 ==  Epoch: 1 | Training Loss: 0.746634
ACC_train:0.43670886075949367
auc_train:0.5069813176007866
f1_weighted_train:0.4509254829188061
f1_macro_train:0.4339653020971702
 ==  Epoch: 1 | val Loss: 0.747772
ACC_val:0.275
auc_val:0.41379310344827586
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 1 | test Loss: 0.753492
ACC_test:0.2857142857142857
auc_test:0.45512820512820507
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 2 | Training Loss: 0.742828
ACC_train:0.4177215189873418
auc_train:0.4654867256637168
f1_weighted_train:0.4144555339175593
f1_macro_train:0.4176282051282051
 ==  Epoch: 2 | val Loss: 0.745579
ACC_val:0.275
auc_val:0.49529780564263326
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 2 | test Loss: 0.762345
ACC_test:0.2653061224489796
auc_test:0.5213675213675214
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 3 | Training Loss: 0.780274
ACC_train:0.310126582278481
auc_train:0.44188790560471974
f1_weighted_train:0.24422594148787616
f1_macro_train:0.2924113562595012
 ==  Epoch: 3 | val Loss: 0.745240
ACC_val:0.275
auc_val:0.561128526645768
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 3 | test Loss: 0.758302
ACC_test:0.2653061224489796
auc_test:0.5149572649572649
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 4 | Training Loss: 0.741681
ACC_train:0.35443037974683544
auc_train:0.4926253687315635
f1_weighted_train:0.3022151898734177
f1_macro_train:0.3416666666666667
 ==  Epoch: 4 | val Loss: 0.741191
ACC_val:0.275
auc_val:0.5799373040752351
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 4 | test Loss: 0.745462
ACC_test:0.2653061224489796
auc_test:0.5256410256410257
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 5 | Training Loss: 0.751122
ACC_train:0.3037974683544304
auc_train:0.4357915437561456
f1_weighted_train:0.23374151531829024
f1_macro_train:0.2844202898550725
 ==  Epoch: 5 | val Loss: 0.732479
ACC_val:0.275
auc_val:0.6175548589341693
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 5 | test Loss: 0.732224
ACC_test:0.2653061224489796
auc_test:0.5256410256410255
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 6 | Training Loss: 0.732465
ACC_train:0.3670886075949367
auc_train:0.583874139626352
f1_weighted_train:0.3273261548578004
f1_macro_train:0.35876623376623373
 ==  Epoch: 6 | val Loss: 0.719603
ACC_val:0.275
auc_val:0.6332288401253919
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 6 | test Loss: 0.718527
ACC_test:0.2653061224489796
auc_test:0.5384615384615385
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 7 | Training Loss: 0.744770
ACC_train:0.3227848101265823
auc_train:0.5327433628318584
f1_weighted_train:0.24381427042944986
f1_macro_train:0.2991750611449654
 ==  Epoch: 7 | val Loss: 0.705605
ACC_val:0.275
auc_val:0.6332288401253918
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 7 | test Loss: 0.706788
ACC_test:0.2653061224489796
auc_test:0.5405982905982906
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 8 | Training Loss: 0.726843
ACC_train:0.3291139240506329
auc_train:0.5258603736479843
f1_weighted_train:0.23943825809248864
f1_macro_train:0.3004177109440268
 ==  Epoch: 8 | val Loss: 0.698574
ACC_val:0.275
auc_val:0.6489028213166144
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 8 | test Loss: 0.699756
ACC_test:0.2653061224489796
auc_test:0.5405982905982906
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 9 | Training Loss: 0.687114
ACC_train:0.36075949367088606
auc_train:0.6326450344149459
f1_weighted_train:0.29310313308767266
f1_macro_train:0.34153084382092014
 ==  Epoch: 9 | val Loss: 0.695534
ACC_val:0.275
auc_val:0.6426332288401254
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 9 | test Loss: 0.695925
ACC_test:0.2653061224489796
auc_test:0.5384615384615384
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 10 | Training Loss: 0.707389
ACC_train:0.3227848101265823
auc_train:0.5168141592920354
f1_weighted_train:0.23619674123013104
f1_macro_train:0.2956713744115319
 ==  Epoch: 10 | val Loss: 0.694823
ACC_val:0.275
auc_val:0.6551724137931033
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 10 | test Loss: 0.694647
ACC_test:0.2653061224489796
auc_test:0.5341880341880342
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 11 | Training Loss: 0.711789
ACC_train:0.3670886075949367
auc_train:0.5246804326450344
f1_weighted_train:0.31589724497393895
f1_macro_train:0.35457516339869277
 ==  Epoch: 11 | val Loss: 0.694705
ACC_val:0.275
auc_val:0.6489028213166144
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 11 | test Loss: 0.694651
ACC_test:0.2653061224489796
auc_test:0.5299145299145299
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 12 | Training Loss: 0.715821
ACC_train:0.34810126582278483
auc_train:0.5209439528023599
f1_weighted_train:0.27208289583395645
f1_macro_train:0.32537412427973306
 ==  Epoch: 12 | val Loss: 0.694517
ACC_val:0.275
auc_val:0.6457680250783698
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 12 | test Loss: 0.694650
ACC_test:0.2653061224489796
auc_test:0.517094017094017
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 13 | Training Loss: 0.706173
ACC_train:0.33544303797468356
auc_train:0.5701081612586038
f1_weighted_train:0.24266949433362053
f1_macro_train:0.30513089005235605
 ==  Epoch: 13 | val Loss: 0.694315
ACC_val:0.275
auc_val:0.652037617554859
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 13 | test Loss: 0.694688
ACC_test:0.2653061224489796
auc_test:0.5106837606837606
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 14 | Training Loss: 0.698056
ACC_train:0.310126582278481
auc_train:0.5351032448377582
f1_weighted_train:0.221920044804526
f1_macro_train:0.28250635337249513
 ==  Epoch: 14 | val Loss: 0.694304
ACC_val:0.275
auc_val:0.652037617554859
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 14 | test Loss: 0.694603
ACC_test:0.2653061224489796
auc_test:0.5
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 15 | Training Loss: 0.679017
ACC_train:0.3227848101265823
auc_train:0.5533923303834808
f1_weighted_train:0.21994304090742092
f1_macro_train:0.28783857786764394
 ==  Epoch: 15 | val Loss: 0.694443
ACC_val:0.275
auc_val:0.6614420062695925
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 15 | test Loss: 0.694195
ACC_test:0.2653061224489796
auc_test:0.49786324786324787
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 16 | Training Loss: 0.702500
ACC_train:0.33544303797468356
auc_train:0.5494591937069813
f1_weighted_train:0.2651072175663924
f1_macro_train:0.3154528574375903
 ==  Epoch: 16 | val Loss: 0.694305
ACC_val:0.275
auc_val:0.658307210031348
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 16 | test Loss: 0.694154
ACC_test:0.2653061224489796
auc_test:0.48717948717948717
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 17 | Training Loss: 0.712792
ACC_train:0.310126582278481
auc_train:0.5148475909537857
f1_weighted_train:0.18732481748080587
f1_macro_train:0.26536706052979575
 ==  Epoch: 17 | val Loss: 0.694083
ACC_val:0.275
auc_val:0.6489028213166145
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 17 | test Loss: 0.694134
ACC_test:0.2653061224489796
auc_test:0.48504273504273504
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 18 | Training Loss: 0.705353
ACC_train:0.3227848101265823
auc_train:0.5242871189773844
f1_weighted_train:0.22824415136854662
f1_macro_train:0.2918952879581152
 ==  Epoch: 18 | val Loss: 0.693910
ACC_val:0.275
auc_val:0.652037617554859
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 18 | test Loss: 0.694017
ACC_test:0.2653061224489796
auc_test:0.4914529914529915
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 19 | Training Loss: 0.708482
ACC_train:0.31645569620253167
auc_train:0.5823008849557523
f1_weighted_train:0.1993929217256523
f1_macro_train:0.27448979591836736
 ==  Epoch: 19 | val Loss: 0.693919
ACC_val:0.275
auc_val:0.6551724137931035
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 19 | test Loss: 0.694034
ACC_test:0.2653061224489796
auc_test:0.48504273504273504
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 20 | Training Loss: 0.681996
ACC_train:0.34177215189873417
auc_train:0.566568338249754
f1_weighted_train:0.2458911800734994
f1_macro_train:0.30981182795698925
 ==  Epoch: 20 | val Loss: 0.693894
ACC_val:0.275
auc_val:0.6489028213166145
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 20 | test Loss: 0.694141
ACC_test:0.2653061224489796
auc_test:0.485042735042735
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 21 | Training Loss: 0.697887
ACC_train:0.310126582278481
auc_train:0.6294985250737464
f1_weighted_train:0.19653648997722648
f1_macro_train:0.2700995973723247
 ==  Epoch: 21 | val Loss: 0.693895
ACC_val:0.275
auc_val:0.6520376175548589
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 21 | test Loss: 0.694387
ACC_test:0.2653061224489796
auc_test:0.4807692307692307
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 22 | Training Loss: 0.691367
ACC_train:0.3037974683544304
auc_train:0.5305801376597836
f1_weighted_train:0.1845668647205718
f1_macro_train:0.26105442176870747
 ==  Epoch: 22 | val Loss: 0.694001
ACC_val:0.275
auc_val:0.6614420062695925
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 22 | test Loss: 0.694617
ACC_test:0.2653061224489796
auc_test:0.4807692307692308
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 23 | Training Loss: 0.707431
ACC_train:0.2911392405063291
auc_train:0.5616519174041298
f1_weighted_train:0.16974080771549127
f1_macro_train:0.24761904761904763
 ==  Epoch: 23 | val Loss: 0.694100
ACC_val:0.275
auc_val:0.6645768025078369
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 23 | test Loss: 0.694757
ACC_test:0.2653061224489796
auc_test:0.4764957264957265
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 24 | Training Loss: 0.683006
ACC_train:0.3291139240506329
auc_train:0.6707964601769912
f1_weighted_train:0.2142189787307328
f1_macro_train:0.28792517006802726
 ==  Epoch: 24 | val Loss: 0.694309
ACC_val:0.275
auc_val:0.6614420062695925
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 24 | test Loss: 0.694974
ACC_test:0.2653061224489796
auc_test:0.4743589743589744
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 25 | Training Loss: 0.685598
ACC_train:0.34177215189873417
auc_train:0.5923303834808259
f1_weighted_train:0.25378847963791334
f1_macro_train:0.31361737677527146
 ==  Epoch: 25 | val Loss: 0.694379
ACC_val:0.275
auc_val:0.658307210031348
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 25 | test Loss: 0.695080
ACC_test:0.2653061224489796
auc_test:0.47435897435897434
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 26 | Training Loss: 0.684787
ACC_train:0.3291139240506329
auc_train:0.5730580137659784
f1_weighted_train:0.23943825809248864
f1_macro_train:0.3004177109440268
 ==  Epoch: 26 | val Loss: 0.694279
ACC_val:0.275
auc_val:0.664576802507837
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 26 | test Loss: 0.694929
ACC_test:0.2653061224489796
auc_test:0.47863247863247865
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 27 | Training Loss: 0.704469
ACC_train:0.2974683544303797
auc_train:0.5533923303834808
f1_weighted_train:0.19078203309087596
f1_macro_train:0.26121572096549983
 ==  Epoch: 27 | val Loss: 0.694325
ACC_val:0.275
auc_val:0.6677115987460815
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 27 | test Loss: 0.694825
ACC_test:0.2653061224489796
auc_test:0.4807692307692307
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 28 | Training Loss: 0.675189
ACC_train:0.37341772151898733
auc_train:0.6228121927236971
f1_weighted_train:0.30035152123846304
f1_macro_train:0.3515731874145007
 ==  Epoch: 28 | val Loss: 0.694386
ACC_val:0.275
auc_val:0.6708463949843261
