 ==  Epoch: 1 | Training Loss: 0.694596
ACC_train:0.2848101265822785
auc_train:0.49891838741396266
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 1 | val Loss: 0.692764
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 1 | test Loss: 0.690770
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 2 | Training Loss: 0.693883
ACC_train:0.2848101265822785
auc_train:0.5006882989183874
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 2 | val Loss: 0.692707
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 2 | test Loss: 0.691101
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 3 | Training Loss: 0.693675
ACC_train:0.2848101265822785
auc_train:0.5004916420845624
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 3 | val Loss: 0.692790
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 3 | test Loss: 0.691285
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 4 | Training Loss: 0.693558
ACC_train:0.2848101265822785
auc_train:0.5004916420845624
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 4 | val Loss: 0.692860
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 4 | test Loss: 0.691435
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 5 | Training Loss: 0.693479
ACC_train:0.2848101265822785
auc_train:0.49970501474926254
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 5 | val Loss: 0.692910
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 5 | test Loss: 0.691554
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 6 | Training Loss: 0.693422
ACC_train:0.2848101265822785
auc_train:0.4995083579154376
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 6 | val Loss: 0.692944
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 6 | test Loss: 0.691654
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 7 | Training Loss: 0.693378
ACC_train:0.2848101265822785
auc_train:0.4999016715830875
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 7 | val Loss: 0.692969
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 7 | test Loss: 0.691738
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 8 | Training Loss: 0.693345
ACC_train:0.2848101265822785
auc_train:0.49970501474926254
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 8 | val Loss: 0.692996
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 8 | test Loss: 0.691809
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 9 | Training Loss: 0.693319
ACC_train:0.2848101265822785
auc_train:0.5000983284169125
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 9 | val Loss: 0.693021
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 9 | test Loss: 0.691873
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 10 | Training Loss: 0.693297
ACC_train:0.2848101265822785
auc_train:0.5006882989183874
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 10 | val Loss: 0.693039
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 10 | test Loss: 0.691928
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 11 | Training Loss: 0.693278
ACC_train:0.2848101265822785
auc_train:0.5002949852507375
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 11 | val Loss: 0.693054
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 11 | test Loss: 0.691975
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 12 | Training Loss: 0.693260
ACC_train:0.2848101265822785
auc_train:0.5002949852507375
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 12 | val Loss: 0.693067
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 12 | test Loss: 0.692017
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 13 | Training Loss: 0.693244
ACC_train:0.2848101265822785
auc_train:0.5004916420845624
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 13 | val Loss: 0.693080
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 13 | test Loss: 0.692054
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 14 | Training Loss: 0.693233
ACC_train:0.2848101265822785
auc_train:0.5012782694198623
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 14 | val Loss: 0.693091
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 14 | test Loss: 0.692088
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 15 | Training Loss: 0.693223
ACC_train:0.2848101265822785
auc_train:0.5014749262536873
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 15 | val Loss: 0.693100
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 15 | test Loss: 0.692120
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 16 | Training Loss: 0.693214
ACC_train:0.2848101265822785
auc_train:0.5012782694198623
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 16 | val Loss: 0.693107
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 16 | test Loss: 0.692150
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 17 | Training Loss: 0.693207
ACC_train:0.2848101265822785
auc_train:0.5012782694198623
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 17 | val Loss: 0.693113
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 17 | test Loss: 0.692179
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 18 | Training Loss: 0.693199
ACC_train:0.2848101265822785
auc_train:0.5012782694198623
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 18 | val Loss: 0.693117
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 18 | test Loss: 0.692204
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 19 | Training Loss: 0.693193
ACC_train:0.2848101265822785
auc_train:0.5010816125860373
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 19 | val Loss: 0.693121
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 19 | test Loss: 0.692227
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 20 | Training Loss: 0.693187
ACC_train:0.2848101265822785
auc_train:0.5008849557522124
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 20 | val Loss: 0.693124
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 20 | test Loss: 0.692249
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 21 | Training Loss: 0.693182
ACC_train:0.2848101265822785
auc_train:0.5008849557522124
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 21 | val Loss: 0.693127
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 21 | test Loss: 0.692270
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 22 | Training Loss: 0.693178
ACC_train:0.2848101265822785
auc_train:0.5008849557522124
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 22 | val Loss: 0.693130
ACC_val:0.275
auc_val:0.4670846394984326
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 22 | test Loss: 0.692288
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 23 | Training Loss: 0.693173
ACC_train:0.2848101265822785
auc_train:0.5004916420845624
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 23 | val Loss: 0.693132
ACC_val:0.275
auc_val:0.4670846394984326
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 23 | test Loss: 0.692304
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 24 | Training Loss: 0.693169
ACC_train:0.2848101265822785
auc_train:0.5002949852507375
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 24 | val Loss: 0.693134
ACC_val:0.275
auc_val:0.4670846394984326
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 24 | test Loss: 0.692319
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 25 | Training Loss: 0.693166
ACC_train:0.2848101265822785
auc_train:0.4993117010816126
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 25 | val Loss: 0.693137
ACC_val:0.275
auc_val:0.4670846394984326
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 25 | test Loss: 0.692332
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 26 | Training Loss: 0.693162
ACC_train:0.2848101265822785
auc_train:0.4993117010816126
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 26 | val Loss: 0.693139
ACC_val:0.275
auc_val:0.46394984326018807
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 26 | test Loss: 0.692345
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 27 | Training Loss: 0.693158
ACC_train:0.2848101265822785
auc_train:0.4995083579154376
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 27 | val Loss: 0.693141
ACC_val:0.275
auc_val:0.46394984326018807
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 27 | test Loss: 0.692356
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 28 | Training Loss: 0.693155
ACC_train:0.2848101265822785
auc_train:0.4995083579154376
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 28 | val Loss: 0.693143
ACC_val:0.275
auc_val:0.46394984326018807
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 28 | test Loss: 0.692366
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 29 | Training Loss: 0.693152
ACC_train:0.2848101265822785
auc_train:0.4995083579154376
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 29 | val Loss: 0.693145
ACC_val:0.275
auc_val:0.46394984326018807
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 29 | test Loss: 0.692374
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 30 | Training Loss: 0.693149
ACC_train:0.2848101265822785
auc_train:0.49911504424778763
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 30 | val Loss: 0.693146
ACC_val:0.275
auc_val:0.46394984326018807
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 30 | test Loss: 0.692382
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 31 | Training Loss: 0.693147
ACC_train:0.2848101265822785
auc_train:0.4995083579154376
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 31 | val Loss: 0.693145
ACC_val:0.275
auc_val:0.46394984326018807
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 31 | test Loss: 0.692389
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 32 | Training Loss: 0.693144
ACC_train:0.2848101265822785
auc_train:0.4993117010816126
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 32 | val Loss: 0.693143
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 32 | test Loss: 0.692394
ACC_test:0.2653061224489796
auc_test:0.5576923076923077
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 33 | Training Loss: 0.693142
ACC_train:0.2848101265822785
auc_train:0.49832841691248764
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 33 | val Loss: 0.693142
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 33 | test Loss: 0.692400
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 34 | Training Loss: 0.693140
ACC_train:0.2848101265822785
auc_train:0.49754178957718787
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 34 | val Loss: 0.693142
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 34 | test Loss: 0.692405
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 35 | Training Loss: 0.693137
ACC_train:0.2848101265822785
auc_train:0.4971484759095379
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 35 | val Loss: 0.693142
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 35 | test Loss: 0.692410
ACC_test:0.2653061224489796
auc_test:0.5576923076923077
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 36 | Training Loss: 0.693135
ACC_train:0.2848101265822785
auc_train:0.49695181907571284
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 36 | val Loss: 0.693142
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 36 | test Loss: 0.692414
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 37 | Training Loss: 0.693132
ACC_train:0.2848101265822785
auc_train:0.4965585054080629
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 37 | val Loss: 0.693140
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 37 | test Loss: 0.692418
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 38 | Training Loss: 0.693129
ACC_train:0.2848101265822785
auc_train:0.49695181907571284
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 38 | val Loss: 0.693138
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 38 | test Loss: 0.692422
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 39 | Training Loss: 0.693127
ACC_train:0.2848101265822785
auc_train:0.4971484759095378
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 39 | val Loss: 0.693138
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 39 | test Loss: 0.692427
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 40 | Training Loss: 0.693123
ACC_train:0.2848101265822785
auc_train:0.4971484759095378
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 40 | val Loss: 0.693137
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 40 | test Loss: 0.692431
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 41 | Training Loss: 0.693120
ACC_train:0.2848101265822785
auc_train:0.4971484759095378
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 41 | val Loss: 0.693135
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 41 | test Loss: 0.692434
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 42 | Training Loss: 0.693116
ACC_train:0.2848101265822785
auc_train:0.4971484759095378
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 42 | val Loss: 0.693134
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 42 | test Loss: 0.692438
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 43 | Training Loss: 0.693112
ACC_train:0.2848101265822785
auc_train:0.4973451327433628
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 43 | val Loss: 0.693133
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 43 | test Loss: 0.692440
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 44 | Training Loss: 0.693109
ACC_train:0.2848101265822785
auc_train:0.49754178957718775
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 44 | val Loss: 0.693130
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 44 | test Loss: 0.692440
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 45 | Training Loss: 0.693106
ACC_train:0.2848101265822785
auc_train:0.49754178957718775
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 45 | val Loss: 0.693128
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 45 | test Loss: 0.692439
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 46 | Training Loss: 0.693102
ACC_train:0.2848101265822785
auc_train:0.4973451327433628
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 46 | val Loss: 0.693125
