 ==  Epoch: 1 | Training Loss: 0.698302
ACC_train:0.6265822784810127
auc_train:0.5079646017699115
f1_weighted_train:0.6092506542754901
f1_macro_train:0.5021097046413503
 ==  Epoch: 1 | val Loss: 0.696835
ACC_val:0.725
auc_val:0.438871473354232
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 1 | test Loss: 0.697536
ACC_test:0.7346938775510204
auc_test:0.46153846153846156
f1_weighted_test:0.6223289315726291
f1_macro_test:0.42352941176470593
 ==  Epoch: 2 | Training Loss: 0.702414
ACC_train:0.5316455696202531
auc_train:0.4884955752212389
f1_weighted_train:0.5283775462822763
f1_macro_train:0.4172647527910685
 ==  Epoch: 2 | val Loss: 0.694391
ACC_val:0.65
auc_val:0.49216300940438873
f1_weighted_val:0.5712121212121213
f1_macro_val:0.393939393939394
 ==  Epoch: 2 | test Loss: 0.693670
ACC_test:0.7142857142857143
auc_test:0.5405982905982906
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 3 | Training Loss: 0.703352
ACC_train:0.569620253164557
auc_train:0.45722713864306785
f1_weighted_train:0.5828699869868684
f1_macro_train:0.5077881619937694
 ==  Epoch: 3 | val Loss: 0.693487
ACC_val:0.475
auc_val:0.4702194357366771
f1_weighted_val:0.5010638297872341
f1_macro_val:0.4584139264990329
 ==  Epoch: 3 | test Loss: 0.691475
ACC_test:0.3673469387755102
auc_test:0.547008547008547
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 4 | Training Loss: 0.680645
ACC_train:0.569620253164557
auc_train:0.5982300884955752
f1_weighted_train:0.5905682617987648
f1_macro_train:0.5460537434510732
 ==  Epoch: 4 | val Loss: 0.693515
ACC_val:0.325
auc_val:0.46394984326018807
f1_weighted_val:0.2757142857142857
f1_macro_val:0.3142857142857143
 ==  Epoch: 4 | test Loss: 0.690698
ACC_test:0.30612244897959184
auc_test:0.5747863247863247
f1_weighted_test:0.2199859254046446
f1_macro_test:0.28189655172413797
 ==  Epoch: 5 | Training Loss: 0.685258
ACC_train:0.5126582278481012
auc_train:0.5821042281219272
f1_weighted_train:0.5355071083481965
f1_macro_train:0.49566803465572273
 ==  Epoch: 5 | val Loss: 0.694142
ACC_val:0.325
auc_val:0.4702194357366771
f1_weighted_val:0.24883945841392655
f1_macro_val:0.3036750483558994
 ==  Epoch: 5 | test Loss: 0.690386
ACC_test:0.32653061224489793
auc_test:0.579059829059829
f1_weighted_test:0.22994438975068512
f1_macro_test:0.2972620599739244
 ==  Epoch: 6 | Training Loss: 0.689074
ACC_train:0.5063291139240507
auc_train:0.5559488692232055
f1_weighted_train:0.525622553536203
f1_macro_train:0.4982901807523204
 ==  Epoch: 6 | val Loss: 0.694697
ACC_val:0.325
auc_val:0.43887147335423193
f1_weighted_val:0.24883945841392655
f1_macro_val:0.3036750483558994
 ==  Epoch: 6 | test Loss: 0.690475
ACC_test:0.30612244897959184
auc_test:0.5662393162393162
f1_weighted_test:0.19230218403150734
f1_macro_test:0.2692982456140351
 ==  Epoch: 7 | Training Loss: 0.694421
ACC_train:0.43037974683544306
auc_train:0.5380530973451328
f1_weighted_train:0.449560742894732
f1_macro_train:0.4244779018941234
 ==  Epoch: 7 | val Loss: 0.695840
ACC_val:0.4
auc_val:0.4357366771159875
f1_weighted_val:0.3849624060150377
f1_macro_val:0.3984962406015038
 ==  Epoch: 7 | test Loss: 0.690393
ACC_test:0.32653061224489793
auc_test:0.5726495726495726
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 8 | Training Loss: 0.681378
ACC_train:0.5126582278481012
auc_train:0.6007866273353
f1_weighted_train:0.5297818475626178
f1_macro_train:0.506950354609929
 ==  Epoch: 8 | val Loss: 0.697267
ACC_val:0.4
auc_val:0.41379310344827586
f1_weighted_val:0.4
f1_macro_val:0.4
 ==  Epoch: 8 | test Loss: 0.690296
ACC_test:0.40816326530612246
auc_test:0.5833333333333333
f1_weighted_test:0.40816326530612246
f1_macro_test:0.40816326530612246
 ==  Epoch: 9 | Training Loss: 0.669564
ACC_train:0.6392405063291139
auc_train:0.7052114060963619
f1_weighted_train:0.6551744582456348
f1_macro_train:0.629976580796253
 ==  Epoch: 9 | val Loss: 0.699503
ACC_val:0.375
auc_val:0.3949843260188088
f1_weighted_val:0.4007936507936508
f1_macro_val:0.3650793650793651
 ==  Epoch: 9 | test Loss: 0.690043
ACC_test:0.5102040816326531
auc_test:0.5982905982905983
f1_weighted_test:0.5335276967930029
f1_macro_test:0.5
 ==  Epoch: 10 | Training Loss: 0.688704
ACC_train:0.5569620253164557
auc_train:0.55929203539823
f1_weighted_train:0.5782811459027315
f1_macro_train:0.5380116959064327
 ==  Epoch: 10 | val Loss: 0.701925
ACC_val:0.5
auc_val:0.3887147335423197
f1_weighted_val:0.511904761904762
f1_macro_val:0.40476190476190477
 ==  Epoch: 10 | test Loss: 0.689236
ACC_test:0.5918367346938775
auc_test:0.5961538461538461
f1_weighted_test:0.6143457382953181
f1_macro_test:0.5496323529411765
 ==  Epoch: 11 | Training Loss: 0.676170
ACC_train:0.6139240506329114
auc_train:0.6578171091445427
f1_weighted_train:0.631343668209743
f1_macro_train:0.5798421901565021
 ==  Epoch: 11 | val Loss: 0.704406
ACC_val:0.575
auc_val:0.38557993730407525
f1_weighted_val:0.5684826472962066
f1_macro_val:0.45117029862792574
 ==  Epoch: 11 | test Loss: 0.689234
ACC_test:0.6530612244897959
auc_test:0.6004273504273504
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 12 | Training Loss: 0.680933
ACC_train:0.5949367088607594
auc_train:0.6062930186823992
f1_weighted_train:0.6140026189436927
f1_macro_train:0.5641379310344827
 ==  Epoch: 12 | val Loss: 0.705952
ACC_val:0.65
auc_val:0.3824451410658307
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 12 | test Loss: 0.689118
ACC_test:0.6326530612244898
auc_test:0.5982905982905984
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 13 | Training Loss: 0.669420
ACC_train:0.6329113924050633
auc_train:0.6705998033431662
f1_weighted_train:0.6501898734177215
f1_macro_train:0.605
 ==  Epoch: 13 | val Loss: 0.707443
ACC_val:0.625
auc_val:0.37617554858934166
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 13 | test Loss: 0.688736
ACC_test:0.6326530612244898
auc_test:0.6132478632478633
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 14 | Training Loss: 0.678577
ACC_train:0.6139240506329114
auc_train:0.6308751229105212
f1_weighted_train:0.6318791293943052
f1_macro_train:0.5830413151633138
 ==  Epoch: 14 | val Loss: 0.708596
ACC_val:0.625
auc_val:0.37617554858934166
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 14 | test Loss: 0.688396
ACC_test:0.6326530612244898
auc_test:0.6111111111111112
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 15 | Training Loss: 0.675802
ACC_train:0.6012658227848101
auc_train:0.6186823992133726
f1_weighted_train:0.6142607148359001
f1_macro_train:0.5462874333378914
 ==  Epoch: 15 | val Loss: 0.708863
ACC_val:0.625
auc_val:0.3793103448275862
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 15 | test Loss: 0.688399
ACC_test:0.6530612244897959
auc_test:0.608974358974359
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 16 | Training Loss: 0.669665
ACC_train:0.6708860759493671
auc_train:0.6572271386430678
f1_weighted_train:0.6810182253428995
f1_macro_train:0.6236027121128824
 ==  Epoch: 16 | val Loss: 0.709366
ACC_val:0.6
auc_val:0.3730407523510971
f1_weighted_val:0.5866666666666667
f1_macro_val:0.4666666666666666
 ==  Epoch: 16 | test Loss: 0.688713
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 17 | Training Loss: 0.657287
ACC_train:0.6455696202531646
auc_train:0.744542772861357
f1_weighted_train:0.662559948335533
f1_macro_train:0.6212977229926382
 ==  Epoch: 17 | val Loss: 0.710028
ACC_val:0.55
auc_val:0.3824451410658307
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 17 | test Loss: 0.688869
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 18 | Training Loss: 0.672830
ACC_train:0.5949367088607594
auc_train:0.6263520157325467
f1_weighted_train:0.6143542266691804
f1_macro_train:0.5671973977058722
 ==  Epoch: 18 | val Loss: 0.711134
ACC_val:0.55
auc_val:0.39498432601880873
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 18 | test Loss: 0.688280
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 19 | Training Loss: 0.659969
ACC_train:0.6962025316455697
auc_train:0.7162241887905605
f1_weighted_train:0.7090730333940362
f1_macro_train:0.6653133274492498
 ==  Epoch: 19 | val Loss: 0.712693
ACC_val:0.45
auc_val:0.38871473354231967
f1_weighted_val:0.471937321937322
f1_macro_val:0.37321937321937326
 ==  Epoch: 19 | test Loss: 0.688196
ACC_test:0.6326530612244898
auc_test:0.6004273504273504
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 20 | Training Loss: 0.669629
ACC_train:0.6835443037974683
auc_train:0.679646017699115
f1_weighted_train:0.6962228172671211
f1_macro_train:0.6483262108262109
 ==  Epoch: 20 | val Loss: 0.713667
ACC_val:0.475
auc_val:0.3918495297805642
f1_weighted_val:0.49218181818181816
f1_macro_val:0.3890909090909091
 ==  Epoch: 20 | test Loss: 0.688101
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 21 | Training Loss: 0.666343
ACC_train:0.5949367088607594
auc_train:0.6633235004916421
f1_weighted_train:0.6143542266691804
f1_macro_train:0.5671973977058722
 ==  Epoch: 21 | val Loss: 0.714812
ACC_val:0.575
auc_val:0.39498432601880873
f1_weighted_val:0.5684826472962066
f1_macro_val:0.45117029862792574
 ==  Epoch: 21 | test Loss: 0.687946
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 22 | Training Loss: 0.663528
ACC_train:0.6708860759493671
auc_train:0.696361848574238
f1_weighted_train:0.6810182253428995
f1_macro_train:0.6236027121128824
 ==  Epoch: 22 | val Loss: 0.716031
ACC_val:0.625
auc_val:0.4012539184952978
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 22 | test Loss: 0.687749
ACC_test:0.6530612244897959
auc_test:0.5961538461538463
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 23 | Training Loss: 0.669415
ACC_train:0.6582278481012658
auc_train:0.647787610619469
f1_weighted_train:0.6674050632911391
f1_macro_train:0.6049999999999999
 ==  Epoch: 23 | val Loss: 0.717713
ACC_val:0.625
auc_val:0.3887147335423197
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 23 | test Loss: 0.687229
ACC_test:0.673469387755102
auc_test:0.6004273504273505
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 24 | Training Loss: 0.654183
ACC_train:0.7025316455696202
auc_train:0.7240904621435597
f1_weighted_train:0.7111207617670804
f1_macro_train:0.6580244070918719
 ==  Epoch: 24 | val Loss: 0.718478
ACC_val:0.55
auc_val:0.39498432601880873
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 24 | test Loss: 0.686068
ACC_test:0.6530612244897959
auc_test:0.6068376068376068
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 25 | Training Loss: 0.665536
ACC_train:0.6455696202531646
auc_train:0.6700098328416912
f1_weighted_train:0.653532856645155
f1_macro_train:0.5858453473132372
 ==  Epoch: 25 | val Loss: 0.718924
ACC_val:0.525
auc_val:0.4012539184952978
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 25 | test Loss: 0.685252
ACC_test:0.673469387755102
auc_test:0.6068376068376068
f1_weighted_test:0.680466472303207
f1_macro_test:0.6
 ==  Epoch: 26 | Training Loss: 0.654195
ACC_train:0.6835443037974683
auc_train:0.7240904621435594
f1_weighted_train:0.6943951975896088
f1_macro_train:0.6416908563134978
 ==  Epoch: 26 | val Loss: 0.720195
ACC_val:0.475
auc_val:0.4043887147335423
f1_weighted_val:0.49218181818181816
f1_macro_val:0.3890909090909091
 ==  Epoch: 26 | test Loss: 0.684966
ACC_test:0.6530612244897959
auc_test:0.6153846153846154
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 27 | Training Loss: 0.658401
ACC_train:0.6329113924050633
auc_train:0.687118977384464
f1_weighted_train:0.6491707442470659
f1_macro_train:0.5989145658263305
 ==  Epoch: 27 | val Loss: 0.722712
ACC_val:0.525
auc_val:0.39498432601880873
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 27 | test Loss: 0.685701
ACC_test:0.6530612244897959
auc_test:0.6175213675213675
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 28 | Training Loss: 0.655707
ACC_train:0.6645569620253164
auc_train:0.7179941002949853
f1_weighted_train:0.6783980943372622
f1_macro_train:0.6288614102734567
 ==  Epoch: 28 | val Loss: 0.724841
ACC_val:0.575
auc_val:0.39184952978056425
f1_weighted_val:0.5684826472962066
f1_macro_val:0.45117029862792574
 ==  Epoch: 28 | test Loss: 0.686112
ACC_test:0.6530612244897959
auc_test:0.6196581196581197
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 29 | Training Loss: 0.654042
ACC_train:0.7278481012658228
auc_train:0.7337266470009833
f1_weighted_train:0.7345749391482344
f1_macro_train:0.6837499418144579
 ==  Epoch: 29 | val Loss: 0.725533
ACC_val:0.525
auc_val:0.38244514106583066
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 29 | test Loss: 0.685004
ACC_test:0.6530612244897959
auc_test:0.6196581196581197
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 30 | Training Loss: 0.640528
ACC_train:0.6962025316455697
auc_train:0.7754178957718781
f1_weighted_train:0.7083739045764362
f1_macro_train:0.6623931623931624
 ==  Epoch: 30 | val Loss: 0.726220
ACC_val:0.5
auc_val:0.39184952978056425
f1_weighted_val:0.511904761904762
f1_macro_val:0.40476190476190477
 ==  Epoch: 30 | test Loss: 0.684696
ACC_test:0.673469387755102
auc_test:0.6217948717948718
f1_weighted_test:0.680466472303207
f1_macro_test:0.6
 ==  Epoch: 31 | Training Loss: 0.649749
ACC_train:0.689873417721519
auc_train:0.7392330383480826
f1_weighted_train:0.7018968379618912
f1_macro_train:0.6538031570004024
 ==  Epoch: 31 | val Loss: 0.727541
ACC_val:0.5
auc_val:0.39184952978056425
f1_weighted_val:0.511904761904762
f1_macro_val:0.40476190476190477
 ==  Epoch: 31 | test Loss: 0.685038
ACC_test:0.6530612244897959
auc_test:0.6196581196581197
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 32 | Training Loss: 0.645646
ACC_train:0.6772151898734177
auc_train:0.7646017699115044
f1_weighted_train:0.6922268131001569
f1_macro_train:0.6513951979234264
 ==  Epoch: 32 | val Loss: 0.730325
ACC_val:0.525
auc_val:0.3887147335423197
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 32 | test Loss: 0.685479
ACC_test:0.6530612244897959
auc_test:0.6132478632478633
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 33 | Training Loss: 0.641480
ACC_train:0.6962025316455697
auc_train:0.7445427728613571
f1_weighted_train:0.7066193896860244
f1_macro_train:0.6560232220609579
 ==  Epoch: 33 | val Loss: 0.732013
ACC_val:0.525
auc_val:0.3855799373040752
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 33 | test Loss: 0.685235
ACC_test:0.6530612244897959
auc_test:0.6175213675213675
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 34 | Training Loss: 0.645304
ACC_train:0.6772151898734177
auc_train:0.7524090462143559
f1_weighted_train:0.6905340153056673
f1_macro_train:0.6428666400744582
 ==  Epoch: 34 | val Loss: 0.732404
ACC_val:0.5
auc_val:0.37617554858934166
f1_weighted_val:0.511904761904762
f1_macro_val:0.40476190476190477
 ==  Epoch: 34 | test Loss: 0.685007
ACC_test:0.6530612244897959
auc_test:0.6132478632478633
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 35 | Training Loss: 0.645460
ACC_train:0.7025316455696202
auc_train:0.7384464110127826
f1_weighted_train:0.7132058654645493
f1_macro_train:0.6648160686075378
 ==  Epoch: 35 | val Loss: 0.732508
ACC_val:0.525
auc_val:0.3824451410658307
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 35 | test Loss: 0.685143
ACC_test:0.6530612244897959
auc_test:0.6153846153846154
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 36 | Training Loss: 0.637920
ACC_train:0.7025316455696202
auc_train:0.7545722713864307
f1_weighted_train:0.7154343599542734
f1_macro_train:0.6736541419468248
 ==  Epoch: 36 | val Loss: 0.734405
ACC_val:0.55
auc_val:0.3793103448275862
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 36 | test Loss: 0.685840
ACC_test:0.6326530612244898
auc_test:0.6153846153846154
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 37 | Training Loss: 0.638777
ACC_train:0.7151898734177216
auc_train:0.7384464110127826
f1_weighted_train:0.7234134953089069
f1_macro_train:0.6725765599815796
 ==  Epoch: 37 | val Loss: 0.737391
ACC_val:0.625
auc_val:0.3730407523510971
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 37 | test Loss: 0.687287
ACC_test:0.6530612244897959
auc_test:0.6068376068376069
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 38 | Training Loss: 0.646573
ACC_train:0.7025316455696202
auc_train:0.7132743362831858
f1_weighted_train:0.7098842358131864
f1_macro_train:0.6543313317506865
 ==  Epoch: 38 | val Loss: 0.738871
ACC_val:0.65
auc_val:0.3793103448275862
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 38 | test Loss: 0.687890
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 39 | Training Loss: 0.617234
ACC_train:0.759493670886076
auc_train:0.8173058013765979
f1_weighted_train:0.7659517112048757
f1_macro_train:0.722037037037037
 ==  Epoch: 39 | val Loss: 0.740202
ACC_val:0.65
auc_val:0.37617554858934166
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 39 | test Loss: 0.688065
ACC_test:0.6938775510204082
auc_test:0.6004273504273504
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 40 | Training Loss: 0.623740
ACC_train:0.7468354430379747
auc_train:0.7923303834808261
f1_weighted_train:0.7512945914844649
f1_macro_train:0.7007575757575758
 ==  Epoch: 40 | val Loss: 0.741295
ACC_val:0.65
auc_val:0.3793103448275862
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 40 | test Loss: 0.687967
ACC_test:0.6938775510204082
auc_test:0.6025641025641026
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 41 | Training Loss: 0.637957
ACC_train:0.6708860759493671
auc_train:0.736086529006883
f1_weighted_train:0.6821710054931932
f1_macro_train:0.6273584905660377
 ==  Epoch: 41 | val Loss: 0.742261
ACC_val:0.65
auc_val:0.3855799373040752
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 41 | test Loss: 0.687732
ACC_test:0.673469387755102
auc_test:0.6132478632478633
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 42 | Training Loss: 0.641914
ACC_train:0.7215189873417721
auc_train:0.7408062930186824
f1_weighted_train:0.7264240506329114
f1_macro_train:0.6708333333333333
 ==  Epoch: 42 | val Loss: 0.741524
ACC_val:0.55
auc_val:0.3824451410658307
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 42 | test Loss: 0.686109
ACC_test:0.6530612244897959
auc_test:0.6196581196581197
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 43 | Training Loss: 0.615588
ACC_train:0.8037974683544303
auc_train:0.8375614552605702
f1_weighted_train:0.8101917803160777
f1_macro_train:0.7767446100551529
 ==  Epoch: 43 | val Loss: 0.741333
ACC_val:0.525
auc_val:0.3824451410658307
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 43 | test Loss: 0.685261
ACC_test:0.6326530612244898
auc_test:0.6196581196581197
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 44 | Training Loss: 0.637816
ACC_train:0.689873417721519
auc_train:0.7575221238938054
f1_weighted_train:0.703866225283236
f1_macro_train:0.6624961855355507
 ==  Epoch: 44 | val Loss: 0.741802
ACC_val:0.525
auc_val:0.3824451410658307
f1_weighted_val:0.5311594202898551
f1_macro_val:0.42028985507246375
 ==  Epoch: 44 | test Loss: 0.685012
ACC_test:0.6326530612244898
auc_test:0.6153846153846154
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 45 | Training Loss: 0.615600
ACC_train:0.7721518987341772
auc_train:0.8403146509341199
f1_weighted_train:0.7818047750455271
f1_macro_train:0.7489849955869373
 ==  Epoch: 45 | val Loss: 0.743332
ACC_val:0.55
auc_val:0.3824451410658307
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 45 | test Loss: 0.685914
ACC_test:0.6530612244897959
auc_test:0.6153846153846154
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 46 | Training Loss: 0.632158
ACC_train:0.7278481012658228
auc_train:0.7710914454277286
f1_weighted_train:0.7376138769143749
f1_macro_train:0.6933423606409388
 ==  Epoch: 46 | val Loss: 0.745176
ACC_val:0.625
auc_val:0.3824451410658307
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 46 | test Loss: 0.686704
ACC_test:0.6530612244897959
auc_test:0.6089743589743589
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 47 | Training Loss: 0.635902
ACC_train:0.6835443037974683
auc_train:0.7447394296951819
f1_weighted_train:0.6962228172671211
f1_macro_train:0.6483262108262109
 ==  Epoch: 47 | val Loss: 0.746540
ACC_val:0.625
auc_val:0.3824451410658307
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 47 | test Loss: 0.687111
ACC_test:0.6530612244897959
auc_test:0.6068376068376068
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 48 | Training Loss: 0.618601
ACC_train:0.740506329113924
auc_train:0.8015732546705999
f1_weighted_train:0.7457223436819398
f1_macro_train:0.6950524878783599
 ==  Epoch: 48 | val Loss: 0.746871
ACC_val:0.625
auc_val:0.3793103448275862
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 48 | test Loss: 0.686587
ACC_test:0.6530612244897959
auc_test:0.608974358974359
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 49 | Training Loss: 0.617108
ACC_train:0.740506329113924
auc_train:0.7968534906588004
f1_weighted_train:0.7512136201476933
f1_macro_train:0.7128927890794664
 ==  Epoch: 49 | val Loss: 0.746478
ACC_val:0.575
auc_val:0.38244514106583066
f1_weighted_val:0.5684826472962066
f1_macro_val:0.45117029862792574
 ==  Epoch: 49 | test Loss: 0.685829
ACC_test:0.6530612244897959
auc_test:0.6068376068376069
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 50 | Training Loss: 0.618670
ACC_train:0.7278481012658228
auc_train:0.8025565388397247
f1_weighted_train:0.7396527122985905
f1_macro_train:0.7014282575258184
 ==  Epoch: 50 | val Loss: 0.748377
ACC_val:0.625
auc_val:0.38244514106583066
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 50 | test Loss: 0.686877
ACC_test:0.6530612244897959
auc_test:0.6068376068376068
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 51 | Training Loss: 0.627012
ACC_train:0.7215189873417721
auc_train:0.7663716814159293
f1_weighted_train:0.7326760791950664
f1_macro_train:0.6905270655270654
 ==  Epoch: 51 | val Loss: 0.750490
ACC_val:0.675
auc_val:0.38244514106583066
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 51 | test Loss: 0.688688
ACC_test:0.673469387755102
auc_test:0.6047008547008547
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 52 | Training Loss: 0.610717
ACC_train:0.7468354430379747
auc_train:0.8129793510324483
f1_weighted_train:0.756978253813697
f1_macro_train:0.7186609686609686
 ==  Epoch: 52 | val Loss: 0.752547
ACC_val:0.7
auc_val:0.38244514106583066
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 52 | test Loss: 0.690452
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 53 | Training Loss: 0.609157
ACC_train:0.7658227848101266
auc_train:0.8167158308751229
f1_weighted_train:0.7693362795843496
f1_macro_train:0.7215527506549179
 ==  Epoch: 53 | val Loss: 0.753358
ACC_val:0.725
auc_val:0.38244514106583066
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 53 | test Loss: 0.690760
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 54 | Training Loss: 0.628677
ACC_train:0.6708860759493671
auc_train:0.775417895771878
f1_weighted_train:0.6821710054931932
f1_macro_train:0.6273584905660377
 ==  Epoch: 54 | val Loss: 0.753141
ACC_val:0.7
auc_val:0.3793103448275862
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 54 | test Loss: 0.689738
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 55 | Training Loss: 0.610974
ACC_train:0.7531645569620253
auc_train:0.8157325467059982
f1_weighted_train:0.7612090139460332
f1_macro_train:0.7191303158758375
 ==  Epoch: 55 | val Loss: 0.752697
ACC_val:0.675
auc_val:0.3793103448275862
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 55 | test Loss: 0.688578
ACC_test:0.673469387755102
auc_test:0.6025641025641026
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 56 | Training Loss: 0.617609
ACC_train:0.7025316455696202
auc_train:0.7824975417895772
f1_weighted_train:0.7140643139634465
f1_macro_train:0.6679336403881411
 ==  Epoch: 56 | val Loss: 0.752033
ACC_val:0.6
auc_val:0.38557993730407525
f1_weighted_val:0.5866666666666667
f1_macro_val:0.4666666666666666
 ==  Epoch: 56 | test Loss: 0.686926
ACC_test:0.673469387755102
auc_test:0.6068376068376069
f1_weighted_test:0.680466472303207
f1_macro_test:0.6
 ==  Epoch: 57 | Training Loss: 0.612797
ACC_train:0.7341772151898734
auc_train:0.7986234021632252
f1_weighted_train:0.7432919659752715
f1_macro_train:0.6990203193033382
 ==  Epoch: 57 | val Loss: 0.752083
ACC_val:0.55
auc_val:0.38557993730407525
f1_weighted_val:0.55
f1_macro_val:0.4357366771159875
 ==  Epoch: 57 | test Loss: 0.685268
ACC_test:0.6530612244897959
auc_test:0.6068376068376069
f1_weighted_test:0.6680946813005414
f1_macro_test:0.5989407799711122
 ==  Epoch: 58 | Training Loss: 0.605074
ACC_train:0.7468354430379747
auc_train:0.8279252704031466
f1_weighted_train:0.756978253813697
f1_macro_train:0.7186609686609686
 ==  Epoch: 58 | val Loss: 0.753514
ACC_val:0.575
auc_val:0.3887147335423197
f1_weighted_val:0.5684826472962066
f1_macro_val:0.45117029862792574
 ==  Epoch: 58 | test Loss: 0.686178
ACC_test:0.673469387755102
auc_test:0.6047008547008548
f1_weighted_test:0.6856342537014806
f1_macro_test:0.615686274509804
 ==  Epoch: 59 | Training Loss: 0.608650
ACC_train:0.7721518987341772
auc_train:0.8169124877089479
f1_weighted_train:0.7782700421940928
f1_macro_train:0.7366666666666667
 ==  Epoch: 59 | val Loss: 0.756717
ACC_val:0.675
auc_val:0.38557993730407525
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 59 | test Loss: 0.689524
ACC_test:0.673469387755102
auc_test:0.6089743589743589
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 60 | Training Loss: 0.616347
ACC_train:0.689873417721519
auc_train:0.7915437561455261
f1_weighted_train:0.7010018597396365
f1_macro_train:0.6505529225908373
 ==  Epoch: 60 | val Loss: 0.759877
ACC_val:0.725
auc_val:0.39811912225705326
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 60 | test Loss: 0.693202
ACC_test:0.673469387755102
auc_test:0.6047008547008547
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 61 | Training Loss: 0.613294
ACC_train:0.7468354430379747
auc_train:0.8047197640117995
f1_weighted_train:0.7536333802156586
f1_macro_train:0.7074074074074074
 ==  Epoch: 61 | val Loss: 0.760755
ACC_val:0.725
auc_val:0.4043887147335423
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 61 | test Loss: 0.693797
ACC_test:0.673469387755102
auc_test:0.6025641025641025
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 62 | Training Loss: 0.600394
ACC_train:0.7911392405063291
auc_train:0.831661750245821
f1_weighted_train:0.7918226920758565
f1_macro_train:0.7453479853479852
 ==  Epoch: 62 | val Loss: 0.759895
ACC_val:0.725
auc_val:0.39498432601880873
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 62 | test Loss: 0.691397
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 63 | Training Loss: 0.594440
ACC_train:0.7784810126582279
auc_train:0.8440511307767945
f1_weighted_train:0.7818045887960062
f1_macro_train:0.7366039533222195
 ==  Epoch: 63 | val Loss: 0.758771
ACC_val:0.675
auc_val:0.39498432601880873
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 63 | test Loss: 0.689026
ACC_test:0.673469387755102
auc_test:0.6047008547008548
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 64 | Training Loss: 0.607796
ACC_train:0.740506329113924
auc_train:0.8234021632251721
f1_weighted_train:0.7498178826392876
f1_macro_train:0.7076055066576394
 ==  Epoch: 64 | val Loss: 0.757490
ACC_val:0.625
auc_val:0.39498432601880873
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 64 | test Loss: 0.686923
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.7030566349478321
f1_macro_test:0.6326836581709145
 ==  Epoch: 65 | Training Loss: 0.594031
ACC_train:0.7721518987341772
auc_train:0.8576204523107177
f1_weighted_train:0.7806680541813096
f1_macro_train:0.7444743935309973
 ==  Epoch: 65 | val Loss: 0.757795
ACC_val:0.625
auc_val:0.39811912225705326
f1_weighted_val:0.6046160483175151
f1_macro_val:0.4823123382226057
 ==  Epoch: 65 | test Loss: 0.686599
ACC_test:0.6938775510204082
auc_test:0.608974358974359
f1_weighted_test:0.7030566349478321
f1_macro_test:0.6326836581709145
 ==  Epoch: 66 | Training Loss: 0.601695
ACC_train:0.759493670886076
auc_train:0.839724680432645
f1_weighted_train:0.7677403501681027
f1_macro_train:0.7276850507982583
 ==  Epoch: 66 | val Loss: 0.758029
ACC_val:0.625
auc_val:0.39811912225705326
f1_weighted_val:0.6192493946731235
f1_macro_val:0.5157384987893462
 ==  Epoch: 66 | test Loss: 0.685955
ACC_test:0.6530612244897959
auc_test:0.6047008547008548
f1_weighted_test:0.6680946813005414
f1_macro_test:0.5989407799711122
 ==  Epoch: 67 | Training Loss: 0.595251
ACC_train:0.7468354430379747
auc_train:0.8192723697148475
f1_weighted_train:0.756978253813697
f1_macro_train:0.7186609686609686
 ==  Epoch: 67 | val Loss: 0.759437
ACC_val:0.65
auc_val:0.4012539184952978
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 67 | test Loss: 0.688139
ACC_test:0.6938775510204082
auc_test:0.6047008547008548
f1_weighted_test:0.7030566349478321
f1_macro_test:0.6326836581709145
 ==  Epoch: 68 | Training Loss: 0.602733
ACC_train:0.759493670886076
auc_train:0.8296951819075713
f1_weighted_train:0.7659517112048757
f1_macro_train:0.722037037037037
 ==  Epoch: 68 | val Loss: 0.760783
ACC_val:0.7
auc_val:0.39811912225705326
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 68 | test Loss: 0.690403
ACC_test:0.673469387755102
auc_test:0.6047008547008547
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 69 | Training Loss: 0.597356
ACC_train:0.7784810126582279
auc_train:0.8422812192723697
f1_weighted_train:0.7848771630180387
f1_macro_train:0.7453373244301174
 ==  Epoch: 69 | val Loss: 0.761015
ACC_val:0.7
auc_val:0.4012539184952978
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 69 | test Loss: 0.691132
ACC_test:0.6938775510204082
auc_test:0.6025641025641025
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 70 | Training Loss: 0.589146
ACC_train:0.7848101265822784
auc_train:0.856047197640118
f1_weighted_train:0.7896449486774155
f1_macro_train:0.7485489608687512
 ==  Epoch: 70 | val Loss: 0.760738
ACC_val:0.675
auc_val:0.4012539184952978
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 70 | test Loss: 0.689999
ACC_test:0.673469387755102
auc_test:0.5982905982905984
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 71 | Training Loss: 0.592057
ACC_train:0.759493670886076
auc_train:0.8544739429695183
f1_weighted_train:0.7659517112048757
f1_macro_train:0.722037037037037
 ==  Epoch: 71 | val Loss: 0.760711
ACC_val:0.65
auc_val:0.4012539184952978
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 71 | test Loss: 0.688418
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.7030566349478321
f1_macro_test:0.6326836581709145
 ==  Epoch: 72 | Training Loss: 0.597239
ACC_train:0.7848101265822784
auc_train:0.8430678466076695
f1_weighted_train:0.7914349934934343
f1_macro_train:0.7538940809968847
 ==  Epoch: 72 | val Loss: 0.761562
ACC_val:0.65
auc_val:0.4012539184952978
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 72 | test Loss: 0.688249
ACC_test:0.6938775510204082
auc_test:0.608974358974359
f1_weighted_test:0.7030566349478321
f1_macro_test:0.6326836581709145
 ==  Epoch: 73 | Training Loss: 0.578328
ACC_train:0.7911392405063291
auc_train:0.8918387413962635
f1_weighted_train:0.7963016974858543
f1_macro_train:0.7572964669738864
 ==  Epoch: 73 | val Loss: 0.762916
ACC_val:0.65
auc_val:0.40438871473354226
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 73 | test Loss: 0.688580
ACC_test:0.6938775510204082
auc_test:0.6111111111111112
f1_weighted_test:0.7030566349478321
f1_macro_test:0.6326836581709145
 ==  Epoch: 74 | Training Loss: 0.581246
ACC_train:0.7721518987341772
auc_train:0.8627335299901672
f1_weighted_train:0.7806680541813096
f1_macro_train:0.7444743935309973
 ==  Epoch: 74 | val Loss: 0.764869
ACC_val:0.7
auc_val:0.40438871473354226
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 74 | test Loss: 0.691676
ACC_test:0.673469387755102
auc_test:0.608974358974359
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 75 | Training Loss: 0.576831
ACC_train:0.7911392405063291
auc_train:0.8656833824975418
f1_weighted_train:0.797169896559865
f1_macro_train:0.759889477319825
 ==  Epoch: 75 | val Loss: 0.766468
ACC_val:0.725
auc_val:0.4075235109717868
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 75 | test Loss: 0.694276
ACC_test:0.673469387755102
auc_test:0.6047008547008548
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 76 | Training Loss: 0.577607
ACC_train:0.8037974683544303
auc_train:0.8865290068829892
f1_weighted_train:0.8094626301016914
f1_macro_train:0.7744416302095327
 ==  Epoch: 76 | val Loss: 0.765715
ACC_val:0.7
auc_val:0.40125391849529773
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 76 | test Loss: 0.692374
ACC_test:0.673469387755102
auc_test:0.608974358974359
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 77 | Training Loss: 0.589109
ACC_train:0.7658227848101266
auc_train:0.8436578171091446
f1_weighted_train:0.7725844294762121
f1_macro_train:0.7307851715404098
 ==  Epoch: 77 | val Loss: 0.765603
ACC_val:0.7
auc_val:0.40125391849529773
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 77 | test Loss: 0.691613
ACC_test:0.6938775510204082
auc_test:0.608974358974359
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 78 | Training Loss: 0.589915
ACC_train:0.7531645569620253
auc_train:0.824188790560472
f1_weighted_train:0.7612090139460332
f1_macro_train:0.7191303158758375
 ==  Epoch: 78 | val Loss: 0.765951
ACC_val:0.7
auc_val:0.4012539184952978
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 78 | test Loss: 0.691070
ACC_test:0.673469387755102
auc_test:0.6068376068376068
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 79 | Training Loss: 0.581558
ACC_train:0.7911392405063291
auc_train:0.8784660766961652
f1_weighted_train:0.797169896559865
f1_macro_train:0.759889477319825
 ==  Epoch: 79 | val Loss: 0.766094
ACC_val:0.7
auc_val:0.4012539184952978
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 79 | test Loss: 0.690981
ACC_test:0.6938775510204082
auc_test:0.6047008547008547
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 80 | Training Loss: 0.573876
ACC_train:0.8291139240506329
auc_train:0.8827925270403146
f1_weighted_train:0.8316778256426333
f1_macro_train:0.7968087639914265
 ==  Epoch: 80 | val Loss: 0.767239
ACC_val:0.7
auc_val:0.4012539184952978
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 80 | test Loss: 0.692182
ACC_test:0.673469387755102
auc_test:0.6047008547008548
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 81 | Training Loss: 0.579950
ACC_train:0.8417721518987342
auc_train:0.888888888888889
f1_weighted_train:0.8441461348542902
f1_macro_train:0.8118599666587283
 ==  Epoch: 81 | val Loss: 0.767558
ACC_val:0.7
auc_val:0.4106583072100313
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 81 | test Loss: 0.692959
ACC_test:0.6938775510204082
auc_test:0.6025641025641026
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 82 | Training Loss: 0.582227
ACC_train:0.7974683544303798
auc_train:0.864110127826942
f1_weighted_train:0.801035673187572
f1_macro_train:0.7606060606060606
 ==  Epoch: 82 | val Loss: 0.767986
ACC_val:0.7
auc_val:0.41379310344827586
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 82 | test Loss: 0.693096
ACC_test:0.6938775510204082
auc_test:0.5982905982905984
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 83 | Training Loss: 0.574870
ACC_train:0.8037974683544303
auc_train:0.8751229105211407
f1_weighted_train:0.8094626301016914
f1_macro_train:0.7744416302095327
 ==  Epoch: 83 | val Loss: 0.768562
ACC_val:0.7
auc_val:0.41692789968652033
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 83 | test Loss: 0.693215
ACC_test:0.673469387755102
auc_test:0.5982905982905984
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 84 | Training Loss: 0.569504
ACC_train:0.8227848101265823
auc_train:0.8810226155358899
f1_weighted_train:0.8275433661509611
f1_macro_train:0.7951851851851852
 ==  Epoch: 84 | val Loss: 0.768675
ACC_val:0.675
auc_val:0.4106583072100313
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 84 | test Loss: 0.691641
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 85 | Training Loss: 0.555856
ACC_train:0.8291139240506329
auc_train:0.9170108161258604
f1_weighted_train:0.8325488604734725
f1_macro_train:0.7991809066516029
 ==  Epoch: 85 | val Loss: 0.770059
ACC_val:0.7
auc_val:0.41379310344827586
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 85 | test Loss: 0.693525
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 86 | Training Loss: 0.572524
ACC_train:0.7911392405063291
auc_train:0.8690265486725665
f1_weighted_train:0.7953374961342441
f1_macro_train:0.7545544414630702
 ==  Epoch: 86 | val Loss: 0.772071
ACC_val:0.725
auc_val:0.42633228840125387
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 86 | test Loss: 0.697080
ACC_test:0.673469387755102
auc_test:0.5940170940170939
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 87 | Training Loss: 0.586496
ACC_train:0.8164556962025317
auc_train:0.8409046214355949
f1_weighted_train:0.817056305157571
f1_macro_train:0.7762148962148963
 ==  Epoch: 87 | val Loss: 0.771711
ACC_val:0.7
auc_val:0.4137931034482758
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 87 | test Loss: 0.696113
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 88 | Training Loss: 0.575257
ACC_train:0.8291139240506329
auc_train:0.8930186823992134
f1_weighted_train:0.8316778256426333
f1_macro_train:0.7968087639914265
 ==  Epoch: 88 | val Loss: 0.770228
ACC_val:0.7
auc_val:0.40752351097178674
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 88 | test Loss: 0.692254
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 89 | Training Loss: 0.572868
ACC_train:0.7784810126582279
auc_train:0.8865290068829892
f1_weighted_train:0.7857003971310554
f1_macro_train:0.7479374629654951
 ==  Epoch: 89 | val Loss: 0.768989
ACC_val:0.675
auc_val:0.40752351097178674
f1_weighted_val:0.6573339085418465
f1_macro_val:0.551337359792925
 ==  Epoch: 89 | test Loss: 0.689719
ACC_test:0.7142857142857143
auc_test:0.6025641025641026
f1_weighted_test:0.7204081632653061
f1_macro_test:0.6499999999999999
 ==  Epoch: 90 | Training Loss: 0.575502
ACC_train:0.8037974683544303
auc_train:0.8776794493608652
f1_weighted_train:0.8108379112638517
f1_macro_train:0.778921236741142
 ==  Epoch: 90 | val Loss: 0.769381
ACC_val:0.675
auc_val:0.40752351097178674
f1_weighted_val:0.6573339085418465
f1_macro_val:0.551337359792925
 ==  Epoch: 90 | test Loss: 0.689669
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7204081632653061
f1_macro_test:0.6499999999999999
 ==  Epoch: 91 | Training Loss: 0.560013
ACC_train:0.8291139240506329
auc_train:0.8949852507374632
f1_weighted_train:0.834048097185344
f1_macro_train:0.8035459359889476
 ==  Epoch: 91 | val Loss: 0.772077
ACC_val:0.7
auc_val:0.4137931034482758
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 91 | test Loss: 0.693523
ACC_test:0.673469387755102
auc_test:0.591880341880342
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 92 | Training Loss: 0.563253
ACC_train:0.8164556962025317
auc_train:0.8833824975417895
f1_weighted_train:0.817056305157571
f1_macro_train:0.7762148962148963
 ==  Epoch: 92 | val Loss: 0.772232
ACC_val:0.7
auc_val:0.4137931034482758
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 92 | test Loss: 0.693170
ACC_test:0.6938775510204082
auc_test:0.6025641025641026
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 93 | Training Loss: 0.575098
ACC_train:0.7721518987341772
auc_train:0.8670599803343166
f1_weighted_train:0.7799645422645184
f1_macro_train:0.7420174165457185
 ==  Epoch: 93 | val Loss: 0.771389
ACC_val:0.7
auc_val:0.4106583072100313
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 93 | test Loss: 0.692083
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 94 | Training Loss: 0.558826
ACC_train:0.7848101265822784
auc_train:0.8926253687315634
f1_weighted_train:0.7914349934934343
f1_macro_train:0.7538940809968847
 ==  Epoch: 94 | val Loss: 0.770765
ACC_val:0.7
auc_val:0.4106583072100313
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 94 | test Loss: 0.691287
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 95 | Training Loss: 0.577575
ACC_train:0.7468354430379747
auc_train:0.8770894788593903
f1_weighted_train:0.7562978379792329
f1_macro_train:0.7160826594788858
 ==  Epoch: 95 | val Loss: 0.770472
ACC_val:0.7
auc_val:0.4137931034482758
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 95 | test Loss: 0.690132
ACC_test:0.6938775510204082
auc_test:0.6025641025641026
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 96 | Training Loss: 0.565976
ACC_train:0.7721518987341772
auc_train:0.8727630285152409
f1_weighted_train:0.7806680541813096
f1_macro_train:0.7444743935309973
 ==  Epoch: 96 | val Loss: 0.771098
ACC_val:0.7
auc_val:0.41692789968652033
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 96 | test Loss: 0.690749
ACC_test:0.6938775510204082
auc_test:0.6025641025641026
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 97 | Training Loss: 0.562438
ACC_train:0.8227848101265823
auc_train:0.905014749262537
f1_weighted_train:0.824958812839233
f1_macro_train:0.788000766724171
 ==  Epoch: 97 | val Loss: 0.772067
ACC_val:0.7
auc_val:0.41692789968652033
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 97 | test Loss: 0.692541
ACC_test:0.673469387755102
auc_test:0.5982905982905984
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 98 | Training Loss: 0.559615
ACC_train:0.8417721518987342
auc_train:0.9099311701081614
f1_weighted_train:0.846928855093611
f1_macro_train:0.8199553306896394
 ==  Epoch: 98 | val Loss: 0.772406
ACC_val:0.7
auc_val:0.42006269592476486
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 98 | test Loss: 0.692733
ACC_test:0.673469387755102
auc_test:0.5961538461538463
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 99 | Training Loss: 0.563418
ACC_train:0.8164556962025317
auc_train:0.8825958702064897
f1_weighted_train:0.8181814852589233
f1_macro_train:0.7790635999807127
 ==  Epoch: 99 | val Loss: 0.773014
ACC_val:0.7
auc_val:0.42319749216300934
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 99 | test Loss: 0.693494
ACC_test:0.673469387755102
auc_test:0.5940170940170941
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 100 | Training Loss: 0.563009
ACC_train:0.8354430379746836
auc_train:0.9020648967551623
f1_weighted_train:0.8398616971401782
f1_macro_train:0.8098148148148149
 ==  Epoch: 100 | val Loss: 0.773355
ACC_val:0.7
auc_val:0.42319749216300934
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 100 | test Loss: 0.694103
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 101 | Training Loss: 0.552884
ACC_train:0.7974683544303798
auc_train:0.9111111111111112
f1_weighted_train:0.8037035232879383
f1_macro_train:0.768370899761774
 ==  Epoch: 101 | val Loss: 0.773657
ACC_val:0.7
auc_val:0.4200626959247648
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 101 | test Loss: 0.695318
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 102 | Training Loss: 0.553631
ACC_train:0.8544303797468354
auc_train:0.9010816125860374
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 102 | val Loss: 0.773543
ACC_val:0.7
auc_val:0.4231974921630094
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 102 | test Loss: 0.695496
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 103 | Training Loss: 0.562957
ACC_train:0.810126582278481
auc_train:0.9054080629301868
f1_weighted_train:0.815972053082442
f1_macro_train:0.782847718526663
 ==  Epoch: 103 | val Loss: 0.773271
ACC_val:0.7
auc_val:0.42633228840125387
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 103 | test Loss: 0.694805
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 104 | Training Loss: 0.552374
ACC_train:0.8227848101265823
auc_train:0.8932153392330383
f1_weighted_train:0.8259062140391255
f1_macro_train:0.790530303030303
 ==  Epoch: 104 | val Loss: 0.774302
ACC_val:0.7
auc_val:0.4263322884012538
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 104 | test Loss: 0.695437
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 105 | Training Loss: 0.542575
ACC_train:0.8607594936708861
auc_train:0.9213372664700099
f1_weighted_train:0.8644983591186122
f1_macro_train:0.8390740740740741
 ==  Epoch: 105 | val Loss: 0.773904
ACC_val:0.7
auc_val:0.4294670846394984
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 105 | test Loss: 0.693479
ACC_test:0.673469387755102
auc_test:0.5940170940170939
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 106 | Training Loss: 0.549097
ACC_train:0.8544303797468354
auc_train:0.9150442477876107
f1_weighted_train:0.8580284558234741
f1_macro_train:0.8308429921333147
 ==  Epoch: 106 | val Loss: 0.775131
ACC_val:0.7
auc_val:0.42633228840125387
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 106 | test Loss: 0.694036
ACC_test:0.673469387755102
auc_test:0.5940170940170939
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 107 | Training Loss: 0.557992
ACC_train:0.8227848101265823
auc_train:0.9205506391347099
f1_weighted_train:0.8239199229499176
f1_macro_train:0.7853260869565218
 ==  Epoch: 107 | val Loss: 0.776008
ACC_val:0.7
auc_val:0.4263322884012538
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 107 | test Loss: 0.694945
ACC_test:0.673469387755102
auc_test:0.596153846153846
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 108 | Training Loss: 0.534131
ACC_train:0.8481012658227848
auc_train:0.9394296951819076
f1_weighted_train:0.851514081419352
f1_macro_train:0.8225051488485302
 ==  Epoch: 108 | val Loss: 0.775666
ACC_val:0.7
auc_val:0.42946708463949834
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 108 | test Loss: 0.694953
ACC_test:0.673469387755102
auc_test:0.6004273504273505
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 109 | Training Loss: 0.542089
ACC_train:0.8481012658227848
auc_train:0.9345132743362832
f1_weighted_train:0.8521800281293952
f1_macro_train:0.8244444444444444
 ==  Epoch: 109 | val Loss: 0.775949
ACC_val:0.7
auc_val:0.42946708463949834
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 109 | test Loss: 0.695868
ACC_test:0.673469387755102
auc_test:0.5982905982905984
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 110 | Training Loss: 0.541407
ACC_train:0.8544303797468354
auc_train:0.9156342182890855
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 110 | val Loss: 0.774847
ACC_val:0.7
auc_val:0.43260188087774293
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 110 | test Loss: 0.692780
ACC_test:0.673469387755102
auc_test:0.5982905982905984
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 111 | Training Loss: 0.540677
ACC_train:0.8607594936708861
auc_train:0.9262536873156342
f1_weighted_train:0.8644983591186122
f1_macro_train:0.8390740740740741
 ==  Epoch: 111 | val Loss: 0.773973
ACC_val:0.7
auc_val:0.43260188087774293
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 111 | test Loss: 0.690597
ACC_test:0.6938775510204082
auc_test:0.6004273504273503
f1_weighted_test:0.6973906933665485
f1_macro_test:0.6165884194053208
 ==  Epoch: 112 | Training Loss: 0.547603
ACC_train:0.8227848101265823
auc_train:0.9170108161258603
f1_weighted_train:0.828861310650181
f1_macro_train:0.7993468795355587
 ==  Epoch: 112 | val Loss: 0.775731
ACC_val:0.7
auc_val:0.43260188087774293
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 112 | test Loss: 0.693949
ACC_test:0.673469387755102
auc_test:0.596153846153846
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 113 | Training Loss: 0.548356
ACC_train:0.8291139240506329
auc_train:0.9209439528023599
f1_weighted_train:0.834048097185344
f1_macro_train:0.8035459359889476
 ==  Epoch: 113 | val Loss: 0.777626
ACC_val:0.7
auc_val:0.43260188087774293
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 113 | test Loss: 0.698096
ACC_test:0.673469387755102
auc_test:0.5961538461538461
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 114 | Training Loss: 0.558656
ACC_train:0.8354430379746836
auc_train:0.895771878072763
f1_weighted_train:0.8383414844649021
f1_macro_train:0.8054924242424243
 ==  Epoch: 114 | val Loss: 0.777259
ACC_val:0.7
auc_val:0.43260188087774293
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 114 | test Loss: 0.697471
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 115 | Training Loss: 0.541489
ACC_train:0.8481012658227848
auc_train:0.928416912487709
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 115 | val Loss: 0.776762
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 115 | test Loss: 0.696399
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 116 | Training Loss: 0.543274
ACC_train:0.8417721518987342
auc_train:0.9321533923303835
f1_weighted_train:0.8441461348542902
f1_macro_train:0.8118599666587283
 ==  Epoch: 116 | val Loss: 0.776094
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 116 | test Loss: 0.694996
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 117 | Training Loss: 0.527265
ACC_train:0.879746835443038
auc_train:0.952015732546706
f1_weighted_train:0.8821640129257768
f1_macro_train:0.8586828602363131
 ==  Epoch: 117 | val Loss: 0.777116
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 117 | test Loss: 0.696499
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 118 | Training Loss: 0.530163
ACC_train:0.8924050632911392
auc_train:0.9392330383480826
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 118 | val Loss: 0.779362
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 118 | test Loss: 0.700051
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 119 | Training Loss: 0.535586
ACC_train:0.8607594936708861
auc_train:0.9227138643067847
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 119 | val Loss: 0.779109
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 119 | test Loss: 0.698567
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 120 | Training Loss: 0.539364
ACC_train:0.8354430379746836
auc_train:0.9319567354965584
f1_weighted_train:0.8391402548709647
f1_macro_train:0.8077139112525744
 ==  Epoch: 120 | val Loss: 0.777884
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 120 | test Loss: 0.694992
ACC_test:0.673469387755102
auc_test:0.5961538461538461
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 121 | Training Loss: 0.541604
ACC_train:0.8354430379746836
auc_train:0.9172074729596853
f1_weighted_train:0.8405091126714498
f1_macro_train:0.8118013560564412
 ==  Epoch: 121 | val Loss: 0.777308
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 121 | test Loss: 0.693169
ACC_test:0.673469387755102
auc_test:0.5961538461538461
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 122 | Training Loss: 0.536024
ACC_train:0.8670886075949367
auc_train:0.9270403146509342
f1_weighted_train:0.8697602248127008
f1_macro_train:0.8438073718401355
 ==  Epoch: 122 | val Loss: 0.777902
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 122 | test Loss: 0.694327
ACC_test:0.673469387755102
auc_test:0.6004273504273504
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 123 | Training Loss: 0.532019
ACC_train:0.8924050632911392
auc_train:0.952409046214356
f1_weighted_train:0.8940193717009173
f1_macro_train:0.8720647773279353
 ==  Epoch: 123 | val Loss: 0.778221
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 123 | test Loss: 0.694865
ACC_test:0.673469387755102
auc_test:0.6004273504273504
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 124 | Training Loss: 0.530692
ACC_train:0.8734177215189873
auc_train:0.9425762045231072
f1_weighted_train:0.8773147020549613
f1_macro_train:0.8552318123511087
 ==  Epoch: 124 | val Loss: 0.777589
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 124 | test Loss: 0.692881
ACC_test:0.673469387755102
auc_test:0.6004273504273504
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 125 | Training Loss: 0.520342
ACC_train:0.879746835443038
auc_train:0.9478859390363814
f1_weighted_train:0.8821640129257768
f1_macro_train:0.8586828602363131
 ==  Epoch: 125 | val Loss: 0.778972
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 125 | test Loss: 0.695661
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 126 | Training Loss: 0.523539
ACC_train:0.8924050632911392
auc_train:0.9577187807276303
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 126 | val Loss: 0.779837
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 126 | test Loss: 0.696994
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 127 | Training Loss: 0.537429
ACC_train:0.8481012658227848
auc_train:0.9317600786627336
f1_weighted_train:0.8533096948430123
f1_macro_train:0.8280116110304789
 ==  Epoch: 127 | val Loss: 0.780636
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 127 | test Loss: 0.698401
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 128 | Training Loss: 0.527010
ACC_train:0.879746835443038
auc_train:0.9469026548672566
f1_weighted_train:0.8808775248248117
f1_macro_train:0.8552485655046049
 ==  Epoch: 128 | val Loss: 0.781860
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 128 | test Loss: 0.700016
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 129 | Training Loss: 0.526706
ACC_train:0.8860759493670886
auc_train:0.9498525073746312
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 129 | val Loss: 0.781398
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 129 | test Loss: 0.697224
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 130 | Training Loss: 0.533949
ACC_train:0.8481012658227848
auc_train:0.9227138643067847
f1_weighted_train:0.8521800281293952
f1_macro_train:0.8244444444444444
 ==  Epoch: 130 | val Loss: 0.781152
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 130 | test Loss: 0.695689
ACC_test:0.673469387755102
auc_test:0.6004273504273504
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 131 | Training Loss: 0.535013
ACC_train:0.8607594936708861
auc_train:0.9211406096361849
f1_weighted_train:0.8644983591186122
f1_macro_train:0.8390740740740741
 ==  Epoch: 131 | val Loss: 0.781668
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 131 | test Loss: 0.697136
ACC_test:0.673469387755102
auc_test:0.6004273504273504
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 132 | Training Loss: 0.522542
ACC_train:0.9050632911392406
auc_train:0.9453294001966568
f1_weighted_train:0.9053739509435712
f1_macro_train:0.8842490842490842
 ==  Epoch: 132 | val Loss: 0.781814
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 132 | test Loss: 0.699127
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 133 | Training Loss: 0.516800
ACC_train:0.879746835443038
auc_train:0.9500491642084562
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 133 | val Loss: 0.782195
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 133 | test Loss: 0.700715
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 134 | Training Loss: 0.534471
ACC_train:0.8670886075949367
auc_train:0.9195673549655851
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 134 | val Loss: 0.781529
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 134 | test Loss: 0.699248
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 135 | Training Loss: 0.530813
ACC_train:0.8417721518987342
auc_train:0.9317600786627336
f1_weighted_train:0.8449526485865484
f1_macro_train:0.8140563950477804
 ==  Epoch: 135 | val Loss: 0.780637
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 135 | test Loss: 0.697316
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 136 | Training Loss: 0.521016
ACC_train:0.8734177215189873
auc_train:0.9364798426745329
f1_weighted_train:0.8768166901078294
f1_macro_train:0.8537037037037036
 ==  Epoch: 136 | val Loss: 0.780892
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 136 | test Loss: 0.698071
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 137 | Training Loss: 0.521860
ACC_train:0.879746835443038
auc_train:0.9419862340216323
f1_weighted_train:0.8808775248248117
f1_macro_train:0.8552485655046049
 ==  Epoch: 137 | val Loss: 0.781265
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 137 | test Loss: 0.698997
ACC_test:0.673469387755102
auc_test:0.5833333333333334
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 138 | Training Loss: 0.514457
ACC_train:0.8987341772151899
auc_train:0.9588987217305801
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 138 | val Loss: 0.782575
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 138 | test Loss: 0.701125
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 139 | Training Loss: 0.516482
ACC_train:0.8860759493670886
auc_train:0.9537856440511309
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 139 | val Loss: 0.782367
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 139 | test Loss: 0.700739
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 140 | Training Loss: 0.510164
ACC_train:0.9177215189873418
auc_train:0.9634218289085545
f1_weighted_train:0.9184951485643449
f1_macro_train:0.9009595448189401
 ==  Epoch: 140 | val Loss: 0.781983
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 140 | test Loss: 0.699098
ACC_test:0.673469387755102
auc_test:0.5833333333333334
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 141 | Training Loss: 0.503112
ACC_train:0.930379746835443
auc_train:0.9724680432645034
f1_weighted_train:0.9306075640252855
f1_macro_train:0.9151159951159952
 ==  Epoch: 141 | val Loss: 0.781835
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 141 | test Loss: 0.697823
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 142 | Training Loss: 0.513334
ACC_train:0.879746835443038
auc_train:0.9427728613569323
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 142 | val Loss: 0.782361
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 142 | test Loss: 0.697978
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 143 | Training Loss: 0.502161
ACC_train:0.9050632911392406
auc_train:0.9634218289085545
f1_weighted_train:0.9064876809125743
f1_macro_train:0.8871159799952371
 ==  Epoch: 143 | val Loss: 0.782472
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 143 | test Loss: 0.698248
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 144 | Training Loss: 0.512767
ACC_train:0.8924050632911392
auc_train:0.9551622418879055
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 144 | val Loss: 0.783544
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 144 | test Loss: 0.700053
ACC_test:0.673469387755102
auc_test:0.5854700854700854
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 145 | Training Loss: 0.515357
ACC_train:0.8670886075949367
auc_train:0.9370698131760079
f1_weighted_train:0.868338316911634
f1_macro_train:0.8400115723998264
 ==  Epoch: 145 | val Loss: 0.783138
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 145 | test Loss: 0.698183
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 146 | Training Loss: 0.518385
ACC_train:0.8924050632911392
auc_train:0.9516224188790561
f1_weighted_train:0.8927571444027139
f1_macro_train:0.8688156288156288
 ==  Epoch: 146 | val Loss: 0.783549
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 146 | test Loss: 0.698879
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 147 | Training Loss: 0.525779
ACC_train:0.8734177215189873
auc_train:0.9463126843657818
f1_weighted_train:0.8756472957422324
f1_macro_train:0.8503787878787878
 ==  Epoch: 147 | val Loss: 0.782758
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 147 | test Loss: 0.696878
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 148 | Training Loss: 0.519400
ACC_train:0.879746835443038
auc_train:0.9553588987217305
f1_weighted_train:0.8821640129257768
f1_macro_train:0.8586828602363131
 ==  Epoch: 148 | val Loss: 0.782751
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 148 | test Loss: 0.695907
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 149 | Training Loss: 0.501636
ACC_train:0.8860759493670886
auc_train:0.9622418879056047
f1_weighted_train:0.8891350210970466
f1_macro_train:0.8683333333333334
 ==  Epoch: 149 | val Loss: 0.784082
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 149 | test Loss: 0.698523
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 150 | Training Loss: 0.504745
ACC_train:0.8924050632911392
auc_train:0.9626352015732547
f1_weighted_train:0.8927571444027139
f1_macro_train:0.8688156288156288
 ==  Epoch: 150 | val Loss: 0.783769
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 150 | test Loss: 0.697836
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 151 | Training Loss: 0.508768
ACC_train:0.8734177215189873
auc_train:0.9579154375614553
f1_weighted_train:0.8742285163927981
f1_macro_train:0.8466614906832297
 ==  Epoch: 151 | val Loss: 0.783933
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 151 | test Loss: 0.699368
ACC_test:0.673469387755102
auc_test:0.5854700854700854
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 152 | Training Loss: 0.501415
ACC_train:0.9050632911392406
auc_train:0.9712881022615536
f1_weighted_train:0.906971589151929
f1_macro_train:0.8884338370286682
 ==  Epoch: 152 | val Loss: 0.784357
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 152 | test Loss: 0.699884
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 153 | Training Loss: 0.499361
ACC_train:0.9050632911392406
auc_train:0.966961651917404
f1_weighted_train:0.9064876809125743
f1_macro_train:0.8871159799952371
 ==  Epoch: 153 | val Loss: 0.784499
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 153 | test Loss: 0.700226
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 154 | Training Loss: 0.495587
ACC_train:0.9113924050632911
auc_train:0.968338249754179
f1_weighted_train:0.9129531070195628
f1_macro_train:0.8952651515151515
 ==  Epoch: 154 | val Loss: 0.785475
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 154 | test Loss: 0.701922
ACC_test:0.6938775510204082
auc_test:0.5833333333333333
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 155 | Training Loss: 0.498783
ACC_train:0.9113924050632911
auc_train:0.9693215339233038
f1_weighted_train:0.9124794064196166
f1_macro_train:0.8940003833620855
 ==  Epoch: 155 | val Loss: 0.786079
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 155 | test Loss: 0.702189
ACC_test:0.6938775510204082
auc_test:0.5833333333333333
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 156 | Training Loss: 0.478646
ACC_train:0.8987341772151899
auc_train:0.9797443461160276
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 156 | val Loss: 0.786201
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 156 | test Loss: 0.700952
ACC_test:0.6938775510204082
auc_test:0.5833333333333333
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 157 | Training Loss: 0.496709
ACC_train:0.8987341772151899
auc_train:0.967748279252704
f1_weighted_train:0.9014533520862635
f1_macro_train:0.882962962962963
 ==  Epoch: 157 | val Loss: 0.786264
ACC_val:0.7
auc_val:0.44827586206896547
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 157 | test Loss: 0.700365
ACC_test:0.673469387755102
auc_test:0.5854700854700854
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 158 | Training Loss: 0.495994
ACC_train:0.8987341772151899
auc_train:0.9557522123893805
f1_weighted_train:0.8993828131142386
f1_macro_train:0.8773291925465838
 ==  Epoch: 158 | val Loss: 0.787129
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 158 | test Loss: 0.702366
ACC_test:0.6938775510204082
auc_test:0.5811965811965812
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 159 | Training Loss: 0.502555
ACC_train:0.9113924050632911
auc_train:0.9614552605703048
f1_weighted_train:0.9113924050632911
f1_macro_train:0.8912487708947886
 ==  Epoch: 159 | val Loss: 0.787385
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 159 | test Loss: 0.702581
ACC_test:0.6938775510204082
auc_test:0.5790598290598291
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 160 | Training Loss: 0.499796
ACC_train:0.9113924050632911
auc_train:0.9659783677482793
f1_weighted_train:0.9129531070195628
f1_macro_train:0.8952651515151515
 ==  Epoch: 160 | val Loss: 0.787412
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 160 | test Loss: 0.701778
ACC_test:0.6938775510204082
auc_test:0.576923076923077
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 161 | Training Loss: 0.504861
ACC_train:0.9050632911392406
auc_train:0.9608652900688299
f1_weighted_train:0.9053739509435712
f1_macro_train:0.8842490842490842
 ==  Epoch: 161 | val Loss: 0.786593
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 161 | test Loss: 0.699239
ACC_test:0.673469387755102
auc_test:0.5876068376068375
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 162 | Training Loss: 0.489618
ACC_train:0.9177215189873418
auc_train:0.9722713864306785
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 162 | val Loss: 0.787280
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 162 | test Loss: 0.701118
ACC_test:0.673469387755102
auc_test:0.5833333333333334
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 163 | Training Loss: 0.484425
ACC_train:0.930379746835443
auc_train:0.967748279252704
f1_weighted_train:0.9310343564775226
f1_macro_train:0.9161965379237187
 ==  Epoch: 163 | val Loss: 0.788833
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 163 | test Loss: 0.704762
ACC_test:0.6938775510204082
auc_test:0.5897435897435896
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 164 | Training Loss: 0.503412
ACC_train:0.8924050632911392
auc_train:0.9539823008849557
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 164 | val Loss: 0.788856
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 164 | test Loss: 0.704415
ACC_test:0.6938775510204082
auc_test:0.5897435897435896
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 165 | Training Loss: 0.492021
ACC_train:0.9240506329113924
auc_train:0.9667649950835792
f1_weighted_train:0.9253883774453393
f1_macro_train:0.9102272727272727
 ==  Epoch: 165 | val Loss: 0.787347
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 165 | test Loss: 0.699959
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 166 | Training Loss: 0.488096
ACC_train:0.9050632911392406
auc_train:0.9736479842674532
f1_weighted_train:0.9064876809125743
f1_macro_train:0.8871159799952371
 ==  Epoch: 166 | val Loss: 0.787164
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 166 | test Loss: 0.698808
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 167 | Training Loss: 0.498926
ACC_train:0.8924050632911392
auc_train:0.9655850540806293
f1_weighted_train:0.895064510826046
f1_macro_train:0.8749709072289718
 ==  Epoch: 167 | val Loss: 0.788148
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 167 | test Loss: 0.701294
ACC_test:0.6938775510204082
auc_test:0.5876068376068375
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 168 | Training Loss: 0.500236
ACC_train:0.9050632911392406
auc_train:0.9644051130776795
f1_weighted_train:0.906971589151929
f1_macro_train:0.8884338370286682
 ==  Epoch: 168 | val Loss: 0.789781
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 168 | test Loss: 0.704962
ACC_test:0.6938775510204082
auc_test:0.5897435897435896
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 169 | Training Loss: 0.491013
ACC_train:0.9177215189873418
auc_train:0.9769911504424779
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 169 | val Loss: 0.789894
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 169 | test Loss: 0.703213
ACC_test:0.6938775510204082
auc_test:0.5897435897435896
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 170 | Training Loss: 0.489954
ACC_train:0.930379746835443
auc_train:0.9779744346116027
f1_weighted_train:0.9310343564775226
f1_macro_train:0.9161965379237187
 ==  Epoch: 170 | val Loss: 0.789092
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 170 | test Loss: 0.699218
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 171 | Training Loss: 0.480376
ACC_train:0.9177215189873418
auc_train:0.9767944936086529
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 171 | val Loss: 0.790133
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 171 | test Loss: 0.700107
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 172 | Training Loss: 0.489533
ACC_train:0.9240506329113924
auc_train:0.9706981317600787
f1_weighted_train:0.9245371098356789
f1_macro_train:0.9079968944099379
 ==  Epoch: 172 | val Loss: 0.791374
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 172 | test Loss: 0.701905
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 173 | Training Loss: 0.481258
ACC_train:0.9050632911392406
auc_train:0.9740412979351032