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 28 | test Loss: 0.694938
ACC_test:0.2653061224489796
auc_test:0.4722222222222222
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 29 | Training Loss: 0.691321
ACC_train:0.34810126582278483
auc_train:0.6037364798426746
f1_weighted_train:0.2570948372986944
f1_macro_train:0.31836649214659685
 ==  Epoch: 29 | val Loss: 0.694416
ACC_val:0.275
auc_val:0.6677115987460815
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 29 | test Loss: 0.695101
ACC_test:0.2653061224489796
auc_test:0.4722222222222222
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 30 | Training Loss: 0.702100
ACC_train:0.3037974683544304
auc_train:0.5557522123893806
f1_weighted_train:0.22640324151144894
f1_macro_train:0.2812241521918941
 ==  Epoch: 30 | val Loss: 0.694475
ACC_val:0.275
auc_val:0.6677115987460815
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 30 | test Loss: 0.695065
ACC_test:0.2653061224489796
auc_test:0.47649572649572647
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 31 | Training Loss: 0.692350
ACC_train:0.3037974683544304
auc_train:0.6133726647000983
f1_weighted_train:0.19366639354958787
f1_macro_train:0.2656751732296772
 ==  Epoch: 31 | val Loss: 0.694515
ACC_val:0.275
auc_val:0.6708463949843261
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 31 | test Loss: 0.695116
ACC_test:0.2653061224489796
auc_test:0.47649572649572647
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 32 | Training Loss: 0.685876
ACC_train:0.35443037974683544
auc_train:0.576204523107178
f1_weighted_train:0.27555842647454887
f1_macro_train:0.3302859042553191
 ==  Epoch: 32 | val Loss: 0.694581
ACC_val:0.275
auc_val:0.677115987460815
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 32 | test Loss: 0.695082
ACC_test:0.2653061224489796
auc_test:0.47435897435897434
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 33 | Training Loss: 0.701393
ACC_train:0.31645569620253167
auc_train:0.5777777777777778
f1_weighted_train:0.23294421626716938
f1_macro_train:0.2908909574468085
 ==  Epoch: 33 | val Loss: 0.694504
ACC_val:0.275
auc_val:0.677115987460815
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 33 | test Loss: 0.694925
ACC_test:0.2653061224489796
auc_test:0.47435897435897434
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 34 | Training Loss: 0.695643
ACC_train:0.3037974683544304
auc_train:0.5893805309734513
f1_weighted_train:0.1845668647205718
f1_macro_train:0.26105442176870747
 ==  Epoch: 34 | val Loss: 0.694244
ACC_val:0.275
auc_val:0.6802507836990596
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 34 | test Loss: 0.694993
ACC_test:0.2653061224489796
auc_test:0.47435897435897434
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 35 | Training Loss: 0.701807
ACC_train:0.3037974683544304
auc_train:0.6346116027531957
f1_weighted_train:0.2107378150016391
f1_macro_train:0.27401837928153716
 ==  Epoch: 35 | val Loss: 0.694281
ACC_val:0.275
auc_val:0.6833855799373041
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 35 | test Loss: 0.695128
ACC_test:0.2653061224489796
auc_test:0.47435897435897434
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 36 | Training Loss: 0.693936
ACC_train:0.3227848101265823
auc_train:0.5469026548672566
f1_weighted_train:0.21994304090742092
f1_macro_train:0.28783857786764394
 ==  Epoch: 36 | val Loss: 0.694415
ACC_val:0.275
auc_val:0.6802507836990596
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 36 | test Loss: 0.695024
ACC_test:0.2653061224489796
auc_test:0.4722222222222222
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 37 | Training Loss: 0.691742
ACC_train:0.3291139240506329
auc_train:0.6013765978367749
f1_weighted_train:0.23943825809248864
f1_macro_train:0.3004177109440268
 ==  Epoch: 37 | val Loss: 0.694711
ACC_val:0.275
auc_val:0.6833855799373041
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 37 | test Loss: 0.694898
ACC_test:0.2653061224489796
auc_test:0.47435897435897434
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 38 | Training Loss: 0.679402
ACC_train:0.36075949367088606
auc_train:0.6552605703048181
f1_weighted_train:0.28621720853620974
f1_macro_train:0.33847365584711686
 ==  Epoch: 38 | val Loss: 0.695429
ACC_val:0.275
auc_val:0.6927899686520377
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 38 | test Loss: 0.695093
ACC_test:0.2653061224489796
auc_test:0.4829059829059829
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 39 | Training Loss: 0.702401
ACC_train:0.31645569620253167
auc_train:0.559882005899705
f1_weighted_train:0.22508803654706386
f1_macro_train:0.28721804511278193
 ==  Epoch: 39 | val Loss: 0.696829
ACC_val:0.275
auc_val:0.6927899686520377
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 39 | test Loss: 0.695306
ACC_test:0.2653061224489796
auc_test:0.49572649572649574
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 40 | Training Loss: 0.679584
ACC_train:0.3670886075949367
auc_train:0.5964601769911505
f1_weighted_train:0.31589724497393895
f1_macro_train:0.35457516339869277
 ==  Epoch: 40 | val Loss: 0.697281
ACC_val:0.275
auc_val:0.6896551724137931
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 40 | test Loss: 0.695428
ACC_test:0.2653061224489796
auc_test:0.5021367521367521
f1_weighted_test:0.11125740618828177
f1_macro_test:0.20967741935483872
 ==  Epoch: 41 | Training Loss: 0.698445
ACC_train:0.34810126582278483
auc_train:0.5644051130776795
f1_weighted_train:0.27910517532703255
f1_macro_train:0.32849185062925523
 ==  Epoch: 41 | val Loss: 0.697261
ACC_val:0.275
auc_val:0.6896551724137931
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 41 | test Loss: 0.695853
ACC_test:0.2857142857142857
auc_test:0.5042735042735043
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 42 | Training Loss: 0.698961
ACC_train:0.34177215189873417
auc_train:0.5211406096361849
f1_weighted_train:0.2755374326645653
f1_macro_train:0.3234519104084322
 ==  Epoch: 42 | val Loss: 0.696118
ACC_val:0.275
auc_val:0.6896551724137931
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 42 | test Loss: 0.695754
ACC_test:0.2857142857142857
auc_test:0.5
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 43 | Training Loss: 0.695619
ACC_train:0.36075949367088606
auc_train:0.5610619469026549
f1_weighted_train:0.2790268305069461
f1_macro_train:0.3351664375286423
 ==  Epoch: 43 | val Loss: 0.695112
ACC_val:0.275
auc_val:0.6802507836990596
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 43 | test Loss: 0.695228
ACC_test:0.2857142857142857
auc_test:0.5042735042735043
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 44 | Training Loss: 0.686351
ACC_train:0.34810126582278483
auc_train:0.5905604719764012
f1_weighted_train:0.2570948372986944
f1_macro_train:0.31836649214659685
 ==  Epoch: 44 | val Loss: 0.694750
ACC_val:0.275
auc_val:0.6802507836990596
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 44 | test Loss: 0.695051
ACC_test:0.2857142857142857
auc_test:0.5064102564102564
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 45 | Training Loss: 0.684525
ACC_train:0.35443037974683544
auc_train:0.6025565388397248
f1_weighted_train:0.28266482394697995
f1_macro_train:0.33349875930521095
 ==  Epoch: 45 | val Loss: 0.694700
ACC_val:0.275
auc_val:0.6802507836990597
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 45 | test Loss: 0.694915
ACC_test:0.2857142857142857
auc_test:0.5042735042735043
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 46 | Training Loss: 0.676865
ACC_train:0.3670886075949367
auc_train:0.6572271386430678
f1_weighted_train:0.2967302195558627
f1_macro_train:0.34656741108354017
 ==  Epoch: 46 | val Loss: 0.694713
ACC_val:0.275
auc_val:0.6865203761755486
f1_weighted_val:0.11862745098039218
f1_macro_val:0.21568627450980396
 ==  Epoch: 46 | test Loss: 0.695043
ACC_test:0.2857142857142857
auc_test:0.5
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 47 | Training Loss: 0.685589
ACC_train:0.34177215189873417
auc_train:0.6171091445427729
f1_weighted_train:0.2458911800734994
f1_macro_train:0.30981182795698925
 ==  Epoch: 47 | val Loss: 0.695009
ACC_val:0.3
auc_val:0.6833855799373041
f1_weighted_val:0.16933333333333336
f1_macro_val:0.25333333333333335
 ==  Epoch: 47 | test Loss: 0.695402
ACC_test:0.2857142857142857
auc_test:0.5085470085470085
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 48 | Training Loss: 0.710596
ACC_train:0.310126582278481
auc_train:0.4999016715830875
f1_weighted_train:0.23711130204511208
f1_macro_train:0.28937487105426035
 ==  Epoch: 48 | val Loss: 0.696050
ACC_val:0.325
auc_val:0.6802507836990596
f1_weighted_val:0.21701777485187623
f1_macro_val:0.2890059249506254
 ==  Epoch: 48 | test Loss: 0.696641
ACC_test:0.2857142857142857
auc_test:0.517094017094017
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 49 | Training Loss: 0.684318
ACC_train:0.34177215189873417
auc_train:0.6342182890855458
f1_weighted_train:0.2613536897387557
f1_macro_train:0.3171542553191489
 ==  Epoch: 49 | val Loss: 0.697228
ACC_val:0.325
auc_val:0.6865203761755485
f1_weighted_val:0.21701777485187623
f1_macro_val:0.2890059249506254
 ==  Epoch: 49 | test Loss: 0.697828
ACC_test:0.2857142857142857
auc_test:0.5149572649572649
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 50 | Training Loss: 0.684587
ACC_train:0.34810126582278483
auc_train:0.6176991150442479
f1_weighted_train:0.2647501340813411
f1_macro_train:0.3220014164896055
 ==  Epoch: 50 | val Loss: 0.699495
ACC_val:0.325
auc_val:0.6865203761755486
f1_weighted_val:0.21701777485187623
f1_macro_val:0.2890059249506254
 ==  Epoch: 50 | test Loss: 0.700085
ACC_test:0.2857142857142857
auc_test:0.5128205128205128
f1_weighted_test:0.15279448066333312
f1_macro_test:0.24014178112538767
 ==  Epoch: 51 | Training Loss: 0.683094
ACC_train:0.37341772151898733
auc_train:0.6265486725663718
f1_weighted_train:0.30710109084831283
f1_macro_train:0.35456983701258515
 ==  Epoch: 51 | val Loss: 0.702801
ACC_val:0.325
auc_val:0.6927899686520376
f1_weighted_val:0.21701777485187623
f1_macro_val:0.2890059249506254
 ==  Epoch: 51 | test Loss: 0.702564
ACC_test:0.24489795918367346
auc_test:0.5064102564102564
f1_weighted_test:0.13660431578107124
f1_macro_test:0.21208170360712733
 ==  Epoch: 52 | Training Loss: 0.692228
ACC_train:0.37341772151898733
auc_train:0.5878072763028516
f1_weighted_train:0.32566327555067137
f1_macro_train:0.3621498185376993
 ==  Epoch: 52 | val Loss: 0.702984
ACC_val:0.325
auc_val:0.6927899686520376
f1_weighted_val:0.21701777485187623
f1_macro_val:0.2890059249506254
 ==  Epoch: 52 | test Loss: 0.703042
ACC_test:0.24489795918367346
auc_test:0.5042735042735043
f1_weighted_test:0.13660431578107124
f1_macro_test:0.21208170360712733
 ==  Epoch: 53 | Training Loss: 0.688527
ACC_train:0.3860759493670886
auc_train:0.5901671583087513
f1_weighted_train:0.33348978043012595
f1_macro_train:0.3727849396357684
 ==  Epoch: 53 | val Loss: 0.703329
ACC_val:0.325
auc_val:0.6927899686520376
f1_weighted_val:0.21701777485187623
f1_macro_val:0.2890059249506254
 ==  Epoch: 53 | test Loss: 0.703396
ACC_test:0.24489795918367346
auc_test:0.5021367521367521
f1_weighted_test:0.13660431578107124
f1_macro_test:0.21208170360712733
 ==  Epoch: 54 | Training Loss: 0.676361
ACC_train:0.35443037974683544
auc_train:0.6666666666666667
f1_weighted_train:0.2959828759942117
f1_macro_train:0.3391832048548466
 ==  Epoch: 54 | val Loss: 0.705713
ACC_val:0.35
auc_val:0.689655172413793
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 54 | test Loss: 0.704744
ACC_test:0.2653061224489796
auc_test:0.5021367521367521
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 55 | Training Loss: 0.701639
ACC_train:0.35443037974683544
auc_train:0.5170108161258604