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 46 | test Loss: 0.692437
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 47 | Training Loss: 0.693099
ACC_train:0.2848101265822785
auc_train:0.49675516224188787
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 47 | val Loss: 0.693124
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 47 | test Loss: 0.692436
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 48 | Training Loss: 0.693094
ACC_train:0.2848101265822785
auc_train:0.4971484759095378
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 48 | val Loss: 0.693120
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 48 | test Loss: 0.692433
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 49 | Training Loss: 0.693090
ACC_train:0.2848101265822785
auc_train:0.496558505408063
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 49 | val Loss: 0.693116
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 49 | test Loss: 0.692429
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 50 | Training Loss: 0.693085
ACC_train:0.2848101265822785
auc_train:0.4965585054080629
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 50 | val Loss: 0.693112
ACC_val:0.275
auc_val:0.4608150470219436
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 50 | test Loss: 0.692430
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 51 | Training Loss: 0.693079
ACC_train:0.2848101265822785
auc_train:0.4957718780727631
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 51 | val Loss: 0.693107
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 51 | test Loss: 0.692436
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 52 | Training Loss: 0.693074
ACC_train:0.2848101265822785
auc_train:0.496165191740413
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 52 | val Loss: 0.693097
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 52 | test Loss: 0.692436
ACC_test:0.2653061224489796
auc_test:0.5555555555555556
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 53 | Training Loss: 0.693068
ACC_train:0.2848101265822785
auc_train:0.4936086529006883
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 53 | val Loss: 0.693086
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 53 | test Loss: 0.692436
ACC_test:0.2653061224489796
auc_test:0.5555555555555556
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 54 | Training Loss: 0.693063
ACC_train:0.2848101265822785
auc_train:0.4940019665683383
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 54 | val Loss: 0.693073
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 54 | test Loss: 0.692439
ACC_test:0.2653061224489796
auc_test:0.5555555555555556
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 55 | Training Loss: 0.693057
ACC_train:0.2848101265822785
auc_train:0.4938053097345133
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 55 | val Loss: 0.693061
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 55 | test Loss: 0.692427
ACC_test:0.2653061224489796
auc_test:0.5555555555555556
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 56 | Training Loss: 0.693050
ACC_train:0.2848101265822785
auc_train:0.49419862340216325
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 56 | val Loss: 0.693050
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 56 | test Loss: 0.692405
ACC_test:0.2653061224489796
auc_test:0.5555555555555556
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 57 | Training Loss: 0.693044
ACC_train:0.2848101265822785
auc_train:0.4940019665683383
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 57 | val Loss: 0.693036
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 57 | test Loss: 0.692389
ACC_test:0.2653061224489796
auc_test:0.5576923076923077
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 58 | Training Loss: 0.693037
ACC_train:0.2848101265822785
auc_train:0.49380530973451325
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 58 | val Loss: 0.693020
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 58 | test Loss: 0.692378
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 59 | Training Loss: 0.693030
ACC_train:0.2848101265822785
auc_train:0.4928220255653884
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 59 | val Loss: 0.693002
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 59 | test Loss: 0.692355
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 60 | Training Loss: 0.693020
ACC_train:0.2848101265822785
auc_train:0.49262536873156343
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 60 | val Loss: 0.692982
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 60 | test Loss: 0.692320
ACC_test:0.2653061224489796
auc_test:0.5576923076923077
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 61 | Training Loss: 0.693009
ACC_train:0.2848101265822785
auc_train:0.49301868239921337
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 61 | val Loss: 0.692959
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 61 | test Loss: 0.692289
ACC_test:0.2653061224489796
auc_test:0.5576923076923077
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 62 | Training Loss: 0.692997
ACC_train:0.2848101265822785
auc_train:0.4940019665683382
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 62 | val Loss: 0.692930
ACC_val:0.275
auc_val:0.4482758620689655
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 62 | test Loss: 0.692262
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 63 | Training Loss: 0.692983
ACC_train:0.2848101265822785
auc_train:0.4938053097345133
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 63 | val Loss: 0.692896
ACC_val:0.275
auc_val:0.4482758620689655
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 63 | test Loss: 0.692233
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 64 | Training Loss: 0.692966
ACC_train:0.2848101265822785
auc_train:0.49321533923303834
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 64 | val Loss: 0.692856
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 64 | test Loss: 0.692201
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 65 | Training Loss: 0.692945
ACC_train:0.2848101265822785
auc_train:0.4940019665683383
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 65 | val Loss: 0.692808
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 65 | test Loss: 0.692150
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 66 | Training Loss: 0.692922
ACC_train:0.2848101265822785
auc_train:0.49360865290068834
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 66 | val Loss: 0.692753
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 66 | test Loss: 0.692098
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 67 | Training Loss: 0.692891
ACC_train:0.2848101265822785
auc_train:0.4936086529006882
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 67 | val Loss: 0.692683
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 67 | test Loss: 0.692040
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 68 | Training Loss: 0.692849
ACC_train:0.2848101265822785
auc_train:0.4940019665683383
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 68 | val Loss: 0.692591
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 68 | test Loss: 0.691968
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 69 | Training Loss: 0.692800
ACC_train:0.2848101265822785
auc_train:0.49439528023598817
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 69 | val Loss: 0.692485
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 69 | test Loss: 0.691889
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 70 | Training Loss: 0.692721
ACC_train:0.2848101265822785
auc_train:0.4951819075712881
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 70 | val Loss: 0.692391
ACC_val:0.275
auc_val:0.4482758620689655
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 70 | test Loss: 0.691777
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 71 | Training Loss: 0.692569
ACC_train:0.2848101265822785
auc_train:0.49636184857423793
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 71 | val Loss: 0.692126
ACC_val:0.275
auc_val:0.4482758620689655
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 71 | test Loss: 0.691768
ACC_test:0.2653061224489796
auc_test:0.5683760683760684
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 72 | Training Loss: 0.692110
ACC_train:0.2848101265822785
auc_train:0.49891838741396266
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 72 | val Loss: 0.691785
ACC_val:0.275
auc_val:0.45141065830721006
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 72 | test Loss: 0.691828
ACC_test:0.2653061224489796
auc_test:0.5662393162393162
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 73 | Training Loss: 0.690563
ACC_train:0.2848101265822785
auc_train:0.5016715830875123
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 73 | val Loss: 0.693191
ACC_val:0.275
auc_val:0.45454545454545453
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 73 | test Loss: 0.695363
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 74 | Training Loss: 0.686932
ACC_train:0.2848101265822785
auc_train:0.5081612586037365
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 74 | val Loss: 0.697400
ACC_val:0.275
auc_val:0.4482758620689655
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 74 | test Loss: 0.705352
ACC_test:0.2653061224489796
auc_test:0.5683760683760684
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 75 | Training Loss: 0.679374
ACC_train:0.2848101265822785
auc_train:0.5176007866273352
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 75 | val Loss: 0.698159
ACC_val:0.275
auc_val:0.4670846394984326
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 75 | test Loss: 0.710924
ACC_test:0.2653061224489796
auc_test:0.5747863247863247
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 76 | Training Loss: 0.671570
ACC_train:0.2848101265822785
auc_train:0.5252704031465094
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 76 | val Loss: 0.691678
ACC_val:0.275
auc_val:0.47335423197492166
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 76 | test Loss: 0.701583
ACC_test:0.2653061224489796
auc_test:0.5705128205128205
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 77 | Training Loss: 0.666106
ACC_train:0.2848101265822785
auc_train:0.5343166175024582
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 77 | val Loss: 0.689325
ACC_val:0.275
auc_val:0.47335423197492166
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 77 | test Loss: 0.712952
ACC_test:0.2653061224489796
auc_test:0.561965811965812
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 78 | Training Loss: 0.661842
ACC_train:0.2848101265822785
auc_train:0.5360865290068829
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 78 | val Loss: 0.688541
ACC_val:0.275
auc_val:0.4764890282131662
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 78 | test Loss: 0.702395
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 79 | Training Loss: 0.659233
ACC_train:0.2848101265822785
auc_train:0.543559488692232
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 79 | val Loss: 0.688821
ACC_val:0.275
auc_val:0.4764890282131662
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 79 | test Loss: 0.708995
ACC_test:0.2653061224489796
auc_test:0.5641025641025641
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 80 | Training Loss: 0.656415
ACC_train:0.2848101265822785
auc_train:0.5419862340216322
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 80 | val Loss: 0.690227
ACC_val:0.275
auc_val:0.4764890282131662
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 80 | test Loss: 0.706223
ACC_test:0.2653061224489796
auc_test:0.5598290598290598
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 81 | Training Loss: 0.652872
ACC_train:0.2848101265822785
auc_train:0.543559488692232
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 81 | val Loss: 0.690195
ACC_val:0.275
auc_val:0.4639498432601881
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 81 | test Loss: 0.706695
ACC_test:0.2653061224489796
auc_test:0.5683760683760684
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 82 | Training Loss: 0.651385
ACC_train:0.2848101265822785
auc_train:0.5433628318584072
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 82 | val Loss: 0.690229
ACC_val:0.275
auc_val:0.46708463949843265
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 82 | test Loss: 0.710835
ACC_test:0.2653061224489796
auc_test:0.5683760683760684
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 83 | Training Loss: 0.649618
ACC_train:0.2848101265822785
auc_train:0.5459193706981318
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 83 | val Loss: 0.690133
ACC_val:0.275
auc_val:0.47335423197492166
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 83 | test Loss: 0.708315
ACC_test:0.2653061224489796
auc_test:0.5683760683760684
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 84 | Training Loss: 0.648080
ACC_train:0.2848101265822785
auc_train:0.5512291052114062
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 84 | val Loss: 0.690098
ACC_val:0.275
auc_val:0.47335423197492166
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 84 | test Loss: 0.713746
ACC_test:0.2653061224489796
auc_test:0.5705128205128205
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 85 | Training Loss: 0.646683
ACC_train:0.2848101265822785
auc_train:0.5535889872173058
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 85 | val Loss: 0.689164
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 85 | test Loss: 0.711731
ACC_test:0.2653061224489796
auc_test:0.5705128205128205
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 86 | Training Loss: 0.644876
ACC_train:0.2848101265822785
auc_train:0.5547689282202558
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 86 | val Loss: 0.688816
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 86 | test Loss: 0.717882
ACC_test:0.2653061224489796
auc_test:0.5726495726495726
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 87 | Training Loss: 0.643919
ACC_train:0.2848101265822785