f1_weighted_train:0.906971589151929
f1_macro_train:0.8884338370286682
 ==  Epoch: 173 | val Loss: 0.792673
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 173 | test Loss: 0.704881
ACC_test:0.6938775510204082
auc_test:0.5897435897435896
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 174 | Training Loss: 0.493210
ACC_train:0.8924050632911392
auc_train:0.9671583087512291
f1_weighted_train:0.895064510826046
f1_macro_train:0.8749709072289718
 ==  Epoch: 174 | val Loss: 0.792190
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 174 | test Loss: 0.703182
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 175 | Training Loss: 0.487296
ACC_train:0.930379746835443
auc_train:0.9777777777777777
f1_weighted_train:0.9317791653780814
f1_macro_train:0.9181848138210235
 ==  Epoch: 175 | val Loss: 0.791274
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 175 | test Loss: 0.700463
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 176 | Training Loss: 0.470504
ACC_train:0.9177215189873418
auc_train:0.9872173058013766
f1_weighted_train:0.9200972319781285
f1_macro_train:0.9054110062169007
 ==  Epoch: 176 | val Loss: 0.792128
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 176 | test Loss: 0.702552
ACC_test:0.673469387755102
auc_test:0.5918803418803418
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 177 | Training Loss: 0.479391
ACC_train:0.9050632911392406
auc_train:0.9738446411012782
f1_weighted_train:0.906971589151929
f1_macro_train:0.8884338370286682
 ==  Epoch: 177 | val Loss: 0.794049
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 177 | test Loss: 0.708561
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 178 | Training Loss: 0.490604
ACC_train:0.9367088607594937
auc_train:0.9685349065880039
f1_weighted_train:0.937114258196399
f1_macro_train:0.9233307453416149
 ==  Epoch: 178 | val Loss: 0.794654
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 178 | test Loss: 0.709636
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 179 | Training Loss: 0.473926
ACC_train:0.9240506329113924
auc_train:0.9771878072763028
f1_weighted_train:0.9253883774453393
f1_macro_train:0.9102272727272727
 ==  Epoch: 179 | val Loss: 0.793769
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 179 | test Loss: 0.705838
ACC_test:0.6938775510204082
auc_test:0.5876068376068375
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 180 | Training Loss: 0.485628
ACC_train:0.9177215189873418
auc_train:0.975221238938053
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 180 | val Loss: 0.792736
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 180 | test Loss: 0.701855
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 181 | Training Loss: 0.471438
ACC_train:0.9240506329113924
auc_train:0.9779744346116028
f1_weighted_train:0.9245371098356789
f1_macro_train:0.9079968944099379
 ==  Epoch: 181 | val Loss: 0.792670
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 181 | test Loss: 0.700984
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 182 | Training Loss: 0.469842
ACC_train:0.9430379746835443
auc_train:0.9828908554572271
f1_weighted_train:0.9438926085475444
f1_macro_train:0.9322695879971422
 ==  Epoch: 182 | val Loss: 0.794602
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 182 | test Loss: 0.706583
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 183 | Training Loss: 0.466453
ACC_train:0.9113924050632911
auc_train:0.9720747295968536
f1_weighted_train:0.9133832141612888
f1_macro_train:0.8964613368283093
 ==  Epoch: 183 | val Loss: 0.795230
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 183 | test Loss: 0.707846
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 184 | Training Loss: 0.479454
ACC_train:0.9240506329113924
auc_train:0.9730580137659784
f1_weighted_train:0.9245371098356789
f1_macro_train:0.9079968944099379
 ==  Epoch: 184 | val Loss: 0.793593
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 184 | test Loss: 0.702118
ACC_test:0.673469387755102
auc_test:0.5876068376068375
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 185 | Training Loss: 0.470654
ACC_train:0.9177215189873418
auc_train:0.9811209439528024
f1_weighted_train:0.9197552141610941
f1_macro_train:0.9043895172927431
 ==  Epoch: 185 | val Loss: 0.793263
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6573339085418465
f1_macro_val:0.551337359792925
 ==  Epoch: 185 | test Loss: 0.700824
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 186 | Training Loss: 0.477685
ACC_train:0.9113924050632911
auc_train:0.9811209439528024
f1_weighted_train:0.9129531070195628
f1_macro_train:0.8952651515151515
 ==  Epoch: 186 | val Loss: 0.794403
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 186 | test Loss: 0.704132
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 187 | Training Loss: 0.469971
ACC_train:0.9177215189873418
auc_train:0.9779744346116028
f1_weighted_train:0.9189559901242308
f1_macro_train:0.9021671826625387
 ==  Epoch: 187 | val Loss: 0.795271
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 187 | test Loss: 0.706532
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 188 | Training Loss: 0.476355
ACC_train:0.9240506329113924
auc_train:0.9701081612586037
f1_weighted_train:0.9245371098356789
f1_macro_train:0.9079968944099379
 ==  Epoch: 188 | val Loss: 0.795599
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 188 | test Loss: 0.706678
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 189 | Training Loss: 0.486778
ACC_train:0.879746835443038
auc_train:0.9665683382497542
f1_weighted_train:0.8840619456133283
f1_macro_train:0.8645001128413451
 ==  Epoch: 189 | val Loss: 0.795386
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 189 | test Loss: 0.705912
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 190 | Training Loss: 0.480411
ACC_train:0.9240506329113924
auc_train:0.9764011799410031
f1_weighted_train:0.9253883774453393
f1_macro_train:0.9102272727272727
 ==  Epoch: 190 | val Loss: 0.794665
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 190 | test Loss: 0.703764
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 191 | Training Loss: 0.479384
ACC_train:0.930379746835443
auc_train:0.967748279252704
f1_weighted_train:0.9314242993358877
f1_macro_train:0.9172183853298403
 ==  Epoch: 191 | val Loss: 0.795529
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 191 | test Loss: 0.706155
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 192 | Training Loss: 0.472125
ACC_train:0.9367088607594937
auc_train:0.9830875122910521
f1_weighted_train:0.937485290299726
f1_macro_train:0.9242859881157753
 ==  Epoch: 192 | val Loss: 0.796077
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 192 | test Loss: 0.706637
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 193 | Training Loss: 0.469417
ACC_train:0.930379746835443
auc_train:0.9858407079646018
f1_weighted_train:0.9310343564775226
f1_macro_train:0.9161965379237187
 ==  Epoch: 193 | val Loss: 0.796107
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 193 | test Loss: 0.705788
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 194 | Training Loss: 0.479071
ACC_train:0.930379746835443
auc_train:0.9671583087512292
f1_weighted_train:0.9310343564775226
f1_macro_train:0.9161965379237187
 ==  Epoch: 194 | val Loss: 0.795607
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 194 | test Loss: 0.703478
ACC_test:0.673469387755102
auc_test:0.5940170940170939
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 195 | Training Loss: 0.475995
ACC_train:0.9177215189873418
auc_train:0.9744346116027532
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 195 | val Loss: 0.796080
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 195 | test Loss: 0.703004
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 196 | Training Loss: 0.478777
ACC_train:0.9050632911392406
auc_train:0.9708947885939035
f1_weighted_train:0.906971589151929
f1_macro_train:0.8884338370286682
 ==  Epoch: 196 | val Loss: 0.796916
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 196 | test Loss: 0.705012
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 197 | Training Loss: 0.471597
ACC_train:0.9177215189873418
auc_train:0.9779744346116027
f1_weighted_train:0.9189559901242308
f1_macro_train:0.9021671826625387
 ==  Epoch: 197 | val Loss: 0.797572
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 197 | test Loss: 0.706561
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 198 | Training Loss: 0.459953
ACC_train:0.9367088607594937
auc_train:0.9864306784660768
f1_weighted_train:0.937485290299726
f1_macro_train:0.9242859881157753
 ==  Epoch: 198 | val Loss: 0.798605
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 198 | test Loss: 0.708175
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 199 | Training Loss: 0.472914
ACC_train:0.9367088607594937
auc_train:0.9880039331366766
f1_weighted_train:0.937114258196399
f1_macro_train:0.9233307453416149
 ==  Epoch: 199 | val Loss: 0.798228
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 199 | test Loss: 0.706204
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 200 | Training Loss: 0.451480
ACC_train:0.9367088607594937
auc_train:0.9870206489675517
f1_weighted_train:0.9378236478711163
f1_macro_train:0.9251893939393938
 ==  Epoch: 200 | val Loss: 0.798238
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 200 | test Loss: 0.704924
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 201 | Training Loss: 0.456690
ACC_train:0.9430379746835443
auc_train:0.991740412979351
f1_weighted_train:0.9441829534911574
f1_macro_train:0.933060302217201
 ==  Epoch: 201 | val Loss: 0.799342
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 201 | test Loss: 0.706754
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 202 | Training Loss: 0.464768
ACC_train:0.930379746835443
auc_train:0.9752212389380531
f1_weighted_train:0.9317791653780814
f1_macro_train:0.9181848138210235
 ==  Epoch: 202 | val Loss: 0.799741
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 202 | test Loss: 0.706469
ACC_test:0.6938775510204082
auc_test:0.5897435897435896
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 203 | Training Loss: 0.479108
ACC_train:0.9113924050632911
auc_train:0.9714847590953786
f1_weighted_train:0.9124794064196166
f1_macro_train:0.8940003833620855
 ==  Epoch: 203 | val Loss: 0.800752
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 203 | test Loss: 0.709438
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 204 | Training Loss: 0.454080
ACC_train:0.9493670886075949
auc_train:0.9860373647984269
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 204 | val Loss: 0.800171
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 204 | test Loss: 0.706660
ACC_test:0.6938775510204082
auc_test:0.5918803418803418
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 205 | Training Loss: 0.477354
ACC_train:0.9113924050632911
auc_train:0.9732546705998033
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 205 | val Loss: 0.799055
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 205 | test Loss: 0.701414
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 206 | Training Loss: 0.461613
ACC_train:0.9177215189873418
auc_train:0.9795476892822025
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 206 | val Loss: 0.799989
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 206 | test Loss: 0.703508
ACC_test:0.673469387755102
auc_test:0.5940170940170939
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 207 | Training Loss: 0.469568
ACC_train:0.9493670886075949
auc_train:0.9785644051130777
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 207 | val Loss: 0.801378
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 207 | test Loss: 0.708276
ACC_test:0.6938775510204082
auc_test:0.5940170940170941
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 208 | Training Loss: 0.459243
ACC_train:0.9746835443037974
auc_train:0.9905604719764012
f1_weighted_train:0.9745068943936367
f1_macro_train:0.9685007974481659
 ==  Epoch: 208 | val Loss: 0.801143
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 208 | test Loss: 0.708453
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 209 | Training Loss: 0.469770
ACC_train:0.9430379746835443
auc_train:0.984660766961652
f1_weighted_train:0.9435735643907005
f1_macro_train:0.9314335310284971
 ==  Epoch: 209 | val Loss: 0.800450
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 209 | test Loss: 0.704703
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 210 | Training Loss: 0.452879
ACC_train:0.9430379746835443
auc_train:0.9942969518190756
f1_weighted_train:0.9441829534911574
f1_macro_train:0.933060302217201
 ==  Epoch: 210 | val Loss: 0.800711
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 210 | test Loss: 0.704565
ACC_test:0.6530612244897959
auc_test:0.6004273504273505
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 211 | Training Loss: 0.460895
ACC_train:0.9113924050632911
auc_train:0.9860373647984267
f1_weighted_train:0.9137716830754806
f1_macro_train:0.8975925925925926
 ==  Epoch: 211 | val Loss: 0.802066
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 211 | test Loss: 0.708195
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 212 | Training Loss: 0.451629
ACC_train:0.930379746835443
auc_train:0.9860373647984266
f1_weighted_train:0.9321005658286182
f1_macro_train:0.9190988223246288
 ==  Epoch: 212 | val Loss: 0.802337
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 212 | test Loss: 0.708108
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 213 | Training Loss: 0.461247
ACC_train:0.9177215189873418
auc_train:0.9811209439528024
f1_weighted_train:0.9184951485643449
f1_macro_train:0.9009595448189401
 ==  Epoch: 213 | val Loss: 0.802394
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 213 | test Loss: 0.707359
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 214 | Training Loss: 0.450584
ACC_train:0.9430379746835443
auc_train:0.9903638151425762
f1_weighted_train:0.9438926085475444
f1_macro_train:0.9322695879971422
 ==  Epoch: 214 | val Loss: 0.802009
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 214 | test Loss: 0.705142
ACC_test:0.6530612244897959
auc_test:0.6004273504273505
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 215 | Training Loss: 0.453404
ACC_train:0.9620253164556962
auc_train:0.9811209439528024
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 215 | val Loss: 0.802160
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 215 | test Loss: 0.704852
ACC_test:0.6530612244897959
auc_test:0.5982905982905984
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 216 | Training Loss: 0.450077
ACC_train:0.9556962025316456
auc_train:0.992723697148476
f1_weighted_train:0.9563609177592012
f1_macro_train:0.9473207906644439
 ==  Epoch: 216 | val Loss: 0.803011
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 216 | test Loss: 0.707386
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 217 | Training Loss: 0.449961
ACC_train:0.9430379746835443
auc_train:0.9783677482792527
f1_weighted_train:0.9438926085475444
f1_macro_train:0.9322695879971422
 ==  Epoch: 217 | val Loss: 0.804198
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 217 | test Loss: 0.710206
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 218 | Training Loss: 0.457779
ACC_train:0.9430379746835443
auc_train:0.9854473942969518
f1_weighted_train:0.9435735643907005
f1_macro_train:0.9314335310284971
 ==  Epoch: 218 | val Loss: 0.803620
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 218 | test Loss: 0.707272
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 219 | Training Loss: 0.442998
ACC_train:0.9493670886075949
auc_train:0.9864306784660767
f1_weighted_train:0.9502589182968929
f1_macro_train:0.9401515151515151
 ==  Epoch: 219 | val Loss: 0.803755
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 219 | test Loss: 0.708069
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 220 | Training Loss: 0.447103
ACC_train:0.9367088607594937
auc_train:0.9840707964601769
f1_weighted_train:0.9378236478711163
f1_macro_train:0.9251893939393938
 ==  Epoch: 220 | val Loss: 0.804612
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 220 | test Loss: 0.712081
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 221 | Training Loss: 0.455516
ACC_train:0.9367088607594937
auc_train:0.9856440511307768
f1_weighted_train:0.9381308672580635
f1_macro_train:0.926043812020221
 ==  Epoch: 221 | val Loss: 0.804536
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 221 | test Loss: 0.711262
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 222 | Training Loss: 0.454769
ACC_train:0.9556962025316456
auc_train:0.9844641101278269
f1_weighted_train:0.9561127723038781
f1_macro_train:0.9466705241332756
 ==  Epoch: 222 | val Loss: 0.803276
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 222 | test Loss: 0.705676
ACC_test:0.6530612244897959
auc_test:0.5982905982905982
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 223 | Training Loss: 0.446154
ACC_train:0.9367088607594937
auc_train:0.9864306784660767
f1_weighted_train:0.9381308672580635
f1_macro_train:0.926043812020221
 ==  Epoch: 223 | val Loss: 0.803247
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 223 | test Loss: 0.705750
ACC_test:0.6530612244897959
auc_test:0.5982905982905982
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 224 | Training Loss: 0.434612
ACC_train:0.9683544303797469
auc_train:0.9939036381514257
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 224 | val Loss: 0.804968
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 224 | test Loss: 0.711971
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 225 | Training Loss: 0.440025
ACC_train:0.930379746835443
auc_train:0.9864306784660767
f1_weighted_train:0.9314242993358877
f1_macro_train:0.9172183853298403
 ==  Epoch: 225 | val Loss: 0.805795
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 225 | test Loss: 0.714700
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 226 | Training Loss: 0.449446
ACC_train:0.9810126582278481
auc_train:0.9874139626352016
f1_weighted_train:0.9809478101071591
f1_macro_train:0.9765381379003119
 ==  Epoch: 226 | val Loss: 0.805345
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 226 | test Loss: 0.712263
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 227 | Training Loss: 0.442779
ACC_train:0.9493670886075949
auc_train:0.9891838741396264
f1_weighted_train:0.9496914065571193
f1_macro_train:0.938664596273292
 ==  Epoch: 227 | val Loss: 0.805375
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 227 | test Loss: 0.711571
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 228 | Training Loss: 0.450181
ACC_train:0.9430379746835443
auc_train:0.9885939036381515
f1_weighted_train:0.9435735643907005
f1_macro_train:0.9314335310284971
 ==  Epoch: 228 | val Loss: 0.805520
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 228 | test Loss: 0.711265
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 229 | Training Loss: 0.453027
ACC_train:0.9367088607594937
auc_train:0.9828908554572272
f1_weighted_train:0.937485290299726
f1_macro_train:0.9242859881157753
 ==  Epoch: 229 | val Loss: 0.805589
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 229 | test Loss: 0.711418
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 230 | Training Loss: 0.433517
ACC_train:0.9493670886075949
auc_train:0.9931170108161258
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 230 | val Loss: 0.805876
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 230 | test Loss: 0.711309
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 231 | Training Loss: 0.437366
ACC_train:0.9493670886075949
auc_train:0.9925270403146509
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 231 | val Loss: 0.806124
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 231 | test Loss: 0.711919
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 232 | Training Loss: 0.435869
ACC_train:0.9683544303797469
auc_train:0.9937069813176008
f1_weighted_train:0.968457983647857
f1_macro_train:0.9614163614163613
 ==  Epoch: 232 | val Loss: 0.805918
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 232 | test Loss: 0.710381
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 233 | Training Loss: 0.441799
ACC_train:0.9493670886075949
auc_train:0.9866273352999017
f1_weighted_train:0.9496914065571193
f1_macro_train:0.938664596273292
 ==  Epoch: 233 | val Loss: 0.806130
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 233 | test Loss: 0.710718
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 234 | Training Loss: 0.448373
ACC_train:0.9493670886075949
auc_train:0.9897738446411013
f1_weighted_train:0.9496914065571193
f1_macro_train:0.938664596273292
 ==  Epoch: 234 | val Loss: 0.805917
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 234 | test Loss: 0.710702
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 235 | Training Loss: 0.433508
ACC_train:0.9620253164556962
auc_train:0.9911504424778761
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 235 | val Loss: 0.805501
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 235 | test Loss: 0.709391
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 236 | Training Loss: 0.445091
ACC_train:0.9367088607594937
auc_train:0.9856440511307767
f1_weighted_train:0.9378236478711163
f1_macro_train:0.9251893939393938
 ==  Epoch: 236 | val Loss: 0.806496
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 236 | test Loss: 0.713178
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 237 | Training Loss: 0.435435
ACC_train:0.9556962025316456
auc_train:0.9870206489675517
f1_weighted_train:0.9561127723038781
f1_macro_train:0.9466705241332756
 ==  Epoch: 237 | val Loss: 0.808506
ACC_val:0.675
auc_val:0.46081504702194354
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 237 | test Loss: 0.720162
ACC_test:0.6530612244897959
auc_test:0.5897435897435899
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 238 | Training Loss: 0.457314
ACC_train:0.930379746835443
auc_train:0.9791543756145527
f1_weighted_train:0.9310343564775226
f1_macro_train:0.9161965379237187
 ==  Epoch: 238 | val Loss: 0.807182
ACC_val:0.7
auc_val:0.46394984326018807
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 238 | test Loss: 0.716208
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 239 | Training Loss: 0.438445
ACC_train:0.9177215189873418
auc_train:0.9860373647984267
f1_weighted_train:0.9193753772650053
f1_macro_train:0.9033093254248458
 ==  Epoch: 239 | val Loss: 0.805801
ACC_val:0.7
auc_val:0.46394984326018807
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 239 | test Loss: 0.712189
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 240 | Training Loss: 0.436567
ACC_train:0.9620253164556962
auc_train:0.9905604719764012
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 240 | val Loss: 0.805813
ACC_val:0.7
auc_val:0.46394984326018807
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 240 | test Loss: 0.713175
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 241 | Training Loss: 0.441349
ACC_train:0.9556962025316456
auc_train:0.9899705014749263
f1_weighted_train:0.9561127723038781
f1_macro_train:0.9466705241332756
 ==  Epoch: 241 | val Loss: 0.805367
ACC_val:0.7
auc_val:0.46394984326018807
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 241 | test Loss: 0.712523
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 242 | Training Loss: 0.449355
ACC_train:0.930379746835443
auc_train:0.9854473942969517
f1_weighted_train:0.9314242993358877
f1_macro_train:0.9172183853298403
 ==  Epoch: 242 | val Loss: 0.804770
ACC_val:0.7
auc_val:0.46081504702194365
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 242 | test Loss: 0.710852
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 243 | Training Loss: 0.442249
ACC_train:0.9177215189873418
auc_train:0.9882005899705015
f1_weighted_train:0.9197552141610941
f1_macro_train:0.9043895172927431
 ==  Epoch: 243 | val Loss: 0.805116
ACC_val:0.7
auc_val:0.46394984326018807
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 243 | test Loss: 0.711882
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 244 | Training Loss: 0.425037
ACC_train:0.9810126582278481
auc_train:0.9964601769911505
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 244 | val Loss: 0.806676
ACC_val:0.7
auc_val:0.46394984326018807
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 244 | test Loss: 0.715702
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 245 | Training Loss: 0.434038
ACC_train:0.9430379746835443
auc_train:0.9935103244837757
f1_weighted_train:0.9435735643907005
f1_macro_train:0.9314335310284971
 ==  Epoch: 245 | val Loss: 0.807851
ACC_val:0.7
auc_val:0.4670846394984326
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 245 | test Loss: 0.718189
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 246 | Training Loss: 0.420164
ACC_train:0.9620253164556962
auc_train:0.9939036381514257
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 246 | val Loss: 0.808643
ACC_val:0.675
auc_val:0.4639498432601882
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 246 | test Loss: 0.719707
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 247 | Training Loss: 0.422271
ACC_train:0.9620253164556962
auc_train:0.9946902654867257
f1_weighted_train:0.9622685549178394
f1_macro_train:0.953998447204969
 ==  Epoch: 247 | val Loss: 0.808697
ACC_val:0.7
auc_val:0.46081504702194365
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 247 | test Loss: 0.718075
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 248 | Training Loss: 0.427867
ACC_train:0.9556962025316456
auc_train:0.9960668633235005
f1_weighted_train:0.9563609177592012
f1_macro_train:0.9473207906644439
 ==  Epoch: 248 | val Loss: 0.808062
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 248 | test Loss: 0.714573
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 249 | Training Loss: 0.423771
ACC_train:0.9493670886075949
auc_train:0.9950835791543756
f1_weighted_train:0.9502589182968929
f1_macro_train:0.9401515151515151
 ==  Epoch: 249 | val Loss: 0.808518
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 249 | test Loss: 0.714864
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 250 | Training Loss: 0.435589
ACC_train:0.9493670886075949
auc_train:0.9872173058013766
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 250 | val Loss: 0.809812
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 250 | test Loss: 0.719675
ACC_test:0.673469387755102
auc_test:0.5876068376068375
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 251 | Training Loss: 0.436119
ACC_train:0.9556962025316456
auc_train:0.9929203539823008
f1_weighted_train:0.955841177107
f1_macro_train:0.945982905982906
 ==  Epoch: 251 | val Loss: 0.808796
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 251 | test Loss: 0.716587
ACC_test:0.673469387755102
auc_test:0.5876068376068375
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 252 | Training Loss: 0.424950
ACC_train:0.9620253164556962
auc_train:0.991543756145526
f1_weighted_train:0.9622685549178394
f1_macro_train:0.953998447204969
 ==  Epoch: 252 | val Loss: 0.807372
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 252 | test Loss: 0.712345
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 253 | Training Loss: 0.427464
ACC_train:0.9620253164556962
auc_train:0.9937069813176008
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 253 | val Loss: 0.807416
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 253 | test Loss: 0.711477
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 254 | Training Loss: 0.432873
ACC_train:0.9367088607594937
auc_train:0.9891838741396264
f1_weighted_train:0.9381308672580635
f1_macro_train:0.926043812020221
 ==  Epoch: 254 | val Loss: 0.809050
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 254 | test Loss: 0.715653
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 255 | Training Loss: 0.421765
ACC_train:0.9620253164556962
auc_train:0.9939036381514258
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 255 | val Loss: 0.811163
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 255 | test Loss: 0.723455
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 256 | Training Loss: 0.433573
ACC_train:0.9556962025316456
auc_train:0.9927236971484759
f1_weighted_train:0.955841177107
f1_macro_train:0.945982905982906
 ==  Epoch: 256 | val Loss: 0.811125
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 256 | test Loss: 0.721648
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 257 | Training Loss: 0.435068
ACC_train:0.9556962025316456
auc_train:0.9883972468043265
f1_weighted_train:0.955841177107
f1_macro_train:0.945982905982906
 ==  Epoch: 257 | val Loss: 0.808984
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 257 | test Loss: 0.710891
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 258 | Training Loss: 0.418386
ACC_train:0.9620253164556962
auc_train:0.9931170108161259
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 258 | val Loss: 0.808778
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 258 | test Loss: 0.708707
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 259 | Training Loss: 0.432229
ACC_train:0.9493670886075949
auc_train:0.9878072763028515
f1_weighted_train:0.9502589182968929
f1_macro_train:0.9401515151515151
 ==  Epoch: 259 | val Loss: 0.809935
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 259 | test Loss: 0.712025
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 260 | Training Loss: 0.430557
ACC_train:0.9746835443037974
auc_train:0.9925270403146509
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 260 | val Loss: 0.811306
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 260 | test Loss: 0.715630
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 261 | Training Loss: 0.417134
ACC_train:0.9620253164556962
auc_train:0.9958702064896755
f1_weighted_train:0.9620253164556962
f1_macro_train:0.9533923303834808
 ==  Epoch: 261 | val Loss: 0.812238
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 261 | test Loss: 0.717899
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 262 | Training Loss: 0.419127
ACC_train:0.9683544303797469
auc_train:0.9941002949852508
f1_weighted_train:0.968457983647857
f1_macro_train:0.9614163614163613
 ==  Epoch: 262 | val Loss: 0.812930
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 262 | test Loss: 0.718979
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 263 | Training Loss: 0.417513
ACC_train:0.9620253164556962
auc_train:0.9966568338249754
f1_weighted_train:0.9622685549178394
f1_macro_train:0.953998447204969
 ==  Epoch: 263 | val Loss: 0.813245
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 263 | test Loss: 0.717897
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 264 | Training Loss: 0.428117
ACC_train:0.9556962025316456
auc_train:0.9923303834808259
f1_weighted_train:0.9561127723038781
f1_macro_train:0.9466705241332756
 ==  Epoch: 264 | val Loss: 0.813431
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 264 | test Loss: 0.716537
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 265 | Training Loss: 0.422597
ACC_train:0.9556962025316456
auc_train:0.9935103244837757
f1_weighted_train:0.9561127723038781
f1_macro_train:0.9466705241332756
 ==  Epoch: 265 | val Loss: 0.813170
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 265 | test Loss: 0.713630
ACC_test:0.673469387755102
auc_test:0.5961538461538461
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 266 | Training Loss: 0.427590
ACC_train:0.9810126582278481
auc_train:0.9950835791543757
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 266 | val Loss: 0.813333
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 266 | test Loss: 0.713804
ACC_test:0.673469387755102
auc_test:0.5961538461538461
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 267 | Training Loss: 0.430981
ACC_train:0.9430379746835443
auc_train:0.9858407079646018
f1_weighted_train:0.9435735643907005
f1_macro_train:0.9314335310284971
 ==  Epoch: 267 | val Loss: 0.813599
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 267 | test Loss: 0.715668
ACC_test:0.673469387755102
auc_test:0.5982905982905983
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 268 | Training Loss: 0.425001
ACC_train:0.9367088607594937
auc_train:0.9889872173058014
f1_weighted_train:0.9378236478711163
f1_macro_train:0.9251893939393938
 ==  Epoch: 268 | val Loss: 0.814087
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 268 | test Loss: 0.719072
ACC_test:0.673469387755102
auc_test:0.5961538461538461
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 269 | Training Loss: 0.423337
ACC_train:0.9620253164556962
auc_train:0.9960668633235005
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 269 | val Loss: 0.813284
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 269 | test Loss: 0.715586
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 270 | Training Loss: 0.433347
ACC_train:0.9493670886075949
auc_train:0.9931170108161258
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 270 | val Loss: 0.812194
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 270 | test Loss: 0.709864
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 271 | Training Loss: 0.423694
ACC_train:0.9493670886075949
auc_train:0.9948869223205506
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 271 | val Loss: 0.813751
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 271 | test Loss: 0.715781
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 272 | Training Loss: 0.419340
ACC_train:0.9683544303797469
auc_train:0.9970501474926254
f1_weighted_train:0.968457983647857
f1_macro_train:0.9614163614163613
 ==  Epoch: 272 | val Loss: 0.815421
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 272 | test Loss: 0.722163
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 273 | Training Loss: 0.420882
ACC_train:0.9746835443037974
auc_train:0.9952802359882006
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 273 | val Loss: 0.815289
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 273 | test Loss: 0.719825
ACC_test:0.673469387755102
auc_test:0.591880341880342
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 274 | Training Loss: 0.404201
ACC_train:0.9746835443037974
auc_train:0.9939036381514258
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 274 | val Loss: 0.815629
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 274 | test Loss: 0.719125
ACC_test:0.673469387755102
auc_test:0.591880341880342
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 275 | Training Loss: 0.414311
ACC_train:0.9746835443037974
auc_train:0.9964601769911504
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 275 | val Loss: 0.815746
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 275 | test Loss: 0.718426
ACC_test:0.673469387755102
auc_test:0.5940170940170941
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 276 | Training Loss: 0.417860
ACC_train:0.9620253164556962
auc_train:0.9950835791543756
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 276 | val Loss: 0.816065
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 276 | test Loss: 0.718477
ACC_test:0.673469387755102
auc_test:0.5940170940170941
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 277 | Training Loss: 0.413357
ACC_train:0.9493670886075949
auc_train:0.9958702064896755
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 277 | val Loss: 0.816464
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 277 | test Loss: 0.718761
ACC_test:0.673469387755102
auc_test:0.591880341880342
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 278 | Training Loss: 0.419031
ACC_train:0.9620253164556962
auc_train:0.9974434611602754
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 278 | val Loss: 0.816719
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 278 | test Loss: 0.718347
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 279 | Training Loss: 0.412899
ACC_train:0.9746835443037974
auc_train:0.991740412979351
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 279 | val Loss: 0.816837
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 279 | test Loss: 0.717357
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 280 | Training Loss: 0.405754
ACC_train:0.9810126582278481
auc_train:0.9988200589970502
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 280 | val Loss: 0.816329
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 280 | test Loss: 0.715165
ACC_test:0.673469387755102
auc_test:0.594017094017094
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 281 | Training Loss: 0.413480
ACC_train:0.9683544303797469
auc_train:0.9972468043264504
f1_weighted_train:0.968457983647857
f1_macro_train:0.9614163614163613
 ==  Epoch: 281 | val Loss: 0.816791
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 281 | test Loss: 0.717594
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 282 | Training Loss: 0.422749
ACC_train:0.9620253164556962
auc_train:0.9950835791543756
f1_weighted_train:0.9620253164556962
f1_macro_train:0.9533923303834808
 ==  Epoch: 282 | val Loss: 0.816762
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 282 | test Loss: 0.716658
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 283 | Training Loss: 0.414463
ACC_train:0.9620253164556962
auc_train:0.9960668633235005
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 283 | val Loss: 0.817360
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 283 | test Loss: 0.719260
ACC_test:0.673469387755102
auc_test:0.5876068376068375
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 284 | Training Loss: 0.415093
ACC_train:0.9620253164556962
auc_train:0.991740412979351
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 284 | val Loss: 0.817803
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 284 | test Loss: 0.721335
ACC_test:0.673469387755102
auc_test:0.5854700854700854
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 285 | Training Loss: 0.413715
ACC_train:0.9556962025316456
auc_train:0.9944936086529007
f1_weighted_train:0.9561127723038781
f1_macro_train:0.9466705241332756
 ==  Epoch: 285 | val Loss: 0.817922
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 285 | test Loss: 0.721959
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 286 | Training Loss: 0.409133
ACC_train:0.9683544303797469
auc_train:0.9960668633235005
f1_weighted_train:0.968457983647857
f1_macro_train:0.9614163614163613
 ==  Epoch: 286 | val Loss: 0.817672
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 286 | test Loss: 0.720044
ACC_test:0.673469387755102
auc_test:0.5854700854700854
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 287 | Training Loss: 0.413509
ACC_train:0.9683544303797469
auc_train:0.9976401179941004
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 287 | val Loss: 0.816352
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 287 | test Loss: 0.713928
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 288 | Training Loss: 0.408554
ACC_train:0.9683544303797469
auc_train:0.9966568338249755
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 288 | val Loss: 0.816544
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 288 | test Loss: 0.713447
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 289 | Training Loss: 0.405717
ACC_train:0.9556962025316456
auc_train:0.9960668633235005
f1_weighted_train:0.9565867416042336
f1_macro_train:0.9479357906133785
 ==  Epoch: 289 | val Loss: 0.817910
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 289 | test Loss: 0.718769
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 290 | Training Loss: 0.404028
ACC_train:0.9746835443037974
auc_train:0.9984267453294002
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 290 | val Loss: 0.818931
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 290 | test Loss: 0.723365
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 291 | Training Loss: 0.411201
ACC_train:0.9746835443037974
auc_train:0.991937069813176
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 291 | val Loss: 0.818908
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 291 | test Loss: 0.723490
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 292 | Training Loss: 0.395602
ACC_train:0.9810126582278481
auc_train:0.9986234021632252
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 292 | val Loss: 0.817227
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 292 | test Loss: 0.716695
ACC_test:0.673469387755102
auc_test:0.5897435897435896
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 293 | Training Loss: 0.407699
ACC_train:0.9620253164556962
auc_train:0.9964601769911504
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 293 | val Loss: 0.817263
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 293 | test Loss: 0.716103
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 294 | Training Loss: 0.412558
ACC_train:0.9746835443037974
auc_train:0.9980334316617503
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 294 | val Loss: 0.817964
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 294 | test Loss: 0.718186
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 295 | Training Loss: 0.407797
ACC_train:0.9683544303797469
auc_train:0.9976401179941002
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 295 | val Loss: 0.818302
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 295 | test Loss: 0.719559
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 296 | Training Loss: 0.405550
ACC_train:0.9810126582278481
auc_train:0.9941002949852508
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 296 | val Loss: 0.818747
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 296 | test Loss: 0.720687
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 297 | Training Loss: 0.415504
ACC_train:0.9620253164556962
auc_train:0.9942969518190757
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 297 | val Loss: 0.817977
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 297 | test Loss: 0.716416
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 298 | Training Loss: 0.398259
ACC_train:0.9683544303797469
auc_train:0.9992133726647001
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 298 | val Loss: 0.818042
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 298 | test Loss: 0.715689
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 299 | Training Loss: 0.402319
ACC_train:0.9746835443037974
auc_train:0.9974434611602754
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 299 | val Loss: 0.819058
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 299 | test Loss: 0.718899
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 300 | Training Loss: 0.391070
ACC_train:0.9746835443037974
auc_train:0.9988200589970502
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 300 | val Loss: 0.820204
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 300 | test Loss: 0.721825
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 301 | Training Loss: 0.411487
ACC_train:0.9746835443037974
auc_train:0.9984267453294002
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 301 | val Loss: 0.820349
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 301 | test Loss: 0.721409
ACC_test:0.673469387755102
auc_test:0.5897435897435899
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 302 | Training Loss: 0.405925
ACC_train:0.9746835443037974
auc_train:0.9986234021632251
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 302 | val Loss: 0.820253
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 302 | test Loss: 0.720560
ACC_test:0.673469387755102
auc_test:0.5897435897435899
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 303 | Training Loss: 0.412106
ACC_train:0.9810126582278481
auc_train:0.9982300884955752
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 303 | val Loss: 0.821165
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 303 | test Loss: 0.724124
ACC_test:0.6530612244897959
auc_test:0.5876068376068377
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 304 | Training Loss: 0.402779
ACC_train:0.9810126582278481
auc_train:0.9968534906588005
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 304 | val Loss: 0.820483
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 304 | test Loss: 0.720148
ACC_test:0.673469387755102
auc_test:0.591880341880342
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 305 | Training Loss: 0.409290
ACC_train:0.9683544303797469
auc_train:0.9980334316617503
f1_weighted_train:0.968457983647857
f1_macro_train:0.9614163614163613
 ==  Epoch: 305 | val Loss: 0.819175
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 305 | test Loss: 0.713669
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 306 | Training Loss: 0.404285
ACC_train:0.9746835443037974
auc_train:0.9952802359882006
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 306 | val Loss: 0.819953
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 306 | test Loss: 0.715980
ACC_test:0.673469387755102
auc_test:0.5918803418803419
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 307 | Training Loss: 0.413613
ACC_train:0.9810126582278481
auc_train:0.9958702064896756
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 307 | val Loss: 0.821070
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 307 | test Loss: 0.720027
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 308 | Training Loss: 0.389673
ACC_train:0.9810126582278481
auc_train:0.9976401179941002
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 308 | val Loss: 0.822275
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 308 | test Loss: 0.723858
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 309 | Training Loss: 0.391913
ACC_train:0.9746835443037974
auc_train:0.9980334316617502
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 309 | val Loss: 0.823463
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 309 | test Loss: 0.728005
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 310 | Training Loss: 0.393104
ACC_train:0.9810126582278481
auc_train:0.9984267453294002
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 310 | val Loss: 0.822441
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 310 | test Loss: 0.722318
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 311 | Training Loss: 0.406147
ACC_train:0.9746835443037974
auc_train:0.9952802359882006
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 311 | val Loss: 0.820726
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 311 | test Loss: 0.714214
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 312 | Training Loss: 0.407070
ACC_train:0.9746835443037974
auc_train:0.9962635201573256
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 312 | val Loss: 0.820956
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 312 | test Loss: 0.715482
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 313 | Training Loss: 0.401491
ACC_train:0.9810126582278481
auc_train:0.9960668633235005
f1_weighted_train:0.9809478101071591
f1_macro_train:0.9765381379003119
 ==  Epoch: 313 | val Loss: 0.822303
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 313 | test Loss: 0.722057
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 314 | Training Loss: 0.394199
ACC_train:0.9810126582278481
auc_train:0.9986234021632252
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 314 | val Loss: 0.822544
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 314 | test Loss: 0.722842
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 315 | Training Loss: 0.405755
ACC_train:0.9810126582278481
auc_train:0.9984267453294002
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 315 | val Loss: 0.822133
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 315 | test Loss: 0.721293
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 316 | Training Loss: 0.396721
ACC_train:0.9746835443037974
auc_train:0.9978367748279253
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 316 | val Loss: 0.822344
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 316 | test Loss: 0.722257
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 317 | Training Loss: 0.407385
ACC_train:0.9620253164556962
auc_train:0.9966568338249754
f1_weighted_train:0.9622685549178394
f1_macro_train:0.953998447204969
 ==  Epoch: 317 | val Loss: 0.823068
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 317 | test Loss: 0.725387
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 318 | Training Loss: 0.409771
ACC_train:0.9620253164556962
auc_train:0.9952802359882006
f1_weighted_train:0.9622685549178394
f1_macro_train:0.953998447204969
 ==  Epoch: 318 | val Loss: 0.822444
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 318 | test Loss: 0.723414
ACC_test:0.673469387755102
auc_test:0.5833333333333333
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 319 | Training Loss: 0.407560
ACC_train:0.9746835443037974
auc_train:0.9992133726647001
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 319 | val Loss: 0.822699
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 319 | test Loss: 0.723995
ACC_test:0.673469387755102
auc_test:0.5833333333333333
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 320 | Training Loss: 0.402236
ACC_train:0.9746835443037974
auc_train:0.9976401179941002
f1_weighted_train:0.9745068943936367
f1_macro_train:0.9685007974481659
 ==  Epoch: 320 | val Loss: 0.822272
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 320 | test Loss: 0.720893
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 321 | Training Loss: 0.404326
ACC_train:0.9746835443037974
auc_train:0.9978367748279253
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 321 | val Loss: 0.822486
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 321 | test Loss: 0.720318
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 322 | Training Loss: 0.413724
ACC_train:0.9810126582278481
auc_train:0.9954768928220256
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 322 | val Loss: 0.822081
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 322 | test Loss: 0.718251
ACC_test:0.673469387755102
auc_test:0.5833333333333333
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 323 | Training Loss: 0.402073
ACC_train:0.9873417721518988
auc_train:0.9962635201573256
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 323 | val Loss: 0.822136
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 323 | test Loss: 0.719687
ACC_test:0.673469387755102
auc_test:0.5833333333333333
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 324 | Training Loss: 0.399696
ACC_train:0.9683544303797469
auc_train:0.9976401179941002
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 324 | val Loss: 0.822386
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 324 | test Loss: 0.721330
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 325 | Training Loss: 0.386720
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 325 | val Loss: 0.823102
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 325 | test Loss: 0.724037
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 326 | Training Loss: 0.380831
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 326 | val Loss: 0.823894
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 326 | test Loss: 0.726665
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 327 | Training Loss: 0.399659
ACC_train:0.9620253164556962
auc_train:0.9944936086529007
f1_weighted_train:0.9620253164556962
f1_macro_train:0.9533923303834808
 ==  Epoch: 327 | val Loss: 0.823669
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 327 | test Loss: 0.725900
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 328 | Training Loss: 0.393556
ACC_train:0.9810126582278481
auc_train:0.9966568338249754
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 328 | val Loss: 0.823878
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 328 | test Loss: 0.726484
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 329 | Training Loss: 0.396444
ACC_train:0.9810126582278481
auc_train:0.9996066863323501
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 329 | val Loss: 0.823963
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 329 | test Loss: 0.726273
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 330 | Training Loss: 0.402772
ACC_train:0.9936708860759493
auc_train:0.9958702064896755
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 330 | val Loss: 0.823208
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 330 | test Loss: 0.722515
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 331 | Training Loss: 0.390664
ACC_train:0.9810126582278481
auc_train:0.9990167158308751
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 331 | val Loss: 0.823858
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 331 | test Loss: 0.723371
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 332 | Training Loss: 0.389066
ACC_train:0.9873417721518988
auc_train:0.9992133726647001
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 332 | val Loss: 0.823409
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 332 | test Loss: 0.719350
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 333 | Training Loss: 0.388594
ACC_train:0.9746835443037974
auc_train:0.9980334316617503
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 333 | val Loss: 0.824118
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 333 | test Loss: 0.721962
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 334 | Training Loss: 0.392810
ACC_train:0.9746835443037974
auc_train:0.9984267453294002
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 334 | val Loss: 0.825155
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 334 | test Loss: 0.726010
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 335 | Training Loss: 0.391201
ACC_train:0.9873417721518988
auc_train:0.9988200589970502
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 335 | val Loss: 0.826105
ACC_val:0.65
auc_val:0.45141065830721006
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 335 | test Loss: 0.730226
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 336 | Training Loss: 0.391492
ACC_train:0.9810126582278481
auc_train:0.9984267453294002
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 336 | val Loss: 0.825837
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 336 | test Loss: 0.728164
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 337 | Training Loss: 0.388513
ACC_train:0.9810126582278481
auc_train:0.9984267453294002
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 337 | val Loss: 0.825922
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 337 | test Loss: 0.726187
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 338 | Training Loss: 0.398511
ACC_train:0.9746835443037974
auc_train:0.9948869223205505
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 338 | val Loss: 0.824996
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 338 | test Loss: 0.718618
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 339 | Training Loss: 0.391300
ACC_train:0.9810126582278481
auc_train:0.9992133726647001
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 339 | val Loss: 0.825627
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 339 | test Loss: 0.719638
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 340 | Training Loss: 0.392004
ACC_train:0.9746835443037974
auc_train:0.9988200589970502
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 340 | val Loss: 0.827536
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 340 | test Loss: 0.728082
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 341 | Training Loss: 0.385393
ACC_train:0.9746835443037974
auc_train:0.9992133726647001
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 341 | val Loss: 0.828787
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 341 | test Loss: 0.733593
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 342 | Training Loss: 0.383829
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 342 | val Loss: 0.827153
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 342 | test Loss: 0.725774
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 343 | Training Loss: 0.383703
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 343 | val Loss: 0.826184
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 343 | test Loss: 0.721525
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 344 | Training Loss: 0.398625
ACC_train:0.9683544303797469
auc_train:0.9992133726647001
f1_weighted_train:0.968829226970858
f1_macro_train:0.9623719933317456
 ==  Epoch: 344 | val Loss: 0.826807
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 344 | test Loss: 0.723823
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 345 | Training Loss: 0.395059
ACC_train:0.9493670886075949
auc_train:0.9970501474926254
f1_weighted_train:0.9499882322397808
f1_macro_train:0.9394287904926204
 ==  Epoch: 345 | val Loss: 0.828127
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 345 | test Loss: 0.729897
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 346 | Training Loss: 0.393857
ACC_train:0.9746835443037974
auc_train:0.9974434611602754
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 346 | val Loss: 0.828166
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 346 | test Loss: 0.730412
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 347 | Training Loss: 0.386895
ACC_train:0.9810126582278481
auc_train:0.9996066863323501
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 347 | val Loss: 0.828438
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 347 | test Loss: 0.731766
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 348 | Training Loss: 0.392212
ACC_train:0.9683544303797469
auc_train:0.9978367748279253
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 348 | val Loss: 0.827360
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 348 | test Loss: 0.727532
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 349 | Training Loss: 0.390673
ACC_train:0.9683544303797469
auc_train:0.9978367748279253
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 349 | val Loss: 0.827165
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 349 | test Loss: 0.726517
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 350 | Training Loss: 0.389455
ACC_train:0.9746835443037974
auc_train:0.9980334316617503
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 350 | val Loss: 0.828333
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 350 | test Loss: 0.731326
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 351 | Training Loss: 0.391448
ACC_train:0.9746835443037974
auc_train:0.9976401179941004
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 351 | val Loss: 0.828665
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 351 | test Loss: 0.732120
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 352 | Training Loss: 0.387368
ACC_train:0.9810126582278481
auc_train:0.9966568338249754
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 352 | val Loss: 0.827103
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 352 | test Loss: 0.725530
ACC_test:0.673469387755102
auc_test:0.5790598290598291
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 353 | Training Loss: 0.383097
ACC_train:0.9746835443037974
auc_train:0.9982300884955753
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 353 | val Loss: 0.826587
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 353 | test Loss: 0.722705
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 354 | Training Loss: 0.381266
ACC_train:0.9936708860759493
auc_train:0.9994100294985251
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 354 | val Loss: 0.827985
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 354 | test Loss: 0.727756
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 355 | Training Loss: 0.379290
ACC_train:0.9873417721518988
auc_train:0.9988200589970502
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 355 | val Loss: 0.829718
ACC_val:0.65
auc_val:0.4576802507836991
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 355 | test Loss: 0.734021
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 356 | Training Loss: 0.383064
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 356 | val Loss: 0.828742
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 356 | test Loss: 0.729269
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 357 | Training Loss: 0.379359
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 357 | val Loss: 0.827313
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 357 | test Loss: 0.722294
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 358 | Training Loss: 0.378976
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 358 | val Loss: 0.827949
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 358 | test Loss: 0.724428
ACC_test:0.673469387755102
auc_test:0.5811965811965812
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 359 | Training Loss: 0.378542
ACC_train:0.9683544303797469
auc_train:0.9982300884955752
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 359 | val Loss: 0.829598
ACC_val:0.675
auc_val:0.4576802507836991
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 359 | test Loss: 0.730870
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 360 | Training Loss: 0.377071
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 360 | val Loss: 0.830581
ACC_val:0.65
auc_val:0.45454545454545453
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 360 | test Loss: 0.733564
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 361 | Training Loss: 0.381769
ACC_train:0.9873417721518988
auc_train:0.9992133726647001
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 361 | val Loss: 0.830035
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 361 | test Loss: 0.729547
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 362 | Training Loss: 0.375935
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 362 | val Loss: 0.829265
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 362 | test Loss: 0.724884
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 363 | Training Loss: 0.384067
ACC_train:0.9620253164556962
auc_train:0.9984267453294002
f1_weighted_train:0.9624911741798358
f1_macro_train:0.9545715928694654
 ==  Epoch: 363 | val Loss: 0.829552
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 363 | test Loss: 0.725249
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 364 | Training Loss: 0.385037
ACC_train:0.9746835443037974
auc_train:0.9984267453294002
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 364 | val Loss: 0.830357
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 364 | test Loss: 0.728010
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 365 | Training Loss: 0.390756
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 365 | val Loss: 0.830067
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 365 | test Loss: 0.726629
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 366 | Training Loss: 0.381830
ACC_train:0.9810126582278481
auc_train:0.9982300884955753
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 366 | val Loss: 0.829844
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 366 | test Loss: 0.726653
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 367 | Training Loss: 0.383302
ACC_train:0.9810126582278481
auc_train:0.9996066863323501
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 367 | val Loss: 0.829296
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 367 | test Loss: 0.724824
ACC_test:0.673469387755102
auc_test:0.5833333333333334
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 368 | Training Loss: 0.378592
ACC_train:0.9746835443037974
auc_train:0.9988200589970502
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 368 | val Loss: 0.831520
ACC_val:0.65
auc_val:0.45141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 368 | test Loss: 0.733866
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 369 | Training Loss: 0.383290
ACC_train:0.9746835443037974
auc_train:0.9990167158308751
f1_weighted_train:0.9746835443037974
f1_macro_train:0.968928220255654
 ==  Epoch: 369 | val Loss: 0.832479
ACC_val:0.65
auc_val:0.45141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 369 | test Loss: 0.736346
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 370 | Training Loss: 0.378048
ACC_train:0.9873417721518988
auc_train:0.9994100294985251
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 370 | val Loss: 0.831581
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 370 | test Loss: 0.731331
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 371 | Training Loss: 0.380743
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 371 | val Loss: 0.830208
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 371 | test Loss: 0.725112
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 372 | Training Loss: 0.381925
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 372 | val Loss: 0.830010
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 372 | test Loss: 0.724179
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 373 | Training Loss: 0.384545
ACC_train:0.9873417721518988
auc_train:0.9996066863323501
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 373 | val Loss: 0.830798
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 373 | test Loss: 0.727401
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 374 | Training Loss: 0.369528
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 374 | val Loss: 0.831407
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 374 | test Loss: 0.729254
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 375 | Training Loss: 0.380985
ACC_train:0.9873417721518988
auc_train:0.9986234021632252
f1_weighted_train:0.9872534471968183
f1_macro_train:0.9842503987240829
 ==  Epoch: 375 | val Loss: 0.831551
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 375 | test Loss: 0.729213
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 376 | Training Loss: 0.370780
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 376 | val Loss: 0.832053
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 376 | test Loss: 0.731214
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 377 | Training Loss: 0.379342
ACC_train:0.9810126582278481
auc_train:0.9988200589970502
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 377 | val Loss: 0.832395
ACC_val:0.65
auc_val:0.4545454545454545
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 377 | test Loss: 0.732981
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 378 | Training Loss: 0.375743
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 378 | val Loss: 0.832083
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 378 | test Loss: 0.731716
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 379 | Training Loss: 0.374161
ACC_train:0.9873417721518988
auc_train:0.9994100294985251
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 379 | val Loss: 0.831897
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 379 | test Loss: 0.729224
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 380 | Training Loss: 0.378438
ACC_train:0.9936708860759493
auc_train:0.9992133726647001
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 380 | val Loss: 0.831368
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 380 | test Loss: 0.724787
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 381 | Training Loss: 0.373278
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 381 | val Loss: 0.831794
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 381 | test Loss: 0.725742
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 382 | Training Loss: 0.370281
ACC_train:0.9683544303797469
auc_train:0.9988200589970501
f1_weighted_train:0.9686519802170558
f1_macro_train:0.961907517238054
 ==  Epoch: 382 | val Loss: 0.834004
ACC_val:0.65
auc_val:0.457680250783699
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 382 | test Loss: 0.735227
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 383 | Training Loss: 0.375770
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 383 | val Loss: 0.834851
ACC_val:0.65
auc_val:0.457680250783699