f1_weighted_train:0.30817559503564956
f1_macro_train:0.3439179286761114
 ==  Epoch: 55 | val Loss: 0.709569
ACC_val:0.325
auc_val:0.6833855799373041
f1_weighted_val:0.24883945841392655
f1_macro_val:0.3036750483558994
 ==  Epoch: 55 | test Loss: 0.706222
ACC_test:0.2653061224489796
auc_test:0.5064102564102564
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 56 | Training Loss: 0.693558
ACC_train:0.37341772151898733
auc_train:0.5809242871189774
f1_weighted_train:0.30710109084831283
f1_macro_train:0.35456983701258515
 ==  Epoch: 56 | val Loss: 0.709760
ACC_val:0.35
auc_val:0.6833855799373041
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 56 | test Loss: 0.706713
ACC_test:0.2857142857142857
auc_test:0.5128205128205128
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 57 | Training Loss: 0.697328
ACC_train:0.34177215189873417
auc_train:0.5323500491642085
f1_weighted_train:0.2755374326645653
f1_macro_train:0.3234519104084322
 ==  Epoch: 57 | val Loss: 0.707997
ACC_val:0.35
auc_val:0.6802507836990596
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 57 | test Loss: 0.705863
ACC_test:0.2653061224489796
auc_test:0.514957264957265
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 58 | Training Loss: 0.663800
ACC_train:0.41139240506329117
auc_train:0.6277286135693216
f1_weighted_train:0.3665321679415398
f1_macro_train:0.40080740529299025
 ==  Epoch: 58 | val Loss: 0.707567
ACC_val:0.35
auc_val:0.6802507836990596
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 58 | test Loss: 0.705813
ACC_test:0.2653061224489796
auc_test:0.5128205128205128
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 59 | Training Loss: 0.663205
ACC_train:0.3987341772151899
auc_train:0.6198623402163226
f1_weighted_train:0.34723225918414397
f1_macro_train:0.38571720892162886
 ==  Epoch: 59 | val Loss: 0.707245
ACC_val:0.35
auc_val:0.677115987460815
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 59 | test Loss: 0.706143
ACC_test:0.2653061224489796
auc_test:0.5128205128205128
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 60 | Training Loss: 0.683464
ACC_train:0.34810126582278483
auc_train:0.6110127826941987
f1_weighted_train:0.27208289583395645
f1_macro_train:0.32537412427973306
 ==  Epoch: 60 | val Loss: 0.705694
ACC_val:0.35
auc_val:0.677115987460815
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 60 | test Loss: 0.705630
ACC_test:0.2653061224489796
auc_test:0.5128205128205128
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 61 | Training Loss: 0.672790
ACC_train:0.35443037974683544
auc_train:0.6584070796460177
f1_weighted_train:0.2681387011833381
f1_macro_train:0.32681704260651623
 ==  Epoch: 61 | val Loss: 0.705987
ACC_val:0.35
auc_val:0.6833855799373041
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 61 | test Loss: 0.706552
ACC_test:0.2653061224489796
auc_test:0.5149572649572649
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 62 | Training Loss: 0.678991
ACC_train:0.37341772151898733
auc_train:0.5986234021632252
f1_weighted_train:0.31356301107614437
f1_macro_train:0.3573277455934919
 ==  Epoch: 62 | val Loss: 0.705912
ACC_val:0.35
auc_val:0.6833855799373041
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 62 | test Loss: 0.708228
ACC_test:0.2653061224489796
auc_test:0.5213675213675214
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 63 | Training Loss: 0.686761
ACC_train:0.4240506329113924
auc_train:0.5771878072763029
f1_weighted_train:0.3995910772128926
f1_macro_train:0.4201250252066949
 ==  Epoch: 63 | val Loss: 0.704362
ACC_val:0.35
auc_val:0.6896551724137931
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 63 | test Loss: 0.707998
ACC_test:0.2653061224489796
auc_test:0.5149572649572649
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 64 | Training Loss: 0.675157
ACC_train:0.3987341772151899
auc_train:0.6232055063913471
f1_weighted_train:0.3412978389114517
f1_macro_train:0.3832943013270882
 ==  Epoch: 64 | val Loss: 0.703119
ACC_val:0.35
auc_val:0.6865203761755486
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 64 | test Loss: 0.707454
ACC_test:0.2653061224489796
auc_test:0.5106837606837606
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 65 | Training Loss: 0.674148
ACC_train:0.37341772151898733
auc_train:0.6595870206489676
f1_weighted_train:0.30710109084831283
f1_macro_train:0.35456983701258515
 ==  Epoch: 65 | val Loss: 0.702915
ACC_val:0.35
auc_val:0.6865203761755486
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 65 | test Loss: 0.707772
ACC_test:0.2653061224489796
auc_test:0.5106837606837606
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 66 | Training Loss: 0.689671
ACC_train:0.379746835443038
auc_train:0.5941002949852507
f1_weighted_train:0.3353059638577809
f1_macro_train:0.36964663735547953
 ==  Epoch: 66 | val Loss: 0.702923
ACC_val:0.35
auc_val:0.6865203761755486
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 66 | test Loss: 0.707972
ACC_test:0.2653061224489796
auc_test:0.5106837606837606
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 67 | Training Loss: 0.693638
ACC_train:0.34810126582278483
auc_train:0.5862340216322518
f1_weighted_train:0.27910517532703255
f1_macro_train:0.32849185062925523
 ==  Epoch: 67 | val Loss: 0.704137
ACC_val:0.35
auc_val:0.689655172413793
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 67 | test Loss: 0.707715
ACC_test:0.2653061224489796
auc_test:0.5149572649572649
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 68 | Training Loss: 0.708388
ACC_train:0.33544303797468356
auc_train:0.5683382497541789
f1_weighted_train:0.290793496933841
f1_macro_train:0.32569198878185585
 ==  Epoch: 68 | val Loss: 0.706296
ACC_val:0.35
auc_val:0.6865203761755486
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 68 | test Loss: 0.707960
ACC_test:0.2653061224489796
auc_test:0.5213675213675214
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 69 | Training Loss: 0.681515
ACC_train:0.35443037974683544
auc_train:0.6186823992133726
f1_weighted_train:0.27555842647454887
f1_macro_train:0.3302859042553191
 ==  Epoch: 69 | val Loss: 0.706194
ACC_val:0.35
auc_val:0.6865203761755486
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 69 | test Loss: 0.707367
ACC_test:0.2653061224489796
auc_test:0.5213675213675214
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 70 | Training Loss: 0.670609
ACC_train:0.37341772151898733
auc_train:0.6737463126843657
f1_weighted_train:0.31356301107614437
f1_macro_train:0.3573277455934919
 ==  Epoch: 70 | val Loss: 0.706740
ACC_val:0.35
auc_val:0.6959247648902821
f1_weighted_val:0.26197916666666665
f1_macro_val:0.32291666666666663
 ==  Epoch: 70 | test Loss: 0.707297
ACC_test:0.2653061224489796
auc_test:0.5192307692307692
f1_weighted_test:0.1741027445460943
f1_macro_test:0.2396551724137931
 ==  Epoch: 71 | Training Loss: 0.670278
ACC_train:0.3924050632911392
auc_train:0.664110127826942
f1_weighted_train:0.34326135517498135
f1_macro_train:0.3803921568627451
 ==  Epoch: 71 | val Loss: 0.708916
ACC_val:0.35
auc_val:0.6959247648902821
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 71 | test Loss: 0.708230
ACC_test:0.2857142857142857
auc_test:0.5192307692307693
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 72 | Training Loss: 0.683913
ACC_train:0.3670886075949367
auc_train:0.6570304818092428
f1_weighted_train:0.30340137756208196
f1_macro_train:0.34947299077733857
 ==  Epoch: 72 | val Loss: 0.711372
ACC_val:0.35
auc_val:0.6959247648902821
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 72 | test Loss: 0.708323
ACC_test:0.2857142857142857
auc_test:0.5213675213675214
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 73 | Training Loss: 0.690532
ACC_train:0.35443037974683544
auc_train:0.5834808259587021
f1_weighted_train:0.3022151898734177
f1_macro_train:0.3416666666666667
 ==  Epoch: 73 | val Loss: 0.713082
ACC_val:0.4
auc_val:0.6959247648902821
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 73 | test Loss: 0.708591
ACC_test:0.2857142857142857
auc_test:0.5192307692307693
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 74 | Training Loss: 0.699176
ACC_train:0.35443037974683544
auc_train:0.535299901671583
f1_weighted_train:0.3022151898734177
f1_macro_train:0.3416666666666667
 ==  Epoch: 74 | val Loss: 0.713955
ACC_val:0.4
auc_val:0.6959247648902821
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 74 | test Loss: 0.708777
ACC_test:0.2857142857142857
auc_test:0.5277777777777778
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 75 | Training Loss: 0.688185
ACC_train:0.3670886075949367
auc_train:0.5730580137659784
f1_weighted_train:0.31589724497393895
f1_macro_train:0.35457516339869277
 ==  Epoch: 75 | val Loss: 0.712865
ACC_val:0.35
auc_val:0.6990595611285266
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 75 | test Loss: 0.708383
ACC_test:0.2857142857142857
auc_test:0.5277777777777778
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 76 | Training Loss: 0.670227
ACC_train:0.3670886075949367
auc_train:0.6485742379547689
f1_weighted_train:0.289763163210342
f1_macro_train:0.34341755319148937
 ==  Epoch: 76 | val Loss: 0.713109
ACC_val:0.35
auc_val:0.7084639498432601
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 76 | test Loss: 0.708155
ACC_test:0.2857142857142857
auc_test:0.5256410256410257
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 77 | Training Loss: 0.696860
ACC_train:0.36075949367088606
auc_train:0.5850540806293019
f1_weighted_train:0.29310313308767266
f1_macro_train:0.34153084382092014
 ==  Epoch: 77 | val Loss: 0.710833
ACC_val:0.35
auc_val:0.7084639498432601
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 77 | test Loss: 0.707457
ACC_test:0.2857142857142857
auc_test:0.5192307692307692
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 78 | Training Loss: 0.670908
ACC_train:0.34177215189873417
auc_train:0.631661750245821
f1_weighted_train:0.23764822662870125
f1_macro_train:0.3057292546898766
 ==  Epoch: 78 | val Loss: 0.710402
ACC_val:0.35
auc_val:0.7084639498432601
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 78 | test Loss: 0.707261
ACC_test:0.2857142857142857
auc_test:0.5149572649572649
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 79 | Training Loss: 0.680063
ACC_train:0.3670886075949367
auc_train:0.632055063913471
f1_weighted_train:0.30340137756208196
f1_macro_train:0.34947299077733857
 ==  Epoch: 79 | val Loss: 0.710975
ACC_val:0.35
auc_val:0.7178683385579937
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 79 | test Loss: 0.707820
ACC_test:0.2857142857142857
auc_test:0.5192307692307692
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 80 | Training Loss: 0.651913
ACC_train:0.3860759493670886
auc_train:0.688102261553589
f1_weighted_train:0.31448583394071633
f1_macro_train:0.3646727189818845
 ==  Epoch: 80 | val Loss: 0.712657
ACC_val:0.35
auc_val:0.7210031347962382
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 80 | test Loss: 0.708683
ACC_test:0.2857142857142857
auc_test:0.5235042735042735
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 81 | Training Loss: 0.675646
ACC_train:0.36075949367088606
auc_train:0.6379547689282203
f1_weighted_train:0.29969559715849076
f1_macro_train:0.3443444677266938
 ==  Epoch: 81 | val Loss: 0.712938
ACC_val:0.35
auc_val:0.7241379310344828
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 81 | test Loss: 0.708975
ACC_test:0.2857142857142857
auc_test:0.5235042735042735
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 82 | Training Loss: 0.672459
ACC_train:0.3860759493670886
auc_train:0.6017699115044248
f1_weighted_train:0.32743042499379804
f1_macro_train:0.3703110234602901
 ==  Epoch: 82 | val Loss: 0.711673
ACC_val:0.35
auc_val:0.7241379310344828
