 ==  Epoch: 1 | Training Loss: 0.667437
ACC_train:0.24532224532224534
auc_train:0.03711904141703569
f1_weighted_train:0.10812199126055555
f1_macro_train:0.1969949916527546
 ==  Epoch: 1 | val Loss: 0.684195
ACC_val:0.2644628099173554
auc_val:0.06761325219743068
f1_weighted_val:0.11753902662993573
f1_macro_val:0.20915032679738563
 ==  Epoch: 1 | test Loss: 0.637621
ACC_test:0.29333333333333333
auc_test:0.4367283950617284
f1_weighted_test:0.1499712918660287
f1_macro_test:0.23923444976076555
 ==  Epoch: 2 | Training Loss: 0.670726
ACC_train:0.2598752598752599
auc_train:0.1015889554571503
f1_weighted_train:0.11321298450011322
f1_macro_train:0.20627062706270627
 ==  Epoch: 2 | val Loss: 0.685650
ACC_val:0.2644628099173554
auc_val:0.11223799864773497
f1_weighted_val:0.11753902662993573
f1_macro_val:0.20915032679738563
 ==  Epoch: 2 | test Loss: 0.658774
ACC_test:0.2866666666666667
auc_test:0.42702821869488533
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 3 | Training Loss: 0.632505
ACC_train:0.26195426195426197
auc_train:0.14556742207172002
f1_weighted_train:0.11746494099435277
f1_macro_train:0.20941269069611318
 ==  Epoch: 3 | val Loss: 0.634397
ACC_val:0.2644628099173554
auc_val:0.23529411764705882
f1_weighted_val:0.11753902662993573
f1_macro_val:0.20915032679738563
 ==  Epoch: 3 | test Loss: 0.629675
ACC_test:0.2866666666666667
auc_test:0.41688712522045857
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 4 | Training Loss: 0.569555
ACC_train:0.25571725571725573
auc_train:0.20999392202830597
f1_weighted_train:0.11870343781945991
f1_macro_train:0.2071915285451197
 ==  Epoch: 4 | val Loss: 0.570410
ACC_val:0.2727272727272727
auc_val:0.37592968221771467
f1_weighted_val:0.1204250295159386
f1_macro_val:0.21428571428571427
 ==  Epoch: 4 | test Loss: 0.580636
ACC_test:0.28
auc_test:0.4235008818342152
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 5 | Training Loss: 0.527252
ACC_train:0.26195426195426197
auc_train:0.27023096292437265
f1_weighted_train:0.14404001913162257
f1_macro_train:0.2227704520316618
 ==  Epoch: 5 | val Loss: 0.528508
ACC_val:0.2809917355371901
auc_val:0.4503042596348884
f1_weighted_val:0.13736961030117312
f1_macro_val:0.22692222956598368
 ==  Epoch: 5 | test Loss: 0.544696
ACC_test:0.28
auc_test:0.43386243386243384
f1_weighted_test:0.12250000000000003
f1_macro_test:0.21875000000000003
 ==  Epoch: 6 | Training Loss: 0.510257
ACC_train:0.2661122661122661
auc_train:0.3195059477294434
f1_weighted_train:0.1550233359251927
f1_macro_train:0.23012083701738872
 ==  Epoch: 6 | val Loss: 0.507576
ACC_val:0.2892561983471074
auc_val:0.5172413793103448
f1_weighted_val:0.15396549224300418
f1_macro_val:0.23932748538011694
 ==  Epoch: 6 | test Loss: 0.526383
ACC_test:0.2866666666666667
auc_test:0.44179894179894186
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 7 | Training Loss: 0.501565
ACC_train:0.28274428274428276
auc_train:0.35543110184943993
f1_weighted_train:0.1800296842512951
f1_macro_train:0.25034220120075357
 ==  Epoch: 7 | val Loss: 0.499073
ACC_val:0.2892561983471074
auc_val:0.5645706558485464
f1_weighted_val:0.15396549224300418
f1_macro_val:0.23932748538011694
 ==  Epoch: 7 | test Loss: 0.518527
ACC_test:0.2866666666666667
auc_test:0.4484126984126985
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 8 | Training Loss: 0.498275
ACC_train:0.30145530145530147
auc_train:0.3897499348788747
f1_weighted_train:0.2028216475950724
f1_macro_train:0.27055425166997654
 ==  Epoch: 8 | val Loss: 0.501601
ACC_val:0.2892561983471074
auc_val:0.5425963488843814
f1_weighted_val:0.15396549224300418
f1_macro_val:0.23932748538011694
 ==  Epoch: 8 | test Loss: 0.518989
ACC_test:0.2866666666666667
auc_test:0.45105820105820105
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 9 | Training Loss: 0.511754
ACC_train:0.26195426195426197
auc_train:0.30732829729964395
f1_weighted_train:0.14087707450412174
f1_macro_train:0.22122493284259398
 ==  Epoch: 9 | val Loss: 0.513600
ACC_val:0.2892561983471074
auc_val:0.47025016903313044
f1_weighted_val:0.15396549224300418
f1_macro_val:0.23932748538011694
 ==  Epoch: 9 | test Loss: 0.526758
ACC_test:0.2866666666666667
auc_test:0.45194003527336857
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 10 | Training Loss: 0.531365
ACC_train:0.2598752598752599
auc_train:0.21173048536945382
f1_weighted_train:0.1431983868958659
f1_macro_train:0.22134308268762048
 ==  Epoch: 10 | val Loss: 0.534045
ACC_val:0.2727272727272727
auc_val:0.35496957403651114
f1_weighted_val:0.13429027113237638
f1_macro_val:0.22163742690058477
 ==  Epoch: 10 | test Loss: 0.540408
ACC_test:0.2866666666666667
auc_test:0.4365079365079365
f1_weighted_test:0.13635237043085643
f1_macro_test:0.22906959988472067
 ==  Epoch: 11 | Training Loss: 0.558378
ACC_train:0.2286902286902287
auc_train:0.13690631240774503
f1_weighted_train:0.11510759795720217
f1_macro_train:0.19237227152794437
 ==  Epoch: 11 | val Loss: 0.559337
ACC_val:0.2727272727272727
auc_val:0.23968897903989178
f1_weighted_val:0.13429027113237638
f1_macro_val:0.22163742690058477
 ==  Epoch: 11 | test Loss: 0.556308
ACC_test:0.29333333333333333
auc_test:0.4212962962962963
f1_weighted_test:0.1499712918660287
f1_macro_test:0.23923444976076555
 ==  Epoch: 12 | Training Loss: 0.577830
ACC_train:0.21621621621621623
auc_train:0.11109663974993488
f1_weighted_train:0.1039744665586616
f1_macro_train:0.1808087242106785
 ==  Epoch: 12 | val Loss: 0.583905
ACC_val:0.256198347107438
auc_val:0.15787694388100065
f1_weighted_val:0.11461505002174859
f1_macro_val:0.20394736842105263
 ==  Epoch: 12 | test Loss: 0.570333
ACC_test:0.29333333333333333
auc_test:0.4208553791887125
f1_weighted_test:0.1499712918660287
f1_macro_test:0.23923444976076555
 ==  Epoch: 13 | Training Loss: 0.595621
ACC_train:0.19542619542619544
auc_train:0.09012763740557436
f1_weighted_train:0.09281187528539445
f1_macro_train:0.16487435900886957
 ==  Epoch: 13 | val Loss: 0.603253
ACC_val:0.24793388429752067
auc_val:0.11392832995267073
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 13 | test Loss: 0.580705
ACC_test:0.3
auc_test:0.42041446208112876
f1_weighted_test:0.16336336336336338
f1_macro_test:0.24924924924924927
 ==  Epoch: 14 | Training Loss: 0.598393
ACC_train:0.18087318087318088
auc_train:0.07228444907528
f1_weighted_train:0.08406781646218267
f1_macro_train:0.15316901408450706
 ==  Epoch: 14 | val Loss: 0.616259
ACC_val:0.24793388429752067
auc_val:0.09398242055442868
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 14 | test Loss: 0.587772
ACC_test:0.29333333333333333
auc_test:0.42680776014109345
f1_weighted_test:0.16069908814589665
f1_macro_test:0.24487082066869298
 ==  Epoch: 15 | Training Loss: 0.610791
ACC_train:0.1995841995841996
auc_train:0.06792133368064601
f1_weighted_train:0.09443037188234359
f1_macro_train:0.1678013706325132
 ==  Epoch: 15 | val Loss: 0.620823
ACC_val:0.24793388429752067
auc_val:0.08553076402974984
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 15 | test Loss: 0.589832
ACC_test:0.3
auc_test:0.42901234567901236
f1_weighted_test:0.16336336336336338
f1_macro_test:0.24924924924924927
 ==  Epoch: 16 | Training Loss: 0.601385
ACC_train:0.1995841995841996
auc_train:0.06389467743335939
f1_weighted_train:0.09443037188234359
f1_macro_train:0.1678013706325132
 ==  Epoch: 16 | val Loss: 0.616957
ACC_val:0.24793388429752067
auc_val:0.08891142663962137
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 16 | test Loss: 0.586791
ACC_test:0.3
auc_test:0.4294532627865961
f1_weighted_test:0.17375419999053524
f1_macro_test:0.25464956698689134
 ==  Epoch: 17 | Training Loss: 0.590826
ACC_train:0.1995841995841996
auc_train:0.07475905183641575
f1_weighted_train:0.09131755405585565
f1_macro_train:0.16637781629116122
 ==  Epoch: 17 | val Loss: 0.604891
ACC_val:0.24793388429752067
auc_val:0.09702501690331305
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 17 | test Loss: 0.577265
ACC_test:0.3
auc_test:0.4283509700176367
f1_weighted_test:0.17375419999053524
f1_macro_test:0.25464956698689134
 ==  Epoch: 18 | Training Loss: 0.573860
ACC_train:0.20166320166320167
auc_train:0.08702353043327254
f1_weighted_train:0.09523553046869111
f1_macro_train:0.16925734024179623
 ==  Epoch: 18 | val Loss: 0.587173
ACC_val:0.24793388429752067
auc_val:0.10885733603786343
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 18 | test Loss: 0.563269
ACC_test:0.3
auc_test:0.4246031746031746
f1_weighted_test:0.17375419999053524
f1_macro_test:0.25464956698689134
 ==  Epoch: 19 | Training Loss: 0.562210
ACC_train:0.18087318087318088
auc_train:0.08550403750976816
f1_weighted_train:0.09000992043865988
f1_macro_train:0.15573434548629672
 ==  Epoch: 19 | val Loss: 0.568619
ACC_val:0.24793388429752067
auc_val:0.12508451656524677
f1_weighted_val:0.11165234524656559
f1_macro_val:0.1986754966887417
 ==  Epoch: 19 | test Loss: 0.549104
ACC_test:0.3
auc_test:0.4215167548500882
f1_weighted_test:0.17375419999053524
f1_macro_test:0.25464956698689134
 ==  Epoch: 20 | Training Loss: 0.544972
ACC_train:0.158004158004158
auc_train:0.07261005470174525
f1_weighted_train:0.07773526692445612
f1_macro_train:0.1375921375921376
 ==  Epoch: 20 | val Loss: 0.551330
ACC_val:0.24793388429752067
auc_val:0.14232589587559163
f1_weighted_val:0.12484187661813673
f1_macro_val:0.20538356065526447
 ==  Epoch: 20 | test Loss: 0.535906
ACC_test:0.30666666666666664
auc_test:0.4195326278659612
f1_weighted_test:0.19622188905547228
f1_macro_test:0.2691154422788606
 ==  Epoch: 21 | Training Loss: 0.534875
ACC_train:0.13305613305613306
auc_train:0.07863375879135191
f1_weighted_train:0.06714283861925575
f1_macro_train:0.11840873429238254
 ==  Epoch: 21 | val Loss: 0.537628
ACC_val:0.24793388429752067
auc_val:0.1575388776200135
f1_weighted_val:0.12484187661813673
f1_macro_val:0.20538356065526447
 ==  Epoch: 21 | test Loss: 0.525729
ACC_test:0.30666666666666664
auc_test:0.41754850088183415
f1_weighted_test:0.19622188905547228
f1_macro_test:0.2691154422788606
 ==  Epoch: 22 | Training Loss: 0.527189
ACC_train:0.15384615384615385
auc_train:0.10341234696535555
f1_weighted_train:0.09210126809715855
f1_macro_train:0.14047181036261697
 ==  Epoch: 22 | val Loss: 0.527886
ACC_val:0.24793388429752067
auc_val:0.17579445571331978
f1_weighted_val:0.12484187661813673
f1_macro_val:0.20538356065526447
 ==  Epoch: 22 | test Loss: 0.518970
ACC_test:0.30666666666666664
auc_test:0.4155643738977072
f1_weighted_test:0.19622188905547228
f1_macro_test:0.2691154422788606
 ==  Epoch: 23 | Training Loss: 0.519654
ACC_train:0.15592515592515593
auc_train:0.12154858035946861
f1_weighted_train:0.09304595540757903
f1_macro_train:0.1421279212792128
 ==  Epoch: 23 | val Loss: 0.522477
ACC_val:0.24793388429752067
auc_val:0.18762677484787016
f1_weighted_val:0.12484187661813673
f1_macro_val:0.20538356065526447
 ==  Epoch: 23 | test Loss: 0.515464
ACC_test:0.31333333333333335
auc_test:0.41534391534391535
f1_weighted_test:0.20855821773854563
f1_macro_test:0.27840829480173745
 ==  Epoch: 24 | Training Loss: 0.519935
ACC_train:0.15176715176715178
auc_train:0.11033689328818269
f1_weighted_train:0.09115356698295086
f1_macro_train:0.13880989994734072
 ==  Epoch: 24 | val Loss: 0.520567
ACC_val:0.256198347107438
auc_val:0.19405003380662608
f1_weighted_val:0.14071447920577518
f1_macro_val:0.21722254169062682
 ==  Epoch: 24 | test Loss: 0.514106
ACC_test:0.31333333333333335
auc_test:0.4149029982363316
f1_weighted_test:0.20855821773854563
f1_macro_test:0.27840829480173745
 ==  Epoch: 25 | Training Loss: 0.521492
ACC_train:0.1600831600831601
auc_train:0.1186506902839281
f1_weighted_train:0.0975137093218274
f1_macro_train:0.14635389211034966
 ==  Epoch: 25 | val Loss: 0.521111
ACC_val:0.24793388429752067
auc_val:0.18695064232589587
f1_weighted_val:0.12484187661813673
f1_macro_val:0.20538356065526447
 ==  Epoch: 25 | test Loss: 0.513526
ACC_test:0.31333333333333335
auc_test:0.4166666666666667
f1_weighted_test:0.20855821773854563
f1_macro_test:0.27840829480173745
 ==  Epoch: 26 | Training Loss: 0.525202
ACC_train:0.1496881496881497
auc_train:0.08359381783450552
f1_weighted_train:0.08240102533548511
f1_macro_train:0.1343629683409236
 ==  Epoch: 26 | val Loss: 0.523086
ACC_val:0.2396694214876033
auc_val:0.16835699797160242
f1_weighted_val:0.12161924541034791
f1_macro_val:0.19982748706152959
 ==  Epoch: 26 | test Loss: 0.512815
ACC_test:0.30666666666666664
auc_test:0.4164462081128748
f1_weighted_test:0.19622188905547228
f1_macro_test:0.2691154422788606
 ==  Epoch: 27 | Training Loss: 0.524891
ACC_train:0.13721413721413722
auc_train:0.08012069115220977
f1_weighted_train:0.07425559277720094
f1_macro_train:0.12357690737220155
 ==  Epoch: 27 | val Loss: 0.524983
ACC_val:0.2396694214876033
auc_val:0.14435429344151454
f1_weighted_val:0.12161924541034791
f1_macro_val:0.19982748706152959
 ==  Epoch: 27 | test Loss: 0.510950
ACC_test:0.30666666666666664
auc_test:0.41865079365079366
f1_weighted_test:0.19622188905547228
f1_macro_test:0.2691154422788606
 ==  Epoch: 28 | Training Loss: 0.523239
ACC_train:0.13721413721413722
auc_train:0.0823348094121733
f1_weighted_train:0.08930188753551498
f1_macro_train:0.12853569198933018
 ==  Epoch: 28 | val Loss: 0.526449
ACC_val:0.2231404958677686
auc_val:0.12170385395537525
f1_weighted_val:0.12691385093982496
f1_macro_val:0.19401927437641722
 ==  Epoch: 28 | test Loss: 0.508350
ACC_test:0.30666666666666664
auc_test:0.4228395061728395
f1_weighted_test:0.2054237288135593
f1_macro_test:0.27360774818401934
 ==  Epoch: 29 | Training Loss: 0.517809
ACC_train:0.09355509355509356
auc_train:0.059954849353130155
f1_weighted_train:0.04940030402751305
f1_macro_train:0.08625257067168601
 ==  Epoch: 29 | val Loss: 0.527408
ACC_val:0.2066115702479339
auc_val:0.10513860716700474
f1_weighted_val:0.10833754989599145
f1_macro_val:0.17687074829931976
 ==  Epoch: 29 | test Loss: 0.505750
ACC_test:0.31333333333333335
auc_test:0.42328042328042326
f1_weighted_test:0.21746970611448996
f1_macro_test:0.282696504015971
 ==  Epoch: 30 | Training Loss: 0.520956
ACC_train:0.09147609147609148
auc_train:0.06049752539723886
f1_weighted_train:0.05082678293536533
f1_macro_train:0.08514935084718467
 ==  Epoch: 30 | val Loss: 0.527156
ACC_val:0.2066115702479339
auc_val:0.09499661933739015
f1_weighted_val:0.10833754989599145
f1_macro_val:0.17687074829931976
 ==  Epoch: 30 | test Loss: 0.503093
ACC_test:0.31333333333333335
auc_test:0.42548500881834217
f1_weighted_test:0.21746970611448996
f1_macro_test:0.282696504015971
 ==  Epoch: 31 | Training Loss: 0.522301
ACC_train:0.08731808731808732
auc_train:0.056948424068767906
f1_weighted_train:0.04648274075200316
f1_macro_train:0.08096239135449446
 ==  Epoch: 31 | val Loss: 0.525949
ACC_val:0.19834710743801653
auc_val:0.09161595672751863
f1_weighted_val:0.10491436937717931
f1_macro_val:0.17094017094017097
 ==  Epoch: 31 | test Loss: 0.501081
ACC_test:0.3
auc_test:0.4268077601410935
f1_weighted_test:0.210960801514382
f1_macro_test:0.272819613093864
 ==  Epoch: 32 | Training Loss: 0.516637
ACC_train:0.07692307692307693
auc_train:0.052834939654423894
f1_weighted_train:0.048356224722700514
f1_macro_train:0.07355543987506506
 ==  Epoch: 32 | val Loss: 0.521847
ACC_val:0.19834710743801653
auc_val:0.09296822177146724
f1_weighted_val:0.10491436937717931
f1_macro_val:0.17094017094017097
 ==  Epoch: 32 | test Loss: 0.497794
ACC_test:0.30666666666666664
auc_test:0.42548500881834217
f1_weighted_test:0.2226340025787438
f1_macro_test:0.28163566034260457
 ==  Epoch: 33 | Training Loss: 0.513423
ACC_train:0.09563409563409564
auc_train:0.05695927758965008
f1_weighted_train:0.06434955374118427
f1_macro_train:0.09161359225829979
 ==  Epoch: 33 | val Loss: 0.516301
ACC_val:0.2066115702479339
auc_val:0.10209601081812036
f1_weighted_val:0.11978582237225002
f1_macro_val:0.18197183098591546
 ==  Epoch: 33 | test Loss: 0.494692
ACC_test:0.30666666666666664
auc_test:0.42438271604938277
f1_weighted_test:0.2226340025787438
f1_macro_test:0.28163566034260457
 ==  Epoch: 34 | Training Loss: 0.510588
ACC_train:0.09147609147609148
auc_train:0.049741686203004246
f1_weighted_train:0.0707853396427832
f1_macro_train:0.08957150344122627
 ==  Epoch: 34 | val Loss: 0.508731
ACC_val:0.2066115702479339
auc_val:0.11392832995267074
f1_weighted_val:0.11978582237225002
f1_macro_val:0.18197183098591546
 ==  Epoch: 34 | test Loss: 0.490105
ACC_test:0.3
auc_test:0.4243827160493827
f1_weighted_test:0.210960801514382
f1_macro_test:0.272819613093864
 ==  Epoch: 35 | Training Loss: 0.500244
ACC_train:0.1288981288981289
auc_train:0.06959277589650081
f1_weighted_train:0.118545136074124
f1_macro_train:0.12835561399032078
 ==  Epoch: 35 | val Loss: 0.499785
ACC_val:0.21487603305785125
auc_val:0.12609871534820827
f1_weighted_val:0.13438442490283842
f1_macro_val:0.1928235376729162
 ==  Epoch: 35 | test Loss: 0.483865
ACC_test:0.3
auc_test:0.4235008818342152
f1_weighted_test:0.210960801514382
f1_macro_test:0.272819613093864
 ==  Epoch: 36 | Training Loss: 0.492548
ACC_train:0.1496881496881497
auc_train:0.07696231657549707
f1_weighted_train:0.1528196878517828
f1_macro_train:0.14962934145972465
 ==  Epoch: 36 | val Loss: 0.490427
ACC_val:0.2231404958677686
auc_val:0.13691683569979715
f1_weighted_val:0.14871866101812622
f1_macro_val:0.20350140056022406
 ==  Epoch: 36 | test Loss: 0.476470
ACC_test:0.31333333333333335
auc_test:0.4217372134038801
f1_weighted_test:0.23413531762436268
f1_macro_test:0.2903403610307289
 ==  Epoch: 37 | Training Loss: 0.483072
ACC_train:0.13305613305613306
auc_train:0.06443735347746808
f1_weighted_train:0.14512030940926898
f1_macro_train:0.1320958006101123
 ==  Epoch: 37 | val Loss: 0.481827
ACC_val:0.21487603305785125
auc_val:0.1419878296146045
f1_weighted_val:0.15462042933841208
f1_macro_val:0.20090371915189434
 ==  Epoch: 37 | test Loss: 0.468789
ACC_test:0.30666666666666664
auc_test:0.42063492063492064
f1_weighted_test:0.230674486803519
f1_macro_test:0.2851906158357771
 ==  Epoch: 38 | Training Loss: 0.477405
ACC_train:0.12681912681912683
auc_train:0.07054788573413213
f1_weighted_train:0.1368353716531854
f1_macro_train:0.1261808367071525
 ==  Epoch: 38 | val Loss: 0.475092
ACC_val:0.19008264462809918
auc_val:0.1382691007437458
f1_weighted_val:0.15081392436764338
f1_macro_val:0.18333333333333335
 ==  Epoch: 38 | test Loss: 0.462064
ACC_test:0.30666666666666664
auc_test:0.42217813051146386
f1_weighted_test:0.23835796387520522
f1_macro_test:0.28845101258894357
 ==  Epoch: 39 | Training Loss: 0.474384
ACC_train:0.13721413721413722
auc_train:0.063373708431015
f1_weighted_train:0.14782144118332555
f1_macro_train:0.1364825990093656
 ==  Epoch: 39 | val Loss: 0.470328
ACC_val:0.17355371900826447
auc_val:0.13286004056795134
f1_weighted_val:0.14188084642630097
f1_macro_val:0.16895604395604397
 ==  Epoch: 39 | test Loss: 0.456881
ACC_test:0.30666666666666664
auc_test:0.4241622574955909
f1_weighted_test:0.23835796387520522
f1_macro_test:0.28845101258894357
 ==  Epoch: 40 | Training Loss: 0.469610
ACC_train:0.16424116424116425
auc_train:0.07074324911001129
f1_weighted_train:0.18400759306537548
f1_macro_train:0.16119208745445082
 ==  Epoch: 40 | val Loss: 0.468328
ACC_val:0.1652892561983471
auc_val:0.13116970926301555
f1_weighted_val:0.1373453141680798
f1_macro_val:0.1616244769156891
 ==  Epoch: 40 | test Loss: 0.454615
ACC_test:0.31333333333333335
auc_test:0.42394179894179895
f1_weighted_test:0.24935778981384554
f1_macro_test:0.29680032770470166
 ==  Epoch: 41 | Training Loss: 0.472445
ACC_train:0.1496881496881497
auc_train:0.047527567943040715
f1_weighted_train:0.1798017446873408
f1_macro_train:0.14113517596056874
 ==  Epoch: 41 | val Loss: 0.467492
ACC_val:0.1652892561983471
auc_val:0.12778904665314403
f1_weighted_val:0.1373453141680798
f1_macro_val:0.1616244769156891
 ==  Epoch: 41 | test Loss: 0.453221
ACC_test:0.32
auc_test:0.42416225749559083
f1_weighted_test:0.260203488372093
f1_macro_test:0.3050508720930233
 ==  Epoch: 42 | Training Loss: 0.470535
ACC_train:0.14345114345114346
auc_train:0.058131457844924884
f1_weighted_train:0.16603732265210866
f1_macro_train:0.13940036131183992
 ==  Epoch: 42 | val Loss: 0.466837
ACC_val:0.15702479338842976
auc_val:0.12204192021636241
f1_weighted_val:0.124718463354827
f1_macro_val:0.15233516483516485
 ==  Epoch: 42 | test Loss: 0.451733
ACC_test:0.32666666666666666
auc_test:0.42570546737213405
f1_weighted_test:0.2775482180766972
f1_macro_test:0.3156872487465559
 ==  Epoch: 43 | Training Loss: 0.465755
ACC_train:0.16216216216216217
auc_train:0.05386602413823043
f1_weighted_train:0.1927306991603661
f1_macro_train:0.15300990557587357
 ==  Epoch: 43 | val Loss: 0.466101
ACC_val:0.14049586776859505
auc_val:0.11595672751859365
f1_weighted_val:0.11575685080469768
f1_macro_val:0.137609649122807
 ==  Epoch: 43 | test Loss: 0.450027
ACC_test:0.3333333333333333
auc_test:0.4241622574955908
f1_weighted_test:0.2878787878787879
f1_macro_test:0.3235930735930736
 ==  Epoch: 44 | Training Loss: 0.465933
ACC_train:0.18711018711018712
auc_train:0.05031692280975948
f1_weighted_train:0.22463199368897116
f1_macro_train:0.1684786693607219
 ==  Epoch: 44 | val Loss: 0.464305
ACC_val:0.1322314049586777
auc_val:0.10818120351588913
f1_weighted_val:0.11119819149447857
f1_macro_val:0.13009243409791166
 ==  Epoch: 44 | test Loss: 0.447269
ACC_test:0.32
auc_test:0.4268077601410935
f1_weighted_test:0.2858536585365854
f1_macro_test:0.3140243902439025
 ==  Epoch: 45 | Training Loss: 0.463090
ACC_train:0.21621621621621623
auc_train:0.05567856212555353
f1_weighted_train:0.25634256451998916
f1_macro_train:0.18778022135527478
 ==  Epoch: 45 | val Loss: 0.461598
ACC_val:0.1322314049586777
auc_val:0.10344827586206899
f1_weighted_val:0.11870311506675145
f1_macro_val:0.13128205128205128
 ==  Epoch: 45 | test Loss: 0.444014
ACC_test:0.32666666666666666
auc_test:0.42680776014109345
f1_weighted_test:0.29570014777663334
f1_macro_test:0.3215709103936232
 ==  Epoch: 46 | Training Loss: 0.455666
ACC_train:0.2390852390852391
auc_train:0.0487974298862551
f1_weighted_train:0.2793948671322518
f1_macro_train:0.20398806294085728
 ==  Epoch: 46 | val Loss: 0.456624
ACC_val:0.1322314049586777
auc_val:0.10243407707910752
f1_weighted_val:0.1322314049586777
f1_macro_val:0.1322314049586777
 ==  Epoch: 46 | test Loss: 0.438765
ACC_test:0.3466666666666667
auc_test:0.4294532627865961
f1_weighted_test:0.3294277054733464
f1_macro_test:0.34480299518630775
 ==  Epoch: 47 | Training Loss: 0.455286
ACC_train:0.22453222453222454
auc_train:0.04083094555873925
f1_weighted_train:0.2656996779563614
f1_macro_train:0.18801848323429446
 ==  Epoch: 47 | val Loss: 0.451362
ACC_val:0.14049586776859505
auc_val:0.10243407707910752
f1_weighted_val:0.1435487512983787
f1_macro_val:0.14043715846994537
 ==  Epoch: 47 | test Loss: 0.433907
ACC_test:0.3466666666666667
auc_test:0.42923280423280424
f1_weighted_test:0.3427169274537695
f1_macro_test:0.34655049786628733
 ==  Epoch: 48 | Training Loss: 0.450442
ACC_train:0.288981288981289
auc_train:0.03948510896934964
f1_weighted_train:0.3263778193189958
f1_macro_train:0.23201680672268907
 ==  Epoch: 48 | val Loss: 0.445469
ACC_val:0.17355371900826447
auc_val:0.1054766734279919
f1_weighted_val:0.1871242654941715
f1_macro_val:0.1721401204159825
 ==  Epoch: 48 | test Loss: 0.428856
ACC_test:0.37333333333333335
auc_test:0.4285714285714286
f1_weighted_test:0.3802455079167408
f1_macro_test:0.3728873865860167
 ==  Epoch: 49 | Training Loss: 0.443329
ACC_train:0.31392931392931395
auc_train:0.046670139793348955
f1_weighted_train:0.3479823431900109
f1_macro_train:0.24535029666818803
 ==  Epoch: 49 | val Loss: 0.439512
ACC_val:0.21487603305785125
auc_val:0.11325219743069644
f1_weighted_val:0.24455257760270502
f1_macro_val:0.20422291450328833
 ==  Epoch: 49 | test Loss: 0.424297
ACC_test:0.3933333333333333
auc_test:0.42570546737213405
f1_weighted_test:0.4072153084437308
f1_macro_test:0.39114144252642846
 ==  Epoch: 50 | Training Loss: 0.438426
ACC_train:0.340956340956341
auc_train:0.047364765129808105
f1_weighted_train:0.37016730984975693
f1_macro_train:0.25896063879938375
 ==  Epoch: 50 | val Loss: 0.434766
ACC_val:0.2231404958677686
auc_val:0.11967545638945234
f1_weighted_val:0.25385705506278605
f1_macro_val:0.211015538290788
 ==  Epoch: 50 | test Loss: 0.421192
ACC_test:0.4
auc_test:0.42680776014109345
f1_weighted_test:0.4215788527243301
f1_macro_test:0.39309476712821434
 ==  Epoch: 51 | Training Loss: 0.438660
ACC_train:0.33471933471933474
auc_train:0.049839367890943814
f1_weighted_train:0.3655550178295867
f1_macro_train:0.2576301269437049
 ==  Epoch: 51 | val Loss: 0.432510
ACC_val:0.2396694214876033
auc_val:0.12542258282623395
f1_weighted_val:0.2720915448188176
f1_macro_val:0.2243589743589744
 ==  Epoch: 51 | test Loss: 0.419782
ACC_test:0.4
auc_test:0.42416225749559083
f1_weighted_test:0.4215788527243301
f1_macro_test:0.39309476712821434
 ==  Epoch: 52 | Training Loss: 0.435453
ACC_train:0.35135135135135137
auc_train:0.04859121298949378
f1_weighted_train:0.37797032701491284
f1_macro_train:0.26244397263505537
 ==  Epoch: 52 | val Loss: 0.430129
ACC_val:0.24793388429752067
auc_val:0.13015551048005408
f1_weighted_val:0.2827884335822363
f1_macro_val:0.22680991503405656
 ==  Epoch: 52 | test Loss: 0.418067
ACC_test:0.41333333333333333
auc_test:0.42283950617283955
f1_weighted_test:0.4377556561085973
f1_macro_test:0.40271493212669685
 ==  Epoch: 53 | Training Loss: 0.428799
ACC_train:0.41372141372141374
auc_train:0.052422505860901275
f1_weighted_train:0.42673055394948883
f1_macro_train:0.29841312533620223
 ==  Epoch: 53 | val Loss: 0.426352
ACC_val:0.2727272727272727
auc_val:0.1294793779580798
f1_weighted_val:0.309049398090494
f1_macro_val:0.24029680365296802
 ==  Epoch: 53 | test Loss: 0.414288
ACC_test:0.42
auc_test:0.42239858906525574
f1_weighted_test:0.44717714285714283
f1_macro_test:0.40342857142857147
 ==  Epoch: 54 | Training Loss: 0.428402
