 ==  Epoch: 1 | Training Loss: 4.159433
ACC_train:0.6329113924050633
auc_train:0.592527040314651
f1_weighted_train:0.6303499687077302
f1_macro_train:0.5432615629984051
 ==  Epoch: 1 | val Loss: 4.157262
ACC_val:0.65
auc_val:0.3887147335423198
f1_weighted_val:0.5712121212121213
f1_macro_val:0.393939393939394
 ==  Epoch: 1 | test Loss: 4.157347
ACC_test:0.7346938775510204
auc_test:0.6196581196581197
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 2 | Training Loss: 4.158974
ACC_train:0.6645569620253164
auc_train:0.6072763028515241
f1_weighted_train:0.616754016068152
f1_macro_train:0.48673000306466446
 ==  Epoch: 2 | val Loss: 4.157414
ACC_val:0.7
auc_val:0.4106583072100314
f1_weighted_val:0.5970588235294118
f1_macro_val:0.4117647058823529
 ==  Epoch: 2 | test Loss: 4.157217
ACC_test:0.7346938775510204
auc_test:0.6217948717948718
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 3 | Training Loss: 4.158436
ACC_train:0.7025316455696202
auc_train:0.6339233038348082
f1_weighted_train:0.6196229321065294
f1_macro_train:0.46725016141760534
 ==  Epoch: 3 | val Loss: 4.157536
ACC_val:0.725
auc_val:0.4106583072100314
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 3 | test Loss: 4.157130
ACC_test:0.7551020408163265
auc_test:0.6153846153846154
f1_weighted_test:0.693504230960677
f1_macro_test:0.551829268292683
 ==  Epoch: 4 | Training Loss: 4.158027
ACC_train:0.7215189873417721
auc_train:0.656047197640118
f1_weighted_train:0.6215048176837333
f1_macro_train:0.45957711442786076
 ==  Epoch: 4 | val Loss: 4.157628
ACC_val:0.725
auc_val:0.4106583072100314
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 4 | test Loss: 4.157061
ACC_test:0.7755102040816326
auc_test:0.6132478632478633
f1_weighted_test:0.7080731087615769
f1_macro_test:0.5670682730923695
 ==  Epoch: 5 | Training Loss: 4.157722
ACC_train:0.7278481012658228
auc_train:0.6707964601769911
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 5 | val Loss: 4.157686
ACC_val:0.725
auc_val:0.40752351097178685
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 5 | test Loss: 4.157001
ACC_test:0.7551020408163265
auc_test:0.6239316239316239
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 6 | Training Loss: 4.157298
ACC_train:0.7278481012658228
auc_train:0.6898721730580137
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 6 | val Loss: 4.157712
ACC_val:0.725
auc_val:0.4169278996865204
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 6 | test Loss: 4.156948
ACC_test:0.7551020408163265
auc_test:0.6239316239316239
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 7 | Training Loss: 4.157067
ACC_train:0.7278481012658228
auc_train:0.6867256637168141
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 7 | val Loss: 4.157705
ACC_val:0.725
auc_val:0.4231974921630094
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 7 | test Loss: 4.156898
ACC_test:0.7551020408163265
auc_test:0.6324786324786325
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 8 | Training Loss: 4.156605
ACC_train:0.7278481012658228
auc_train:0.7071779744346116
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 8 | val Loss: 4.157669
ACC_val:0.725
auc_val:0.4231974921630094
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 8 | test Loss: 4.156853
ACC_test:0.7551020408163265
auc_test:0.6282051282051282
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 9 | Training Loss: 4.156275
ACC_train:0.7278481012658228
auc_train:0.7103244837758113
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 9 | val Loss: 4.157607
ACC_val:0.725
auc_val:0.42946708463949845
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 9 | test Loss: 4.156812
ACC_test:0.7551020408163265
auc_test:0.6324786324786325
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 10 | Training Loss: 4.155872
ACC_train:0.7278481012658228
auc_train:0.7280235988200591
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 10 | val Loss: 4.157513
ACC_val:0.725
auc_val:0.42946708463949845
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 10 | test Loss: 4.156780
ACC_test:0.7551020408163265
auc_test:0.6388888888888888
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 11 | Training Loss: 4.155464
ACC_train:0.7278481012658228
auc_train:0.735103244837758
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 11 | val Loss: 4.157379
ACC_val:0.725
auc_val:0.438871473354232
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 11 | test Loss: 4.156769
ACC_test:0.7551020408163265
auc_test:0.6346153846153846
f1_weighted_test:0.6676384839650145
f1_macro_test:0.5
 ==  Epoch: 12 | Training Loss: 4.155301
ACC_train:0.7278481012658228
auc_train:0.7423795476892822
f1_weighted_train:0.6251050013165839
f1_macro_train:0.46262754093174085
 ==  Epoch: 12 | val Loss: 4.157197
ACC_val:0.725
auc_val:0.44514106583072105
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 12 | test Loss: 4.156799
ACC_test:0.7346938775510204
auc_test:0.6303418803418803
f1_weighted_test:0.6549954921727726
f1_macro_test:0.4883534136546185
 ==  Epoch: 13 | Training Loss: 4.154818
ACC_train:0.7341772151898734
auc_train:0.752802359882006
f1_weighted_train:0.6387091441526545
f1_macro_train:0.4841417910447761
 ==  Epoch: 13 | val Loss: 4.157058
ACC_val:0.725
auc_val:0.4420062695924765
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 13 | test Loss: 4.156834
ACC_test:0.7346938775510204
auc_test:0.6239316239316239
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 14 | Training Loss: 4.154400
ACC_train:0.7341772151898734
auc_train:0.7577187807276303
f1_weighted_train:0.6387091441526545
f1_macro_train:0.4841417910447761
 ==  Epoch: 14 | val Loss: 4.156992
ACC_val:0.725
auc_val:0.4545454545454546
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 14 | test Loss: 4.156840
ACC_test:0.7346938775510204
auc_test:0.6196581196581197
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 15 | Training Loss: 4.153978
ACC_train:0.7341772151898734
auc_train:0.7651917404129793
f1_weighted_train:0.6387091441526545
f1_macro_train:0.4841417910447761
 ==  Epoch: 15 | val Loss: 4.156953
ACC_val:0.725
auc_val:0.4608150470219436
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 15 | test Loss: 4.156830
ACC_test:0.7346938775510204
auc_test:0.6175213675213675
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 16 | Training Loss: 4.153723
ACC_train:0.7341772151898734
auc_train:0.7705014749262538
f1_weighted_train:0.6387091441526545
f1_macro_train:0.4841417910447761
 ==  Epoch: 16 | val Loss: 4.156914
ACC_val:0.725
auc_val:0.4608150470219436
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 16 | test Loss: 4.156817
ACC_test:0.7346938775510204
auc_test:0.6239316239316239
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 17 | Training Loss: 4.153316
ACC_train:0.7468354430379747
auc_train:0.7734513274336284
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 17 | val Loss: 4.156869
ACC_val:0.725
auc_val:0.46708463949843265
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 17 | test Loss: 4.156802
ACC_test:0.7346938775510204
auc_test:0.6260683760683761
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 18 | Training Loss: 4.152969
ACC_train:0.7531645569620253
auc_train:0.7803343166175024
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 18 | val Loss: 4.156817
ACC_val:0.725
auc_val:0.4796238244514107
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 18 | test Loss: 4.156779
ACC_test:0.7346938775510204
auc_test:0.6324786324786326
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 19 | Training Loss: 4.152599
ACC_train:0.759493670886076
auc_train:0.7856440511307768
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 19 | val Loss: 4.156761
ACC_val:0.725
auc_val:0.48275862068965514
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 19 | test Loss: 4.156750
ACC_test:0.7346938775510204
auc_test:0.6346153846153847
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 20 | Training Loss: 4.152270
ACC_train:0.7721518987341772
auc_train:0.7874139626352016
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 20 | val Loss: 4.156703
ACC_val:0.725
auc_val:0.48275862068965514
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 20 | test Loss: 4.156718
ACC_test:0.7346938775510204
auc_test:0.6282051282051282
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 21 | Training Loss: 4.151972
ACC_train:0.7784810126582279
auc_train:0.7907571288102262
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 21 | val Loss: 4.156642
ACC_val:0.725
auc_val:0.4890282131661442
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 21 | test Loss: 4.156686
ACC_test:0.7346938775510204
auc_test:0.6282051282051282
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 22 | Training Loss: 4.151415
ACC_train:0.7721518987341772
auc_train:0.8025565388397248
f1_weighted_train:0.7178814856030047
f1_macro_train:0.6093406593406594
 ==  Epoch: 22 | val Loss: 4.156579
ACC_val:0.725
auc_val:0.49216300940438873
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 22 | test Loss: 4.156655
ACC_test:0.7346938775510204
auc_test:0.6282051282051282
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 23 | Training Loss: 4.151155
ACC_train:0.7848101265822784
auc_train:0.8058997050147493
f1_weighted_train:0.738792511309844
f1_macro_train:0.641005078855921
 ==  Epoch: 23 | val Loss: 4.156514
ACC_val:0.725
auc_val:0.5015673981191222
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 23 | test Loss: 4.156626
ACC_test:0.7346938775510204
auc_test:0.6260683760683761
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 24 | Training Loss: 4.150859
ACC_train:0.7721518987341772
auc_train:0.8060963618485742
f1_weighted_train:0.7332608842432875
f1_macro_train:0.6388112776225553
 ==  Epoch: 24 | val Loss: 4.156449
ACC_val:0.725
auc_val:0.4984326018808778
f1_weighted_val:0.6094202898550725
f1_macro_val:0.42028985507246375
 ==  Epoch: 24 | test Loss: 4.156599
ACC_test:0.7346938775510204
auc_test:0.6282051282051283
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 25 | Training Loss: 4.150372
ACC_train:0.7721518987341772
auc_train:0.8100294985250738
f1_weighted_train:0.7332608842432875
f1_macro_train:0.6388112776225553
 ==  Epoch: 25 | val Loss: 4.156385
ACC_val:0.75
auc_val:0.5078369905956113
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 25 | test Loss: 4.156573
ACC_test:0.7551020408163265
auc_test:0.6282051282051283
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 26 | Training Loss: 4.150051
ACC_train:0.7848101265822784
auc_train:0.8153392330383481
f1_weighted_train:0.752200748442837
f1_macro_train:0.6669146825396826
 ==  Epoch: 26 | val Loss: 4.156320
ACC_val:0.75
auc_val:0.5078369905956113
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 26 | test Loss: 4.156550
ACC_test:0.7551020408163265
auc_test:0.6260683760683761
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 27 | Training Loss: 4.149619
ACC_train:0.7911392405063291
auc_train:0.8188790560471977
f1_weighted_train:0.76137514208017
f1_macro_train:0.6804167943610174
 ==  Epoch: 27 | val Loss: 4.156255
ACC_val:0.75
auc_val:0.5141065830721003
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 27 | test Loss: 4.156528
ACC_test:0.7551020408163265
auc_test:0.6282051282051282
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 28 | Training Loss: 4.149292
ACC_train:0.7911392405063291
auc_train:0.8169124877089479
f1_weighted_train:0.76137514208017
f1_macro_train:0.6804167943610174
 ==  Epoch: 28 | val Loss: 4.156188
ACC_val:0.75
auc_val:0.5141065830721003
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 28 | test Loss: 4.156508
ACC_test:0.7551020408163265
auc_test:0.6303418803418803
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 29 | Training Loss: 4.148956
ACC_train:0.7974683544303798
auc_train:0.8212389380530973
f1_weighted_train:0.7703659378596086
f1_macro_train:0.6935757575757575
 ==  Epoch: 29 | val Loss: 4.156119
ACC_val:0.75
auc_val:0.5235109717868338
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 29 | test Loss: 4.156489
ACC_test:0.7551020408163265
auc_test:0.6303418803418803
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 30 | Training Loss: 4.148630
ACC_train:0.810126582278481
auc_train:0.8184857423795476
f1_weighted_train:0.7878335695241757
f1_macro_train:0.7189278937381405
 ==  Epoch: 30 | val Loss: 4.156049
ACC_val:0.75
auc_val:0.5297805642633229
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 30 | test Loss: 4.156468
ACC_test:0.7551020408163265
auc_test:0.6303418803418803
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 31 | Training Loss: 4.148180
ACC_train:0.810126582278481
auc_train:0.823992133726647
f1_weighted_train:0.7878335695241757
f1_macro_train:0.7189278937381405
 ==  Epoch: 31 | val Loss: 4.155979
ACC_val:0.75
auc_val:0.5329153605015674
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 31 | test Loss: 4.156448
ACC_test:0.7551020408163265
auc_test:0.6324786324786325
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 32 | Training Loss: 4.147823
ACC_train:0.810126582278481
auc_train:0.8237954768928221
f1_weighted_train:0.7878335695241757
f1_macro_train:0.7189278937381405
 ==  Epoch: 32 | val Loss: 4.155908
ACC_val:0.75
auc_val:0.5391849529780564
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 32 | test Loss: 4.156429
ACC_test:0.7551020408163265
auc_test:0.6260683760683761
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 33 | Training Loss: 4.147500
ACC_train:0.810126582278481
auc_train:0.8259587020648967
f1_weighted_train:0.7878335695241757
f1_macro_train:0.7189278937381405
 ==  Epoch: 33 | val Loss: 4.155835
ACC_val:0.75
auc_val:0.5454545454545454
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 33 | test Loss: 4.156413
ACC_test:0.7551020408163265
auc_test:0.6239316239316239
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 34 | Training Loss: 4.147162