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 82 | test Loss: 0.707663
ACC_test:0.2857142857142857
auc_test:0.5235042735042735
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 83 | Training Loss: 0.671495
ACC_train:0.3860759493670886
auc_train:0.6678466076696166
f1_weighted_train:0.32743042499379804
f1_macro_train:0.3703110234602901
 ==  Epoch: 83 | val Loss: 0.711408
ACC_val:0.35
auc_val:0.7178683385579937
f1_weighted_val:0.290153452685422
f1_macro_val:0.3350383631713555
 ==  Epoch: 83 | test Loss: 0.704875
ACC_test:0.2857142857142857
auc_test:0.5235042735042734
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 84 | Training Loss: 0.656322
ACC_train:0.3860759493670886
auc_train:0.6623402163225172
f1_weighted_train:0.32743042499379804
f1_macro_train:0.3703110234602901
 ==  Epoch: 84 | val Loss: 0.710455
ACC_val:0.375
auc_val:0.7115987460815048
f1_weighted_val:0.3293650793650794
f1_macro_val:0.3650793650793651
 ==  Epoch: 84 | test Loss: 0.699660
ACC_test:0.2857142857142857
auc_test:0.5213675213675213
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 85 | Training Loss: 0.677162
ACC_train:0.3987341772151899
auc_train:0.5917404129793511
f1_weighted_train:0.34723225918414397
f1_macro_train:0.38571720892162886
 ==  Epoch: 85 | val Loss: 0.711343
ACC_val:0.4
auc_val:0.7115987460815046
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 85 | test Loss: 0.698325
ACC_test:0.2857142857142857
auc_test:0.5299145299145299
f1_weighted_test:0.20991503148114185
f1_macro_test:0.26615318784766795
 ==  Epoch: 86 | Training Loss: 0.655314
ACC_train:0.4050632911392405
auc_train:0.6664700098328417
f1_weighted_train:0.35694341027550264
f1_macro_train:0.3933006535947713
 ==  Epoch: 86 | val Loss: 0.714898
ACC_val:0.4
auc_val:0.7084639498432601
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 86 | test Loss: 0.697949
ACC_test:0.32653061224489793
auc_test:0.5405982905982906
f1_weighted_test:0.2769814902705268
f1_macro_test:0.31627906976744186
 ==  Epoch: 87 | Training Loss: 0.635495
ACC_train:0.4050632911392405
auc_train:0.7166175024582105
f1_weighted_train:0.35694341027550264
f1_macro_train:0.3933006535947713
 ==  Epoch: 87 | val Loss: 0.717286
ACC_val:0.4
auc_val:0.7053291536050156
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 87 | test Loss: 0.698630
ACC_test:0.3673469387755102
auc_test:0.5384615384615384
f1_weighted_test:0.3386984982672314
f1_macro_test:0.3631027253668763
 ==  Epoch: 88 | Training Loss: 0.671251
ACC_train:0.3924050632911392
auc_train:0.6350049164208457
f1_weighted_train:0.34326135517498135
f1_macro_train:0.3803921568627451
 ==  Epoch: 88 | val Loss: 0.717474
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 88 | test Loss: 0.700110
ACC_test:0.3469387755102041
auc_test:0.5427350427350427
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 89 | Training Loss: 0.653950
ACC_train:0.45569620253164556
auc_train:0.6391347099311702
f1_weighted_train:0.43862103514002254
f1_macro_train:0.4535070785070785
 ==  Epoch: 89 | val Loss: 0.716382
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 89 | test Loss: 0.700886
ACC_test:0.3673469387755102
auc_test:0.5448717948717949
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 90 | Training Loss: 0.672474
ACC_train:0.4050632911392405
auc_train:0.6096361848574239
f1_weighted_train:0.38205204051448916
f1_macro_train:0.40161160354552783
 ==  Epoch: 90 | val Loss: 0.715344
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 90 | test Loss: 0.701238
ACC_test:0.3673469387755102
auc_test:0.5448717948717949
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 91 | Training Loss: 0.673915
ACC_train:0.43670886075949367
auc_train:0.6422812192723698
f1_weighted_train:0.41278687771370814
f1_macro_train:0.4328695301472071
 ==  Epoch: 91 | val Loss: 0.714550
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 91 | test Loss: 0.701184
ACC_test:0.3673469387755102
auc_test:0.5448717948717949
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 92 | Training Loss: 0.665929
ACC_train:0.45569620253164556
auc_train:0.6428711897738446
f1_weighted_train:0.4424055716537035
f1_macro_train:0.4542971887550201
 ==  Epoch: 92 | val Loss: 0.713952
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 92 | test Loss: 0.701081
ACC_test:0.3673469387755102
auc_test:0.5448717948717949
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 93 | Training Loss: 0.676183
ACC_train:0.3987341772151899
auc_train:0.5954768928220255
f1_weighted_train:0.363523270875816
f1_macro_train:0.3916919959473151
 ==  Epoch: 93 | val Loss: 0.712819
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 93 | test Loss: 0.700595
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 94 | Training Loss: 0.676664
ACC_train:0.35443037974683544
auc_train:0.6226155358898722
f1_weighted_train:0.31387267795495644
f1_macro_train:0.34594155844155844
 ==  Epoch: 94 | val Loss: 0.711990
ACC_val:0.4
auc_val:0.7115987460815048
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 94 | test Loss: 0.700717
ACC_test:0.3469387755102041
auc_test:0.5427350427350427
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 95 | Training Loss: 0.668414
ACC_train:0.4050632911392405
auc_train:0.6275319567354966
f1_weighted_train:0.3727015080443376
f1_macro_train:0.39889914197830656
 ==  Epoch: 95 | val Loss: 0.713120
ACC_val:0.425
auc_val:0.7084639498432601
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 95 | test Loss: 0.700770
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 96 | Training Loss: 0.668544
ACC_train:0.3987341772151899
auc_train:0.5775811209439528
f1_weighted_train:0.3583369734163323
f1_macro_train:0.38991179937406006
 ==  Epoch: 96 | val Loss: 0.714658
ACC_val:0.425
auc_val:0.7084639498432601
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 96 | test Loss: 0.701203
ACC_test:0.3673469387755102
auc_test:0.5384615384615384
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 97 | Training Loss: 0.668025
ACC_train:0.379746835443038
auc_train:0.6395280235988201
f1_weighted_train:0.32359139066110537
f1_macro_train:0.365097588978186
 ==  Epoch: 97 | val Loss: 0.714542
ACC_val:0.425
auc_val:0.7084639498432601
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 97 | test Loss: 0.701971
ACC_test:0.3673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 98 | Training Loss: 0.657906
ACC_train:0.41139240506329117
auc_train:0.6116027531956736
f1_weighted_train:0.37692278096264087
f1_macro_train:0.40449848024316104
 ==  Epoch: 98 | val Loss: 0.714139
ACC_val:0.425
auc_val:0.7084639498432601
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 98 | test Loss: 0.702757
ACC_test:0.3673469387755102
auc_test:0.5277777777777777
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 99 | Training Loss: 0.665383
ACC_train:0.3924050632911392
auc_train:0.6397246804326451
f1_weighted_train:0.34326135517498135
f1_macro_train:0.3803921568627451
 ==  Epoch: 99 | val Loss: 0.714367
ACC_val:0.425
auc_val:0.7084639498432601
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 99 | test Loss: 0.702914
ACC_test:0.3673469387755102
auc_test:0.5256410256410255
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 100 | Training Loss: 0.651163
ACC_train:0.4240506329113924
auc_train:0.6770894788593904
f1_weighted_train:0.3903222910494658
f1_macro_train:0.4173049645390071
 ==  Epoch: 100 | val Loss: 0.715081
ACC_val:0.425
auc_val:0.7084639498432601
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 100 | test Loss: 0.702804
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 101 | Training Loss: 0.680177
ACC_train:0.3860759493670886
auc_train:0.6234021632251721
f1_weighted_train:0.3600036757104459
f1_macro_train:0.3818915103851583
 ==  Epoch: 101 | val Loss: 0.714897
ACC_val:0.425
auc_val:0.7115987460815046
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 101 | test Loss: 0.702911
ACC_test:0.3673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 102 | Training Loss: 0.682035
ACC_train:0.43670886075949367
auc_train:0.6275319567354966
f1_weighted_train:0.41278687771370814
f1_macro_train:0.4328695301472071
 ==  Epoch: 102 | val Loss: 0.715047
ACC_val:0.425
auc_val:0.7115987460815046
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 102 | test Loss: 0.702919
ACC_test:0.3673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 103 | Training Loss: 0.674390
ACC_train:0.4177215189873418
auc_train:0.6216322517207473
f1_weighted_train:0.4035036347923339
f1_macro_train:0.4162248995983936
 ==  Epoch: 103 | val Loss: 0.713868
ACC_val:0.425
auc_val:0.7115987460815048
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 103 | test Loss: 0.704490
ACC_test:0.3673469387755102
auc_test:0.5235042735042734
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 104 | Training Loss: 0.651888
ACC_train:0.4620253164556962
auc_train:0.6847590953785645
f1_weighted_train:0.44320713829685865
f1_macro_train:0.45940506380066815
 ==  Epoch: 104 | val Loss: 0.710751
ACC_val:0.425
auc_val:0.7115987460815048
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 104 | test Loss: 0.707017
ACC_test:0.3673469387755102
auc_test:0.5256410256410255
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 105 | Training Loss: 0.667969
ACC_train:0.4240506329113924
auc_train:0.6300884955752213
f1_weighted_train:0.39506575227655205
f1_macro_train:0.418812401471361
 ==  Epoch: 105 | val Loss: 0.708393
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 105 | test Loss: 0.709359
ACC_test:0.3673469387755102
auc_test:0.5256410256410255
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 106 | Training Loss: 0.650468
ACC_train:0.45569620253164556
auc_train:0.6338249754178958
f1_weighted_train:0.4346433562153837
f1_macro_train:0.45253827558420634
 ==  Epoch: 106 | val Loss: 0.709118
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 106 | test Loss: 0.708904
ACC_test:0.3673469387755102
auc_test:0.5256410256410255
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 107 | Training Loss: 0.660390
ACC_train:0.3924050632911392
auc_train:0.6515240904621435
f1_weighted_train:0.35935473161974907
f1_macro_train:0.38610976202039826
 ==  Epoch: 107 | val Loss: 0.708802
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 107 | test Loss: 0.709402
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 108 | Training Loss: 0.650681
ACC_train:0.45569620253164556
auc_train:0.6470009832841692
f1_weighted_train:0.4260886137426918
f1_macro_train:0.4500566618099401
 ==  Epoch: 108 | val Loss: 0.707642
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 108 | test Loss: 0.709685
ACC_test:0.3469387755102041
auc_test:0.5299145299145299
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 109 | Training Loss: 0.663296
ACC_train:0.43037974683544306
auc_train:0.6448377581120943
f1_weighted_train:0.4083476983649364
f1_macro_train:0.42707493956486703
 ==  Epoch: 109 | val Loss: 0.706666
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 109 | test Loss: 0.710515
ACC_test:0.3469387755102041
auc_test:0.5256410256410257
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 110 | Training Loss: 0.660535
ACC_train:0.4050632911392405
auc_train:0.6619469026548673
f1_weighted_train:0.38205204051448916
f1_macro_train:0.40161160354552783
 ==  Epoch: 110 | val Loss: 0.706262
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 110 | test Loss: 0.710991
ACC_test:0.3673469387755102
auc_test:0.5299145299145298
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 111 | Training Loss: 0.683333
ACC_train:0.4620253164556962
auc_train:0.5864306784660767
f1_weighted_train:0.4506893056645761
f1_macro_train:0.46096728878185833
 ==  Epoch: 111 | val Loss: 0.707608
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 111 | test Loss: 0.710730