ACC_train:0.3866943866943867
auc_train:0.043728835634279754
f1_weighted_train:0.4064018921386618
f1_macro_train:0.28421535838415635
 ==  Epoch: 54 | val Loss: 0.422668
ACC_val:0.3305785123966942
auc_val:0.12068965517241381
f1_weighted_val:0.3612780965415592
f1_macro_val:0.2655676283252154
 ==  Epoch: 54 | test Loss: 0.409859
ACC_test:0.4866666666666667
auc_test:0.4241622574955909
f1_weighted_test:0.5124324324324324
f1_macro_test:0.4494494494494494
 ==  Epoch: 55 | Training Loss: 0.427401
ACC_train:0.3471933471933472
auc_train:0.04516150039072674
f1_weighted_train:0.3752511041272321
f1_macro_train:0.26250048830032424
 ==  Epoch: 55 | val Loss: 0.419401
ACC_val:0.3305785123966942
auc_val:0.11325219743069644
f1_weighted_val:0.3594919205905174
f1_macro_val:0.25733121163900885
 ==  Epoch: 55 | test Loss: 0.405684
ACC_test:0.5266666666666666
auc_test:0.42680776014109345
f1_weighted_test:0.5448635609829638
f1_macro_test:0.46479722599125584
 ==  Epoch: 56 | Training Loss: 0.423087
ACC_train:0.3804573804573805
auc_train:0.03924633150994181
f1_weighted_train:0.3999386318663427
f1_macro_train:0.2756024096385542
 ==  Epoch: 56 | val Loss: 0.416407
ACC_val:0.39669421487603307
auc_val:0.10784313725490195
f1_weighted_val:0.41220435162732383
f1_macro_val:0.2947704590818363
 ==  Epoch: 56 | test Loss: 0.401993
ACC_test:0.5466666666666666
auc_test:0.4272486772486772
f1_weighted_test:0.5576588628762541
f1_macro_test:0.46697324414715713
 ==  Epoch: 57 | Training Loss: 0.419118
ACC_train:0.42411642411642414
auc_train:0.031735695059477285
f1_weighted_train:0.43216534895367015
f1_macro_train:0.2978102189781022
 ==  Epoch: 57 | val Loss: 0.414539
ACC_val:0.4380165289256198
auc_val:0.10682893847194051
f1_weighted_val:0.442777518464622
f1_macro_val:0.3166112956810631
 ==  Epoch: 57 | test Loss: 0.400042
ACC_test:0.56
auc_test:0.42724867724867727
f1_weighted_test:0.5683809523809524
f1_macro_test:0.47619047619047616
 ==  Epoch: 58 | Training Loss: 0.418194
ACC_train:0.4261954261954262
auc_train:0.04725622992098636
f1_weighted_train:0.4336507397731888
f1_macro_train:0.29883381924198255
 ==  Epoch: 58 | val Loss: 0.413024
ACC_val:0.45454545454545453
auc_val:0.10953346855983775
f1_weighted_val:0.45454545454545453
f1_macro_val:0.3250507099391481
 ==  Epoch: 58 | test Loss: 0.399164
ACC_test:0.5733333333333334
auc_test:0.42504409171075835
f1_weighted_test:0.5763008041730059
f1_macro_test:0.4783742664638122
 ==  Epoch: 59 | Training Loss: 0.416953
ACC_train:0.42203742203742206
auc_train:0.034926630198836496
f1_weighted_train:0.4306756148861413
f1_macro_train:0.2967836257309942
 ==  Epoch: 59 | val Loss: 0.410789
ACC_val:0.49586776859504134
auc_val:0.11764705882352942
f1_weighted_val:0.48290347426964997
f1_macro_val:0.3454819544205019
 ==  Epoch: 59 | test Loss: 0.397951
ACC_test:0.5733333333333334
auc_test:0.4235008818342152
f1_weighted_test:0.5626888426888427
f1_macro_test:0.44559944559944564
 ==  Epoch: 60 | Training Loss: 0.412184
ACC_train:0.4656964656964657
auc_train:0.04918815663801337
f1_weighted_train:0.4624391793666332
f1_macro_train:0.32107295265190006
 ==  Epoch: 60 | val Loss: 0.406415
ACC_val:0.5867768595041323
auc_val:0.1230561189993239
f1_weighted_val:0.5406029377321243
f1_macro_val:0.3876518218623482
 ==  Epoch: 60 | test Loss: 0.394868
ACC_test:0.6133333333333333
auc_test:0.4212962962962963
f1_weighted_test:0.5864347826086955
f1_macro_test:0.45962732919254656
 ==  Epoch: 61 | Training Loss: 0.407892
ACC_train:0.5280665280665281
auc_train:0.05079447772857513
f1_weighted_train:0.5014835871978729
f1_macro_train:0.345578231292517
 ==  Epoch: 61 | val Loss: 0.399641
ACC_val:0.6528925619834711
auc_val:0.13116970926301555
f1_weighted_val:0.5680165289256197
f1_macro_val:0.39499999999999996
 ==  Epoch: 61 | test Loss: 0.389560
ACC_test:0.6333333333333333
auc_test:0.4177689594356261
f1_weighted_test:0.5818506070375197
f1_macro_test:0.43411756636257626
 ==  Epoch: 62 | Training Loss: 0.398665
ACC_train:0.6340956340956341
auc_train:0.047364765129808105
f1_weighted_train:0.5631027386752578
f1_macro_train:0.38804071246819344
 ==  Epoch: 62 | val Loss: 0.391988
ACC_val:0.7024793388429752
auc_val:0.13793103448275862
f1_weighted_val:0.5933563347508627
f1_macro_val:0.412621359223301
 ==  Epoch: 62 | test Loss: 0.383087
ACC_test:0.7
auc_test:0.41887125220458554
f1_weighted_test:0.6038516525103018
f1_macro_test:0.4323437894205701
 ==  Epoch: 63 | Training Loss: 0.394209
ACC_train:0.6652806652806653
auc_train:0.06546843796127462
f1_weighted_train:0.5797327145641752
f1_macro_train:0.3995006242197253
 ==  Epoch: 63 | val Loss: 0.389440
ACC_val:0.71900826446281
auc_val:0.12474645030425963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 63 | test Loss: 0.379194
ACC_test:0.7
auc_test:0.4226190476190476
f1_weighted_test:0.5929411764705882
f1_macro_test:0.4117647058823529
 ==  Epoch: 64 | Training Loss: 0.392776
ACC_train:0.6902286902286903
auc_train:0.04826560736302855
f1_weighted_train:0.5925948656575962
f1_macro_train:0.40836408364083643
 ==  Epoch: 64 | val Loss: 0.386815
ACC_val:0.71900826446281
auc_val:0.12271805273833672
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 64 | test Loss: 0.376234
ACC_test:0.72
auc_test:0.42173721340388004
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 65 | Training Loss: 0.391159
ACC_train:0.7130977130977131
auc_train:0.045563080663367186
f1_weighted_train:0.6040560725026745
f1_macro_train:0.4162621359223301
 ==  Epoch: 65 | val Loss: 0.383236
ACC_val:0.71900826446281
auc_val:0.12474645030425964
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 65 | test Loss: 0.372984
ACC_test:0.72
auc_test:0.4206349206349206
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 66 | Training Loss: 0.389205
ACC_train:0.7234927234927235
auc_train:0.046756967960406355
f1_weighted_train:0.6091651640505681
f1_macro_train:0.41978287092882993
 ==  Epoch: 66 | val Loss: 0.380022
ACC_val:0.71900826446281
auc_val:0.12542258282623395
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 66 | test Loss: 0.370235
ACC_test:0.72
auc_test:0.4210758377425044
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 67 | Training Loss: 0.383700
ACC_train:0.7255717255717256
auc_train:0.044456021533385424
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 67 | val Loss: 0.376866
ACC_val:0.71900826446281
auc_val:0.12339418526031103
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 67 | test Loss: 0.367226
ACC_test:0.72
auc_test:0.4246031746031746
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 68 | Training Loss: 0.382281
ACC_train:0.7255717255717256
auc_train:0.04391334548927671
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 68 | val Loss: 0.374373
ACC_val:0.71900826446281
auc_val:0.1244083840432725
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 68 | test Loss: 0.364839
ACC_test:0.72
auc_test:0.4246031746031746
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 69 | Training Loss: 0.380212
ACC_train:0.7255717255717256
auc_train:0.04896023269948771
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 69 | val Loss: 0.372859
ACC_val:0.71900826446281
auc_val:0.12339418526031103
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 69 | test Loss: 0.363675
ACC_test:0.72
auc_test:0.4221781305114638
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 70 | Training Loss: 0.377201
ACC_train:0.7255717255717256
auc_train:0.058294260658157494
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 70 | val Loss: 0.370853
ACC_val:0.71900826446281
auc_val:0.1257606490872211
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 70 | test Loss: 0.362077
ACC_test:0.72
auc_test:0.419973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 71 | Training Loss: 0.376719
ACC_train:0.7255717255717256
auc_train:0.05148910306503429
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 71 | val Loss: 0.369353
ACC_val:0.71900826446281
auc_val:0.12204192021636241
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 71 | test Loss: 0.360408
ACC_test:0.72
auc_test:0.4195326278659611
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 72 | Training Loss: 0.370265
ACC_train:0.7255717255717256
auc_train:0.061843361986628445
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 72 | val Loss: 0.362560
ACC_val:0.71900826446281
auc_val:0.12508451656524677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 72 | test Loss: 0.354386
ACC_test:0.72
auc_test:0.419973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 73 | Training Loss: 0.365390
ACC_train:0.7255717255717256
auc_train:0.05701354519406093
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 73 | val Loss: 0.357805
ACC_val:0.71900826446281
auc_val:0.12035158891142664
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 73 | test Loss: 0.349354
ACC_test:0.72
auc_test:0.4281305114638448
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 74 | Training Loss: 0.358559
ACC_train:0.7255717255717256
auc_train:0.07120995050794476
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 74 | val Loss: 0.350157
ACC_val:0.71900826446281
auc_val:0.13353617308992566
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 74 | test Loss: 0.343692
ACC_test:0.72
auc_test:0.42923280423280424
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 75 | Training Loss: 0.350309
ACC_train:0.7255717255717256
auc_train:0.06160458452722061
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 75 | val Loss: 0.339039
ACC_val:0.71900826446281
auc_val:0.15821501014198783
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 75 | test Loss: 0.335695
ACC_test:0.72
auc_test:0.4208553791887126
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 76 | Training Loss: 0.346588
ACC_train:0.7255717255717256
auc_train:0.08242163757923071
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 76 | val Loss: 0.336861
ACC_val:0.71900826446281
auc_val:0.1659905341446924
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 76 | test Loss: 0.334041
ACC_test:0.72
auc_test:0.4217372134038801
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 77 | Training Loss: 0.344171
ACC_train:0.7255717255717256
auc_train:0.07873144047929151
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 77 | val Loss: 0.334139
ACC_val:0.71900826446281
auc_val:0.1680189317106153
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 77 | test Loss: 0.331379
ACC_test:0.72
auc_test:0.42261904761904767
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 78 | Training Loss: 0.342689
ACC_train:0.7255717255717256
auc_train:0.08346357558391944
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 78 | val Loss: 0.329785
ACC_val:0.71900826446281
auc_val:0.18492224475997296
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 78 | test Loss: 0.328365
ACC_test:0.72
auc_test:0.41644620811287486
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 79 | Training Loss: 0.336580
ACC_train:0.7255717255717256
auc_train:0.09553269080489711
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 79 | val Loss: 0.325467
ACC_val:0.71900826446281
auc_val:0.1768086544962813
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 79 | test Loss: 0.323757
ACC_test:0.72
auc_test:0.4149029982363316
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 80 | Training Loss: 0.332452
ACC_train:0.7255717255717256
auc_train:0.10813362854910133
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 80 | val Loss: 0.322190
ACC_val:0.71900826446281
auc_val:0.17917511832319138
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 80 | test Loss: 0.320955
ACC_test:0.72
auc_test:0.4120370370370371
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 81 | Training Loss: 0.332507
ACC_train:0.7255717255717256
auc_train:0.10339063992359122
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 81 | val Loss: 0.322209
ACC_val:0.71900826446281
auc_val:0.17342799188640973
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 81 | test Loss: 0.321245
ACC_test:0.72
auc_test:0.40652557319223986
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 82 | Training Loss: 0.333623
ACC_train:0.7255717255717256
auc_train:0.1396631067118173
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 82 | val Loss: 0.322728
ACC_val:0.71900826446281
auc_val:0.2109533468559838
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 82 | test Loss: 0.323452
ACC_test:0.72
auc_test:0.4142416225749559
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 83 | Training Loss: 0.332235
ACC_train:0.7255717255717256
auc_train:0.14259355735000434
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 83 | val Loss: 0.323316
ACC_val:0.71900826446281
auc_val:0.158553076402975
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 83 | test Loss: 0.321629
ACC_test:0.72
auc_test:0.40410052910052907
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 84 | Training Loss: 0.332980
ACC_train:0.7255717255717256
auc_train:0.1347573152730746
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 84 | val Loss: 0.323639
ACC_val:0.71900826446281
auc_val:0.1605814739688979
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 84 | test Loss: 0.321599
ACC_test:0.72
auc_test:0.4115961199294533
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 85 | Training Loss: 0.330228
ACC_train:0.7255717255717256
auc_train:0.15537900494920553
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 85 | val Loss: 0.320415
ACC_val:0.71900826446281
auc_val:0.18289384719405002
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 85 | test Loss: 0.319784
ACC_test:0.72
auc_test:0.41644620811287475
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 86 | Training Loss: 0.323876
ACC_train:0.7255717255717256
auc_train:0.19401753928974558
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 86 | val Loss: 0.313195
ACC_val:0.71900826446281
auc_val:0.2691007437457742
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 86 | test Loss: 0.315931
ACC_test:0.72
auc_test:0.41931216931216936
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 87 | Training Loss: 0.322349
ACC_train:0.7255717255717256
auc_train:0.15963358513501782
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 87 | val Loss: 0.311441
ACC_val:0.71900826446281
auc_val:0.22684246112238
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 87 | test Loss: 0.312721
ACC_test:0.72
auc_test:0.4118165784832451
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 88 | Training Loss: 0.317319
ACC_train:0.7255717255717256
auc_train:0.22959538074151256
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 88 | val Loss: 0.308999
ACC_val:0.71900826446281
auc_val:0.20351588911426638
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 88 | test Loss: 0.309394
ACC_test:0.72
auc_test:0.40498236331569665
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 89 | Training Loss: 0.314151
ACC_train:0.7255717255717256
auc_train:0.20526178692367802
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 89 | val Loss: 0.305263
ACC_val:0.71900826446281
auc_val:0.21940500338066266
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 89 | test Loss: 0.306005
ACC_test:0.72
auc_test:0.4248236331569665
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 90 | Training Loss: 0.309586
ACC_train:0.7255717255717256
auc_train:0.2824520274377008
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 90 | val Loss: 0.300757
ACC_val:0.71900826446281
auc_val:0.27417173766058145
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 90 | test Loss: 0.302791
ACC_test:0.72
auc_test:0.45017636684303347
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 91 | Training Loss: 0.305793
ACC_train:0.7255717255717256
auc_train:0.24731918034210298
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 91 | val Loss: 0.296041
ACC_val:0.71900826446281
auc_val:0.38438133874239355
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 91 | test Loss: 0.300208
ACC_test:0.72
auc_test:0.4537037037037037
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 92 | Training Loss: 0.305127
ACC_train:0.7255717255717256
auc_train:0.3118976295910394
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 92 | val Loss: 0.294989
ACC_val:0.71900826446281
auc_val:0.3779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 92 | test Loss: 0.298347
ACC_test:0.72
auc_test:0.4572310405643739
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 93 | Training Loss: 0.303058
ACC_train:0.7255717255717256
auc_train:0.2975709820265694
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 93 | val Loss: 0.294259
ACC_val:0.71900826446281
auc_val:0.3664638269100744
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 93 | test Loss: 0.297189
ACC_test:0.72
auc_test:0.46428571428571425
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 94 | Training Loss: 0.302791
ACC_train:0.7255717255717256
auc_train:0.3207975167144222
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 94 | val Loss: 0.292117
ACC_val:0.71900826446281
auc_val:0.42190669371196754
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 94 | test Loss: 0.295886
ACC_test:0.72
auc_test:0.4574514991181658
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 95 | Training Loss: 0.299349
ACC_train:0.7255717255717256
auc_train:0.3532386906312408
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 95 | val Loss: 0.288582
ACC_val:0.71900826446281
auc_val:0.5480054090601758
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 95 | test Loss: 0.294282
ACC_test:0.72
auc_test:0.45260141093474426
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 96 | Training Loss: 0.299489
ACC_train:0.7255717255717256
auc_train:0.382478075887818
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 96 | val Loss: 0.290873
ACC_val:0.71900826446281
auc_val:0.4776876267748479
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 96 | test Loss: 0.295298
ACC_test:0.72
auc_test:0.43253968253968256
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 97 | Training Loss: 0.311252
ACC_train:0.7255717255717256
auc_train:0.27559260224016674
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 97 | val Loss: 0.304111
ACC_val:0.71900826446281
auc_val:0.24881676808654496
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 97 | test Loss: 0.303499
ACC_test:0.72
auc_test:0.43033509700176364
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 98 | Training Loss: 0.299882
ACC_train:0.7255717255717256
auc_train:0.380546149170791
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 98 | val Loss: 0.292710
ACC_val:0.71900826446281
auc_val:0.4192021636240703
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 98 | test Loss: 0.294937
ACC_test:0.72
auc_test:0.45458553791887124
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 99 | Training Loss: 0.293121
ACC_train:0.7255717255717256
auc_train:0.4831661891117478
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 99 | val Loss: 0.285122
ACC_val:0.71900826446281
auc_val:0.5828262339418526
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 99 | test Loss: 0.290275
ACC_test:0.72
auc_test:0.46340388007054667
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 100 | Training Loss: 0.291184
ACC_train:0.7255717255717256
auc_train:0.4867587045237475
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 100 | val Loss: 0.283147
ACC_val:0.71900826446281
auc_val:0.603448275862069
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 100 | test Loss: 0.288713
ACC_test:0.72
auc_test:0.47332451499118167
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 101 | Training Loss: 0.290784
ACC_train:0.7255717255717256
auc_train:0.4715637752887037
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 101 | val Loss: 0.281386
ACC_val:0.71900826446281
auc_val:0.6298174442190669
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 101 | test Loss: 0.287139
ACC_test:0.72
auc_test:0.466931216931217
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 102 | Training Loss: 0.285366
ACC_train:0.7255717255717256
auc_train:0.5970955978119301
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 102 | val Loss: 0.277629
ACC_val:0.71900826446281
auc_val:0.6977687626774849
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 102 | test Loss: 0.284939
ACC_test:0.72
auc_test:0.4777336860670194
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 103 | Training Loss: 0.282985
ACC_train:0.7255717255717256
auc_train:0.6765433706694451
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 103 | val Loss: 0.273713
ACC_val:0.71900826446281
auc_val:0.7552400270453009
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 103 | test Loss: 0.282695
ACC_test:0.72
auc_test:0.4880952380952381
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 104 | Training Loss: 0.284040
ACC_train:0.7255717255717256
auc_train:0.6050403750976816
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 104 | val Loss: 0.274133
ACC_val:0.71900826446281
auc_val:0.7407031778228532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 104 | test Loss: 0.281801
ACC_test:0.72
auc_test:0.4889770723104057
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 105 | Training Loss: 0.281316
ACC_train:0.7255717255717256
auc_train:0.6713336806460016
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 105 | val Loss: 0.271660
ACC_val:0.71900826446281
auc_val:0.7677484787018256
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 105 | test Loss: 0.280909
ACC_test:0.72
auc_test:0.5085978835978836
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 106 | Training Loss: 0.278670
ACC_train:0.7255717255717256
auc_train:0.7333181384040982
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 106 | val Loss: 0.270191
ACC_val:0.71900826446281
auc_val:0.7836375929682218
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 106 | test Loss: 0.279671
ACC_test:0.72
auc_test:0.5231481481481481
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 107 | Training Loss: 0.275720
ACC_train:0.7255717255717256
auc_train:0.766953199617956
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 107 | val Loss: 0.268574
ACC_val:0.71900826446281
auc_val:0.8035835023664638
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 107 | test Loss: 0.278161
ACC_test:0.72
auc_test:0.5339506172839507
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 108 | Training Loss: 0.274183
ACC_train:0.7255717255717256
auc_train:0.7865546583311627
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 108 | val Loss: 0.267085
ACC_val:0.71900826446281
auc_val:0.8228532792427316
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 108 | test Loss: 0.276902
ACC_test:0.72
auc_test:0.5194003527336861
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 109 | Training Loss: 0.277635
ACC_train:0.7255717255717256
auc_train:0.7353368932881826
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 109 | val Loss: 0.271123
ACC_val:0.71900826446281
auc_val:0.7650439486139282
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 109 | test Loss: 0.278956
ACC_test:0.72
auc_test:0.4971340388007054
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 110 | Training Loss: 0.289074
ACC_train:0.7255717255717256
auc_train:0.5635473647651298
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 110 | val Loss: 0.281031
ACC_val:0.71900826446281
auc_val:0.6845841784989858
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 110 | test Loss: 0.287710
ACC_test:0.72
auc_test:0.47178130511463845
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 111 | Training Loss: 0.281578
ACC_train:0.7255717255717256
auc_train:0.663573413215247
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 111 | val Loss: 0.272628
ACC_val:0.71900826446281
auc_val:0.7565922920892496
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 111 | test Loss: 0.281070
ACC_test:0.72
auc_test:0.48104056437389775
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 112 | Training Loss: 0.273939
ACC_train:0.7255717255717256
auc_train:0.7466571155682904
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 112 | val Loss: 0.268194
ACC_val:0.71900826446281
auc_val:0.762001352265044
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 112 | test Loss: 0.276170
ACC_test:0.72
auc_test:0.48302469135802467
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 113 | Training Loss: 0.271159
ACC_train:0.7255717255717256
auc_train:0.7902448554311018
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 113 | val Loss: 0.267821
ACC_val:0.71900826446281
auc_val:0.7457741717376605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 113 | test Loss: 0.275533
ACC_test:0.72
auc_test:0.4947089947089947
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 114 | Training Loss: 0.274878
ACC_train:0.7255717255717256
auc_train:0.7443778761830337
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 114 | val Loss: 0.270365
ACC_val:0.71900826446281
auc_val:0.7133198106828939
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 114 | test Loss: 0.277938
ACC_test:0.72
auc_test:0.4971340388007055
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 115 | Training Loss: 0.274766
ACC_train:0.7255717255717256
auc_train:0.7425761917165928
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 115 | val Loss: 0.272592
ACC_val:0.71900826446281
auc_val:0.6747802569303584
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 115 | test Loss: 0.278668
ACC_test:0.72
auc_test:0.5011022927689593
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 116 | Training Loss: 0.271724
ACC_train:0.7255717255717256
auc_train:0.7551879829816792
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 116 | val Loss: 0.267452
ACC_val:0.71900826446281
auc_val:0.7376605814739688
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 116 | test Loss: 0.274945
ACC_test:0.72
auc_test:0.5055114638447972