ACC_train:0.8037974683544303
auc_train:0.8322517207472959
f1_weighted_train:0.7822811548154074
f1_macro_train:0.7126092824033328
 ==  Epoch: 34 | val Loss: 4.155756
ACC_val:0.75
auc_val:0.5423197492163009
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 34 | test Loss: 4.156399
ACC_test:0.7142857142857143
auc_test:0.6217948717948718
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 35 | Training Loss: 4.146813
ACC_train:0.8164556962025317
auc_train:0.8328416912487709
f1_weighted_train:0.7963275319240907
f1_macro_train:0.7311506190224726
 ==  Epoch: 35 | val Loss: 4.155681
ACC_val:0.75
auc_val:0.5454545454545454
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 35 | test Loss: 4.156387
ACC_test:0.7142857142857143
auc_test:0.6196581196581197
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 36 | Training Loss: 4.146374
ACC_train:0.810126582278481
auc_train:0.8316617502458211
f1_weighted_train:0.7907202399329598
f1_macro_train:0.7247386759581882
 ==  Epoch: 36 | val Loss: 4.155611
ACC_val:0.75
auc_val:0.5454545454545454
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 36 | test Loss: 4.156377
ACC_test:0.7142857142857143
auc_test:0.6175213675213675
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 37 | Training Loss: 4.146070
ACC_train:0.810126582278481
auc_train:0.8338249754178958
f1_weighted_train:0.7907202399329598
f1_macro_train:0.7247386759581882
 ==  Epoch: 37 | val Loss: 4.155543
ACC_val:0.75
auc_val:0.542319749216301
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 37 | test Loss: 4.156365
ACC_test:0.7346938775510204
auc_test:0.6153846153846154
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 38 | Training Loss: 4.145714
ACC_train:0.8164556962025317
auc_train:0.8348082595870205
f1_weighted_train:0.8015043731861642
f1_macro_train:0.7416990811206945
 ==  Epoch: 38 | val Loss: 4.155474
ACC_val:0.75
auc_val:0.5454545454545454
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 38 | test Loss: 4.156353
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 39 | Training Loss: 4.145308
ACC_train:0.8164556962025317
auc_train:0.8379547689282203
f1_weighted_train:0.8015043731861642
f1_macro_train:0.7416990811206945
 ==  Epoch: 39 | val Loss: 4.155404
ACC_val:0.75
auc_val:0.5454545454545454
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 39 | test Loss: 4.156335
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 40 | Training Loss: 4.144969
ACC_train:0.8291139240506329
auc_train:0.8353982300884956
f1_weighted_train:0.817343347864909
f1_macro_train:0.7639834024896266
 ==  Epoch: 40 | val Loss: 4.155335
ACC_val:0.75
auc_val:0.54858934169279
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 40 | test Loss: 4.156315
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 41 | Training Loss: 4.144628
ACC_train:0.8227848101265823
auc_train:0.8353982300884956
f1_weighted_train:0.8116311347990229
f1_macro_train:0.7574561403508772
 ==  Epoch: 41 | val Loss: 4.155267
ACC_val:0.75
auc_val:0.5517241379310345
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 41 | test Loss: 4.156293
ACC_test:0.7346938775510204
auc_test:0.6153846153846154
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 42 | Training Loss: 4.144120
ACC_train:0.8227848101265823
auc_train:0.8407079646017699
f1_weighted_train:0.8116311347990229
f1_macro_train:0.7574561403508772
 ==  Epoch: 42 | val Loss: 4.155198
ACC_val:0.75
auc_val:0.554858934169279
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 42 | test Loss: 4.156273
ACC_test:0.7346938775510204
auc_test:0.6175213675213675
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 43 | Training Loss: 4.143787
ACC_train:0.8164556962025317
auc_train:0.8395280235988202
f1_weighted_train:0.8059534872203693
f1_macro_train:0.7510188556213662
 ==  Epoch: 43 | val Loss: 4.155127
ACC_val:0.75
auc_val:0.554858934169279
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 43 | test Loss: 4.156255
ACC_test:0.7346938775510204
auc_test:0.6175213675213675
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 44 | Training Loss: 4.143495
ACC_train:0.8227848101265823
auc_train:0.8414945919370698
f1_weighted_train:0.8136204822727533
f1_macro_train:0.7616892911010558
 ==  Epoch: 44 | val Loss: 4.155056
ACC_val:0.75
auc_val:0.5579937304075235
f1_weighted_val:0.6642156862745098
f1_macro_val:0.5098039215686274
 ==  Epoch: 44 | test Loss: 4.156238
ACC_test:0.7346938775510204
auc_test:0.6175213675213675
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 45 | Training Loss: 4.142949
ACC_train:0.810126582278481
auc_train:0.8438544739429695
f1_weighted_train:0.8022822355717658
f1_macro_train:0.7489406779661019
 ==  Epoch: 45 | val Loss: 4.154984
ACC_val:0.775
auc_val:0.5579937304075235
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 45 | test Loss: 4.156223
ACC_test:0.7346938775510204
auc_test:0.6175213675213675
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 46 | Training Loss: 4.142730
ACC_train:0.8227848101265823
auc_train:0.8422812192723698
f1_weighted_train:0.8154634198669812
f1_macro_train:0.7656779661016949
 ==  Epoch: 46 | val Loss: 4.154913
ACC_val:0.775
auc_val:0.5579937304075235
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 46 | test Loss: 4.156209
ACC_test:0.7346938775510204
auc_test:0.6132478632478632
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 47 | Training Loss: 4.142273
ACC_train:0.8164556962025317
auc_train:0.8422812192723698
f1_weighted_train:0.8097734685938295
f1_macro_train:0.7592855266614131
 ==  Epoch: 47 | val Loss: 4.154842
ACC_val:0.775
auc_val:0.5579937304075235
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 47 | test Loss: 4.156196
ACC_test:0.7346938775510204
auc_test:0.6153846153846154
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 48 | Training Loss: 4.141805
ACC_train:0.8164556962025317
auc_train:0.8460176991150442
f1_weighted_train:0.8097734685938295
f1_macro_train:0.7592855266614131
 ==  Epoch: 48 | val Loss: 4.154771
ACC_val:0.775
auc_val:0.5579937304075235
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 48 | test Loss: 4.156183
ACC_test:0.7346938775510204
auc_test:0.6132478632478633
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 49 | Training Loss: 4.141503
ACC_train:0.8164556962025317
auc_train:0.8489675516224189
f1_weighted_train:0.8097734685938295
f1_macro_train:0.7592855266614131
 ==  Epoch: 49 | val Loss: 4.154700
ACC_val:0.775
auc_val:0.5642633228840126
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 49 | test Loss: 4.156171
ACC_test:0.7142857142857143
auc_test:0.6153846153846154
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 50 | Training Loss: 4.141037
ACC_train:0.8227848101265823
auc_train:0.8487708947885939
f1_weighted_train:0.8171694862031387
f1_macro_train:0.7694392328538671
 ==  Epoch: 50 | val Loss: 4.154627
ACC_val:0.775
auc_val:0.567398119122257
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 50 | test Loss: 4.156157
ACC_test:0.7142857142857143
auc_test:0.6153846153846154
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 51 | Training Loss: 4.140685
ACC_train:0.8164556962025317
auc_train:0.8470009832841692
f1_weighted_train:0.8097734685938295
f1_macro_train:0.7592855266614131
 ==  Epoch: 51 | val Loss: 4.154554
ACC_val:0.775
auc_val:0.5705329153605015
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 51 | test Loss: 4.156143
ACC_test:0.7142857142857143
auc_test:0.6175213675213675
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 52 | Training Loss: 4.140411
ACC_train:0.8164556962025317
auc_train:0.847394296951819
f1_weighted_train:0.8114729794388069
f1_macro_train:0.7630694451626248
 ==  Epoch: 52 | val Loss: 4.154482
ACC_val:0.775
auc_val:0.567398119122257
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 52 | test Loss: 4.156128
ACC_test:0.7142857142857143
auc_test:0.6175213675213675
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 53 | Training Loss: 4.139888
ACC_train:0.8164556962025317
auc_train:0.848377581120944
f1_weighted_train:0.8130437445403939
f1_macro_train:0.7666412019353195
 ==  Epoch: 53 | val Loss: 4.154409
ACC_val:0.775
auc_val:0.567398119122257
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 53 | test Loss: 4.156111
ACC_test:0.7142857142857143
auc_test:0.6175213675213675
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 54 | Training Loss: 4.139510
ACC_train:0.8164556962025317
auc_train:0.8464110127826941
f1_weighted_train:0.8114729794388069
f1_macro_train:0.7630694451626248
 ==  Epoch: 54 | val Loss: 4.154339
ACC_val:0.775
auc_val:0.567398119122257
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 54 | test Loss: 4.156095
ACC_test:0.7142857142857143
auc_test:0.6153846153846154
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 55 | Training Loss: 4.139091
ACC_train:0.8227848101265823
auc_train:0.8517207472959686
f1_weighted_train:0.8202045282922271
f1_macro_train:0.7763397371081902
 ==  Epoch: 55 | val Loss: 4.154270
ACC_val:0.775
auc_val:0.567398119122257
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 55 | test Loss: 4.156079
ACC_test:0.7142857142857143
auc_test:0.6153846153846154
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 56 | Training Loss: 4.138656
ACC_train:0.8227848101265823
auc_train:0.8515240904621435
f1_weighted_train:0.8187472719336534
f1_macro_train:0.7729885057471264
 ==  Epoch: 56 | val Loss: 4.154202
ACC_val:0.775
auc_val:0.567398119122257
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 56 | test Loss: 4.156064
ACC_test:0.7142857142857143
auc_test:0.6175213675213675
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 57 | Training Loss: 4.138303
ACC_train:0.8227848101265823
auc_train:0.8517207472959686
f1_weighted_train:0.8202045282922271
f1_macro_train:0.7763397371081902
 ==  Epoch: 57 | val Loss: 4.154136
ACC_val:0.775
auc_val:0.5705329153605015
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 57 | test Loss: 4.156049
ACC_test:0.6938775510204082
auc_test:0.6196581196581197
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 58 | Training Loss: 4.138009
ACC_train:0.8227848101265823
auc_train:0.8505408062930186
f1_weighted_train:0.8202045282922271
f1_macro_train:0.7763397371081902
 ==  Epoch: 58 | val Loss: 4.154073
ACC_val:0.775
auc_val:0.5705329153605015
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 58 | test Loss: 4.156036
ACC_test:0.6938775510204082
auc_test:0.6175213675213675
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 59 | Training Loss: 4.137429
ACC_train:0.8291139240506329
auc_train:0.8556538839724681
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 59 | val Loss: 4.154015
ACC_val:0.775
auc_val:0.5705329153605015
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 59 | test Loss: 4.156023
ACC_test:0.6938775510204082
auc_test:0.6217948717948718
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 60 | Training Loss: 4.137050
ACC_train:0.8291139240506329
auc_train:0.8515240904621435
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 60 | val Loss: 4.153956
ACC_val:0.775
auc_val:0.5736677115987461
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 60 | test Loss: 4.156009
ACC_test:0.6938775510204082
auc_test:0.6217948717948718
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 61 | Training Loss: 4.136418
ACC_train:0.8291139240506329
auc_train:0.8576204523107178
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 61 | val Loss: 4.153887
ACC_val:0.775
auc_val:0.5768025078369906
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 61 | test Loss: 4.155996
ACC_test:0.6938775510204082
auc_test:0.6217948717948718
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 62 | Training Loss: 4.136161
ACC_train:0.8291139240506329
auc_train:0.8546705998033433
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 62 | val Loss: 4.153814
ACC_val:0.775
auc_val:0.5768025078369906
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 62 | test Loss: 4.155982
ACC_test:0.6938775510204082
auc_test:0.6217948717948718
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 63 | Training Loss: 4.135639
ACC_train:0.8291139240506329
auc_train:0.8562438544739429
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 63 | val Loss: 4.153736
ACC_val:0.775
auc_val:0.5736677115987461
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 63 | test Loss: 4.155969
ACC_test:0.6938775510204082
auc_test:0.6196581196581197
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 64 | Training Loss: 4.135296
ACC_train:0.8291139240506329
auc_train:0.855457227138643
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 64 | val Loss: 4.153653
ACC_val:0.775
auc_val:0.5768025078369906
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 64 | test Loss: 4.155958
ACC_test:0.6938775510204082
auc_test:0.6196581196581197
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 65 | Training Loss: 4.134960
ACC_train:0.8291139240506329
auc_train:0.855457227138643
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 65 | val Loss: 4.153568
ACC_val:0.775
auc_val:0.5830721003134797
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 65 | test Loss: 4.155947
ACC_test:0.6938775510204082
auc_test:0.6196581196581197
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 66 | Training Loss: 4.134349
ACC_train:0.8291139240506329
auc_train:0.8586037364798427
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 66 | val Loss: 4.153485
ACC_val:0.775
auc_val:0.5830721003134797
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 66 | test Loss: 4.155937
ACC_test:0.6938775510204082
auc_test:0.6175213675213675
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 67 | Training Loss: 4.133972
ACC_train:0.8291139240506329
auc_train:0.8582104228121927
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 67 | val Loss: 4.153404
ACC_val:0.775
auc_val:0.5830721003134797