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 383 | test Loss: 0.738727
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 384 | Training Loss: 0.377415
ACC_train:0.9936708860759493
auc_train:0.9980334316617502
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 384 | val Loss: 0.833235
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 384 | test Loss: 0.730210
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 385 | Training Loss: 0.373459
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 385 | val Loss: 0.831783
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 385 | test Loss: 0.721852
ACC_test:0.673469387755102
auc_test:0.5811965811965812
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 386 | Training Loss: 0.372892
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 386 | val Loss: 0.832371
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 386 | test Loss: 0.724596
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 387 | Training Loss: 0.373085
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 387 | val Loss: 0.833582
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 387 | test Loss: 0.730568
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 388 | Training Loss: 0.384751
ACC_train:0.9746835443037974
auc_train:0.9976401179941004
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 388 | val Loss: 0.833828
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 388 | test Loss: 0.731468
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 389 | Training Loss: 0.378134
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 389 | val Loss: 0.833747
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 389 | test Loss: 0.730264
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 390 | Training Loss: 0.380744
ACC_train:0.9873417721518988
auc_train:0.9980334316617503
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 390 | val Loss: 0.833312
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 390 | test Loss: 0.728894
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 391 | Training Loss: 0.374181
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 391 | val Loss: 0.833175
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 391 | test Loss: 0.727701
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 392 | Training Loss: 0.373228
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 392 | val Loss: 0.832906
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 392 | test Loss: 0.725203
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 393 | Training Loss: 0.369118
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 393 | val Loss: 0.833695
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 393 | test Loss: 0.727985
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 394 | Training Loss: 0.377183
ACC_train:0.9873417721518988
auc_train:0.9996066863323501
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 394 | val Loss: 0.834265
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 394 | test Loss: 0.730368
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 395 | Training Loss: 0.381180
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 395 | val Loss: 0.834668
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 395 | test Loss: 0.731726
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 396 | Training Loss: 0.374035
ACC_train:0.9746835443037974
auc_train:0.9994100294985251
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 396 | val Loss: 0.834756
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 396 | test Loss: 0.731648
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 397 | Training Loss: 0.370128
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 397 | val Loss: 0.834629
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 397 | test Loss: 0.730554
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 398 | Training Loss: 0.374949
ACC_train:0.9873417721518988
auc_train:0.9996066863323501
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 398 | val Loss: 0.834622
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 398 | test Loss: 0.729523
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 399 | Training Loss: 0.371197
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 399 | val Loss: 0.835058
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 399 | test Loss: 0.731247
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 400 | Training Loss: 0.372605
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 400 | val Loss: 0.835611
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 400 | test Loss: 0.733130
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 401 | Training Loss: 0.372375
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 401 | val Loss: 0.836530
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 401 | test Loss: 0.735980
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 402 | Training Loss: 0.370305
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 402 | val Loss: 0.836631
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 402 | test Loss: 0.735224
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 403 | Training Loss: 0.365431
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 403 | val Loss: 0.836717
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 403 | test Loss: 0.734830
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 404 | Training Loss: 0.379747
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 404 | val Loss: 0.835696
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 404 | test Loss: 0.730213
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 405 | Training Loss: 0.367734
ACC_train:0.9746835443037974
auc_train:0.9992133726647001
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 405 | val Loss: 0.836264
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 405 | test Loss: 0.733913
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 406 | Training Loss: 0.363875
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 406 | val Loss: 0.837083
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 406 | test Loss: 0.737823
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 407 | Training Loss: 0.378350
ACC_train:0.9810126582278481
auc_train:0.9996066863323501
f1_weighted_train:0.9809478101071591
f1_macro_train:0.9765381379003119
 ==  Epoch: 407 | val Loss: 0.836276
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 407 | test Loss: 0.733190
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 408 | Training Loss: 0.377796
ACC_train:0.9746835443037974
auc_train:0.9986234021632252
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 408 | val Loss: 0.835072
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 408 | test Loss: 0.727452
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 409 | Training Loss: 0.373058
ACC_train:0.9873417721518988
auc_train:0.9996066863323501
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 409 | val Loss: 0.834529
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 409 | test Loss: 0.725672
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 410 | Training Loss: 0.374727
ACC_train:0.9746835443037974
auc_train:0.9992133726647001
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 410 | val Loss: 0.835065
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 410 | test Loss: 0.729037
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 411 | Training Loss: 0.366262
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 411 | val Loss: 0.836110
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 411 | test Loss: 0.734266
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 412 | Training Loss: 0.369420
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 412 | val Loss: 0.837165
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 412 | test Loss: 0.739055
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 413 | Training Loss: 0.364901
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 413 | val Loss: 0.837249
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 413 | test Loss: 0.738772
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 414 | Training Loss: 0.370300
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 414 | val Loss: 0.836110
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 414 | test Loss: 0.731886
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 415 | Training Loss: 0.366701
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 415 | val Loss: 0.836460
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 415 | test Loss: 0.732209
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 416 | Training Loss: 0.370510
ACC_train:0.9810126582278481
auc_train:0.9992133726647001
f1_weighted_train:0.9809478101071591
f1_macro_train:0.9765381379003119
 ==  Epoch: 416 | val Loss: 0.837446
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 416 | test Loss: 0.736091
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 417 | Training Loss: 0.366801
ACC_train:0.9873417721518988
auc_train:0.9994100294985251
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 417 | val Loss: 0.838809
ACC_val:0.65
auc_val:0.45454545454545453
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 417 | test Loss: 0.742092
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 418 | Training Loss: 0.372334
ACC_train:0.9873417721518988
auc_train:0.9982300884955753
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 418 | val Loss: 0.838237
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 418 | test Loss: 0.738624
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 419 | Training Loss: 0.371293
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 419 | val Loss: 0.836760
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 419 | test Loss: 0.730706
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 420 | Training Loss: 0.364473
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 420 | val Loss: 0.836192
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 420 | test Loss: 0.728004
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 421 | Training Loss: 0.369676
ACC_train:0.9873417721518988
auc_train:0.9994100294985251
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 421 | val Loss: 0.836282
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 421 | test Loss: 0.728573
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 422 | Training Loss: 0.372548
ACC_train:0.9873417721518988
auc_train:0.9992133726647001
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 422 | val Loss: 0.835782
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 422 | test Loss: 0.727251
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 423 | Training Loss: 0.370632
ACC_train:0.9746835443037974
auc_train:1.0
f1_weighted_train:0.9749941161198905
f1_macro_train:0.9697143952463101
 ==  Epoch: 423 | val Loss: 0.836663
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 423 | test Loss: 0.733432
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 424 | Training Loss: 0.366914
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 424 | val Loss: 0.837331
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 424 | test Loss: 0.737583
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 425 | Training Loss: 0.362090
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 425 | val Loss: 0.837546
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 425 | test Loss: 0.738554
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 426 | Training Loss: 0.361821
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 426 | val Loss: 0.837886
ACC_val:0.65
auc_val:0.45454545454545453
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 426 | test Loss: 0.739808
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 427 | Training Loss: 0.362916
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 427 | val Loss: 0.836789
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 427 | test Loss: 0.733112
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 428 | Training Loss: 0.368776
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 428 | val Loss: 0.836983
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 428 | test Loss: 0.733461
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 429 | Training Loss: 0.360351
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 429 | val Loss: 0.837283
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 429 | test Loss: 0.733941
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 430 | Training Loss: 0.370244
ACC_train:0.9746835443037974
auc_train:0.9994100294985251
f1_weighted_train:0.9748457032785595
f1_macro_train:0.9693322981366459
 ==  Epoch: 430 | val Loss: 0.838374
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 430 | test Loss: 0.739229
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 431 | Training Loss: 0.367264
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 431 | val Loss: 0.838419
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 431 | test Loss: 0.739963
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 432 | Training Loss: 0.361195
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 432 | val Loss: 0.839481
ACC_val:0.65
auc_val:0.45454545454545453
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 432 | test Loss: 0.744711
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 433 | Training Loss: 0.372893
ACC_train:0.9873417721518988
auc_train:0.9994100294985251
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 433 | val Loss: 0.839216
ACC_val:0.65
auc_val:0.45454545454545453
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 433 | test Loss: 0.743713
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 434 | Training Loss: 0.367379
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 434 | val Loss: 0.838019
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 434 | test Loss: 0.737333
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 435 | Training Loss: 0.360714
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 435 | val Loss: 0.837076
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 435 | test Loss: 0.730548
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 436 | Training Loss: 0.371052
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 436 | val Loss: 0.837532
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 436 | test Loss: 0.732423
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 437 | Training Loss: 0.361420
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 437 | val Loss: 0.839321
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 437 | test Loss: 0.741373
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 438 | Training Loss: 0.362257
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 438 | val Loss: 0.839871
ACC_val:0.65
auc_val:0.45454545454545453
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 438 | test Loss: 0.743582
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 439 | Training Loss: 0.365180
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 439 | val Loss: 0.839437
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 439 | test Loss: 0.740681
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 440 | Training Loss: 0.364387
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 440 | val Loss: 0.838217
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 440 | test Loss: 0.733432
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 441 | Training Loss: 0.357971
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 441 | val Loss: 0.838264
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 441 | test Loss: 0.732958
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 442 | Training Loss: 0.361763
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 442 | val Loss: 0.838977
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 442 | test Loss: 0.736380
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 443 | Training Loss: 0.365506
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 443 | val Loss: 0.840205
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 443 | test Loss: 0.742379
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 444 | Training Loss: 0.363797
ACC_train:0.9873417721518988
auc_train:0.9994100294985251
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 444 | val Loss: 0.839691
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 444 | test Loss: 0.738677
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 445 | Training Loss: 0.357948
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 445 | val Loss: 0.839250
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 445 | test Loss: 0.734907
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 446 | Training Loss: 0.370243
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 446 | val Loss: 0.839795
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 446 | test Loss: 0.737268
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 447 | Training Loss: 0.365561
ACC_train:0.9810126582278481
auc_train:0.9988200589970502
f1_weighted_train:0.9810747901887142
f1_macro_train:0.9768498168498169
 ==  Epoch: 447 | val Loss: 0.839553
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 447 | test Loss: 0.735057
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 448 | Training Loss: 0.358120
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 448 | val Loss: 0.839628
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 448 | test Loss: 0.734990
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 449 | Training Loss: 0.363875
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 449 | val Loss: 0.839385
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 449 | test Loss: 0.734107
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 450 | Training Loss: 0.365647
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 450 | val Loss: 0.839239
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 450 | test Loss: 0.734572
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 451 | Training Loss: 0.363097
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 451 | val Loss: 0.839604
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 451 | test Loss: 0.737021
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 452 | Training Loss: 0.358410
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 452 | val Loss: 0.839989
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 452 | test Loss: 0.739052
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 453 | Training Loss: 0.357169
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 453 | val Loss: 0.840360
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 453 | test Loss: 0.740825
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 454 | Training Loss: 0.360823
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 454 | val Loss: 0.840518
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 454 | test Loss: 0.740661
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 455 | Training Loss: 0.352130
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 455 | val Loss: 0.840454
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 455 | test Loss: 0.739691
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 456 | Training Loss: 0.357003
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 456 | val Loss: 0.841347
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 456 | test Loss: 0.744142
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 457 | Training Loss: 0.354562
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 457 | val Loss: 0.841066
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 457 | test Loss: 0.742113
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 458 | Training Loss: 0.365090
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 458 | val Loss: 0.839839
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 458 | test Loss: 0.734943
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 459 | Training Loss: 0.353893
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 459 | val Loss: 0.840026
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 459 | test Loss: 0.735613
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 460 | Training Loss: 0.351947
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 460 | val Loss: 0.841023
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 460 | test Loss: 0.740986
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 461 | Training Loss: 0.364837
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 461 | val Loss: 0.840599
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 461 | test Loss: 0.739035
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 462 | Training Loss: 0.361413
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 462 | val Loss: 0.839982
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 462 | test Loss: 0.735253
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 463 | Training Loss: 0.359898
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 463 | val Loss: 0.839781
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 463 | test Loss: 0.733052
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 464 | Training Loss: 0.359477
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 464 | val Loss: 0.841260
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 464 | test Loss: 0.740625
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 465 | Training Loss: 0.362585
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 465 | val Loss: 0.842286
ACC_val:0.65
auc_val:0.45141065830721006
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 465 | test Loss: 0.745685
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 466 | Training Loss: 0.353098
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 466 | val Loss: 0.841924
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 466 | test Loss: 0.743398
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 467 | Training Loss: 0.353365
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 467 | val Loss: 0.841127
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 467 | test Loss: 0.738761
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 468 | Training Loss: 0.359823
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 468 | val Loss: 0.841261
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 468 | test Loss: 0.739486
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 469 | Training Loss: 0.355172
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 469 | val Loss: 0.842053
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 469 | test Loss: 0.744071
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 470 | Training Loss: 0.356065
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 470 | val Loss: 0.841960
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 470 | test Loss: 0.743323
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 471 | Training Loss: 0.356106
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 471 | val Loss: 0.841039
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 471 | test Loss: 0.738754
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 472 | Training Loss: 0.360937
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 472 | val Loss: 0.840908
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 472 | test Loss: 0.739188
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 473 | Training Loss: 0.360403
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 473 | val Loss: 0.840051
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 473 | test Loss: 0.735571
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 474 | Training Loss: 0.352563
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 474 | val Loss: 0.839728
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 474 | test Loss: 0.734228
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 475 | Training Loss: 0.356146
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 475 | val Loss: 0.840445
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 475 | test Loss: 0.737651
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 476 | Training Loss: 0.358574
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 476 | val Loss: 0.841078
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 476 | test Loss: 0.740468
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 477 | Training Loss: 0.351966
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 477 | val Loss: 0.841402
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 477 | test Loss: 0.740844
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 478 | Training Loss: 0.354577
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 478 | val Loss: 0.841538
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 478 | test Loss: 0.740552
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 479 | Training Loss: 0.348269
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 479 | val Loss: 0.842009
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 479 | test Loss: 0.741875
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 480 | Training Loss: 0.350111
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 480 | val Loss: 0.842640
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 480 | test Loss: 0.744240
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 481 | Training Loss: 0.355213
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 481 | val Loss: 0.842834
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 481 | test Loss: 0.744663
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 482 | Training Loss: 0.353315
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 482 | val Loss: 0.841779
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 482 | test Loss: 0.738886
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 483 | Training Loss: 0.355555
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 483 | val Loss: 0.841765
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 483 | test Loss: 0.738581
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 484 | Training Loss: 0.355558
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 484 | val Loss: 0.841140
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 484 | test Loss: 0.735745
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 485 | Training Loss: 0.349559
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 485 | val Loss: 0.841402
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 485 | test Loss: 0.738136
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 486 | Training Loss: 0.346887
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 486 | val Loss: 0.842647
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 486 | test Loss: 0.744690
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 487 | Training Loss: 0.357584
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 487 | val Loss: 0.842871
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 487 | test Loss: 0.745778
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 488 | Training Loss: 0.355557
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 488 | val Loss: 0.842147
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 488 | test Loss: 0.742043
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 489 | Training Loss: 0.355070
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 489 | val Loss: 0.841386
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 489 | test Loss: 0.737529
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 490 | Training Loss: 0.353229
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 490 | val Loss: 0.841846
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 490 | test Loss: 0.739571
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 491 | Training Loss: 0.349997
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 491 | val Loss: 0.842716
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 491 | test Loss: 0.743191
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 492 | Training Loss: 0.355193
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 492 | val Loss: 0.842238
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 492 | test Loss: 0.740159
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 493 | Training Loss: 0.350079
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 493 | val Loss: 0.842479
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 493 | test Loss: 0.740097
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 494 | Training Loss: 0.346897
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 494 | val Loss: 0.843459
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 494 | test Loss: 0.744234
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 495 | Training Loss: 0.345133
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 495 | val Loss: 0.843727
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 495 | test Loss: 0.745107
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 496 | Training Loss: 0.352493
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 496 | val Loss: 0.842303
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 496 | test Loss: 0.737251
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 497 | Training Loss: 0.352635
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 497 | val Loss: 0.842438
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 497 | test Loss: 0.737878
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 498 | Training Loss: 0.350746
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 498 | val Loss: 0.843220
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 498 | test Loss: 0.741840
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 499 | Training Loss: 0.352809
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 499 | val Loss: 0.843047
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 499 | test Loss: 0.740436
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 500 | Training Loss: 0.351417
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 500 | val Loss: 0.842384
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 500 | test Loss: 0.737007
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 501 | Training Loss: 0.349569
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 501 | val Loss: 0.842708
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 501 | test Loss: 0.738733
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 502 | Training Loss: 0.353230
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 502 | val Loss: 0.843090
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 502 | test Loss: 0.740799
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 503 | Training Loss: 0.347695
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 503 | val Loss: 0.843473
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 503 | test Loss: 0.742847
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 504 | Training Loss: 0.350029
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 504 | val Loss: 0.844204
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 504 | test Loss: 0.746177
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 505 | Training Loss: 0.350094
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 505 | val Loss: 0.844290
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 505 | test Loss: 0.746019
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 506 | Training Loss: 0.350000
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 506 | val Loss: 0.843423
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 506 | test Loss: 0.741051
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 507 | Training Loss: 0.348354
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 507 | val Loss: 0.842720
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 507 | test Loss: 0.736374
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 508 | Training Loss: 0.350613
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 508 | val Loss: 0.843103
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 508 | test Loss: 0.737962
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 509 | Training Loss: 0.347699
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 509 | val Loss: 0.844273
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 509 | test Loss: 0.744655
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 510 | Training Loss: 0.349712
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 510 | val Loss: 0.844231
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 510 | test Loss: 0.744177
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 511 | Training Loss: 0.347151
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 511 | val Loss: 0.844327
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 511 | test Loss: 0.744838
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 512 | Training Loss: 0.339736
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 512 | val Loss: 0.844652
ACC_val:0.65
auc_val:0.45141065830721006
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 512 | test Loss: 0.746125
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 513 | Training Loss: 0.348595
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 513 | val Loss: 0.845072
ACC_val:0.65
auc_val:0.45141065830721006
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 513 | test Loss: 0.747534
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 514 | Training Loss: 0.346490
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 514 | val Loss: 0.844091
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 514 | test Loss: 0.741570
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 515 | Training Loss: 0.344941
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 515 | val Loss: 0.843991
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 515 | test Loss: 0.740536
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 516 | Training Loss: 0.345290
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 516 | val Loss: 0.844881
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 516 | test Loss: 0.744811
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 517 | Training Loss: 0.348516
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 517 | val Loss: 0.844855
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 517 | test Loss: 0.744460
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 518 | Training Loss: 0.346241
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 518 | val Loss: 0.844548
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 518 | test Loss: 0.742996
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 519 | Training Loss: 0.345837
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 519 | val Loss: 0.844898
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 519 | test Loss: 0.744914
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 520 | Training Loss: 0.348088
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 520 | val Loss: 0.844714
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 520 | test Loss: 0.743388
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 521 | Training Loss: 0.349283
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 521 | val Loss: 0.843627
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 521 | test Loss: 0.736760
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 522 | Training Loss: 0.342977
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 522 | val Loss: 0.844094
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 522 | test Loss: 0.739347
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 523 | Training Loss: 0.351197
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 523 | val Loss: 0.845762
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 523 | test Loss: 0.748045
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 524 | Training Loss: 0.345204
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 524 | val Loss: 0.846114
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 524 | test Loss: 0.749347
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 525 | Training Loss: 0.343291
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 525 | val Loss: 0.846537
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 525 | test Loss: 0.751052
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 526 | Training Loss: 0.339944
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 526 | val Loss: 0.846810
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 526 | test Loss: 0.752173
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 527 | Training Loss: 0.346579
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 527 | val Loss: 0.846371
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 527 | test Loss: 0.750170
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 528 | Training Loss: 0.351529
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 528 | val Loss: 0.846177
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 528 | test Loss: 0.750232
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 529 | Training Loss: 0.345357
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 529 | val Loss: 0.846316
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 529 | test Loss: 0.751605
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 530 | Training Loss: 0.347304
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 530 | val Loss: 0.844420
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 530 | test Loss: 0.741737
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 531 | Training Loss: 0.341468
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 531 | val Loss: 0.844188
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 531 | test Loss: 0.740206
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 532 | Training Loss: 0.343272
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 532 | val Loss: 0.845057
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 532 | test Loss: 0.745091
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 533 | Training Loss: 0.347550
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 533 | val Loss: 0.846625
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 533 | test Loss: 0.752784
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 534 | Training Loss: 0.355296
ACC_train:0.9936708860759493
auc_train:0.999803343166175
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 534 | val Loss: 0.846103
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 534 | test Loss: 0.749465
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 535 | Training Loss: 0.341869
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 535 | val Loss: 0.844517
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 535 | test Loss: 0.739127
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 536 | Training Loss: 0.342740
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 536 | val Loss: 0.844818
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 536 | test Loss: 0.740188
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 537 | Training Loss: 0.346209
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 537 | val Loss: 0.845559
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 537 | test Loss: 0.744302
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 538 | Training Loss: 0.345668
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 538 | val Loss: 0.846326
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 538 | test Loss: 0.748397
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 539 | Training Loss: 0.343069
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 539 | val Loss: 0.846927
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 539 | test Loss: 0.751769
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 540 | Training Loss: 0.344658
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 540 | val Loss: 0.846520
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 540 | test Loss: 0.749216
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 541 | Training Loss: 0.347848
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 541 | val Loss: 0.845862
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 541 | test Loss: 0.744597
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 542 | Training Loss: 0.347764
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 542 | val Loss: 0.846493
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 542 | test Loss: 0.748130
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 543 | Training Loss: 0.341964
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 543 | val Loss: 0.846943
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 543 | test Loss: 0.751001
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 544 | Training Loss: 0.356954
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 544 | val Loss: 0.845536
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 544 | test Loss: 0.743286
ACC_test:0.6530612244897959
auc_test:0.596153846153846
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 545 | Training Loss: 0.342716
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 545 | val Loss: 0.845118
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 545 | test Loss: 0.741256
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 546 | Training Loss: 0.348277
ACC_train:0.9810126582278481
auc_train:0.999803343166175
f1_weighted_train:0.9811911881302334
f1_macro_train:0.9771445103428323
 ==  Epoch: 546 | val Loss: 0.845794
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 546 | test Loss: 0.746059
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 547 | Training Loss: 0.346723
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 547 | val Loss: 0.846560
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 547 | test Loss: 0.751288
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 548 | Training Loss: 0.339580
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 548 | val Loss: 0.846325
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 548 | test Loss: 0.750556
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 549 | Training Loss: 0.342044
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 549 | val Loss: 0.845938
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 549 | test Loss: 0.748350
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 550 | Training Loss: 0.344552
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 550 | val Loss: 0.845655
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 550 | test Loss: 0.746296
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 551 | Training Loss: 0.341689
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 551 | val Loss: 0.846025
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 551 | test Loss: 0.748040
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 552 | Training Loss: 0.341971
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 552 | val Loss: 0.846389
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 552 | test Loss: 0.749974
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 553 | Training Loss: 0.346862
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9873417721518988
f1_macro_train:0.9844641101278269
 ==  Epoch: 553 | val Loss: 0.845859
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 553 | test Loss: 0.746788
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 554 | Training Loss: 0.347156
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 554 | val Loss: 0.845348
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 554 | test Loss: 0.743854
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 555 | Training Loss: 0.343280
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 555 | val Loss: 0.846195
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 555 | test Loss: 0.749665
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 556 | Training Loss: 0.350139
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 556 | val Loss: 0.846816
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 556 | test Loss: 0.753232
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 557 | Training Loss: 0.339596
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 557 | val Loss: 0.846163
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 557 | test Loss: 0.749559
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 558 | Training Loss: 0.341260
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 558 | val Loss: 0.846391
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 558 | test Loss: 0.750415
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 559 | Training Loss: 0.342153
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 559 | val Loss: 0.846646
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 559 | test Loss: 0.751128
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 560 | Training Loss: 0.338447
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 560 | val Loss: 0.846174
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 560 | test Loss: 0.747481
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 561 | Training Loss: 0.348087
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 561 | val Loss: 0.846463
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 561 | test Loss: 0.748676
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 562 | Training Loss: 0.341028
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 562 | val Loss: 0.846469
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 562 | test Loss: 0.748355
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 563 | Training Loss: 0.334365
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 563 | val Loss: 0.846559
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 563 | test Loss: 0.748461
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 564 | Training Loss: 0.336574
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 564 | val Loss: 0.846746
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 564 | test Loss: 0.749149
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 565 | Training Loss: 0.339975
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 565 | val Loss: 0.846818
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 565 | test Loss: 0.749395
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 566 | Training Loss: 0.339077
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 566 | val Loss: 0.846801
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 566 | test Loss: 0.749560
ACC_test:0.6326530612244898
auc_test:0.5940170940170939
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 567 | Training Loss: 0.338127
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 567 | val Loss: 0.846398
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 567 | test Loss: 0.747316
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 568 | Training Loss: 0.338915
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 568 | val Loss: 0.845817
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 568 | test Loss: 0.743525
ACC_test:0.6530612244897959
auc_test:0.6004273504273504
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 569 | Training Loss: 0.337408
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 569 | val Loss: 0.845675
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 569 | test Loss: 0.742655
ACC_test:0.6530612244897959
auc_test:0.6025641025641025
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 570 | Training Loss: 0.336077
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 570 | val Loss: 0.846001
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 570 | test Loss: 0.745116
ACC_test:0.6530612244897959
auc_test:0.6004273504273504
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 571 | Training Loss: 0.339268
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 571 | val Loss: 0.847173
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 571 | test Loss: 0.752527
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 572 | Training Loss: 0.342672
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 572 | val Loss: 0.847399
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 572 | test Loss: 0.753442
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 573 | Training Loss: 0.342684
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 573 | val Loss: 0.846217
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 573 | test Loss: 0.746454
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 574 | Training Loss: 0.340621
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 574 | val Loss: 0.845791
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 574 | test Loss: 0.743348
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 575 | Training Loss: 0.345034
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 575 | val Loss: 0.846209
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 575 | test Loss: 0.746458
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 576 | Training Loss: 0.343591
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 576 | val Loss: 0.846517
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 576 | test Loss: 0.748677
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 577 | Training Loss: 0.340335
ACC_train:0.9936708860759493
auc_train:0.9996066863323501
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 577 | val Loss: 0.846441
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 577 | test Loss: 0.748621
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 578 | Training Loss: 0.343269
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 578 | val Loss: 0.845965
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 578 | test Loss: 0.745699
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 579 | Training Loss: 0.338931
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 579 | val Loss: 0.845920
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 579 | test Loss: 0.745640
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 580 | Training Loss: 0.336302
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 580 | val Loss: 0.846753
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 580 | test Loss: 0.750582
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 581 | Training Loss: 0.337713
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 581 | val Loss: 0.847475
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 581 | test Loss: 0.753822
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 582 | Training Loss: 0.341896
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 582 | val Loss: 0.846289
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 582 | test Loss: 0.746705
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 583 | Training Loss: 0.333720
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 583 | val Loss: 0.845754
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 583 | test Loss: 0.742733
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 584 | Training Loss: 0.343965
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 584 | val Loss: 0.845830
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 584 | test Loss: 0.744070
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 585 | Training Loss: 0.341709
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 585 | val Loss: 0.846092
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 585 | test Loss: 0.745841
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 586 | Training Loss: 0.335201
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 586 | val Loss: 0.846557
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 586 | test Loss: 0.749696
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 587 | Training Loss: 0.346548
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 587 | val Loss: 0.847129
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 587 | test Loss: 0.753634
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 588 | Training Loss: 0.339740
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 588 | val Loss: 0.846231
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 588 | test Loss: 0.748229
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 589 | Training Loss: 0.339153
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 589 | val Loss: 0.846335
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 589 | test Loss: 0.749081
ACC_test:0.6530612244897959
auc_test:0.5940170940170941
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 590 | Training Loss: 0.340790
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 590 | val Loss: 0.846886
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 590 | test Loss: 0.753048
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 591 | Training Loss: 0.337475
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 591 | val Loss: 0.846941
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 591 | test Loss: 0.753084
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 592 | Training Loss: 0.337963
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 592 | val Loss: 0.847017
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 592 | test Loss: 0.753111
ACC_test:0.6326530612244898
auc_test:0.591880341880342
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 593 | Training Loss: 0.344763
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 593 | val Loss: 0.847525
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 593 | test Loss: 0.756016
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 594 | Training Loss: 0.339559
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 594 | val Loss: 0.847316
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 594 | test Loss: 0.754113
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 595 | Training Loss: 0.343312
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 595 | val Loss: 0.846469
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 595 | test Loss: 0.747022
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 596 | Training Loss: 0.339883
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 596 | val Loss: 0.846616
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 596 | test Loss: 0.747554
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 597 | Training Loss: 0.343081
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 597 | val Loss: 0.847215
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 597 | test Loss: 0.752297
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 598 | Training Loss: 0.338388
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 598 | val Loss: 0.847666
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 598 | test Loss: 0.754474
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 599 | Training Loss: 0.339159
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 599 | val Loss: 0.847383
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 599 | test Loss: 0.751869
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 600 | Training Loss: 0.343036
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 600 | val Loss: 0.846505
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 600 | test Loss: 0.743918
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 601 | Training Loss: 0.345788
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 601 | val Loss: 0.846258
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 601 | test Loss: 0.742007
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 602 | Training Loss: 0.339016
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 602 | val Loss: 0.846851
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 602 | test Loss: 0.748965
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 603 | Training Loss: 0.335499
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 603 | val Loss: 0.847458
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 603 | test Loss: 0.753671
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 604 | Training Loss: 0.334647
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 604 | val Loss: 0.847706
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 604 | test Loss: 0.755102
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 605 | Training Loss: 0.337948
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 605 | val Loss: 0.846701
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 605 | test Loss: 0.747472
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 606 | Training Loss: 0.341539
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 606 | val Loss: 0.846240
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 606 | test Loss: 0.742724
ACC_test:0.6326530612244898
auc_test:0.5940170940170939
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 607 | Training Loss: 0.336157
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 607 | val Loss: 0.846332
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 607 | test Loss: 0.744960
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 608 | Training Loss: 0.338297
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 608 | val Loss: 0.847084
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 608 | test Loss: 0.751760
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 609 | Training Loss: 0.336196
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 609 | val Loss: 0.847621
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 609 | test Loss: 0.754990
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 610 | Training Loss: 0.337207
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 610 | val Loss: 0.847421
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 610 | test Loss: 0.753437
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 611 | Training Loss: 0.334126
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 611 | val Loss: 0.847670
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 611 | test Loss: 0.754674
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 612 | Training Loss: 0.343110
ACC_train:0.9873417721518988
auc_train:0.9996066863323501
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 612 | val Loss: 0.848924
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 612 | test Loss: 0.761383
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 613 | Training Loss: 0.334220
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 613 | val Loss: 0.849008
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 613 | test Loss: 0.761905
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 614 | Training Loss: 0.342256
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 614 | val Loss: 0.847123
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 614 | test Loss: 0.751511
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 615 | Training Loss: 0.342896
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 615 | val Loss: 0.846757
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 615 | test Loss: 0.749431
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 616 | Training Loss: 0.339725
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 616 | val Loss: 0.847082
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 616 | test Loss: 0.752176
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 617 | Training Loss: 0.341677
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 617 | val Loss: 0.847275
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 617 | test Loss: 0.753474
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 618 | Training Loss: 0.332764
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 618 | val Loss: 0.847047
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 618 | test Loss: 0.751475
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 619 | Training Loss: 0.335883
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 619 | val Loss: 0.846991
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 619 | test Loss: 0.750007
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 620 | Training Loss: 0.345254
ACC_train:0.9873417721518988
auc_train:0.999803343166175
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 620 | val Loss: 0.847393
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 620 | test Loss: 0.751775
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 621 | Training Loss: 0.341245
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 621 | val Loss: 0.847700
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 621 | test Loss: 0.753192
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 622 | Training Loss: 0.339933
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 622 | val Loss: 0.846772
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 622 | test Loss: 0.745810
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 623 | Training Loss: 0.333897
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 623 | val Loss: 0.846839
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 623 | test Loss: 0.745212
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 624 | Training Loss: 0.335614
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 624 | val Loss: 0.847690
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 624 | test Loss: 0.751460
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 625 | Training Loss: 0.333717
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 625 | val Loss: 0.848794
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 625 | test Loss: 0.757197
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 626 | Training Loss: 0.337286
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 626 | val Loss: 0.848697
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 626 | test Loss: 0.755800
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 627 | Training Loss: 0.336233
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 627 | val Loss: 0.848023
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 627 | test Loss: 0.751218
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 628 | Training Loss: 0.342533
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 628 | val Loss: 0.848145
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 628 | test Loss: 0.752204
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 629 | Training Loss: 0.332989
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 629 | val Loss: 0.848044
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 629 | test Loss: 0.751707
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 630 | Training Loss: 0.337657
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 630 | val Loss: 0.848168
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 630 | test Loss: 0.753670
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 631 | Training Loss: 0.328325
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 631 | val Loss: 0.848736
ACC_val:0.65
auc_val:0.438871473354232
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 631 | test Loss: 0.757373
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 632 | Training Loss: 0.342242
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 632 | val Loss: 0.848205
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 632 | test Loss: 0.753892
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 633 | Training Loss: 0.332907
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 633 | val Loss: 0.847191
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 633 | test Loss: 0.745553
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 634 | Training Loss: 0.336944
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 634 | val Loss: 0.847649
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 634 | test Loss: 0.749205
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 635 | Training Loss: 0.337902
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 635 | val Loss: 0.848883
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 635 | test Loss: 0.756500
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 636 | Training Loss: 0.331915
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 636 | val Loss: 0.850504
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 636 | test Loss: 0.764243
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 637 | Training Loss: 0.344522
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 637 | val Loss: 0.849434
ACC_val:0.65
auc_val:0.43887147335423204
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 637 | test Loss: 0.759078
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 638 | Training Loss: 0.330929
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 638 | val Loss: 0.848115
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 638 | test Loss: 0.751697
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 639 | Training Loss: 0.330713
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 639 | val Loss: 0.848156
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 639 | test Loss: 0.752112
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 640 | Training Loss: 0.332420
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 640 | val Loss: 0.848296
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 640 | test Loss: 0.752930
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 641 | Training Loss: 0.333797
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 641 | val Loss: 0.848009
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 641 | test Loss: 0.750330
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 642 | Training Loss: 0.329604
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 642 | val Loss: 0.847764
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 642 | test Loss: 0.747892
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 643 | Training Loss: 0.334894
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 643 | val Loss: 0.848235
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 643 | test Loss: 0.751322
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 644 | Training Loss: 0.330802
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 644 | val Loss: 0.848847
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 644 | test Loss: 0.754819
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 645 | Training Loss: 0.337225
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 645 | val Loss: 0.849348
ACC_val:0.65
auc_val:0.4357366771159874
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 645 | test Loss: 0.757463
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 646 | Training Loss: 0.334414
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 646 | val Loss: 0.849541
ACC_val:0.65
auc_val:0.438871473354232
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 646 | test Loss: 0.758292
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 647 | Training Loss: 0.335063
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 647 | val Loss: 0.849576
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 647 | test Loss: 0.758298
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 648 | Training Loss: 0.336194
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 648 | val Loss: 0.848994
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 648 | test Loss: 0.754828
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 649 | Training Loss: 0.333481
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 649 | val Loss: 0.849238
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 649 | test Loss: 0.755722
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 650 | Training Loss: 0.331495
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 650 | val Loss: 0.849496
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 650 | test Loss: 0.756653
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 651 | Training Loss: 0.331381
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 651 | val Loss: 0.849333
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 651 | test Loss: 0.755383
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 652 | Training Loss: 0.331525
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 652 | val Loss: 0.848959
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 652 | test Loss: 0.752947
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 653 | Training Loss: 0.332900