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 112 | Training Loss: 0.667632
ACC_train:0.41139240506329117
auc_train:0.639331366764995
f1_weighted_train:0.37692278096264087
f1_macro_train:0.40449848024316104
 ==  Epoch: 112 | val Loss: 0.709749
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 112 | test Loss: 0.707714
ACC_test:0.3673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 113 | Training Loss: 0.640929
ACC_train:0.43670886075949367
auc_train:0.6666666666666667
f1_weighted_train:0.4210210112440144
f1_macro_train:0.4348752160109312
 ==  Epoch: 113 | val Loss: 0.709653
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 113 | test Loss: 0.706438
ACC_test:0.3673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 114 | Training Loss: 0.645635
ACC_train:0.4430379746835443
auc_train:0.6900688298918388
f1_weighted_train:0.4294382593665802
f1_macro_train:0.44160642570281117
 ==  Epoch: 114 | val Loss: 0.708219
ACC_val:0.425
auc_val:0.7241379310344828
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 114 | test Loss: 0.706398
ACC_test:0.3673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 115 | Training Loss: 0.649341
ACC_train:0.43037974683544306
auc_train:0.6584070796460176
f1_weighted_train:0.40397777450691785
f1_macro_train:0.4258720930232558
 ==  Epoch: 115 | val Loss: 0.708824
ACC_val:0.425
auc_val:0.7241379310344828
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 115 | test Loss: 0.705292
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 116 | Training Loss: 0.669278
ACC_train:0.3987341772151899
auc_train:0.6114060963618486
f1_weighted_train:0.38198871986720634
f1_macro_train:0.39677691596672426
 ==  Epoch: 116 | val Loss: 0.708962
ACC_val:0.425
auc_val:0.7304075235109718
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 116 | test Loss: 0.705489
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 117 | Training Loss: 0.655341
ACC_train:0.4240506329113924
auc_train:0.6255653883972468
f1_weighted_train:0.39506575227655205
f1_macro_train:0.418812401471361
 ==  Epoch: 117 | val Loss: 0.708888
ACC_val:0.425
auc_val:0.7304075235109718
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 117 | test Loss: 0.707812
ACC_test:0.3673469387755102
auc_test:0.5256410256410257
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 118 | Training Loss: 0.647928
ACC_train:0.4620253164556962
auc_train:0.6487708947885938
f1_weighted_train:0.4506893056645761
f1_macro_train:0.46096728878185833
 ==  Epoch: 118 | val Loss: 0.708609
ACC_val:0.425
auc_val:0.7272727272727273
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 118 | test Loss: 0.709726
ACC_test:0.3673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 119 | Training Loss: 0.640919
ACC_train:0.45569620253164556
auc_train:0.6814159292035398
f1_weighted_train:0.4460014461903447
f1_macro_train:0.4549101412066753
 ==  Epoch: 119 | val Loss: 0.708206
ACC_val:0.425
auc_val:0.7241379310344828
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 119 | test Loss: 0.710884
ACC_test:0.3673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 120 | Training Loss: 0.653832
ACC_train:0.43670886075949367
auc_train:0.6263520157325467
f1_weighted_train:0.41700512127553446
f1_macro_train:0.4339653020971702
 ==  Epoch: 120 | val Loss: 0.707533
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 120 | test Loss: 0.712471
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 121 | Training Loss: 0.648058
ACC_train:0.4240506329113924
auc_train:0.6515240904621435
f1_weighted_train:0.4039041127648723
f1_macro_train:0.4212454212454213
 ==  Epoch: 121 | val Loss: 0.707409
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 121 | test Loss: 0.712789
ACC_test:0.3673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 122 | Training Loss: 0.657413
ACC_train:0.43670886075949367
auc_train:0.6601769911504425
f1_weighted_train:0.4210210112440144
f1_macro_train:0.4348752160109312
 ==  Epoch: 122 | val Loss: 0.706732
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 122 | test Loss: 0.712065
ACC_test:0.3673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 123 | Training Loss: 0.667265
ACC_train:0.43670886075949367
auc_train:0.631858407079646
f1_weighted_train:0.41278687771370814
f1_macro_train:0.4328695301472071
 ==  Epoch: 123 | val Loss: 0.704728
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 123 | test Loss: 0.711911
ACC_test:0.3469387755102041
auc_test:0.5341880341880342
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 124 | Training Loss: 0.643118
ACC_train:0.44936708860759494
auc_train:0.6493608652900689
f1_weighted_train:0.4340317750362837
f1_macro_train:0.4475746493590001
 ==  Epoch: 124 | val Loss: 0.703899
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 124 | test Loss: 0.711678
ACC_test:0.3673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 125 | Training Loss: 0.657320
ACC_train:0.44936708860759494
auc_train:0.6493608652900689
f1_weighted_train:0.4377643481508014
f1_macro_train:0.4482841661649609
 ==  Epoch: 125 | val Loss: 0.705346
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 125 | test Loss: 0.711104
ACC_test:0.3673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 126 | Training Loss: 0.664525
ACC_train:0.4177215189873418
auc_train:0.647984267453294
f1_weighted_train:0.3860482844689262
f1_macro_train:0.411688521936215
 ==  Epoch: 126 | val Loss: 0.705458
ACC_val:0.425
auc_val:0.7115987460815048
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 126 | test Loss: 0.711047
ACC_test:0.3469387755102041
auc_test:0.532051282051282
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 127 | Training Loss: 0.676531
ACC_train:0.3987341772151899
auc_train:0.5781710914454277
f1_weighted_train:0.38198871986720634
f1_macro_train:0.39677691596672426
 ==  Epoch: 127 | val Loss: 0.704795
ACC_val:0.4
auc_val:0.7115987460815048
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 127 | test Loss: 0.711230
ACC_test:0.32653061224489793
auc_test:0.5277777777777778
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 128 | Training Loss: 0.668847
ACC_train:0.379746835443038
auc_train:0.5931170108161259
f1_weighted_train:0.34600795519516053
f1_macro_train:0.37332038206248996
 ==  Epoch: 128 | val Loss: 0.703253
ACC_val:0.4
auc_val:0.7115987460815046
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 128 | test Loss: 0.711951
ACC_test:0.32653061224489793
auc_test:0.5256410256410257
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 129 | Training Loss: 0.637266
ACC_train:0.4430379746835443
auc_train:0.6497541789577188
f1_weighted_train:0.42556571037583696
f1_macro_train:0.44079794079794077
 ==  Epoch: 129 | val Loss: 0.701976
ACC_val:0.4
auc_val:0.7115987460815046
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 129 | test Loss: 0.712635
ACC_test:0.32653061224489793
auc_test:0.5256410256410257
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 130 | Training Loss: 0.651453
ACC_train:0.3924050632911392
auc_train:0.6647000983284169
f1_weighted_train:0.3488711482688467
f1_macro_train:0.38251099169516367
 ==  Epoch: 130 | val Loss: 0.701426
ACC_val:0.4
auc_val:0.7147335423197492
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 130 | test Loss: 0.712781
ACC_test:0.32653061224489793
auc_test:0.5256410256410257
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 131 | Training Loss: 0.652275
ACC_train:0.3924050632911392
auc_train:0.6117994100294987
f1_weighted_train:0.34326135517498135
f1_macro_train:0.3803921568627451
 ==  Epoch: 131 | val Loss: 0.702728
ACC_val:0.4
auc_val:0.7115987460815046
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 131 | test Loss: 0.711629
ACC_test:0.32653061224489793
auc_test:0.5256410256410257
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 132 | Training Loss: 0.647051
ACC_train:0.4240506329113924
auc_train:0.6938053097345134
f1_weighted_train:0.3903222910494658
f1_macro_train:0.4173049645390071
 ==  Epoch: 132 | val Loss: 0.704354
ACC_val:0.4
auc_val:0.7147335423197492
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 132 | test Loss: 0.710141
ACC_test:0.32653061224489793
auc_test:0.5277777777777778
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 133 | Training Loss: 0.662283
ACC_train:0.4177215189873418
auc_train:0.6440511307767944
f1_weighted_train:0.3860482844689262
f1_macro_train:0.411688521936215
 ==  Epoch: 133 | val Loss: 0.705329
ACC_val:0.425
auc_val:0.7147335423197492
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 133 | test Loss: 0.709690
ACC_test:0.3469387755102041
auc_test:0.5299145299145299
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 134 | Training Loss: 0.658466
ACC_train:0.45569620253164556
auc_train:0.655653883972468
f1_weighted_train:0.44941275321022156
f1_macro_train:0.4553471220137887
 ==  Epoch: 134 | val Loss: 0.705409
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 134 | test Loss: 0.710067
ACC_test:0.3673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 135 | Training Loss: 0.658047
ACC_train:0.43037974683544306
auc_train:0.6458210422812193
f1_weighted_train:0.40397777450691785
f1_macro_train:0.4258720930232558
 ==  Epoch: 135 | val Loss: 0.703360
ACC_val:0.425
auc_val:0.7115987460815048
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 135 | test Loss: 0.711425
ACC_test:0.3469387755102041
auc_test:0.5299145299145299
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 136 | Training Loss: 0.662043
ACC_train:0.4240506329113924
auc_train:0.6294985250737464
f1_weighted_train:0.4039041127648723
f1_macro_train:0.4212454212454213
 ==  Epoch: 136 | val Loss: 0.701785
ACC_val:0.4
auc_val:0.7210031347962382
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 136 | test Loss: 0.711972
ACC_test:0.3469387755102041
auc_test:0.532051282051282
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 137 | Training Loss: 0.647252
ACC_train:0.44936708860759494
auc_train:0.6552605703048181
f1_weighted_train:0.4259826782145237
f1_macro_train:0.44561403508771935
 ==  Epoch: 137 | val Loss: 0.700315
ACC_val:0.4
auc_val:0.7178683385579937
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 137 | test Loss: 0.712419
ACC_test:0.32653061224489793
auc_test:0.5299145299145299
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 138 | Training Loss: 0.639675
ACC_train:0.43670886075949367
auc_train:0.6865290068829892
f1_weighted_train:0.41278687771370814
f1_macro_train:0.4328695301472071
 ==  Epoch: 138 | val Loss: 0.698632
ACC_val:0.4
auc_val:0.7178683385579937
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 138 | test Loss: 0.713244
ACC_test:0.32653061224489793
auc_test:0.5299145299145299
f1_weighted_test:0.29603388525221414
f1_macro_test:0.32201257861635224
 ==  Epoch: 139 | Training Loss: 0.650140
ACC_train:0.4177215189873418
auc_train:0.6475909537856441
f1_weighted_train:0.3860482844689262
f1_macro_train:0.411688521936215
 ==  Epoch: 139 | val Loss: 0.697423
ACC_val:0.4
auc_val:0.7178683385579937
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 139 | test Loss: 0.713743
ACC_test:0.3469387755102041
auc_test:0.5277777777777778
f1_weighted_test:0.3084587370301657
f1_macro_test:0.34006734006734013
 ==  Epoch: 140 | Training Loss: 0.667649
ACC_train:0.3670886075949367
auc_train:0.6281219272369715
f1_weighted_train:0.3097871333276585
f1_macro_train:0.35214039691651633
 ==  Epoch: 140 | val Loss: 0.698072
ACC_val:0.4
auc_val:0.7178683385579937
f1_weighted_val:0.3666666666666666
f1_macro_val:0.3939393939393939
 ==  Epoch: 140 | test Loss: 0.713701
ACC_test:0.3469387755102041
auc_test:0.5341880341880342
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 141 | Training Loss: 0.643829
ACC_train:0.43037974683544306
auc_train:0.695968534906588