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 67 | test Loss: 4.155925
ACC_test:0.6938775510204082
auc_test:0.6132478632478633
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 68 | Training Loss: 4.133480
ACC_train:0.8291139240506329
auc_train:0.8591937069813176
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 68 | val Loss: 4.153322
ACC_val:0.775
auc_val:0.5830721003134797
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 68 | test Loss: 4.155914
ACC_test:0.6938775510204082
auc_test:0.6132478632478633
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 69 | Training Loss: 4.133014
ACC_train:0.8291139240506329
auc_train:0.8586037364798427
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 69 | val Loss: 4.153239
ACC_val:0.775
auc_val:0.5862068965517242
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 69 | test Loss: 4.155903
ACC_test:0.6938775510204082
auc_test:0.6153846153846154
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 70 | Training Loss: 4.132575
ACC_train:0.8291139240506329
auc_train:0.8593903638151426
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 70 | val Loss: 4.153151
ACC_val:0.775
auc_val:0.5862068965517242
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 70 | test Loss: 4.155890
ACC_test:0.6938775510204082
auc_test:0.6153846153846154
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 71 | Training Loss: 4.132236
ACC_train:0.8291139240506329
auc_train:0.8584070796460177
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 71 | val Loss: 4.153060
ACC_val:0.775
auc_val:0.5862068965517242
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 71 | test Loss: 4.155879
ACC_test:0.6938775510204082
auc_test:0.6153846153846154
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 72 | Training Loss: 4.131761
ACC_train:0.8291139240506329
auc_train:0.8588003933136676
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 72 | val Loss: 4.152966
ACC_val:0.775
auc_val:0.5893416927899686
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 72 | test Loss: 4.155867
ACC_test:0.6938775510204082
auc_test:0.6132478632478633
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 73 | Training Loss: 4.131204
ACC_train:0.8291139240506329
auc_train:0.8613569321533924
f1_weighted_train:0.8272869535051721
f1_macro_train:0.7858756211413943
 ==  Epoch: 73 | val Loss: 4.152871
ACC_val:0.775
auc_val:0.5956112852664577
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 73 | test Loss: 4.155855
ACC_test:0.6938775510204082
auc_test:0.6132478632478633
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 74 | Training Loss: 4.130666
ACC_train:0.8354430379746836
auc_train:0.8582104228121926
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 74 | val Loss: 4.152766
ACC_val:0.775
auc_val:0.5956112852664577
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 74 | test Loss: 4.155841
ACC_test:0.6938775510204082
auc_test:0.6111111111111112
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 75 | Training Loss: 4.130198
ACC_train:0.8354430379746836
auc_train:0.8599803343166176
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 75 | val Loss: 4.152639
ACC_val:0.775
auc_val:0.5924764890282131
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 75 | test Loss: 4.155822
ACC_test:0.6938775510204082
auc_test:0.608974358974359
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 76 | Training Loss: 4.129736
ACC_train:0.8354430379746836
auc_train:0.8621435594886923
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 76 | val Loss: 4.152494
ACC_val:0.775
auc_val:0.5924764890282131
f1_weighted_val:0.7122273249138921
f1_macro_val:0.5866819747416763
 ==  Epoch: 76 | test Loss: 4.155796
ACC_test:0.6938775510204082
auc_test:0.608974358974359
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 77 | Training Loss: 4.129330
ACC_train:0.8354430379746836
auc_train:0.8621435594886921
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 77 | val Loss: 4.152344
ACC_val:0.8
auc_val:0.5924764890282131
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 77 | test Loss: 4.155770
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 78 | Training Loss: 4.128792
ACC_train:0.8354430379746836
auc_train:0.8631268436578171
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 78 | val Loss: 4.152198
ACC_val:0.8
auc_val:0.5924764890282131
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 78 | test Loss: 4.155747
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 79 | Training Loss: 4.128321
ACC_train:0.8354430379746836
auc_train:0.8619469026548673
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 79 | val Loss: 4.152077
ACC_val:0.8
auc_val:0.5924764890282131
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 79 | test Loss: 4.155734
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 80 | Training Loss: 4.127734
ACC_train:0.8354430379746836
auc_train:0.8643067846607669
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 80 | val Loss: 4.151968
ACC_val:0.8
auc_val:0.5924764890282131
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 80 | test Loss: 4.155729
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 81 | Training Loss: 4.127331
ACC_train:0.8354430379746836
auc_train:0.863913470993117
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 81 | val Loss: 4.151864
ACC_val:0.8
auc_val:0.5924764890282131
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 81 | test Loss: 4.155729
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 82 | Training Loss: 4.126693
ACC_train:0.8354430379746836
auc_train:0.8652900688298918
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 82 | val Loss: 4.151762
ACC_val:0.8
auc_val:0.5956112852664577
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 82 | test Loss: 4.155733
ACC_test:0.6938775510204082
auc_test:0.6068376068376069
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 83 | Training Loss: 4.126263
ACC_train:0.8354430379746836
auc_train:0.8645034414945919
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 83 | val Loss: 4.151663
ACC_val:0.8
auc_val:0.5956112852664577
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 83 | test Loss: 4.155741
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 84 | Training Loss: 4.125673
ACC_train:0.8354430379746836
auc_train:0.8664700098328417
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 84 | val Loss: 4.151563
ACC_val:0.8
auc_val:0.5956112852664577
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 84 | test Loss: 4.155750
ACC_test:0.7142857142857143
auc_test:0.6025641025641026
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 85 | Training Loss: 4.125228
ACC_train:0.8354430379746836
auc_train:0.8656833824975417
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 85 | val Loss: 4.151462
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 85 | test Loss: 4.155760
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 86 | Training Loss: 4.124801
ACC_train:0.8354430379746836
auc_train:0.8656833824975418
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 86 | val Loss: 4.151361
ACC_val:0.825
auc_val:0.5987460815047022
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 86 | test Loss: 4.155771
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 87 | Training Loss: 4.124237
ACC_train:0.8354430379746836
auc_train:0.8670599803343166
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 87 | val Loss: 4.151258
ACC_val:0.825
auc_val:0.5987460815047022
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 87 | test Loss: 4.155781
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 88 | Training Loss: 4.123711
ACC_train:0.8354430379746836
auc_train:0.8664700098328417
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 88 | val Loss: 4.151157
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 88 | test Loss: 4.155789
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 89 | Training Loss: 4.123181
ACC_train:0.8354430379746836
auc_train:0.8680432645034415
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 89 | val Loss: 4.151054
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 89 | test Loss: 4.155797
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 90 | Training Loss: 4.122711
ACC_train:0.8354430379746836
auc_train:0.8672566371681416
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 90 | val Loss: 4.150952
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 90 | test Loss: 4.155805
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 91 | Training Loss: 4.122158
ACC_train:0.8354430379746836
auc_train:0.8684365781710915
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 91 | val Loss: 4.150850
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 91 | test Loss: 4.155810
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 92 | Training Loss: 4.121543
ACC_train:0.8354430379746836
auc_train:0.8696165191740413
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 92 | val Loss: 4.150748
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 92 | test Loss: 4.155817
ACC_test:0.7142857142857143
auc_test:0.6025641025641026
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 93 | Training Loss: 4.121069
ACC_train:0.8354430379746836
auc_train:0.8682399213372665
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 93 | val Loss: 4.150646
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 93 | test Loss: 4.155825
ACC_test:0.7142857142857143
auc_test:0.6025641025641026
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 94 | Training Loss: 4.120559
ACC_train:0.8354430379746836
auc_train:0.8682399213372666
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 94 | val Loss: 4.150543
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 94 | test Loss: 4.155832
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 95 | Training Loss: 4.120042
ACC_train:0.8354430379746836
auc_train:0.8702064896755162
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 95 | val Loss: 4.150442
ACC_val:0.825
auc_val:0.5956112852664577
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 95 | test Loss: 4.155840
ACC_test:0.7142857142857143
auc_test:0.6047008547008548
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 96 | Training Loss: 4.119382
ACC_train:0.8354430379746836
auc_train:0.8713864306784661
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 96 | val Loss: 4.150343
ACC_val:0.825
auc_val:0.5987460815047022
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 96 | test Loss: 4.155848
ACC_test:0.7142857142857143
auc_test:0.6025641025641026
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 97 | Training Loss: 4.118800
ACC_train:0.8354430379746836
auc_train:0.872173058013766
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 97 | val Loss: 4.150245
ACC_val:0.825
auc_val:0.5987460815047022
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 97 | test Loss: 4.155856
ACC_test:0.7142857142857143
auc_test:0.6004273504273504
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 98 | Training Loss: 4.118465
ACC_train:0.8354430379746836
auc_train:0.8705998033431661
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 98 | val Loss: 4.150148
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 98 | test Loss: 4.155863
ACC_test:0.6938775510204082
auc_test:0.6004273504273504
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 99 | Training Loss: 4.117887
ACC_train:0.8354430379746836
auc_train:0.871976401179941
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 99 | val Loss: 4.150050
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 99 | test Loss: 4.155871
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 100 | Training Loss: 4.117321
ACC_train:0.8354430379746836
auc_train:0.872369714847591
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 100 | val Loss: 4.149950
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 100 | test Loss: 4.155880
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 101 | Training Loss: 4.116653
ACC_train:0.8354430379746836
auc_train:0.8727630285152409
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 101 | val Loss: 4.149853
ACC_val:0.8
auc_val:0.5956112852664577
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 101 | test Loss: 4.155889
ACC_test:0.6938775510204082
auc_test:0.5982905982905983
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 102 | Training Loss: 4.116133
ACC_train:0.8417721518987342
auc_train:0.8753195673549656
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 102 | val Loss: 4.149755
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 102 | test Loss: 4.155900
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 103 | Training Loss: 4.115686
ACC_train:0.8354430379746836
auc_train:0.8745329400196656
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 103 | val Loss: 4.149658
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 103 | test Loss: 4.155913
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 104 | Training Loss: 4.115053
ACC_train:0.8354430379746836
auc_train:0.8757128810226155
f1_weighted_train:0.8342948135586377
f1_macro_train:0.7952551834130781
 ==  Epoch: 104 | val Loss: 4.149560
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 104 | test Loss: 4.155927
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 105 | Training Loss: 4.114536
ACC_train:0.8417721518987342
auc_train:0.8759095378564405
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 105 | val Loss: 4.149462
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 105 | test Loss: 4.155942
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 106 | Training Loss: 4.113949
ACC_train:0.8417721518987342
auc_train:0.8776794493608653
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 106 | val Loss: 4.149363
ACC_val:0.8
auc_val:0.5987460815047022
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 106 | test Loss: 4.155957