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 653 | val Loss: 0.848766
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 653 | test Loss: 0.751453
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 654 | Training Loss: 0.333247
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 654 | val Loss: 0.848585
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 654 | test Loss: 0.749995
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 655 | Training Loss: 0.332169
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 655 | val Loss: 0.848940
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 655 | test Loss: 0.752251
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 656 | Training Loss: 0.330395
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 656 | val Loss: 0.849345
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 656 | test Loss: 0.754101
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 657 | Training Loss: 0.331800
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 657 | val Loss: 0.849606
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 657 | test Loss: 0.755052
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 658 | Training Loss: 0.332631
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 658 | val Loss: 0.849548
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 658 | test Loss: 0.754105
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 659 | Training Loss: 0.339018
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 659 | val Loss: 0.849801
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 659 | test Loss: 0.755221
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 660 | Training Loss: 0.331282
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 660 | val Loss: 0.849402
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 660 | test Loss: 0.753022
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 661 | Training Loss: 0.330897
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 661 | val Loss: 0.849712
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 661 | test Loss: 0.754868
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 662 | Training Loss: 0.334544
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 662 | val Loss: 0.849818
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 662 | test Loss: 0.755411
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 663 | Training Loss: 0.330212
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 663 | val Loss: 0.849632
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 663 | test Loss: 0.754502
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 664 | Training Loss: 0.332800
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 664 | val Loss: 0.850297
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 664 | test Loss: 0.758278
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 665 | Training Loss: 0.328364
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 665 | val Loss: 0.850279
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 665 | test Loss: 0.758053
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 666 | Training Loss: 0.331341
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 666 | val Loss: 0.850099
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 666 | test Loss: 0.756750
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 667 | Training Loss: 0.328577
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 667 | val Loss: 0.850368
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 667 | test Loss: 0.758228
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 668 | Training Loss: 0.334264
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 668 | val Loss: 0.849822
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 668 | test Loss: 0.755550
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 669 | Training Loss: 0.331429
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 669 | val Loss: 0.849142
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 669 | test Loss: 0.751986
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 670 | Training Loss: 0.331225
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 670 | val Loss: 0.849219
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 670 | test Loss: 0.752930
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 671 | Training Loss: 0.333010
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 671 | val Loss: 0.849321
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 671 | test Loss: 0.753690
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 672 | Training Loss: 0.329493
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 672 | val Loss: 0.849178
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 672 | test Loss: 0.752525
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 673 | Training Loss: 0.330968
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 673 | val Loss: 0.849040
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 673 | test Loss: 0.750922
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 674 | Training Loss: 0.331010
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 674 | val Loss: 0.849100
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 674 | test Loss: 0.750795
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 675 | Training Loss: 0.333255
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 675 | val Loss: 0.849426
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 675 | test Loss: 0.752724
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 676 | Training Loss: 0.337754
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 676 | val Loss: 0.848969
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 676 | test Loss: 0.749099
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 677 | Training Loss: 0.333367
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 677 | val Loss: 0.848879
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 677 | test Loss: 0.747540
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 678 | Training Loss: 0.334136
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 678 | val Loss: 0.849773
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 678 | test Loss: 0.754661
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 679 | Training Loss: 0.328949
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 679 | val Loss: 0.850770
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 679 | test Loss: 0.759843
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 680 | Training Loss: 0.341089
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 680 | val Loss: 0.850318
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 680 | test Loss: 0.757106
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 681 | Training Loss: 0.333206
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 681 | val Loss: 0.848977
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 681 | test Loss: 0.748684
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 682 | Training Loss: 0.332577
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 682 | val Loss: 0.848695
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 682 | test Loss: 0.744924
ACC_test:0.6326530612244898
auc_test:0.5961538461538463
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 683 | Training Loss: 0.332177
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 683 | val Loss: 0.849087
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 683 | test Loss: 0.750015
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 684 | Training Loss: 0.332515
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 684 | val Loss: 0.850188
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 684 | test Loss: 0.756968
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 685 | Training Loss: 0.331802
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 685 | val Loss: 0.851025
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 685 | test Loss: 0.761155
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 686 | Training Loss: 0.330496
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 686 | val Loss: 0.850735
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 686 | test Loss: 0.759661
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 687 | Training Loss: 0.332950
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 687 | val Loss: 0.850294
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 687 | test Loss: 0.757734
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 688 | Training Loss: 0.333345
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 688 | val Loss: 0.850125
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 688 | test Loss: 0.757232
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 689 | Training Loss: 0.332125
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 689 | val Loss: 0.849523
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 689 | test Loss: 0.753986
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 690 | Training Loss: 0.331118
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 690 | val Loss: 0.849166
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 690 | test Loss: 0.751677
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 691 | Training Loss: 0.332671
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 691 | val Loss: 0.849739
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 691 | test Loss: 0.756191
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 692 | Training Loss: 0.330452
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 692 | val Loss: 0.850801
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 692 | test Loss: 0.762733
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 693 | Training Loss: 0.336982
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 693 | val Loss: 0.850607
ACC_val:0.65
auc_val:0.438871473354232
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 693 | test Loss: 0.762309
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 694 | Training Loss: 0.329910
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 694 | val Loss: 0.849707
ACC_val:0.65
auc_val:0.4357366771159874
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 694 | test Loss: 0.757900
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 695 | Training Loss: 0.328756
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 695 | val Loss: 0.849370
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 695 | test Loss: 0.755901
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 696 | Training Loss: 0.330845
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 696 | val Loss: 0.849217
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 696 | test Loss: 0.754347
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 697 | Training Loss: 0.330287
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 697 | val Loss: 0.849310
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 697 | test Loss: 0.754275
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 698 | Training Loss: 0.332016
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 698 | val Loss: 0.849621
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 698 | test Loss: 0.755557
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 699 | Training Loss: 0.328659
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 699 | val Loss: 0.850327
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 699 | test Loss: 0.758982
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 700 | Training Loss: 0.330354
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 700 | val Loss: 0.850088
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 700 | test Loss: 0.756698
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 701 | Training Loss: 0.330320
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 701 | val Loss: 0.849868
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 701 | test Loss: 0.754615
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 702 | Training Loss: 0.333702
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 702 | val Loss: 0.850113
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 702 | test Loss: 0.755396
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 703 | Training Loss: 0.330673
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 703 | val Loss: 0.851120
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 703 | test Loss: 0.760407
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 704 | Training Loss: 0.333793
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 704 | val Loss: 0.851120
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 704 | test Loss: 0.760134
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 705 | Training Loss: 0.331697
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 705 | val Loss: 0.850250
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 705 | test Loss: 0.755490
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 706 | Training Loss: 0.328564
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 706 | val Loss: 0.850007
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 706 | test Loss: 0.753940
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 707 | Training Loss: 0.329840
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 707 | val Loss: 0.850072
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 707 | test Loss: 0.754034
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 708 | Training Loss: 0.328880
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 708 | val Loss: 0.850361
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 708 | test Loss: 0.755726
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 709 | Training Loss: 0.327471
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 709 | val Loss: 0.851027
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 709 | test Loss: 0.759141
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 710 | Training Loss: 0.326268
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 710 | val Loss: 0.851468
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 710 | test Loss: 0.761251
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 711 | Training Loss: 0.329905
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 711 | val Loss: 0.850967
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 711 | test Loss: 0.758660
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 712 | Training Loss: 0.330727
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 712 | val Loss: 0.850508
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 712 | test Loss: 0.756322
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 713 | Training Loss: 0.333859
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 713 | val Loss: 0.851499
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 713 | test Loss: 0.761120
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 714 | Training Loss: 0.333493
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 714 | val Loss: 0.852207
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 714 | test Loss: 0.764355
ACC_test:0.673469387755102
auc_test:0.5854700854700854
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 715 | Training Loss: 0.329295
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 715 | val Loss: 0.851354
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 715 | test Loss: 0.760178
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 716 | Training Loss: 0.328909
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 716 | val Loss: 0.850316
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 716 | test Loss: 0.754851
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 717 | Training Loss: 0.333374
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 717 | val Loss: 0.849758
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 717 | test Loss: 0.751993
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 718 | Training Loss: 0.326847
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 718 | val Loss: 0.849709
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 718 | test Loss: 0.752691
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 719 | Training Loss: 0.330145
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 719 | val Loss: 0.850707
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 719 | test Loss: 0.758909
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 720 | Training Loss: 0.330589
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 720 | val Loss: 0.851485
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 720 | test Loss: 0.763293
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 721 | Training Loss: 0.329835
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 721 | val Loss: 0.850652
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 721 | test Loss: 0.759155
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 722 | Training Loss: 0.330579
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 722 | val Loss: 0.850138
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 722 | test Loss: 0.756139
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 723 | Training Loss: 0.334278
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 723 | val Loss: 0.849602
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 723 | test Loss: 0.753010
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 724 | Training Loss: 0.329081
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 724 | val Loss: 0.849578
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 724 | test Loss: 0.753609
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 725 | Training Loss: 0.328746
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 725 | val Loss: 0.850191
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 725 | test Loss: 0.757868
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 726 | Training Loss: 0.329279
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 726 | val Loss: 0.850205
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 726 | test Loss: 0.758406
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 727 | Training Loss: 0.328518
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 727 | val Loss: 0.849902
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 727 | test Loss: 0.757180
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 728 | Training Loss: 0.329974
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 728 | val Loss: 0.849653
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 728 | test Loss: 0.755831
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 729 | Training Loss: 0.329562
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 729 | val Loss: 0.849546
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 729 | test Loss: 0.755001
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 730 | Training Loss: 0.330071
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 730 | val Loss: 0.850396
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 730 | test Loss: 0.759387
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 731 | Training Loss: 0.327853
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 731 | val Loss: 0.851161
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 731 | test Loss: 0.762586
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 732 | Training Loss: 0.325592
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 732 | val Loss: 0.851038
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 732 | test Loss: 0.761591
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 733 | Training Loss: 0.327705
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 733 | val Loss: 0.850202
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 733 | test Loss: 0.756871
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 734 | Training Loss: 0.329102
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 734 | val Loss: 0.849322
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 734 | test Loss: 0.749799
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 735 | Training Loss: 0.326156
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 735 | val Loss: 0.849201
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 735 | test Loss: 0.747586
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 736 | Training Loss: 0.335096
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9874228516392798
f1_macro_train:0.9846661490683231
 ==  Epoch: 736 | val Loss: 0.849724
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 736 | test Loss: 0.753861
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 737 | Training Loss: 0.327728
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 737 | val Loss: 0.850275
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 737 | test Loss: 0.757083
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 738 | Training Loss: 0.326698
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 738 | val Loss: 0.850574
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 738 | test Loss: 0.758374
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 739 | Training Loss: 0.330272
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 739 | val Loss: 0.850606
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 739 | test Loss: 0.758467
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 740 | Training Loss: 0.330704
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 740 | val Loss: 0.850073
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 740 | test Loss: 0.755361
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 741 | Training Loss: 0.327677
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 741 | val Loss: 0.849724
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 741 | test Loss: 0.752695
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 742 | Training Loss: 0.328539
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 742 | val Loss: 0.849883
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 742 | test Loss: 0.753900
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 743 | Training Loss: 0.324686
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 743 | val Loss: 0.850477
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 743 | test Loss: 0.757592
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 744 | Training Loss: 0.328070
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 744 | val Loss: 0.851891
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 744 | test Loss: 0.763974
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 745 | Training Loss: 0.328657
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 745 | val Loss: 0.851642
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 745 | test Loss: 0.762228
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 746 | Training Loss: 0.324634
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 746 | val Loss: 0.850940
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 746 | test Loss: 0.758681
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 747 | Training Loss: 0.327273
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 747 | val Loss: 0.850575
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 747 | test Loss: 0.756151
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 748 | Training Loss: 0.326036
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 748 | val Loss: 0.850522
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 748 | test Loss: 0.754998
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 749 | Training Loss: 0.329408
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 749 | val Loss: 0.850503
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 749 | test Loss: 0.754525
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 750 | Training Loss: 0.325253
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 750 | val Loss: 0.851183
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 750 | test Loss: 0.757316
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 751 | Training Loss: 0.331623
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 751 | val Loss: 0.850881
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 751 | test Loss: 0.755291
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 752 | Training Loss: 0.328657
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 752 | val Loss: 0.850526
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 752 | test Loss: 0.753252
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 753 | Training Loss: 0.328283
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 753 | val Loss: 0.850839
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 753 | test Loss: 0.755737
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 754 | Training Loss: 0.334868
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 754 | val Loss: 0.850691
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 754 | test Loss: 0.754564
ACC_test:0.6530612244897959
auc_test:0.5982905982905983
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 755 | Training Loss: 0.328380
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 755 | val Loss: 0.850987
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 755 | test Loss: 0.756401
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 756 | Training Loss: 0.329687
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 756 | val Loss: 0.851608
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 756 | test Loss: 0.759641
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 757 | Training Loss: 0.327685
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 757 | val Loss: 0.851557
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 757 | test Loss: 0.759516
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 758 | Training Loss: 0.326360
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 758 | val Loss: 0.852340
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 758 | test Loss: 0.764130
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 759 | Training Loss: 0.326755
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 759 | val Loss: 0.852358
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 759 | test Loss: 0.764548
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 760 | Training Loss: 0.330796
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 760 | val Loss: 0.851256
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 760 | test Loss: 0.759485
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 761 | Training Loss: 0.329065
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 761 | val Loss: 0.850992
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 761 | test Loss: 0.758249
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 762 | Training Loss: 0.326506
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 762 | val Loss: 0.851115
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 762 | test Loss: 0.758934
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 763 | Training Loss: 0.328310
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 763 | val Loss: 0.851478
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 763 | test Loss: 0.760856
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 764 | Training Loss: 0.325346
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 764 | val Loss: 0.852233
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 764 | test Loss: 0.764670
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 765 | Training Loss: 0.322325
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 765 | val Loss: 0.852588
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 765 | test Loss: 0.766373
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 766 | Training Loss: 0.327399
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 766 | val Loss: 0.852116
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 766 | test Loss: 0.764224
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 767 | Training Loss: 0.326570
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 767 | val Loss: 0.851600
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 767 | test Loss: 0.761656
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 768 | Training Loss: 0.324571
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 768 | val Loss: 0.851404
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 768 | test Loss: 0.760557
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 769 | Training Loss: 0.323592
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 769 | val Loss: 0.851418
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 769 | test Loss: 0.760645
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 770 | Training Loss: 0.326626
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 770 | val Loss: 0.851474
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 770 | test Loss: 0.760588
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 771 | Training Loss: 0.323028
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 771 | val Loss: 0.852144
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 771 | test Loss: 0.763362
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 772 | Training Loss: 0.329304
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 772 | val Loss: 0.852215
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 772 | test Loss: 0.763019
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 773 | Training Loss: 0.327875
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 773 | val Loss: 0.851847
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 773 | test Loss: 0.760599
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 774 | Training Loss: 0.326787
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 774 | val Loss: 0.851653
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 774 | test Loss: 0.759375
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 775 | Training Loss: 0.326609
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 775 | val Loss: 0.851617
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 775 | test Loss: 0.759007
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 776 | Training Loss: 0.324835
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 776 | val Loss: 0.852129
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 776 | test Loss: 0.761552
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 777 | Training Loss: 0.326058
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 777 | val Loss: 0.852187
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 777 | test Loss: 0.761925
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 778 | Training Loss: 0.322898
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 778 | val Loss: 0.852820
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 778 | test Loss: 0.765148
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 779 | Training Loss: 0.323885
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 779 | val Loss: 0.853103
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 779 | test Loss: 0.766507
ACC_test:0.673469387755102
auc_test:0.5897435897435898
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 780 | Training Loss: 0.328581
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 780 | val Loss: 0.852445
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 780 | test Loss: 0.763817
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 781 | Training Loss: 0.324808
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 781 | val Loss: 0.851321
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 781 | test Loss: 0.758296
ACC_test:0.6530612244897959
auc_test:0.5982905982905983
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 782 | Training Loss: 0.324967
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 782 | val Loss: 0.851114
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 782 | test Loss: 0.757400
ACC_test:0.6530612244897959
auc_test:0.5982905982905983
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 783 | Training Loss: 0.325160
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 783 | val Loss: 0.851459
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 783 | test Loss: 0.760015
ACC_test:0.6530612244897959
auc_test:0.5982905982905983
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 784 | Training Loss: 0.331000
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 784 | val Loss: 0.851411
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 784 | test Loss: 0.760836
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 785 | Training Loss: 0.325473
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 785 | val Loss: 0.850908
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 785 | test Loss: 0.758897
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 786 | Training Loss: 0.327911
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 786 | val Loss: 0.850695
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 786 | test Loss: 0.757287
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 787 | Training Loss: 0.325534
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 787 | val Loss: 0.850881
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 787 | test Loss: 0.758411
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 788 | Training Loss: 0.324185
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 788 | val Loss: 0.851462
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 788 | test Loss: 0.761884
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 789 | Training Loss: 0.325181
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 789 | val Loss: 0.851592
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 789 | test Loss: 0.762651
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 790 | Training Loss: 0.324008
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 790 | val Loss: 0.851604
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 790 | test Loss: 0.762429
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 791 | Training Loss: 0.327737
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 791 | val Loss: 0.852275
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 791 | test Loss: 0.765430
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 792 | Training Loss: 0.326052
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 792 | val Loss: 0.852586
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 792 | test Loss: 0.767284
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 793 | Training Loss: 0.325290
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 793 | val Loss: 0.851933
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 793 | test Loss: 0.764939
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 794 | Training Loss: 0.329451
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 794 | val Loss: 0.851071
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 794 | test Loss: 0.761218
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 795 | Training Loss: 0.330137
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 795 | val Loss: 0.850859
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 795 | test Loss: 0.760674
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 796 | Training Loss: 0.325021
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 796 | val Loss: 0.850777
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 796 | test Loss: 0.761295
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 797 | Training Loss: 0.324285
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 797 | val Loss: 0.850756
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 797 | test Loss: 0.762037
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 798 | Training Loss: 0.323823
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 798 | val Loss: 0.850537
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 798 | test Loss: 0.761140
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 799 | Training Loss: 0.325985
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 799 | val Loss: 0.850668
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 799 | test Loss: 0.761801
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 800 | Training Loss: 0.325406
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 800 | val Loss: 0.850828
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 800 | test Loss: 0.762491
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 801 | Training Loss: 0.324534
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 801 | val Loss: 0.850870
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 801 | test Loss: 0.762698
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 802 | Training Loss: 0.324037
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 802 | val Loss: 0.851210
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 802 | test Loss: 0.764135
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 803 | Training Loss: 0.324638
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 803 | val Loss: 0.851270
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 803 | test Loss: 0.763962
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 804 | Training Loss: 0.325117
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 804 | val Loss: 0.851220
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 804 | test Loss: 0.763146
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 805 | Training Loss: 0.324910
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 805 | val Loss: 0.851605
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 805 | test Loss: 0.764497
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 806 | Training Loss: 0.323514
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 806 | val Loss: 0.852240
ACC_val:0.675
auc_val:0.4357366771159875
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 806 | test Loss: 0.767141
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 807 | Training Loss: 0.321963
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 807 | val Loss: 0.852079
ACC_val:0.675
auc_val:0.4357366771159875
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 807 | test Loss: 0.766055
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 808 | Training Loss: 0.328381
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 808 | val Loss: 0.851058
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 808 | test Loss: 0.761111
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 809 | Training Loss: 0.324292
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 809 | val Loss: 0.850580
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 809 | test Loss: 0.758135
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 810 | Training Loss: 0.326227
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 810 | val Loss: 0.850505
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 810 | test Loss: 0.757190
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 811 | Training Loss: 0.324694
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 811 | val Loss: 0.850748
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 811 | test Loss: 0.758496
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 812 | Training Loss: 0.325540
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 812 | val Loss: 0.851555
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 812 | test Loss: 0.762925
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 813 | Training Loss: 0.323581
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 813 | val Loss: 0.852169
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 813 | test Loss: 0.765717
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 814 | Training Loss: 0.325728
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 814 | val Loss: 0.852230
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 814 | test Loss: 0.765942
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 815 | Training Loss: 0.323152
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 815 | val Loss: 0.852143
ACC_val:0.675
auc_val:0.4357366771159875
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 815 | test Loss: 0.765554
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 816 | Training Loss: 0.324697
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 816 | val Loss: 0.851800
ACC_val:0.675
auc_val:0.4357366771159875
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 816 | test Loss: 0.763799
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 817 | Training Loss: 0.325971
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 817 | val Loss: 0.850862
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 817 | test Loss: 0.759016
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 818 | Training Loss: 0.325523
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 818 | val Loss: 0.850707
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 818 | test Loss: 0.758530
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 819 | Training Loss: 0.322878
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 819 | val Loss: 0.850635
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 819 | test Loss: 0.758195
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 820 | Training Loss: 0.329762
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 820 | val Loss: 0.850745
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 820 | test Loss: 0.758737
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 821 | Training Loss: 0.323544
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 821 | val Loss: 0.850850
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 821 | test Loss: 0.759341
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 822 | Training Loss: 0.325441
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 822 | val Loss: 0.851453
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 822 | test Loss: 0.762855
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 823 | Training Loss: 0.323193
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 823 | val Loss: 0.851948
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 823 | test Loss: 0.765330
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 824 | Training Loss: 0.322673
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 824 | val Loss: 0.852302
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 824 | test Loss: 0.767118
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 825 | Training Loss: 0.328089
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 825 | val Loss: 0.852231
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 825 | test Loss: 0.766617
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 826 | Training Loss: 0.327096
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 826 | val Loss: 0.851543
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 826 | test Loss: 0.763504
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 827 | Training Loss: 0.322308
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 827 | val Loss: 0.850945
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 827 | test Loss: 0.760371
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 828 | Training Loss: 0.322965
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 828 | val Loss: 0.850929
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 828 | test Loss: 0.760450
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 829 | Training Loss: 0.322508
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 829 | val Loss: 0.851089
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 829 | test Loss: 0.761753
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 830 | Training Loss: 0.323739
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 830 | val Loss: 0.851526
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 830 | test Loss: 0.763940
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 831 | Training Loss: 0.322762
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 831 | val Loss: 0.851625
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 831 | test Loss: 0.764423
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 832 | Training Loss: 0.326189
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 832 | val Loss: 0.851427
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 832 | test Loss: 0.763521
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 833 | Training Loss: 0.322382
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 833 | val Loss: 0.851209
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 833 | test Loss: 0.762679
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 834 | Training Loss: 0.326273
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 834 | val Loss: 0.850553
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 834 | test Loss: 0.759215
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 835 | Training Loss: 0.324109
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 835 | val Loss: 0.850385
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 835 | test Loss: 0.758078
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 836 | Training Loss: 0.322700
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 836 | val Loss: 0.851134
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 836 | test Loss: 0.762610
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 837 | Training Loss: 0.325011
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 837 | val Loss: 0.852018
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 837 | test Loss: 0.767029
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 838 | Training Loss: 0.324654
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 838 | val Loss: 0.852729
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 838 | test Loss: 0.770517
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 839 | Training Loss: 0.324811
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 839 | val Loss: 0.851990
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 839 | test Loss: 0.768148
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 840 | Training Loss: 0.322376
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 840 | val Loss: 0.850458
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 840 | test Loss: 0.761147
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 841 | Training Loss: 0.323112
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 841 | val Loss: 0.850404
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 841 | test Loss: 0.760900
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 842 | Training Loss: 0.321091
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 842 | val Loss: 0.850879
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 842 | test Loss: 0.763492
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 843 | Training Loss: 0.324167
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 843 | val Loss: 0.851529
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 843 | test Loss: 0.766614
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 844 | Training Loss: 0.325607
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 844 | val Loss: 0.851914
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 844 | test Loss: 0.768264
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 845 | Training Loss: 0.325777
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 845 | val Loss: 0.851697
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 845 | test Loss: 0.767573
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 846 | Training Loss: 0.324698
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 846 | val Loss: 0.851316
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 846 | test Loss: 0.766040
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 847 | Training Loss: 0.328199
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 847 | val Loss: 0.850321
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 847 | test Loss: 0.761169
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 848 | Training Loss: 0.323463
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 848 | val Loss: 0.849781
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 848 | test Loss: 0.755824
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 849 | Training Loss: 0.325625
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 849 | val Loss: 0.849843
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 849 | test Loss: 0.756354
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 850 | Training Loss: 0.322646
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 850 | val Loss: 0.850496
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 850 | test Loss: 0.761409
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 851 | Training Loss: 0.319985
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 851 | val Loss: 0.851440
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 851 | test Loss: 0.765595
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 852 | Training Loss: 0.329022
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 852 | val Loss: 0.851798
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 852 | test Loss: 0.766344
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 853 | Training Loss: 0.320981
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 853 | val Loss: 0.851303
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 853 | test Loss: 0.763316
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 854 | Training Loss: 0.321898
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 854 | val Loss: 0.851202
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 854 | test Loss: 0.762277
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 855 | Training Loss: 0.324531
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 855 | val Loss: 0.850843
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 855 | test Loss: 0.760461
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 856 | Training Loss: 0.322374
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 856 | val Loss: 0.850828
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 856 | test Loss: 0.760645
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 857 | Training Loss: 0.322352
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 857 | val Loss: 0.851031
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 857 | test Loss: 0.761788
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 858 | Training Loss: 0.329171
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 858 | val Loss: 0.850993
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 858 | test Loss: 0.761174
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 859 | Training Loss: 0.323803
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 859 | val Loss: 0.851057
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 859 | test Loss: 0.761121
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 860 | Training Loss: 0.321247
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 860 | val Loss: 0.851769
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 860 | test Loss: 0.764371
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 861 | Training Loss: 0.325161
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 861 | val Loss: 0.852735
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 861 | test Loss: 0.768329
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 862 | Training Loss: 0.324452
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 862 | val Loss: 0.852161
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 862 | test Loss: 0.765985
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 863 | Training Loss: 0.322085
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 863 | val Loss: 0.851970
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 863 | test Loss: 0.765799
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 864 | Training Loss: 0.322651
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 864 | val Loss: 0.852875
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 864 | test Loss: 0.769851
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 865 | Training Loss: 0.319512
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 865 | val Loss: 0.853524
ACC_val:0.675
auc_val:0.4357366771159875
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 865 | test Loss: 0.772558
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 866 | Training Loss: 0.322667
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 866 | val Loss: 0.853776
ACC_val:0.675
auc_val:0.4357366771159875
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 866 | test Loss: 0.773759
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 867 | Training Loss: 0.323159
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 867 | val Loss: 0.852642
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 867 | test Loss: 0.769300
ACC_test:0.6326530612244898
auc_test:0.5726495726495726
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 868 | Training Loss: 0.322994
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 868 | val Loss: 0.851626
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 868 | test Loss: 0.764178
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 869 | Training Loss: 0.322633
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 869 | val Loss: 0.850896
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 869 | test Loss: 0.760923
ACC_test:0.6326530612244898
auc_test:0.5940170940170939
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 870 | Training Loss: 0.322297
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 870 | val Loss: 0.851143
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 870 | test Loss: 0.762642
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 871 | Training Loss: 0.320601
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 871 | val Loss: 0.851746
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 871 | test Loss: 0.765499
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 872 | Training Loss: 0.323399
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 872 | val Loss: 0.852452
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 872 | test Loss: 0.768321
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 873 | Training Loss: 0.325543
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 873 | val Loss: 0.851678
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 873 | test Loss: 0.765439
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 874 | Training Loss: 0.323793
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 874 | val Loss: 0.850578
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 874 | test Loss: 0.759867
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 875 | Training Loss: 0.321397
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 875 | val Loss: 0.850318
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 875 | test Loss: 0.757742
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 876 | Training Loss: 0.322811
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 876 | val Loss: 0.850596
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 876 | test Loss: 0.760536
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 877 | Training Loss: 0.322748
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 877 | val Loss: 0.851414
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 877 | test Loss: 0.764972
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 878 | Training Loss: 0.325193
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 878 | val Loss: 0.852263
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 878 | test Loss: 0.768801
ACC_test:0.6326530612244898
auc_test:0.5726495726495726
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 879 | Training Loss: 0.321135
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 879 | val Loss: 0.851570
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 879 | test Loss: 0.766226
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 880 | Training Loss: 0.322448
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 880 | val Loss: 0.851380
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 880 | test Loss: 0.765499
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 881 | Training Loss: 0.323387
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 881 | val Loss: 0.851631
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 881 | test Loss: 0.766673
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 882 | Training Loss: 0.324063
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 882 | val Loss: 0.851390
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 882 | test Loss: 0.765493
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 883 | Training Loss: 0.321935
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 883 | val Loss: 0.851165
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 883 | test Loss: 0.764135
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 884 | Training Loss: 0.322682
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 884 | val Loss: 0.851147
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 884 | test Loss: 0.763820
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 885 | Training Loss: 0.320380
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 885 | val Loss: 0.851419
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 885 | test Loss: 0.764895
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 886 | Training Loss: 0.324068
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 886 | val Loss: 0.851201
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 886 | test Loss: 0.763892
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 887 | Training Loss: 0.320816
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 887 | val Loss: 0.851001
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 887 | test Loss: 0.763467
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 888 | Training Loss: 0.322859
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 888 | val Loss: 0.850788
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 888 | test Loss: 0.763074
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 889 | Training Loss: 0.320323
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 889 | val Loss: 0.850475
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 889 | test Loss: 0.761292
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 890 | Training Loss: 0.322886
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 890 | val Loss: 0.850438
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 890 | test Loss: 0.760904
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 891 | Training Loss: 0.323738
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 891 | val Loss: 0.851255
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 891 | test Loss: 0.765171
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 892 | Training Loss: 0.321058
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 892 | val Loss: 0.853016
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 892 | test Loss: 0.771457
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 893 | Training Loss: 0.321578
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 893 | val Loss: 0.853475
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 893 | test Loss: 0.772430
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 894 | Training Loss: 0.321469
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 894 | val Loss: 0.852214
ACC_val:0.65
auc_val:0.4357366771159874
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 894 | test Loss: 0.767403
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 895 | Training Loss: 0.321782
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 895 | val Loss: 0.851142
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 895 | test Loss: 0.762560
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 896 | Training Loss: 0.323352
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 896 | val Loss: 0.850704
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 896 | test Loss: 0.759823
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 897 | Training Loss: 0.321729
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 897 | val Loss: 0.850953
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 897 | test Loss: 0.761426
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 898 | Training Loss: 0.324002
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 898 | val Loss: 0.851865
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 898 | test Loss: 0.766175
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 899 | Training Loss: 0.322731
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 899 | val Loss: 0.852014
ACC_val:0.65
auc_val:0.4357366771159874
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 899 | test Loss: 0.767134
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 900 | Training Loss: 0.323201
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 900 | val Loss: 0.851497
ACC_val:0.675
auc_val:0.4357366771159874
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 900 | test Loss: 0.764983
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 901 | Training Loss: 0.323795
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 901 | val Loss: 0.850942
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 901 | test Loss: 0.761923
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 902 | Training Loss: 0.319522
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 902 | val Loss: 0.851188
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 902 | test Loss: 0.763199
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 903 | Training Loss: 0.321206
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 903 | val Loss: 0.851384
ACC_val:0.7
auc_val:0.4357366771159874
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 903 | test Loss: 0.764270
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 904 | Training Loss: 0.324979
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936492700357196
f1_macro_train:0.9921793793001039
 ==  Epoch: 904 | val Loss: 0.851459
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 904 | test Loss: 0.763930
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 905 | Training Loss: 0.320771
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 905 | val Loss: 0.851693
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 905 | test Loss: 0.764013
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 906 | Training Loss: 0.322372
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 906 | val Loss: 0.851744
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 906 | test Loss: 0.763420
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 907 | Training Loss: 0.322842
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 907 | val Loss: 0.852121
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 907 | test Loss: 0.764600
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 908 | Training Loss: 0.320559
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 908 | val Loss: 0.851542
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 908 | test Loss: 0.762010
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 909 | Training Loss: 0.322537
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 909 | val Loss: 0.851016
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 909 | test Loss: 0.758881
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 910 | Training Loss: 0.323411
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 910 | val Loss: 0.851411
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 910 | test Loss: 0.761239
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 911 | Training Loss: 0.322249
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 911 | val Loss: 0.852522
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 911 | test Loss: 0.765870
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 912 | Training Loss: 0.324778
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 912 | val Loss: 0.853032
ACC_val:0.65
auc_val:0.43887147335423193
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 912 | test Loss: 0.767768
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 913 | Training Loss: 0.323914
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 913 | val Loss: 0.851973
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 913 | test Loss: 0.763940
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 914 | Training Loss: 0.319382
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 914 | val Loss: 0.851476
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 914 | test Loss: 0.761832
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 915 | Training Loss: 0.319446
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 915 | val Loss: 0.851465
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 915 | test Loss: 0.761634
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 916 | Training Loss: 0.322102
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 916 | val Loss: 0.852082
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 916 | test Loss: 0.763735
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 917 | Training Loss: 0.324163
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 917 | val Loss: 0.852145
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 917 | test Loss: 0.763110
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 918 | Training Loss: 0.321635
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 918 | val Loss: 0.851820
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 918 | test Loss: 0.761405
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 919 | Training Loss: 0.322448
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 919 | val Loss: 0.852248
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 919 | test Loss: 0.762599
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 920 | Training Loss: 0.323659
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 920 | val Loss: 0.852852
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 920 | test Loss: 0.764888
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 921 | Training Loss: 0.323084
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 921 | val Loss: 0.852888
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 921 | test Loss: 0.765116
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 922 | Training Loss: 0.320638
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 922 | val Loss: 0.852717
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 922 | test Loss: 0.764451
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 923 | Training Loss: 0.322135
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 923 | val Loss: 0.852297
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 923 | test Loss: 0.762781
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 924 | Training Loss: 0.320047
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 924 | val Loss: 0.852054
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 924 | test Loss: 0.761768
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 925 | Training Loss: 0.324893
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 925 | val Loss: 0.851994
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 925 | test Loss: 0.761171
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 926 | Training Loss: 0.323480
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 926 | val Loss: 0.852901
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 926 | test Loss: 0.764019
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 927 | Training Loss: 0.319963
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 927 | val Loss: 0.854054
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 927 | test Loss: 0.767548
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 928 | Training Loss: 0.318760
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 928 | val Loss: 0.855086
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 928 | test Loss: 0.770842