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 117 | Training Loss: 0.267452
ACC_train:0.7255717255717256
auc_train:0.8251172180255275
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 117 | val Loss: 0.263134
ACC_val:0.71900826446281
auc_val:0.7927653820148749
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 117 | test Loss: 0.272603
ACC_test:0.72
auc_test:0.5085978835978835
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 118 | Training Loss: 0.265250
ACC_train:0.7255717255717256
auc_train:0.8361443952418164
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 118 | val Loss: 0.260249
ACC_val:0.71900826446281
auc_val:0.8144016227180528
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 118 | test Loss: 0.271030
ACC_test:0.72
auc_test:0.5028659611992945
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 119 | Training Loss: 0.266943
ACC_train:0.7255717255717256
auc_train:0.7800425458018581
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 119 | val Loss: 0.262131
ACC_val:0.71900826446281
auc_val:0.77552400270453
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 119 | test Loss: 0.271578
ACC_test:0.72
auc_test:0.49603174603174605
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 120 | Training Loss: 0.268972
ACC_train:0.7255717255717256
auc_train:0.7696774333593819
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 120 | val Loss: 0.264477
ACC_val:0.71900826446281
auc_val:0.7295469912102772
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 120 | test Loss: 0.272194
ACC_test:0.72
auc_test:0.49514991181657847
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 121 | Training Loss: 0.266668
ACC_train:0.7255717255717256
auc_train:0.7956716158721889
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 121 | val Loss: 0.262003
ACC_val:0.71900826446281
auc_val:0.768762677484787
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 121 | test Loss: 0.271603
ACC_test:0.72
auc_test:0.49933862433862436
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 122 | Training Loss: 0.262473
ACC_train:0.7255717255717256
auc_train:0.8540852652600504
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 122 | val Loss: 0.259482
ACC_val:0.71900826446281
auc_val:0.7998647734956051
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 122 | test Loss: 0.270340
ACC_test:0.72
auc_test:0.5
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 123 | Training Loss: 0.264086
ACC_train:0.7255717255717256
auc_train:0.8338543023356777
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 123 | val Loss: 0.263206
ACC_val:0.71900826446281
auc_val:0.7454361054766734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 123 | test Loss: 0.271762
ACC_test:0.72
auc_test:0.5055114638447972
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 124 | Training Loss: 0.263416
ACC_train:0.7255717255717256
auc_train:0.8309672657810194
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 124 | val Loss: 0.262675
ACC_val:0.71900826446281
auc_val:0.7467883705206221
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 124 | test Loss: 0.270731
ACC_test:0.72
auc_test:0.5081569664902998
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 125 | Training Loss: 0.261553
ACC_train:0.7255717255717256
auc_train:0.8335286967092125
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 125 | val Loss: 0.258207
ACC_val:0.71900826446281
auc_val:0.7931034482758621
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 125 | test Loss: 0.268848
ACC_test:0.72
auc_test:0.5041887125220459
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 126 | Training Loss: 0.262215
ACC_train:0.7255717255717256
auc_train:0.7988408439697837
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 126 | val Loss: 0.257267
ACC_val:0.71900826446281
auc_val:0.7870182555780932
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 126 | test Loss: 0.268099
ACC_test:0.72
auc_test:0.4991181657848325
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 127 | Training Loss: 0.262306
ACC_train:0.7255717255717256
auc_train:0.781779109143006
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 127 | val Loss: 0.260411
ACC_val:0.71900826446281
auc_val:0.7116294793779581
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 127 | test Loss: 0.268630
ACC_test:0.72
auc_test:0.4887566137566137
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 128 | Training Loss: 0.270264
ACC_train:0.7255717255717256
auc_train:0.7320265694191195
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 128 | val Loss: 0.273579
ACC_val:0.71900826446281
auc_val:0.5831643002028398
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 128 | test Loss: 0.276363
ACC_test:0.72
auc_test:0.48258377425044086
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 129 | Training Loss: 0.258211
ACC_train:0.7255717255717256
auc_train:0.8410827472432058
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 129 | val Loss: 0.258808
ACC_val:0.71900826446281
auc_val:0.7217714672075727
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 129 | test Loss: 0.267314
ACC_test:0.72
auc_test:0.48765432098765427
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 130 | Training Loss: 0.265368
ACC_train:0.7255717255717256
auc_train:0.7826908048971086
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 130 | val Loss: 0.262496
ACC_val:0.71900826446281
auc_val:0.7197430696416498
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 130 | test Loss: 0.270882
ACC_test:0.72
auc_test:0.4977954144620811
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 131 | Training Loss: 0.267779
ACC_train:0.7255717255717256
auc_train:0.7733567769384387
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 131 | val Loss: 0.269114
ACC_val:0.71900826446281
auc_val:0.6899932386747802
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 131 | test Loss: 0.275687
ACC_test:0.72
auc_test:0.4958112874779541
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 132 | Training Loss: 0.256669
ACC_train:0.7255717255717256
auc_train:0.8674459494660067
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 132 | val Loss: 0.257943
ACC_val:0.71900826446281
auc_val:0.7478025693035835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 132 | test Loss: 0.267027
ACC_test:0.72
auc_test:0.5011022927689595
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 133 | Training Loss: 0.253330
ACC_train:0.7255717255717256
auc_train:0.8808500477554919
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 133 | val Loss: 0.252032
ACC_val:0.71900826446281
auc_val:0.7873563218390804
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 133 | test Loss: 0.263014
ACC_test:0.72
auc_test:0.4991181657848325
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 134 | Training Loss: 0.254922
ACC_train:0.7255717255717256
auc_train:0.8301423981939742
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 134 | val Loss: 0.252934
ACC_val:0.71900826446281
auc_val:0.7836375929682218
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 134 | test Loss: 0.263875
ACC_test:0.72
auc_test:0.5052910052910053
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 135 | Training Loss: 0.259265
ACC_train:0.7255717255717256
auc_train:0.8311626291568985
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 135 | val Loss: 0.257966
ACC_val:0.71900826446281
auc_val:0.7521974306964165
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 135 | test Loss: 0.267352
ACC_test:0.72
auc_test:0.49889770723104054
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 136 | Training Loss: 0.255927
ACC_train:0.7255717255717256
auc_train:0.8199509420856126
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 136 | val Loss: 0.255870
ACC_val:0.71900826446281
auc_val:0.7670723461798512
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 136 | test Loss: 0.265813
ACC_test:0.72
auc_test:0.5024250440917107
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 137 | Training Loss: 0.251507
ACC_train:0.7255717255717256
auc_train:0.8679343579057046
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 137 | val Loss: 0.252941
ACC_val:0.71900826446281
auc_val:0.7792427315753887
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 137 | test Loss: 0.263395
ACC_test:0.72
auc_test:0.5050705467372134
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 138 | Training Loss: 0.254047
ACC_train:0.7255717255717256
auc_train:0.8789832421637578
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 138 | val Loss: 0.256776
ACC_val:0.71900826446281
auc_val:0.764367816091954
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 138 | test Loss: 0.265961
ACC_test:0.72
auc_test:0.5055114638447972
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 139 | Training Loss: 0.261169
ACC_train:0.7255717255717256
auc_train:0.8169445168012504
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 139 | val Loss: 0.262649
ACC_val:0.71900826446281
auc_val:0.7589587559161596
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 139 | test Loss: 0.270983
ACC_test:0.72
auc_test:0.5046296296296295
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 140 | Training Loss: 0.258101
ACC_train:0.7255717255717256
auc_train:0.8443388035078578
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 140 | val Loss: 0.259362
ACC_val:0.71900826446281
auc_val:0.7789046653144016
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 140 | test Loss: 0.268743
ACC_test:0.72
auc_test:0.5046296296296297
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 141 | Training Loss: 0.255143
ACC_train:0.7255717255717256
auc_train:0.8673265607363029
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 141 | val Loss: 0.254919
ACC_val:0.71900826446281
auc_val:0.7816091954022988
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 141 | test Loss: 0.264922
ACC_test:0.72
auc_test:0.5017636684303352
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 142 | Training Loss: 0.255989
ACC_train:0.7255717255717256
auc_train:0.8485065555266128
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 142 | val Loss: 0.259677
ACC_val:0.71900826446281
auc_val:0.7471264367816092
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 142 | test Loss: 0.267783
ACC_test:0.72
auc_test:0.4951499118165785
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 143 | Training Loss: 0.258295
ACC_train:0.7255717255717256
auc_train:0.847833637231918
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 143 | val Loss: 0.263221
ACC_val:0.71900826446281
auc_val:0.7298850574712644
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 143 | test Loss: 0.270303
ACC_test:0.72
auc_test:0.4896384479717813
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 144 | Training Loss: 0.252731
ACC_train:0.7255717255717256
auc_train:0.8383693670226622
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 144 | val Loss: 0.256805
ACC_val:0.71900826446281
auc_val:0.7552400270453009
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 144 | test Loss: 0.265694
ACC_test:0.72
auc_test:0.4898589065255732
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 145 | Training Loss: 0.248187
ACC_train:0.7255717255717256
auc_train:0.8720912564035773
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 145 | val Loss: 0.250431
ACC_val:0.71900826446281
auc_val:0.77315753887762
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 145 | test Loss: 0.260839
ACC_test:0.72
auc_test:0.4949294532627866
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 146 | Training Loss: 0.250626
ACC_train:0.7255717255717256
auc_train:0.8300772770686811
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 146 | val Loss: 0.253314
ACC_val:0.71900826446281
auc_val:0.7596348884381339
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 146 | test Loss: 0.262678
ACC_test:0.72
auc_test:0.49360670194003525
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 147 | Training Loss: 0.251747
ACC_train:0.7255717255717256
auc_train:0.8589693496570288
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 147 | val Loss: 0.254773
ACC_val:0.71900826446281
auc_val:0.762339418526031
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 147 | test Loss: 0.264031
ACC_test:0.72
auc_test:0.49845679012345684
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 148 | Training Loss: 0.242893
ACC_train:0.7255717255717256
auc_train:0.9128787878787878
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 148 | val Loss: 0.247858
ACC_val:0.71900826446281
auc_val:0.8008789722785665
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 148 | test Loss: 0.260233
ACC_test:0.72
auc_test:0.5026455026455027
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 149 | Training Loss: 0.237773
ACC_train:0.7255717255717256
auc_train:0.9169054441260746
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 149 | val Loss: 0.239891
ACC_val:0.71900826446281
auc_val:0.8417849898580122
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 149 | test Loss: 0.255455
ACC_test:0.72
auc_test:0.5072751322751322
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 150 | Training Loss: 0.240524
ACC_train:0.7255717255717256
auc_train:0.9086567682556221
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 150 | val Loss: 0.241064
ACC_val:0.71900826446281
auc_val:0.8262339418526031
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 150 | test Loss: 0.255603
ACC_test:0.72
auc_test:0.5072751322751323
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 151 | Training Loss: 0.240659
ACC_train:0.7255717255717256
auc_train:0.8934835460623426
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 151 | val Loss: 0.245882
ACC_val:0.71900826446281
auc_val:0.7812711291413117
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 151 | test Loss: 0.257361
ACC_test:0.72
auc_test:0.5024250440917108
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 152 | Training Loss: 0.241109
ACC_train:0.7255717255717256
auc_train:0.8965225319093514
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 152 | val Loss: 0.242854
ACC_val:0.71900826446281
auc_val:0.7958079783637593
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 152 | test Loss: 0.255425
ACC_test:0.72
auc_test:0.5024250440917107
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 153 | Training Loss: 0.234656
ACC_train:0.7255717255717256
auc_train:0.9030346444386559
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 153 | val Loss: 0.238234
ACC_val:0.71900826446281
auc_val:0.8238674780256929
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 153 | test Loss: 0.252944
ACC_test:0.72
auc_test:0.5059523809523809
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 154 | Training Loss: 0.233744
ACC_train:0.7255717255717256
auc_train:0.9063558218286012
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 154 | val Loss: 0.237757
ACC_val:0.71900826446281
auc_val:0.8286004056795132
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 154 | test Loss: 0.252957
ACC_test:0.72
auc_test:0.5070546737213404
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 155 | Training Loss: 0.239730
ACC_train:0.7255717255717256
auc_train:0.8883606842059564
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 155 | val Loss: 0.244320
ACC_val:0.71900826446281
auc_val:0.808316430020284
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 155 | test Loss: 0.257060
ACC_test:0.72
auc_test:0.5088183421516754
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 156 | Training Loss: 0.241124
ACC_train:0.7255717255717256
auc_train:0.8971086220369888
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 156 | val Loss: 0.242766
ACC_val:0.71900826446281
auc_val:0.8235294117647058
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 156 | test Loss: 0.256165
ACC_test:0.72
auc_test:0.5099206349206349
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 157 | Training Loss: 0.237782
ACC_train:0.7255717255717256
auc_train:0.942986454805939
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 157 | val Loss: 0.240955
ACC_val:0.71900826446281
auc_val:0.8242055442866802
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 157 | test Loss: 0.254899
ACC_test:0.72
auc_test:0.5121252204585538
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 158 | Training Loss: 0.237566
ACC_train:0.7255717255717256
auc_train:0.9014717374316228
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 158 | val Loss: 0.242901
ACC_val:0.71900826446281
auc_val:0.8174442190669371
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 158 | test Loss: 0.255803
ACC_test:0.72
auc_test:0.5110229276895943
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 159 | Training Loss: 0.238936
ACC_train:0.7255717255717256
auc_train:0.9022314838933748
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 159 | val Loss: 0.245981
ACC_val:0.71900826446281
auc_val:0.7934415145368492
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 159 | test Loss: 0.257346
ACC_test:0.72
auc_test:0.5090388007054674
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 160 | Training Loss: 0.238786
ACC_train:0.7255717255717256
auc_train:0.895806199531128
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 160 | val Loss: 0.244266
ACC_val:0.71900826446281
auc_val:0.7978363759296822
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 160 | test Loss: 0.255803
ACC_test:0.72
auc_test:0.5070546737213404
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 161 | Training Loss: 0.237848
ACC_train:0.7255717255717256
auc_train:0.9015911261613268
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 161 | val Loss: 0.242166
ACC_val:0.71900826446281
auc_val:0.8157538877620013
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 161 | test Loss: 0.254550
ACC_test:0.72
auc_test:0.5127865961199295
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 162 | Training Loss: 0.239557
ACC_train:0.7255717255717256
auc_train:0.9129330554831988
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 162 | val Loss: 0.244468
ACC_val:0.71900826446281
auc_val:0.8286004056795132
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 162 | test Loss: 0.256784
ACC_test:0.72
auc_test:0.5147707231040564
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 163 | Training Loss: 0.237456
ACC_train:0.7255717255717256
auc_train:0.9148432751584614
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 163 | val Loss: 0.243301
ACC_val:0.71900826446281
auc_val:0.8356997971602435
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 163 | test Loss: 0.256300
ACC_test:0.72
auc_test:0.5149911816578483
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 164 | Training Loss: 0.233789
ACC_train:0.7255717255717256
auc_train:0.9018516106624989
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 164 | val Loss: 0.240939
ACC_val:0.71900826446281
auc_val:0.8316430020283976
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 164 | test Loss: 0.254411
ACC_test:0.72
auc_test:0.5160934744268078
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 165 | Training Loss: 0.235301
ACC_train:0.7255717255717256
auc_train:0.9236997481983155
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 165 | val Loss: 0.241147
ACC_val:0.71900826446281
auc_val:0.8292765382014874
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 165 | test Loss: 0.254306
ACC_test:0.72
auc_test:0.5156525573192239
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 166 | Training Loss: 0.237628
ACC_train:0.7255717255717256
auc_train:0.9154076582443345
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 166 | val Loss: 0.244376
ACC_val:0.71900826446281
auc_val:0.8231913455037188
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 166 | test Loss: 0.256208
ACC_test:0.72
auc_test:0.5127865961199295
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 167 | Training Loss: 0.237798
ACC_train:0.7255717255717256
auc_train:0.8879265433706695
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 167 | val Loss: 0.242514
ACC_val:0.71900826446281
auc_val:0.8248816768086545
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 167 | test Loss: 0.254882
ACC_test:0.72
auc_test:0.5171957671957672
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 168 | Training Loss: 0.232960
ACC_train:0.7255717255717256
auc_train:0.9052162021359729
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 168 | val Loss: 0.239677
ACC_val:0.71900826446281
auc_val:0.8340094658553077
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 168 | test Loss: 0.253095
ACC_test:0.72
auc_test:0.5182980599647267
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 169 | Training Loss: 0.235332
ACC_train:0.7255717255717256
auc_train:0.9024702613527829
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 169 | val Loss: 0.240725
ACC_val:0.71900826446281
auc_val:0.8319810682893848
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 169 | test Loss: 0.253737
ACC_test:0.72
auc_test:0.5160934744268078
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 170 | Training Loss: 0.232746
ACC_train:0.7255717255717256
auc_train:0.9373968915516193
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 170 | val Loss: 0.239431
ACC_val:0.71900826446281
auc_val:0.8336713995943205
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 170 | test Loss: 0.252714
ACC_test:0.72
auc_test:0.5167548500881834
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 171 | Training Loss: 0.233367
ACC_train:0.7255717255717256
auc_train:0.9138990188417124
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 171 | val Loss: 0.237709
ACC_val:0.71900826446281
auc_val:0.8323191345503719
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 171 | test Loss: 0.251570
ACC_test:0.72
auc_test:0.5169753086419753
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 172 | Training Loss: 0.231239
ACC_train:0.7255717255717256
auc_train:0.9223322045671616
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 172 | val Loss: 0.237374
ACC_val:0.71900826446281
auc_val:0.8343475321162948
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 172 | test Loss: 0.251583
ACC_test:0.72
auc_test:0.5182980599647267
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 173 | Training Loss: 0.228735
ACC_train:0.7255717255717256
auc_train:0.9124880611270296
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 173 | val Loss: 0.236309
ACC_val:0.71900826446281
auc_val:0.8356997971602435
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 173 | test Loss: 0.250942
ACC_test:0.72
auc_test:0.5180776014109347
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 174 | Training Loss: 0.226778
ACC_train:0.7255717255717256
auc_train:0.9354649648345923
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 174 | val Loss: 0.234220
ACC_val:0.71900826446281
auc_val:0.8384043272481406
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 174 | test Loss: 0.249616
ACC_test:0.72
auc_test:0.5160934744268078
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 175 | Training Loss: 0.228331
ACC_train:0.7255717255717256
auc_train:0.9248719284535903
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 175 | val Loss: 0.233979
ACC_val:0.71900826446281
auc_val:0.8380662609871534
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 175 | test Loss: 0.249308
ACC_test:0.72
auc_test:0.5154320987654321
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 176 | Training Loss: 0.225936
ACC_train:0.7255717255717256
auc_train:0.9163302075193193
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 176 | val Loss: 0.233836
ACC_val:0.71900826446281
auc_val:0.8377281947261663
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 176 | test Loss: 0.249122
ACC_test:0.72
auc_test:0.5160934744268078
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 177 | Training Loss: 0.224257
ACC_train:0.7255717255717256
auc_train:0.9533732742901798
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 177 | val Loss: 0.231882
ACC_val:0.71900826446281
auc_val:0.8380662609871534
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 177 | test Loss: 0.247947
ACC_test:0.72
auc_test:0.5182980599647267
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 178 | Training Loss: 0.223931
ACC_train:0.7255717255717256
auc_train:0.9403381957106884
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 178 | val Loss: 0.231740
ACC_val:0.71900826446281
auc_val:0.8404327248140636
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 178 | test Loss: 0.247875
ACC_test:0.72
auc_test:0.5187389770723103
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 179 | Training Loss: 0.227990
ACC_train:0.7255717255717256
auc_train:0.9050425458018582
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 179 | val Loss: 0.232630
ACC_val:0.71900826446281
auc_val:0.8384043272481405
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 179 | test Loss: 0.248168
ACC_test:0.72
auc_test:0.5182980599647267
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 180 | Training Loss: 0.223857
ACC_train:0.7255717255717256
auc_train:0.8977381262481549
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 180 | val Loss: 0.232141
ACC_val:0.71900826446281
auc_val:0.8343475321162948
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 180 | test Loss: 0.247579
ACC_test:0.72
auc_test:0.5187389770723104
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 181 | Training Loss: 0.221898
ACC_train:0.7255717255717256
auc_train:0.928518711470001
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 181 | val Loss: 0.232594
ACC_val:0.71900826446281
auc_val:0.828262339418526
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 181 | test Loss: 0.247490
ACC_test:0.72
auc_test:0.5180776014109347
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 182 | Training Loss: 0.226364
ACC_train:0.7255717255717256