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 107 | Training Loss: 4.113388
ACC_train:0.8417721518987342
auc_train:0.8778761061946903
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 107 | val Loss: 4.149264
ACC_val:0.8
auc_val:0.6018808777429467
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 107 | test Loss: 4.155970
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 108 | Training Loss: 4.112838
ACC_train:0.8417721518987342
auc_train:0.8757128810226156
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 108 | val Loss: 4.149169
ACC_val:0.8
auc_val:0.6018808777429467
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 108 | test Loss: 4.155979
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 109 | Training Loss: 4.112288
ACC_train:0.8417721518987342
auc_train:0.8766961651917404
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 109 | val Loss: 4.149082
ACC_val:0.8
auc_val:0.6050156739811912
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 109 | test Loss: 4.155980
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 110 | Training Loss: 4.111703
ACC_train:0.8417721518987342
auc_train:0.8772861356932153
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 110 | val Loss: 4.148999
ACC_val:0.8
auc_val:0.6050156739811912
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 110 | test Loss: 4.155976
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 111 | Training Loss: 4.111146
ACC_train:0.8417721518987342
auc_train:0.8774827925270403
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 111 | val Loss: 4.148918
ACC_val:0.8
auc_val:0.6081504702194358
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 111 | test Loss: 4.155969
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 112 | Training Loss: 4.110592
ACC_train:0.8417721518987342
auc_train:0.8782694198623402
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 112 | val Loss: 4.148834
ACC_val:0.8
auc_val:0.6081504702194358
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 112 | test Loss: 4.155963
ACC_test:0.6938775510204082
auc_test:0.5961538461538461
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 113 | Training Loss: 4.109928
ACC_train:0.8417721518987342
auc_train:0.8784660766961652
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 113 | val Loss: 4.148749
ACC_val:0.8
auc_val:0.6081504702194358
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 113 | test Loss: 4.155961
ACC_test:0.6938775510204082
auc_test:0.594017094017094
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 114 | Training Loss: 4.109332
ACC_train:0.8417721518987342
auc_train:0.8786627335299902
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 114 | val Loss: 4.148660
ACC_val:0.8
auc_val:0.6081504702194358
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 114 | test Loss: 4.155959
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 115 | Training Loss: 4.108786
ACC_train:0.8417721518987342
auc_train:0.8798426745329401
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 115 | val Loss: 4.148568
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 115 | test Loss: 4.155964
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 116 | Training Loss: 4.108112
ACC_train:0.8417721518987342
auc_train:0.8808259587020649
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 116 | val Loss: 4.148478
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 116 | test Loss: 4.155974
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 117 | Training Loss: 4.107581
ACC_train:0.8417721518987342
auc_train:0.8786627335299901
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 117 | val Loss: 4.148389
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 117 | test Loss: 4.155987
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 118 | Training Loss: 4.107086
ACC_train:0.8417721518987342
auc_train:0.8786627335299901
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 118 | val Loss: 4.148302
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 118 | test Loss: 4.156000
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 119 | Training Loss: 4.106425
ACC_train:0.8417721518987342
auc_train:0.8784660766961652
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 119 | val Loss: 4.148220
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 119 | test Loss: 4.156012
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 120 | Training Loss: 4.105937
ACC_train:0.8417721518987342
auc_train:0.88062930186824
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 120 | val Loss: 4.148140
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 120 | test Loss: 4.156024
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 121 | Training Loss: 4.105305
ACC_train:0.8417721518987342
auc_train:0.88062930186824
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 121 | val Loss: 4.148062
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 121 | test Loss: 4.156035
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 122 | Training Loss: 4.104522
ACC_train:0.8417721518987342
auc_train:0.8827925270403146
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 122 | val Loss: 4.147984
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 122 | test Loss: 4.156049
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 123 | Training Loss: 4.104034
ACC_train:0.8417721518987342
auc_train:0.8812192723697149
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 123 | val Loss: 4.147904
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 123 | test Loss: 4.156063
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 124 | Training Loss: 4.103526
ACC_train:0.8417721518987342
auc_train:0.88062930186824
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 124 | val Loss: 4.147820
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 124 | test Loss: 4.156076
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 125 | Training Loss: 4.102732
ACC_train:0.8417721518987342
auc_train:0.8839724680432645
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 125 | val Loss: 4.147731
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 125 | test Loss: 4.156090
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 126 | Training Loss: 4.102211
ACC_train:0.8481012658227848
auc_train:0.8837758112094396
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 126 | val Loss: 4.147640
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 126 | test Loss: 4.156107
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 127 | Training Loss: 4.101653
ACC_train:0.8417721518987342
auc_train:0.8835791543756145
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 127 | val Loss: 4.147550
ACC_val:0.8
auc_val:0.6081504702194358
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 127 | test Loss: 4.156133
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 128 | Training Loss: 4.101097
ACC_train:0.8417721518987342
auc_train:0.8839724680432646
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 128 | val Loss: 4.147457
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 128 | test Loss: 4.156157
ACC_test:0.6938775510204082
auc_test:0.5897435897435898
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 129 | Training Loss: 4.100505
ACC_train:0.8417721518987342
auc_train:0.8843657817109144
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 129 | val Loss: 4.147362
ACC_val:0.8
auc_val:0.6112852664576802
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 129 | test Loss: 4.156176
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 130 | Training Loss: 4.099869
ACC_train:0.8417721518987342
auc_train:0.8871189773844641
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 130 | val Loss: 4.147270
ACC_val:0.775
auc_val:0.6144200626959248
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 130 | test Loss: 4.156193
ACC_test:0.6938775510204082
auc_test:0.5918803418803419
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 131 | Training Loss: 4.099085
ACC_train:0.8417721518987342
auc_train:0.8873156342182892
f1_weighted_train:0.841231750892993
f1_macro_train:0.8044844825025985
 ==  Epoch: 131 | val Loss: 4.147182
ACC_val:0.775
auc_val:0.6144200626959248
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 131 | test Loss: 4.156208
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 132 | Training Loss: 4.098707
ACC_train:0.8481012658227848
auc_train:0.8861356932153392
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 132 | val Loss: 4.147097
ACC_val:0.775
auc_val:0.6144200626959248
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 132 | test Loss: 4.156221
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 133 | Training Loss: 4.098003
ACC_train:0.8481012658227848
auc_train:0.887512291052114
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 133 | val Loss: 4.147012
ACC_val:0.775
auc_val:0.6144200626959248
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 133 | test Loss: 4.156233
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 134 | Training Loss: 4.097414
ACC_train:0.8481012658227848
auc_train:0.8882989183874139
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 134 | val Loss: 4.146926
ACC_val:0.775
auc_val:0.6144200626959248
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 134 | test Loss: 4.156247
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 135 | Training Loss: 4.096869
ACC_train:0.8481012658227848
auc_train:0.887512291052114
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 135 | val Loss: 4.146838
ACC_val:0.775
auc_val:0.6144200626959248
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 135 | test Loss: 4.156264
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 136 | Training Loss: 4.096218
ACC_train:0.8481012658227848
auc_train:0.888888888888889
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 136 | val Loss: 4.146748
ACC_val:0.775
auc_val:0.6175548589341693
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 136 | test Loss: 4.156283
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 137 | Training Loss: 4.095627
ACC_train:0.8481012658227848
auc_train:0.888888888888889
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 137 | val Loss: 4.146656
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 137 | test Loss: 4.156302
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 138 | Training Loss: 4.094989
ACC_train:0.8481012658227848
auc_train:0.8898721730580138
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 138 | val Loss: 4.146561
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 138 | test Loss: 4.156321
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 139 | Training Loss: 4.094327
ACC_train:0.8481012658227848
auc_train:0.8896755162241887
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 139 | val Loss: 4.146466
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 139 | test Loss: 4.156341
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 140 | Training Loss: 4.093827
ACC_train:0.8481012658227848
auc_train:0.8916420845624385
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 140 | val Loss: 4.146373
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 140 | test Loss: 4.156361
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 141 | Training Loss: 4.093092
ACC_train:0.8481012658227848
auc_train:0.8908554572271385
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 141 | val Loss: 4.146283
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 141 | test Loss: 4.156381
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 142 | Training Loss: 4.092588
ACC_train:0.8481012658227848
auc_train:0.8922320550639135
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 142 | val Loss: 4.146192
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 142 | test Loss: 4.156402
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 143 | Training Loss: 4.091907
ACC_train:0.8481012658227848
auc_train:0.8922320550639136
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 143 | val Loss: 4.146101
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 143 | test Loss: 4.156424
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 144 | Training Loss: 4.091381
ACC_train:0.8481012658227848
auc_train:0.8928220255653884
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 144 | val Loss: 4.146009
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 144 | test Loss: 4.156446
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 145 | Training Loss: 4.090559
ACC_train:0.8481012658227848
auc_train:0.8930186823992133
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 145 | val Loss: 4.145916
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 145 | test Loss: 4.156469
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 146 | Training Loss: 4.090162
ACC_train:0.8481012658227848
auc_train:0.8936086529006882
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 146 | val Loss: 4.145834
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 146 | test Loss: 4.156484
ACC_test:0.6938775510204082
auc_test:0.5854700854700854
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 147 | Training Loss: 4.089305
ACC_train:0.8481012658227848
auc_train:0.8940019665683382
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 147 | val Loss: 4.145737
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 147 | test Loss: 4.156502
ACC_test:0.6938775510204082
auc_test:0.5833333333333333
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 148 | Training Loss: 4.088837
ACC_train:0.8481012658227848
auc_train:0.895378564405113
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 148 | val Loss: 4.145637
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 148 | test Loss: 4.156525
ACC_test:0.6938775510204082
auc_test:0.5833333333333333
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 149 | Training Loss: 4.088033