auc_train:0.5585054080629301
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 87 | val Loss: 0.688579
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 87 | test Loss: 0.715218
ACC_test:0.2653061224489796
auc_test:0.5747863247863247
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 88 | Training Loss: 0.642854
ACC_train:0.2848101265822785
auc_train:0.5610619469026549
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 88 | val Loss: 0.687998
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 88 | test Loss: 0.719086
ACC_test:0.2653061224489796
auc_test:0.5769230769230769
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 89 | Training Loss: 0.641930
ACC_train:0.2848101265822785
auc_train:0.5622418879056047
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 89 | val Loss: 0.687590
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 89 | test Loss: 0.716039
ACC_test:0.2653061224489796
auc_test:0.5726495726495726
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 90 | Training Loss: 0.640536
ACC_train:0.2848101265822785
auc_train:0.5647984267453294
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 90 | val Loss: 0.687537
ACC_val:0.275
auc_val:0.4702194357366771
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 90 | test Loss: 0.718621
ACC_test:0.2653061224489796
auc_test:0.5705128205128205
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 91 | Training Loss: 0.639469
ACC_train:0.2848101265822785
auc_train:0.5679449360865291
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 91 | val Loss: 0.687723
ACC_val:0.275
auc_val:0.47335423197492166
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 91 | test Loss: 0.717922
ACC_test:0.2653061224489796
auc_test:0.5705128205128205
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 92 | Training Loss: 0.638059
ACC_train:0.2848101265822785
auc_train:0.5724680432645035
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 92 | val Loss: 0.688068
ACC_val:0.275
auc_val:0.47021943573667707
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 92 | test Loss: 0.719946
ACC_test:0.2653061224489796
auc_test:0.5747863247863247
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 93 | Training Loss: 0.636333
ACC_train:0.2848101265822785
auc_train:0.5748279252704032
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 93 | val Loss: 0.688974
ACC_val:0.275
auc_val:0.4576802507836991
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 93 | test Loss: 0.722193
ACC_test:0.2653061224489796
auc_test:0.5833333333333333
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 94 | Training Loss: 0.632599
ACC_train:0.2848101265822785
auc_train:0.5748279252704032
f1_weighted_train:0.1262704994699757
f1_macro_train:0.22167487684729067
 ==  Epoch: 94 | val Loss: 0.694161
ACC_val:0.275
auc_val:0.43887147335423193
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 94 | test Loss: 0.719813
ACC_test:0.2653061224489796
auc_test:0.594017094017094
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 95 | Training Loss: 0.619210
ACC_train:0.41139240506329117
auc_train:0.5874139626352016
f1_weighted_train:0.4214801210190597
f1_macro_train:0.4102347983142685
 ==  Epoch: 95 | val Loss: 0.739962
ACC_val:0.725
auc_val:0.3322884012539185
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 95 | test Loss: 0.709829
ACC_test:0.7755102040816326
auc_test:0.5982905982905983
f1_weighted_test:0.7285580899026277
f1_macro_test:0.6085693536673928
 ==  Epoch: 96 | Training Loss: 0.599693
ACC_train:0.7531645569620253
auc_train:0.7488692232055064
f1_weighted_train:0.7179888042765646
f1_macro_train:0.6223107569721116
 ==  Epoch: 96 | val Loss: 0.715970
ACC_val:0.75
auc_val:0.45141065830721006
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 96 | test Loss: 0.721229
ACC_test:0.6122448979591837
auc_test:0.5769230769230769
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 97 | Training Loss: 0.589776
ACC_train:0.7974683544303798
auc_train:0.7939036381514257
f1_weighted_train:0.7767682559284906
f1_macro_train:0.7063879210220674
 ==  Epoch: 97 | val Loss: 0.732642
ACC_val:0.75
auc_val:0.5360501567398119
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 97 | test Loss: 0.722179
ACC_test:0.6530612244897959
auc_test:0.5192307692307693
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 98 | Training Loss: 0.579807
ACC_train:0.7341772151898734
auc_train:0.7927236971484759
f1_weighted_train:0.7432919659752715
f1_macro_train:0.6990203193033382
 ==  Epoch: 98 | val Loss: 0.722392
ACC_val:0.7
auc_val:0.5329153605015673
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 98 | test Loss: 0.727943
ACC_test:0.6326530612244898
auc_test:0.5064102564102564
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 99 | Training Loss: 0.572082
ACC_train:0.7721518987341772
auc_train:0.8281219272369715
f1_weighted_train:0.7578114590273152
f1_macro_train:0.6881578947368421
 ==  Epoch: 99 | val Loss: 0.728266
ACC_val:0.7
auc_val:0.5235109717868338
f1_weighted_val:0.6578125
f1_macro_val:0.53125
 ==  Epoch: 99 | test Loss: 0.727369
ACC_test:0.6326530612244898
auc_test:0.532051282051282
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 100 | Training Loss: 0.569881
ACC_train:0.7911392405063291
auc_train:0.8473942969518191
f1_weighted_train:0.7904259111787509
f1_macro_train:0.7419195169034303
 ==  Epoch: 100 | val Loss: 0.733610
ACC_val:0.675
auc_val:0.5109717868338557
f1_weighted_val:0.6573339085418465
f1_macro_val:0.551337359792925
 ==  Epoch: 100 | test Loss: 0.729683
ACC_test:0.5510204081632653
auc_test:0.5192307692307693
f1_weighted_test:0.5757803121248499
f1_macro_test:0.504595588235294
 ==  Epoch: 101 | Training Loss: 0.566635
ACC_train:0.8227848101265823
auc_train:0.8542772861356931
f1_weighted_train:0.8239199229499176
f1_macro_train:0.7853260869565218
 ==  Epoch: 101 | val Loss: 0.728633
ACC_val:0.65
auc_val:0.5297805642633229
f1_weighted_val:0.6224014336917562
f1_macro_val:0.4982078853046595
 ==  Epoch: 101 | test Loss: 0.733503
ACC_test:0.5510204081632653
auc_test:0.49786324786324787
f1_weighted_test:0.5757803121248499
f1_macro_test:0.504595588235294
 ==  Epoch: 102 | Training Loss: 0.564400
ACC_train:0.810126582278481
auc_train:0.8554572271386431
f1_weighted_train:0.810126582278481
f1_macro_train:0.7669616519174041
 ==  Epoch: 102 | val Loss: 0.728778
ACC_val:0.725
auc_val:0.5266457680250783
f1_weighted_val:0.6756410256410257
f1_macro_val:0.5487179487179488
 ==  Epoch: 102 | test Loss: 0.731325
ACC_test:0.6530612244897959
auc_test:0.517094017094017
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 103 | Training Loss: 0.561179
ACC_train:0.8291139240506329
auc_train:0.8721730580137659
f1_weighted_train:0.8244748429257858
f1_macro_train:0.7794094834272713
 ==  Epoch: 103 | val Loss: 0.722200
ACC_val:0.7
auc_val:0.542319749216301
f1_weighted_val:0.6763440860215054
f1_macro_val:0.5698924731182795
 ==  Epoch: 103 | test Loss: 0.734160
ACC_test:0.5918367346938775
auc_test:0.4914529914529915
f1_weighted_test:0.6115491651205938
f1_macro_test:0.5359848484848485
 ==  Epoch: 104 | Training Loss: 0.560093
ACC_train:0.8291139240506329
auc_train:0.8680432645034415
f1_weighted_train:0.8296731116984282
f1_macro_train:0.7916483516483517
 ==  Epoch: 104 | val Loss: 0.727864
ACC_val:0.725
auc_val:0.5391849529780564
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 104 | test Loss: 0.732384
ACC_test:0.6530612244897959
auc_test:0.5106837606837606
f1_weighted_test:0.6634641862742099
f1_macro_test:0.5837081459270365
 ==  Epoch: 105 | Training Loss: 0.556971
ACC_train:0.8291139240506329
auc_train:0.8810226155358898
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 105 | val Loss: 0.725394
ACC_val:0.725
auc_val:0.5454545454545454
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 105 | test Loss: 0.735113
ACC_test:0.6122448979591837
auc_test:0.5021367521367521
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 106 | Training Loss: 0.556046
ACC_train:0.8291139240506329
auc_train:0.8822025565388398
f1_weighted_train:0.830720693172101
f1_macro_train:0.7943005930854911
 ==  Epoch: 106 | val Loss: 0.729315
ACC_val:0.725
auc_val:0.54858934169279
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 106 | test Loss: 0.733645
ACC_test:0.6122448979591837
auc_test:0.5085470085470085
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 107 | Training Loss: 0.553771
ACC_train:0.8354430379746836
auc_train:0.8894788593903638
f1_weighted_train:0.8364970713106376
f1_macro_train:0.8006599378881988
 ==  Epoch: 107 | val Loss: 0.726442
ACC_val:0.725
auc_val:0.54858934169279
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 107 | test Loss: 0.734101
ACC_test:0.6122448979591837
auc_test:0.5064102564102564
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 108 | Training Loss: 0.552923
ACC_train:0.8417721518987342
auc_train:0.8900688298918389
f1_weighted_train:0.8432599010852787
f1_macro_train:0.8095375861902696
 ==  Epoch: 108 | val Loss: 0.727076
ACC_val:0.725
auc_val:0.54858934169279
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 108 | test Loss: 0.733062
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 109 | Training Loss: 0.551279
ACC_train:0.8417721518987342
auc_train:0.8936086529006884
f1_weighted_train:0.8441461348542902
f1_macro_train:0.8118599666587283
 ==  Epoch: 109 | val Loss: 0.726796
ACC_val:0.725
auc_val:0.5517241379310345
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 109 | test Loss: 0.734073
ACC_test:0.6326530612244898
auc_test:0.5085470085470085
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 110 | Training Loss: 0.550460
ACC_train:0.8481012658227848
auc_train:0.8945919370698132
f1_weighted_train:0.8499646967193426
f1_macro_train:0.8182863714778609
 ==  Epoch: 110 | val Loss: 0.726517
ACC_val:0.725
auc_val:0.5517241379310345
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 110 | test Loss: 0.733295
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 111 | Training Loss: 0.548984
ACC_train:0.8481012658227848
auc_train:0.8993117010816125
f1_weighted_train:0.8499646967193426
f1_macro_train:0.8182863714778609
 ==  Epoch: 111 | val Loss: 0.725888
ACC_val:0.725
auc_val:0.5517241379310345
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 111 | test Loss: 0.732904
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 112 | Training Loss: 0.547971
ACC_train:0.8544303797468354
auc_train:0.903638151425762
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 112 | val Loss: 0.726911
ACC_val:0.725
auc_val:0.5579937304075235
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 112 | test Loss: 0.732846
ACC_test:0.6326530612244898
auc_test:0.5192307692307693
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 113 | Training Loss: 0.546986
ACC_train:0.8544303797468354
auc_train:0.9048180924287119
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 113 | val Loss: 0.726118
ACC_val:0.725
auc_val:0.5579937304075235
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 113 | test Loss: 0.732999
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 114 | Training Loss: 0.545984
ACC_train:0.8544303797468354
auc_train:0.9065880039331367
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 114 | val Loss: 0.725585
ACC_val:0.725
auc_val:0.5517241379310345
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 114 | test Loss: 0.732468
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 115 | Training Loss: 0.544905
ACC_train:0.8544303797468354
auc_train:0.9093411996066862
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 115 | val Loss: 0.725649
ACC_val:0.725
auc_val:0.5579937304075235
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 115 | test Loss: 0.732582
ACC_test:0.6326530612244898
auc_test:0.5192307692307692
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 116 | Training Loss: 0.544027
ACC_train:0.8544303797468354
auc_train:0.911111111111111
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 116 | val Loss: 0.725786
ACC_val:0.725
auc_val:0.5642633228840126
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 116 | test Loss: 0.732680
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 117 | Training Loss: 0.543066
ACC_train:0.8544303797468354
auc_train:0.9118977384464111
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 117 | val Loss: 0.725484
ACC_val:0.725
auc_val:0.5579937304075235
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 117 | test Loss: 0.732484
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 118 | Training Loss: 0.542128
ACC_train:0.8544303797468354
auc_train:0.9132743362831858
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 118 | val Loss: 0.725144
ACC_val:0.725
auc_val:0.567398119122257
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 118 | test Loss: 0.732594
ACC_test:0.6326530612244898
auc_test:0.5213675213675213
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 119 | Training Loss: 0.541579
ACC_train:0.8544303797468354
auc_train:0.9138643067846608
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 119 | val Loss: 0.725081
ACC_val:0.725
auc_val:0.5642633228840126
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 119 | test Loss: 0.732049
ACC_test:0.6326530612244898
auc_test:0.5235042735042735
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 120 | Training Loss: 0.540455
ACC_train:0.8544303797468354
auc_train:0.9156342182890855
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 120 | val Loss: 0.724392
ACC_val:0.725
auc_val:0.5642633228840126
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 120 | test Loss: 0.732491
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 121 | Training Loss: 0.539762
ACC_train:0.8544303797468354
auc_train:0.9164208456243854
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 121 | val Loss: 0.725172
ACC_val:0.725
auc_val:0.5673981191222571
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 121 | test Loss: 0.732335
ACC_test:0.6326530612244898
auc_test:0.5213675213675213
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 122 | Training Loss: 0.538961
ACC_train:0.8544303797468354
auc_train:0.9170108161258603
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 122 | val Loss: 0.723926