auc_train:0.910458452722063
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 182 | val Loss: 0.235333
ACC_val:0.71900826446281
auc_val:0.8323191345503719
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 182 | test Loss: 0.248654
ACC_test:0.72
auc_test:0.5207231040564374
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 183 | Training Loss: 0.220792
ACC_train:0.7255717255717256
auc_train:0.9273899452982548
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 183 | val Loss: 0.229336
ACC_val:0.71900826446281
auc_val:0.8336713995943205
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 183 | test Loss: 0.245321
ACC_test:0.72
auc_test:0.5182980599647267
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 184 | Training Loss: 0.219050
ACC_train:0.7255717255717256
auc_train:0.9354432577928281
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 184 | val Loss: 0.229502
ACC_val:0.71900826446281
auc_val:0.8485463150777552
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 184 | test Loss: 0.246116
ACC_test:0.72
auc_test:0.5213844797178131
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 185 | Training Loss: 0.219832
ACC_train:0.7255717255717256
auc_train:0.9506598940696364
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 185 | val Loss: 0.228754
ACC_val:0.71900826446281
auc_val:0.8580121703853956
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 185 | test Loss: 0.246190
ACC_test:0.72
auc_test:0.525352733686067
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 186 | Training Loss: 0.219724
ACC_train:0.7255717255717256
auc_train:0.920921246852479
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 186 | val Loss: 0.225609
ACC_val:0.71900826446281
auc_val:0.8539553752535497
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 186 | test Loss: 0.243919
ACC_test:0.72
auc_test:0.5264550264550265
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 187 | Training Loss: 0.218788
ACC_train:0.7255717255717256
auc_train:0.9320352522358254
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 187 | val Loss: 0.226340
ACC_val:0.71900826446281
auc_val:0.8532792427315753
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 187 | test Loss: 0.244067
ACC_test:0.72
auc_test:0.5240299823633157
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 188 | Training Loss: 0.219715
ACC_train:0.7255717255717256
auc_train:0.9546974038378051
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 188 | val Loss: 0.227756
ACC_val:0.71900826446281
auc_val:0.8539553752535497
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 188 | test Loss: 0.244547
ACC_test:0.72
auc_test:0.5231481481481481
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 189 | Training Loss: 0.216507
ACC_train:0.7255717255717256
auc_train:0.9363549535469305
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 189 | val Loss: 0.226415
ACC_val:0.71900826446281
auc_val:0.8505747126436782
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 189 | test Loss: 0.243541
ACC_test:0.72
auc_test:0.5235890652557319
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 190 | Training Loss: 0.217711
ACC_train:0.7255717255717256
auc_train:0.9146153512199358
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 190 | val Loss: 0.226058
ACC_val:0.71900826446281
auc_val:0.8505747126436781
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 190 | test Loss: 0.243333
ACC_test:0.72
auc_test:0.5257936507936508
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 191 | Training Loss: 0.221234
ACC_train:0.7255717255717256
auc_train:0.9331640184075715
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 191 | val Loss: 0.227882
ACC_val:0.71900826446281
auc_val:0.8630831643002028
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 191 | test Loss: 0.244895
ACC_test:0.72
auc_test:0.5279982363315696
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 192 | Training Loss: 0.217742
ACC_train:0.7255717255717256
auc_train:0.9468177476773465
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 192 | val Loss: 0.227523
ACC_val:0.71900826446281
auc_val:0.8583502366463825
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 192 | test Loss: 0.244290
ACC_test:0.72
auc_test:0.5255731922398589
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 193 | Training Loss: 0.219246
ACC_train:0.7255717255717256
auc_train:0.9373317704263263
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 193 | val Loss: 0.226153
ACC_val:0.71900826446281
auc_val:0.8529411764705883
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 193 | test Loss: 0.243206
ACC_test:0.72
auc_test:0.5260141093474426
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 194 | Training Loss: 0.219738
ACC_train:0.7255717255717256
auc_train:0.9273573847356084
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 194 | val Loss: 0.226098
ACC_val:0.71900826446281
auc_val:0.8563218390804598
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 194 | test Loss: 0.243200
ACC_test:0.72
auc_test:0.5268959435626102
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 195 | Training Loss: 0.216357
ACC_train:0.7255717255717256
auc_train:0.9357905704610576
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 195 | val Loss: 0.226019
ACC_val:0.71900826446281
auc_val:0.8583502366463828
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 195 | test Loss: 0.243181
ACC_test:0.72
auc_test:0.5260141093474426
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 196 | Training Loss: 0.214045
ACC_train:0.7255717255717256
auc_train:0.9434097421203439
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 196 | val Loss: 0.224735
ACC_val:0.71900826446281
auc_val:0.8512508451656524
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 196 | test Loss: 0.242028
ACC_test:0.72
auc_test:0.525573192239859
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 197 | Training Loss: 0.218028
ACC_train:0.7255717255717256
auc_train:0.9118477033949813
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 197 | val Loss: 0.223834
ACC_val:0.71900826446281
auc_val:0.852603110209601
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 197 | test Loss: 0.241674
ACC_test:0.72
auc_test:0.5262345679012346
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 198 | Training Loss: 0.213591
ACC_train:0.7255717255717256
auc_train:0.9551641052357385
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 198 | val Loss: 0.223156
ACC_val:0.71900826446281
auc_val:0.8569979716024341
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 198 | test Loss: 0.241905
ACC_test:0.72
auc_test:0.5282186948853616
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 199 | Training Loss: 0.212889
ACC_train:0.7255717255717256
auc_train:0.9403816097942173
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 199 | val Loss: 0.221099
ACC_val:0.71900826446281
auc_val:0.8569979716024341
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 199 | test Loss: 0.240973
ACC_test:0.72
auc_test:0.5266754850088183
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 200 | Training Loss: 0.212997
ACC_train:0.7255717255717256
auc_train:0.9204436919336634
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 200 | val Loss: 0.220257
ACC_val:0.71900826446281
auc_val:0.8573360378634212
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 200 | test Loss: 0.240825
ACC_test:0.72
auc_test:0.5266754850088183
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 201 | Training Loss: 0.210723
ACC_train:0.7255717255717256
auc_train:0.9622297473300339
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 201 | val Loss: 0.222244
ACC_val:0.71900826446281
auc_val:0.8610547667342799
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 201 | test Loss: 0.241755
ACC_test:0.72
auc_test:0.531305114638448
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 202 | Training Loss: 0.210266
ACC_train:0.7255717255717256
auc_train:0.9492814969176
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 202 | val Loss: 0.220070
ACC_val:0.71900826446281
auc_val:0.8597025016903312
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 202 | test Loss: 0.240657
ACC_test:0.72
auc_test:0.5295414462081128
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 203 | Training Loss: 0.211270
ACC_train:0.7255717255717256
auc_train:0.9323608578622906
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 203 | val Loss: 0.218455
ACC_val:0.71900826446281
auc_val:0.8603786342123056
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 203 | test Loss: 0.239629
ACC_test:0.72
auc_test:0.5299823633156967
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 204 | Training Loss: 0.207165
ACC_train:0.7255717255717256
auc_train:0.9665928627246678
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 204 | val Loss: 0.218516
ACC_val:0.71900826446281
auc_val:0.8708586883029075
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 204 | test Loss: 0.239798
ACC_test:0.72
auc_test:0.5359347442680775
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 205 | Training Loss: 0.210978
ACC_train:0.7255717255717256
auc_train:0.9434314491621082
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 205 | val Loss: 0.219033
ACC_val:0.71900826446281
auc_val:0.8634212305611899
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 205 | test Loss: 0.239594
ACC_test:0.72
auc_test:0.5308641975308642
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 206 | Training Loss: 0.208257
ACC_train:0.7255717255717256
auc_train:0.952331336285491
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 206 | val Loss: 0.219211
ACC_val:0.71900826446281
auc_val:0.8583502366463827
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 206 | test Loss: 0.239323
ACC_test:0.72
auc_test:0.5304232804232805
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 207 | Training Loss: 0.208925
ACC_train:0.7255717255717256
auc_train:0.9590171051489104
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 207 | val Loss: 0.220083
ACC_val:0.71900826446281
auc_val:0.8657876943881001
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 207 | test Loss: 0.239894
ACC_test:0.72
auc_test:0.5352733686067019
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 208 | Training Loss: 0.208291
ACC_train:0.7255717255717256
auc_train:0.9666362768081966
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 208 | val Loss: 0.219678
ACC_val:0.71900826446281
auc_val:0.8637592968221771
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 208 | test Loss: 0.239609
ACC_test:0.72
auc_test:0.5341710758377425
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 209 | Training Loss: 0.211788
ACC_train:0.7255717255717256
auc_train:0.9370495788833897
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 209 | val Loss: 0.219107
ACC_val:0.71900826446281
auc_val:0.8610547667342799
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 209 | test Loss: 0.239303
ACC_test:0.72
auc_test:0.533289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 210 | Training Loss: 0.209173
ACC_train:0.7255717255717256
auc_train:0.9560432404271946
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 210 | val Loss: 0.219657
ACC_val:0.71900826446281
auc_val:0.8681541582150102
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 210 | test Loss: 0.239657
ACC_test:0.72
auc_test:0.5376984126984127
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 211 | Training Loss: 0.210875
ACC_train:0.7255717255717256
auc_train:0.9433229139532865
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 211 | val Loss: 0.219056
ACC_val:0.71900826446281
auc_val:0.8668018931710616
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 211 | test Loss: 0.239287
ACC_test:0.72
auc_test:0.5368165784832452
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 212 | Training Loss: 0.209825
ACC_train:0.7255717255717256
auc_train:0.9193149257619171
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 212 | val Loss: 0.218062
ACC_val:0.71900826446281
auc_val:0.8620689655172414
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 212 | test Loss: 0.238550
ACC_test:0.72
auc_test:0.5341710758377425
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 213 | Training Loss: 0.207415
ACC_train:0.7255717255717256
auc_train:0.9598202656941912
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 213 | val Loss: 0.217857
ACC_val:0.71900826446281
auc_val:0.8657876943881001
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 213 | test Loss: 0.238480
ACC_test:0.72
auc_test:0.5388007054673721
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 214 | Training Loss: 0.207089
ACC_train:0.7255717255717256
auc_train:0.970283059824607
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 214 | val Loss: 0.217494
ACC_val:0.71900826446281
auc_val:0.8664638269100744
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 214 | test Loss: 0.238159
ACC_test:0.72
auc_test:0.5396825396825397
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 215 | Training Loss: 0.206829
ACC_train:0.7255717255717256
auc_train:0.9525375531822524
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 215 | val Loss: 0.216773
ACC_val:0.71900826446281
auc_val:0.861392832995267
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 215 | test Loss: 0.237664
ACC_test:0.72
auc_test:0.5348324514991182
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 216 | Training Loss: 0.207575
ACC_train:0.7255717255717256
auc_train:0.939372232352175
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 216 | val Loss: 0.215478
ACC_val:0.71900826446281
auc_val:0.8718728870858687
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 216 | test Loss: 0.237674
ACC_test:0.72
auc_test:0.5425485008818343
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 217 | Training Loss: 0.204382
ACC_train:0.7255717255717256
auc_train:0.9465572631761744
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 217 | val Loss: 0.213795
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 217 | test Loss: 0.237517
ACC_test:0.72
auc_test:0.544973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 218 | Training Loss: 0.203104
ACC_train:0.7255717255717256
auc_train:0.9624685247894417
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 218 | val Loss: 0.214721
ACC_val:0.71900826446281
auc_val:0.8701825557809331
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 218 | test Loss: 0.237415
ACC_test:0.72
auc_test:0.541005291005291
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 219 | Training Loss: 0.204832
ACC_train:0.7255717255717256
auc_train:0.9604497699053572
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 219 | val Loss: 0.215172
ACC_val:0.71900826446281
auc_val:0.8725490196078433
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 219 | test Loss: 0.237484
ACC_test:0.72
auc_test:0.541005291005291
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 220 | Training Loss: 0.205607
ACC_train:0.7255717255717256
auc_train:0.9498350264825909
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 220 | val Loss: 0.215678
ACC_val:0.71900826446281
auc_val:0.8732251521298174
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 220 | test Loss: 0.237438
ACC_test:0.72
auc_test:0.5456349206349206
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 221 | Training Loss: 0.204784
ACC_train:0.7255717255717256
auc_train:0.9388729703915952
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 221 | val Loss: 0.216383
ACC_val:0.71900826446281
auc_val:0.8607167004732927
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 221 | test Loss: 0.236932
ACC_test:0.72
auc_test:0.5346119929453262
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 222 | Training Loss: 0.205368
ACC_train:0.7255717255717256
auc_train:0.9351067986454806
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 222 | val Loss: 0.216198
ACC_val:0.71900826446281
auc_val:0.8597025016903312
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 222 | test Loss: 0.236667
ACC_test:0.72
auc_test:0.5357142857142857
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 223 | Training Loss: 0.204310
ACC_train:0.7255717255717256
auc_train:0.9705761048884258
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 223 | val Loss: 0.215847
ACC_val:0.71900826446281
auc_val:0.8640973630831643
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 223 | test Loss: 0.236760
ACC_test:0.72
auc_test:0.5414462081128748
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 224 | Training Loss: 0.205852
ACC_train:0.7255717255717256
auc_train:0.9219631848571677
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 224 | val Loss: 0.215217
ACC_val:0.71900826446281
auc_val:0.8647734956051386
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 224 | test Loss: 0.236700
ACC_test:0.72
auc_test:0.5388007054673721
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 225 | Training Loss: 0.204910
ACC_train:0.7255717255717256
auc_train:0.9530910827472432
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 225 | val Loss: 0.214633
ACC_val:0.71900826446281
auc_val:0.8668018931710616
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 225 | test Loss: 0.236664
ACC_test:0.72
auc_test:0.5374779541446209
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 226 | Training Loss: 0.202229
ACC_train:0.7255717255717256
auc_train:0.9445602153338543
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 226 | val Loss: 0.214617
ACC_val:0.71900826446281
auc_val:0.8701825557809331
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 226 | test Loss: 0.236756
ACC_test:0.72
auc_test:0.542989417989418
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 227 | Training Loss: 0.203800
ACC_train:0.7255717255717256
auc_train:0.9535686376660588
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 227 | val Loss: 0.214649
ACC_val:0.71900826446281
auc_val:0.8647734956051385
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 227 | test Loss: 0.236317
ACC_test:0.72
auc_test:0.5414462081128748
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 228 | Training Loss: 0.203452
ACC_train:0.7255717255717256
auc_train:0.9586914995224451
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 228 | val Loss: 0.215017
ACC_val:0.71900826446281
auc_val:0.8593644354293442
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 228 | test Loss: 0.235887
ACC_test:0.72
auc_test:0.5357142857142858
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 229 | Training Loss: 0.202478
ACC_train:0.7255717255717256
auc_train:0.9320026916731787
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 229 | val Loss: 0.215076
ACC_val:0.71900826446281
auc_val:0.8664638269100744
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 229 | test Loss: 0.235787
ACC_test:0.72
auc_test:0.5447530864197531
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 230 | Training Loss: 0.201755
ACC_train:0.7255717255717256
auc_train:0.9525266996613702
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 230 | val Loss: 0.214693
ACC_val:0.71900826446281
auc_val:0.8647734956051385
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 230 | test Loss: 0.235517
ACC_test:0.72
auc_test:0.5434303350970018
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 231 | Training Loss: 0.202161
ACC_train:0.7255717255717256
auc_train:0.9357688634192932
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 231 | val Loss: 0.213751
ACC_val:0.71900826446281
auc_val:0.8580121703853956
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 231 | test Loss: 0.235099
ACC_test:0.72
auc_test:0.5374779541446207
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 232 | Training Loss: 0.199200
ACC_train:0.7255717255717256
auc_train:0.9586480854389164
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 232 | val Loss: 0.211702
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 232 | test Loss: 0.235175
ACC_test:0.72
auc_test:0.5553350970017636
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 233 | Training Loss: 0.197290
ACC_train:0.7255717255717256
auc_train:0.962425110705913
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 233 | val Loss: 0.211275
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 233 | test Loss: 0.235157
ACC_test:0.72
auc_test:0.5485008818342152
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 234 | Training Loss: 0.199537
ACC_train:0.7255717255717256
auc_train:0.9526895024746027
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 234 | val Loss: 0.211073
ACC_val:0.71900826446281
auc_val:0.8678160919540231
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 234 | test Loss: 0.234675
ACC_test:0.72
auc_test:0.541005291005291
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 235 | Training Loss: 0.197413
ACC_train:0.7255717255717256
auc_train:0.9512025701137449
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 235 | val Loss: 0.210540
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 235 | test Loss: 0.234701
ACC_test:0.72
auc_test:0.5476190476190477
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 236 | Training Loss: 0.197295
ACC_train:0.7255717255717256
auc_train:0.9694147781540332
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 236 | val Loss: 0.210378
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 236 | test Loss: 0.234417
ACC_test:0.72
auc_test:0.5559964726631393
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 237 | Training Loss: 0.198179
ACC_train:0.7255717255717256
auc_train:0.952646088391074
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 237 | val Loss: 0.211739
ACC_val:0.71900826446281
auc_val:0.8624070317782285
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 237 | test Loss: 0.234246
ACC_test:0.72
auc_test:0.5403439153439153
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 238 | Training Loss: 0.199732
ACC_train:0.7255717255717256
auc_train:0.9477620039940957
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 238 | val Loss: 0.212086
ACC_val:0.71900826446281
auc_val:0.8590263691683568
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 238 | test Loss: 0.234082
ACC_test:0.72
auc_test:0.5374779541446209
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 239 | Training Loss: 0.196582
ACC_train:0.7255717255717256
auc_train:0.9717157245810542
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 239 | val Loss: 0.210293
ACC_val:0.71900826446281
auc_val:0.8725490196078431
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 239 | test Loss: 0.233974
ACC_test:0.72
auc_test:0.5529100529100529
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 240 | Training Loss: 0.195463
ACC_train:0.7255717255717256
auc_train:0.968524789441695
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 240 | val Loss: 0.209861
ACC_val:0.71900826446281
auc_val:0.8708586883029074
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 240 | test Loss: 0.233781
ACC_test:0.72
auc_test:0.550925925925926
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 241 | Training Loss: 0.195173
ACC_train:0.7255717255717256
auc_train:0.9530693757054789
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 241 | val Loss: 0.209839
ACC_val:0.71900826446281
auc_val:0.8644354293441514
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 241 | test Loss: 0.233648
ACC_test:0.72
auc_test:0.5421075837742505
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 242 | Training Loss: 0.194102
ACC_train:0.7255717255717256
auc_train:0.9619041417035686
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 242 | val Loss: 0.208627
ACC_val:0.71900826446281
auc_val:0.8688302907369845
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 242 | test Loss: 0.233493
ACC_test:0.72
auc_test:0.5485008818342152
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 243 | Training Loss: 0.192266
ACC_train:0.7255717255717256
auc_train:0.9721715724581055
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 243 | val Loss: 0.205456
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 243 | test Loss: 0.232952
ACC_test:0.72
auc_test:0.5579805996472663
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 244 | Training Loss: 0.194057
ACC_train:0.7255717255717256
auc_train:0.969024051402275
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 244 | val Loss: 0.208331
ACC_val:0.71900826446281
auc_val:0.8695064232589588
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 244 | test Loss: 0.233117
ACC_test:0.72
auc_test:0.5504850088183422
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 245 | Training Loss: 0.193824
ACC_train:0.7255717255717256
auc_train:0.9495528349396544
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 245 | val Loss: 0.208434
ACC_val:0.71900826446281
auc_val:0.8651115618661257
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 245 | test Loss: 0.233126
ACC_test:0.72
auc_test:0.5438712522045855
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 246 | Training Loss: 0.194124
ACC_train:0.7255717255717256
auc_train:0.9692194147781541
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 246 | val Loss: 0.206625
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 246 | test Loss: 0.233104
ACC_test:0.72
auc_test:0.5542328042328042
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 247 | Training Loss: 0.194519
ACC_train:0.7255717255717256
auc_train:0.9735825301727881
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 247 | val Loss: 0.206207
ACC_val:0.71900826446281
auc_val:0.8799864773495606
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 247 | test Loss: 0.232991
ACC_test:0.72
auc_test:0.5548941798941799
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 248 | Training Loss: 0.193469
ACC_train:0.7255717255717256
auc_train:0.9548710601719198
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 248 | val Loss: 0.207199