ACC_test:0.673469387755102
auc_test:0.5833333333333333
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 929 | Training Loss: 0.319798
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 929 | val Loss: 0.854606
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 929 | test Loss: 0.769030
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 930 | Training Loss: 0.320370
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 930 | val Loss: 0.853107
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 930 | test Loss: 0.764350
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 931 | Training Loss: 0.320041
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 931 | val Loss: 0.852881
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 931 | test Loss: 0.763860
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 932 | Training Loss: 0.321315
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 932 | val Loss: 0.853136
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 932 | test Loss: 0.764806
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 933 | Training Loss: 0.321536
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 933 | val Loss: 0.854305
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 933 | test Loss: 0.768740
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 934 | Training Loss: 0.318495
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 934 | val Loss: 0.854937
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 934 | test Loss: 0.770940
ACC_test:0.673469387755102
auc_test:0.5833333333333334
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 935 | Training Loss: 0.320299
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 935 | val Loss: 0.854886
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 935 | test Loss: 0.770833
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 936 | Training Loss: 0.321218
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 936 | val Loss: 0.852963
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 936 | test Loss: 0.764126
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 937 | Training Loss: 0.322476
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 937 | val Loss: 0.851901
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 937 | test Loss: 0.759404
ACC_test:0.6326530612244898
auc_test:0.5982905982905983
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 938 | Training Loss: 0.322042
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 938 | val Loss: 0.852482
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 938 | test Loss: 0.760754
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 939 | Training Loss: 0.319629
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 939 | val Loss: 0.853646
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 939 | test Loss: 0.764045
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 940 | Training Loss: 0.320916
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 940 | val Loss: 0.854090
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 940 | test Loss: 0.764947
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 941 | Training Loss: 0.321010
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 941 | val Loss: 0.853521
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 941 | test Loss: 0.762923
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 942 | Training Loss: 0.319939
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 942 | val Loss: 0.853184
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 942 | test Loss: 0.761516
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 943 | Training Loss: 0.320017
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 943 | val Loss: 0.853208
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 943 | test Loss: 0.761501
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 944 | Training Loss: 0.321256
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 944 | val Loss: 0.853165
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 944 | test Loss: 0.761476
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 945 | Training Loss: 0.318702
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 945 | val Loss: 0.853198
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 945 | test Loss: 0.761727
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 946 | Training Loss: 0.321400
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 946 | val Loss: 0.854100
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 946 | test Loss: 0.764652
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 947 | Training Loss: 0.320881
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 947 | val Loss: 0.854767
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 947 | test Loss: 0.767055
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 948 | Training Loss: 0.321152
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 948 | val Loss: 0.853659
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 948 | test Loss: 0.764230
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 949 | Training Loss: 0.320945
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 949 | val Loss: 0.852485
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 949 | test Loss: 0.760603
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 950 | Training Loss: 0.323535
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 950 | val Loss: 0.852063
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 950 | test Loss: 0.759127
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 951 | Training Loss: 0.323536
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 951 | val Loss: 0.852244
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 951 | test Loss: 0.761152
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 952 | Training Loss: 0.319530
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 952 | val Loss: 0.852546
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 952 | test Loss: 0.763149
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 953 | Training Loss: 0.319255
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 953 | val Loss: 0.853267
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 953 | test Loss: 0.766152
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 954 | Training Loss: 0.320298
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 954 | val Loss: 0.853844
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 954 | test Loss: 0.768516
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 955 | Training Loss: 0.321434
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 955 | val Loss: 0.854049
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 955 | test Loss: 0.769594
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 956 | Training Loss: 0.320452
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 956 | val Loss: 0.853426
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 956 | test Loss: 0.767673
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 957 | Training Loss: 0.320814
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 957 | val Loss: 0.852248
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 957 | test Loss: 0.763848
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 958 | Training Loss: 0.322570
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 958 | val Loss: 0.851775
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 958 | test Loss: 0.762473
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 959 | Training Loss: 0.320416
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 959 | val Loss: 0.853045
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 959 | test Loss: 0.767856
ACC_test:0.6530612244897959
auc_test:0.591880341880342
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 960 | Training Loss: 0.318074
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 960 | val Loss: 0.854094
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 960 | test Loss: 0.771812
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 961 | Training Loss: 0.321259
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 961 | val Loss: 0.853768
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 961 | test Loss: 0.770838
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 962 | Training Loss: 0.322524
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 962 | val Loss: 0.852220
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 962 | test Loss: 0.765623
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 963 | Training Loss: 0.320609
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 963 | val Loss: 0.851363
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 963 | test Loss: 0.762325
ACC_test:0.6326530612244898
auc_test:0.5982905982905983
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 964 | Training Loss: 0.319798
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 964 | val Loss: 0.851189
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 964 | test Loss: 0.761730
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 965 | Training Loss: 0.318902
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 965 | val Loss: 0.851431
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 965 | test Loss: 0.763343
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 966 | Training Loss: 0.320577
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 966 | val Loss: 0.851813
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 966 | test Loss: 0.765260
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 967 | Training Loss: 0.320133
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 967 | val Loss: 0.852310
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 967 | test Loss: 0.767238
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 968 | Training Loss: 0.321854
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 968 | val Loss: 0.852344
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 968 | test Loss: 0.767212
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 969 | Training Loss: 0.322000
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 969 | val Loss: 0.853097
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 969 | test Loss: 0.769829
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 970 | Training Loss: 0.319242
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 970 | val Loss: 0.853810
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 970 | test Loss: 0.772099
ACC_test:0.673469387755102
auc_test:0.5833333333333334
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 971 | Training Loss: 0.323668
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 971 | val Loss: 0.852443
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 971 | test Loss: 0.767143
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 972 | Training Loss: 0.319349
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 972 | val Loss: 0.851293
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 972 | test Loss: 0.762460
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 973 | Training Loss: 0.319909
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 973 | val Loss: 0.851295
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 973 | test Loss: 0.762614
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 974 | Training Loss: 0.319968
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 974 | val Loss: 0.851302
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 974 | test Loss: 0.762554
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 975 | Training Loss: 0.320961
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 975 | val Loss: 0.851370
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 975 | test Loss: 0.762926
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 976 | Training Loss: 0.322866
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 976 | val Loss: 0.851632
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 976 | test Loss: 0.764239
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 977 | Training Loss: 0.322523
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 977 | val Loss: 0.851537
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 977 | test Loss: 0.763796
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 978 | Training Loss: 0.319707
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 978 | val Loss: 0.851554
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 978 | test Loss: 0.764007
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 979 | Training Loss: 0.317719
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 979 | val Loss: 0.851727
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 979 | test Loss: 0.764601
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 980 | Training Loss: 0.318880
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 980 | val Loss: 0.852426
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 980 | test Loss: 0.767033
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 981 | Training Loss: 0.319432
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 981 | val Loss: 0.852448
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 981 | test Loss: 0.766939
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 982 | Training Loss: 0.319219
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 982 | val Loss: 0.852714
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 982 | test Loss: 0.767918
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 983 | Training Loss: 0.320207
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 983 | val Loss: 0.852180
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 983 | test Loss: 0.765962
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 984 | Training Loss: 0.322851
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 984 | val Loss: 0.852518
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 984 | test Loss: 0.767043
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 985 | Training Loss: 0.320526
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 985 | val Loss: 0.852847
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 985 | test Loss: 0.768258
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 986 | Training Loss: 0.323054
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 986 | val Loss: 0.853135
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 986 | test Loss: 0.769391
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 987 | Training Loss: 0.319033
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 987 | val Loss: 0.853048
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 987 | test Loss: 0.769317
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 988 | Training Loss: 0.319895
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 988 | val Loss: 0.852436
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 988 | test Loss: 0.766808
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 989 | Training Loss: 0.319577
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 989 | val Loss: 0.851910
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 989 | test Loss: 0.764103
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 990 | Training Loss: 0.320016
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 990 | val Loss: 0.852098
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 990 | test Loss: 0.764970
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 991 | Training Loss: 0.319304
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 991 | val Loss: 0.852340
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 991 | test Loss: 0.765830
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 992 | Training Loss: 0.319994
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 992 | val Loss: 0.852679
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 992 | test Loss: 0.767074
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 993 | Training Loss: 0.321052
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 993 | val Loss: 0.852295
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 993 | test Loss: 0.765040
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 994 | Training Loss: 0.319170
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 994 | val Loss: 0.852384
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 994 | test Loss: 0.764990
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 995 | Training Loss: 0.318711
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 995 | val Loss: 0.852797
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 995 | test Loss: 0.766218
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 996 | Training Loss: 0.317958
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 996 | val Loss: 0.853421
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 996 | test Loss: 0.767698
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 997 | Training Loss: 0.319512
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 997 | val Loss: 0.853419
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 997 | test Loss: 0.767609
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 998 | Training Loss: 0.320719
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 998 | val Loss: 0.852489
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 998 | test Loss: 0.764479
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 999 | Training Loss: 0.319955
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 999 | val Loss: 0.851853
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 999 | test Loss: 0.761833
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1000 | Training Loss: 0.319335
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1000 | val Loss: 0.851813
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1000 | test Loss: 0.761994
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1001 | Training Loss: 0.320089
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1001 | val Loss: 0.852581
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1001 | test Loss: 0.765555
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1002 | Training Loss: 0.321654
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1002 | val Loss: 0.854139
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1002 | test Loss: 0.770848
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1003 | Training Loss: 0.318821
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1003 | val Loss: 0.855528
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1003 | test Loss: 0.775440
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1004 | Training Loss: 0.319233
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1004 | val Loss: 0.855601
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1004 | test Loss: 0.775668
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1005 | Training Loss: 0.317680
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1005 | val Loss: 0.854945
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1005 | test Loss: 0.773504
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1006 | Training Loss: 0.318832
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1006 | val Loss: 0.854331
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1006 | test Loss: 0.771520
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1007 | Training Loss: 0.318437
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1007 | val Loss: 0.853565
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1007 | test Loss: 0.769048
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1008 | Training Loss: 0.319519
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1008 | val Loss: 0.852802
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1008 | test Loss: 0.766449
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1009 | Training Loss: 0.319077
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1009 | val Loss: 0.852782
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1009 | test Loss: 0.766375
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1010 | Training Loss: 0.319773
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1010 | val Loss: 0.853587
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1010 | test Loss: 0.769067
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1011 | Training Loss: 0.322254
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1011 | val Loss: 0.853795
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1011 | test Loss: 0.769609
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1012 | Training Loss: 0.319043
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1012 | val Loss: 0.853655
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1012 | test Loss: 0.768782
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1013 | Training Loss: 0.318938
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1013 | val Loss: 0.854048
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1013 | test Loss: 0.769805
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1014 | Training Loss: 0.318240
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1014 | val Loss: 0.854573
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1014 | test Loss: 0.771042
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1015 | Training Loss: 0.320084
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1015 | val Loss: 0.854177
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1015 | test Loss: 0.770079
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1016 | Training Loss: 0.321919
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1016 | val Loss: 0.852762
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1016 | test Loss: 0.765931
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1017 | Training Loss: 0.318180
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1017 | val Loss: 0.851951
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1017 | test Loss: 0.763204
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1018 | Training Loss: 0.320088
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1018 | val Loss: 0.851906
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1018 | test Loss: 0.762979
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1019 | Training Loss: 0.320769
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1019 | val Loss: 0.852471
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1019 | test Loss: 0.765289
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1020 | Training Loss: 0.321946
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1020 | val Loss: 0.854098
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1020 | test Loss: 0.771380
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1021 | Training Loss: 0.319262
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1021 | val Loss: 0.854050
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1021 | test Loss: 0.772198
ACC_test:0.673469387755102
auc_test:0.5726495726495726
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1022 | Training Loss: 0.317546
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1022 | val Loss: 0.853385
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1022 | test Loss: 0.770284
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1023 | Training Loss: 0.318744
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1023 | val Loss: 0.853835
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1023 | test Loss: 0.771528
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1024 | Training Loss: 0.319636
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1024 | val Loss: 0.854407
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1024 | test Loss: 0.773161
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1025 | Training Loss: 0.318821
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1025 | val Loss: 0.854711
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1025 | test Loss: 0.773668
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1026 | Training Loss: 0.319604
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1026 | val Loss: 0.854493
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1026 | test Loss: 0.772502
ACC_test:0.673469387755102
auc_test:0.576923076923077
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1027 | Training Loss: 0.321404
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1027 | val Loss: 0.854377
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1027 | test Loss: 0.771826
ACC_test:0.673469387755102
auc_test:0.5790598290598291
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1028 | Training Loss: 0.318792
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1028 | val Loss: 0.853392
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1028 | test Loss: 0.768319
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1029 | Training Loss: 0.318516
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1029 | val Loss: 0.852740
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1029 | test Loss: 0.766041
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1030 | Training Loss: 0.321153
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1030 | val Loss: 0.853239
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1030 | test Loss: 0.768632
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1031 | Training Loss: 0.320224
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1031 | val Loss: 0.852561
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1031 | test Loss: 0.767492
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1032 | Training Loss: 0.318424
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1032 | val Loss: 0.851806
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1032 | test Loss: 0.765287
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1033 | Training Loss: 0.323037
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1033 | val Loss: 0.851291
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1033 | test Loss: 0.760493
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1034 | Training Loss: 0.322453
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1034 | val Loss: 0.851410
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1034 | test Loss: 0.759790
ACC_test:0.6326530612244898
auc_test:0.6004273504273504
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1035 | Training Loss: 0.319045
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1035 | val Loss: 0.851464
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1035 | test Loss: 0.760563
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1036 | Training Loss: 0.320644
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1036 | val Loss: 0.851632
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1036 | test Loss: 0.763560
ACC_test:0.6530612244897959
auc_test:0.5940170940170941
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1037 | Training Loss: 0.320102
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1037 | val Loss: 0.853005
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1037 | test Loss: 0.769812
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1038 | Training Loss: 0.321912
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1038 | val Loss: 0.853146
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1038 | test Loss: 0.771688
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1039 | Training Loss: 0.319699
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1039 | val Loss: 0.852202
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1039 | test Loss: 0.768366
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1040 | Training Loss: 0.320152
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1040 | val Loss: 0.851661
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1040 | test Loss: 0.765911
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1041 | Training Loss: 0.319463
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1041 | val Loss: 0.851623
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1041 | test Loss: 0.765594
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1042 | Training Loss: 0.320797
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1042 | val Loss: 0.851588
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1042 | test Loss: 0.765290
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1043 | Training Loss: 0.319860
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1043 | val Loss: 0.851699
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1043 | test Loss: 0.765772
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1044 | Training Loss: 0.319392
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1044 | val Loss: 0.851815
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1044 | test Loss: 0.766221
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1045 | Training Loss: 0.319750
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1045 | val Loss: 0.852216
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1045 | test Loss: 0.768211
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1046 | Training Loss: 0.318033
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1046 | val Loss: 0.852655
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1046 | test Loss: 0.770037
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1047 | Training Loss: 0.320009
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1047 | val Loss: 0.853337
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1047 | test Loss: 0.772855
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1048 | Training Loss: 0.320319
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1048 | val Loss: 0.853381
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1048 | test Loss: 0.773208
ACC_test:0.673469387755102
auc_test:0.5876068376068376
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1049 | Training Loss: 0.321687
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1049 | val Loss: 0.852363
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1049 | test Loss: 0.769047
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1050 | Training Loss: 0.320333
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1050 | val Loss: 0.852048
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1050 | test Loss: 0.767132
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1051 | Training Loss: 0.318512
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1051 | val Loss: 0.852003
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1051 | test Loss: 0.766268
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1052 | Training Loss: 0.319965
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1052 | val Loss: 0.852362
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1052 | test Loss: 0.767454
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1053 | Training Loss: 0.318186
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1053 | val Loss: 0.853239
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1053 | test Loss: 0.770343
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1054 | Training Loss: 0.319440
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1054 | val Loss: 0.854003
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1054 | test Loss: 0.772680
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1055 | Training Loss: 0.317892
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1055 | val Loss: 0.853617
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1055 | test Loss: 0.771060
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1056 | Training Loss: 0.317502
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1056 | val Loss: 0.853114
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1056 | test Loss: 0.769141
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1057 | Training Loss: 0.318092
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1057 | val Loss: 0.853067
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1057 | test Loss: 0.768952
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1058 | Training Loss: 0.318699
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1058 | val Loss: 0.853051
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1058 | test Loss: 0.768857
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1059 | Training Loss: 0.317433
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1059 | val Loss: 0.852913
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1059 | test Loss: 0.768123
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1060 | Training Loss: 0.320590
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1060 | val Loss: 0.854244
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1060 | test Loss: 0.772388
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1061 | Training Loss: 0.320053
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1061 | val Loss: 0.854826
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1061 | test Loss: 0.774244
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1062 | Training Loss: 0.317286
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1062 | val Loss: 0.854071
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1062 | test Loss: 0.771623
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1063 | Training Loss: 0.317825
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1063 | val Loss: 0.852981
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1063 | test Loss: 0.767801
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1064 | Training Loss: 0.321914
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1064 | val Loss: 0.852144
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1064 | test Loss: 0.762208
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1065 | Training Loss: 0.320602
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1065 | val Loss: 0.852318
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1065 | test Loss: 0.761398
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1066 | Training Loss: 0.318917
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1066 | val Loss: 0.852815
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1066 | test Loss: 0.764280
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1067 | Training Loss: 0.318797
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1067 | val Loss: 0.853759
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1067 | test Loss: 0.766835
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1068 | Training Loss: 0.320374
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1068 | val Loss: 0.854031
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1068 | test Loss: 0.767355
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1069 | Training Loss: 0.319602
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1069 | val Loss: 0.853539
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1069 | test Loss: 0.765975
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1070 | Training Loss: 0.318258
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1070 | val Loss: 0.853080
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1070 | test Loss: 0.764302
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1071 | Training Loss: 0.320189
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1071 | val Loss: 0.853271
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1071 | test Loss: 0.765109
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1072 | Training Loss: 0.318666
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1072 | val Loss: 0.854342
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1072 | test Loss: 0.768506
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1073 | Training Loss: 0.318581
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1073 | val Loss: 0.855694
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1073 | test Loss: 0.772649
ACC_test:0.673469387755102
auc_test:0.576923076923077
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1074 | Training Loss: 0.319019
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1074 | val Loss: 0.855809
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1074 | test Loss: 0.772889
ACC_test:0.673469387755102
auc_test:0.576923076923077
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1075 | Training Loss: 0.318384
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1075 | val Loss: 0.854551
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1075 | test Loss: 0.768666
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1076 | Training Loss: 0.318287
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1076 | val Loss: 0.854134
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1076 | test Loss: 0.767331
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1077 | Training Loss: 0.317162
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1077 | val Loss: 0.854135
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1077 | test Loss: 0.767073
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1078 | Training Loss: 0.317064
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1078 | val Loss: 0.853903
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1078 | test Loss: 0.766386
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1079 | Training Loss: 0.318555
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1079 | val Loss: 0.853834
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1079 | test Loss: 0.766512
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1080 | Training Loss: 0.318477
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1080 | val Loss: 0.853500
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1080 | test Loss: 0.765853
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1081 | Training Loss: 0.319706
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1081 | val Loss: 0.853737
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1081 | test Loss: 0.766561
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1082 | Training Loss: 0.318422
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1082 | val Loss: 0.854699
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1082 | test Loss: 0.768970
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1083 | Training Loss: 0.319255
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1083 | val Loss: 0.854588
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1083 | test Loss: 0.768532
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1084 | Training Loss: 0.319996
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1084 | val Loss: 0.854069
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1084 | test Loss: 0.766947
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1085 | Training Loss: 0.319667
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1085 | val Loss: 0.853921
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1085 | test Loss: 0.766428
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1086 | Training Loss: 0.320531
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1086 | val Loss: 0.853642
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1086 | test Loss: 0.765614
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1087 | Training Loss: 0.321930
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1087 | val Loss: 0.854218
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1087 | test Loss: 0.766980
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1088 | Training Loss: 0.317252
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1088 | val Loss: 0.854999
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1088 | test Loss: 0.769337
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1089 | Training Loss: 0.320202
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1089 | val Loss: 0.854837
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1089 | test Loss: 0.769119
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1090 | Training Loss: 0.317009
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1090 | val Loss: 0.854103
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1090 | test Loss: 0.767245
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1091 | Training Loss: 0.317613
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1091 | val Loss: 0.853940
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1091 | test Loss: 0.766803
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1092 | Training Loss: 0.319682
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1092 | val Loss: 0.854234
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1092 | test Loss: 0.767635
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1093 | Training Loss: 0.318162
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1093 | val Loss: 0.854846
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1093 | test Loss: 0.769454
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1094 | Training Loss: 0.318678
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1094 | val Loss: 0.855323
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1094 | test Loss: 0.770941
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1095 | Training Loss: 0.319515
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1095 | val Loss: 0.856141
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1095 | test Loss: 0.773355
ACC_test:0.673469387755102
auc_test:0.5747863247863249
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1096 | Training Loss: 0.320379
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1096 | val Loss: 0.856440
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1096 | test Loss: 0.774386
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1097 | Training Loss: 0.317539
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1097 | val Loss: 0.855937
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1097 | test Loss: 0.772745
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1098 | Training Loss: 0.318968
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1098 | val Loss: 0.854175
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1098 | test Loss: 0.767576
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1099 | Training Loss: 0.318342
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1099 | val Loss: 0.852973
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1099 | test Loss: 0.764150
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1100 | Training Loss: 0.319814
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1100 | val Loss: 0.852785
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1100 | test Loss: 0.763710
ACC_test:0.6326530612244898
auc_test:0.5961538461538463
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1101 | Training Loss: 0.318422
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1101 | val Loss: 0.852768
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1101 | test Loss: 0.764279
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1102 | Training Loss: 0.317815
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1102 | val Loss: 0.853021
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1102 | test Loss: 0.765713
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1103 | Training Loss: 0.316588
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1103 | val Loss: 0.853398
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1103 | test Loss: 0.767192
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1104 | Training Loss: 0.319268
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1104 | val Loss: 0.853414
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1104 | test Loss: 0.767473
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1105 | Training Loss: 0.319788
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1105 | val Loss: 0.853383
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1105 | test Loss: 0.767430
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1106 | Training Loss: 0.317160
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1106 | val Loss: 0.853217
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1106 | test Loss: 0.766958
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1107 | Training Loss: 0.317221
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1107 | val Loss: 0.853020
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1107 | test Loss: 0.766437
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1108 | Training Loss: 0.321268
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1108 | val Loss: 0.853396
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1108 | test Loss: 0.768017
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1109 | Training Loss: 0.317201
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1109 | val Loss: 0.854140
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1109 | test Loss: 0.770646
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1110 | Training Loss: 0.318693
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1110 | val Loss: 0.854105
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1110 | test Loss: 0.770641
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1111 | Training Loss: 0.317946
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1111 | val Loss: 0.853587
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1111 | test Loss: 0.768893
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1112 | Training Loss: 0.319884
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1112 | val Loss: 0.854013
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1112 | test Loss: 0.770506
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1113 | Training Loss: 0.323042
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1113 | val Loss: 0.853309
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1113 | test Loss: 0.768551
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1114 | Training Loss: 0.317796
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1114 | val Loss: 0.852771
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1114 | test Loss: 0.766165
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1115 | Training Loss: 0.317977
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1115 | val Loss: 0.852660
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1115 | test Loss: 0.764266
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1116 | Training Loss: 0.317263
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1116 | val Loss: 0.852715
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1116 | test Loss: 0.764307
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1117 | Training Loss: 0.317852
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1117 | val Loss: 0.853013
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1117 | test Loss: 0.766955
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1118 | Training Loss: 0.318583
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1118 | val Loss: 0.853411
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1118 | test Loss: 0.768948
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1119 | Training Loss: 0.316174
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1119 | val Loss: 0.854076
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1119 | test Loss: 0.771221
ACC_test:0.6530612244897959
auc_test:0.5726495726495727
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1120 | Training Loss: 0.319556
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1120 | val Loss: 0.854246
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1120 | test Loss: 0.771940
ACC_test:0.6530612244897959
auc_test:0.5683760683760685
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1121 | Training Loss: 0.318273
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1121 | val Loss: 0.853549
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1121 | test Loss: 0.769775
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1122 | Training Loss: 0.318935
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1122 | val Loss: 0.853101
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1122 | test Loss: 0.768611
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1123 | Training Loss: 0.318009
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1123 | val Loss: 0.852821
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1123 | test Loss: 0.767872
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1124 | Training Loss: 0.317781
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1124 | val Loss: 0.852576
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1124 | test Loss: 0.766929
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1125 | Training Loss: 0.319152
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1125 | val Loss: 0.852590
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1125 | test Loss: 0.766896
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1126 | Training Loss: 0.318017
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1126 | val Loss: 0.852948
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1126 | test Loss: 0.767932
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1127 | Training Loss: 0.317049
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1127 | val Loss: 0.853651
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1127 | test Loss: 0.769676
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1128 | Training Loss: 0.319470
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1128 | val Loss: 0.853343
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1128 | test Loss: 0.768550
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1129 | Training Loss: 0.317503
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1129 | val Loss: 0.852289
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1129 | test Loss: 0.765249
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1130 | Training Loss: 0.317566
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1130 | val Loss: 0.852153
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1130 | test Loss: 0.763801
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1131 | Training Loss: 0.318210
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1131 | val Loss: 0.852198
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1131 | test Loss: 0.764870
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1132 | Training Loss: 0.317338
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1132 | val Loss: 0.852870
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1132 | test Loss: 0.767863
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1133 | Training Loss: 0.318795
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1133 | val Loss: 0.853180
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1133 | test Loss: 0.769332
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1134 | Training Loss: 0.316255
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1134 | val Loss: 0.852771
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1134 | test Loss: 0.768427
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1135 | Training Loss: 0.317824
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1135 | val Loss: 0.852874
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1135 | test Loss: 0.768802
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1136 | Training Loss: 0.316229
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1136 | val Loss: 0.853112
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1136 | test Loss: 0.769616
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1137 | Training Loss: 0.317536
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1137 | val Loss: 0.853591
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1137 | test Loss: 0.770893
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1138 | Training Loss: 0.316993
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1138 | val Loss: 0.853702
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1138 | test Loss: 0.771221
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1139 | Training Loss: 0.319137
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1139 | val Loss: 0.853254
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1139 | test Loss: 0.769807
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1140 | Training Loss: 0.316571
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1140 | val Loss: 0.852504
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1140 | test Loss: 0.767599
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1141 | Training Loss: 0.316744
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1141 | val Loss: 0.852406
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1141 | test Loss: 0.767201
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1142 | Training Loss: 0.318608
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1142 | val Loss: 0.853739
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1142 | test Loss: 0.770566
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1143 | Training Loss: 0.317014
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1143 | val Loss: 0.854998
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1143 | test Loss: 0.773786
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1144 | Training Loss: 0.321674
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1144 | val Loss: 0.854391
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1144 | test Loss: 0.771925
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1145 | Training Loss: 0.319012
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1145 | val Loss: 0.852820
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1145 | test Loss: 0.767823
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1146 | Training Loss: 0.316926
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1146 | val Loss: 0.852903
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1146 | test Loss: 0.767810
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1147 | Training Loss: 0.318134
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1147 | val Loss: 0.853091
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1147 | test Loss: 0.768022
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1148 | Training Loss: 0.318982
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1148 | val Loss: 0.852750
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1148 | test Loss: 0.766446
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1149 | Training Loss: 0.315853
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1149 | val Loss: 0.852738
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1149 | test Loss: 0.765984
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1150 | Training Loss: 0.316993
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1150 | val Loss: 0.853052
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1150 | test Loss: 0.767211
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1151 | Training Loss: 0.315914
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1151 | val Loss: 0.853413
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1151 | test Loss: 0.768460
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1152 | Training Loss: 0.316524
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1152 | val Loss: 0.854214
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1152 | test Loss: 0.770564
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1153 | Training Loss: 0.317198
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1153 | val Loss: 0.854888
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1153 | test Loss: 0.772636
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1154 | Training Loss: 0.318797
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1154 | val Loss: 0.854521
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1154 | test Loss: 0.771972
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1155 | Training Loss: 0.316156
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1155 | val Loss: 0.853838
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1155 | test Loss: 0.770471
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1156 | Training Loss: 0.316221
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1156 | val Loss: 0.853557
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1156 | test Loss: 0.769541
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1157 | Training Loss: 0.317554
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1157 | val Loss: 0.853266
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1157 | test Loss: 0.768658
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1158 | Training Loss: 0.317959
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1158 | val Loss: 0.853367
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1158 | test Loss: 0.768519
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1159 | Training Loss: 0.318236
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1159 | val Loss: 0.853932
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1159 | test Loss: 0.769622
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1160 | Training Loss: 0.319735
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1160 | val Loss: 0.853808
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1160 | test Loss: 0.769831
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1161 | Training Loss: 0.316639
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1161 | val Loss: 0.853774
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1161 | test Loss: 0.769893
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1162 | Training Loss: 0.316795
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1162 | val Loss: 0.853763
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1162 | test Loss: 0.769856
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1163 | Training Loss: 0.319211
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1163 | val Loss: 0.854295
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1163 | test Loss: 0.771144
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1164 | Training Loss: 0.316752
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1164 | val Loss: 0.854322
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1164 | test Loss: 0.771068
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1165 | Training Loss: 0.317235
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1165 | val Loss: 0.854767
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1165 | test Loss: 0.771932
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1166 | Training Loss: 0.318313
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1166 | val Loss: 0.854564
ACC_val:0.65
auc_val:0.445141065830721
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1166 | test Loss: 0.771185
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1167 | Training Loss: 0.317194
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1167 | val Loss: 0.853968
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1167 | test Loss: 0.769980
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1168 | Training Loss: 0.316372
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1168 | val Loss: 0.853520
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1168 | test Loss: 0.769030
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1169 | Training Loss: 0.318266
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1169 | val Loss: 0.853513
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1169 | test Loss: 0.769044
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1170 | Training Loss: 0.316575
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1170 | val Loss: 0.853659
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1170 | test Loss: 0.769636
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1171 | Training Loss: 0.318153
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1171 | val Loss: 0.852859
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1171 | test Loss: 0.767771
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1172 | Training Loss: 0.316469
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1172 | val Loss: 0.852641
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1172 | test Loss: 0.767290
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1173 | Training Loss: 0.319406
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1173 | val Loss: 0.852849
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1173 | test Loss: 0.768493
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1174 | Training Loss: 0.318161
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1174 | val Loss: 0.854049
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1174 | test Loss: 0.772422
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1175 | Training Loss: 0.317247
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1175 | val Loss: 0.856220
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1175 | test Loss: 0.779003
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1176 | Training Loss: 0.321090
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1176 | val Loss: 0.854243
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1176 | test Loss: 0.772812
ACC_test:0.6326530612244898
auc_test:0.5726495726495726
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1177 | Training Loss: 0.315753
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1177 | val Loss: 0.853572
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1177 | test Loss: 0.770590
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1178 | Training Loss: 0.317059
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1178 | val Loss: 0.854195
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1178 | test Loss: 0.772046
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1179 | Training Loss: 0.316836
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1179 | val Loss: 0.855165
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1179 | test Loss: 0.774675
ACC_test:0.6530612244897959
auc_test:0.5726495726495727
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1180 | Training Loss: 0.318192
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1180 | val Loss: 0.854635
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1180 | test Loss: 0.772965
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1181 | Training Loss: 0.316376
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1181 | val Loss: 0.853757
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1181 | test Loss: 0.770100
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1182 | Training Loss: 0.317915
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1182 | val Loss: 0.853295
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1182 | test Loss: 0.768259
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1183 | Training Loss: 0.317583
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1183 | val Loss: 0.853753
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1183 | test Loss: 0.769174
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1184 | Training Loss: 0.316504
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1184 | val Loss: 0.854142
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1184 | test Loss: 0.769554
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1185 | Training Loss: 0.316344
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1185 | val Loss: 0.854390
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1185 | test Loss: 0.769631
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1186 | Training Loss: 0.316863
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1186 | val Loss: 0.854964
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1186 | test Loss: 0.770653
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1187 | Training Loss: 0.317358
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1187 | val Loss: 0.855217
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1187 | test Loss: 0.771176
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1188 | Training Loss: 0.316877
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1188 | val Loss: 0.855196
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1188 | test Loss: 0.771066
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1189 | Training Loss: 0.315810
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1189 | val Loss: 0.855454
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1189 | test Loss: 0.771691
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1190 | Training Loss: 0.316825
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1190 | val Loss: 0.855493
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1190 | test Loss: 0.772101
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1191 | Training Loss: 0.318262
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1191 | val Loss: 0.855832
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1191 | test Loss: 0.773033
ACC_test:0.673469387755102
auc_test:0.5790598290598291
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1192 | Training Loss: 0.318912
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1192 | val Loss: 0.854397
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1192 | test Loss: 0.769785
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1193 | Training Loss: 0.315967
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1193 | val Loss: 0.853413
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1193 | test Loss: 0.768001
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1194 | Training Loss: 0.316853
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1194 | val Loss: 0.853259
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1194 | test Loss: 0.767570
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1195 | Training Loss: 0.317864
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1195 | val Loss: 0.854417
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1195 | test Loss: 0.769879
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1196 | Training Loss: 0.315843
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1196 | val Loss: 0.856111
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1196 | test Loss: 0.773767
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1197 | Training Loss: 0.315978
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1197 | val Loss: 0.857032
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1197 | test Loss: 0.776551
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1198 | Training Loss: 0.319422
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1198 | val Loss: 0.857016
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1198 | test Loss: 0.775972
ACC_test:0.673469387755102
auc_test:0.5726495726495726
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1199 | Training Loss: 0.317731
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1199 | val Loss: 0.855133
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1199 | test Loss: 0.770653
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1200 | Training Loss: 0.316549
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1200 | val Loss: 0.853852
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1200 | test Loss: 0.768387
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1201 | Training Loss: 0.320055
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1201 | val Loss: 0.853099
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1201 | test Loss: 0.766630
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1202 | Training Loss: 0.317521
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1202 | val Loss: 0.853258
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1202 | test Loss: 0.766927
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1203 | Training Loss: 0.318202
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1203 | val Loss: 0.854597
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1203 | test Loss: 0.768845
ACC_test:0.6326530612244898
auc_test:0.5705128205128205