ACC_val:0.725
auc_val:0.5705329153605015
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 122 | test Loss: 0.732091
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6290469967476638
f1_macro_test:0.5517573423206548
 ==  Epoch: 123 | Training Loss: 0.538236
ACC_train:0.8544303797468354
auc_train:0.9183874139626351
f1_weighted_train:0.8566144440659469
f1_macro_train:0.8269111693260299
 ==  Epoch: 123 | val Loss: 0.724470
ACC_val:0.725
auc_val:0.5673981191222571
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 123 | test Loss: 0.732035
ACC_test:0.6326530612244898
auc_test:0.5235042735042735
f1_weighted_test:0.6463385354141656
f1_macro_test:0.5676470588235294
 ==  Epoch: 124 | Training Loss: 0.537461
ACC_train:0.8607594936708861
auc_train:0.9199606686332349
f1_weighted_train:0.8624676386593974
f1_macro_train:0.8334291738547057
 ==  Epoch: 124 | val Loss: 0.723512
ACC_val:0.725
auc_val:0.5673981191222571
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 124 | test Loss: 0.732529
ACC_test:0.5918367346938775
auc_test:0.517094017094017
f1_weighted_test:0.6115491651205938
f1_macro_test:0.5359848484848485
 ==  Epoch: 125 | Training Loss: 0.536827
ACC_train:0.8607594936708861
auc_train:0.9201573254670601
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 125 | val Loss: 0.723467
ACC_val:0.725
auc_val:0.5768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 125 | test Loss: 0.732632
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 126 | Training Loss: 0.536073
ACC_train:0.8607594936708861
auc_train:0.9209439528023599
f1_weighted_train:0.8624676386593974
f1_macro_train:0.8334291738547057
 ==  Epoch: 126 | val Loss: 0.722347
ACC_val:0.725
auc_val:0.5768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 126 | test Loss: 0.732718
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 127 | Training Loss: 0.535418
ACC_train:0.8670886075949367
auc_train:0.9215339233038348
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 127 | val Loss: 0.722570
ACC_val:0.725
auc_val:0.5736677115987461
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 127 | test Loss: 0.732421
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 128 | Training Loss: 0.534672
ACC_train:0.8670886075949367
auc_train:0.9231071779744346
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 128 | val Loss: 0.722596
ACC_val:0.725
auc_val:0.5768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 128 | test Loss: 0.732672
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 129 | Training Loss: 0.534046
ACC_train:0.8670886075949367
auc_train:0.9233038348082595
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 129 | val Loss: 0.722936
ACC_val:0.725
auc_val:0.5768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 129 | test Loss: 0.732584
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 130 | Training Loss: 0.533393
ACC_train:0.8670886075949367
auc_train:0.9244837758112094
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 130 | val Loss: 0.722038
ACC_val:0.725
auc_val:0.5768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 130 | test Loss: 0.732881
ACC_test:0.6122448979591837
auc_test:0.5192307692307693
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 131 | Training Loss: 0.532814
ACC_train:0.8607594936708861
auc_train:0.9254670599803343
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 131 | val Loss: 0.722862
ACC_val:0.725
auc_val:0.5736677115987461
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 131 | test Loss: 0.732664
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 132 | Training Loss: 0.532016
ACC_train:0.8670886075949367
auc_train:0.9264503441494591
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 132 | val Loss: 0.721405
ACC_val:0.725
auc_val:0.5736677115987461
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 132 | test Loss: 0.733194
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 133 | Training Loss: 0.531643
ACC_train:0.8607594936708861
auc_train:0.9262536873156342
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 133 | val Loss: 0.722466
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 133 | test Loss: 0.732767
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 134 | Training Loss: 0.530818
ACC_train:0.8670886075949367
auc_train:0.9266470009832841
f1_weighted_train:0.8690827532776036
f1_macro_train:0.8419623719933317
 ==  Epoch: 134 | val Loss: 0.721420
ACC_val:0.725
auc_val:0.5768025078369906
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 134 | test Loss: 0.733605
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 135 | Training Loss: 0.530554
ACC_train:0.8607594936708861
auc_train:0.927433628318584
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 135 | val Loss: 0.722283
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 135 | test Loss: 0.733089
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 136 | Training Loss: 0.529583
ACC_train:0.8607594936708861
auc_train:0.9278269419862339
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 136 | val Loss: 0.721281
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 136 | test Loss: 0.733598
ACC_test:0.6122448979591837
auc_test:0.514957264957265
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 137 | Training Loss: 0.529150
ACC_train:0.8607594936708861
auc_train:0.9294001966568338
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 137 | val Loss: 0.721594
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 137 | test Loss: 0.733696
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 138 | Training Loss: 0.528484
ACC_train:0.8607594936708861
auc_train:0.9301868239921337
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 138 | val Loss: 0.720852
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 138 | test Loss: 0.733810
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 139 | Training Loss: 0.527970
ACC_train:0.8607594936708861
auc_train:0.9301868239921337
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 139 | val Loss: 0.720958
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 139 | test Loss: 0.733508
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 140 | Training Loss: 0.527333
ACC_train:0.8607594936708861
auc_train:0.9313667649950835
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 140 | val Loss: 0.720263
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 140 | test Loss: 0.733914
ACC_test:0.6122448979591837
auc_test:0.5085470085470085
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 141 | Training Loss: 0.526887
ACC_train:0.8734177215189873
auc_train:0.9315634218289086
f1_weighted_train:0.8749705805994521
f1_macro_train:0.8485719762315507
 ==  Epoch: 141 | val Loss: 0.720681
ACC_val:0.725
auc_val:0.5768025078369907
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 141 | test Loss: 0.733643
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 142 | Training Loss: 0.526230
ACC_train:0.8607594936708861
auc_train:0.9325467059980334
f1_weighted_train:0.8632120253164556
f1_macro_train:0.8354166666666667
 ==  Epoch: 142 | val Loss: 0.720071
ACC_val:0.725
auc_val:0.5830721003134796
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 142 | test Loss: 0.734055
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 143 | Training Loss: 0.525908
ACC_train:0.879746835443038
auc_train:0.9333333333333332
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 143 | val Loss: 0.720401
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 143 | test Loss: 0.733934
ACC_test:0.6122448979591837
auc_test:0.5085470085470085
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 144 | Training Loss: 0.525133
ACC_train:0.879746835443038
auc_train:0.9337266470009832
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 144 | val Loss: 0.719138
ACC_val:0.725
auc_val:0.5799373040752351
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 144 | test Loss: 0.734091
ACC_test:0.5918367346938775
auc_test:0.5085470085470085
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 145 | Training Loss: 0.524688
ACC_train:0.879746835443038
auc_train:0.9349065880039332
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 145 | val Loss: 0.719978
ACC_val:0.725
auc_val:0.5830721003134797
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 145 | test Loss: 0.734251
ACC_test:0.6326530612244898
auc_test:0.5128205128205128
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 146 | Training Loss: 0.524136
ACC_train:0.879746835443038
auc_train:0.9341199606686332
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 146 | val Loss: 0.719082
ACC_val:0.725
auc_val:0.5862068965517242
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 146 | test Loss: 0.734345
ACC_test:0.5918367346938775
auc_test:0.5085470085470085
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 147 | Training Loss: 0.523533
ACC_train:0.879746835443038
auc_train:0.9354965585054081
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 147 | val Loss: 0.719007
ACC_val:0.725
auc_val:0.5830721003134796
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 147 | test Loss: 0.734118
ACC_test:0.6326530612244898
auc_test:0.5149572649572649
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 148 | Training Loss: 0.522993
ACC_train:0.879746835443038
auc_train:0.9349065880039332
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 148 | val Loss: 0.718664
ACC_val:0.725
auc_val:0.5924764890282133
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 148 | test Loss: 0.734212
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 149 | Training Loss: 0.522584
ACC_train:0.879746835443038
auc_train:0.9349065880039332
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 149 | val Loss: 0.718890
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 149 | test Loss: 0.734382
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 150 | Training Loss: 0.522047
ACC_train:0.879746835443038
auc_train:0.936283185840708
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 150 | val Loss: 0.718748
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 150 | test Loss: 0.734712
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 151 | Training Loss: 0.521582
ACC_train:0.879746835443038
auc_train:0.936283185840708
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 151 | val Loss: 0.718378
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 151 | test Loss: 0.734376
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 152 | Training Loss: 0.520998
ACC_train:0.879746835443038
auc_train:0.9366764995083579
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 152 | val Loss: 0.718477
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 152 | test Loss: 0.734388
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 153 | Training Loss: 0.520523
ACC_train:0.879746835443038
auc_train:0.9370698131760079
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 153 | val Loss: 0.718043
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 153 | test Loss: 0.734688
ACC_test:0.5918367346938775
auc_test:0.5106837606837606
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 154 | Training Loss: 0.520130
ACC_train:0.879746835443038
auc_train:0.9372664700098329
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 154 | val Loss: 0.718140
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 154 | test Loss: 0.734236
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 155 | Training Loss: 0.519567
ACC_train:0.879746835443038
auc_train:0.9388397246804326
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 155 | val Loss: 0.717822
ACC_val:0.725
auc_val:0.5987460815047023
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 155 | test Loss: 0.734271
ACC_test:0.6326530612244898
auc_test:0.5213675213675214
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 156 | Training Loss: 0.519133
ACC_train:0.879746835443038
auc_train:0.9392330383480826
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 156 | val Loss: 0.718203
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 156 | test Loss: 0.734220
ACC_test:0.6122448979591837
auc_test:0.5192307692307693
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 157 | Training Loss: 0.518590
ACC_train:0.879746835443038
auc_train:0.9392330383480827
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 157 | val Loss: 0.718013
ACC_val:0.725
auc_val:0.5987460815047023
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 157 | test Loss: 0.734520
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 158 | Training Loss: 0.518323
ACC_train:0.879746835443038
auc_train:0.9396263520157326
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 158 | val Loss: 0.718047
ACC_val:0.725
auc_val:0.5987460815047023
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 158 | test Loss: 0.734240
ACC_test:0.6122448979591837
auc_test:0.5192307692307693
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 159 | Training Loss: 0.517685
ACC_train:0.879746835443038
auc_train:0.9404129793510326
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 159 | val Loss: 0.717221
ACC_val:0.725
auc_val:0.5924764890282133
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 159 | test Loss: 0.734167
ACC_test:0.6122448979591837
auc_test:0.5192307692307693
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 160 | Training Loss: 0.517297
ACC_train:0.879746835443038
auc_train:0.9413962635201574
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 160 | val Loss: 0.717551
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 160 | test Loss: 0.734270
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 161 | Training Loss: 0.516908
ACC_train:0.879746835443038
auc_train:0.9406096361848575
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 161 | val Loss: 0.717988
ACC_val:0.725
auc_val:0.5956112852664577
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 161 | test Loss: 0.734282
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 162 | Training Loss: 0.516429
ACC_train:0.879746835443038
auc_train:0.9415929203539823
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 162 | val Loss: 0.717590