ACC_val:0.71900826446281
auc_val:0.8691683569979716
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 248 | test Loss: 0.232981
ACC_test:0.72
auc_test:0.5445326278659612
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 249 | Training Loss: 0.193887
ACC_train:0.7255717255717256
auc_train:0.9619584093079796
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 249 | val Loss: 0.207494
ACC_val:0.71900826446281
auc_val:0.8657876943881
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 249 | test Loss: 0.232920
ACC_test:0.72
auc_test:0.5456349206349207
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 250 | Training Loss: 0.192695
ACC_train:0.7255717255717256
auc_train:0.9646066684032301
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 250 | val Loss: 0.206110
ACC_val:0.71900826446281
auc_val:0.8755916159567275
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 250 | test Loss: 0.232785
ACC_test:0.72
auc_test:0.5524691358024691
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 251 | Training Loss: 0.191319
ACC_train:0.7255717255717256
auc_train:0.9757206737865763
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 251 | val Loss: 0.206147
ACC_val:0.71900826446281
auc_val:0.8742393509127789
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 251 | test Loss: 0.232678
ACC_test:0.72
auc_test:0.550925925925926
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 252 | Training Loss: 0.191999
ACC_train:0.7255717255717256
auc_train:0.9630003473126683
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 252 | val Loss: 0.207038
ACC_val:0.71900826446281
auc_val:0.8654496281271129
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 252 | test Loss: 0.232665
ACC_test:0.72
auc_test:0.5507054673721341
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 253 | Training Loss: 0.189277
ACC_train:0.7255717255717256
auc_train:0.9610358600329947
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 253 | val Loss: 0.207169
ACC_val:0.71900826446281
auc_val:0.8661257606490872
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 253 | test Loss: 0.232646
ACC_test:0.72
auc_test:0.5451940035273368
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 254 | Training Loss: 0.189673
ACC_train:0.7255717255717256
auc_train:0.9723560823131023
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 254 | val Loss: 0.205761
ACC_val:0.71900826446281
auc_val:0.8755916159567275
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 254 | test Loss: 0.232532
ACC_test:0.72
auc_test:0.5546737213403881
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 255 | Training Loss: 0.191553
ACC_train:0.7255717255717256
auc_train:0.9751020230962925
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 255 | val Loss: 0.205160
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 255 | test Loss: 0.232347
ACC_test:0.72
auc_test:0.5579805996472663
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 256 | Training Loss: 0.194219
ACC_train:0.7255717255717256
auc_train:0.9600807501953634
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 256 | val Loss: 0.206444
ACC_val:0.71900826446281
auc_val:0.8711967545638944
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 256 | test Loss: 0.232326
ACC_test:0.72
auc_test:0.5553350970017636
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 257 | Training Loss: 0.190150
ACC_train:0.7255717255717256
auc_train:0.9637709472953027
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 257 | val Loss: 0.206932
ACC_val:0.71900826446281
auc_val:0.8651115618661257
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 257 | test Loss: 0.232250
ACC_test:0.72
auc_test:0.5500440917107583
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 258 | Training Loss: 0.188921
ACC_train:0.7255717255717256
auc_train:0.9588217417730311
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 258 | val Loss: 0.205778
ACC_val:0.71900826446281
auc_val:0.8735632183908045
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 258 | test Loss: 0.232104
ACC_test:0.72
auc_test:0.5575396825396826
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 259 | Training Loss: 0.187779
ACC_train:0.7255717255717256
auc_train:0.9713032907875315
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 259 | val Loss: 0.204971
ACC_val:0.71900826446281
auc_val:0.8752535496957404
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 259 | test Loss: 0.231941
ACC_test:0.72
auc_test:0.5579805996472663
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 260 | Training Loss: 0.191158
ACC_train:0.7255717255717256
auc_train:0.9666145697664322
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 260 | val Loss: 0.205928
ACC_val:0.71900826446281
auc_val:0.8715348208248817
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 260 | test Loss: 0.231927
ACC_test:0.72
auc_test:0.5568783068783069
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 261 | Training Loss: 0.189694
ACC_train:0.7255717255717256
auc_train:0.9602001389250673
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 261 | val Loss: 0.206206
ACC_val:0.71900826446281
auc_val:0.8681541582150102
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 261 | test Loss: 0.231890
ACC_test:0.72
auc_test:0.5548941798941799
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 262 | Training Loss: 0.187487
ACC_train:0.7255717255717256
auc_train:0.9721715724581055
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 262 | val Loss: 0.205128
ACC_val:0.71900826446281
auc_val:0.876605814739689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 262 | test Loss: 0.231902
ACC_test:0.72
auc_test:0.5577601410934745
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 263 | Training Loss: 0.189207
ACC_train:0.7255717255717256
auc_train:0.9749283667621776
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 263 | val Loss: 0.204595
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 263 | test Loss: 0.231783
ACC_test:0.72
auc_test:0.5599647266313933
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 264 | Training Loss: 0.188605
ACC_train:0.7255717255717256
auc_train:0.966234696535556
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 264 | val Loss: 0.205549
ACC_val:0.71900826446281
auc_val:0.8749154834347532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 264 | test Loss: 0.231677
ACC_test:0.72
auc_test:0.5575396825396826
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 265 | Training Loss: 0.190580
ACC_train:0.7255717255717256
auc_train:0.967971259876704
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 265 | val Loss: 0.206105
ACC_val:0.71900826446281
auc_val:0.869844489519946
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 265 | test Loss: 0.231595
ACC_test:0.72
auc_test:0.5584215167548502
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 266 | Training Loss: 0.189029
ACC_train:0.7255717255717256
auc_train:0.9719870626031085
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 266 | val Loss: 0.205542
ACC_val:0.71900826446281
auc_val:0.8749154834347531
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 266 | test Loss: 0.231579
ACC_test:0.72
auc_test:0.5588624338624338
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 267 | Training Loss: 0.190654
ACC_train:0.7255717255717256
auc_train:0.9764912737692107
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 267 | val Loss: 0.205292
ACC_val:0.71900826446281
auc_val:0.8732251521298174
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 267 | test Loss: 0.231439
ACC_test:0.72
auc_test:0.560626102292769
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 268 | Training Loss: 0.187301
ACC_train:0.7255717255717256
auc_train:0.9578232178518711
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 268 | val Loss: 0.205749
ACC_val:0.71900826446281
auc_val:0.8715348208248817
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 268 | test Loss: 0.231354
ACC_test:0.72
auc_test:0.558641975308642
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 269 | Training Loss: 0.187368
ACC_train:0.7255717255717256
auc_train:0.9698055049057914
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 269 | val Loss: 0.205644
ACC_val:0.71900826446281
auc_val:0.8711967545638944
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 269 | test Loss: 0.231242
ACC_test:0.72
auc_test:0.5597442680776015
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 270 | Training Loss: 0.185844
ACC_train:0.7255717255717256
auc_train:0.9829599722149865
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 270 | val Loss: 0.204864
ACC_val:0.71900826446281
auc_val:0.8742393509127789
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 270 | test Loss: 0.231155
ACC_test:0.72
auc_test:0.560405643738977
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 271 | Training Loss: 0.186219
ACC_train:0.7255717255717256
auc_train:0.9839584961361465
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 271 | val Loss: 0.204466
ACC_val:0.71900826446281
auc_val:0.8749154834347532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 271 | test Loss: 0.231151
ACC_test:0.72
auc_test:0.5621693121693121
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 272 | Training Loss: 0.190005
ACC_train:0.7255717255717256
auc_train:0.9489884518537813
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 272 | val Loss: 0.204822
ACC_val:0.71900826446281
auc_val:0.8752535496957404
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 272 | test Loss: 0.231108
ACC_test:0.72
auc_test:0.560626102292769
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 273 | Training Loss: 0.189342
ACC_train:0.7255717255717256
auc_train:0.9665928627246678
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 273 | val Loss: 0.204922
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 273 | test Loss: 0.231037
ACC_test:0.72
auc_test:0.560405643738977
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 274 | Training Loss: 0.185928
ACC_train:0.7255717255717256
auc_train:0.9765346878527394
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 274 | val Loss: 0.204625
ACC_val:0.71900826446281
auc_val:0.8752535496957404
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 274 | test Loss: 0.230991
ACC_test:0.72
auc_test:0.562610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 275 | Training Loss: 0.188070
ACC_train:0.7255717255717256
auc_train:0.9748198315533558
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 275 | val Loss: 0.204564
ACC_val:0.71900826446281
auc_val:0.8755916159567275
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 275 | test Loss: 0.230972
ACC_test:0.72
auc_test:0.562610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 276 | Training Loss: 0.190084
ACC_train:0.7255717255717256
auc_train:0.958930276981853
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 276 | val Loss: 0.204744
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 276 | test Loss: 0.230928
ACC_test:0.72
auc_test:0.5617283950617284
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 277 | Training Loss: 0.188437
ACC_train:0.7255717255717256
auc_train:0.9734088738386732
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 277 | val Loss: 0.204256
ACC_val:0.71900826446281
auc_val:0.8755916159567275
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 277 | test Loss: 0.230828
ACC_test:0.72
auc_test:0.562610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 278 | Training Loss: 0.187806
ACC_train:0.7255717255717256
auc_train:0.9719545020404619
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 278 | val Loss: 0.204561
ACC_val:0.71900826446281
auc_val:0.8742393509127788
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 278 | test Loss: 0.230741
ACC_test:0.72
auc_test:0.562610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 279 | Training Loss: 0.187748
ACC_train:0.7255717255717256
auc_train:0.9703698879916646
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 279 | val Loss: 0.204829
ACC_val:0.71900826446281
auc_val:0.8725490196078431
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 279 | test Loss: 0.230707
ACC_test:0.72
auc_test:0.5630511463844797
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 280 | Training Loss: 0.188423
ACC_train:0.7255717255717256
auc_train:0.9584744291048016
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 280 | val Loss: 0.204477
ACC_val:0.71900826446281
auc_val:0.8732251521298174
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 280 | test Loss: 0.230658
ACC_test:0.72
auc_test:0.5648148148148148
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 281 | Training Loss: 0.185786
ACC_train:0.7255717255717256
auc_train:0.9695558739255015
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 281 | val Loss: 0.203933
ACC_val:0.71900826446281
auc_val:0.8742393509127788
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 281 | test Loss: 0.230630
ACC_test:0.72
auc_test:0.562389770723104
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 282 | Training Loss: 0.186338
ACC_train:0.7255717255717256
auc_train:0.9666471303290788
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 282 | val Loss: 0.203483
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 282 | test Loss: 0.230623
ACC_test:0.72
auc_test:0.564373897707231
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 283 | Training Loss: 0.188913
ACC_train:0.7255717255717256
auc_train:0.9577580967265781
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 283 | val Loss: 0.203569
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 283 | test Loss: 0.230655
ACC_test:0.72
auc_test:0.5637125220458553
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 284 | Training Loss: 0.182692
ACC_train:0.7255717255717256
auc_train:0.9841321524702613
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 284 | val Loss: 0.203597
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 284 | test Loss: 0.230766
ACC_test:0.72
auc_test:0.5641534391534391
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 285 | Training Loss: 0.185288
ACC_train:0.7255717255717256
auc_train:0.9737344794651385
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 285 | val Loss: 0.204578
ACC_val:0.71900826446281
auc_val:0.8749154834347532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 285 | test Loss: 0.230731
ACC_test:0.72
auc_test:0.5632716049382716
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 286 | Training Loss: 0.188147
ACC_train:0.7255717255717256
auc_train:0.9649648345923417
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 286 | val Loss: 0.205815
ACC_val:0.71900826446281
auc_val:0.8698444895199459
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 286 | test Loss: 0.230636
ACC_test:0.72
auc_test:0.5628306878306879
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 287 | Training Loss: 0.187328
ACC_train:0.7255717255717256
auc_train:0.985608231310237
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 287 | val Loss: 0.206114
ACC_val:0.71900826446281
auc_val:0.8725490196078433
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 287 | test Loss: 0.230680
ACC_test:0.72
auc_test:0.5659171075837743
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 288 | Training Loss: 0.188809
ACC_train:0.7255717255717256
auc_train:0.9741252062168968
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 288 | val Loss: 0.206454
ACC_val:0.71900826446281
auc_val:0.8728870858688303
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 288 | test Loss: 0.230700
ACC_test:0.72
auc_test:0.5661375661375662
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 289 | Training Loss: 0.185191
ACC_train:0.7255717255717256
auc_train:0.9688069809846314
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 289 | val Loss: 0.206530
ACC_val:0.71900826446281
auc_val:0.867816091954023
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 289 | test Loss: 0.230600
ACC_test:0.72
auc_test:0.5621693121693122
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 290 | Training Loss: 0.185846
ACC_train:0.7255717255717256
auc_train:0.9684162542328731
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 290 | val Loss: 0.205895
ACC_val:0.71900826446281
auc_val:0.8749154834347531
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 290 | test Loss: 0.230497
ACC_test:0.72
auc_test:0.5681216931216931
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 291 | Training Loss: 0.187462
ACC_train:0.7255717255717256
auc_train:0.9706629330554832
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 291 | val Loss: 0.205142
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 291 | test Loss: 0.230467
ACC_test:0.72
auc_test:0.5685626102292769
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 292 | Training Loss: 0.187548
ACC_train:0.7255717255717256
auc_train:0.9708257358687158
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 292 | val Loss: 0.204897
ACC_val:0.71900826446281
auc_val:0.8742393509127789
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 292 | test Loss: 0.230348
ACC_test:0.72
auc_test:0.5652557319223985
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 293 | Training Loss: 0.186379
ACC_train:0.7255717255717256
auc_train:0.9788356342797604
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 293 | val Loss: 0.204741
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 293 | test Loss: 0.230339
ACC_test:0.72
auc_test:0.5637125220458554
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 294 | Training Loss: 0.186013
ACC_train:0.7255717255717256
auc_train:0.9853260397673005
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 294 | val Loss: 0.204373
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 294 | test Loss: 0.230294
ACC_test:0.72
auc_test:0.5674603174603174
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 295 | Training Loss: 0.187319
ACC_train:0.7255717255717256
auc_train:0.9751345836589389
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 295 | val Loss: 0.204645
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 295 | test Loss: 0.230170
ACC_test:0.72
auc_test:0.568342151675485
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 296 | Training Loss: 0.186133
ACC_train:0.7255717255717256
auc_train:0.9681557697317009
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 296 | val Loss: 0.204715
ACC_val:0.71900826446281
auc_val:0.8722109533468559
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 296 | test Loss: 0.230130
ACC_test:0.72
auc_test:0.5676807760141094
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 297 | Training Loss: 0.181318
ACC_train:0.7255717255717256
auc_train:0.9761439611009811
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 297 | val Loss: 0.204512
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 297 | test Loss: 0.230207
ACC_test:0.72
auc_test:0.5681216931216931
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 298 | Training Loss: 0.181639
ACC_train:0.7255717255717256
auc_train:0.9850655552661284
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 298 | val Loss: 0.203967
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 298 | test Loss: 0.230201
ACC_test:0.72
auc_test:0.5698853615520282
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 299 | Training Loss: 0.183710
ACC_train:0.7255717255717256
auc_train:0.9766432230615611
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 299 | val Loss: 0.204248
ACC_val:0.71900826446281
auc_val:0.8752535496957404
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 299 | test Loss: 0.230087
ACC_test:0.72
auc_test:0.5701058201058201
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 300 | Training Loss: 0.184344
ACC_train:0.7255717255717256
auc_train:0.9666145697664322
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 300 | val Loss: 0.204915
ACC_val:0.71900826446281
auc_val:0.8711967545638946
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 300 | test Loss: 0.230030
ACC_test:0.72
auc_test:0.5705467372134039
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 301 | Training Loss: 0.182019
ACC_train:0.7255717255717256
auc_train:0.9694690457584441
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 301 | val Loss: 0.204902
ACC_val:0.71900826446281
auc_val:0.8735632183908046
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 301 | test Loss: 0.230025
ACC_test:0.72
auc_test:0.5709876543209876
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 302 | Training Loss: 0.186791
ACC_train:0.7255717255717256
auc_train:0.958756620647738
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 302 | val Loss: 0.204422
ACC_val:0.71900826446281
auc_val:0.8745774171737661
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 302 | test Loss: 0.230028
ACC_test:0.72
auc_test:0.5718694885361552
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 303 | Training Loss: 0.181177
ACC_train:0.7255717255717256
auc_train:0.9662238430146739
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 303 | val Loss: 0.203690
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 303 | test Loss: 0.229980
ACC_test:0.72
auc_test:0.5705467372134039
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 304 | Training Loss: 0.182757
ACC_train:0.7255717255717256
auc_train:0.9790527046974038
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 304 | val Loss: 0.202913
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 304 | test Loss: 0.229892
ACC_test:0.72
auc_test:0.5696649029982364
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 305 | Training Loss: 0.181488
ACC_train:0.7255717255717256
auc_train:0.9653772683858644
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 305 | val Loss: 0.202661
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 305 | test Loss: 0.229919
ACC_test:0.72
auc_test:0.5698853615520281
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 306 | Training Loss: 0.182138
ACC_train:0.7255717255717256
auc_train:0.9866935833984545
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 306 | val Loss: 0.202871
ACC_val:0.71900826446281
auc_val:0.8803245436105476
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 306 | test Loss: 0.229849
ACC_test:0.72
auc_test:0.5698853615520282
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 307 | Training Loss: 0.184176
ACC_train:0.7255717255717256
auc_train:0.9868889467743336
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 307 | val Loss: 0.203513
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 307 | test Loss: 0.229838
ACC_test:0.72
auc_test:0.5696649029982364
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 308 | Training Loss: 0.185872
ACC_train:0.7255717255717256
auc_train:0.9628375444994356
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 308 | val Loss: 0.204416
ACC_val:0.71900826446281
auc_val:0.8759296822177146
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 308 | test Loss: 0.229770
ACC_test:0.72
auc_test:0.5696649029982364
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 309 | Training Loss: 0.185037
ACC_train:0.7255717255717256
auc_train:0.9747981245115916
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 309 | val Loss: 0.204999
ACC_val:0.71900826446281
auc_val:0.8742393509127788
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 309 | test Loss: 0.229693
ACC_test:0.72
auc_test:0.572310405643739
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 310 | Training Loss: 0.182816
ACC_train:0.7255717255717256
auc_train:0.9793348962403404
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 310 | val Loss: 0.205042
ACC_val:0.71900826446281
auc_val:0.8739012846517917
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 310 | test Loss: 0.229663
ACC_test:0.72
auc_test:0.5729717813051147
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 311 | Training Loss: 0.182912
ACC_train:0.7255717255717256
auc_train:0.9785534427368239
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 311 | val Loss: 0.205034
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 311 | test Loss: 0.229690
ACC_test:0.72
auc_test:0.5736331569664902
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 312 | Training Loss: 0.188108
ACC_train:0.7255717255717256
auc_train:0.9534818094990014
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 312 | val Loss: 0.204932
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 312 | test Loss: 0.229722
ACC_test:0.72
auc_test:0.574294532627866
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 313 | Training Loss: 0.184220
ACC_train:0.7255717255717256
auc_train:0.9812017018320743
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 313 | val Loss: 0.205190
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 313 | test Loss: 0.229721
ACC_test:0.72
auc_test:0.5756172839506173
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 314 | Training Loss: 0.186309
ACC_train:0.7255717255717256
auc_train:0.9797256229920986
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 314 | val Loss: 0.206058
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 314 | test Loss: 0.229838
ACC_test:0.72
auc_test:0.5740740740740741
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 315 | Training Loss: 0.183604
ACC_train:0.7255717255717256
auc_train:0.9724103499175132
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 315 | val Loss: 0.205955
ACC_val:0.71900826446281
auc_val:0.8711967545638946
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 315 | test Loss: 0.229513
ACC_test:0.72
auc_test:0.5762786596119929
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 316 | Training Loss: 0.185999
ACC_train:0.7255717255717256
auc_train:0.9840019102196753
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 316 | val Loss: 0.205652