ACC_train:0.8481012658227848
auc_train:0.8975417895771878
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 149 | val Loss: 4.145539
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 149 | test Loss: 4.156552
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 150 | Training Loss: 4.087657
ACC_train:0.8481012658227848
auc_train:0.8957718780727632
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 150 | val Loss: 4.145441
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 150 | test Loss: 4.156579
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 151 | Training Loss: 4.086945
ACC_train:0.8481012658227848
auc_train:0.8955752212389381
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 151 | val Loss: 4.145345
ACC_val:0.775
auc_val:0.6206896551724138
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 151 | test Loss: 4.156607
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 152 | Training Loss: 4.086303
ACC_train:0.8481012658227848
auc_train:0.896361848574238
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 152 | val Loss: 4.145252
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 152 | test Loss: 4.156636
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 153 | Training Loss: 4.085667
ACC_train:0.8481012658227848
auc_train:0.896951819075713
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 153 | val Loss: 4.145159
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 153 | test Loss: 4.156667
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 154 | Training Loss: 4.084976
ACC_train:0.8481012658227848
auc_train:0.8985250737463126
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 154 | val Loss: 4.145067
ACC_val:0.775
auc_val:0.6238244514106583
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 154 | test Loss: 4.156698
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 155 | Training Loss: 4.084485
ACC_train:0.8481012658227848
auc_train:0.8981317600786628
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 155 | val Loss: 4.144977
ACC_val:0.775
auc_val:0.6300940438871474
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 155 | test Loss: 4.156728
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 156 | Training Loss: 4.083718
ACC_train:0.8481012658227848
auc_train:0.8995083579154375
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 156 | val Loss: 4.144887
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 156 | test Loss: 4.156759
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 157 | Training Loss: 4.083159
ACC_train:0.8481012658227848
auc_train:0.8991150442477875
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 157 | val Loss: 4.144796
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 157 | test Loss: 4.156792
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 158 | Training Loss: 4.082609
ACC_train:0.8481012658227848
auc_train:0.8995083579154375
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 158 | val Loss: 4.144706
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 158 | test Loss: 4.156827
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 159 | Training Loss: 4.082015
ACC_train:0.8481012658227848
auc_train:0.8999016715830875
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 159 | val Loss: 4.144616
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 159 | test Loss: 4.156863
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 160 | Training Loss: 4.081352
ACC_train:0.8481012658227848
auc_train:0.8999016715830874
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 160 | val Loss: 4.144528
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 160 | test Loss: 4.156899
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 161 | Training Loss: 4.080716
ACC_train:0.8481012658227848
auc_train:0.9000983284169125
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 161 | val Loss: 4.144439
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 161 | test Loss: 4.156935
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 162 | Training Loss: 4.079942
ACC_train:0.8481012658227848
auc_train:0.9010816125860374
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 162 | val Loss: 4.144351
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 162 | test Loss: 4.156973
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 163 | Training Loss: 4.079499
ACC_train:0.8481012658227848
auc_train:0.9020648967551623
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 163 | val Loss: 4.144264
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 163 | test Loss: 4.157011
ACC_test:0.6938775510204082
auc_test:0.5876068376068376
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 164 | Training Loss: 4.078759
ACC_train:0.8481012658227848
auc_train:0.9020648967551623
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 164 | val Loss: 4.144175
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 164 | test Loss: 4.157051
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 165 | Training Loss: 4.078180
ACC_train:0.8481012658227848
auc_train:0.9028515240904622
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 165 | val Loss: 4.144085
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 165 | test Loss: 4.157092
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 166 | Training Loss: 4.077417
ACC_train:0.8481012658227848
auc_train:0.9014749262536873
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 166 | val Loss: 4.143999
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 166 | test Loss: 4.157135
ACC_test:0.6938775510204082
auc_test:0.5854700854700855
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 167 | Training Loss: 4.076883
ACC_train:0.8481012658227848
auc_train:0.904424778761062
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 167 | val Loss: 4.143915
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 167 | test Loss: 4.157178
ACC_test:0.6938775510204082
auc_test:0.5811965811965811
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 168 | Training Loss: 4.076279
ACC_train:0.8481012658227848
auc_train:0.904424778761062
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 168 | val Loss: 4.143829
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 168 | test Loss: 4.157221
ACC_test:0.6938775510204082
auc_test:0.579059829059829
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 169 | Training Loss: 4.075695
ACC_train:0.8481012658227848
auc_train:0.904031465093412
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 169 | val Loss: 4.143739
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 169 | test Loss: 4.157266
ACC_test:0.6938775510204082
auc_test:0.579059829059829
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 170 | Training Loss: 4.075005
ACC_train:0.8481012658227848
auc_train:0.9054080629301868
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 170 | val Loss: 4.143650
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 170 | test Loss: 4.157310
ACC_test:0.6938775510204082
auc_test:0.5811965811965811
f1_weighted_test:0.6898518311434164
f1_macro_test:0.5972602739726027
 ==  Epoch: 171 | Training Loss: 4.074444
ACC_train:0.8481012658227848
auc_train:0.9059980334316617
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 171 | val Loss: 4.143561
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 171 | test Loss: 4.157355
ACC_test:0.673469387755102
auc_test:0.5811965811965811
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 172 | Training Loss: 4.074034
ACC_train:0.8481012658227848
auc_train:0.9050147492625369
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 172 | val Loss: 4.143474
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 172 | test Loss: 4.157401
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 173 | Training Loss: 4.073250
ACC_train:0.8481012658227848
auc_train:0.9061946902654867
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 173 | val Loss: 4.143389
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 173 | test Loss: 4.157449
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 174 | Training Loss: 4.072577
ACC_train:0.8481012658227848
auc_train:0.9069813176007866
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 174 | val Loss: 4.143305
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 174 | test Loss: 4.157497
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 175 | Training Loss: 4.071941
ACC_train:0.8481012658227848
auc_train:0.9075712881022615
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 175 | val Loss: 4.143219
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 175 | test Loss: 4.157546
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 176 | Training Loss: 4.071314
ACC_train:0.8481012658227848
auc_train:0.9069813176007866
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 176 | val Loss: 4.143134
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 176 | test Loss: 4.157595
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 177 | Training Loss: 4.070667
ACC_train:0.8481012658227848
auc_train:0.9073746312684365
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 177 | val Loss: 4.143049
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 177 | test Loss: 4.157645
ACC_test:0.673469387755102
auc_test:0.579059829059829
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 178 | Training Loss: 4.070054
ACC_train:0.8481012658227848
auc_train:0.9083579154375614
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 178 | val Loss: 4.142962
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 178 | test Loss: 4.157694
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 179 | Training Loss: 4.069455
ACC_train:0.8481012658227848
auc_train:0.9081612586037364
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 179 | val Loss: 4.142874
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 179 | test Loss: 4.157746
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 180 | Training Loss: 4.068754
ACC_train:0.8481012658227848
auc_train:0.9087512291052114
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 180 | val Loss: 4.142787
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 180 | test Loss: 4.157796
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 181 | Training Loss: 4.068126
ACC_train:0.8481012658227848
auc_train:0.9085545722713864
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 181 | val Loss: 4.142699
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 181 | test Loss: 4.157845
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 182 | Training Loss: 4.067602
ACC_train:0.8481012658227848
auc_train:0.9083579154375614
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 182 | val Loss: 4.142612
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 182 | test Loss: 4.157892
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 183 | Training Loss: 4.066913
ACC_train:0.8481012658227848
auc_train:0.9105211406096362
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 183 | val Loss: 4.142527
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 183 | test Loss: 4.157936
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 184 | Training Loss: 4.066322
ACC_train:0.8481012658227848
auc_train:0.9103244837758112
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 184 | val Loss: 4.142448
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 184 | test Loss: 4.157979
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 185 | Training Loss: 4.065623
ACC_train:0.8481012658227848
auc_train:0.9107177974434612
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 185 | val Loss: 4.142391
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 185 | test Loss: 4.158025
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 186 | Training Loss: 4.064969
ACC_train:0.8481012658227848
auc_train:0.9107177974434612
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 186 | val Loss: 4.142319
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 186 | test Loss: 4.158074
ACC_test:0.673469387755102
auc_test:0.5769230769230769
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 187 | Training Loss: 4.064528
ACC_train:0.8481012658227848
auc_train:0.9111111111111111
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 187 | val Loss: 4.142246
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 187 | test Loss: 4.158125
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 188 | Training Loss: 4.063804
ACC_train:0.8481012658227848
auc_train:0.9105211406096361
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 188 | val Loss: 4.142167
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 188 | test Loss: 4.158177
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 189 | Training Loss: 4.063335
ACC_train:0.8481012658227848
auc_train:0.9115044247787611
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 189 | val Loss: 4.142087
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 189 | test Loss: 4.158230
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 190 | Training Loss: 4.062613
ACC_train:0.8481012658227848
auc_train:0.9113077679449362
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 190 | val Loss: 4.142010
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 190 | test Loss: 4.158283
ACC_test:0.673469387755102
auc_test:0.5747863247863247
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 191 | Training Loss: 4.061880
ACC_train:0.8481012658227848
auc_train:0.9117010816125861
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 191 | val Loss: 4.141936
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 191 | test Loss: 4.158334
ACC_test:0.673469387755102
auc_test:0.5726495726495726
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 192 | Training Loss: 4.061357
ACC_train:0.8481012658227848
auc_train:0.9120943952802361