ACC_val:0.725
auc_val:0.5924764890282133
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 162 | test Loss: 0.734233
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 163 | Training Loss: 0.515979
ACC_train:0.879746835443038
auc_train:0.9423795476892823
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 163 | val Loss: 0.717195
ACC_val:0.725
auc_val:0.6018808777429467
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 163 | test Loss: 0.734453
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 164 | Training Loss: 0.515425
ACC_train:0.879746835443038
auc_train:0.9419862340216324
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 164 | val Loss: 0.718161
ACC_val:0.725
auc_val:0.5924764890282133
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 164 | test Loss: 0.734279
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 165 | Training Loss: 0.515007
ACC_train:0.879746835443038
auc_train:0.9425762045231072
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 165 | val Loss: 0.718901
ACC_val:0.725
auc_val:0.6018808777429467
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 165 | test Loss: 0.734212
ACC_test:0.6326530612244898
auc_test:0.5235042735042735
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 166 | Training Loss: 0.514425
ACC_train:0.879746835443038
auc_train:0.9431661750245821
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 166 | val Loss: 0.719128
ACC_val:0.725
auc_val:0.6018808777429467
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 166 | test Loss: 0.734125
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 167 | Training Loss: 0.514015
ACC_train:0.879746835443038
auc_train:0.9431661750245822
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 167 | val Loss: 0.718954
ACC_val:0.725
auc_val:0.6081504702194358
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 167 | test Loss: 0.734353
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 168 | Training Loss: 0.513620
ACC_train:0.879746835443038
auc_train:0.9427728613569322
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 168 | val Loss: 0.719111
ACC_val:0.725
auc_val:0.6050156739811912
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 168 | test Loss: 0.734258
ACC_test:0.6326530612244898
auc_test:0.5256410256410257
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 169 | Training Loss: 0.513179
ACC_train:0.879746835443038
auc_train:0.9447394296951819
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 169 | val Loss: 0.718315
ACC_val:0.725
auc_val:0.6081504702194358
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 169 | test Loss: 0.734420
ACC_test:0.6326530612244898
auc_test:0.5128205128205128
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 170 | Training Loss: 0.512720
ACC_train:0.879746835443038
auc_train:0.9429695181907572
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 170 | val Loss: 0.719100
ACC_val:0.75
auc_val:0.6081504702194358
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 170 | test Loss: 0.734418
ACC_test:0.6326530612244898
auc_test:0.5149572649572649
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 171 | Training Loss: 0.512280
ACC_train:0.879746835443038
auc_train:0.944542772861357
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 171 | val Loss: 0.718124
ACC_val:0.725
auc_val:0.6144200626959249
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 171 | test Loss: 0.734652
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 172 | Training Loss: 0.511920
ACC_train:0.879746835443038
auc_train:0.944739429695182
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 172 | val Loss: 0.718281
ACC_val:0.725
auc_val:0.6112852664576802
f1_weighted_val:0.6954715219421101
f1_macro_val:0.5891690009337068
 ==  Epoch: 172 | test Loss: 0.734417
ACC_test:0.6326530612244898
auc_test:0.5299145299145299
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 173 | Training Loss: 0.511465
ACC_train:0.879746835443038
auc_train:0.9457227138643068
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 173 | val Loss: 0.718173
ACC_val:0.75
auc_val:0.6112852664576802
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 173 | test Loss: 0.734796
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 174 | Training Loss: 0.511108
ACC_train:0.879746835443038
auc_train:0.944542772861357
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 174 | val Loss: 0.718616
ACC_val:0.75
auc_val:0.6144200626959248
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 174 | test Loss: 0.734986
ACC_test:0.6122448979591837
auc_test:0.5106837606837606
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 175 | Training Loss: 0.510761
ACC_train:0.879746835443038
auc_train:0.9457227138643068
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 175 | val Loss: 0.718335
ACC_val:0.75
auc_val:0.6144200626959249
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 175 | test Loss: 0.734984
ACC_test:0.6326530612244898
auc_test:0.5128205128205128
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 176 | Training Loss: 0.510208
ACC_train:0.879746835443038
auc_train:0.9455260570304819
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 176 | val Loss: 0.717545
ACC_val:0.75
auc_val:0.6175548589341693
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 176 | test Loss: 0.734988
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 177 | Training Loss: 0.509903
ACC_train:0.879746835443038
auc_train:0.9465093411996067
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 177 | val Loss: 0.717992
ACC_val:0.75
auc_val:0.6206896551724138
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 177 | test Loss: 0.735010
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 178 | Training Loss: 0.509436
ACC_train:0.879746835443038
auc_train:0.9463126843657818
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 178 | val Loss: 0.717993
ACC_val:0.75
auc_val:0.6206896551724138
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 178 | test Loss: 0.735387
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 179 | Training Loss: 0.509120
ACC_train:0.879746835443038
auc_train:0.9465093411996067
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 179 | val Loss: 0.717857
ACC_val:0.75
auc_val:0.6206896551724138
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 179 | test Loss: 0.735339
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 180 | Training Loss: 0.508668
ACC_train:0.879746835443038
auc_train:0.9469026548672567
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 180 | val Loss: 0.717561
ACC_val:0.75
auc_val:0.6206896551724138
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 180 | test Loss: 0.735339
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 181 | Training Loss: 0.508277
ACC_train:0.879746835443038
auc_train:0.9480825958702065
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 181 | val Loss: 0.717265
ACC_val:0.75
auc_val:0.6269592476489028
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 181 | test Loss: 0.735826
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 182 | Training Loss: 0.507944
ACC_train:0.879746835443038
auc_train:0.9470993117010816
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 182 | val Loss: 0.717987
ACC_val:0.75
auc_val:0.6238244514106583
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 182 | test Loss: 0.735840
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 183 | Training Loss: 0.507520
ACC_train:0.879746835443038
auc_train:0.9472959685349066
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 183 | val Loss: 0.717491
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 183 | test Loss: 0.736161
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 184 | Training Loss: 0.507077
ACC_train:0.879746835443038
auc_train:0.9486725663716814
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 184 | val Loss: 0.717374
ACC_val:0.75
auc_val:0.6206896551724138
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 184 | test Loss: 0.735937
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 185 | Training Loss: 0.506771
ACC_train:0.879746835443038
auc_train:0.9488692232055064
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 185 | val Loss: 0.716903
ACC_val:0.75
auc_val:0.6269592476489028
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 185 | test Loss: 0.736128
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 186 | Training Loss: 0.506349
ACC_train:0.879746835443038
auc_train:0.9490658800393313
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 186 | val Loss: 0.716303
ACC_val:0.75
auc_val:0.6238244514106583
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 186 | test Loss: 0.736229
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 187 | Training Loss: 0.506134
ACC_train:0.879746835443038
auc_train:0.9500491642084562
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 187 | val Loss: 0.717147
ACC_val:0.75
auc_val:0.6238244514106583
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 187 | test Loss: 0.736148
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 188 | Training Loss: 0.505600
ACC_train:0.879746835443038
auc_train:0.9484759095378564
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 188 | val Loss: 0.716196
ACC_val:0.775
auc_val:0.6269592476489028
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 188 | test Loss: 0.736779
ACC_test:0.5918367346938775
auc_test:0.5128205128205128
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 189 | Training Loss: 0.505240
ACC_train:0.879746835443038
auc_train:0.9502458210422812
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 189 | val Loss: 0.716799
ACC_val:0.75
auc_val:0.6238244514106583
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 189 | test Loss: 0.736392
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 190 | Training Loss: 0.504884
ACC_train:0.879746835443038
auc_train:0.9502458210422812
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 190 | val Loss: 0.716171
ACC_val:0.75
auc_val:0.6269592476489028
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 190 | test Loss: 0.736789
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 191 | Training Loss: 0.504511
ACC_train:0.879746835443038
auc_train:0.9504424778761063
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 191 | val Loss: 0.716604
ACC_val:0.75
auc_val:0.6238244514106583
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 191 | test Loss: 0.736750
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 192 | Training Loss: 0.504066
ACC_train:0.879746835443038
auc_train:0.9504424778761061
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 192 | val Loss: 0.715875
ACC_val:0.75
auc_val:0.6269592476489029
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 192 | test Loss: 0.736780
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 193 | Training Loss: 0.503783
ACC_train:0.879746835443038
auc_train:0.9508357915437561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 193 | val Loss: 0.716202
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 193 | test Loss: 0.736719
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 194 | Training Loss: 0.503304
ACC_train:0.879746835443038
auc_train:0.9508357915437561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 194 | val Loss: 0.715391
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 194 | test Loss: 0.736985
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 195 | Training Loss: 0.503089
ACC_train:0.879746835443038
auc_train:0.9508357915437561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 195 | val Loss: 0.716188
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 195 | test Loss: 0.736643
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 196 | Training Loss: 0.502591
ACC_train:0.879746835443038
auc_train:0.9514257620452311
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 196 | val Loss: 0.715804
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 196 | test Loss: 0.736780
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 197 | Training Loss: 0.502264
ACC_train:0.879746835443038
auc_train:0.951229105211406
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 197 | val Loss: 0.715358
ACC_val:0.75
auc_val:0.6269592476489029
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 197 | test Loss: 0.736872
ACC_test:0.6122448979591837
auc_test:0.5277777777777778
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 198 | Training Loss: 0.501928
ACC_train:0.879746835443038
auc_train:0.9516224188790561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 198 | val Loss: 0.715553
ACC_val:0.75
auc_val:0.6269592476489028
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 198 | test Loss: 0.736716
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 199 | Training Loss: 0.501476
ACC_train:0.879746835443038
auc_train:0.9516224188790561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 199 | val Loss: 0.715596
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 199 | test Loss: 0.737059
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 200 | Training Loss: 0.501176
ACC_train:0.879746835443038
auc_train:0.9516224188790561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 200 | val Loss: 0.715650
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 200 | test Loss: 0.737139
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 201 | Training Loss: 0.500829
ACC_train:0.879746835443038
auc_train:0.9516224188790561
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 201 | val Loss: 0.715764
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 201 | test Loss: 0.737301
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 202 | Training Loss: 0.500447
ACC_train:0.879746835443038
auc_train:0.952212389380531
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 202 | val Loss: 0.714503
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 202 | test Loss: 0.737165
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 203 | Training Loss: 0.500057
ACC_train:0.879746835443038
auc_train:0.9526057030481809
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 203 | val Loss: 0.715219