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 316 | test Loss: 0.229695
ACC_test:0.72
auc_test:0.5809082892416226
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 317 | Training Loss: 0.183734
ACC_train:0.7255717255717256
auc_train:0.9817877919597118
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 317 | val Loss: 0.205223
ACC_val:0.71900826446281
auc_val:0.8728870858688303
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 317 | test Loss: 0.229386
ACC_test:0.72
auc_test:0.5782627865961198
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 318 | Training Loss: 0.182635
ACC_train:0.7255717255717256
auc_train:0.9752214118259963
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 318 | val Loss: 0.204069
ACC_val:0.71900826446281
auc_val:0.8796484110885733
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 318 | test Loss: 0.229370
ACC_test:0.72
auc_test:0.5776014109347443
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 319 | Training Loss: 0.183556
ACC_train:0.7255717255717256
auc_train:0.9864656594599289
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 319 | val Loss: 0.203165
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 319 | test Loss: 0.229417
ACC_test:0.72
auc_test:0.57826278659612
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 320 | Training Loss: 0.180233
ACC_train:0.7255717255717256
auc_train:0.9725622992098637
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 320 | val Loss: 0.203579
ACC_val:0.71900826446281
auc_val:0.8766058147396889
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 320 | test Loss: 0.229242
ACC_test:0.72
auc_test:0.57826278659612
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 321 | Training Loss: 0.178690
ACC_train:0.7255717255717256
auc_train:0.9881045411131372
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 321 | val Loss: 0.203353
ACC_val:0.71900826446281
auc_val:0.8759296822177146
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 321 | test Loss: 0.229178
ACC_test:0.72
auc_test:0.5773809523809524
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 322 | Training Loss: 0.178689
ACC_train:0.7255717255717256
auc_train:0.974385690718069
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 322 | val Loss: 0.202558
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 322 | test Loss: 0.229305
ACC_test:0.72
auc_test:0.5793650793650794
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 323 | Training Loss: 0.178705
ACC_train:0.7255717255717256
auc_train:0.9824607102544065
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 323 | val Loss: 0.202578
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 323 | test Loss: 0.229260
ACC_test:0.72
auc_test:0.5787037037037037
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 324 | Training Loss: 0.182871
ACC_train:0.7255717255717256
auc_train:0.9547516714422158
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 324 | val Loss: 0.202856
ACC_val:0.71900826446281
auc_val:0.8749154834347532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 324 | test Loss: 0.229132
ACC_test:0.72
auc_test:0.5789241622574957
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 325 | Training Loss: 0.180587
ACC_train:0.7255717255717256
auc_train:0.9755361639315794
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 325 | val Loss: 0.202231
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 325 | test Loss: 0.229236
ACC_test:0.72
auc_test:0.5795855379188712
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 326 | Training Loss: 0.184823
ACC_train:0.7255717255717256
auc_train:0.9815381609794218
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 326 | val Loss: 0.202034
ACC_val:0.71900826446281
auc_val:0.8816768086544962
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 326 | test Loss: 0.229369
ACC_test:0.72
auc_test:0.580026455026455
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 327 | Training Loss: 0.180075
ACC_train:0.7255717255717256
auc_train:0.9856842059564122
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 327 | val Loss: 0.202181
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 327 | test Loss: 0.229303
ACC_test:0.72
auc_test:0.580026455026455
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 328 | Training Loss: 0.183214
ACC_train:0.7255717255717256
auc_train:0.9703807415125467
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 328 | val Loss: 0.202390
ACC_val:0.71900826446281
auc_val:0.8803245436105476
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 328 | test Loss: 0.229263
ACC_test:0.72
auc_test:0.580026455026455
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 329 | Training Loss: 0.179502
ACC_train:0.7255717255717256
auc_train:0.9638143613788314
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 329 | val Loss: 0.202686
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 329 | test Loss: 0.229265
ACC_test:0.72
auc_test:0.5793650793650794
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 330 | Training Loss: 0.179387
ACC_train:0.7255717255717256
auc_train:0.9933576452201094
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 330 | val Loss: 0.203051
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 330 | test Loss: 0.229320
ACC_test:0.72
auc_test:0.5804673721340388
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 331 | Training Loss: 0.182732
ACC_train:0.7255717255717256
auc_train:0.9827646088391074
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 331 | val Loss: 0.203950
ACC_val:0.71900826446281
auc_val:0.8755916159567274
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 331 | test Loss: 0.229312
ACC_test:0.72
auc_test:0.5795855379188712
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 332 | Training Loss: 0.181435
ACC_train:0.7255717255717256
auc_train:0.9730615611704437
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 332 | val Loss: 0.204083
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 332 | test Loss: 0.229273
ACC_test:0.72
auc_test:0.5811287477954145
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 333 | Training Loss: 0.182206
ACC_train:0.7255717255717256
auc_train:0.9673743162281845
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 333 | val Loss: 0.203751
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 333 | test Loss: 0.229276
ACC_test:0.72
auc_test:0.5793650793650793
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 334 | Training Loss: 0.180451
ACC_train:0.7255717255717256
auc_train:0.9871711383172701
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 334 | val Loss: 0.203772
ACC_val:0.71900826446281
auc_val:0.876605814739689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 334 | test Loss: 0.229202
ACC_test:0.72
auc_test:0.5811287477954145
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 335 | Training Loss: 0.182637
ACC_train:0.7255717255717256
auc_train:0.960688547364765
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 335 | val Loss: 0.203536
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 335 | test Loss: 0.229102
ACC_test:0.72
auc_test:0.5813492063492063
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 336 | Training Loss: 0.178212
ACC_train:0.7255717255717256
auc_train:0.9885603889901884
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 336 | val Loss: 0.202427
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 336 | test Loss: 0.229167
ACC_test:0.72
auc_test:0.58179012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 337 | Training Loss: 0.184007
ACC_train:0.7255717255717256
auc_train:0.9795519666579838
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 337 | val Loss: 0.202738
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 337 | test Loss: 0.229147
ACC_test:0.72
auc_test:0.582010582010582
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 338 | Training Loss: 0.182572
ACC_train:0.7255717255717256
auc_train:0.9742011808630721
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 338 | val Loss: 0.204122
ACC_val:0.71900826446281
auc_val:0.8739012846517917
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 338 | test Loss: 0.229054
ACC_test:0.72
auc_test:0.5806878306878307
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 339 | Training Loss: 0.180448
ACC_train:0.7255717255717256
auc_train:0.9768385864374404
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 339 | val Loss: 0.203749
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 339 | test Loss: 0.229118
ACC_test:0.72
auc_test:0.5806878306878307
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 340 | Training Loss: 0.180476
ACC_train:0.7255717255717256
auc_train:0.9796605018668055
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 340 | val Loss: 0.202825
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 340 | test Loss: 0.229280
ACC_test:0.72
auc_test:0.5833333333333333
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 341 | Training Loss: 0.177678
ACC_train:0.7255717255717256
auc_train:0.9819614482938266
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 341 | val Loss: 0.203616
ACC_val:0.71900826446281
auc_val:0.8759296822177146
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 341 | test Loss: 0.229174
ACC_test:0.72
auc_test:0.580026455026455
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 342 | Training Loss: 0.177493
ACC_train:0.7255717255717256
auc_train:0.9758509160371625
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 342 | val Loss: 0.203388
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 342 | test Loss: 0.229120
ACC_test:0.72
auc_test:0.5806878306878307
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 343 | Training Loss: 0.178394
ACC_train:0.7255717255717256
auc_train:0.9831336285491012
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 343 | val Loss: 0.202326
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 343 | test Loss: 0.229271
ACC_test:0.72
auc_test:0.57826278659612
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 344 | Training Loss: 0.174375
ACC_train:0.7255717255717256
auc_train:0.9916862030042546
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 344 | val Loss: 0.201603
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 344 | test Loss: 0.229209
ACC_test:0.72
auc_test:0.5795855379188712
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 345 | Training Loss: 0.172869
ACC_train:0.7255717255717256
auc_train:0.9823087609620561
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 345 | val Loss: 0.201361
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 345 | test Loss: 0.228924
ACC_test:0.72
auc_test:0.5811287477954145
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 346 | Training Loss: 0.175505
ACC_train:0.7255717255717256
auc_train:0.9783580793609448
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 346 | val Loss: 0.201016
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 346 | test Loss: 0.228907
ACC_test:0.72
auc_test:0.5815696649029983
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 347 | Training Loss: 0.179401
ACC_train:0.7255717255717256
auc_train:0.9778479638794826
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 347 | val Loss: 0.200777
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 347 | test Loss: 0.229010
ACC_test:0.72
auc_test:0.5822310405643738
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 348 | Training Loss: 0.177528
ACC_train:0.7255717255717256
auc_train:0.989775983328992
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 348 | val Loss: 0.202003
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 348 | test Loss: 0.228919
ACC_test:0.72
auc_test:0.583994708994709
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 349 | Training Loss: 0.181139
ACC_train:0.7255717255717256
auc_train:0.9849136059737779
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 349 | val Loss: 0.202924
ACC_val:0.71900826446281
auc_val:0.8728870858688302
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 349 | test Loss: 0.228866
ACC_test:0.72
auc_test:0.5831128747795414
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 350 | Training Loss: 0.179159
ACC_train:0.7255717255717256
auc_train:0.9874316228184422
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 350 | val Loss: 0.202671
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 350 | test Loss: 0.228897
ACC_test:0.72
auc_test:0.5835537918871252
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 351 | Training Loss: 0.176654
ACC_train:0.7255717255717256
auc_train:0.9850655552661283
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 351 | val Loss: 0.201437
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 351 | test Loss: 0.228948
ACC_test:0.72
auc_test:0.5842151675485009
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 352 | Training Loss: 0.179800
ACC_train:0.7255717255717256
auc_train:0.9709342710775375
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 352 | val Loss: 0.201584
ACC_val:0.71900826446281
auc_val:0.878972278566599
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 352 | test Loss: 0.228628
ACC_test:0.72
auc_test:0.5813492063492064
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 353 | Training Loss: 0.177564
ACC_train:0.7255717255717256
auc_train:0.9814838933750109
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 353 | val Loss: 0.201315
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 353 | test Loss: 0.228833
ACC_test:0.72
auc_test:0.5842151675485008
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 354 | Training Loss: 0.177298
ACC_train:0.7255717255717256
auc_train:0.9887666058869498
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 354 | val Loss: 0.201054
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 354 | test Loss: 0.228928
ACC_test:0.72
auc_test:0.5844356261022927
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 355 | Training Loss: 0.176596
ACC_train:0.7255717255717256
auc_train:0.9854128679343579
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 355 | val Loss: 0.201513
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 355 | test Loss: 0.228731
ACC_test:0.72
auc_test:0.5835537918871253
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 356 | Training Loss: 0.173099
ACC_train:0.7255717255717256
auc_train:0.9894069636189979
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 356 | val Loss: 0.201579
ACC_val:0.71900826446281
auc_val:0.8806626098715349
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 356 | test Loss: 0.228602
ACC_test:0.72
auc_test:0.5826719576719577
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 357 | Training Loss: 0.176986
ACC_train:0.7255717255717256
auc_train:0.9810063384561952
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 357 | val Loss: 0.202018
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 357 | test Loss: 0.228837
ACC_test:0.72
auc_test:0.5828924162257496
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 358 | Training Loss: 0.176359
ACC_train:0.7255717255717256
auc_train:0.9888208734913606
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 358 | val Loss: 0.202621
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 358 | test Loss: 0.228918
ACC_test:0.72
auc_test:0.5877425044091711
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 359 | Training Loss: 0.174945
ACC_train:0.7255717255717256
auc_train:0.9861074932708169
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 359 | val Loss: 0.203281
ACC_val:0.71900826446281
auc_val:0.8715348208248817
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 359 | test Loss: 0.228703
ACC_test:0.72
auc_test:0.582010582010582
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 360 | Training Loss: 0.176929
ACC_train:0.7255717255717256
auc_train:0.9776851610662499
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 360 | val Loss: 0.202279
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 360 | test Loss: 0.228759
ACC_test:0.72
auc_test:0.5855379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 361 | Training Loss: 0.175894
ACC_train:0.7255717255717256
auc_train:0.9863028566466961
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 361 | val Loss: 0.201191
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 361 | test Loss: 0.228831
ACC_test:0.72
auc_test:0.5892857142857143
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 362 | Training Loss: 0.177505
ACC_train:0.7255717255717256
auc_train:0.9739841104454285
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 362 | val Loss: 0.201274
ACC_val:0.71900826446281
auc_val:0.8813387423935092
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 362 | test Loss: 0.228504
ACC_test:0.72
auc_test:0.5868606701940036
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 363 | Training Loss: 0.175302
ACC_train:0.7255717255717256
auc_train:0.9844686116176088
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 363 | val Loss: 0.200977
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 363 | test Loss: 0.228376
ACC_test:0.72
auc_test:0.5857583774250441
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 364 | Training Loss: 0.176570
ACC_train:0.7255717255717256
auc_train:0.9919901015889555
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 364 | val Loss: 0.200304
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 364 | test Loss: 0.228711
ACC_test:0.72
auc_test:0.5899470899470899
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 365 | Training Loss: 0.178736
ACC_train:0.7255717255717256
auc_train:0.9844143440131978
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 365 | val Loss: 0.200746
ACC_val:0.71900826446281
auc_val:0.8826910074374577
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 365 | test Loss: 0.228734
ACC_test:0.72
auc_test:0.5886243386243386
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 366 | Training Loss: 0.174287
ACC_train:0.7255717255717256
auc_train:0.9741903273421898
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 366 | val Loss: 0.202050
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 366 | test Loss: 0.228477
ACC_test:0.72
auc_test:0.5866402116402116
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 367 | Training Loss: 0.174074
ACC_train:0.7255717255717256
auc_train:0.978748806112703
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 367 | val Loss: 0.201877
ACC_val:0.71900826446281
auc_val:0.878972278566599
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 367 | test Loss: 0.228647
ACC_test:0.72
auc_test:0.5873015873015872
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 368 | Training Loss: 0.174847
ACC_train:0.7255717255717256
auc_train:0.9806481722670835
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 368 | val Loss: 0.201430
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 368 | test Loss: 0.228771
ACC_test:0.72
auc_test:0.5908289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 369 | Training Loss: 0.172914
ACC_train:0.7255717255717256
auc_train:0.9799426934097422
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 369 | val Loss: 0.201807
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 369 | test Loss: 0.228457
ACC_test:0.72
auc_test:0.5875220458553791
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 370 | Training Loss: 0.174486
ACC_train:0.7255717255717256
auc_train:0.9864765129808111
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 370 | val Loss: 0.201559
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 370 | test Loss: 0.228507
ACC_test:0.72
auc_test:0.5873015873015872
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 371 | Training Loss: 0.176983
ACC_train:0.7255717255717256
auc_train:0.9921854649648346
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 371 | val Loss: 0.200892
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 371 | test Loss: 0.228826
ACC_test:0.72
auc_test:0.5901675485008818
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 372 | Training Loss: 0.173866
ACC_train:0.7255717255717256
auc_train:0.9856190848311193
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 372 | val Loss: 0.202174
ACC_val:0.71900826446281
auc_val:0.8759296822177147
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 372 | test Loss: 0.228588
ACC_test:0.72
auc_test:0.5895061728395061
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 373 | Training Loss: 0.176325
ACC_train:0.7255717255717256
auc_train:0.9812559694364852
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 373 | val Loss: 0.202443
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 373 | test Loss: 0.228563
ACC_test:0.72
auc_test:0.5884038800705467
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 374 | Training Loss: 0.178847
ACC_train:0.7255717255717256
auc_train:0.9880177129460798
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 374 | val Loss: 0.201651
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 374 | test Loss: 0.228710
ACC_test:0.72
auc_test:0.5901675485008818
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 375 | Training Loss: 0.173367
ACC_train:0.7255717255717256
auc_train:0.9937809325345142
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 375 | val Loss: 0.201218
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 375 | test Loss: 0.228796
ACC_test:0.72
auc_test:0.5881834215167548
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 376 | Training Loss: 0.168800
ACC_train:0.7255717255717256
auc_train:0.9912303551272033
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 376 | val Loss: 0.201015
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 376 | test Loss: 0.228674
ACC_test:0.72
auc_test:0.5897266313932981
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 377 | Training Loss: 0.172938
ACC_train:0.7255717255717256
auc_train:0.9889077016584179
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 377 | val Loss: 0.200908
ACC_val:0.71900826446281
auc_val:0.8810006761325221
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 377 | test Loss: 0.228541
ACC_test:0.72
auc_test:0.587852733686067
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 378 | Training Loss: 0.169736
ACC_train:0.7255717255717256
auc_train:0.9845880003473126
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 378 | val Loss: 0.200682
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 378 | test Loss: 0.228637
ACC_test:0.72
auc_test:0.58994708994709
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 379 | Training Loss: 0.174786
ACC_train:0.7255717255717256
auc_train:0.9835894764261526
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 379 | val Loss: 0.200772
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 379 | test Loss: 0.228637
ACC_test:0.72
auc_test:0.5895061728395061
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 380 | Training Loss: 0.175694
ACC_train:0.7255717255717256
auc_train:0.9925544846748284
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 380 | val Loss: 0.201324
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 380 | test Loss: 0.228809
ACC_test:0.72
auc_test:0.5897266313932981
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 381 | Training Loss: 0.174601
ACC_train:0.7255717255717256
auc_train:0.9849136059737779
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 381 | val Loss: 0.202215
ACC_val:0.71900826446281
auc_val:0.876605814739689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 381 | test Loss: 0.228705
ACC_test:0.72
auc_test:0.5881834215167548
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 382 | Training Loss: 0.175649
ACC_train:0.7255717255717256
auc_train:0.9856516453937658
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 382 | val Loss: 0.201993
ACC_val:0.71900826446281
auc_val:0.8776200135226505
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 382 | test Loss: 0.228577
ACC_test:0.72
auc_test:0.5881834215167548
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 383 | Training Loss: 0.175716
ACC_train:0.7255717255717256
auc_train:0.9825041243379352
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 383 | val Loss: 0.201035
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 383 | test Loss: 0.228711
ACC_test:0.72
auc_test:0.5892857142857143
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 384 | Training Loss: 0.175209
ACC_train:0.7255717255717256
auc_train:0.9882673439263696
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 384 | val Loss: 0.200568
ACC_val:0.71900826446281
auc_val:0.883029073698445
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 384 | test Loss: 0.228625
ACC_test:0.72
auc_test:0.5897266313932981
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 385 | Training Loss: 0.172407
ACC_train:0.7255717255717256
auc_train:0.9931948424068768
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 385 | val Loss: 0.200853
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 385 | test Loss: 0.228654
ACC_test:0.72
auc_test:0.5906084656084656
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 386 | Training Loss: 0.173438
ACC_train:0.7255717255717256
auc_train:0.9960493183988887
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 386 | val Loss: 0.201382
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 386 | test Loss: 0.228564
ACC_test:0.72
auc_test:0.5897266313932981
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 387 | Training Loss: 0.175637
ACC_train:0.7255717255717256
auc_train:0.9893526960145871
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 387 | val Loss: 0.201488
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 387 | test Loss: 0.228700
ACC_test:0.72
auc_test:0.5914902998236331
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 388 | Training Loss: 0.172612
ACC_train:0.7255717255717256
auc_train:0.9859555439784666