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1204 | Training Loss: 0.318093
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1204 | val Loss: 0.856354
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1204 | test Loss: 0.772476
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1205 | Training Loss: 0.317216
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1205 | val Loss: 0.857062
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1205 | test Loss: 0.774723
ACC_test:0.673469387755102
auc_test:0.5726495726495726
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1206 | Training Loss: 0.317868
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1206 | val Loss: 0.855523
ACC_val:0.65
auc_val:0.4482758620689655
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1206 | test Loss: 0.771407
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1207 | Training Loss: 0.316447
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1207 | val Loss: 0.854520
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1207 | test Loss: 0.769872
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1208 | Training Loss: 0.318203
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1208 | val Loss: 0.854413
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1208 | test Loss: 0.769911
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1209 | Training Loss: 0.317285
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1209 | val Loss: 0.854006
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1209 | test Loss: 0.769400
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1210 | Training Loss: 0.317439
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1210 | val Loss: 0.853872
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1210 | test Loss: 0.769404
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1211 | Training Loss: 0.315847
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1211 | val Loss: 0.853962
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1211 | test Loss: 0.769729
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1212 | Training Loss: 0.315721
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1212 | val Loss: 0.854027
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1212 | test Loss: 0.769887
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1213 | Training Loss: 0.317339
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1213 | val Loss: 0.854186
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1213 | test Loss: 0.770090
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1214 | Training Loss: 0.317126
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1214 | val Loss: 0.854208
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1214 | test Loss: 0.769962
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1215 | Training Loss: 0.316236
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1215 | val Loss: 0.854552
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1215 | test Loss: 0.770674
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1216 | Training Loss: 0.316740
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1216 | val Loss: 0.854314
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1216 | test Loss: 0.770147
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1217 | Training Loss: 0.317642
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1217 | val Loss: 0.853969
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1217 | test Loss: 0.769781
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1218 | Training Loss: 0.316473
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1218 | val Loss: 0.852683
ACC_val:0.7
auc_val:0.4357366771159875
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1218 | test Loss: 0.767827
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1219 | Training Loss: 0.317995
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1219 | val Loss: 0.852564
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1219 | test Loss: 0.767375
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1220 | Training Loss: 0.316879
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1220 | val Loss: 0.852808
ACC_val:0.7
auc_val:0.4357366771159875
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1220 | test Loss: 0.768319
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1221 | Training Loss: 0.316830
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1221 | val Loss: 0.854327
ACC_val:0.65
auc_val:0.44200626959247646
f1_weighted_val:0.60078125
f1_macro_val:0.45312500000000006
 ==  Epoch: 1221 | test Loss: 0.772495
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1222 | Training Loss: 0.317420
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1222 | val Loss: 0.856222
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1222 | test Loss: 0.779693
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1223 | Training Loss: 0.317084
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1223 | val Loss: 0.855629
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1223 | test Loss: 0.778962
ACC_test:0.673469387755102
auc_test:0.5833333333333333
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1224 | Training Loss: 0.316949
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1224 | val Loss: 0.854077
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1224 | test Loss: 0.774307
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1225 | Training Loss: 0.316139
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1225 | val Loss: 0.853128
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1225 | test Loss: 0.771519
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1226 | Training Loss: 0.317749
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1226 | val Loss: 0.852485
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1226 | test Loss: 0.769441
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1227 | Training Loss: 0.317082
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1227 | val Loss: 0.852299
ACC_val:0.7
auc_val:0.4357366771159875
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1227 | test Loss: 0.768243
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1228 | Training Loss: 0.316280
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1228 | val Loss: 0.852423
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1228 | test Loss: 0.769137
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1229 | Training Loss: 0.319257
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1229 | val Loss: 0.852224
ACC_val:0.7
auc_val:0.4357366771159875
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1229 | test Loss: 0.768092
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1230 | Training Loss: 0.317284
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1230 | val Loss: 0.852210
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1230 | test Loss: 0.767800
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1231 | Training Loss: 0.315865
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1231 | val Loss: 0.852299
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1231 | test Loss: 0.768133
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1232 | Training Loss: 0.315263
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1232 | val Loss: 0.852666
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1232 | test Loss: 0.769278
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1233 | Training Loss: 0.316098
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1233 | val Loss: 0.852990
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1233 | test Loss: 0.770262
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1234 | Training Loss: 0.315591
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1234 | val Loss: 0.853128
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1234 | test Loss: 0.770658
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1235 | Training Loss: 0.315702
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1235 | val Loss: 0.852765
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1235 | test Loss: 0.769732
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1236 | Training Loss: 0.317131
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1236 | val Loss: 0.852308
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1236 | test Loss: 0.768577
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1237 | Training Loss: 0.316890
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1237 | val Loss: 0.852291
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1237 | test Loss: 0.768720
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1238 | Training Loss: 0.315269
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1238 | val Loss: 0.852392
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1238 | test Loss: 0.769089
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1239 | Training Loss: 0.315989
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1239 | val Loss: 0.852855
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1239 | test Loss: 0.770314
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1240 | Training Loss: 0.315646
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1240 | val Loss: 0.853232
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1240 | test Loss: 0.771212
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1241 | Training Loss: 0.319745
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1241 | val Loss: 0.851583
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1241 | test Loss: 0.767562
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1242 | Training Loss: 0.317949
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1242 | val Loss: 0.851216
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1242 | test Loss: 0.766496
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1243 | Training Loss: 0.316345
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1243 | val Loss: 0.851245
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1243 | test Loss: 0.767338
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1244 | Training Loss: 0.315748
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1244 | val Loss: 0.852094
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1244 | test Loss: 0.769179
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1245 | Training Loss: 0.317130
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1245 | val Loss: 0.853101
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1245 | test Loss: 0.771601
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1246 | Training Loss: 0.316288
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1246 | val Loss: 0.852932
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1246 | test Loss: 0.771077
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1247 | Training Loss: 0.316119
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1247 | val Loss: 0.852853
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1247 | test Loss: 0.770791
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1248 | Training Loss: 0.317159
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1248 | val Loss: 0.852956
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1248 | test Loss: 0.770916
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1249 | Training Loss: 0.317171
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1249 | val Loss: 0.852319
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1249 | test Loss: 0.769553
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1250 | Training Loss: 0.316992
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1250 | val Loss: 0.851404
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1250 | test Loss: 0.767697
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1251 | Training Loss: 0.316938
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1251 | val Loss: 0.851066
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1251 | test Loss: 0.766419
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1252 | Training Loss: 0.316777
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1252 | val Loss: 0.851149
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1252 | test Loss: 0.766683
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1253 | Training Loss: 0.318925
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1253 | val Loss: 0.851251
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1253 | test Loss: 0.767085
ACC_test:0.6326530612244898
auc_test:0.6004273504273505
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1254 | Training Loss: 0.317910
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1254 | val Loss: 0.851423
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1254 | test Loss: 0.767505
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1255 | Training Loss: 0.318289
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1255 | val Loss: 0.851528
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1255 | test Loss: 0.767655
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1256 | Training Loss: 0.315788
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1256 | val Loss: 0.852194
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1256 | test Loss: 0.769241
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1257 | Training Loss: 0.318218
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1257 | val Loss: 0.853486
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1257 | test Loss: 0.772034
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1258 | Training Loss: 0.315065
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1258 | val Loss: 0.853690
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1258 | test Loss: 0.772471
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1259 | Training Loss: 0.318626
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1259 | val Loss: 0.853515
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1259 | test Loss: 0.771946
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1260 | Training Loss: 0.318023
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1260 | val Loss: 0.852625
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1260 | test Loss: 0.769447
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1261 | Training Loss: 0.317235
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1261 | val Loss: 0.852749
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1261 | test Loss: 0.769115
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1262 | Training Loss: 0.315476
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1262 | val Loss: 0.853111
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1262 | test Loss: 0.769469
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1263 | Training Loss: 0.316887
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1263 | val Loss: 0.852966
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1263 | test Loss: 0.769107
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1264 | Training Loss: 0.317312
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1264 | val Loss: 0.852973
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1264 | test Loss: 0.769361
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1265 | Training Loss: 0.316968
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1265 | val Loss: 0.853937
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1265 | test Loss: 0.771439
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1266 | Training Loss: 0.316731
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1266 | val Loss: 0.854262
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1266 | test Loss: 0.772528
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1267 | Training Loss: 0.315755
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1267 | val Loss: 0.853547
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1267 | test Loss: 0.771422
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1268 | Training Loss: 0.315302
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1268 | val Loss: 0.853100
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1268 | test Loss: 0.770766
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1269 | Training Loss: 0.315732
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1269 | val Loss: 0.853175
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1269 | test Loss: 0.770998
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1270 | Training Loss: 0.315924
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1270 | val Loss: 0.852905
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1270 | test Loss: 0.770435
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1271 | Training Loss: 0.316588
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1271 | val Loss: 0.852735
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1271 | test Loss: 0.770012
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1272 | Training Loss: 0.315836
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1272 | val Loss: 0.852907
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1272 | test Loss: 0.770263
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1273 | Training Loss: 0.316984
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1273 | val Loss: 0.852838
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1273 | test Loss: 0.770095
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1274 | Training Loss: 0.317018
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1274 | val Loss: 0.852980
ACC_val:0.675
auc_val:0.4467084639498433
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1274 | test Loss: 0.770354
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1275 | Training Loss: 0.315992
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1275 | val Loss: 0.852564
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1275 | test Loss: 0.769667
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1276 | Training Loss: 0.316118
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1276 | val Loss: 0.852504
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1276 | test Loss: 0.769474
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1277 | Training Loss: 0.316295
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1277 | val Loss: 0.852326
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1277 | test Loss: 0.769091
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1278 | Training Loss: 0.317287
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1278 | val Loss: 0.853081
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1278 | test Loss: 0.771088
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1279 | Training Loss: 0.317462
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1279 | val Loss: 0.854909
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1279 | test Loss: 0.776744
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1280 | Training Loss: 0.315796
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1280 | val Loss: 0.855489
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1280 | test Loss: 0.779369
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1281 | Training Loss: 0.318490
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1281 | val Loss: 0.853847
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1281 | test Loss: 0.774430
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1282 | Training Loss: 0.317806
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1282 | val Loss: 0.852942
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1282 | test Loss: 0.771695
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1283 | Training Loss: 0.316353
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1283 | val Loss: 0.853132
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1283 | test Loss: 0.771651
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1284 | Training Loss: 0.317897
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1284 | val Loss: 0.852533
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1284 | test Loss: 0.770027
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1285 | Training Loss: 0.316043
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1285 | val Loss: 0.853262
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1285 | test Loss: 0.771469
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1286 | Training Loss: 0.316381
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1286 | val Loss: 0.854033
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1286 | test Loss: 0.773101
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1287 | Training Loss: 0.316452
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1287 | val Loss: 0.853821
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1287 | test Loss: 0.772701
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1288 | Training Loss: 0.316381
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1288 | val Loss: 0.853294
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1288 | test Loss: 0.771729
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1289 | Training Loss: 0.316916
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1289 | val Loss: 0.853833
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1289 | test Loss: 0.773794
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1290 | Training Loss: 0.319274
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1290 | val Loss: 0.853345
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1290 | test Loss: 0.773388
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1291 | Training Loss: 0.320245
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1291 | val Loss: 0.851568
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1291 | test Loss: 0.770099
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1292 | Training Loss: 0.315572
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1292 | val Loss: 0.851521
ACC_val:0.7
auc_val:0.4373040752351097
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1292 | test Loss: 0.767390
ACC_test:0.6122448979591837
auc_test:0.594017094017094
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1293 | Training Loss: 0.317056
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1293 | val Loss: 0.851785
ACC_val:0.7
auc_val:0.43573667711598746
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1293 | test Loss: 0.766520
ACC_test:0.6122448979591837
auc_test:0.5918803418803419
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1294 | Training Loss: 0.316349
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1294 | val Loss: 0.851440
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1294 | test Loss: 0.768801
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1295 | Training Loss: 0.316883
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1295 | val Loss: 0.851738
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1295 | test Loss: 0.770892
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1296 | Training Loss: 0.315815
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1296 | val Loss: 0.852774
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1296 | test Loss: 0.775261
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1297 | Training Loss: 0.317773
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1297 | val Loss: 0.852673
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1297 | test Loss: 0.775430
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1298 | Training Loss: 0.314921
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1298 | val Loss: 0.852171
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1298 | test Loss: 0.774287
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1299 | Training Loss: 0.315916
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1299 | val Loss: 0.851768
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1299 | test Loss: 0.772928
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1300 | Training Loss: 0.315879
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1300 | val Loss: 0.851611
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1300 | test Loss: 0.772376
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1301 | Training Loss: 0.316524
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1301 | val Loss: 0.851595
ACC_val:0.675
auc_val:0.43573667711598746
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1301 | test Loss: 0.772288
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1302 | Training Loss: 0.316052
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1302 | val Loss: 0.851637
ACC_val:0.675
auc_val:0.43573667711598746
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1302 | test Loss: 0.772372
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1303 | Training Loss: 0.315955
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1303 | val Loss: 0.851689
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1303 | test Loss: 0.772459
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1304 | Training Loss: 0.316022
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1304 | val Loss: 0.851676
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1304 | test Loss: 0.772376
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1305 | Training Loss: 0.316858
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1305 | val Loss: 0.853055
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1305 | test Loss: 0.776600
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1306 | Training Loss: 0.315856
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1306 | val Loss: 0.853633
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1306 | test Loss: 0.778870
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 1307 | Training Loss: 0.315587
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1307 | val Loss: 0.852617
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1307 | test Loss: 0.775819
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1308 | Training Loss: 0.315181
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1308 | val Loss: 0.851989
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1308 | test Loss: 0.773852
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1309 | Training Loss: 0.317738
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1309 | val Loss: 0.851298
ACC_val:0.675
auc_val:0.438871473354232
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1309 | test Loss: 0.771642
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1310 | Training Loss: 0.315673
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1310 | val Loss: 0.850863
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1310 | test Loss: 0.769796
ACC_test:0.6326530612244898
auc_test:0.5961538461538463
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1311 | Training Loss: 0.317942
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1311 | val Loss: 0.850793
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1311 | test Loss: 0.769221
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1312 | Training Loss: 0.316424
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1312 | val Loss: 0.850734
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1312 | test Loss: 0.768700
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1313 | Training Loss: 0.315375
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1313 | val Loss: 0.850676
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1313 | test Loss: 0.768810
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1314 | Training Loss: 0.315767
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1314 | val Loss: 0.850738
ACC_val:0.7
auc_val:0.438871473354232
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1314 | test Loss: 0.770445
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1315 | Training Loss: 0.316054
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1315 | val Loss: 0.851230
ACC_val:0.675
auc_val:0.4420062695924765
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1315 | test Loss: 0.772422
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1316 | Training Loss: 0.315484
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1316 | val Loss: 0.851646
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1316 | test Loss: 0.773769
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1317 | Training Loss: 0.315848
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1317 | val Loss: 0.851860
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1317 | test Loss: 0.774365
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1318 | Training Loss: 0.315962
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1318 | val Loss: 0.851781
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1318 | test Loss: 0.773905
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1319 | Training Loss: 0.315721
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1319 | val Loss: 0.851107
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1319 | test Loss: 0.771940
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1320 | Training Loss: 0.315971
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1320 | val Loss: 0.850936
ACC_val:0.675
auc_val:0.4420062695924765
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1320 | test Loss: 0.771429
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1321 | Training Loss: 0.316816
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1321 | val Loss: 0.851598
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1321 | test Loss: 0.773290
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1322 | Training Loss: 0.316328
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1322 | val Loss: 0.852812
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1322 | test Loss: 0.776549
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1323 | Training Loss: 0.316378
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1323 | val Loss: 0.852632
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1323 | test Loss: 0.776279
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1324 | Training Loss: 0.318237
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1324 | val Loss: 0.850840
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1324 | test Loss: 0.771529
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1325 | Training Loss: 0.315634
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1325 | val Loss: 0.850651
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1325 | test Loss: 0.769005
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1326 | Training Loss: 0.315993
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1326 | val Loss: 0.850888
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1326 | test Loss: 0.768368
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1327 | Training Loss: 0.316129
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1327 | val Loss: 0.850724
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1327 | test Loss: 0.769376
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1328 | Training Loss: 0.319098
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1328 | val Loss: 0.852216
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1328 | test Loss: 0.774357
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1329 | Training Loss: 0.315400
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1329 | val Loss: 0.854125
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1329 | test Loss: 0.780152
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1330 | Training Loss: 0.316465
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1330 | val Loss: 0.854120
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1330 | test Loss: 0.780051
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1331 | Training Loss: 0.315207
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1331 | val Loss: 0.853329
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1331 | test Loss: 0.777278
ACC_test:0.6326530612244898
auc_test:0.5705128205128205
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 1332 | Training Loss: 0.318103
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1332 | val Loss: 0.851999
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1332 | test Loss: 0.773154
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1333 | Training Loss: 0.318258
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1333 | val Loss: 0.850987
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1333 | test Loss: 0.770392
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1334 | Training Loss: 0.315499
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1334 | val Loss: 0.850710
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1334 | test Loss: 0.768616
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1335 | Training Loss: 0.316258
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1335 | val Loss: 0.850807
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1335 | test Loss: 0.768177
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1336 | Training Loss: 0.316466
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1336 | val Loss: 0.850803
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1336 | test Loss: 0.768699
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1337 | Training Loss: 0.317565
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1337 | val Loss: 0.850883
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1337 | test Loss: 0.769411
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1338 | Training Loss: 0.316948
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1338 | val Loss: 0.851065
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1338 | test Loss: 0.770174
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1339 | Training Loss: 0.315699
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1339 | val Loss: 0.851340
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1339 | test Loss: 0.770805
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1340 | Training Loss: 0.316198
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1340 | val Loss: 0.851501
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1340 | test Loss: 0.770733
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1341 | Training Loss: 0.316385
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1341 | val Loss: 0.851422
ACC_val:0.675
auc_val:0.44200626959247646
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1341 | test Loss: 0.770421
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1342 | Training Loss: 0.314960
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1342 | val Loss: 0.851142
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1342 | test Loss: 0.769630
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1343 | Training Loss: 0.315323
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1343 | val Loss: 0.851198
ACC_val:0.675
auc_val:0.43887147335423193
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1343 | test Loss: 0.769669
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1344 | Training Loss: 0.315455
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1344 | val Loss: 0.851556
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1344 | test Loss: 0.770527
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1345 | Training Loss: 0.316307
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1345 | val Loss: 0.851168
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1345 | test Loss: 0.769544
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1346 | Training Loss: 0.315111
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1346 | val Loss: 0.851209
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1346 | test Loss: 0.769744
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1347 | Training Loss: 0.316469
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1347 | val Loss: 0.851093
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1347 | test Loss: 0.769765
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1348 | Training Loss: 0.315212
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1348 | val Loss: 0.850919
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1348 | test Loss: 0.769190
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1349 | Training Loss: 0.315772
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1349 | val Loss: 0.850901
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1349 | test Loss: 0.769075
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1350 | Training Loss: 0.315859
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1350 | val Loss: 0.850886
ACC_val:0.7
auc_val:0.44043887147335425
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1350 | test Loss: 0.768858
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1351 | Training Loss: 0.314718
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1351 | val Loss: 0.850955
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1351 | test Loss: 0.769153
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1352 | Training Loss: 0.315225
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1352 | val Loss: 0.851351
ACC_val:0.675
auc_val:0.4420062695924765
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1352 | test Loss: 0.770250
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1353 | Training Loss: 0.315786
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1353 | val Loss: 0.851930
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1353 | test Loss: 0.772022
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1354 | Training Loss: 0.317312
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1354 | val Loss: 0.851020
ACC_val:0.7
auc_val:0.4420062695924765
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1354 | test Loss: 0.769534
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1355 | Training Loss: 0.315848
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1355 | val Loss: 0.851079
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1355 | test Loss: 0.768899
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1356 | Training Loss: 0.316730
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1356 | val Loss: 0.850940
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1356 | test Loss: 0.770019
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1357 | Training Loss: 0.317384
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1357 | val Loss: 0.851625
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1357 | test Loss: 0.772178
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1358 | Training Loss: 0.316009
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1358 | val Loss: 0.852416
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1358 | test Loss: 0.774638
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1359 | Training Loss: 0.315765
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1359 | val Loss: 0.852696
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1359 | test Loss: 0.775309
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1360 | Training Loss: 0.314688
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1360 | val Loss: 0.852372
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1360 | test Loss: 0.774215
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1361 | Training Loss: 0.315659
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1361 | val Loss: 0.851648
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1361 | test Loss: 0.772212
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1362 | Training Loss: 0.315429
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1362 | val Loss: 0.851278
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1362 | test Loss: 0.771390
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1363 | Training Loss: 0.315257
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1363 | val Loss: 0.851287
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1363 | test Loss: 0.771520
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1364 | Training Loss: 0.315653
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1364 | val Loss: 0.851477
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1364 | test Loss: 0.772057
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1365 | Training Loss: 0.315208
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1365 | val Loss: 0.851346
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1365 | test Loss: 0.771823
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1366 | Training Loss: 0.315494
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1366 | val Loss: 0.851418
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1366 | test Loss: 0.772014
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1367 | Training Loss: 0.317124
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1367 | val Loss: 0.851401
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1367 | test Loss: 0.771677
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1368 | Training Loss: 0.314803
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1368 | val Loss: 0.851097
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1368 | test Loss: 0.770784
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1369 | Training Loss: 0.315542
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1369 | val Loss: 0.851115
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1369 | test Loss: 0.770485
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1370 | Training Loss: 0.315766
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1370 | val Loss: 0.851313
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1370 | test Loss: 0.770635
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1371 | Training Loss: 0.315450
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1371 | val Loss: 0.851145
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1371 | test Loss: 0.770132
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1372 | Training Loss: 0.316381
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1372 | val Loss: 0.851459
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1372 | test Loss: 0.770523
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1373 | Training Loss: 0.315143
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1373 | val Loss: 0.852186
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1373 | test Loss: 0.771826
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1374 | Training Loss: 0.316976
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1374 | val Loss: 0.851257
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1374 | test Loss: 0.770231
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1375 | Training Loss: 0.314973
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1375 | val Loss: 0.851056
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1375 | test Loss: 0.769933
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1376 | Training Loss: 0.316226
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1376 | val Loss: 0.851044
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1376 | test Loss: 0.769857
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1377 | Training Loss: 0.317305
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1377 | val Loss: 0.850972
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1377 | test Loss: 0.769520
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1378 | Training Loss: 0.315229
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1378 | val Loss: 0.851041
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1378 | test Loss: 0.769892
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1379 | Training Loss: 0.315762
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1379 | val Loss: 0.851418
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1379 | test Loss: 0.770913
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1380 | Training Loss: 0.315860
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1380 | val Loss: 0.852473
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1380 | test Loss: 0.772948
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1381 | Training Loss: 0.315617
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1381 | val Loss: 0.853229
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1381 | test Loss: 0.774487
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1382 | Training Loss: 0.315246
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1382 | val Loss: 0.852876
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1382 | test Loss: 0.773596
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1383 | Training Loss: 0.316024
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1383 | val Loss: 0.852779
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1383 | test Loss: 0.773336
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1384 | Training Loss: 0.314590
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1384 | val Loss: 0.852167
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1384 | test Loss: 0.772192
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1385 | Training Loss: 0.314940
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1385 | val Loss: 0.851677
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1385 | test Loss: 0.771522
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1386 | Training Loss: 0.314764
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1386 | val Loss: 0.851301
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1386 | test Loss: 0.771055
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1387 | Training Loss: 0.316033
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1387 | val Loss: 0.850881
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1387 | test Loss: 0.770474
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1388 | Training Loss: 0.314787
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1388 | val Loss: 0.850768
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1388 | test Loss: 0.770304
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1389 | Training Loss: 0.316028
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1389 | val Loss: 0.850733
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1389 | test Loss: 0.770193
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1390 | Training Loss: 0.315685
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1390 | val Loss: 0.850979
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1390 | test Loss: 0.770436
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1391 | Training Loss: 0.315595
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1391 | val Loss: 0.851286
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1391 | test Loss: 0.770691
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1392 | Training Loss: 0.315610
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1392 | val Loss: 0.851982
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1392 | test Loss: 0.771443
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1393 | Training Loss: 0.314456
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1393 | val Loss: 0.852728
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1393 | test Loss: 0.772468
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1394 | Training Loss: 0.315193
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1394 | val Loss: 0.853227
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1394 | test Loss: 0.773216
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1395 | Training Loss: 0.315733
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1395 | val Loss: 0.853000
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1395 | test Loss: 0.772925
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1396 | Training Loss: 0.316992
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1396 | val Loss: 0.851579
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1396 | test Loss: 0.770688
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1397 | Training Loss: 0.315912
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1397 | val Loss: 0.850676
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1397 | test Loss: 0.769386
ACC_test:0.6530612244897959
auc_test:0.5940170940170939
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1398 | Training Loss: 0.315378
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1398 | val Loss: 0.850537
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1398 | test Loss: 0.769131
ACC_test:0.6326530612244898
auc_test:0.5918803418803418
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1399 | Training Loss: 0.314766
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1399 | val Loss: 0.850822
ACC_val:0.725
auc_val:0.445141065830721
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1399 | test Loss: 0.769658
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1400 | Training Loss: 0.318244
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1400 | val Loss: 0.851104
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1400 | test Loss: 0.769906
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1401 | Training Loss: 0.315315
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1401 | val Loss: 0.851305
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1401 | test Loss: 0.770008
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1402 | Training Loss: 0.314653
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1402 | val Loss: 0.851785
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1402 | test Loss: 0.770526
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1403 | Training Loss: 0.315225
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1403 | val Loss: 0.853271
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1403 | test Loss: 0.772550
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1404 | Training Loss: 0.318132
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1404 | val Loss: 0.854137
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1404 | test Loss: 0.773814
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1405 | Training Loss: 0.315914
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1405 | val Loss: 0.854004
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1405 | test Loss: 0.773287
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1406 | Training Loss: 0.316113
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1406 | val Loss: 0.852662
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1406 | test Loss: 0.770670
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1407 | Training Loss: 0.316112
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1407 | val Loss: 0.851853
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1407 | test Loss: 0.769451
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1408 | Training Loss: 0.316154
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1408 | val Loss: 0.851710
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1408 | test Loss: 0.769252
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1409 | Training Loss: 0.315978
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1409 | val Loss: 0.851565
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1409 | test Loss: 0.769256
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1410 | Training Loss: 0.314860
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1410 | val Loss: 0.851496
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1410 | test Loss: 0.769302
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1411 | Training Loss: 0.315687
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1411 | val Loss: 0.851581
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1411 | test Loss: 0.769567
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1412 | Training Loss: 0.315036
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1412 | val Loss: 0.852061
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1412 | test Loss: 0.770476
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1413 | Training Loss: 0.315418
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1413 | val Loss: 0.853580
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1413 | test Loss: 0.773961
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1414 | Training Loss: 0.315007
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1414 | val Loss: 0.853976
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1414 | test Loss: 0.775484
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1415 | Training Loss: 0.316611
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1415 | val Loss: 0.852508
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1415 | test Loss: 0.772404
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1416 | Training Loss: 0.315329
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1416 | val Loss: 0.851296
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1416 | test Loss: 0.770528
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1417 | Training Loss: 0.315004
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1417 | val Loss: 0.850919
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1417 | test Loss: 0.769867
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1418 | Training Loss: 0.316090
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1418 | val Loss: 0.850968
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1418 | test Loss: 0.770010
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1419 | Training Loss: 0.315091
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1419 | val Loss: 0.851382
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1419 | test Loss: 0.770766
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1420 | Training Loss: 0.317077
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1420 | val Loss: 0.851047
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1420 | test Loss: 0.770294
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1421 | Training Loss: 0.315535
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1421 | val Loss: 0.850552
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1421 | test Loss: 0.769421
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1422 | Training Loss: 0.314908
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1422 | val Loss: 0.850492
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1422 | test Loss: 0.769344
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1423 | Training Loss: 0.315424
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1423 | val Loss: 0.850541
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1423 | test Loss: 0.769628
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1424 | Training Loss: 0.316171
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1424 | val Loss: 0.850922
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1424 | test Loss: 0.770408
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1425 | Training Loss: 0.315554
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1425 | val Loss: 0.851219
ACC_val:0.725
auc_val:0.445141065830721
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1425 | test Loss: 0.771128
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1426 | Training Loss: 0.315069
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1426 | val Loss: 0.851235
ACC_val:0.725
auc_val:0.445141065830721
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1426 | test Loss: 0.771262
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1427 | Training Loss: 0.317396
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1427 | val Loss: 0.851371
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1427 | test Loss: 0.771662
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1428 | Training Loss: 0.314521
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1428 | val Loss: 0.851243
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1428 | test Loss: 0.771758
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1429 | Training Loss: 0.315836
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1429 | val Loss: 0.850513
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1429 | test Loss: 0.770072
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1430 | Training Loss: 0.315567
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1430 | val Loss: 0.850313
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1430 | test Loss: 0.769386
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1431 | Training Loss: 0.314936
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1431 | val Loss: 0.850317
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1431 | test Loss: 0.769218
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1432 | Training Loss: 0.315690
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1432 | val Loss: 0.850368
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1432 | test Loss: 0.769392
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1433 | Training Loss: 0.314735
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1433 | val Loss: 0.850945
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1433 | test Loss: 0.770364
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1434 | Training Loss: 0.319234
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1434 | val Loss: 0.850513
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1434 | test Loss: 0.768883
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1435 | Training Loss: 0.316509
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1435 | val Loss: 0.850923
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1435 | test Loss: 0.768514
ACC_test:0.6122448979591837
auc_test:0.5918803418803419
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1436 | Training Loss: 0.316207
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1436 | val Loss: 0.851362
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1436 | test Loss: 0.768559
ACC_test:0.6122448979591837
auc_test:0.5982905982905983
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1437 | Training Loss: 0.315173
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1437 | val Loss: 0.851219
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1437 | test Loss: 0.768416
ACC_test:0.6122448979591837
auc_test:0.5918803418803419
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1438 | Training Loss: 0.315577
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1438 | val Loss: 0.851372
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1438 | test Loss: 0.768316
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1439 | Training Loss: 0.316535
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1439 | val Loss: 0.851832
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1439 | test Loss: 0.768149
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1440 | Training Loss: 0.316452
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1440 | val Loss: 0.852844
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1440 | test Loss: 0.768927
ACC_test:0.6530612244897959
auc_test:0.5758547008547009
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1441 | Training Loss: 0.316799
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1441 | val Loss: 0.852685
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1441 | test Loss: 0.768527
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1442 | Training Loss: 0.314927
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1442 | val Loss: 0.853013
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1442 | test Loss: 0.768627
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1443 | Training Loss: 0.317484
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1443 | val Loss: 0.852647
ACC_val:0.725
auc_val:0.45141065830721006
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1443 | test Loss: 0.768454
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1444 | Training Loss: 0.314872
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1444 | val Loss: 0.852074
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1444 | test Loss: 0.768725
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1445 | Training Loss: 0.314986
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1445 | val Loss: 0.852051
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1445 | test Loss: 0.769068
ACC_test:0.6530612244897959
auc_test:0.5982905982905983
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1446 | Training Loss: 0.315119
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1446 | val Loss: 0.852101
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1446 | test Loss: 0.769284
ACC_test:0.6122448979591837
auc_test:0.5961538461538461
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1447 | Training Loss: 0.316246
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1447 | val Loss: 0.852333
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1447 | test Loss: 0.769316
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1448 | Training Loss: 0.316019
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1448 | val Loss: 0.853121
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1448 | test Loss: 0.769760
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1449 | Training Loss: 0.314866
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1449 | val Loss: 0.853900
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1449 | test Loss: 0.770532
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1450 | Training Loss: 0.315490
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1450 | val Loss: 0.853622
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1450 | test Loss: 0.770430
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1451 | Training Loss: 0.314273
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1451 | val Loss: 0.852990
ACC_val:0.725
auc_val:0.45141065830721006
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1451 | test Loss: 0.770079
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1452 | Training Loss: 0.314664
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1452 | val Loss: 0.852744
ACC_val:0.725
auc_val:0.45141065830721006
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1452 | test Loss: 0.769922
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1453 | Training Loss: 0.316036
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1453 | val Loss: 0.852236
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1453 | test Loss: 0.769840
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1454 | Training Loss: 0.316973
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1454 | val Loss: 0.851851
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1454 | test Loss: 0.769778
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1455 | Training Loss: 0.315149
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1455 | val Loss: 0.851719
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1455 | test Loss: 0.769702
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1456 | Training Loss: 0.315225
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1456 | val Loss: 0.851837
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1456 | test Loss: 0.769673
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1457 | Training Loss: 0.316198
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1457 | val Loss: 0.851844
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1457 | test Loss: 0.769619
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1458 | Training Loss: 0.315800
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1458 | val Loss: 0.851799
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1458 | test Loss: 0.769638
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1459 | Training Loss: 0.314226
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1459 | val Loss: 0.851807
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1459 | test Loss: 0.769608
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1460 | Training Loss: 0.314633
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1460 | val Loss: 0.851778
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1460 | test Loss: 0.769538
ACC_test:0.6326530612244898
auc_test:0.5961538461538461
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1461 | Training Loss: 0.315566
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1461 | val Loss: 0.851995
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1461 | test Loss: 0.769460
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1462 | Training Loss: 0.314581
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1462 | val Loss: 0.852880
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1462 | test Loss: 0.770056
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1463 | Training Loss: 0.315497
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1463 | val Loss: 0.853343
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1463 | test Loss: 0.770747
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1464 | Training Loss: 0.315089
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1464 | val Loss: 0.852472
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1464 | test Loss: 0.769877
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1465 | Training Loss: 0.314575
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1465 | val Loss: 0.852155
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1465 | test Loss: 0.769774
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1466 | Training Loss: 0.315927
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1466 | val Loss: 0.852020
ACC_val:0.725
auc_val:0.45141065830721006
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1466 | test Loss: 0.769784
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1467 | Training Loss: 0.314892
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1467 | val Loss: 0.851656
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1467 | test Loss: 0.769596
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1468 | Training Loss: 0.315257
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1468 | val Loss: 0.851479
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1468 | test Loss: 0.769552
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1469 | Training Loss: 0.315714
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1469 | val Loss: 0.851599
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1469 | test Loss: 0.769612
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1470 | Training Loss: 0.314562
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1470 | val Loss: 0.852073
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1470 | test Loss: 0.769924
ACC_test:0.6530612244897959
auc_test:0.5876068376068377
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1471 | Training Loss: 0.316899
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1471 | val Loss: 0.852533
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1471 | test Loss: 0.770285
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1472 | Training Loss: 0.316169
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1472 | val Loss: 0.852070
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1472 | test Loss: 0.769666
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1473 | Training Loss: 0.315065
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1473 | val Loss: 0.851681
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1473 | test Loss: 0.769427
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1474 | Training Loss: 0.314888
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1474 | val Loss: 0.851492
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1474 | test Loss: 0.769690
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1475 | Training Loss: 0.314881
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1475 | val Loss: 0.851470
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1475 | test Loss: 0.769911
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1476 | Training Loss: 0.314097