f1_weighted_train:0.3993950608935148
f1_macro_train:0.42447790189412343
 ==  Epoch: 141 | val Loss: 0.698118
ACC_val:0.425
auc_val:0.7178683385579937
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 141 | test Loss: 0.713520
ACC_test:0.3469387755102041
auc_test:0.5341880341880342
f1_weighted_test:0.32564330079858034
f1_macro_test:0.34448160535117056
 ==  Epoch: 142 | Training Loss: 0.652152
ACC_train:0.4050632911392405
auc_train:0.6304818092428712
f1_weighted_train:0.3676865855663324
f1_macro_train:0.3972402597402597
 ==  Epoch: 142 | val Loss: 0.695288
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 142 | test Loss: 0.714505
ACC_test:0.3673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 143 | Training Loss: 0.647366
ACC_train:0.4240506329113924
auc_train:0.6253687315634219
f1_weighted_train:0.3995910772128926
f1_macro_train:0.4201250252066949
 ==  Epoch: 143 | val Loss: 0.692815
ACC_val:0.425
auc_val:0.7241379310344828
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 143 | test Loss: 0.715596
ACC_test:0.3673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 144 | Training Loss: 0.625718
ACC_train:0.4873417721518987
auc_train:0.7238938053097346
f1_weighted_train:0.4765392206921253
f1_macro_train:0.4863335340156532
 ==  Epoch: 144 | val Loss: 0.691672
ACC_val:0.425
auc_val:0.7241379310344828
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 144 | test Loss: 0.715379
ACC_test:0.3469387755102041
auc_test:0.532051282051282
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 145 | Training Loss: 0.659789
ACC_train:0.43670886075949367
auc_train:0.6403146509341199
f1_weighted_train:0.4210210112440144
f1_macro_train:0.4348752160109312
 ==  Epoch: 145 | val Loss: 0.690746
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 145 | test Loss: 0.714401
ACC_test:0.3469387755102041
auc_test:0.5341880341880342
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 146 | Training Loss: 0.651083
ACC_train:0.5189873417721519
auc_train:0.6841691248770895
f1_weighted_train:0.5261654831738192
f1_macro_train:0.5182926829268293
 ==  Epoch: 146 | val Loss: 0.689070
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 146 | test Loss: 0.713496
ACC_test:0.3469387755102041
auc_test:0.5299145299145299
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 147 | Training Loss: 0.643310
ACC_train:0.4873417721518987
auc_train:0.6753195673549657
f1_weighted_train:0.47983865441804585
f1_macro_train:0.4868278599783472
 ==  Epoch: 147 | val Loss: 0.688339
ACC_val:0.475
auc_val:0.7210031347962383
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 147 | test Loss: 0.713598
ACC_test:0.3469387755102041
auc_test:0.5299145299145299
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 148 | Training Loss: 0.639624
ACC_train:0.4810126582278481
auc_train:0.687905604719764
f1_weighted_train:0.48633816566306015
f1_macro_train:0.4806798140131473
 ==  Epoch: 148 | val Loss: 0.686129
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 148 | test Loss: 0.714703
ACC_test:0.3469387755102041
auc_test:0.5363247863247863
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 149 | Training Loss: 0.645075
ACC_train:0.4240506329113924
auc_train:0.6566371681415929
f1_weighted_train:0.4080102474517452
f1_macro_train:0.42217578266286226
 ==  Epoch: 149 | val Loss: 0.685800
ACC_val:0.475
auc_val:0.7147335423197493
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 149 | test Loss: 0.714178
ACC_test:0.3469387755102041
auc_test:0.5363247863247863
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 150 | Training Loss: 0.657545
ACC_train:0.5063291139240507
auc_train:0.59960668633235
f1_weighted_train:0.5089398734177216
f1_macro_train:0.5062500000000001
 ==  Epoch: 150 | val Loss: 0.687522
ACC_val:0.475
auc_val:0.7115987460815046
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 150 | test Loss: 0.714146
ACC_test:0.3469387755102041
auc_test:0.5363247863247863
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 151 | Training Loss: 0.623693
ACC_train:0.46835443037974683
auc_train:0.6827925270403147
f1_weighted_train:0.45537288394082664
f1_macro_train:0.46698795180722896
 ==  Epoch: 151 | val Loss: 0.689792
ACC_val:0.425
auc_val:0.7115987460815046
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 151 | test Loss: 0.713679
ACC_test:0.3469387755102041
auc_test:0.5363247863247863
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 152 | Training Loss: 0.631809
ACC_train:0.4620253164556962
auc_train:0.688692232055064
f1_weighted_train:0.4506893056645761
f1_macro_train:0.46096728878185833
 ==  Epoch: 152 | val Loss: 0.691004
ACC_val:0.425
auc_val:0.7115987460815046
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 152 | test Loss: 0.712792
ACC_test:0.3469387755102041
auc_test:0.5341880341880342
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 153 | Training Loss: 0.645979
ACC_train:0.4810126582278481
auc_train:0.6892822025565389
f1_weighted_train:0.4750214623632345
f1_macro_train:0.4806798140131473
 ==  Epoch: 153 | val Loss: 0.690349
ACC_val:0.425
auc_val:0.7115987460815046
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 153 | test Loss: 0.712452
ACC_test:0.3469387755102041
auc_test:0.5363247863247863
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 154 | Training Loss: 0.638839
ACC_train:0.45569620253164556
auc_train:0.6670599803343167
f1_weighted_train:0.43862103514002254
f1_macro_train:0.4535070785070785
 ==  Epoch: 154 | val Loss: 0.688424
ACC_val:0.475
auc_val:0.7147335423197492
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 154 | test Loss: 0.712219
ACC_test:0.3469387755102041
auc_test:0.5363247863247863
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 155 | Training Loss: 0.646979
ACC_train:0.43037974683544306
auc_train:0.6875122910521141
f1_weighted_train:0.4083476983649364
f1_macro_train:0.42707493956486703
 ==  Epoch: 155 | val Loss: 0.685835
ACC_val:0.475
auc_val:0.7210031347962383
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 155 | test Loss: 0.711953
ACC_test:0.3469387755102041
auc_test:0.5341880341880342
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 156 | Training Loss: 0.619096
ACC_train:0.4936708860759494
auc_train:0.6955752212389381
f1_weighted_train:0.487825816939741
f1_macro_train:0.4933461600128267
 ==  Epoch: 156 | val Loss: 0.684119
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 156 | test Loss: 0.711424
ACC_test:0.3469387755102041
auc_test:0.5427350427350427
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 157 | Training Loss: 0.627841
ACC_train:0.47468354430379744
auc_train:0.6861356932153393
f1_weighted_train:0.4600533026208224
f1_macro_train:0.472973516055138
 ==  Epoch: 157 | val Loss: 0.683849
ACC_val:0.475
auc_val:0.7210031347962383
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 157 | test Loss: 0.709805
ACC_test:0.3673469387755102
auc_test:0.5427350427350427
f1_weighted_test:0.37843222395341114
f1_macro_test:0.3662911973299958
 ==  Epoch: 158 | Training Loss: 0.651456
ACC_train:0.5126582278481012
auc_train:0.6580137659783677
f1_weighted_train:0.5249580020758209
f1_macro_train:0.5102845872076641
 ==  Epoch: 158 | val Loss: 0.682607
ACC_val:0.475
auc_val:0.7210031347962383
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 158 | test Loss: 0.709067
ACC_test:0.3673469387755102
auc_test:0.5448717948717949
f1_weighted_test:0.37843222395341114
f1_macro_test:0.3662911973299958
 ==  Epoch: 159 | Training Loss: 0.657587
ACC_train:0.4810126582278481
auc_train:0.6145526057030483
f1_weighted_train:0.49311902318231426
f1_macro_train:0.47892535392535396
 ==  Epoch: 159 | val Loss: 0.682843
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 159 | test Loss: 0.709871
ACC_test:0.3673469387755102
auc_test:0.5427350427350428
f1_weighted_test:0.37843222395341114
f1_macro_test:0.3662911973299958
 ==  Epoch: 160 | Training Loss: 0.631757
ACC_train:0.46835443037974683
auc_train:0.6995083579154376
f1_weighted_train:0.46537244401168454
f1_macro_train:0.46826923076923077
 ==  Epoch: 160 | val Loss: 0.682782
ACC_val:0.475
auc_val:0.7210031347962383
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 160 | test Loss: 0.710969
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 161 | Training Loss: 0.643010
ACC_train:0.4936708860759494
auc_train:0.6896755162241888
f1_weighted_train:0.49367088607594944
f1_macro_train:0.49367088607594944
 ==  Epoch: 161 | val Loss: 0.682713
ACC_val:0.475
auc_val:0.7210031347962383
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 161 | test Loss: 0.710969
ACC_test:0.3673469387755102
auc_test:0.5427350427350427
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 162 | Training Loss: 0.628251
ACC_train:0.5126582278481012
auc_train:0.688298918387414
f1_weighted_train:0.5164663482876773
f1_macro_train:0.5124824684431978
 ==  Epoch: 162 | val Loss: 0.679366
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 162 | test Loss: 0.712471
ACC_test:0.3469387755102041
auc_test:0.5427350427350427
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 163 | Training Loss: 0.633020
ACC_train:0.5
auc_train:0.6825958702064897
f1_weighted_train:0.5039070326587859
f1_macro_train:0.4998196754157484
 ==  Epoch: 163 | val Loss: 0.676275
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 163 | test Loss: 0.716317
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 164 | Training Loss: 0.654958
ACC_train:0.47468354430379744
auc_train:0.6580137659783678
f1_weighted_train:0.4760934791085744
f1_macro_train:0.4746625005007411
 ==  Epoch: 164 | val Loss: 0.676040
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 164 | test Loss: 0.717412
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 165 | Training Loss: 0.648459
ACC_train:0.4620253164556962
auc_train:0.648574237954769
f1_weighted_train:0.4541516743893075
f1_macro_train:0.46148602590320387
 ==  Epoch: 165 | val Loss: 0.678543
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 165 | test Loss: 0.714827
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 166 | Training Loss: 0.653526
ACC_train:0.4430379746835443
auc_train:0.6424778761061948
f1_weighted_train:0.4399139889646218
f1_macro_train:0.44294871794871793
 ==  Epoch: 166 | val Loss: 0.681413
ACC_val:0.475
auc_val:0.7147335423197493
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 166 | test Loss: 0.711613
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 167 | Training Loss: 0.640015
ACC_train:0.4873417721518987
auc_train:0.6959685349065879
f1_weighted_train:0.47983865441804585
f1_macro_train:0.4868278599783472
 ==  Epoch: 167 | val Loss: 0.682589
ACC_val:0.45
auc_val:0.7178683385579937
f1_weighted_val:0.4362155388471177
f1_macro_val:0.4486215538847117
 ==  Epoch: 167 | test Loss: 0.711388
ACC_test:0.3469387755102041
auc_test:0.5384615384615384
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 168 | Training Loss: 0.648961
ACC_train:0.43670886075949367
auc_train:0.6206489675516225
f1_weighted_train:0.41700512127553446
f1_macro_train:0.4339653020971702
 ==  Epoch: 168 | val Loss: 0.682281
ACC_val:0.45
auc_val:0.7210031347962382
f1_weighted_val:0.4362155388471177
f1_macro_val:0.4486215538847117
 ==  Epoch: 168 | test Loss: 0.711827
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 169 | Training Loss: 0.634266
ACC_train:0.47468354430379744
auc_train:0.6871189773844641
f1_weighted_train:0.4636142631783507
f1_macro_train:0.47365041139875574
 ==  Epoch: 169 | val Loss: 0.682110
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 169 | test Loss: 0.712079
ACC_test:0.3673469387755102
auc_test:0.5405982905982906
f1_weighted_test:0.3541501707065805
f1_macro_test:0.3662911973299958
 ==  Epoch: 170 | Training Loss: 0.639139
ACC_train:0.4810126582278481