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 388 | val Loss: 0.201856
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 388 | test Loss: 0.228851
ACC_test:0.72
auc_test:0.5925925925925926
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 389 | Training Loss: 0.173550
ACC_train:0.7255717255717256
auc_train:0.9934010593036381
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 389 | val Loss: 0.202410
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 389 | test Loss: 0.228712
ACC_test:0.72
auc_test:0.5888447971781305
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 390 | Training Loss: 0.175493
ACC_train:0.7255717255717256
auc_train:0.982363028566467
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 390 | val Loss: 0.201850
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 390 | test Loss: 0.228765
ACC_test:0.72
auc_test:0.5895061728395061
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 391 | Training Loss: 0.174548
ACC_train:0.7255717255717256
auc_train:0.9908830424589737
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 391 | val Loss: 0.200795
ACC_val:0.71900826446281
auc_val:0.8843813387423936
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 391 | test Loss: 0.228976
ACC_test:0.72
auc_test:0.5921516754850088
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 392 | Training Loss: 0.169443
ACC_train:0.7255717255717256
auc_train:0.9911869410436747
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 392 | val Loss: 0.200788
ACC_val:0.71900826446281
auc_val:0.8816768086544964
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 392 | test Loss: 0.228688
ACC_test:0.72
auc_test:0.5897266313932981
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 393 | Training Loss: 0.172259
ACC_train:0.7255717255717256
auc_train:0.9904597551445689
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 393 | val Loss: 0.200809
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 393 | test Loss: 0.228412
ACC_test:0.72
auc_test:0.5879629629629629
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 394 | Training Loss: 0.173408
ACC_train:0.7255717255717256
auc_train:0.9903837804983937
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 394 | val Loss: 0.199894
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 394 | test Loss: 0.228866
ACC_test:0.72
auc_test:0.5934744268077601
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 395 | Training Loss: 0.171109
ACC_train:0.7255717255717256
auc_train:0.9858904228531737
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 395 | val Loss: 0.200303
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 395 | test Loss: 0.228790
ACC_test:0.72
auc_test:0.5925925925925926
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 396 | Training Loss: 0.174608
ACC_train:0.7255717255717256
auc_train:0.9944212902665625
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 396 | val Loss: 0.201232
ACC_val:0.71900826446281
auc_val:0.8793103448275863
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 396 | test Loss: 0.228594
ACC_test:0.72
auc_test:0.58994708994709
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 397 | Training Loss: 0.172514
ACC_train:0.7255717255717256
auc_train:0.990155856559868
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 397 | val Loss: 0.201291
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 397 | test Loss: 0.228824
ACC_test:0.72
auc_test:0.5923721340388007
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 398 | Training Loss: 0.169992
ACC_train:0.7255717255717256
auc_train:0.9904271945819223
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 398 | val Loss: 0.201065
ACC_val:0.71900826446281
auc_val:0.8806626098715349
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 398 | test Loss: 0.228978
ACC_test:0.72
auc_test:0.5930335097001763
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 399 | Training Loss: 0.171455
ACC_train:0.7255717255717256
auc_train:0.9922722931318919
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 399 | val Loss: 0.201313
ACC_val:0.71900826446281
auc_val:0.8766058147396889
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 399 | test Loss: 0.228459
ACC_test:0.72
auc_test:0.5908289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 400 | Training Loss: 0.171351
ACC_train:0.7255717255717256
auc_train:0.9908613354172093
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 400 | val Loss: 0.200384
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 400 | test Loss: 0.228375
ACC_test:0.72
auc_test:0.5910493827160495
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 401 | Training Loss: 0.172288
ACC_train:0.7255717255717256
auc_train:0.9930971607189372
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 401 | val Loss: 0.199590
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 401 | test Loss: 0.228834
ACC_test:0.72
auc_test:0.5930335097001764
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 402 | Training Loss: 0.175948
ACC_train:0.7255717255717256
auc_train:0.9895154988278196
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 402 | val Loss: 0.200247
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 402 | test Loss: 0.228674
ACC_test:0.72
auc_test:0.5910493827160493
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 403 | Training Loss: 0.170991
ACC_train:0.7255717255717256
auc_train:0.98192888773118
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 403 | val Loss: 0.200988
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 403 | test Loss: 0.228670
ACC_test:0.72
auc_test:0.5908289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 404 | Training Loss: 0.171140
ACC_train:0.7255717255717256
auc_train:0.9960493183988887
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 404 | val Loss: 0.201244
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 404 | test Loss: 0.228936
ACC_test:0.72
auc_test:0.5921516754850089
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 405 | Training Loss: 0.170932
ACC_train:0.7255717255717256
auc_train:0.9818203525223582
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 405 | val Loss: 0.200883
ACC_val:0.71900826446281
auc_val:0.883029073698445
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 405 | test Loss: 0.228769
ACC_test:0.72
auc_test:0.5908289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 406 | Training Loss: 0.173221
ACC_train:0.7255717255717256
auc_train:0.9886472171572458
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 406 | val Loss: 0.200108
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 406 | test Loss: 0.228811
ACC_test:0.72
auc_test:0.5910493827160493
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 407 | Training Loss: 0.170961
ACC_train:0.7255717255717256
auc_train:0.9910024311886777
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 407 | val Loss: 0.199562
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 407 | test Loss: 0.228789
ACC_test:0.72
auc_test:0.5930335097001763
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 408 | Training Loss: 0.165386
ACC_train:0.7255717255717256
auc_train:0.9966462620474081
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 408 | val Loss: 0.199783
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 408 | test Loss: 0.228527
ACC_test:0.72
auc_test:0.5930335097001764
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 409 | Training Loss: 0.168148
ACC_train:0.7255717255717256
auc_train:0.9927715550924721
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 409 | val Loss: 0.200075
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 409 | test Loss: 0.228590
ACC_test:0.72
auc_test:0.5934744268077601
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 410 | Training Loss: 0.169904
ACC_train:0.7255717255717256
auc_train:0.9909915776677953
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 410 | val Loss: 0.199589
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 410 | test Loss: 0.228706
ACC_test:0.72
auc_test:0.595679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 411 | Training Loss: 0.172179
ACC_train:0.7255717255717256
auc_train:0.9827863158808717
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 411 | val Loss: 0.199362
ACC_val:0.71900826446281
auc_val:0.8843813387423936
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 411 | test Loss: 0.228638
ACC_test:0.72
auc_test:0.5954585537918872
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 412 | Training Loss: 0.170825
ACC_train:0.7255717255717256
auc_train:0.9884192932187201
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 412 | val Loss: 0.199877
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 412 | test Loss: 0.228550
ACC_test:0.72
auc_test:0.593915343915344
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 413 | Training Loss: 0.167742
ACC_train:0.7255717255717256
auc_train:0.9885061213857775
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 413 | val Loss: 0.200338
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 413 | test Loss: 0.228651
ACC_test:0.72
auc_test:0.593694885361552
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 414 | Training Loss: 0.169055
ACC_train:0.7255717255717256
auc_train:0.9864765129808108
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 414 | val Loss: 0.199675
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 414 | test Loss: 0.229254
ACC_test:0.72
auc_test:0.5925925925925926
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 415 | Training Loss: 0.166906
ACC_train:0.7255717255717256
auc_train:0.9841538595120256
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 415 | val Loss: 0.200078
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 415 | test Loss: 0.228605
ACC_test:0.72
auc_test:0.5947971781305115
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 416 | Training Loss: 0.170510
ACC_train:0.7255717255717256
auc_train:0.9856950594772944
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 416 | val Loss: 0.200186
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 416 | test Loss: 0.228319
ACC_test:0.72
auc_test:0.5914902998236332
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 417 | Training Loss: 0.166576
ACC_train:0.7255717255717256
auc_train:0.9939654423895111
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 417 | val Loss: 0.199685
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 417 | test Loss: 0.229082
ACC_test:0.72
auc_test:0.5941358024691358
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 418 | Training Loss: 0.171448
ACC_train:0.7255717255717256
auc_train:0.9954740817921334
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 418 | val Loss: 0.199642
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 418 | test Loss: 0.229231
ACC_test:0.72
auc_test:0.5928130511463845
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 419 | Training Loss: 0.169046
ACC_train:0.7255717255717256
auc_train:0.9862811496049319
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 419 | val Loss: 0.200518
ACC_val:0.71900826446281
auc_val:0.878972278566599
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 419 | test Loss: 0.228422
ACC_test:0.72
auc_test:0.5908289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 420 | Training Loss: 0.167571
ACC_train:0.7255717255717256
auc_train:0.9893526960145871
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 420 | val Loss: 0.200260
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 420 | test Loss: 0.229061
ACC_test:0.72
auc_test:0.5932539682539683
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 421 | Training Loss: 0.168054
ACC_train:0.7255717255717256
auc_train:0.9966571155682904
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 421 | val Loss: 0.200355
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 421 | test Loss: 0.229430
ACC_test:0.72
auc_test:0.5947971781305115
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 422 | Training Loss: 0.171349
ACC_train:0.7255717255717256
auc_train:0.9812885299991317
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 422 | val Loss: 0.200934
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 422 | test Loss: 0.228804
ACC_test:0.72
auc_test:0.593694885361552
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 423 | Training Loss: 0.166509
ACC_train:0.7255717255717256
auc_train:0.9942910480159763
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 423 | val Loss: 0.199898
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 423 | test Loss: 0.228825
ACC_test:0.72
auc_test:0.5945767195767195
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 424 | Training Loss: 0.164419
ACC_train:0.7255717255717256
auc_train:0.9957888338977163
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 424 | val Loss: 0.198145
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 424 | test Loss: 0.229352
ACC_test:0.72
auc_test:0.5978835978835979
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 425 | Training Loss: 0.170933
ACC_train:0.7255717255717256
auc_train:0.9862594425631676
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 425 | val Loss: 0.198162
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 425 | test Loss: 0.228903
ACC_test:0.72
auc_test:0.5947971781305115
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 426 | Training Loss: 0.169041
ACC_train:0.7255717255717256
auc_train:0.9851523834331858
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 426 | val Loss: 0.198960
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 426 | test Loss: 0.228269
ACC_test:0.72
auc_test:0.5903880070546738
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 427 | Training Loss: 0.169814
ACC_train:0.7255717255717256
auc_train:0.9865633411478684
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 427 | val Loss: 0.199335
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 427 | test Loss: 0.229050
ACC_test:0.72
auc_test:0.593915343915344
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 428 | Training Loss: 0.172661
ACC_train:0.7255717255717256
auc_train:0.990839628375445
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 428 | val Loss: 0.199768
ACC_val:0.71900826446281
auc_val:0.8826910074374577
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 428 | test Loss: 0.229505
ACC_test:0.72
auc_test:0.595679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 429 | Training Loss: 0.171372
ACC_train:0.7255717255717256
auc_train:0.9785317356950596
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 429 | val Loss: 0.201308
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 429 | test Loss: 0.228683
ACC_test:0.72
auc_test:0.5912698412698413
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 430 | Training Loss: 0.170198
ACC_train:0.7255717255717256
auc_train:0.9772076061474343
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 430 | val Loss: 0.200276
ACC_val:0.71900826446281
auc_val:0.8806626098715349
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 430 | test Loss: 0.228898
ACC_test:0.72
auc_test:0.5908289241622575
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 431 | Training Loss: 0.169489
ACC_train:0.7255717255717256
auc_train:0.9971780845706346
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 431 | val Loss: 0.198432
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 431 | test Loss: 0.229435
ACC_test:0.72
auc_test:0.5941358024691358
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 432 | Training Loss: 0.168035
ACC_train:0.7255717255717256
auc_train:0.9887340453243032
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 432 | val Loss: 0.198503
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 432 | test Loss: 0.228817
ACC_test:0.72
auc_test:0.5950176366843033
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 433 | Training Loss: 0.167391
ACC_train:0.7255717255717256
auc_train:0.9953764001041938
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 433 | val Loss: 0.199091
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 433 | test Loss: 0.228202
ACC_test:0.72
auc_test:0.5910493827160495
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 434 | Training Loss: 0.164714
ACC_train:0.7255717255717256
auc_train:0.9926630198836504
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 434 | val Loss: 0.198447
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 434 | test Loss: 0.229139
ACC_test:0.72
auc_test:0.593915343915344
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 435 | Training Loss: 0.165198
ACC_train:0.7255717255717256
auc_train:0.9918164452548406
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 435 | val Loss: 0.199252
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 435 | test Loss: 0.229193
ACC_test:0.72
auc_test:0.5947971781305115
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 436 | Training Loss: 0.167534
ACC_train:0.7255717255717256
auc_train:0.9845228792220195
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 436 | val Loss: 0.200636
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 436 | test Loss: 0.228670
ACC_test:0.72
auc_test:0.5925925925925926
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 437 | Training Loss: 0.167459
ACC_train:0.7255717255717256
auc_train:0.991838152296605
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 437 | val Loss: 0.200338
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 437 | test Loss: 0.229020
ACC_test:0.72
auc_test:0.5965608465608465
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 438 | Training Loss: 0.170469
ACC_train:0.7255717255717256
auc_train:0.9818854736476513
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 438 | val Loss: 0.199194
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 438 | test Loss: 0.229533
ACC_test:0.72
auc_test:0.6007495590828924
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 439 | Training Loss: 0.162609
ACC_train:0.7255717255717256
auc_train:0.9957888338977164
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 439 | val Loss: 0.199233
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 439 | test Loss: 0.228700
ACC_test:0.72
auc_test:0.5954585537918871
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 440 | Training Loss: 0.167596
ACC_train:0.7255717255717256
auc_train:0.9852826256837718
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 440 | val Loss: 0.198746
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 440 | test Loss: 0.228552
ACC_test:0.72
auc_test:0.5961199294532628
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 441 | Training Loss: 0.164327
ACC_train:0.7255717255717256
auc_train:0.990969870626031
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 441 | val Loss: 0.198279
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 441 | test Loss: 0.228970
ACC_test:0.72
auc_test:0.5981040564373898
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 442 | Training Loss: 0.168467
ACC_train:0.7255717255717256
auc_train:0.9911869410436746
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 442 | val Loss: 0.198668
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 442 | test Loss: 0.229045
ACC_test:0.72
auc_test:0.5989858906525573
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 443 | Training Loss: 0.162551
ACC_train:0.7255717255717256
auc_train:0.9901667100807503
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 443 | val Loss: 0.199864
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 443 | test Loss: 0.228528
ACC_test:0.72
auc_test:0.5945767195767195
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 444 | Training Loss: 0.162667
ACC_train:0.7255717255717256
auc_train:0.9976122254059216
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 444 | val Loss: 0.200265
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 444 | test Loss: 0.228496
ACC_test:0.72
auc_test:0.5941358024691358
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 445 | Training Loss: 0.166092
ACC_train:0.7255717255717256
auc_train:0.9953981071459582
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 445 | val Loss: 0.199322
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 445 | test Loss: 0.229348
ACC_test:0.72
auc_test:0.5992063492063492
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 446 | Training Loss: 0.167702
ACC_train:0.7255717255717256
auc_train:0.9941825128071546
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 446 | val Loss: 0.198991
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 446 | test Loss: 0.229183
ACC_test:0.72
auc_test:0.6003086419753085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 447 | Training Loss: 0.162647
ACC_train:0.7255717255717256
auc_train:0.9821351046279413
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 447 | val Loss: 0.198939
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 447 | test Loss: 0.228207
ACC_test:0.72
auc_test:0.5970017636684303
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 448 | Training Loss: 0.167118
ACC_train:0.7255717255717256
auc_train:0.9866718763566901
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 448 | val Loss: 0.198583
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 448 | test Loss: 0.228379
ACC_test:0.72
auc_test:0.5972222222222221
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 449 | Training Loss: 0.167416
ACC_train:0.7255717255717256
auc_train:0.9928149691760008
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 449 | val Loss: 0.197838
ACC_val:0.71900826446281
auc_val:0.8867478025693036
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 449 | test Loss: 0.229245
ACC_test:0.72
auc_test:0.6016313932980599
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 450 | Training Loss: 0.160252
ACC_train:0.7255717255717256
auc_train:0.9983068507423808
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 450 | val Loss: 0.198982
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 450 | test Loss: 0.228872
ACC_test:0.72
auc_test:0.6011904761904762
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 451 | Training Loss: 0.167517
ACC_train:0.7255717255717256
auc_train:0.9918381522966051
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 451 | val Loss: 0.200147
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 451 | test Loss: 0.228317
ACC_test:0.72
auc_test:0.5952380952380951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 452 | Training Loss: 0.167661
ACC_train:0.7255717255717256
auc_train:0.9892767213684118
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 452 | val Loss: 0.199453
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 452 | test Loss: 0.229280
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 453 | Training Loss: 0.165773
ACC_train:0.7255717255717256
auc_train:0.9958105409394808
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 453 | val Loss: 0.199143
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 453 | test Loss: 0.229421
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 454 | Training Loss: 0.164047
ACC_train:0.7255717255717256
auc_train:0.9920986367977772
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 454 | val Loss: 0.199444
ACC_val:0.71900826446281
auc_val:0.883367139959432
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 454 | test Loss: 0.228370
ACC_test:0.72
auc_test:0.597663139329806
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 455 | Training Loss: 0.162491
ACC_train:0.7255717255717256
auc_train:0.9976122254059216
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 455 | val Loss: 0.198766
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 455 | test Loss: 0.228200
ACC_test:0.72
auc_test:0.5972222222222221
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 456 | Training Loss: 0.166219
ACC_train:0.7255717255717256
auc_train:0.9954632282712512
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 456 | val Loss: 0.197181
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 456 | test Loss: 0.229154
ACC_test:0.72
auc_test:0.5992063492063492
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 457 | Training Loss: 0.165446
ACC_train:0.7255717255717256
auc_train:0.988538681948424
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 457 | val Loss: 0.196865
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 457 | test Loss: 0.229151
ACC_test:0.72
auc_test:0.5985449735449735
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 458 | Training Loss: 0.162977
ACC_train:0.7255717255717256
auc_train:0.9819505947729443
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 458 | val Loss: 0.198491
ACC_val:0.71900826446281
auc_val:0.8864097363083163
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 458 | test Loss: 0.228209
ACC_test:0.72
auc_test:0.5958994708994709
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 459 | Training Loss: 0.163703
ACC_train:0.7255717255717256
auc_train:0.9911435269601458
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 459 | val Loss: 0.199212
ACC_val:0.71900826446281
auc_val:0.8843813387423936
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 459 | test Loss: 0.228481
ACC_test:0.72
auc_test:0.5972222222222222
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 460 | Training Loss: 0.166155
ACC_train:0.7255717255717256
auc_train:0.9863679777719893
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 460 | val Loss: 0.198805
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 460 | test Loss: 0.229408
ACC_test:0.72
auc_test:0.6011904761904762
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 461 | Training Loss: 0.168363
ACC_train:0.7255717255717256
auc_train:0.9817769384388296
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 461 | val Loss: 0.199124
ACC_val:0.71900826446281
auc_val:0.8837052062204191