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 192 | val Loss: 4.141860
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 192 | test Loss: 4.158385
ACC_test:0.673469387755102
auc_test:0.5726495726495726
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 193 | Training Loss: 4.060817
ACC_train:0.8481012658227848
auc_train:0.9132743362831859
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 193 | val Loss: 4.141781
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 193 | test Loss: 4.158437
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 194 | Training Loss: 4.060128
ACC_train:0.8481012658227848
auc_train:0.9136676499508358
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 194 | val Loss: 4.141706
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 194 | test Loss: 4.158490
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 195 | Training Loss: 4.059463
ACC_train:0.8481012658227848
auc_train:0.912684365781711
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 195 | val Loss: 4.141632
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 195 | test Loss: 4.158545
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 196 | Training Loss: 4.059008
ACC_train:0.8481012658227848
auc_train:0.9136676499508358
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 196 | val Loss: 4.141557
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 196 | test Loss: 4.158601
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 197 | Training Loss: 4.058237
ACC_train:0.8481012658227848
auc_train:0.9140609636184858
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 197 | val Loss: 4.141481
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 197 | test Loss: 4.158655
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 198 | Training Loss: 4.057775
ACC_train:0.8481012658227848
auc_train:0.9148475909537856
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 198 | val Loss: 4.141407
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 198 | test Loss: 4.158708
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 199 | Training Loss: 4.057224
ACC_train:0.8481012658227848
auc_train:0.9142576204523107
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 199 | val Loss: 4.141334
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 199 | test Loss: 4.158764
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 200 | Training Loss: 4.056273
ACC_train:0.8481012658227848
auc_train:0.9160275319567355
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 200 | val Loss: 4.141260
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 200 | test Loss: 4.158819
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 201 | Training Loss: 4.055674
ACC_train:0.8544303797468354
auc_train:0.9152409046214356
f1_weighted_train:0.8549067247801425
f1_macro_train:0.8225152625152625
 ==  Epoch: 201 | val Loss: 4.141185
ACC_val:0.775
auc_val:0.6332288401253918
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 201 | test Loss: 4.158876
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 202 | Training Loss: 4.055260
ACC_train:0.8481012658227848
auc_train:0.9170108161258603
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 202 | val Loss: 4.141111
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 202 | test Loss: 4.158932
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 203 | Training Loss: 4.054633
ACC_train:0.8544303797468354
auc_train:0.9162241887905604
f1_weighted_train:0.8549067247801425
f1_macro_train:0.8225152625152625
 ==  Epoch: 203 | val Loss: 4.141039
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 203 | test Loss: 4.158990
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 204 | Training Loss: 4.053911
ACC_train:0.8544303797468354
auc_train:0.9164208456243854
f1_weighted_train:0.8549067247801425
f1_macro_train:0.8225152625152625
 ==  Epoch: 204 | val Loss: 4.140963
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 204 | test Loss: 4.159046
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 205 | Training Loss: 4.053394
ACC_train:0.8544303797468354
auc_train:0.9168141592920354
f1_weighted_train:0.8549067247801425
f1_macro_train:0.8225152625152625
 ==  Epoch: 205 | val Loss: 4.140884
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 205 | test Loss: 4.159102
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 206 | Training Loss: 4.052720
ACC_train:0.8481012658227848
auc_train:0.9170108161258603
f1_weighted_train:0.8481012658227848
f1_macro_train:0.8135693215339233
 ==  Epoch: 206 | val Loss: 4.140810
ACC_val:0.775
auc_val:0.6363636363636364
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 206 | test Loss: 4.159156
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 207 | Training Loss: 4.052232
ACC_train:0.8544303797468354
auc_train:0.9176007866273352
f1_weighted_train:0.8549067247801425
f1_macro_train:0.8225152625152625
 ==  Epoch: 207 | val Loss: 4.140735
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 207 | test Loss: 4.159213
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 208 | Training Loss: 4.051741
ACC_train:0.8607594936708861
auc_train:0.9172074729596853
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 208 | val Loss: 4.140660
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 208 | test Loss: 4.159272
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 209 | Training Loss: 4.050676
ACC_train:0.8607594936708861
auc_train:0.9181907571288102
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 209 | val Loss: 4.140588
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 209 | test Loss: 4.159332
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 210 | Training Loss: 4.050026
ACC_train:0.8607594936708861
auc_train:0.919567354965585
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 210 | val Loss: 4.140515
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 210 | test Loss: 4.159392
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 211 | Training Loss: 4.049657
ACC_train:0.8607594936708861
auc_train:0.9189773844641101
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 211 | val Loss: 4.140442
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 211 | test Loss: 4.159451
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 212 | Training Loss: 4.049169
ACC_train:0.8607594936708861
auc_train:0.919567354965585
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 212 | val Loss: 4.140370
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 212 | test Loss: 4.159510
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 213 | Training Loss: 4.048476
ACC_train:0.8607594936708861
auc_train:0.919567354965585
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 213 | val Loss: 4.140300
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 213 | test Loss: 4.159568
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 214 | Training Loss: 4.047869
ACC_train:0.8607594936708861
auc_train:0.91897738446411
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 214 | val Loss: 4.140232
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 214 | test Loss: 4.159628
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 215 | Training Loss: 4.047344
ACC_train:0.8607594936708861
auc_train:0.92015732546706
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 215 | val Loss: 4.140162
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 215 | test Loss: 4.159687
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 216 | Training Loss: 4.046638
ACC_train:0.8607594936708861
auc_train:0.91976401179941
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 216 | val Loss: 4.140092
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 216 | test Loss: 4.159745
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 217 | Training Loss: 4.046101
ACC_train:0.8607594936708861
auc_train:0.9207472959685349
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 217 | val Loss: 4.140026
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 217 | test Loss: 4.159803
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 218 | Training Loss: 4.045351
ACC_train:0.8607594936708861
auc_train:0.9211406096361848
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 218 | val Loss: 4.139960
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 218 | test Loss: 4.159860
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 219 | Training Loss: 4.044825
ACC_train:0.8607594936708861
auc_train:0.9221238938053097
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 219 | val Loss: 4.139891
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 219 | test Loss: 4.159917
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 220 | Training Loss: 4.044169
ACC_train:0.8607594936708861
auc_train:0.9217305801376598
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 220 | val Loss: 4.139823
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 220 | test Loss: 4.159977
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 221 | Training Loss: 4.043299
ACC_train:0.8607594936708861
auc_train:0.9233038348082596
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 221 | val Loss: 4.139754
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 221 | test Loss: 4.160034
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 222 | Training Loss: 4.043113
ACC_train:0.8607594936708861
auc_train:0.9223205506391348
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 222 | val Loss: 4.139682
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 222 | test Loss: 4.160092
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 223 | Training Loss: 4.042371
ACC_train:0.8607594936708861
auc_train:0.9225172074729597
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 223 | val Loss: 4.139609
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 223 | test Loss: 4.160149
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 224 | Training Loss: 4.041848
ACC_train:0.8607594936708861
auc_train:0.9221238938053098
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 224 | val Loss: 4.139533
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 224 | test Loss: 4.160206
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 225 | Training Loss: 4.041178
ACC_train:0.8607594936708861
auc_train:0.9235004916420845
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 225 | val Loss: 4.139457
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 225 | test Loss: 4.160264
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 226 | Training Loss: 4.040632
ACC_train:0.8607594936708861
auc_train:0.9235004916420845
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 226 | val Loss: 4.139381
ACC_val:0.775
auc_val:0.6394984326018809
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 226 | test Loss: 4.160320
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 227 | Training Loss: 4.039735
ACC_train:0.8607594936708861
auc_train:0.9250737463126844
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 227 | val Loss: 4.139305
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 227 | test Loss: 4.160376
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 228 | Training Loss: 4.039199
ACC_train:0.8607594936708861
auc_train:0.9254670599803343
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 228 | val Loss: 4.139231
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 228 | test Loss: 4.160433
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 229 | Training Loss: 4.038771
ACC_train:0.8607594936708861
auc_train:0.9254670599803343
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 229 | val Loss: 4.139161
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 229 | test Loss: 4.160492
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 230 | Training Loss: 4.038346
ACC_train:0.8607594936708861
auc_train:0.9250737463126844
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 230 | val Loss: 4.139089
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 230 | test Loss: 4.160550
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 231 | Training Loss: 4.037695
ACC_train:0.8607594936708861
auc_train:0.9250737463126844
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 231 | val Loss: 4.139022
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 231 | test Loss: 4.160612
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 232 | Training Loss: 4.036911
ACC_train:0.8607594936708861
auc_train:0.9254670599803343
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 232 | val Loss: 4.138949
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 232 | test Loss: 4.160674
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 233 | Training Loss: 4.036396
ACC_train:0.8607594936708861
auc_train:0.9266470009832842
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 233 | val Loss: 4.138875
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 233 | test Loss: 4.160738
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 234 | Training Loss: 4.035675
ACC_train:0.8607594936708861
auc_train:0.9266470009832841
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 234 | val Loss: 4.138806
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 234 | test Loss: 4.160805
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 235 | Training Loss: 4.035305
ACC_train:0.8607594936708861
auc_train:0.9268436578171091
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 235 | val Loss: 4.138740
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 235 | test Loss: 4.160871
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 236 | Training Loss: 4.034617
ACC_train:0.8607594936708861
auc_train:0.927236971484759
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 236 | val Loss: 4.138671
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 236 | test Loss: 4.160939
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 237 | Training Loss: 4.034041