auc_train:0.6934119960668633
f1_weighted_train:0.46473168466839354
f1_macro_train:0.47892535392535396
 ==  Epoch: 170 | val Loss: 0.681758
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 170 | test Loss: 0.711853
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 171 | Training Loss: 0.642029
ACC_train:0.43670886075949367
auc_train:0.6719764011799411
f1_weighted_train:0.40372180113629075
f1_macro_train:0.4301114488348531
 ==  Epoch: 171 | val Loss: 0.681202
ACC_val:0.425
auc_val:0.7210031347962382
f1_weighted_val:0.4022313010685104
f1_macro_val:0.4217473287240729
 ==  Epoch: 171 | test Loss: 0.710910
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 172 | Training Loss: 0.638389
ACC_train:0.46835443037974683
auc_train:0.6894788593903638
f1_weighted_train:0.44779118514060723
f1_macro_train:0.46526994359387586
 ==  Epoch: 172 | val Loss: 0.680097
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 172 | test Loss: 0.710798
ACC_test:0.3469387755102041
auc_test:0.5427350427350427
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 173 | Training Loss: 0.624214
ACC_train:0.5
auc_train:0.6818092428711898
f1_weighted_train:0.5013419861394864
f1_macro_train:0.49997997035612707
 ==  Epoch: 173 | val Loss: 0.678453
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 173 | test Loss: 0.709952
ACC_test:0.3673469387755102
auc_test:0.5427350427350427
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 174 | Training Loss: 0.659533
ACC_train:0.4240506329113924
auc_train:0.6588003933136676
f1_weighted_train:0.42245865653318804
f1_macro_train:0.42402756078996917
 ==  Epoch: 174 | val Loss: 0.677726
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 174 | test Loss: 0.708217
ACC_test:0.3673469387755102
auc_test:0.5491452991452992
f1_weighted_test:0.37843222395341114
f1_macro_test:0.3662911973299958
 ==  Epoch: 175 | Training Loss: 0.638781
ACC_train:0.5126582278481012
auc_train:0.6816125860373649
f1_weighted_train:0.5188137536601967
f1_macro_train:0.5121696940534906
 ==  Epoch: 175 | val Loss: 0.678041
ACC_val:0.45
auc_val:0.7178683385579937
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 175 | test Loss: 0.706828
ACC_test:0.40816326530612246
auc_test:0.5491452991452992
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 176 | Training Loss: 0.629501
ACC_train:0.5
auc_train:0.6796460176991151
f1_weighted_train:0.5106699352971908
f1_macro_train:0.49837238275127593
 ==  Epoch: 176 | val Loss: 0.676807
ACC_val:0.45
auc_val:0.7272727272727273
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 176 | test Loss: 0.706853
ACC_test:0.42857142857142855
auc_test:0.5491452991452992
f1_weighted_test:0.45021645021645024
f1_macro_test:0.4225589225589226
 ==  Epoch: 177 | Training Loss: 0.641534
ACC_train:0.4810126582278481
auc_train:0.664700098328417
f1_weighted_train:0.48101265822784817
f1_macro_train:0.48101265822784817
 ==  Epoch: 177 | val Loss: 0.675336
ACC_val:0.475
auc_val:0.7272727272727273
f1_weighted_val:0.4805816135084429
f1_macro_val:0.4746716697936211
 ==  Epoch: 177 | test Loss: 0.707547
ACC_test:0.40816326530612246
auc_test:0.5491452991452992
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 178 | Training Loss: 0.638793
ACC_train:0.4873417721518987
auc_train:0.6735496558505408
f1_weighted_train:0.49381706553864846
f1_macro_train:0.48682785997834715
 ==  Epoch: 178 | val Loss: 0.672975
ACC_val:0.475
auc_val:0.7272727272727273
f1_weighted_val:0.4805816135084429
f1_macro_val:0.4746716697936211
 ==  Epoch: 178 | test Loss: 0.708386
ACC_test:0.40816326530612246
auc_test:0.5491452991452992
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 179 | Training Loss: 0.648021
ACC_train:0.5379746835443038
auc_train:0.648574237954769
f1_weighted_train:0.5478342440087965
f1_macro_train:0.5364706827954828
 ==  Epoch: 179 | val Loss: 0.670329
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 179 | test Loss: 0.711007
ACC_test:0.3877551020408163
auc_test:0.5427350427350428
f1_weighted_test:0.40311241553477584
f1_macro_test:0.38545150501672243
 ==  Epoch: 180 | Training Loss: 0.641740
ACC_train:0.4810126582278481
auc_train:0.6513274336283186
f1_weighted_train:0.4837573028237585
f1_macro_train:0.48092948717948714
 ==  Epoch: 180 | val Loss: 0.668528
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 180 | test Loss: 0.712074
ACC_test:0.3673469387755102
auc_test:0.5405982905982906
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 181 | Training Loss: 0.618470
ACC_train:0.5253164556962026
auc_train:0.7144542772861358
f1_weighted_train:0.5183691244611536
f1_macro_train:0.5248406110910622
 ==  Epoch: 181 | val Loss: 0.666331
ACC_val:0.45
auc_val:0.7272727272727273
f1_weighted_val:0.4362155388471177
f1_macro_val:0.4486215538847117
 ==  Epoch: 181 | test Loss: 0.712119
ACC_test:0.3469387755102041
auc_test:0.5405982905982906
f1_weighted_test:0.3404081632653061
f1_macro_test:0.3466666666666667
 ==  Epoch: 182 | Training Loss: 0.651262
ACC_train:0.47468354430379744
auc_train:0.655850540806293
f1_weighted_train:0.47323152189290785
f1_macro_train:0.4746625005007411
 ==  Epoch: 182 | val Loss: 0.666389
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 182 | test Loss: 0.711902
ACC_test:0.3673469387755102
auc_test:0.5470085470085471
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 183 | Training Loss: 0.652310
ACC_train:0.4620253164556962
auc_train:0.6430678466076697
f1_weighted_train:0.4634692255931184
f1_macro_train:0.4620037655730481
 ==  Epoch: 183 | val Loss: 0.666766
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 183 | test Loss: 0.711228
ACC_test:0.3673469387755102
auc_test:0.5427350427350427
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 184 | Training Loss: 0.627476
ACC_train:0.4240506329113924
auc_train:0.6941986234021633
f1_weighted_train:0.4080102474517452
f1_macro_train:0.42217578266286226
 ==  Epoch: 184 | val Loss: 0.666686
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 184 | test Loss: 0.709918
ACC_test:0.3877551020408163
auc_test:0.5427350427350428
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 185 | Training Loss: 0.627587
ACC_train:0.5
auc_train:0.6829891838741396
f1_weighted_train:0.5013419861394864
f1_macro_train:0.49997997035612707
 ==  Epoch: 185 | val Loss: 0.666067
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 185 | test Loss: 0.709151
ACC_test:0.3877551020408163
auc_test:0.5448717948717949
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 186 | Training Loss: 0.655526
ACC_train:0.5126582278481012
auc_train:0.6631268436578172
f1_weighted_train:0.5249580020758209
f1_macro_train:0.5102845872076641
 ==  Epoch: 186 | val Loss: 0.664348
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 186 | test Loss: 0.710318
ACC_test:0.3877551020408163
auc_test:0.5470085470085471
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 187 | Training Loss: 0.643153
ACC_train:0.43670886075949367
auc_train:0.6289085545722713
f1_weighted_train:0.4248393906370267
f1_macro_train:0.4356010435480634
 ==  Epoch: 187 | val Loss: 0.663006
ACC_val:0.45
auc_val:0.7335423197492164
f1_weighted_val:0.4362155388471177
f1_macro_val:0.4486215538847117
 ==  Epoch: 187 | test Loss: 0.712227
ACC_test:0.3673469387755102
auc_test:0.5491452991452992
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 188 | Training Loss: 0.644065
ACC_train:0.45569620253164556
auc_train:0.6458210422812193
f1_weighted_train:0.4526432164881532
f1_macro_train:0.4556089743589744
 ==  Epoch: 188 | val Loss: 0.662550
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 188 | test Loss: 0.712595
ACC_test:0.3673469387755102
auc_test:0.5491452991452992
f1_weighted_test:0.3673469387755102
f1_macro_test:0.3673469387755102
 ==  Epoch: 189 | Training Loss: 0.633870
ACC_train:0.4936708860759494
auc_train:0.6700098328416914
f1_weighted_train:0.49367088607594944
f1_macro_train:0.49367088607594944
 ==  Epoch: 189 | val Loss: 0.662130
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 189 | test Loss: 0.713169
ACC_test:0.3877551020408163
auc_test:0.5491452991452992
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 190 | Training Loss: 0.637444
ACC_train:0.46835443037974683
auc_train:0.6717797443461161
f1_weighted_train:0.46835443037974683
f1_macro_train:0.46835443037974683
 ==  Epoch: 190 | val Loss: 0.661886
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 190 | test Loss: 0.710249
ACC_test:0.40816326530612246
auc_test:0.5448717948717949
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 191 | Training Loss: 0.627149
ACC_train:0.5126582278481012
auc_train:0.6991150442477876
f1_weighted_train:0.5139662396549425
f1_macro_train:0.51263870528382
 ==  Epoch: 191 | val Loss: 0.663867
ACC_val:0.45
auc_val:0.7241379310344828
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 191 | test Loss: 0.704610
ACC_test:0.4489795918367347
auc_test:0.5512820512820513
f1_weighted_test:0.4727445312162919
f1_macro_test:0.4405919661733615
 ==  Epoch: 192 | Training Loss: 0.625361
ACC_train:0.6012658227848101
auc_train:0.704031465093412
f1_weighted_train:0.6173140482430083
f1_macro_train:0.594095339069445
 ==  Epoch: 192 | val Loss: 0.666292
ACC_val:0.475
auc_val:0.7272727272727273
f1_weighted_val:0.48984915147705843
f1_macro_val:0.4720301697045883
 ==  Epoch: 192 | test Loss: 0.702092
ACC_test:0.46938775510204084
auc_test:0.5555555555555556
f1_weighted_test:0.4946550048590865
f1_macro_test:0.45833333333333337
 ==  Epoch: 193 | Training Loss: 0.640068
ACC_train:0.5316455696202531
auc_train:0.6574237954768928
f1_weighted_train:0.5406740887601037
f1_macro_train:0.5304417670682731
 ==  Epoch: 193 | val Loss: 0.663821
ACC_val:0.45
auc_val:0.7210031347962382
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 193 | test Loss: 0.705256
ACC_test:0.40816326530612246
auc_test:0.5512820512820512
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 194 | Training Loss: 0.618225
ACC_train:0.5189873417721519
auc_train:0.6963618485742379
f1_weighted_train:0.5239231779316168
f1_macro_train:0.5186788520121853
 ==  Epoch: 194 | val Loss: 0.663588
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 194 | test Loss: 0.706386
ACC_test:0.42857142857142855
auc_test:0.5491452991452992
f1_weighted_test:0.4429049211657907
f1_macro_test:0.4264214046822743
 ==  Epoch: 195 | Training Loss: 0.651965
ACC_train:0.4810126582278481
auc_train:0.6611602753195673
f1_weighted_train:0.4887574950033311
f1_macro_train:0.48026315789473684
 ==  Epoch: 195 | val Loss: 0.663908
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 195 | test Loss: 0.706244
ACC_test:0.40816326530612246
auc_test:0.5470085470085471
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 196 | Training Loss: 0.653103
ACC_train:0.5
auc_train:0.64031465093412
f1_weighted_train:0.5106699352971908
f1_macro_train:0.49837238275127593
 ==  Epoch: 196 | val Loss: 0.664832
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 196 | test Loss: 0.703774
ACC_test:0.40816326530612246
auc_test:0.5470085470085471
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 197 | Training Loss: 0.622671
ACC_train:0.5189873417721519
auc_train:0.712487708947886
f1_weighted_train:0.530207875144584
f1_macro_train:0.517052767052767
 ==  Epoch: 197 | val Loss: 0.664377
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 197 | test Loss: 0.705751
ACC_test:0.40816326530612246
auc_test:0.5427350427350428
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 198 | Training Loss: 0.616510
ACC_train:0.4620253164556962
auc_train:0.7225172074729598
f1_weighted_train:0.45743350689468887
f1_macro_train:0.46183129633340014
 ==  Epoch: 198 | val Loss: 0.662333
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 198 | test Loss: 0.708873