ACC_val:0.75
auc_val:0.6269592476489028
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 203 | test Loss: 0.737172
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 204 | Training Loss: 0.499775
ACC_train:0.879746835443038
auc_train:0.952212389380531
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 204 | val Loss: 0.715277
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 204 | test Loss: 0.737577
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 205 | Training Loss: 0.499335
ACC_train:0.879746835443038
auc_train:0.9526057030481809
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 205 | val Loss: 0.714854
ACC_val:0.75
auc_val:0.6269592476489028
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 205 | test Loss: 0.737373
ACC_test:0.6122448979591837
auc_test:0.5277777777777778
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 206 | Training Loss: 0.498990
ACC_train:0.8860759493670886
auc_train:0.9533923303834808
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 206 | val Loss: 0.714736
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 206 | test Loss: 0.737645
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 207 | Training Loss: 0.498676
ACC_train:0.879746835443038
auc_train:0.952409046214356
f1_weighted_train:0.8815510624892604
f1_macro_train:0.8570135746606335
 ==  Epoch: 207 | val Loss: 0.714806
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 207 | test Loss: 0.737892
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 208 | Training Loss: 0.498285
ACC_train:0.8860759493670886
auc_train:0.9535889872173058
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 208 | val Loss: 0.714777
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 208 | test Loss: 0.737832
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 209 | Training Loss: 0.497991
ACC_train:0.8860759493670886
auc_train:0.9529990167158309
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 209 | val Loss: 0.714473
ACC_val:0.775
auc_val:0.6363636363636365
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 209 | test Loss: 0.737705
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 210 | Training Loss: 0.497614
ACC_train:0.8860759493670886
auc_train:0.9535889872173058
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 210 | val Loss: 0.714354
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 210 | test Loss: 0.738043
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 211 | Training Loss: 0.497285
ACC_train:0.8860759493670886
auc_train:0.9531956735496558
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 211 | val Loss: 0.714295
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 211 | test Loss: 0.738173
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 212 | Training Loss: 0.496949
ACC_train:0.8860759493670886
auc_train:0.9531956735496558
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 212 | val Loss: 0.714102
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 212 | test Loss: 0.738247
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 213 | Training Loss: 0.496547
ACC_train:0.8860759493670886
auc_train:0.9539823008849557
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 213 | val Loss: 0.714310
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 213 | test Loss: 0.738308
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 214 | Training Loss: 0.496256
ACC_train:0.8860759493670886
auc_train:0.9539823008849557
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 214 | val Loss: 0.714119
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 214 | test Loss: 0.738595
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 215 | Training Loss: 0.495883
ACC_train:0.8860759493670886
auc_train:0.9543756145526057
f1_weighted_train:0.8874735225395068
f1_macro_train:0.8637147786083956
 ==  Epoch: 215 | val Loss: 0.713954
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 215 | test Loss: 0.738624
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 216 | Training Loss: 0.495713
ACC_train:0.8924050632911392
auc_train:0.9543756145526057
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 216 | val Loss: 0.714140
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 216 | test Loss: 0.738615
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 217 | Training Loss: 0.495230
ACC_train:0.8924050632911392
auc_train:0.9549655850540806
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 217 | val Loss: 0.713518
ACC_val:0.75
auc_val:0.6363636363636365
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 217 | test Loss: 0.738634
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 218 | Training Loss: 0.494912
ACC_train:0.8924050632911392
auc_train:0.9553588987217305
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 218 | val Loss: 0.713842
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 218 | test Loss: 0.738822
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 219 | Training Loss: 0.494636
ACC_train:0.8924050632911392
auc_train:0.9553588987217305
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 219 | val Loss: 0.713551
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 219 | test Loss: 0.738864
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 220 | Training Loss: 0.494278
ACC_train:0.8924050632911392
auc_train:0.9553588987217305
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 220 | val Loss: 0.713243
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 220 | test Loss: 0.739121
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 221 | Training Loss: 0.493962
ACC_train:0.8924050632911392
auc_train:0.9555555555555556
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 221 | val Loss: 0.713408
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 221 | test Loss: 0.738927
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 222 | Training Loss: 0.493585
ACC_train:0.8924050632911392
auc_train:0.9559488692232055
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 222 | val Loss: 0.713118
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 222 | test Loss: 0.739215
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 223 | Training Loss: 0.493283
ACC_train:0.8924050632911392
auc_train:0.9563421828908556
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 223 | val Loss: 0.713552
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 223 | test Loss: 0.739240
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 224 | Training Loss: 0.492959
ACC_train:0.8924050632911392
auc_train:0.9565388397246806
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 224 | val Loss: 0.713065
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 224 | test Loss: 0.739383
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 225 | Training Loss: 0.492632
ACC_train:0.8924050632911392
auc_train:0.9563421828908556
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 225 | val Loss: 0.713385
ACC_val:0.75
auc_val:0.6332288401253918
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 225 | test Loss: 0.739358
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 226 | Training Loss: 0.492376
ACC_train:0.8924050632911392
auc_train:0.9569321533923305
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 226 | val Loss: 0.712871
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 226 | test Loss: 0.739517
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 227 | Training Loss: 0.491968
ACC_train:0.8924050632911392
auc_train:0.9569321533923305
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 227 | val Loss: 0.712526
ACC_val:0.75
auc_val:0.6300940438871474
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 227 | test Loss: 0.739375
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 228 | Training Loss: 0.491684
ACC_train:0.8924050632911392
auc_train:0.9577187807276304
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 228 | val Loss: 0.713042
ACC_val:0.75
auc_val:0.6363636363636364
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 228 | test Loss: 0.739729
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 229 | Training Loss: 0.491373
ACC_train:0.8924050632911392
auc_train:0.9573254670599805
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 229 | val Loss: 0.712765
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 229 | test Loss: 0.739943
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 230 | Training Loss: 0.491001
ACC_train:0.8924050632911392
auc_train:0.9579154375614554
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 230 | val Loss: 0.712380
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 230 | test Loss: 0.739824
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 231 | Training Loss: 0.490701
ACC_train:0.8924050632911392
auc_train:0.9579154375614554
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 231 | val Loss: 0.712559
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 231 | test Loss: 0.739877
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 232 | Training Loss: 0.490435
ACC_train:0.8924050632911392
auc_train:0.9583087512291053
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 232 | val Loss: 0.712665
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 232 | test Loss: 0.740108
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 233 | Training Loss: 0.490025
ACC_train:0.8924050632911392
auc_train:0.9581120943952803
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 233 | val Loss: 0.712101
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 233 | test Loss: 0.740290
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 234 | Training Loss: 0.489796
ACC_train:0.8924050632911392
auc_train:0.9581120943952803
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 234 | val Loss: 0.712805
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 234 | test Loss: 0.740292
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 235 | Training Loss: 0.489400
ACC_train:0.8924050632911392
auc_train:0.9592920353982302
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 235 | val Loss: 0.712066
ACC_val:0.75
auc_val:0.6394984326018809
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 235 | test Loss: 0.740244
ACC_test:0.6122448979591837
auc_test:0.5256410256410255
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 236 | Training Loss: 0.489167
ACC_train:0.8924050632911392
auc_train:0.9587020648967552
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 236 | val Loss: 0.712660
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 236 | test Loss: 0.740465
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 237 | Training Loss: 0.488746
ACC_train:0.8924050632911392
auc_train:0.9588987217305802
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 237 | val Loss: 0.711774
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 237 | test Loss: 0.740465
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 238 | Training Loss: 0.488541
ACC_train:0.8924050632911392
auc_train:0.9588987217305802
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 238 | val Loss: 0.712217
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 238 | test Loss: 0.740606
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 239 | Training Loss: 0.488159
ACC_train:0.8924050632911392
auc_train:0.9590953785644052
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 239 | val Loss: 0.711787
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 239 | test Loss: 0.740794
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 240 | Training Loss: 0.487809
ACC_train:0.8924050632911392
auc_train:0.9596853490658801
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 240 | val Loss: 0.711473
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 240 | test Loss: 0.740716
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 241 | Training Loss: 0.487569
ACC_train:0.8924050632911392
auc_train:0.9602753195673549
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 241 | val Loss: 0.711985
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 241 | test Loss: 0.740957
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 242 | Training Loss: 0.487194
ACC_train:0.8924050632911392
auc_train:0.959882005899705
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 242 | val Loss: 0.711225
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 242 | test Loss: 0.741071
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 243 | Training Loss: 0.487011
ACC_train:0.8924050632911392
auc_train:0.9608652900688299
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 243 | val Loss: 0.712101
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 243 | test Loss: 0.741150
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 244 | Training Loss: 0.486618
ACC_train:0.8924050632911392
auc_train:0.9608652900688299
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 244 | val Loss: 0.711317
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 244 | test Loss: 0.741335
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 245 | Training Loss: 0.486286
ACC_train:0.8924050632911392
auc_train:0.9612586037364799
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 245 | val Loss: 0.711463
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 245 | test Loss: 0.741405
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 246 | Training Loss: 0.486020
ACC_train:0.8924050632911392
auc_train:0.9608652900688299
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 246 | val Loss: 0.711716
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 246 | test Loss: 0.741451
ACC_test:0.6122448979591837
auc_test:0.5213675213675214
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 247 | Training Loss: 0.485605
ACC_train:0.8924050632911392
auc_train:0.9612586037364799
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 247 | val Loss: 0.710938
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 247 | test Loss: 0.741741
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 248 | Training Loss: 0.485471
ACC_train:0.8924050632911392
auc_train:0.9614552605703048
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 248 | val Loss: 0.711661