ACC_train:0.8607594936708861
auc_train:0.927236971484759
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 237 | val Loss: 4.138600
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 237 | test Loss: 4.161007
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 238 | Training Loss: 4.033544
ACC_train:0.8607594936708861
auc_train:0.927433628318584
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 238 | val Loss: 4.138526
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 238 | test Loss: 4.161075
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 239 | Training Loss: 4.032979
ACC_train:0.8607594936708861
auc_train:0.9278269419862339
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 239 | val Loss: 4.138456
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 239 | test Loss: 4.161144
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 240 | Training Loss: 4.032095
ACC_train:0.8607594936708861
auc_train:0.9286135693215338
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 240 | val Loss: 4.138390
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 240 | test Loss: 4.161211
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 241 | Training Loss: 4.031671
ACC_train:0.8607594936708861
auc_train:0.9286135693215338
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 241 | val Loss: 4.138322
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 241 | test Loss: 4.161279
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 242 | Training Loss: 4.031210
ACC_train:0.8607594936708861
auc_train:0.9297935103244837
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 242 | val Loss: 4.138250
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 242 | test Loss: 4.161346
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 243 | Training Loss: 4.030640
ACC_train:0.8607594936708861
auc_train:0.9295968534906587
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 243 | val Loss: 4.138178
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 243 | test Loss: 4.161415
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 244 | Training Loss: 4.029986
ACC_train:0.8607594936708861
auc_train:0.9301868239921336
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 244 | val Loss: 4.138110
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 244 | test Loss: 4.161484
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 245 | Training Loss: 4.029535
ACC_train:0.8607594936708861
auc_train:0.9295968534906587
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 245 | val Loss: 4.138037
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 245 | test Loss: 4.161549
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 246 | Training Loss: 4.029064
ACC_train:0.8607594936708861
auc_train:0.9295968534906587
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 246 | val Loss: 4.137961
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 246 | test Loss: 4.161615
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 247 | Training Loss: 4.028040
ACC_train:0.8607594936708861
auc_train:0.9303834808259587
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 247 | val Loss: 4.137882
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 247 | test Loss: 4.161682
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 248 | Training Loss: 4.027677
ACC_train:0.8670886075949367
auc_train:0.9315634218289085
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 248 | val Loss: 4.137789
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 248 | test Loss: 4.161750
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 249 | Training Loss: 4.026973
ACC_train:0.8670886075949367
auc_train:0.9313667649950835
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 249 | val Loss: 4.137706
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 249 | test Loss: 4.161814
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 250 | Training Loss: 4.026311
ACC_train:0.8607594936708861
auc_train:0.9303834808259586
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 250 | val Loss: 4.137630
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 250 | test Loss: 4.161881
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 251 | Training Loss: 4.025821
ACC_train:0.8670886075949367
auc_train:0.9315634218289085
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 251 | val Loss: 4.137555
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 251 | test Loss: 4.161948
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 252 | Training Loss: 4.025309
ACC_train:0.8670886075949367
auc_train:0.9317600786627334
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 252 | val Loss: 4.137485
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 252 | test Loss: 4.162015
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 253 | Training Loss: 4.024978
ACC_train:0.8670886075949367
auc_train:0.9315634218289085
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 253 | val Loss: 4.137421
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 253 | test Loss: 4.162080
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 254 | Training Loss: 4.024428
ACC_train:0.8670886075949367
auc_train:0.9321533923303835
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 254 | val Loss: 4.137353
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 254 | test Loss: 4.162148
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 255 | Training Loss: 4.023889
ACC_train:0.8670886075949367
auc_train:0.9319567354965584
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 255 | val Loss: 4.137288
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 255 | test Loss: 4.162216
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 256 | Training Loss: 4.022870
ACC_train:0.8670886075949367
auc_train:0.9329400196656833
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 256 | val Loss: 4.137215
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 256 | test Loss: 4.162280
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 257 | Training Loss: 4.022761
ACC_train:0.8670886075949367
auc_train:0.9329400196656834
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 257 | val Loss: 4.137140
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 257 | test Loss: 4.162349
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 258 | Training Loss: 4.022135
ACC_train:0.8670886075949367
auc_train:0.9331366764995083
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 258 | val Loss: 4.137068
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 258 | test Loss: 4.162415
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 259 | Training Loss: 4.021167
ACC_train:0.8670886075949367
auc_train:0.9335299901671583
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 259 | val Loss: 4.136995
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 259 | test Loss: 4.162481
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 260 | Training Loss: 4.020834
ACC_train:0.8734177215189873
auc_train:0.9343166175024582
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 260 | val Loss: 4.136926
ACC_val:0.775
auc_val:0.6426332288401254
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 260 | test Loss: 4.162548
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 261 | Training Loss: 4.019974
ACC_train:0.8670886075949367
auc_train:0.9347099311701081
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 261 | val Loss: 4.136861
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 261 | test Loss: 4.162614
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 262 | Training Loss: 4.019507
ACC_train:0.8670886075949367
auc_train:0.9341199606686332
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 262 | val Loss: 4.136795
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 262 | test Loss: 4.162677
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 263 | Training Loss: 4.019216
ACC_train:0.8734177215189873
auc_train:0.9347099311701081
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 263 | val Loss: 4.136724
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 263 | test Loss: 4.162739
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 264 | Training Loss: 4.018255
ACC_train:0.8670886075949367
auc_train:0.9349065880039331
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 264 | val Loss: 4.136649
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 264 | test Loss: 4.162800
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 265 | Training Loss: 4.018000
ACC_train:0.8607594936708861
auc_train:0.9349065880039331
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 265 | val Loss: 4.136569
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 265 | test Loss: 4.162862
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 266 | Training Loss: 4.017109
ACC_train:0.8734177215189873
auc_train:0.9351032448377581
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 266 | val Loss: 4.136487
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 266 | test Loss: 4.162921
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 267 | Training Loss: 4.016695
ACC_train:0.8670886075949367
auc_train:0.9352999016715831
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 267 | val Loss: 4.136407
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 267 | test Loss: 4.162978
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 268 | Training Loss: 4.016515
ACC_train:0.8607594936708861
auc_train:0.935693215339233
f1_weighted_train:0.8616513680320781
f1_macro_train:0.8313276397515528
 ==  Epoch: 268 | val Loss: 4.136328
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 268 | test Loss: 4.163037
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 269 | Training Loss: 4.015351
ACC_train:0.8670886075949367
auc_train:0.9362831858407079
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 269 | val Loss: 4.136256
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 269 | test Loss: 4.163095
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 270 | Training Loss: 4.014952
ACC_train:0.8734177215189873
auc_train:0.9368731563421828
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 270 | val Loss: 4.136188
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 270 | test Loss: 4.163156
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 271 | Training Loss: 4.014185
ACC_train:0.8670886075949367
auc_train:0.9368731563421828
f1_weighted_train:0.8675235313209998
f1_macro_train:0.837948717948718
 ==  Epoch: 271 | val Loss: 4.136119
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 271 | test Loss: 4.163215
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 272 | Training Loss: 4.013976
ACC_train:0.879746835443038
auc_train:0.9370698131760078
f1_weighted_train:0.8793361306786748
f1_macro_train:0.851408206701975
 ==  Epoch: 272 | val Loss: 4.136052
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 272 | test Loss: 4.163275
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 273 | Training Loss: 4.013156
ACC_train:0.879746835443038
auc_train:0.9380530973451326
f1_weighted_train:0.8793361306786748
f1_macro_train:0.851408206701975
 ==  Epoch: 273 | val Loss: 4.135982
ACC_val:0.775
auc_val:0.652037617554859
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 273 | test Loss: 4.163334
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 274 | Training Loss: 4.012626
ACC_train:0.879746835443038
auc_train:0.9380530973451326
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 274 | val Loss: 4.135904
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 274 | test Loss: 4.163396
ACC_test:0.6530612244897959
auc_test:0.5726495726495726
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 275 | Training Loss: 4.012212
ACC_train:0.879746835443038
auc_train:0.9382497541789576
f1_weighted_train:0.8793361306786748
f1_macro_train:0.851408206701975
 ==  Epoch: 275 | val Loss: 4.135826
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 275 | test Loss: 4.163457
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 276 | Training Loss: 4.011516
ACC_train:0.8734177215189873
auc_train:0.9390363815142575
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 276 | val Loss: 4.135750
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 276 | test Loss: 4.163516
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 277 | Training Loss: 4.011350
ACC_train:0.8734177215189873
auc_train:0.9388397246804325
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 277 | val Loss: 4.135679
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 277 | test Loss: 4.163576
ACC_test:0.6530612244897959
auc_test:0.5705128205128205
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 278 | Training Loss: 4.010673
ACC_train:0.8734177215189873
auc_train:0.9392330383480825
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 278 | val Loss: 4.135610
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 278 | test Loss: 4.163639
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 279 | Training Loss: 4.009939
ACC_train:0.8734177215189873
auc_train:0.9388397246804325
f1_weighted_train:0.8734177215189873
f1_macro_train:0.8446411012782694
 ==  Epoch: 279 | val Loss: 4.135538
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 279 | test Loss: 4.163701
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 280 | Training Loss: 4.009445
ACC_train:0.879746835443038
auc_train:0.9404129793510324
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 280 | val Loss: 4.135467
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 280 | test Loss: 4.163767
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 281 | Training Loss: 4.009113
ACC_train:0.879746835443038
auc_train:0.9404129793510324
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 281 | val Loss: 4.135395