ACC_test:0.3877551020408163
auc_test:0.5448717948717949
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 199 | Training Loss: 0.624977
ACC_train:0.4936708860759494
auc_train:0.6906588003933137
f1_weighted_train:0.4908308990587472
f1_macro_train:0.4935897435897436
 ==  Epoch: 199 | val Loss: 0.660245
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 199 | test Loss: 0.711466
ACC_test:0.3877551020408163
auc_test:0.5448717948717949
f1_weighted_test:0.3933673469387755
f1_macro_test:0.38749999999999996
 ==  Epoch: 200 | Training Loss: 0.640583
ACC_train:0.43670886075949367
auc_train:0.6607669616519175
f1_weighted_train:0.4382207185622063
f1_macro_train:0.4366862957176621
 ==  Epoch: 200 | val Loss: 0.658897
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 200 | test Loss: 0.708166
ACC_test:0.40816326530612246
auc_test:0.5427350427350427
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 201 | Training Loss: 0.629549
ACC_train:0.4873417721518987
auc_train:0.7054080629301868
f1_weighted_train:0.48592473823283777
f1_macro_train:0.4873212354284341
 ==  Epoch: 201 | val Loss: 0.661263
ACC_val:0.5
auc_val:0.7210031347962382
f1_weighted_val:0.5176767676767676
f1_macro_val:0.4949494949494949
 ==  Epoch: 201 | test Loss: 0.703951
ACC_test:0.4897959183673469
auc_test:0.5341880341880342
f1_weighted_test:0.5159938172958529
f1_macro_test:0.4758237056054771
 ==  Epoch: 202 | Training Loss: 0.624499
ACC_train:0.5822784810126582
auc_train:0.7032448377581122
f1_weighted_train:0.5995470340034748
f1_macro_train:0.5740196078431372
 ==  Epoch: 202 | val Loss: 0.663797
ACC_val:0.575
auc_val:0.7272727272727273
f1_weighted_val:0.5960992907801419
f1_macro_val:0.5615731785944552
 ==  Epoch: 202 | test Loss: 0.704874
ACC_test:0.5510204081632653
auc_test:0.5341880341880342
f1_weighted_test:0.5771706532075196
f1_macro_test:0.5170250896057348
 ==  Epoch: 203 | Training Loss: 0.640371
ACC_train:0.5379746835443038
auc_train:0.6825958702064897
f1_weighted_train:0.5554581436760053
f1_macro_train:0.5311953826769092
 ==  Epoch: 203 | val Loss: 0.663285
ACC_val:0.625
auc_val:0.7335423197492162
f1_weighted_val:0.6449967083607637
f1_macro_val:0.6050032916392363
 ==  Epoch: 203 | test Loss: 0.706061
ACC_test:0.5510204081632653
auc_test:0.5384615384615384
f1_weighted_test:0.5771706532075196
f1_macro_test:0.5170250896057348
 ==  Epoch: 204 | Training Loss: 0.641933
ACC_train:0.5189873417721519
auc_train:0.6430678466076696
f1_weighted_train:0.5406138990343724
f1_macro_train:0.5055994729907773
 ==  Epoch: 204 | val Loss: 0.657583
ACC_val:0.525
auc_val:0.7241379310344828
f1_weighted_val:0.5446031746031745
f1_macro_val:0.5174603174603174
 ==  Epoch: 204 | test Loss: 0.705357
ACC_test:0.5306122448979592
auc_test:0.5384615384615384
f1_weighted_test:0.558064253614605
f1_macro_test:0.5006645990252547
 ==  Epoch: 205 | Training Loss: 0.594607
ACC_train:0.5886075949367089
auc_train:0.7372664700098329
f1_weighted_train:0.6030625985918202
f1_macro_train:0.583789260385005
 ==  Epoch: 205 | val Loss: 0.653854
ACC_val:0.45
auc_val:0.7241379310344828
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 205 | test Loss: 0.708861
ACC_test:0.42857142857142855
auc_test:0.5363247863247863
f1_weighted_test:0.4429049211657907
f1_macro_test:0.4264214046822743
 ==  Epoch: 206 | Training Loss: 0.620088
ACC_train:0.5506329113924051
auc_train:0.6938053097345134
f1_weighted_train:0.5650735450252536
f1_macro_train:0.5465459396095235
 ==  Epoch: 206 | val Loss: 0.653941
ACC_val:0.475
auc_val:0.7178683385579937
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 206 | test Loss: 0.713734
ACC_test:0.40816326530612246
auc_test:0.5405982905982906
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 207 | Training Loss: 0.613977
ACC_train:0.5506329113924051
auc_train:0.7272369714847591
f1_weighted_train:0.5635910670025858
f1_macro_train:0.547570074611817
 ==  Epoch: 207 | val Loss: 0.652151
ACC_val:0.475
auc_val:0.7210031347962382
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 207 | test Loss: 0.712134
ACC_test:0.40816326530612246
auc_test:0.5427350427350427
f1_weighted_test:0.4185333707951266
f1_macro_test:0.4071756362119316
 ==  Epoch: 208 | Training Loss: 0.606047
ACC_train:0.5632911392405063
auc_train:0.7470993117010817
f1_weighted_train:0.5758842763827946
f1_macro_train:0.5603145795523291
 ==  Epoch: 208 | val Loss: 0.649794
ACC_val:0.45
auc_val:0.7241379310344828
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 208 | test Loss: 0.708607
ACC_test:0.42857142857142855
auc_test:0.5427350427350427
f1_weighted_test:0.45021645021645024
f1_macro_test:0.4225589225589226
 ==  Epoch: 209 | Training Loss: 0.626289
ACC_train:0.5443037974683544
auc_train:0.6926253687315634
f1_weighted_train:0.5609485451257603
f1_macro_train:0.5383116883116883
 ==  Epoch: 209 | val Loss: 0.648305
ACC_val:0.45
auc_val:0.7304075235109718
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 209 | test Loss: 0.708733
ACC_test:0.4897959183673469
auc_test:0.5405982905982906
f1_weighted_test:0.5159938172958529
f1_macro_test:0.4758237056054771
 ==  Epoch: 210 | Training Loss: 0.622160
ACC_train:0.5632911392405063
auc_train:0.7036381514257621
f1_weighted_train:0.5808677671232948
f1_macro_train:0.555437752314154
 ==  Epoch: 210 | val Loss: 0.647944
ACC_val:0.55
auc_val:0.7366771159874608
f1_weighted_val:0.5707161125319693
f1_macro_val:0.5396419437340153
 ==  Epoch: 210 | test Loss: 0.707939
ACC_test:0.5306122448979592
auc_test:0.532051282051282
f1_weighted_test:0.558064253614605
f1_macro_test:0.5006645990252547
 ==  Epoch: 211 | Training Loss: 0.642699
ACC_train:0.5569620253164557
auc_train:0.648574237954769
f1_weighted_train:0.574276650609413
f1_macro_train:0.5497475981110569
 ==  Epoch: 211 | val Loss: 0.647717
ACC_val:0.625
auc_val:0.7398119122257053
f1_weighted_val:0.6449967083607637
f1_macro_val:0.6050032916392363
 ==  Epoch: 211 | test Loss: 0.708089
ACC_test:0.5510204081632653
auc_test:0.5256410256410255
f1_weighted_test:0.5771706532075196
f1_macro_test:0.5170250896057348
 ==  Epoch: 212 | Training Loss: 0.609701
ACC_train:0.6139240506329114
auc_train:0.7177974434611603
f1_weighted_train:0.6326012326860627
f1_macro_train:0.5963141361256545
 ==  Epoch: 212 | val Loss: 0.649068
ACC_val:0.625
auc_val:0.7398119122257053
f1_weighted_val:0.6449967083607637
f1_macro_val:0.6050032916392363
 ==  Epoch: 212 | test Loss: 0.710231
ACC_test:0.5714285714285714
auc_test:0.5235042735042735
f1_weighted_test:0.5959183673469388
f1_macro_test:0.5333333333333333
 ==  Epoch: 213 | Training Loss: 0.620276
ACC_train:0.6012658227848101
auc_train:0.6916420845624386
f1_weighted_train:0.6181551157423596
f1_macro_train:0.592633517495396
 ==  Epoch: 213 | val Loss: 0.647906
ACC_val:0.625
auc_val:0.7398119122257053
f1_weighted_val:0.6449967083607637
f1_macro_val:0.6050032916392363
 ==  Epoch: 213 | test Loss: 0.708269
ACC_test:0.5510204081632653
auc_test:0.5277777777777778
f1_weighted_test:0.5771706532075196
f1_macro_test:0.5170250896057348
 ==  Epoch: 214 | Training Loss: 0.650803
ACC_train:0.6075949367088608
auc_train:0.6668633235004916
f1_weighted_train:0.6264775863709908
f1_macro_train:0.5908103592314119
 ==  Epoch: 214 | val Loss: 0.646258
ACC_val:0.575
auc_val:0.7429467084639498
f1_weighted_val:0.5960992907801419
f1_macro_val:0.5615731785944552
 ==  Epoch: 214 | test Loss: 0.706836
ACC_test:0.5306122448979592
auc_test:0.5299145299145299
f1_weighted_test:0.558064253614605
f1_macro_test:0.5006645990252547
 ==  Epoch: 215 | Training Loss: 0.616303
ACC_train:0.5632911392405063
auc_train:0.7042281219272369
f1_weighted_train:0.5758842763827946
f1_macro_train:0.5603145795523291
 ==  Epoch: 215 | val Loss: 0.649279
ACC_val:0.475
auc_val:0.7272727272727273
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 215 | test Loss: 0.711501
ACC_test:0.40816326530612246
auc_test:0.5363247863247863
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 216 | Training Loss: 0.624371
ACC_train:0.5063291139240507
auc_train:0.6898721730580137
f1_weighted_train:0.5113948405087645
f1_macro_train:0.506012506012506
 ==  Epoch: 216 | val Loss: 0.648981
ACC_val:0.475
auc_val:0.7272727272727273
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 216 | test Loss: 0.711897
ACC_test:0.42857142857142855
auc_test:0.5384615384615384
f1_weighted_test:0.4429049211657907
f1_macro_test:0.4264214046822743
 ==  Epoch: 217 | Training Loss: 0.639458
ACC_train:0.5189873417721519
auc_train:0.6881022615535889
f1_weighted_train:0.5282598749428092
f1_macro_train:0.5177510040160642
 ==  Epoch: 217 | val Loss: 0.646211
ACC_val:0.475
auc_val:0.7241379310344828
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 217 | test Loss: 0.709938
ACC_test:0.42857142857142855
auc_test:0.5384615384615384
f1_weighted_test:0.4429049211657907
f1_macro_test:0.4264214046822743
 ==  Epoch: 218 | Training Loss: 0.635350
ACC_train:0.5063291139240507
auc_train:0.6947885939036382
f1_weighted_train:0.5136961537836563
f1_macro_train:0.5056161745827984
 ==  Epoch: 218 | val Loss: 0.644112
ACC_val:0.45
auc_val:0.7366771159874608
f1_weighted_val:0.45000000000000007
f1_macro_val:0.45000000000000007
 ==  Epoch: 218 | test Loss: 0.706617
ACC_test:0.40816326530612246
auc_test:0.5405982905982907
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 219 | Training Loss: 0.623689
ACC_train:0.5379746835443038
auc_train:0.6806293018682399
f1_weighted_train:0.5542087645723519
f1_macro_train:0.532563323201621
 ==  Epoch: 219 | val Loss: 0.643814
ACC_val:0.475
auc_val:0.7429467084639498
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 219 | test Loss: 0.707181
ACC_test:0.40816326530612246
auc_test:0.5384615384615385
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 220 | Training Loss: 0.612531
ACC_train:0.5189873417721519
auc_train:0.7046214355948869
f1_weighted_train:0.530207875144584
f1_macro_train:0.517052767052767
 ==  Epoch: 220 | val Loss: 0.642517
ACC_val:0.475
auc_val:0.7366771159874608
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 220 | test Loss: 0.708889
ACC_test:0.42857142857142855
auc_test:0.5427350427350427
f1_weighted_test:0.4429049211657907
f1_macro_test:0.4264214046822743
 ==  Epoch: 221 | Training Loss: 0.602540
ACC_train:0.5443037974683544
auc_train:0.7256637168141593
f1_weighted_train:0.5566417446118381
f1_macro_train:0.5416599516518936
 ==  Epoch: 221 | val Loss: 0.641481
ACC_val:0.475
auc_val:0.7398119122257054
f1_weighted_val:0.4687617260787992
f1_macro_val:0.47467166979362097
 ==  Epoch: 221 | test Loss: 0.709535
ACC_test:0.40816326530612246
auc_test:0.5384615384615384
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 222 | Training Loss: 0.620810
ACC_train:0.5316455696202531
auc_train:0.6886922320550639
f1_weighted_train:0.5425708257986739
f1_macro_train:0.5297619047619048
 ==  Epoch: 222 | val Loss: 0.640819
ACC_val:0.475
auc_val:0.7460815047021944
f1_weighted_val:0.4805816135084429
f1_macro_val:0.4746716697936211
 ==  Epoch: 222 | test Loss: 0.708728
ACC_test:0.40816326530612246
auc_test:0.5363247863247864
f1_weighted_test:0.4270226329525521
f1_macro_test:0.4041928721174004
 ==  Epoch: 223 | Training Loss: 0.613076
ACC_train:0.5822784810126582
auc_train:0.711701081612586
f1_weighted_train:0.5995470340034748
f1_macro_train:0.5740196078431372
 ==  Epoch: 223 | val Loss: 0.640212
ACC_val:0.5
auc_val:0.7429467084639498
f1_weighted_val:0.5100250626566416
f1_macro_val:0.49874686716791977
 ==  Epoch: 223 | test Loss: 0.709297
ACC_test:0.4897959183673469
auc_test:0.532051282051282
f1_weighted_test:0.5159938172958529
f1_macro_test:0.4758237056054771
 ==  Epoch: 223 | test Loss: 0.709297
ACC_test:0.4897959183673469
auc_test:0.532051282051282
f1_weighted_test:0.5159938172958529
f1_macro_test:0.4758237056054771