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1476 | val Loss: 0.851498
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1476 | test Loss: 0.770050
ACC_test:0.6326530612244898
auc_test:0.5897435897435896
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1477 | Training Loss: 0.315359
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1477 | val Loss: 0.851765
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1477 | test Loss: 0.770185
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1478 | Training Loss: 0.315185
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1478 | val Loss: 0.852499
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1478 | test Loss: 0.770648
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1479 | Training Loss: 0.314376
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1479 | val Loss: 0.852997
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1479 | test Loss: 0.771258
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1480 | Training Loss: 0.314629
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1480 | val Loss: 0.853490
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1480 | test Loss: 0.771996
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1481 | Training Loss: 0.317394
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1481 | val Loss: 0.851232
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1481 | test Loss: 0.770151
ACC_test:0.6326530612244898
auc_test:0.5918803418803419
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1482 | Training Loss: 0.316030
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1482 | val Loss: 0.850976
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1482 | test Loss: 0.770163
ACC_test:0.6122448979591837
auc_test:0.5982905982905984
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1483 | Training Loss: 0.314992
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1483 | val Loss: 0.850835
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1483 | test Loss: 0.770121
ACC_test:0.6122448979591837
auc_test:0.6004273504273505
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1484 | Training Loss: 0.315145
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1484 | val Loss: 0.850584
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1484 | test Loss: 0.770033
ACC_test:0.6122448979591837
auc_test:0.5961538461538463
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1485 | Training Loss: 0.315375
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1485 | val Loss: 0.850351
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1485 | test Loss: 0.769860
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1486 | Training Loss: 0.314426
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1486 | val Loss: 0.850582
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1486 | test Loss: 0.770014
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1487 | Training Loss: 0.315803
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1487 | val Loss: 0.850685
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1487 | test Loss: 0.770250
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1488 | Training Loss: 0.314914
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1488 | val Loss: 0.850293
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1488 | test Loss: 0.770052
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1489 | Training Loss: 0.314729
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1489 | val Loss: 0.850198
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1489 | test Loss: 0.770048
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1490 | Training Loss: 0.316213
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1490 | val Loss: 0.850352
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1490 | test Loss: 0.770517
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1491 | Training Loss: 0.315193
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1491 | val Loss: 0.851633
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1491 | test Loss: 0.773387
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1492 | Training Loss: 0.315115
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1492 | val Loss: 0.852222
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1492 | test Loss: 0.775077
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1493 | Training Loss: 0.314950
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1493 | val Loss: 0.851572
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1493 | test Loss: 0.773320
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1494 | Training Loss: 0.315562
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1494 | val Loss: 0.851411
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1494 | test Loss: 0.772708
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1495 | Training Loss: 0.314568
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1495 | val Loss: 0.851127
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1495 | test Loss: 0.771895
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1496 | Training Loss: 0.315248
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1496 | val Loss: 0.850971
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1496 | test Loss: 0.771588
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1497 | Training Loss: 0.314678
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1497 | val Loss: 0.850826
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1497 | test Loss: 0.771376
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1498 | Training Loss: 0.314653
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1498 | val Loss: 0.850904
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1498 | test Loss: 0.771391
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1499 | Training Loss: 0.314477
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1499 | val Loss: 0.851101
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1499 | test Loss: 0.771580
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1500 | Training Loss: 0.315918
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1500 | val Loss: 0.851690
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1500 | test Loss: 0.772540
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1501 | Training Loss: 0.314973
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1501 | val Loss: 0.852440
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1501 | test Loss: 0.773967
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1502 | Training Loss: 0.315438
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1502 | val Loss: 0.852385
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1502 | test Loss: 0.773304
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1503 | Training Loss: 0.314797
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1503 | val Loss: 0.852557
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1503 | test Loss: 0.773254
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1504 | Training Loss: 0.314670
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1504 | val Loss: 0.852456
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1504 | test Loss: 0.772688
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1505 | Training Loss: 0.314789
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1505 | val Loss: 0.852461
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1505 | test Loss: 0.772538
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1506 | Training Loss: 0.315128
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1506 | val Loss: 0.852386
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1506 | test Loss: 0.772404
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1507 | Training Loss: 0.314772
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1507 | val Loss: 0.852017
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1507 | test Loss: 0.771817
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1508 | Training Loss: 0.314705
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1508 | val Loss: 0.851521
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1508 | test Loss: 0.771170
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1509 | Training Loss: 0.316067
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1509 | val Loss: 0.851163
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1509 | test Loss: 0.770745
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1510 | Training Loss: 0.314535
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1510 | val Loss: 0.851162
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1510 | test Loss: 0.770604
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1511 | Training Loss: 0.315582
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1511 | val Loss: 0.851083
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1511 | test Loss: 0.770752
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1512 | Training Loss: 0.314424
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1512 | val Loss: 0.851374
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1512 | test Loss: 0.771380
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1513 | Training Loss: 0.316401
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1513 | val Loss: 0.851434
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1513 | test Loss: 0.771541
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1514 | Training Loss: 0.316755
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1514 | val Loss: 0.851083
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1514 | test Loss: 0.770692
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1515 | Training Loss: 0.314401
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1515 | val Loss: 0.851306
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1515 | test Loss: 0.770562
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1516 | Training Loss: 0.315260
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1516 | val Loss: 0.851080
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1516 | test Loss: 0.770799
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1517 | Training Loss: 0.317107
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1517 | val Loss: 0.851258
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1517 | test Loss: 0.771023
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1518 | Training Loss: 0.314608
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1518 | val Loss: 0.851272
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1518 | test Loss: 0.771117
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1519 | Training Loss: 0.314627
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1519 | val Loss: 0.851311
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1519 | test Loss: 0.771130
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1520 | Training Loss: 0.314339
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1520 | val Loss: 0.851366
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1520 | test Loss: 0.771186
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1521 | Training Loss: 0.314485
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1521 | val Loss: 0.851495
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1521 | test Loss: 0.771320
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1522 | Training Loss: 0.314826
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1522 | val Loss: 0.851619
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1522 | test Loss: 0.771448
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1523 | Training Loss: 0.314999
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1523 | val Loss: 0.851765
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1523 | test Loss: 0.771581
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1524 | Training Loss: 0.315191
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1524 | val Loss: 0.852000
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1524 | test Loss: 0.771743
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1525 | Training Loss: 0.315204
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1525 | val Loss: 0.852410
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1525 | test Loss: 0.772205
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1526 | Training Loss: 0.314630
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1526 | val Loss: 0.852513
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1526 | test Loss: 0.772372
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1527 | Training Loss: 0.315518
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1527 | val Loss: 0.853141
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1527 | test Loss: 0.773443
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1528 | Training Loss: 0.315027
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1528 | val Loss: 0.853362
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1528 | test Loss: 0.773410
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1529 | Training Loss: 0.314296
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1529 | val Loss: 0.852902
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1529 | test Loss: 0.772181
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1530 | Training Loss: 0.315093
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1530 | val Loss: 0.852699
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1530 | test Loss: 0.771670
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1531 | Training Loss: 0.314455
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1531 | val Loss: 0.852285
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1531 | test Loss: 0.771162
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1532 | Training Loss: 0.314868
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1532 | val Loss: 0.852048
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1532 | test Loss: 0.771042
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1533 | Training Loss: 0.314563
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1533 | val Loss: 0.851842
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1533 | test Loss: 0.771079
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1534 | Training Loss: 0.314828
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1534 | val Loss: 0.851851
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1534 | test Loss: 0.771103
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1535 | Training Loss: 0.315407
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1535 | val Loss: 0.852210
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1535 | test Loss: 0.771289
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1536 | Training Loss: 0.314670
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1536 | val Loss: 0.852590
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1536 | test Loss: 0.771627
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1537 | Training Loss: 0.314917
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1537 | val Loss: 0.852970
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1537 | test Loss: 0.772147
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1538 | Training Loss: 0.314640
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1538 | val Loss: 0.853069
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1538 | test Loss: 0.772509
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1539 | Training Loss: 0.315273
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1539 | val Loss: 0.852553
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1539 | test Loss: 0.771930
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1540 | Training Loss: 0.314956
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1540 | val Loss: 0.853111
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1540 | test Loss: 0.772538
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1541 | Training Loss: 0.315198
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1541 | val Loss: 0.853622
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1541 | test Loss: 0.773220
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1542 | Training Loss: 0.315223
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1542 | val Loss: 0.853466
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1542 | test Loss: 0.772999
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1543 | Training Loss: 0.315162
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1543 | val Loss: 0.852877
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1543 | test Loss: 0.772058
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1544 | Training Loss: 0.314682
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1544 | val Loss: 0.852295
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1544 | test Loss: 0.771482
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1545 | Training Loss: 0.314330
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1545 | val Loss: 0.851941
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1545 | test Loss: 0.771301
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1546 | Training Loss: 0.314081
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1546 | val Loss: 0.851742
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1546 | test Loss: 0.771253
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1547 | Training Loss: 0.314651
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1547 | val Loss: 0.851870
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1547 | test Loss: 0.771180
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1548 | Training Loss: 0.314289
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1548 | val Loss: 0.852054
ACC_val:0.725
auc_val:0.45454545454545453
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1548 | test Loss: 0.771145
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1549 | Training Loss: 0.315174
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1549 | val Loss: 0.852419
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1549 | test Loss: 0.771190
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1550 | Training Loss: 0.314251
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1550 | val Loss: 0.852812
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1550 | test Loss: 0.771442
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1551 | Training Loss: 0.315341
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1551 | val Loss: 0.853386
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1551 | test Loss: 0.771938
ACC_test:0.6530612244897959
auc_test:0.5737179487179487
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1552 | Training Loss: 0.315197
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1552 | val Loss: 0.852767
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1552 | test Loss: 0.771296
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1553 | Training Loss: 0.315268
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1553 | val Loss: 0.851688
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1553 | test Loss: 0.770655
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1554 | Training Loss: 0.316273
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1554 | val Loss: 0.851741
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1554 | test Loss: 0.770604
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1555 | Training Loss: 0.314725
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1555 | val Loss: 0.852443
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1555 | test Loss: 0.771345
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1556 | Training Loss: 0.315002
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1556 | val Loss: 0.852462
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1556 | test Loss: 0.771671
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1557 | Training Loss: 0.314475
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1557 | val Loss: 0.852121
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1557 | test Loss: 0.771350
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1558 | Training Loss: 0.314242
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1558 | val Loss: 0.851908
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1558 | test Loss: 0.771130
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1559 | Training Loss: 0.315888
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1559 | val Loss: 0.853290
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1559 | test Loss: 0.774715
ACC_test:0.6938775510204082
auc_test:0.5747863247863249
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1560 | Training Loss: 0.315390
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1560 | val Loss: 0.852353
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1560 | test Loss: 0.772569
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1561 | Training Loss: 0.315517
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1561 | val Loss: 0.851257
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1561 | test Loss: 0.770659
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1562 | Training Loss: 0.315202
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1562 | val Loss: 0.851008
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1562 | test Loss: 0.770465
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1563 | Training Loss: 0.315065
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1563 | val Loss: 0.850919
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1563 | test Loss: 0.770438
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1564 | Training Loss: 0.314891
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1564 | val Loss: 0.851074
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1564 | test Loss: 0.770587
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1565 | Training Loss: 0.316232
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1565 | val Loss: 0.852911
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1565 | test Loss: 0.774747
ACC_test:0.6938775510204082
auc_test:0.5726495726495726
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1566 | Training Loss: 0.315152
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1566 | val Loss: 0.853483
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1566 | test Loss: 0.776872
ACC_test:0.673469387755102
auc_test:0.5747863247863249
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1567 | Training Loss: 0.314536
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1567 | val Loss: 0.853233
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1567 | test Loss: 0.776256
ACC_test:0.6938775510204082
auc_test:0.5747863247863249
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1568 | Training Loss: 0.315277
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1568 | val Loss: 0.852562
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1568 | test Loss: 0.774474
ACC_test:0.673469387755102
auc_test:0.576923076923077
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1569 | Training Loss: 0.314765
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1569 | val Loss: 0.851632
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1569 | test Loss: 0.772349
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1570 | Training Loss: 0.314753
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1570 | val Loss: 0.851214
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1570 | test Loss: 0.771635
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1571 | Training Loss: 0.314457
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1571 | val Loss: 0.851099
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1571 | test Loss: 0.771523
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1572 | Training Loss: 0.314772
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1572 | val Loss: 0.851078
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1572 | test Loss: 0.771480
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1573 | Training Loss: 0.314751
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1573 | val Loss: 0.851087
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1573 | test Loss: 0.771438
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1574 | Training Loss: 0.314529
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1574 | val Loss: 0.851058
ACC_val:0.675
auc_val:0.445141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1574 | test Loss: 0.771313
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1575 | Training Loss: 0.315441
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1575 | val Loss: 0.850961
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1575 | test Loss: 0.771141
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1576 | Training Loss: 0.314647
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1576 | val Loss: 0.850824
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1576 | test Loss: 0.770904
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1577 | Training Loss: 0.314924
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1577 | val Loss: 0.851127
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1577 | test Loss: 0.771387
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1578 | Training Loss: 0.314989
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1578 | val Loss: 0.851103
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1578 | test Loss: 0.771238
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1579 | Training Loss: 0.314731
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1579 | val Loss: 0.850595
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1579 | test Loss: 0.770033
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1580 | Training Loss: 0.314391
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1580 | val Loss: 0.850492
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1580 | test Loss: 0.769908
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1581 | Training Loss: 0.314454
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1581 | val Loss: 0.850491
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1581 | test Loss: 0.769938
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1582 | Training Loss: 0.314875
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1582 | val Loss: 0.850522
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1582 | test Loss: 0.769928
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1583 | Training Loss: 0.314259
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1583 | val Loss: 0.850712
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1583 | test Loss: 0.769846
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1584 | Training Loss: 0.315444
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1584 | val Loss: 0.851096
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1584 | test Loss: 0.769863
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1585 | Training Loss: 0.314430
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1585 | val Loss: 0.851778
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1585 | test Loss: 0.770338
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1586 | Training Loss: 0.314621
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1586 | val Loss: 0.851913
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1586 | test Loss: 0.770395
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1587 | Training Loss: 0.315176
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1587 | val Loss: 0.851761
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1587 | test Loss: 0.770285
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1588 | Training Loss: 0.315163
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1588 | val Loss: 0.851632
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1588 | test Loss: 0.770208
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1589 | Training Loss: 0.314340
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1589 | val Loss: 0.851758
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1589 | test Loss: 0.770363
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1590 | Training Loss: 0.314483
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1590 | val Loss: 0.852087
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1590 | test Loss: 0.770749
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1591 | Training Loss: 0.314685
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1591 | val Loss: 0.852555
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1591 | test Loss: 0.771580
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1592 | Training Loss: 0.314064
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1592 | val Loss: 0.852502
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1592 | test Loss: 0.771638
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1593 | Training Loss: 0.314519
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1593 | val Loss: 0.851867
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1593 | test Loss: 0.770709
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1594 | Training Loss: 0.314780
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1594 | val Loss: 0.851279
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1594 | test Loss: 0.770325
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1595 | Training Loss: 0.314480
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1595 | val Loss: 0.851141
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1595 | test Loss: 0.770393
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1596 | Training Loss: 0.315151
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1596 | val Loss: 0.851620
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1596 | test Loss: 0.770668
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1597 | Training Loss: 0.314164
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1597 | val Loss: 0.852117
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1597 | test Loss: 0.770960
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1598 | Training Loss: 0.315725
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1598 | val Loss: 0.851301
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1598 | test Loss: 0.770493
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1599 | Training Loss: 0.314305
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1599 | val Loss: 0.851034
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1599 | test Loss: 0.770720
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1600 | Training Loss: 0.314115
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1600 | val Loss: 0.851077
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1600 | test Loss: 0.770802
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1601 | Training Loss: 0.314435
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1601 | val Loss: 0.851224
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1601 | test Loss: 0.770726
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1602 | Training Loss: 0.314287
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1602 | val Loss: 0.851503
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1602 | test Loss: 0.770711
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1603 | Training Loss: 0.315960
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1603 | val Loss: 0.851440
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1603 | test Loss: 0.770828
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1604 | Training Loss: 0.314754
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1604 | val Loss: 0.851064
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1604 | test Loss: 0.771082
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1605 | Training Loss: 0.314472
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1605 | val Loss: 0.850902
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1605 | test Loss: 0.771259
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1606 | Training Loss: 0.314045
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1606 | val Loss: 0.850911
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1606 | test Loss: 0.771229
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1607 | Training Loss: 0.314978
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1607 | val Loss: 0.851228
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1607 | test Loss: 0.771200
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1608 | Training Loss: 0.314862
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1608 | val Loss: 0.851725
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1608 | test Loss: 0.771612
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1609 | Training Loss: 0.314895
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1609 | val Loss: 0.851847
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1609 | test Loss: 0.771895
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1610 | Training Loss: 0.314072
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1610 | val Loss: 0.851798
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1610 | test Loss: 0.771884
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1611 | Training Loss: 0.315367
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1611 | val Loss: 0.850748
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1611 | test Loss: 0.771167
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1612 | Training Loss: 0.314608
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1612 | val Loss: 0.851058
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1612 | test Loss: 0.771656
ACC_test:0.6122448979591837
auc_test:0.5833333333333334
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1613 | Training Loss: 0.316607
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1613 | val Loss: 0.850965
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1613 | test Loss: 0.771201
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1614 | Training Loss: 0.314890
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1614 | val Loss: 0.851343
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1614 | test Loss: 0.770588
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1615 | Training Loss: 0.314229
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1615 | val Loss: 0.852598
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1615 | test Loss: 0.771883
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1616 | Training Loss: 0.314680
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1616 | val Loss: 0.853072
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1616 | test Loss: 0.772919
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1617 | Training Loss: 0.314568
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1617 | val Loss: 0.852249
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1617 | test Loss: 0.771454
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1618 | Training Loss: 0.314529
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1618 | val Loss: 0.851491
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1618 | test Loss: 0.770833
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1619 | Training Loss: 0.313841
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1619 | val Loss: 0.851098
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1619 | test Loss: 0.770860
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1620 | Training Loss: 0.314642
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1620 | val Loss: 0.851058
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1620 | test Loss: 0.770989
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1621 | Training Loss: 0.315215
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1621 | val Loss: 0.851076
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1621 | test Loss: 0.771055
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1622 | Training Loss: 0.315876
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1622 | val Loss: 0.852797
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1622 | test Loss: 0.771914
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1623 | Training Loss: 0.314304
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1623 | val Loss: 0.854947
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1623 | test Loss: 0.775584
ACC_test:0.6938775510204082
auc_test:0.5619658119658119
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1624 | Training Loss: 0.316622
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1624 | val Loss: 0.854189
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1624 | test Loss: 0.773606
ACC_test:0.673469387755102
auc_test:0.5662393162393161
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1625 | Training Loss: 0.314518
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1625 | val Loss: 0.852499
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1625 | test Loss: 0.771938
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1626 | Training Loss: 0.314390
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1626 | val Loss: 0.851227
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1626 | test Loss: 0.771720
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1627 | Training Loss: 0.315901
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1627 | val Loss: 0.851071
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1627 | test Loss: 0.771757
ACC_test:0.6530612244897959
auc_test:0.5726495726495727
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1628 | Training Loss: 0.314307
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1628 | val Loss: 0.851272
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1628 | test Loss: 0.771704
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1629 | Training Loss: 0.314487
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1629 | val Loss: 0.851627
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1629 | test Loss: 0.771805
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1630 | Training Loss: 0.315117
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1630 | val Loss: 0.851429
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1630 | test Loss: 0.771697
ACC_test:0.6530612244897959
auc_test:0.5726495726495725
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1631 | Training Loss: 0.314546
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1631 | val Loss: 0.851102
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1631 | test Loss: 0.771701
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1632 | Training Loss: 0.314228
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1632 | val Loss: 0.851091
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1632 | test Loss: 0.771895
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1633 | Training Loss: 0.315732
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1633 | val Loss: 0.851448
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1633 | test Loss: 0.772340
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1634 | Training Loss: 0.314178
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1634 | val Loss: 0.851639
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1634 | test Loss: 0.772746
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1635 | Training Loss: 0.314995
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1635 | val Loss: 0.851590
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1635 | test Loss: 0.773066
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1636 | Training Loss: 0.315568
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1636 | val Loss: 0.850983
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1636 | test Loss: 0.772903
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1637 | Training Loss: 0.314388
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1637 | val Loss: 0.850910
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1637 | test Loss: 0.773001
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1638 | Training Loss: 0.314230
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1638 | val Loss: 0.851562
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1638 | test Loss: 0.773163
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1639 | Training Loss: 0.314418
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1639 | val Loss: 0.852395
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1639 | test Loss: 0.773972
ACC_test:0.6530612244897959
auc_test:0.5683760683760682
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1640 | Training Loss: 0.315095
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1640 | val Loss: 0.852328
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1640 | test Loss: 0.773588
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1641 | Training Loss: 0.314086
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1641 | val Loss: 0.852065
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1641 | test Loss: 0.773028
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1642 | Training Loss: 0.315270
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1642 | val Loss: 0.851696
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1642 | test Loss: 0.772694
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1643 | Training Loss: 0.314988
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1643 | val Loss: 0.851351
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1643 | test Loss: 0.772826
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1644 | Training Loss: 0.313936
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1644 | val Loss: 0.851278
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1644 | test Loss: 0.772815
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1645 | Training Loss: 0.313887
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1645 | val Loss: 0.851283
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1645 | test Loss: 0.772709
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1646 | Training Loss: 0.315051
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1646 | val Loss: 0.851694
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1646 | test Loss: 0.772510
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1647 | Training Loss: 0.315699
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1647 | val Loss: 0.851257
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1647 | test Loss: 0.772246
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1648 | Training Loss: 0.314699
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1648 | val Loss: 0.851239
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1648 | test Loss: 0.772116
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1649 | Training Loss: 0.314870
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1649 | val Loss: 0.851577
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1649 | test Loss: 0.771001
ACC_test:0.6530612244897959
auc_test:0.5726495726495727
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1650 | Training Loss: 0.314156
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1650 | val Loss: 0.852303
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1650 | test Loss: 0.770573
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1651 | Training Loss: 0.314397
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1651 | val Loss: 0.853155
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1651 | test Loss: 0.770991
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1652 | Training Loss: 0.314845
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1652 | val Loss: 0.853862
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1652 | test Loss: 0.771807
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1653 | Training Loss: 0.314258
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1653 | val Loss: 0.854770
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1653 | test Loss: 0.773530
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1654 | Training Loss: 0.315413
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1654 | val Loss: 0.853465
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1654 | test Loss: 0.771188
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1655 | Training Loss: 0.314106
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1655 | val Loss: 0.852107
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1655 | test Loss: 0.770432
ACC_test:0.6530612244897959
auc_test:0.5726495726495727
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1656 | Training Loss: 0.314306
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1656 | val Loss: 0.851675
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1656 | test Loss: 0.770512
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1657 | Training Loss: 0.316002
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1657 | val Loss: 0.851467
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1657 | test Loss: 0.770738
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1658 | Training Loss: 0.315444
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1658 | val Loss: 0.852184
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1658 | test Loss: 0.770582
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1659 | Training Loss: 0.314285
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1659 | val Loss: 0.853311
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1659 | test Loss: 0.771536
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1660 | Training Loss: 0.314325
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1660 | val Loss: 0.853714
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1660 | test Loss: 0.772264
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1661 | Training Loss: 0.314090
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1661 | val Loss: 0.853452
ACC_val:0.675
auc_val:0.457680250783699
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1661 | test Loss: 0.772097
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1662 | Training Loss: 0.314809
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1662 | val Loss: 0.852372
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1662 | test Loss: 0.771147
ACC_test:0.6530612244897959
auc_test:0.5705128205128204
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1663 | Training Loss: 0.316054
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1663 | val Loss: 0.851014
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1663 | test Loss: 0.772125
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1664 | Training Loss: 0.314703
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1664 | val Loss: 0.851902
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1664 | test Loss: 0.772916
ACC_test:0.6122448979591837
auc_test:0.5918803418803419
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1665 | Training Loss: 0.314936
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1665 | val Loss: 0.851738
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1665 | test Loss: 0.772324
ACC_test:0.6122448979591837
auc_test:0.5897435897435898
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1666 | Training Loss: 0.315120
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1666 | val Loss: 0.851076
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1666 | test Loss: 0.770638
ACC_test:0.6326530612244898
auc_test:0.5705128205128205
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1667 | Training Loss: 0.314333
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1667 | val Loss: 0.851998
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1667 | test Loss: 0.770115
ACC_test:0.6530612244897959
auc_test:0.564102564102564
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1668 | Training Loss: 0.315395
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1668 | val Loss: 0.851745
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1668 | test Loss: 0.770262
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1669 | Training Loss: 0.313932
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1669 | val Loss: 0.851663
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1669 | test Loss: 0.770722
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1670 | Training Loss: 0.314261
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1670 | val Loss: 0.851698
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1670 | test Loss: 0.770842
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1671 | Training Loss: 0.316150
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1671 | val Loss: 0.851656
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1671 | test Loss: 0.771177
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1672 | Training Loss: 0.314221
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1672 | val Loss: 0.851851
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1672 | test Loss: 0.771323
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1673 | Training Loss: 0.315011
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1673 | val Loss: 0.851840
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1673 | test Loss: 0.771273
ACC_test:0.6326530612244898
auc_test:0.5961538461538463
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1674 | Training Loss: 0.314952
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1674 | val Loss: 0.851815
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1674 | test Loss: 0.771410
ACC_test:0.6326530612244898
auc_test:0.6004273504273505
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1675 | Training Loss: 0.315303
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1675 | val Loss: 0.851620
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1675 | test Loss: 0.769998
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1676 | Training Loss: 0.314604
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1676 | val Loss: 0.852284
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1676 | test Loss: 0.769764
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1677 | Training Loss: 0.313980
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1677 | val Loss: 0.852585
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1677 | test Loss: 0.769995
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1678 | Training Loss: 0.314621
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1678 | val Loss: 0.852543
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1678 | test Loss: 0.770009
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1679 | Training Loss: 0.314221
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1679 | val Loss: 0.852122
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1679 | test Loss: 0.769998
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1680 | Training Loss: 0.314569
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1680 | val Loss: 0.852041
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1680 | test Loss: 0.770077
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1681 | Training Loss: 0.315724
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1681 | val Loss: 0.852182
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1681 | test Loss: 0.770152
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1682 | Training Loss: 0.314238
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1682 | val Loss: 0.852669
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1682 | test Loss: 0.770375
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1683 | Training Loss: 0.314099
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1683 | val Loss: 0.853028
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1683 | test Loss: 0.770877
ACC_test:0.6530612244897959
auc_test:0.5683760683760682
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1684 | Training Loss: 0.314585
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1684 | val Loss: 0.852560
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1684 | test Loss: 0.770595
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1685 | Training Loss: 0.315546
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1685 | val Loss: 0.852182
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1685 | test Loss: 0.770611
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1686 | Training Loss: 0.314463
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1686 | val Loss: 0.852003
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1686 | test Loss: 0.771196
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1687 | Training Loss: 0.314490
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1687 | val Loss: 0.851992
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1687 | test Loss: 0.771238
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1688 | Training Loss: 0.314430
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1688 | val Loss: 0.851959
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1688 | test Loss: 0.771357
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1689 | Training Loss: 0.314222
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1689 | val Loss: 0.851888
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1689 | test Loss: 0.771495
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1690 | Training Loss: 0.314999
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1690 | val Loss: 0.851845
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1690 | test Loss: 0.771461
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1691 | Training Loss: 0.315209
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1691 | val Loss: 0.851823
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1691 | test Loss: 0.771322
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1692 | Training Loss: 0.315062
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1692 | val Loss: 0.851660
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1692 | test Loss: 0.771514
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1693 | Training Loss: 0.315006
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1693 | val Loss: 0.851578
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1693 | test Loss: 0.771655
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1694 | Training Loss: 0.315150
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1694 | val Loss: 0.851962
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1694 | test Loss: 0.771584
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1695 | Training Loss: 0.314196
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1695 | val Loss: 0.852585
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1695 | test Loss: 0.772523
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1696 | Training Loss: 0.314536
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1696 | val Loss: 0.853061
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1696 | test Loss: 0.773602
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1697 | Training Loss: 0.314142
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1697 | val Loss: 0.853662
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1697 | test Loss: 0.775166
ACC_test:0.6938775510204082
auc_test:0.5747863247863247
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1698 | Training Loss: 0.314078
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1698 | val Loss: 0.854281
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1698 | test Loss: 0.776913
ACC_test:0.6938775510204082
auc_test:0.5726495726495726
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1699 | Training Loss: 0.314777
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1699 | val Loss: 0.854227
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1699 | test Loss: 0.776707
ACC_test:0.6938775510204082
auc_test:0.5747863247863247
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1700 | Training Loss: 0.313922
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1700 | val Loss: 0.852608
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1700 | test Loss: 0.773332
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1701 | Training Loss: 0.314937
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1701 | val Loss: 0.852078
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1701 | test Loss: 0.772979
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1702 | Training Loss: 0.314836
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1702 | val Loss: 0.852363
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1702 | test Loss: 0.773091
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1703 | Training Loss: 0.315639
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1703 | val Loss: 0.853181
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1703 | test Loss: 0.773779
ACC_test:0.6530612244897959
auc_test:0.5758547008547009
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1704 | Training Loss: 0.313928
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1704 | val Loss: 0.853274
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1704 | test Loss: 0.773708
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1705 | Training Loss: 0.315621
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1705 | val Loss: 0.852766
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1705 | test Loss: 0.772852
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1706 | Training Loss: 0.314560
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1706 | val Loss: 0.852269
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1706 | test Loss: 0.772629
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1707 | Training Loss: 0.314745
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1707 | val Loss: 0.852058
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1707 | test Loss: 0.772989
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1708 | Training Loss: 0.313870
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1708 | val Loss: 0.852136
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1708 | test Loss: 0.773488
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1709 | Training Loss: 0.315557
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1709 | val Loss: 0.852196
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1709 | test Loss: 0.773651
ACC_test:0.6122448979591837
auc_test:0.5833333333333333
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1710 | Training Loss: 0.314320
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1710 | val Loss: 0.852197
ACC_val:0.7
auc_val:0.43887147335423193
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1710 | test Loss: 0.773458
ACC_test:0.6122448979591837
auc_test:0.5854700854700854
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1711 | Training Loss: 0.315602
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1711 | val Loss: 0.852437
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1711 | test Loss: 0.772131
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1712 | Training Loss: 0.314693
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1712 | val Loss: 0.853093
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1712 | test Loss: 0.771886
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1713 | Training Loss: 0.314601
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1713 | val Loss: 0.853050
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1713 | test Loss: 0.772010
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1714 | Training Loss: 0.313973
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1714 | val Loss: 0.853074
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1714 | test Loss: 0.772241
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1715 | Training Loss: 0.313779
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1715 | val Loss: 0.853057
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1715 | test Loss: 0.772399
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1716 | Training Loss: 0.314140
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1716 | val Loss: 0.853249
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1716 | test Loss: 0.772738
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1717 | Training Loss: 0.314215
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1717 | val Loss: 0.853367
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1717 | test Loss: 0.772878
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1718 | Training Loss: 0.314790
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1718 | val Loss: 0.853065
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1718 | test Loss: 0.772442
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1719 | Training Loss: 0.314579
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1719 | val Loss: 0.853447
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1719 | test Loss: 0.772763
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1720 | Training Loss: 0.314211
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1720 | val Loss: 0.853578
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1720 | test Loss: 0.772864
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1721 | Training Loss: 0.315055
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1721 | val Loss: 0.852385
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1721 | test Loss: 0.771907
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1722 | Training Loss: 0.314386
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1722 | val Loss: 0.852283
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1722 | test Loss: 0.773310
ACC_test:0.6122448979591837
auc_test:0.5897435897435899
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1723 | Training Loss: 0.314374
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1723 | val Loss: 0.852530
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1723 | test Loss: 0.773707
ACC_test:0.6122448979591837
auc_test:0.5918803418803419
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1724 | Training Loss: 0.314264
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1724 | val Loss: 0.852376
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1724 | test Loss: 0.773400
ACC_test:0.6122448979591837
auc_test:0.5940170940170941
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1725 | Training Loss: 0.316661
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1725 | val Loss: 0.854215
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1725 | test Loss: 0.774125
ACC_test:0.673469387755102
auc_test:0.576923076923077
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1726 | Training Loss: 0.314745
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1726 | val Loss: 0.855339
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1726 | test Loss: 0.779133
ACC_test:0.6938775510204082
auc_test:0.5769230769230769
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1727 | Training Loss: 0.315003
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1727 | val Loss: 0.853683
ACC_val:0.675
auc_val:0.4561128526645768
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1727 | test Loss: 0.775269
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1728 | Training Loss: 0.314661
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1728 | val Loss: 0.852049
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1728 | test Loss: 0.773440
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1729 | Training Loss: 0.314952
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1729 | val Loss: 0.851359
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1729 | test Loss: 0.773711
ACC_test:0.6530612244897959
auc_test:0.5844017094017093
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1730 | Training Loss: 0.315129
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1730 | val Loss: 0.851606
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1730 | test Loss: 0.773640
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1731 | Training Loss: 0.314108
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1731 | val Loss: 0.851808
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1731 | test Loss: 0.773735
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1732 | Training Loss: 0.314475
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1732 | val Loss: 0.851673
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1732 | test Loss: 0.773756
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1733 | Training Loss: 0.314495
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1733 | val Loss: 0.851367
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1733 | test Loss: 0.773879
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1734 | Training Loss: 0.314071
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1734 | val Loss: 0.851195
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1734 | test Loss: 0.774109
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1735 | Training Loss: 0.314153
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1735 | val Loss: 0.851184
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1735 | test Loss: 0.774292
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1736 | Training Loss: 0.314019
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1736 | val Loss: 0.851169
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1736 | test Loss: 0.774419
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1737 | Training Loss: 0.314066
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1737 | val Loss: 0.851167
ACC_val:0.7
auc_val:0.4467084639498432
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1737 | test Loss: 0.774338
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1738 | Training Loss: 0.314412
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1738 | val Loss: 0.851650
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1738 | test Loss: 0.773727
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1739 | Training Loss: 0.315617
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1739 | val Loss: 0.851877
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1739 | test Loss: 0.773762
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1740 | Training Loss: 0.314373
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1740 | val Loss: 0.851749
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1740 | test Loss: 0.773917
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1741 | Training Loss: 0.314156
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1741 | val Loss: 0.851540
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1741 | test Loss: 0.773981
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1742 | Training Loss: 0.314493
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1742 | val Loss: 0.851089
ACC_val:0.7
auc_val:0.44984326018808773
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1742 | test Loss: 0.774206
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1743 | Training Loss: 0.314250
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1743 | val Loss: 0.850916
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1743 | test Loss: 0.774459
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1744 | Training Loss: 0.318044
ACC_train:0.9936708860759493
auc_train:1.0
f1_weighted_train:0.9936915967295714
f1_macro_train:0.9922832722832723
 ==  Epoch: 1744 | val Loss: 0.851561
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1744 | test Loss: 0.774331
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1745 | Training Loss: 0.314136
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1745 | val Loss: 0.853494
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1745 | test Loss: 0.776610
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1746 | Training Loss: 0.314960
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1746 | val Loss: 0.856041