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 281 | test Loss: 4.163831
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 282 | Training Loss: 4.007992
ACC_train:0.879746835443038
auc_train:0.9404129793510323
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 282 | val Loss: 4.135319
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 282 | test Loss: 4.163895
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 283 | Training Loss: 4.007948
ACC_train:0.879746835443038
auc_train:0.9419862340216322
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 283 | val Loss: 4.135247
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 283 | test Loss: 4.163959
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 284 | Training Loss: 4.007008
ACC_train:0.879746835443038
auc_train:0.9411996066863323
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 284 | val Loss: 4.135181
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 284 | test Loss: 4.164027
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 285 | Training Loss: 4.006795
ACC_train:0.879746835443038
auc_train:0.9411996066863323
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 285 | val Loss: 4.135114
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 285 | test Loss: 4.164096
ACC_test:0.6530612244897959
auc_test:0.5662393162393162
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 286 | Training Loss: 4.005917
ACC_train:0.879746835443038
auc_train:0.9427728613569322
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 286 | val Loss: 4.135045
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 286 | test Loss: 4.164162
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 287 | Training Loss: 4.005461
ACC_train:0.879746835443038
auc_train:0.9427728613569322
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 287 | val Loss: 4.134978
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 287 | test Loss: 4.164228
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 288 | Training Loss: 4.005084
ACC_train:0.879746835443038
auc_train:0.9429695181907571
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 288 | val Loss: 4.134912
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 288 | test Loss: 4.164294
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 289 | Training Loss: 4.004502
ACC_train:0.879746835443038
auc_train:0.9433628318584071
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 289 | val Loss: 4.134840
ACC_val:0.775
auc_val:0.6489028213166144
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 289 | test Loss: 4.164360
ACC_test:0.6530612244897959
auc_test:0.5683760683760684
f1_weighted_test:0.6570427858154217
f1_macro_test:0.5654668753260303
 ==  Epoch: 290 | Training Loss: 4.004264
ACC_train:0.879746835443038
auc_train:0.943559488692232
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 290 | val Loss: 4.134771
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 290 | test Loss: 4.164424
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 291 | Training Loss: 4.003309
ACC_train:0.879746835443038
auc_train:0.9443461160275319
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 291 | val Loss: 4.134706
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 291 | test Loss: 4.164489
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 292 | Training Loss: 4.002625
ACC_train:0.879746835443038
auc_train:0.943952802359882
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 292 | val Loss: 4.134645
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 292 | test Loss: 4.164550
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 293 | Training Loss: 4.002515
ACC_train:0.879746835443038
auc_train:0.943756145526057
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 293 | val Loss: 4.134580
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 293 | test Loss: 4.164608
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 294 | Training Loss: 4.001555
ACC_train:0.879746835443038
auc_train:0.9455260570304818
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 294 | val Loss: 4.134511
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 294 | test Loss: 4.164668
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 295 | Training Loss: 4.000876
ACC_train:0.879746835443038
auc_train:0.9459193706981317
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 295 | val Loss: 4.134437
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 295 | test Loss: 4.164726
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 296 | Training Loss: 4.000430
ACC_train:0.879746835443038
auc_train:0.9455260570304818
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 296 | val Loss: 4.134362
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 296 | test Loss: 4.164784
ACC_test:0.673469387755102
auc_test:0.5705128205128205
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 297 | Training Loss: 3.999968
ACC_train:0.879746835443038
auc_train:0.9463126843657816
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 297 | val Loss: 4.134293
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 297 | test Loss: 4.164843
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 298 | Training Loss: 3.999661
ACC_train:0.879746835443038
auc_train:0.9457227138643067
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 298 | val Loss: 4.134227
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 298 | test Loss: 4.164903
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 299 | Training Loss: 3.999224
ACC_train:0.879746835443038
auc_train:0.9463126843657816
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 299 | val Loss: 4.134163
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 299 | test Loss: 4.164968
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 300 | Training Loss: 3.998556
ACC_train:0.879746835443038
auc_train:0.9467059980334317
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 300 | val Loss: 4.134094
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 300 | test Loss: 4.165035
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 301 | Training Loss: 3.997744
ACC_train:0.879746835443038
auc_train:0.9472959685349065
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 301 | val Loss: 4.134023
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 301 | test Loss: 4.165102
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 302 | Training Loss: 3.997122
ACC_train:0.879746835443038
auc_train:0.9470993117010816
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 302 | val Loss: 4.133955
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 302 | test Loss: 4.165169
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 303 | Training Loss: 3.996648
ACC_train:0.879746835443038
auc_train:0.9484759095378564
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 303 | val Loss: 4.133891
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 303 | test Loss: 4.165232
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 304 | Training Loss: 3.996128
ACC_train:0.879746835443038
auc_train:0.9484759095378564
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 304 | val Loss: 4.133825
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 304 | test Loss: 4.165294
ACC_test:0.673469387755102
auc_test:0.5683760683760684
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 305 | Training Loss: 3.995694
ACC_train:0.879746835443038
auc_train:0.9476892822025565
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 305 | val Loss: 4.133759
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 305 | test Loss: 4.165356
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 306 | Training Loss: 3.995058
ACC_train:0.879746835443038
auc_train:0.9488692232055064
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 306 | val Loss: 4.133696
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 306 | test Loss: 4.165420
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 307 | Training Loss: 3.994678
ACC_train:0.8860759493670886
auc_train:0.9484759095378564
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 307 | val Loss: 4.133634
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 307 | test Loss: 4.165484
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 308 | Training Loss: 3.994420
ACC_train:0.879746835443038
auc_train:0.9486725663716815
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 308 | val Loss: 4.133573
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 308 | test Loss: 4.165550
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 309 | Training Loss: 3.993844
ACC_train:0.879746835443038
auc_train:0.9486725663716814
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 309 | val Loss: 4.133513
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 309 | test Loss: 4.165620
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 310 | Training Loss: 3.993126
ACC_train:0.879746835443038
auc_train:0.9496558505408064
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 310 | val Loss: 4.133440
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 310 | test Loss: 4.165679
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 311 | Training Loss: 3.992590
ACC_train:0.879746835443038
auc_train:0.9502458210422813
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 311 | val Loss: 4.133368
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 311 | test Loss: 4.165735
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 312 | Training Loss: 3.992114
ACC_train:0.879746835443038
auc_train:0.9510324483775812
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 312 | val Loss: 4.133296
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 312 | test Loss: 4.165794
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 313 | Training Loss: 3.991090
ACC_train:0.879746835443038
auc_train:0.951425762045231
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 313 | val Loss: 4.133220
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 313 | test Loss: 4.165858
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 314 | Training Loss: 3.991223
ACC_train:0.879746835443038
auc_train:0.9508357915437561
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 314 | val Loss: 4.133148
ACC_val:0.775
auc_val:0.64576802507837
f1_weighted_val:0.7508403361344537
f1_macro_val:0.6638655462184874
 ==  Epoch: 314 | test Loss: 4.165924
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 315 | Training Loss: 3.990249
ACC_train:0.879746835443038
auc_train:0.9514257620452311
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 315 | val Loss: 4.133084
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 315 | test Loss: 4.165989
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 316 | Training Loss: 3.989679
ACC_train:0.879746835443038
auc_train:0.952409046214356
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 316 | val Loss: 4.133017
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 316 | test Loss: 4.166055
ACC_test:0.673469387755102
auc_test:0.5662393162393162
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 317 | Training Loss: 3.989403
ACC_train:0.8860759493670886
auc_train:0.9526057030481809
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 317 | val Loss: 4.132955
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 317 | test Loss: 4.166124
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 318 | Training Loss: 3.988871
ACC_train:0.8860759493670886
auc_train:0.9537856440511308
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 318 | val Loss: 4.132897
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 318 | test Loss: 4.166195
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 319 | Training Loss: 3.988134
ACC_train:0.879746835443038
auc_train:0.9531956735496558
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 319 | val Loss: 4.132838
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 319 | test Loss: 4.166262
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 320 | Training Loss: 3.987800
ACC_train:0.8860759493670886
auc_train:0.952409046214356
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 320 | val Loss: 4.132771
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 320 | test Loss: 4.166325
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 321 | Training Loss: 3.987413
ACC_train:0.8860759493670886
auc_train:0.9537856440511308
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 321 | val Loss: 4.132708
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 321 | test Loss: 4.166390
ACC_test:0.673469387755102
auc_test:0.561965811965812
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 322 | Training Loss: 3.986541
ACC_train:0.8860759493670886
auc_train:0.9539823008849557
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 322 | val Loss: 4.132651
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 322 | test Loss: 4.166454
ACC_test:0.673469387755102
auc_test:0.561965811965812
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 323 | Training Loss: 3.986232
ACC_train:0.879746835443038
auc_train:0.9531956735496558
f1_weighted_train:0.880140337861857
f1_macro_train:0.8533821733821734
 ==  Epoch: 323 | val Loss: 4.132581
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 323 | test Loss: 4.166521
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 324 | Training Loss: 3.986239
ACC_train:0.8860759493670886
auc_train:0.9545722713864306
f1_weighted_train:0.8868056647535183
f1_macro_train:0.8619953416149069
 ==  Epoch: 324 | val Loss: 4.132518
ACC_val:0.75
auc_val:0.64576802507837
f1_weighted_val:0.7302867383512546
f1_macro_val:0.6415770609318996
 ==  Epoch: 324 | test Loss: 4.166588
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 324 | test Loss: 4.166588
ACC_test:0.673469387755102
auc_test:0.5641025641025641
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