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 248 | test Loss: 0.741692
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 249 | Training Loss: 0.485015
ACC_train:0.8924050632911392
auc_train:0.9618485742379548
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 249 | val Loss: 0.710879
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 249 | test Loss: 0.741708
ACC_test:0.6122448979591837
auc_test:0.5277777777777778
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 250 | Training Loss: 0.484733
ACC_train:0.8924050632911392
auc_train:0.9620452310717797
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 250 | val Loss: 0.711304
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 250 | test Loss: 0.742084
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 251 | Training Loss: 0.484467
ACC_train:0.8924050632911392
auc_train:0.9620452310717797
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 251 | val Loss: 0.711586
ACC_val:0.75
auc_val:0.6489028213166144
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 251 | test Loss: 0.741873
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 252 | Training Loss: 0.484091
ACC_train:0.8924050632911392
auc_train:0.9624385447394297
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 252 | val Loss: 0.710802
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 252 | test Loss: 0.742047
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 253 | Training Loss: 0.483841
ACC_train:0.8924050632911392
auc_train:0.9620452310717797
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 253 | val Loss: 0.711621
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 253 | test Loss: 0.741948
ACC_test:0.6122448979591837
auc_test:0.5299145299145299
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 254 | Training Loss: 0.483486
ACC_train:0.8924050632911392
auc_train:0.9626352015732547
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 254 | val Loss: 0.711267
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 254 | test Loss: 0.742256
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 255 | Training Loss: 0.483204
ACC_train:0.8924050632911392
auc_train:0.9626352015732547
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 255 | val Loss: 0.710831
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 255 | test Loss: 0.742307
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 256 | Training Loss: 0.482963
ACC_train:0.8924050632911392
auc_train:0.9628318584070796
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 256 | val Loss: 0.710955
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 256 | test Loss: 0.742225
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 257 | Training Loss: 0.482649
ACC_train:0.8924050632911392
auc_train:0.9634218289085545
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 257 | val Loss: 0.711103
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 257 | test Loss: 0.742418
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 258 | Training Loss: 0.482362
ACC_train:0.8924050632911392
auc_train:0.9632251720747296
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 258 | val Loss: 0.710150
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 258 | test Loss: 0.742607
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 259 | Training Loss: 0.482155
ACC_train:0.8924050632911392
auc_train:0.9636184857423795
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 259 | val Loss: 0.711244
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 259 | test Loss: 0.742759
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 260 | Training Loss: 0.481742
ACC_train:0.8924050632911392
auc_train:0.9636184857423795
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 260 | val Loss: 0.709883
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 260 | test Loss: 0.742881
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 261 | Training Loss: 0.481503
ACC_train:0.8924050632911392
auc_train:0.9642084562438544
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 261 | val Loss: 0.710804
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 261 | test Loss: 0.742936
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 262 | Training Loss: 0.481188
ACC_train:0.8924050632911392
auc_train:0.9644051130776795
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 262 | val Loss: 0.709984
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 262 | test Loss: 0.742936
ACC_test:0.6326530612244898
auc_test:0.532051282051282
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 263 | Training Loss: 0.481089
ACC_train:0.8924050632911392
auc_train:0.9646017699115044
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 263 | val Loss: 0.710363
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 263 | test Loss: 0.743187
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 264 | Training Loss: 0.480635
ACC_train:0.8924050632911392
auc_train:0.9647984267453295
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 264 | val Loss: 0.709420
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 264 | test Loss: 0.742969
ACC_test:0.6122448979591837
auc_test:0.5277777777777778
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 265 | Training Loss: 0.480414
ACC_train:0.8924050632911392
auc_train:0.9651917404129793
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 265 | val Loss: 0.710393
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 265 | test Loss: 0.743206
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 266 | Training Loss: 0.480116
ACC_train:0.8924050632911392
auc_train:0.9647984267453293
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 266 | val Loss: 0.709563
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 266 | test Loss: 0.743513
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 267 | Training Loss: 0.479795
ACC_train:0.8924050632911392
auc_train:0.9655850540806292
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 267 | val Loss: 0.709886
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 267 | test Loss: 0.743207
ACC_test:0.6122448979591837
auc_test:0.5277777777777778
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 268 | Training Loss: 0.479510
ACC_train:0.8924050632911392
auc_train:0.9659783677482792
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 268 | val Loss: 0.709477
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 268 | test Loss: 0.743595
ACC_test:0.6122448979591837
auc_test:0.5235042735042735
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 269 | Training Loss: 0.479235
ACC_train:0.8924050632911392
auc_train:0.9663716814159291
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 269 | val Loss: 0.709418
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 269 | test Loss: 0.743538
ACC_test:0.6122448979591837
auc_test:0.5256410256410255
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 270 | Training Loss: 0.478916
ACC_train:0.8924050632911392
auc_train:0.9667649950835792
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 270 | val Loss: 0.709381
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 270 | test Loss: 0.743794
ACC_test:0.6122448979591837
auc_test:0.5256410256410255
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 271 | Training Loss: 0.478702
ACC_train:0.8924050632911392
auc_train:0.9671583087512291
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 271 | val Loss: 0.709586
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 271 | test Loss: 0.743988
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 272 | Training Loss: 0.478308
ACC_train:0.8924050632911392
auc_train:0.9671583087512291
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 272 | val Loss: 0.709106
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 272 | test Loss: 0.744138
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 273 | Training Loss: 0.478089
ACC_train:0.8924050632911392
auc_train:0.967551622418879
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 273 | val Loss: 0.709006
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 273 | test Loss: 0.744277
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 274 | Training Loss: 0.477872
ACC_train:0.8924050632911392
auc_train:0.967944936086529
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 274 | val Loss: 0.708785
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 274 | test Loss: 0.743924
ACC_test:0.6122448979591837
auc_test:0.5256410256410255
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 275 | Training Loss: 0.477504
ACC_train:0.8924050632911392
auc_train:0.9673549655850541
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 275 | val Loss: 0.708536
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 275 | test Loss: 0.744289
ACC_test:0.6122448979591837
auc_test:0.5256410256410255
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 276 | Training Loss: 0.477238
ACC_train:0.8924050632911392
auc_train:0.967748279252704
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 276 | val Loss: 0.709009
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 276 | test Loss: 0.744471
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 277 | Training Loss: 0.477039
ACC_train:0.8924050632911392
auc_train:0.968141592920354
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 277 | val Loss: 0.708390
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 277 | test Loss: 0.744431
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 278 | Training Loss: 0.476712
ACC_train:0.8924050632911392
auc_train:0.9685349065880039
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 278 | val Loss: 0.708679
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 278 | test Loss: 0.744428
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 279 | Training Loss: 0.476425
ACC_train:0.8924050632911392
auc_train:0.967944936086529
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 279 | val Loss: 0.708366
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 279 | test Loss: 0.744927
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 280 | Training Loss: 0.476191
ACC_train:0.8924050632911392
auc_train:0.9691248770894788
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 280 | val Loss: 0.708635
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 280 | test Loss: 0.744513
ACC_test:0.6122448979591837
auc_test:0.5235042735042734
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 281 | Training Loss: 0.475834
ACC_train:0.8924050632911392
auc_train:0.9697148475909537
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 281 | val Loss: 0.708190
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 281 | test Loss: 0.744789
ACC_test:0.6122448979591837
auc_test:0.5192307692307692
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 282 | Training Loss: 0.475573
ACC_train:0.8987341772151899
auc_train:0.9693215339233038
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 282 | val Loss: 0.707976
ACC_val:0.775
auc_val:0.664576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 282 | test Loss: 0.745198
ACC_test:0.5918367346938775
auc_test:0.5149572649572649
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 283 | Training Loss: 0.475357
ACC_train:0.8987341772151899
auc_train:0.9697148475909537
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 283 | val Loss: 0.708538
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 283 | test Loss: 0.744881
ACC_test:0.5918367346938775
auc_test:0.5192307692307692
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 284 | Training Loss: 0.475036
ACC_train:0.9050632911392406
auc_train:0.9708947885939037
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 284 | val Loss: 0.707388
ACC_val:0.775
auc_val:0.664576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 284 | test Loss: 0.745418
ACC_test:0.5918367346938775
auc_test:0.5213675213675213
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 285 | Training Loss: 0.474776
ACC_train:0.8924050632911392
auc_train:0.9701081612586037
f1_weighted_train:0.8934167327379894
f1_macro_train:0.8704855586093834
 ==  Epoch: 285 | val Loss: 0.708955
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 285 | test Loss: 0.745416
ACC_test:0.6122448979591837
auc_test:0.517094017094017
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 286 | Training Loss: 0.474573
ACC_train:0.9050632911392406
auc_train:0.9708947885939037
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 286 | val Loss: 0.707160
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 286 | test Loss: 0.745565
ACC_test:0.5918367346938775
auc_test:0.5213675213675213
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 287 | Training Loss: 0.474329
ACC_train:0.8987341772151899
auc_train:0.9706981317600787
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 287 | val Loss: 0.708739
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 287 | test Loss: 0.745456
ACC_test:0.5714285714285714
auc_test:0.5192307692307692
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 288 | Training Loss: 0.473965
ACC_train:0.9113924050632911
auc_train:0.9722713864306785
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 288 | val Loss: 0.707337
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 288 | test Loss: 0.745859
ACC_test:0.5918367346938775
auc_test:0.5192307692307692
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 289 | Training Loss: 0.473695
ACC_train:0.8987341772151899
auc_train:0.9708947885939037
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 289 | val Loss: 0.709054
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 289 | test Loss: 0.745853
ACC_test:0.6122448979591837
auc_test:0.5213675213675213
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 290 | Training Loss: 0.473438
ACC_train:0.9050632911392406
auc_train:0.9722713864306785
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 290 | val Loss: 0.708052
ACC_val:0.775
auc_val:0.6551724137931034
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 290 | test Loss: 0.746121
ACC_test:0.5918367346938775
auc_test:0.517094017094017
