: 360 | val Loss: 0.577331
ACC_val:0.825
auc_val:0.786833855799373
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 360 | test Loss: 0.687736
ACC_test:0.7142857142857143
auc_test:0.517094017094017
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 361 | Training Loss: 0.469708
ACC_train:0.8481012658227848
auc_train:0.8898721730580137
f1_weighted_train:0.851514081419352
f1_macro_train:0.8225051488485302
 ==  Epoch: 361 | val Loss: 0.575269
ACC_val:0.825
auc_val:0.7774294670846396
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 361 | test Loss: 0.690208
ACC_test:0.7142857142857143
auc_test:0.517094017094017
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 362 | Training Loss: 0.477998
ACC_train:0.8164556962025317
auc_train:0.8896755162241887
f1_weighted_train:0.8230419169887644
f1_macro_train:0.7931843827578424
 ==  Epoch: 362 | val Loss: 0.574984
ACC_val:0.825
auc_val:0.7774294670846396
f1_weighted_val:0.8154874892148405
f1_macro_val:0.7584124245038827
 ==  Epoch: 362 | test Loss: 0.690170
ACC_test:0.7142857142857143
auc_test:0.517094017094017
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
 ==  Epoch: 362 | test Loss: 0.690170
ACC_test:0.7142857142857143
auc_test:0.517094017094017
f1_weighted_test:0.7142857142857143
f1_macro_test:0.6335470085470085