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1746 | test Loss: 0.783232
ACC_test:0.673469387755102
auc_test:0.5747863247863249
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1747 | Training Loss: 0.314024
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1747 | val Loss: 0.856528
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1747 | test Loss: 0.784668
ACC_test:0.673469387755102
auc_test:0.5726495726495726
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1748 | Training Loss: 0.313860
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1748 | val Loss: 0.856101
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1748 | test Loss: 0.782965
ACC_test:0.673469387755102
auc_test:0.5747863247863249
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1749 | Training Loss: 0.314630
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1749 | val Loss: 0.853491
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1749 | test Loss: 0.775575
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1750 | Training Loss: 0.315834
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1750 | val Loss: 0.851890
ACC_val:0.675
auc_val:0.45141065830720994
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1750 | test Loss: 0.774012
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1751 | Training Loss: 0.314597
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1751 | val Loss: 0.851107
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1751 | test Loss: 0.773907
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1752 | Training Loss: 0.313813
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1752 | val Loss: 0.850805
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1752 | test Loss: 0.774078
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1753 | Training Loss: 0.314020
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1753 | val Loss: 0.850734
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1753 | test Loss: 0.774005
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1754 | Training Loss: 0.314198
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1754 | val Loss: 0.850790
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1754 | test Loss: 0.773739
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1755 | Training Loss: 0.314179
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1755 | val Loss: 0.850923
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1755 | test Loss: 0.773591
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1756 | Training Loss: 0.314373
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1756 | val Loss: 0.851139
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1756 | test Loss: 0.773469
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1757 | Training Loss: 0.314506
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1757 | val Loss: 0.851106
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1757 | test Loss: 0.773422
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1758 | Training Loss: 0.314537
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1758 | val Loss: 0.851148
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1758 | test Loss: 0.773471
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1759 | Training Loss: 0.314026
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1759 | val Loss: 0.851032
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1759 | test Loss: 0.773667
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1760 | Training Loss: 0.314744
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1760 | val Loss: 0.850967
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1760 | test Loss: 0.773812
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1761 | Training Loss: 0.315011
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1761 | val Loss: 0.851287
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1761 | test Loss: 0.773778
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1762 | Training Loss: 0.313938
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1762 | val Loss: 0.851743
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1762 | test Loss: 0.773844
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1763 | Training Loss: 0.314240
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1763 | val Loss: 0.852015
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1763 | test Loss: 0.773987
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1764 | Training Loss: 0.313670
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1764 | val Loss: 0.851949
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1764 | test Loss: 0.773894
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1765 | Training Loss: 0.314424
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1765 | val Loss: 0.851870
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1765 | test Loss: 0.773852
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1766 | Training Loss: 0.314248
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1766 | val Loss: 0.851583
ACC_val:0.675
auc_val:0.44984326018808773
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1766 | test Loss: 0.773699
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1767 | Training Loss: 0.314184
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1767 | val Loss: 0.851372
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1767 | test Loss: 0.773626
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1768 | Training Loss: 0.313771
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1768 | val Loss: 0.851188
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1768 | test Loss: 0.773634
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1769 | Training Loss: 0.314364
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1769 | val Loss: 0.851266
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1769 | test Loss: 0.773649
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1770 | Training Loss: 0.313998
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1770 | val Loss: 0.851107
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1770 | test Loss: 0.773656
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1771 | Training Loss: 0.314507
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1771 | val Loss: 0.851056
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1771 | test Loss: 0.773654
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1772 | Training Loss: 0.314093
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1772 | val Loss: 0.850956
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1772 | test Loss: 0.773743
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1773 | Training Loss: 0.314188
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1773 | val Loss: 0.850993
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1773 | test Loss: 0.773719
ACC_test:0.6326530612244898
auc_test:0.5897435897435899
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1774 | Training Loss: 0.314966
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1774 | val Loss: 0.850763
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1774 | test Loss: 0.775041
ACC_test:0.6326530612244898
auc_test:0.5886752136752137
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1775 | Training Loss: 0.314200
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1775 | val Loss: 0.851044
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1775 | test Loss: 0.775468
ACC_test:0.6122448979591837
auc_test:0.594017094017094
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1776 | Training Loss: 0.314386
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1776 | val Loss: 0.851025
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1776 | test Loss: 0.775589
ACC_test:0.6122448979591837
auc_test:0.594017094017094
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1777 | Training Loss: 0.315477
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1777 | val Loss: 0.850893
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1777 | test Loss: 0.775082
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1778 | Training Loss: 0.314174
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1778 | val Loss: 0.851353
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1778 | test Loss: 0.774588
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1779 | Training Loss: 0.315266
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1779 | val Loss: 0.851901
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1779 | test Loss: 0.774668
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1780 | Training Loss: 0.314305
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1780 | val Loss: 0.852140
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1780 | test Loss: 0.774703
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1781 | Training Loss: 0.314096
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1781 | val Loss: 0.852352
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1781 | test Loss: 0.774853
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1782 | Training Loss: 0.313908
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1782 | val Loss: 0.852511
ACC_val:0.7
auc_val:0.44984326018808773
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1782 | test Loss: 0.774906
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1783 | Training Loss: 0.316682
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1783 | val Loss: 0.851796
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1783 | test Loss: 0.774739
ACC_test:0.6326530612244898
auc_test:0.5726495726495727
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1784 | Training Loss: 0.314570
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1784 | val Loss: 0.851534
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1784 | test Loss: 0.774960
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1785 | Training Loss: 0.313941
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1785 | val Loss: 0.851529
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1785 | test Loss: 0.775001
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1786 | Training Loss: 0.314203
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1786 | val Loss: 0.851421
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1786 | test Loss: 0.775051
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1787 | Training Loss: 0.314627
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1787 | val Loss: 0.851095
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1787 | test Loss: 0.775341
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1788 | Training Loss: 0.314325
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1788 | val Loss: 0.850912
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1788 | test Loss: 0.775584
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1789 | Training Loss: 0.314138
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1789 | val Loss: 0.850827
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1789 | test Loss: 0.775425
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1790 | Training Loss: 0.313806
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1790 | val Loss: 0.850825
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1790 | test Loss: 0.775259
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1791 | Training Loss: 0.315174
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1791 | val Loss: 0.851013
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1791 | test Loss: 0.775159
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1792 | Training Loss: 0.314100
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1792 | val Loss: 0.851105
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1792 | test Loss: 0.775278
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1793 | Training Loss: 0.314255
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1793 | val Loss: 0.851265
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1793 | test Loss: 0.775347
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1794 | Training Loss: 0.314143
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1794 | val Loss: 0.851957
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1794 | test Loss: 0.775639
ACC_test:0.6326530612244898
auc_test:0.5705128205128205
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1795 | Training Loss: 0.314874
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1795 | val Loss: 0.852293
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1795 | test Loss: 0.776058
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1796 | Training Loss: 0.313894
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1796 | val Loss: 0.852298
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1796 | test Loss: 0.776269
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1797 | Training Loss: 0.313899
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1797 | val Loss: 0.852209
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1797 | test Loss: 0.776193
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1798 | Training Loss: 0.314430
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1798 | val Loss: 0.852250
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1798 | test Loss: 0.776258
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1799 | Training Loss: 0.314423
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1799 | val Loss: 0.852145
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1799 | test Loss: 0.776074
ACC_test:0.6530612244897959
auc_test:0.5694444444444444
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1800 | Training Loss: 0.314266
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1800 | val Loss: 0.851938
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1800 | test Loss: 0.775779
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1801 | Training Loss: 0.314475
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1801 | val Loss: 0.852471
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1801 | test Loss: 0.776262
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1802 | Training Loss: 0.314150
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1802 | val Loss: 0.852528
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1802 | test Loss: 0.776145
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1803 | Training Loss: 0.313967
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1803 | val Loss: 0.852646
ACC_val:0.675
auc_val:0.45454545454545453
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1803 | test Loss: 0.776270
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1804 | Training Loss: 0.314515
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1804 | val Loss: 0.852476
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1804 | test Loss: 0.775947
ACC_test:0.6326530612244898
auc_test:0.5726495726495726
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1805 | Training Loss: 0.314242
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1805 | val Loss: 0.851818
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1805 | test Loss: 0.775425
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1806 | Training Loss: 0.313858
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1806 | val Loss: 0.851754
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1806 | test Loss: 0.775557
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1807 | Training Loss: 0.314484
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1807 | val Loss: 0.851772
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1807 | test Loss: 0.775496
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1808 | Training Loss: 0.313733
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1808 | val Loss: 0.851710
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1808 | test Loss: 0.775451
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1809 | Training Loss: 0.314834
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1809 | val Loss: 0.851639
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1809 | test Loss: 0.775432
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1810 | Training Loss: 0.314565
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1810 | val Loss: 0.852251
ACC_val:0.675
auc_val:0.44984326018808773
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1810 | test Loss: 0.775128
ACC_test:0.6326530612244898
auc_test:0.5726495726495726
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1811 | Training Loss: 0.314797
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1811 | val Loss: 0.852861
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1811 | test Loss: 0.775413
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1812 | Training Loss: 0.314072
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1812 | val Loss: 0.852676
ACC_val:0.675
auc_val:0.44984326018808773
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1812 | test Loss: 0.775220
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1813 | Training Loss: 0.314463
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1813 | val Loss: 0.852157
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1813 | test Loss: 0.774976
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1814 | Training Loss: 0.314425
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1814 | val Loss: 0.851867
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1814 | test Loss: 0.775378
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1815 | Training Loss: 0.314518
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1815 | val Loss: 0.852002
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1815 | test Loss: 0.775235
ACC_test:0.6326530612244898
auc_test:0.5811965811965812
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1816 | Training Loss: 0.314878
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1816 | val Loss: 0.852497
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1816 | test Loss: 0.774783
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1817 | Training Loss: 0.314666
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1817 | val Loss: 0.852639
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1817 | test Loss: 0.774731
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1818 | Training Loss: 0.313806
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1818 | val Loss: 0.852605
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1818 | test Loss: 0.774809
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1819 | Training Loss: 0.313817
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1819 | val Loss: 0.852680
ACC_val:0.675
auc_val:0.44984326018808773
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1819 | test Loss: 0.774882
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1820 | Training Loss: 0.314180
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1820 | val Loss: 0.853336
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1820 | test Loss: 0.775458
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1821 | Training Loss: 0.314523
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1821 | val Loss: 0.854120
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1821 | test Loss: 0.776988
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1822 | Training Loss: 0.313608
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1822 | val Loss: 0.854386
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1822 | test Loss: 0.777799
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1823 | Training Loss: 0.313805
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1823 | val Loss: 0.854704
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1823 | test Loss: 0.778860
ACC_test:0.6938775510204082
auc_test:0.5747863247863249
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1824 | Training Loss: 0.315205
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1824 | val Loss: 0.851677
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1824 | test Loss: 0.774355
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1825 | Training Loss: 0.314325
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1825 | val Loss: 0.851165
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1825 | test Loss: 0.775537
ACC_test:0.6122448979591837
auc_test:0.5918803418803418
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1826 | Training Loss: 0.314024
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1826 | val Loss: 0.850936
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1826 | test Loss: 0.775708
ACC_test:0.6122448979591837
auc_test:0.5876068376068376
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1827 | Training Loss: 0.313947
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1827 | val Loss: 0.850620
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1827 | test Loss: 0.775411
ACC_test:0.6122448979591837
auc_test:0.5854700854700854
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1828 | Training Loss: 0.314402
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1828 | val Loss: 0.850472
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1828 | test Loss: 0.774827
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1829 | Training Loss: 0.314987
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1829 | val Loss: 0.850730
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1829 | test Loss: 0.774370
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1830 | Training Loss: 0.314255
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1830 | val Loss: 0.850648
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1830 | test Loss: 0.774353
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1831 | Training Loss: 0.314265
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1831 | val Loss: 0.851025
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1831 | test Loss: 0.774622
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1832 | Training Loss: 0.314417
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1832 | val Loss: 0.851198
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1832 | test Loss: 0.774739
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1833 | Training Loss: 0.313862
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1833 | val Loss: 0.851254
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1833 | test Loss: 0.774736
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1834 | Training Loss: 0.314279
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1834 | val Loss: 0.851660
ACC_val:0.725
auc_val:0.45297805642633227
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1834 | test Loss: 0.775043
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1835 | Training Loss: 0.314616
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1835 | val Loss: 0.851511
ACC_val:0.725
auc_val:0.45297805642633227
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1835 | test Loss: 0.774872
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1836 | Training Loss: 0.315129
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1836 | val Loss: 0.851038
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1836 | test Loss: 0.774699
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1837 | Training Loss: 0.314398
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1837 | val Loss: 0.851444
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1837 | test Loss: 0.775241
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1838 | Training Loss: 0.313855
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1838 | val Loss: 0.851530
ACC_val:0.725
auc_val:0.45297805642633227
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1838 | test Loss: 0.775437
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1839 | Training Loss: 0.314042
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1839 | val Loss: 0.851434
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1839 | test Loss: 0.775319
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1840 | Training Loss: 0.314157
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1840 | val Loss: 0.851934
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1840 | test Loss: 0.775788
ACC_test:0.6530612244897959
auc_test:0.5876068376068375
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1841 | Training Loss: 0.314069
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1841 | val Loss: 0.852294
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1841 | test Loss: 0.776280
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1842 | Training Loss: 0.315946
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1842 | val Loss: 0.851383
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1842 | test Loss: 0.775592
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1843 | Training Loss: 0.314811
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1843 | val Loss: 0.852109
ACC_val:0.7
auc_val:0.44200626959247646
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1843 | test Loss: 0.778700
ACC_test:0.6122448979591837
auc_test:0.5833333333333334
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1844 | Training Loss: 0.314530
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1844 | val Loss: 0.853357
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1844 | test Loss: 0.779382
ACC_test:0.6122448979591837
auc_test:0.5918803418803419
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1845 | Training Loss: 0.314555
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1845 | val Loss: 0.851899
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1845 | test Loss: 0.779068
ACC_test:0.6122448979591837
auc_test:0.5811965811965811
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1846 | Training Loss: 0.314155
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1846 | val Loss: 0.851064
ACC_val:0.7
auc_val:0.4498432601880878
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1846 | test Loss: 0.777289
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1847 | Training Loss: 0.314184
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1847 | val Loss: 0.852100
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1847 | test Loss: 0.776971
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1848 | Training Loss: 0.314093
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1848 | val Loss: 0.853526
ACC_val:0.675
auc_val:0.4545454545454546
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1848 | test Loss: 0.779383
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1849 | Training Loss: 0.313897
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1849 | val Loss: 0.854029
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1849 | test Loss: 0.780595
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1850 | Training Loss: 0.314128
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1850 | val Loss: 0.854016
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1850 | test Loss: 0.780387
ACC_test:0.6938775510204082
auc_test:0.5844017094017093
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1851 | Training Loss: 0.313952
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1851 | val Loss: 0.853935
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1851 | test Loss: 0.780008
ACC_test:0.673469387755102
auc_test:0.5854700854700855
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 1852 | Training Loss: 0.314358
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1852 | val Loss: 0.852925
ACC_val:0.675
auc_val:0.4467084639498433
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1852 | test Loss: 0.777807
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1853 | Training Loss: 0.314599
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1853 | val Loss: 0.852319
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1853 | test Loss: 0.776946
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1854 | Training Loss: 0.313929
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1854 | val Loss: 0.851715
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1854 | test Loss: 0.776709
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1855 | Training Loss: 0.313994
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1855 | val Loss: 0.851447
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1855 | test Loss: 0.776780
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1856 | Training Loss: 0.314320
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1856 | val Loss: 0.851670
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1856 | test Loss: 0.776445
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1857 | Training Loss: 0.313911
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1857 | val Loss: 0.852013
ACC_val:0.7
auc_val:0.4467084639498432
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1857 | test Loss: 0.776402
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1858 | Training Loss: 0.313888
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1858 | val Loss: 0.852036
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1858 | test Loss: 0.776308
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1859 | Training Loss: 0.314702
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1859 | val Loss: 0.852042
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1859 | test Loss: 0.776064
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1860 | Training Loss: 0.314149
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1860 | val Loss: 0.851678
ACC_val:0.7
auc_val:0.4498432601880878
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1860 | test Loss: 0.775870
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1861 | Training Loss: 0.313781
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1861 | val Loss: 0.851532
ACC_val:0.7
auc_val:0.4498432601880878
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1861 | test Loss: 0.775849
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1862 | Training Loss: 0.314540
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1862 | val Loss: 0.851235
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1862 | test Loss: 0.776145
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1863 | Training Loss: 0.313669
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1863 | val Loss: 0.851098
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1863 | test Loss: 0.776330
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1864 | Training Loss: 0.314438
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1864 | val Loss: 0.851103
ACC_val:0.7
auc_val:0.44670846394984326
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1864 | test Loss: 0.775874
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1865 | Training Loss: 0.314719
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1865 | val Loss: 0.851339
ACC_val:0.7
auc_val:0.4498432601880878
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1865 | test Loss: 0.775646
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1866 | Training Loss: 0.313939
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1866 | val Loss: 0.851566
ACC_val:0.7
auc_val:0.4498432601880878
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1866 | test Loss: 0.775820
ACC_test:0.6530612244897959
auc_test:0.5961538461538461
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1867 | Training Loss: 0.313830
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1867 | val Loss: 0.852033
ACC_val:0.7
auc_val:0.4467084639498433
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1867 | test Loss: 0.776493
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1868 | Training Loss: 0.313853
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1868 | val Loss: 0.852135
ACC_val:0.7
auc_val:0.4467084639498433
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1868 | test Loss: 0.776495
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1869 | Training Loss: 0.314145
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1869 | val Loss: 0.851926
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1869 | test Loss: 0.775918
ACC_test:0.6530612244897959
auc_test:0.594017094017094
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1870 | Training Loss: 0.313805
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1870 | val Loss: 0.852053
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1870 | test Loss: 0.776025
ACC_test:0.6530612244897959
auc_test:0.5918803418803418
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1871 | Training Loss: 0.313800
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1871 | val Loss: 0.851934
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1871 | test Loss: 0.775766
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1872 | Training Loss: 0.314039
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1872 | val Loss: 0.851943
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1872 | test Loss: 0.775588
ACC_test:0.6530612244897959
auc_test:0.5918803418803419
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1873 | Training Loss: 0.313939
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1873 | val Loss: 0.852043
ACC_val:0.675
auc_val:0.4482758620689655
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1873 | test Loss: 0.775520
ACC_test:0.6530612244897959
auc_test:0.5897435897435898
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1874 | Training Loss: 0.314189
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1874 | val Loss: 0.851692
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1874 | test Loss: 0.775044
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1875 | Training Loss: 0.313835
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1875 | val Loss: 0.851647
ACC_val:0.7
auc_val:0.44670846394984326
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1875 | test Loss: 0.774878
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1876 | Training Loss: 0.314101
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1876 | val Loss: 0.851638
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1876 | test Loss: 0.774773
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1877 | Training Loss: 0.314004
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1877 | val Loss: 0.851821
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1877 | test Loss: 0.774693
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1878 | Training Loss: 0.313871
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1878 | val Loss: 0.852070
ACC_val:0.7
auc_val:0.4592476489028213
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1878 | test Loss: 0.774665
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1879 | Training Loss: 0.313748
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1879 | val Loss: 0.852466
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1879 | test Loss: 0.774790
ACC_test:0.6530612244897959
auc_test:0.5897435897435896
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1880 | Training Loss: 0.313767
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1880 | val Loss: 0.853199
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1880 | test Loss: 0.775530
ACC_test:0.6530612244897959
auc_test:0.5886752136752137
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1881 | Training Loss: 0.313672
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1881 | val Loss: 0.853509
ACC_val:0.675
auc_val:0.4545454545454545
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1881 | test Loss: 0.776009
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1882 | Training Loss: 0.313752
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1882 | val Loss: 0.853812
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1882 | test Loss: 0.776781
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1883 | Training Loss: 0.316220
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1883 | val Loss: 0.854453
ACC_val:0.675
auc_val:0.45141065830721006
f1_weighted_val:0.6166666666666666
f1_macro_val:0.4666666666666666
 ==  Epoch: 1883 | test Loss: 0.778528
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 1884 | Training Loss: 0.314112
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1884 | val Loss: 0.852785
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1884 | test Loss: 0.774822
ACC_test:0.6530612244897959
auc_test:0.5876068376068376
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1885 | Training Loss: 0.314723
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1885 | val Loss: 0.851633
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1885 | test Loss: 0.774888
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1886 | Training Loss: 0.314089
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1886 | val Loss: 0.851865
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1886 | test Loss: 0.776095
ACC_test:0.6122448979591837
auc_test:0.5833333333333333
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1887 | Training Loss: 0.314624
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1887 | val Loss: 0.851867
ACC_val:0.7
auc_val:0.445141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1887 | test Loss: 0.775581
ACC_test:0.6122448979591837
auc_test:0.5854700854700854
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1888 | Training Loss: 0.314445
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1888 | val Loss: 0.852002
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1888 | test Loss: 0.774366
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1889 | Training Loss: 0.313828
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1889 | val Loss: 0.852696
ACC_val:0.725
auc_val:0.4482758620689655
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1889 | test Loss: 0.773925
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1890 | Training Loss: 0.313852
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1890 | val Loss: 0.853089
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1890 | test Loss: 0.774152
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1891 | Training Loss: 0.314378
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1891 | val Loss: 0.852820
ACC_val:0.725
auc_val:0.4498432601880878
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1891 | test Loss: 0.773982
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1892 | Training Loss: 0.314436
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1892 | val Loss: 0.852027
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1892 | test Loss: 0.774060
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1893 | Training Loss: 0.314779
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1893 | val Loss: 0.852026
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1893 | test Loss: 0.776076
ACC_test:0.6122448979591837
auc_test:0.5854700854700855
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1894 | Training Loss: 0.314291
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1894 | val Loss: 0.853230
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1894 | test Loss: 0.777649
ACC_test:0.6122448979591837
auc_test:0.5982905982905984
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1895 | Training Loss: 0.315050
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1895 | val Loss: 0.851999
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1895 | test Loss: 0.774773
ACC_test:0.6122448979591837
auc_test:0.5854700854700855
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1896 | Training Loss: 0.313906
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1896 | val Loss: 0.852404
ACC_val:0.725
auc_val:0.45768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1896 | test Loss: 0.772094
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1897 | Training Loss: 0.314031
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1897 | val Loss: 0.853318
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1897 | test Loss: 0.771969
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1898 | Training Loss: 0.315027
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1898 | val Loss: 0.852721
ACC_val:0.725
auc_val:0.45768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1898 | test Loss: 0.771335
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1899 | Training Loss: 0.313822
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1899 | val Loss: 0.852341
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1899 | test Loss: 0.771480
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1900 | Training Loss: 0.314343
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1900 | val Loss: 0.852051
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1900 | test Loss: 0.772150
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1901 | Training Loss: 0.313690
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1901 | val Loss: 0.851950
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1901 | test Loss: 0.772720
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1902 | Training Loss: 0.313804
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1902 | val Loss: 0.851956
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1902 | test Loss: 0.772457
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1903 | Training Loss: 0.314094
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1903 | val Loss: 0.852036
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1903 | test Loss: 0.772147
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1904 | Training Loss: 0.314210
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1904 | val Loss: 0.852323
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1904 | test Loss: 0.771399
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1905 | Training Loss: 0.315077
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1905 | val Loss: 0.852321
ACC_val:0.725
auc_val:0.4608150470219436
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1905 | test Loss: 0.771313
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1906 | Training Loss: 0.313968
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1906 | val Loss: 0.851949
ACC_val:0.7
auc_val:0.45768025078369906
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1906 | test Loss: 0.771977
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1907 | Training Loss: 0.313998
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1907 | val Loss: 0.851974
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1907 | test Loss: 0.771875
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1908 | Training Loss: 0.314163
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1908 | val Loss: 0.852003
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1908 | test Loss: 0.771850
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1909 | Training Loss: 0.313895
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1909 | val Loss: 0.852053
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1909 | test Loss: 0.771925
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1910 | Training Loss: 0.314495
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1910 | val Loss: 0.851788
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1910 | test Loss: 0.773147
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1911 | Training Loss: 0.313711
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1911 | val Loss: 0.851785
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1911 | test Loss: 0.774078
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1912 | Training Loss: 0.314360
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1912 | val Loss: 0.851814
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1912 | test Loss: 0.774286
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1913 | Training Loss: 0.313829
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1913 | val Loss: 0.851781
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1913 | test Loss: 0.773844
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1914 | Training Loss: 0.314123
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1914 | val Loss: 0.851858
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1914 | test Loss: 0.773202
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1915 | Training Loss: 0.313825
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1915 | val Loss: 0.851963
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1915 | test Loss: 0.772938
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1916 | Training Loss: 0.314108
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1916 | val Loss: 0.851953
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1916 | test Loss: 0.772938
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1917 | Training Loss: 0.314342
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1917 | val Loss: 0.852187
ACC_val:0.725
auc_val:0.45768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1917 | test Loss: 0.772609
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1918 | Training Loss: 0.313719
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1918 | val Loss: 0.852773
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1918 | test Loss: 0.772094
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1919 | Training Loss: 0.313878
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1919 | val Loss: 0.852703
ACC_val:0.7
auc_val:0.4576802507836991
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1919 | test Loss: 0.772080
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1920 | Training Loss: 0.313938
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1920 | val Loss: 0.852659
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1920 | test Loss: 0.772102
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1921 | Training Loss: 0.313941
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1921 | val Loss: 0.852860
ACC_val:0.7
auc_val:0.4608150470219436
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1921 | test Loss: 0.772026
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1922 | Training Loss: 0.315455
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1922 | val Loss: 0.851867
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1922 | test Loss: 0.773476
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1923 | Training Loss: 0.315092
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1923 | val Loss: 0.851717
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1923 | test Loss: 0.775084
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1924 | Training Loss: 0.315372
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1924 | val Loss: 0.851585
ACC_val:0.7
auc_val:0.4529780564263323
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1924 | test Loss: 0.774053
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1925 | Training Loss: 0.314200
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1925 | val Loss: 0.851986
ACC_val:0.675
auc_val:0.44984326018808773
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1925 | test Loss: 0.773454
ACC_test:0.6530612244897959
auc_test:0.579059829059829
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1926 | Training Loss: 0.314017
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1926 | val Loss: 0.852545
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1926 | test Loss: 0.774135
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1927 | Training Loss: 0.314440
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1927 | val Loss: 0.852807
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1927 | test Loss: 0.774886
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1928 | Training Loss: 0.314293
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1928 | val Loss: 0.852416
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1928 | test Loss: 0.774504
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1929 | Training Loss: 0.313634
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1929 | val Loss: 0.852038
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1929 | test Loss: 0.774232
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1930 | Training Loss: 0.313937
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1930 | val Loss: 0.851843
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1930 | test Loss: 0.774242
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1931 | Training Loss: 0.314030
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1931 | val Loss: 0.851701
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1931 | test Loss: 0.774554
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1932 | Training Loss: 0.314067
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1932 | val Loss: 0.851677
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1932 | test Loss: 0.774615
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1933 | Training Loss: 0.314117
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1933 | val Loss: 0.851688
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1933 | test Loss: 0.774504
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1934 | Training Loss: 0.313755
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1934 | val Loss: 0.851698
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1934 | test Loss: 0.774649
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1935 | Training Loss: 0.314015
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1935 | val Loss: 0.851795
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1935 | test Loss: 0.775139
ACC_test:0.6326530612244898
auc_test:0.594017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1936 | Training Loss: 0.313808
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1936 | val Loss: 0.851796
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1936 | test Loss: 0.775333
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1937 | Training Loss: 0.314112
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1937 | val Loss: 0.851698
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1937 | test Loss: 0.775040
ACC_test:0.6326530612244898
auc_test:0.5897435897435898
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1938 | Training Loss: 0.313670
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1938 | val Loss: 0.851706
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1938 | test Loss: 0.774795
ACC_test:0.6326530612244898
auc_test:0.5876068376068375
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1939 | Training Loss: 0.314357
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1939 | val Loss: 0.852138
ACC_val:0.7
auc_val:0.44984326018808773
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1939 | test Loss: 0.774478
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1940 | Training Loss: 0.313623
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1940 | val Loss: 0.852822
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1940 | test Loss: 0.775174
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1941 | Training Loss: 0.313948
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1941 | val Loss: 0.852826
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1941 | test Loss: 0.775142
ACC_test:0.6530612244897959
auc_test:0.5801282051282052
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1942 | Training Loss: 0.314212
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1942 | val Loss: 0.852769
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1942 | test Loss: 0.775154
ACC_test:0.6530612244897959
auc_test:0.5801282051282052
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1943 | Training Loss: 0.313838
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1943 | val Loss: 0.852584
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1943 | test Loss: 0.775018
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1944 | Training Loss: 0.314416
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1944 | val Loss: 0.851566
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1944 | test Loss: 0.773798
ACC_test:0.6530612244897959
auc_test:0.5833333333333334
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1945 | Training Loss: 0.314849
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1945 | val Loss: 0.851195
ACC_val:0.7
auc_val:0.4529780564263323
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1945 | test Loss: 0.773829
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1946 | Training Loss: 0.314090
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1946 | val Loss: 0.851102
ACC_val:0.7
auc_val:0.4529780564263323
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1946 | test Loss: 0.774005
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1947 | Training Loss: 0.314259
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1947 | val Loss: 0.851300
ACC_val:0.7
auc_val:0.4529780564263323
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1947 | test Loss: 0.773478
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1948 | Training Loss: 0.313765
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1948 | val Loss: 0.851374
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1948 | test Loss: 0.773353
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1949 | Training Loss: 0.314292
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1949 | val Loss: 0.851459
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1949 | test Loss: 0.773170
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1950 | Training Loss: 0.314094
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1950 | val Loss: 0.851929
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1950 | test Loss: 0.773109
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1951 | Training Loss: 0.313791
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1951 | val Loss: 0.852254
ACC_val:0.7
auc_val:0.45297805642633227
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1951 | test Loss: 0.773284
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1952 | Training Loss: 0.313932
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1952 | val Loss: 0.852649
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1952 | test Loss: 0.773494
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1953 | Training Loss: 0.313669
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1953 | val Loss: 0.852866
ACC_val:0.7
auc_val:0.4545454545454546
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1953 | test Loss: 0.773612
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1954 | Training Loss: 0.313940
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1954 | val Loss: 0.853230
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1954 | test Loss: 0.774071
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1955 | Training Loss: 0.314539
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1955 | val Loss: 0.852250
ACC_val:0.7
auc_val:0.4561128526645768
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1955 | test Loss: 0.772804
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1956 | Training Loss: 0.313817
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1956 | val Loss: 0.851324
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1956 | test Loss: 0.773110
ACC_test:0.6530612244897959
auc_test:0.5811965811965812
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1957 | Training Loss: 0.316434
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1957 | val Loss: 0.851103
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1957 | test Loss: 0.774901
ACC_test:0.6326530612244898
auc_test:0.5854700854700854
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1958 | Training Loss: 0.313934
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1958 | val Loss: 0.850784
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1958 | test Loss: 0.774840
ACC_test:0.6326530612244898
auc_test:0.5790598290598291
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1959 | Training Loss: 0.313849
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1959 | val Loss: 0.850573
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1959 | test Loss: 0.774657
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1960 | Training Loss: 0.314009
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1960 | val Loss: 0.850626
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1960 | test Loss: 0.774826
ACC_test:0.6326530612244898
auc_test:0.5747863247863247
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1961 | Training Loss: 0.314075
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1961 | val Loss: 0.850644
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1961 | test Loss: 0.774659
ACC_test:0.6326530612244898
auc_test:0.5705128205128206
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1962 | Training Loss: 0.313677
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1962 | val Loss: 0.850676
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1962 | test Loss: 0.774507
ACC_test:0.6326530612244898
auc_test:0.5747863247863249
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1963 | Training Loss: 0.314068
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1963 | val Loss: 0.850859
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1963 | test Loss: 0.774310
ACC_test:0.6530612244897959
auc_test:0.5737179487179487
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1964 | Training Loss: 0.314272
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1964 | val Loss: 0.851185
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1964 | test Loss: 0.774202
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1965 | Training Loss: 0.314021
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1965 | val Loss: 0.851510
ACC_val:0.675
auc_val:0.4561128526645768
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1965 | test Loss: 0.774347
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1966 | Training Loss: 0.314592
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1966 | val Loss: 0.851168
ACC_val:0.675
auc_val:0.45141065830721
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1966 | test Loss: 0.774225
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1967 | Training Loss: 0.314509
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1967 | val Loss: 0.851065
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1967 | test Loss: 0.774799
ACC_test:0.6326530612244898
auc_test:0.576923076923077
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1968 | Training Loss: 0.313795
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1968 | val Loss: 0.851186
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1968 | test Loss: 0.774936
ACC_test:0.6326530612244898
auc_test:0.5758547008547008
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1969 | Training Loss: 0.313680
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1969 | val Loss: 0.851211
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1969 | test Loss: 0.774900
ACC_test:0.6326530612244898
auc_test:0.5769230769230769
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1970 | Training Loss: 0.314877
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1970 | val Loss: 0.851217
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1970 | test Loss: 0.774236
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1971 | Training Loss: 0.313925
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1971 | val Loss: 0.851435
ACC_val:0.675
auc_val:0.45297805642633227
f1_weighted_val:0.6401027077497667
f1_macro_val:0.5144724556489263
 ==  Epoch: 1971 | test Loss: 0.774002
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1972 | Training Loss: 0.314325
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1972 | val Loss: 0.851633
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1972 | test Loss: 0.774126
ACC_test:0.6530612244897959
auc_test:0.5683760683760682
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1973 | Training Loss: 0.315641
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1973 | val Loss: 0.850974
ACC_val:0.7
auc_val:0.4545454545454545
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1973 | test Loss: 0.774925
ACC_test:0.6326530612244898
auc_test:0.579059829059829
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1974 | Training Loss: 0.314004
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1974 | val Loss: 0.852226
ACC_val:0.7
auc_val:0.4482758620689654
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1974 | test Loss: 0.776708
ACC_test:0.6122448979591837
auc_test:0.5854700854700854
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1975 | Training Loss: 0.314540
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1975 | val Loss: 0.851308
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1975 | test Loss: 0.775520
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1976 | Training Loss: 0.314693
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1976 | val Loss: 0.851209
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1976 | test Loss: 0.775021
ACC_test:0.6326530612244898
auc_test:0.5811965811965811
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1977 | Training Loss: 0.313894
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1977 | val Loss: 0.851247
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1977 | test Loss: 0.774965
ACC_test:0.6326530612244898
auc_test:0.5833333333333333
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1978 | Training Loss: 0.314091
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1978 | val Loss: 0.851145
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1978 | test Loss: 0.774578
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1979 | Training Loss: 0.313824
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1979 | val Loss: 0.851072
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1979 | test Loss: 0.774337
ACC_test:0.6326530612244898
auc_test:0.5854700854700855
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1980 | Training Loss: 0.315326
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1980 | val Loss: 0.851037
ACC_val:0.7
auc_val:0.45141065830720994
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1980 | test Loss: 0.775635
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1981 | Training Loss: 0.313889
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1981 | val Loss: 0.851313
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1981 | test Loss: 0.776860
ACC_test:0.6122448979591837
auc_test:0.5897435897435898
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 1982 | Training Loss: 0.314868
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1982 | val Loss: 0.850553
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1982 | test Loss: 0.775826
ACC_test:0.6326530612244898
auc_test:0.5876068376068376
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1983 | Training Loss: 0.313831
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1983 | val Loss: 0.850234
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1983 | test Loss: 0.774122
ACC_test:0.6530612244897959
auc_test:0.5854700854700854
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1984 | Training Loss: 0.313723
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1984 | val Loss: 0.850675
ACC_val:0.725
auc_val:0.457680250783699
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1984 | test Loss: 0.773750
ACC_test:0.6530612244897959
auc_test:0.5769230769230769
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1985 | Training Loss: 0.313995
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1985 | val Loss: 0.850902
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1985 | test Loss: 0.773962
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1986 | Training Loss: 0.313737
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1986 | val Loss: 0.850852
ACC_val:0.7
auc_val:0.46081504702194354
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1986 | test Loss: 0.774079
ACC_test:0.6530612244897959
auc_test:0.5790598290598291
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1987 | Training Loss: 0.314973
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1987 | val Loss: 0.850443
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1987 | test Loss: 0.774513
ACC_test:0.6530612244897959
auc_test:0.5833333333333333
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1988 | Training Loss: 0.314108
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1988 | val Loss: 0.850536
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1988 | test Loss: 0.774625
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1989 | Training Loss: 0.313807
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1989 | val Loss: 0.851004
ACC_val:0.725
auc_val:0.4576802507836991
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 1989 | test Loss: 0.774177
ACC_test:0.6530612244897959
auc_test:0.5747863247863249
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1990 | Training Loss: 0.315233
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1990 | val Loss: 0.850849
ACC_val:0.7
auc_val:0.45141065830721006
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1990 | test Loss: 0.774404
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1991 | Training Loss: 0.314250
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1991 | val Loss: 0.850915
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1991 | test Loss: 0.774992
ACC_test:0.6530612244897959
auc_test:0.5811965811965811
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1992 | Training Loss: 0.313872
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1992 | val Loss: 0.851052
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1992 | test Loss: 0.775454
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1993 | Training Loss: 0.313616
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1993 | val Loss: 0.851190
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1993 | test Loss: 0.775896
ACC_test:0.6326530612244898
auc_test:0.5833333333333334
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1994 | Training Loss: 0.313745
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1994 | val Loss: 0.851206
ACC_val:0.7
auc_val:0.45454545454545453
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1994 | test Loss: 0.775703
ACC_test:0.6326530612244898
auc_test:0.5844017094017094
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 1995 | Training Loss: 0.314490
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1995 | val Loss: 0.851839
ACC_val:0.7
auc_val:0.457680250783699
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 1995 | test Loss: 0.773418
ACC_test:0.6530612244897959
auc_test:0.576923076923077
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 1996 | Training Loss: 0.314134
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1996 | val Loss: 0.855121
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1996 | test Loss: 0.784372
ACC_test:0.673469387755102
auc_test:0.5662393162393161
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 1997 | Training Loss: 0.314130
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1997 | val Loss: 0.856340
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1997 | test Loss: 0.794072
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 1998 | Training Loss: 0.314533
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1998 | val Loss: 0.854911
ACC_val:0.7
auc_val:0.4482758620689655
f1_weighted_val:0.6324675324675325
f1_macro_val:0.4805194805194805
 ==  Epoch: 1998 | test Loss: 0.789078
ACC_test:0.6530612244897959
auc_test:0.5747863247863247
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 1999 | Training Loss: 0.315337
ACC_train:1.0
auc_train:1.0
f1_weighted_train:1.0
f1_macro_train:1.0
 ==  Epoch: 1999 | val Loss: 0.850969
ACC_val:0.7
auc_val:0.45141065830721
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 1999 | test Loss: 0.773337
ACC_test:0.6530612244897959
auc_test:0.5854700854700855
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