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 291 | Training Loss: 0.473179
ACC_train:0.8987341772151899
auc_train:0.9720747295968535
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 291 | val Loss: 0.708353
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 291 | test Loss: 0.746106
ACC_test:0.5918367346938775
auc_test:0.517094017094017
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 292 | Training Loss: 0.472828
ACC_train:0.9050632911392406
auc_train:0.9726647000983284
f1_weighted_train:0.9053739509435712
f1_macro_train:0.8842490842490842
 ==  Epoch: 292 | val Loss: 0.708425
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 292 | test Loss: 0.746484
ACC_test:0.6122448979591837
auc_test:0.5128205128205128
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 293 | Training Loss: 0.472648
ACC_train:0.8987341772151899
auc_train:0.9722713864306785
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 293 | val Loss: 0.708435
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 293 | test Loss: 0.746451
ACC_test:0.5918367346938775
auc_test:0.517094017094017
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 294 | Training Loss: 0.472308
ACC_train:0.9113924050632911
auc_train:0.9732546705998033
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 294 | val Loss: 0.708045
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 294 | test Loss: 0.746753
ACC_test:0.5918367346938775
auc_test:0.5149572649572649
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 295 | Training Loss: 0.472045
ACC_train:0.8987341772151899
auc_train:0.9726647000983284
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 295 | val Loss: 0.708636
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 295 | test Loss: 0.747067
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 296 | Training Loss: 0.471752
ACC_train:0.9113924050632911
auc_train:0.9734513274336283
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 296 | val Loss: 0.707761
ACC_val:0.775
auc_val:0.658307210031348
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 296 | test Loss: 0.747402
ACC_test:0.5918367346938775
auc_test:0.5128205128205128
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 297 | Training Loss: 0.471470
ACC_train:0.8987341772151899
auc_train:0.9738446411012782
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 297 | val Loss: 0.707920
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 297 | test Loss: 0.747296
ACC_test:0.5918367346938775
auc_test:0.5128205128205128
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 298 | Training Loss: 0.471181
ACC_train:0.8987341772151899
auc_train:0.9740412979351032
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 298 | val Loss: 0.707663
ACC_val:0.775
auc_val:0.664576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 298 | test Loss: 0.747667
ACC_test:0.6122448979591837
auc_test:0.5149572649572649
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 299 | Training Loss: 0.471053
ACC_train:0.9050632911392406
auc_train:0.9748279252704031
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 299 | val Loss: 0.708431
ACC_val:0.75
auc_val:0.6645768025078369
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 299 | test Loss: 0.747761
ACC_test:0.5714285714285714
auc_test:0.5128205128205128
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 300 | Training Loss: 0.470668
ACC_train:0.9050632911392406
auc_train:0.9744346116027531
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 300 | val Loss: 0.706768
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 300 | test Loss: 0.747948
ACC_test:0.5918367346938775
auc_test:0.5128205128205128
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 301 | Training Loss: 0.470447
ACC_train:0.9113924050632911
auc_train:0.975417895771878
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 301 | val Loss: 0.708383
ACC_val:0.75
auc_val:0.6677115987460815
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 301 | test Loss: 0.747910
ACC_test:0.5918367346938775
auc_test:0.5128205128205128
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 302 | Training Loss: 0.470112
ACC_train:0.9050632911392406
auc_train:0.975811209439528
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 302 | val Loss: 0.706534
ACC_val:0.775
auc_val:0.6645768025078369
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 302 | test Loss: 0.748535
ACC_test:0.5918367346938775
auc_test:0.5106837606837606
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 303 | Training Loss: 0.469912
ACC_train:0.9050632911392406
auc_train:0.9758112094395279
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 303 | val Loss: 0.707978
ACC_val:0.75
auc_val:0.670846394984326
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 303 | test Loss: 0.748196
ACC_test:0.5918367346938775
auc_test:0.5149572649572649
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 304 | Training Loss: 0.469515
ACC_train:0.9113924050632911
auc_train:0.976991150442478
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 304 | val Loss: 0.706456
ACC_val:0.775
auc_val:0.6677115987460814
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 304 | test Loss: 0.748706
ACC_test:0.5918367346938775
auc_test:0.5149572649572649
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 305 | Training Loss: 0.469372
ACC_train:0.8987341772151899
auc_train:0.9765978367748279
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 305 | val Loss: 0.707688
ACC_val:0.75
auc_val:0.6677115987460814
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 305 | test Loss: 0.748752
ACC_test:0.5714285714285714
auc_test:0.5106837606837606
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 306 | Training Loss: 0.468962
ACC_train:0.9113924050632911
auc_train:0.9771878072763028
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 306 | val Loss: 0.706424
ACC_val:0.775
auc_val:0.6677115987460814
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 306 | test Loss: 0.748998
ACC_test:0.5918367346938775
auc_test:0.5128205128205128
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 307 | Training Loss: 0.468828
ACC_train:0.8987341772151899
auc_train:0.9775811209439528
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 307 | val Loss: 0.707626
ACC_val:0.75
auc_val:0.6645768025078369
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 307 | test Loss: 0.749132
ACC_test:0.5714285714285714
auc_test:0.5085470085470085
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 308 | Training Loss: 0.468452
ACC_train:0.9113924050632911
auc_train:0.9777777777777779
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 308 | val Loss: 0.705908
ACC_val:0.775
auc_val:0.6614420062695925
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 308 | test Loss: 0.749295
ACC_test:0.5714285714285714
auc_test:0.5042735042735043
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 309 | Training Loss: 0.468248
ACC_train:0.8987341772151899
auc_train:0.9775811209439529
f1_weighted_train:0.8999764644795616
f1_macro_train:0.8788575809852406
 ==  Epoch: 309 | val Loss: 0.706961
ACC_val:0.75
auc_val:0.670846394984326
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 309 | test Loss: 0.749423
ACC_test:0.5918367346938775
auc_test:0.5042735042735043
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 310 | Training Loss: 0.467897
ACC_train:0.9177215189873418
auc_train:0.9781710914454277
f1_weighted_train:0.9179907574844284
f1_macro_train:0.8996825396825396
 ==  Epoch: 310 | val Loss: 0.706653
ACC_val:0.75
auc_val:0.670846394984326
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 310 | test Loss: 0.749721
ACC_test:0.5918367346938775
auc_test:0.5064102564102564
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 311 | Training Loss: 0.467675
ACC_train:0.9050632911392406
auc_train:0.9779744346116027
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 311 | val Loss: 0.706079
ACC_val:0.75
auc_val:0.6739811912225706
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 311 | test Loss: 0.749924
ACC_test:0.5714285714285714
auc_test:0.5042735042735043
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 312 | Training Loss: 0.467375
ACC_train:0.9113924050632911
auc_train:0.9791543756145527
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 312 | val Loss: 0.706486
ACC_val:0.75
auc_val:0.670846394984326
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 312 | test Loss: 0.750021
ACC_test:0.5714285714285714
auc_test:0.5042735042735043
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 313 | Training Loss: 0.467077
ACC_train:0.9050632911392406
auc_train:0.9789577187807277
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 313 | val Loss: 0.705791
ACC_val:0.75
auc_val:0.6739811912225705
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 313 | test Loss: 0.750626
ACC_test:0.5918367346938775
auc_test:0.5064102564102564
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 314 | Training Loss: 0.466796
ACC_train:0.9177215189873418
auc_train:0.9797443461160276
f1_weighted_train:0.9179907574844284
f1_macro_train:0.8996825396825396
 ==  Epoch: 314 | val Loss: 0.706261
ACC_val:0.75
auc_val:0.677115987460815
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 314 | test Loss: 0.750598
ACC_test:0.5918367346938775
auc_test:0.5042735042735043
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 315 | Training Loss: 0.466494
ACC_train:0.9050632911392406
auc_train:0.9793510324483776
f1_weighted_train:0.9059559406511672
f1_macro_train:0.8857225517141618
 ==  Epoch: 315 | val Loss: 0.705086
ACC_val:0.775
auc_val:0.6802507836990596
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 315 | test Loss: 0.751195
ACC_test:0.5918367346938775
auc_test:0.5042735042735043
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 316 | Training Loss: 0.466280
ACC_train:0.9113924050632911
auc_train:0.9795476892822026
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 316 | val Loss: 0.706012
ACC_val:0.75
auc_val:0.6739811912225706
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 316 | test Loss: 0.751487
ACC_test:0.5714285714285714
auc_test:0.5021367521367521
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 317 | Training Loss: 0.465963
ACC_train:0.9113924050632911
auc_train:0.9793510324483776
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 317 | val Loss: 0.705135
ACC_val:0.75
auc_val:0.6802507836990597
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 317 | test Loss: 0.751557
ACC_test:0.5714285714285714
auc_test:0.5021367521367521
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 318 | Training Loss: 0.465679
ACC_train:0.9177215189873418
auc_train:0.9795476892822026
f1_weighted_train:0.9179907574844284
f1_macro_train:0.8996825396825396
 ==  Epoch: 318 | val Loss: 0.705703
ACC_val:0.75
auc_val:0.6802507836990596
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 318 | test Loss: 0.752001
ACC_test:0.5714285714285714
auc_test:0.5
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 319 | Training Loss: 0.465391
ACC_train:0.9240506329113924
auc_train:0.9799410029498525
f1_weighted_train:0.9240506329113924
f1_macro_train:0.9067846607669616
 ==  Epoch: 319 | val Loss: 0.705396
ACC_val:0.75
auc_val:0.6802507836990596
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 319 | test Loss: 0.752275
ACC_test:0.5714285714285714
auc_test:0.5
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 320 | Training Loss: 0.465154
ACC_train:0.9113924050632911
auc_train:0.9799410029498525
f1_weighted_train:0.9119599614749586
f1_macro_train:0.8926630434782609
 ==  Epoch: 320 | val Loss: 0.705037
ACC_val:0.75
auc_val:0.6833855799373041
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 320 | test Loss: 0.752272
ACC_test:0.5714285714285714
auc_test:0.49786324786324787
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 321 | Training Loss: 0.464863
ACC_train:0.9240506329113924
auc_train:0.9803343166175025
f1_weighted_train:0.9240506329113924
f1_macro_train:0.9067846607669616
 ==  Epoch: 321 | val Loss: 0.704893
ACC_val:0.75
auc_val:0.6833855799373041
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 321 | test Loss: 0.752535
ACC_test:0.5714285714285714
auc_test:0.5
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 322 | Training Loss: 0.464565
ACC_train:0.9177215189873418
auc_train:0.9803343166175025
f1_weighted_train:0.9179907574844284
f1_macro_train:0.8996825396825396
 ==  Epoch: 322 | val Loss: 0.705028
ACC_val:0.75
auc_val:0.6802507836990596
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 322 | test Loss: 0.753107
ACC_test:0.5714285714285714
auc_test:0.4957264957264957
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 323 | Training Loss: 0.464340
ACC_train:0.9177215189873418
auc_train:0.9803343166175025
f1_weighted_train:0.9179907574844284
f1_macro_train:0.8996825396825396
 ==  Epoch: 323 | val Loss: 0.704385
ACC_val:0.75
auc_val:0.6833855799373041
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 323 | test Loss: 0.753073
ACC_test:0.5714285714285714
auc_test:0.49786324786324787
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 324 | Training Loss: 0.464097
ACC_train:0.9240506329113924
auc_train:0.9807276302851524
f1_weighted_train:0.9240506329113924
f1_macro_train:0.9067846607669616
 ==  Epoch: 324 | val Loss: 0.704496
ACC_val:0.75
auc_val:0.6833855799373041
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 324 | test Loss: 0.753518
ACC_test:0.5918367346938775
auc_test:0.5021367521367521
f1_weighted_test:0.5918367346938775
f1_macro_test:0.47649572649572647
 ==  Epoch: 325 | Training Loss: 0.463898
ACC_train:0.9177215189873418
auc_train:0.9809242871189774
f1_weighted_train:0.9179907574844284
f1_macro_train:0.8996825396825396
 ==  Epoch: 325 | val Loss: 0.704797
ACC_val:0.75
auc_val:0.6833855799373041
f1_weighted_val:0.7148437500000001
f1_macro_val:0.609375
 ==  Epoch: 325 | test Loss: 0.753940
ACC_test:0.5714285714285714
auc_test:0.4957264957264957
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
 ==  Epoch: 325 | test Loss: 0.753940
ACC_test:0.5714285714285714
auc_test:0.4957264957264957
f1_weighted_test:0.576346970713168
f1_macro_test:0.46322378716744916