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 461 | test Loss: 0.229303
ACC_test:0.72
auc_test:0.6009700176366843
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 462 | Training Loss: 0.164202
ACC_train:0.7255717255717256
auc_train:0.9969827211947555
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 462 | val Loss: 0.199413
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 462 | test Loss: 0.228256
ACC_test:0.72
auc_test:0.5963403880070547
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 463 | Training Loss: 0.164433
ACC_train:0.7255717255717256
auc_train:0.9954849353130155
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 463 | val Loss: 0.198721
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 463 | test Loss: 0.228514
ACC_test:0.72
auc_test:0.5974426807760141
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 464 | Training Loss: 0.163294
ACC_train:0.7255717255717256
auc_train:0.9921203438395415
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 464 | val Loss: 0.197984
ACC_val:0.71900826446281
auc_val:0.8874239350912779
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 464 | test Loss: 0.229147
ACC_test:0.72
auc_test:0.6009700176366843
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 465 | Training Loss: 0.160856
ACC_train:0.7255717255717256
auc_train:0.9976122254059216
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 465 | val Loss: 0.198235
ACC_val:0.71900826446281
auc_val:0.8874239350912779
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 465 | test Loss: 0.228858
ACC_test:0.72
auc_test:0.5992063492063493
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 466 | Training Loss: 0.157407
ACC_train:0.7255717255717256
auc_train:0.9939328818268647
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 466 | val Loss: 0.198776
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 466 | test Loss: 0.228810
ACC_test:0.72
auc_test:0.597663139329806
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 467 | Training Loss: 0.161837
ACC_train:0.7255717255717256
auc_train:0.9916862030042546
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 467 | val Loss: 0.198998
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 467 | test Loss: 0.228813
ACC_test:0.72
auc_test:0.597442680776014
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 468 | Training Loss: 0.163304
ACC_train:0.7276507276507277
auc_train:0.999435616914127
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 468 | val Loss: 0.199219
ACC_val:0.71900826446281
auc_val:0.8837052062204193
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 468 | test Loss: 0.229111
ACC_test:0.72
auc_test:0.5967813051146384
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 469 | Training Loss: 0.166634
ACC_train:0.7255717255717256
auc_train:0.985477989059651
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 469 | val Loss: 0.198897
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 469 | test Loss: 0.229372
ACC_test:0.72
auc_test:0.5965608465608465
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 470 | Training Loss: 0.167455
ACC_train:0.7255717255717256
auc_train:0.9960493183988887
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 470 | val Loss: 0.197963
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 470 | test Loss: 0.229818
ACC_test:0.72
auc_test:0.5952380952380952
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 471 | Training Loss: 0.162676
ACC_train:0.7255717255717256
auc_train:0.9835677693843883
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 471 | val Loss: 0.198519
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 471 | test Loss: 0.228193
ACC_test:0.72
auc_test:0.5921516754850089
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 472 | Training Loss: 0.165981
ACC_train:0.7255717255717256
auc_train:0.9996309802900061
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 472 | val Loss: 0.197142
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 472 | test Loss: 0.229651
ACC_test:0.72
auc_test:0.5958994708994709
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 473 | Training Loss: 0.168420
ACC_train:0.7255717255717256
auc_train:0.9978075887818009
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 473 | val Loss: 0.196543
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 473 | test Loss: 0.229996
ACC_test:0.72
auc_test:0.5943562610229276
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 474 | Training Loss: 0.157214
ACC_train:0.7255717255717256
auc_train:0.9935313015542242
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 474 | val Loss: 0.196937
ACC_val:0.71900826446281
auc_val:0.8867478025693036
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 474 | test Loss: 0.228385
ACC_test:0.72
auc_test:0.591710758377425
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 475 | Training Loss: 0.163193
ACC_train:0.7255717255717256
auc_train:0.9868672397325693
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 475 | val Loss: 0.197726
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 475 | test Loss: 0.228703
ACC_test:0.72
auc_test:0.593915343915344
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 476 | Training Loss: 0.160860
ACC_train:0.7276507276507277
auc_train:0.9878440566119651
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 476 | val Loss: 0.198585
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 476 | test Loss: 0.229918
ACC_test:0.72
auc_test:0.5967813051146384
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 477 | Training Loss: 0.164394
ACC_train:0.7255717255717256
auc_train:0.994269340974212
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 477 | val Loss: 0.199553
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 477 | test Loss: 0.229926
ACC_test:0.72
auc_test:0.5994268077601411
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 478 | Training Loss: 0.160015
ACC_train:0.7276507276507277
auc_train:0.9879091777372581
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 478 | val Loss: 0.200179
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 478 | test Loss: 0.228873
ACC_test:0.72
auc_test:0.5965608465608465
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 479 | Training Loss: 0.160654
ACC_train:0.7276507276507277
auc_train:0.9920335156724842
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 479 | val Loss: 0.199015
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 479 | test Loss: 0.228844
ACC_test:0.72
auc_test:0.5978835978835979
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 480 | Training Loss: 0.162183
ACC_train:0.7276507276507277
auc_train:0.9892333072848832
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 480 | val Loss: 0.197936
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 480 | test Loss: 0.229462
ACC_test:0.72
auc_test:0.6011904761904762
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 481 | Training Loss: 0.162922
ACC_train:0.7255717255717256
auc_train:0.9954849353130155
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 481 | val Loss: 0.197667
ACC_val:0.71900826446281
auc_val:0.8891142663962137
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 481 | test Loss: 0.228973
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 482 | Training Loss: 0.161086
ACC_train:0.7255717255717256
auc_train:0.9906442649995658
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 482 | val Loss: 0.197650
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 482 | test Loss: 0.228521
ACC_test:0.72
auc_test:0.5994268077601411
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 483 | Training Loss: 0.160178
ACC_train:0.7255717255717256
auc_train:0.9922505860901276
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 483 | val Loss: 0.197492
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 483 | test Loss: 0.228886
ACC_test:0.72
auc_test:0.6029541446208113
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 484 | Training Loss: 0.162836
ACC_train:0.7276507276507277
auc_train:0.9867152904402188
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 484 | val Loss: 0.197827
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 484 | test Loss: 0.229232
ACC_test:0.72
auc_test:0.6007495590828924
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 485 | Training Loss: 0.167811
ACC_train:0.7276507276507277
auc_train:0.9901775636016324
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 485 | val Loss: 0.198252
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 485 | test Loss: 0.229242
ACC_test:0.72
auc_test:0.6011904761904762
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 486 | Training Loss: 0.165444
ACC_train:0.7276507276507277
auc_train:0.9891030650342971
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 486 | val Loss: 0.198226
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 486 | test Loss: 0.229213
ACC_test:0.72
auc_test:0.6018518518518519
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 487 | Training Loss: 0.162054
ACC_train:0.7255717255717256
auc_train:0.9955283493965443
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 487 | val Loss: 0.198802
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 487 | test Loss: 0.228705
ACC_test:0.72
auc_test:0.5978835978835979
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 488 | Training Loss: 0.162106
ACC_train:0.7255717255717256
auc_train:0.9939220283059824
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 488 | val Loss: 0.198202
ACC_val:0.71900826446281
auc_val:0.8867478025693036
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 488 | test Loss: 0.229217
ACC_test:0.72
auc_test:0.6007495590828924
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 489 | Training Loss: 0.163065
ACC_train:0.7276507276507277
auc_train:0.9958105409394807
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 489 | val Loss: 0.198141
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 489 | test Loss: 0.228795
ACC_test:0.72
auc_test:0.599426807760141
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 490 | Training Loss: 0.161156
ACC_train:0.7255717255717256
auc_train:0.9946166536424417
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 490 | val Loss: 0.198265
ACC_val:0.71900826446281
auc_val:0.8881000676132521
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 490 | test Loss: 0.228365
ACC_test:0.72
auc_test:0.5992063492063492
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 491 | Training Loss: 0.161690
ACC_train:0.7276507276507277
auc_train:0.9925761917165928
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 491 | val Loss: 0.197345
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 491 | test Loss: 0.229569
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 492 | Training Loss: 0.161248
ACC_train:0.7255717255717256
auc_train:0.9956585916471303
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 492 | val Loss: 0.197333
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 492 | test Loss: 0.229289
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 493 | Training Loss: 0.156710
ACC_train:0.7255717255717256
auc_train:0.9971889380915169
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 493 | val Loss: 0.198432
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 493 | test Loss: 0.228160
ACC_test:0.72
auc_test:0.6027336860670194
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 494 | Training Loss: 0.163903
ACC_train:0.7297297297297297
auc_train:0.991773031171312
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 494 | val Loss: 0.197932
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 494 | test Loss: 0.229083
ACC_test:0.72
auc_test:0.6042768959435626
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 495 | Training Loss: 0.158551
ACC_train:0.7255717255717256
auc_train:0.9939654423895111
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 495 | val Loss: 0.197875
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 495 | test Loss: 0.229300
ACC_test:0.72
auc_test:0.6044973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 496 | Training Loss: 0.156815
ACC_train:0.7318087318087318
auc_train:0.993335938178345
f1_weighted_train:0.624589876826878
f1_macro_train:0.44422947736127905
 ==  Epoch: 496 | val Loss: 0.197937
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 496 | test Loss: 0.228524
ACC_test:0.72
auc_test:0.6018518518518519
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 497 | Training Loss: 0.159095
ACC_train:0.7276507276507277
auc_train:0.9957454198141877
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 497 | val Loss: 0.197262
ACC_val:0.71900826446281
auc_val:0.8887762001352264
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 497 | test Loss: 0.228439
ACC_test:0.72
auc_test:0.6005291005291006
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 498 | Training Loss: 0.154725
ACC_train:0.7276507276507277
auc_train:0.9968307719024052
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 498 | val Loss: 0.196542
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 498 | test Loss: 0.228664
ACC_test:0.72
auc_test:0.6009700176366843
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 499 | Training Loss: 0.166504
ACC_train:0.7276507276507277
auc_train:0.9878223495702007
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 499 | val Loss: 0.196749
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 499 | test Loss: 0.229233
ACC_test:0.72
auc_test:0.599426807760141
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 500 | Training Loss: 0.156803
ACC_train:0.7297297297297297
auc_train:0.9960927324824173
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 500 | val Loss: 0.198004
ACC_val:0.71900826446281
auc_val:0.8874239350912779
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 500 | test Loss: 0.228824
ACC_test:0.72
auc_test:0.5998677248677249
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 501 | Training Loss: 0.161836
ACC_train:0.7338877338877339
auc_train:0.9917187635669011
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 501 | val Loss: 0.198843
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 501 | test Loss: 0.228573
ACC_test:0.72
auc_test:0.5994268077601411
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 502 | Training Loss: 0.161270
ACC_train:0.7318087318087318
auc_train:0.9933359381783451
f1_weighted_train:0.624589876826878
f1_macro_train:0.44422947736127905
 ==  Epoch: 502 | val Loss: 0.198260
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 502 | test Loss: 0.229102
ACC_test:0.72
auc_test:0.5978835978835978
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 503 | Training Loss: 0.159675
ACC_train:0.7276507276507277
auc_train:0.9976882000520969
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 503 | val Loss: 0.198123
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 503 | test Loss: 0.228670
ACC_test:0.72
auc_test:0.5978835978835979
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 504 | Training Loss: 0.153542
ACC_train:0.738045738045738
auc_train:0.9970912564035774
f1_weighted_train:0.6384859792415724
f1_macro_train:0.46702195018995357
 ==  Epoch: 504 | val Loss: 0.197946
ACC_val:0.71900826446281
auc_val:0.885395537525355
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 504 | test Loss: 0.228903
ACC_test:0.72
auc_test:0.5972222222222223
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 505 | Training Loss: 0.161008
ACC_train:0.7401247401247402
auc_train:0.9876052791525571
f1_weighted_train:0.6430097164819228
f1_macro_train:0.47441803543799227
 ==  Epoch: 505 | val Loss: 0.198041
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 505 | test Loss: 0.228602
ACC_test:0.72
auc_test:0.5994268077601411
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 506 | Training Loss: 0.156721
ACC_train:0.7338877338877339
auc_train:0.990470608665451
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 506 | val Loss: 0.198056
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 506 | test Loss: 0.228561
ACC_test:0.72
auc_test:0.6009700176366843
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 507 | Training Loss: 0.159905
ACC_train:0.7338877338877339
auc_train:0.9998480507076496
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 507 | val Loss: 0.197528
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 507 | test Loss: 0.228906
ACC_test:0.72
auc_test:0.6000881834215167
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 508 | Training Loss: 0.160285
ACC_train:0.7338877338877339
auc_train:0.9939220283059824
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 508 | val Loss: 0.197553
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 508 | test Loss: 0.229464
ACC_test:0.72
auc_test:0.6029541446208112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 509 | Training Loss: 0.157975
ACC_train:0.7338877338877339
auc_train:0.9941608057653903
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 509 | val Loss: 0.197931
ACC_val:0.71900826446281
auc_val:0.8813387423935092
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 509 | test Loss: 0.229324
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 510 | Training Loss: 0.155542
ACC_train:0.7442827442827443
auc_train:0.9932274029695234
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 510 | val Loss: 0.197945
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 510 | test Loss: 0.228598
ACC_test:0.72
auc_test:0.6044973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 511 | Training Loss: 0.156825
ACC_train:0.735966735966736
auc_train:0.9934444733871668
f1_weighted_train:0.6339089147848271
f1_macro_train:0.4595266533952665
 ==  Epoch: 511 | val Loss: 0.196786
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 511 | test Loss: 0.228771
ACC_test:0.72
auc_test:0.6020723104056438
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 512 | Training Loss: 0.156047
ACC_train:0.735966735966736
auc_train:0.9965485803594687
f1_weighted_train:0.6339089147848271
f1_macro_train:0.4595266533952665
 ==  Epoch: 512 | val Loss: 0.195707
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 512 | test Loss: 0.229213
ACC_test:0.72
auc_test:0.5996472663139331
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 513 | Training Loss: 0.154369
ACC_train:0.7338877338877339
auc_train:0.9929886255101155
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 513 | val Loss: 0.195746
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 513 | test Loss: 0.228665
ACC_test:0.72
auc_test:0.6003086419753086
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 514 | Training Loss: 0.160020
ACC_train:0.7318087318087318
auc_train:0.9912954762524964
f1_weighted_train:0.624589876826878
f1_macro_train:0.44422947736127905
 ==  Epoch: 514 | val Loss: 0.196325
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 514 | test Loss: 0.229481
ACC_test:0.72
auc_test:0.6009700176366843
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 515 | Training Loss: 0.159309
ACC_train:0.7338877338877339
auc_train:0.9873665016931493
f1_weighted_train:0.6292773002643391
f1_macro_train:0.4519299245121777
 ==  Epoch: 515 | val Loss: 0.197376
ACC_val:0.71900826446281
auc_val:0.883367139959432
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 515 | test Loss: 0.229517
ACC_test:0.72
auc_test:0.599426807760141
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 516 | Training Loss: 0.158740
ACC_train:0.735966735966736
auc_train:0.9892984284101763
f1_weighted_train:0.6339089147848271
f1_macro_train:0.4595266533952665
 ==  Epoch: 516 | val Loss: 0.198078
ACC_val:0.71900826446281
auc_val:0.8826910074374577
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 516 | test Loss: 0.228869
ACC_test:0.72
auc_test:0.5987654320987654
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 517 | Training Loss: 0.155790
ACC_train:0.735966735966736
auc_train:0.9939220283059825
f1_weighted_train:0.6339089147848271
f1_macro_train:0.4595266533952665
 ==  Epoch: 517 | val Loss: 0.197988
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 517 | test Loss: 0.229090
ACC_test:0.72
auc_test:0.5983245149911817
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 518 | Training Loss: 0.160194
ACC_train:0.7318087318087318
auc_train:0.9990883042458973
f1_weighted_train:0.624589876826878
f1_macro_train:0.44422947736127905
 ==  Epoch: 518 | val Loss: 0.197844
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 518 | test Loss: 0.229173
ACC_test:0.72
auc_test:0.5994268077601411
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 519 | Training Loss: 0.160159
ACC_train:0.7318087318087318
auc_train:0.993270817053052
f1_weighted_train:0.624589876826878
f1_macro_train:0.44422947736127905
 ==  Epoch: 519 | val Loss: 0.197244
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 519 | test Loss: 0.229217
ACC_test:0.72
auc_test:0.6000881834215167
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 520 | Training Loss: 0.157436
ACC_train:0.7401247401247402
auc_train:0.990839628375445
f1_weighted_train:0.6430097164819228
f1_macro_train:0.47441803543799227
 ==  Epoch: 520 | val Loss: 0.196815
ACC_val:0.71900826446281
auc_val:0.8887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 520 | test Loss: 0.229021
ACC_test:0.72
auc_test:0.6009700176366842
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 521 | Training Loss: 0.157779
ACC_train:0.7422037422037422
auc_train:0.9958973691065383
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 521 | val Loss: 0.196915
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 521 | test Loss: 0.228385
ACC_test:0.72
auc_test:0.6009700176366842
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 522 | Training Loss: 0.156145
ACC_train:0.7422037422037422
auc_train:0.995951636710949
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 522 | val Loss: 0.196588
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 522 | test Loss: 0.230035
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 523 | Training Loss: 0.158300
ACC_train:0.7401247401247402
auc_train:0.9982634366588521
f1_weighted_train:0.6430097164819228
f1_macro_train:0.47441803543799227
 ==  Epoch: 523 | val Loss: 0.197736
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 523 | test Loss: 0.229342
ACC_test:0.72
auc_test:0.6038359788359787
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 524 | Training Loss: 0.156097
ACC_train:0.7442827442827443
auc_train:0.9989580619953113
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 524 | val Loss: 0.198322
ACC_val:0.71900826446281
auc_val:0.883367139959432
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 524 | test Loss: 0.228949
ACC_test:0.72
auc_test:0.6044973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 525 | Training Loss: 0.158110
ACC_train:0.7422037422037422
auc_train:0.983980203177911
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 525 | val Loss: 0.197829
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 525 | test Loss: 0.229616
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 526 | Training Loss: 0.153179
ACC_train:0.7442827442827443
auc_train:0.9947468958930277
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 526 | val Loss: 0.197091
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 526 | test Loss: 0.228898
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 527 | Training Loss: 0.154104
ACC_train:0.7484407484407485
auc_train:0.9952787184162543
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 527 | val Loss: 0.196212
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 527 | test Loss: 0.228069
ACC_test:0.72
auc_test:0.6029541446208112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 528 | Training Loss: 0.154599
ACC_train:0.7505197505197505
auc_train:0.9930754536771729
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 528 | val Loss: 0.195358
ACC_val:0.71900826446281
auc_val:0.8897903989181879
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 528 | test Loss: 0.229053
ACC_test:0.72
auc_test:0.6044973544973544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 529 | Training Loss: 0.153939
ACC_train:0.7505197505197505
auc_train:0.9956911522097769
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 529 | val Loss: 0.194917
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 529 | test Loss: 0.230403
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 530 | Training Loss: 0.156735
ACC_train:0.735966735966736
auc_train:0.9988278197447252
f1_weighted_train:0.6339089147848271
f1_macro_train:0.4595266533952665
 ==  Epoch: 530 | val Loss: 0.196273
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 530 | test Loss: 0.228700
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 531 | Training Loss: 0.151014
ACC_train:0.7463617463617463
auc_train:0.9883650256143093
f1_weighted_train:0.6562726799415222
f1_macro_train:0.49603229130882853
 ==  Epoch: 531 | val Loss: 0.196464
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 531 | test Loss: 0.228191
ACC_test:0.72
auc_test:0.6025132275132274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 532 | Training Loss: 0.159058
ACC_train:0.7505197505197505
auc_train:0.9961144395241815
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 532 | val Loss: 0.196301
ACC_val:0.71900826446281
auc_val:0.8887762001352264
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 532 | test Loss: 0.229052
ACC_test:0.72
auc_test:0.5992063492063492
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 533 | Training Loss: 0.156586
ACC_train:0.7422037422037422
auc_train:0.9937483719718677
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 533 | val Loss: 0.196084
ACC_val:0.71900826446281
auc_val:0.8881000676132521
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 533 | test Loss: 0.230038
ACC_test:0.72
auc_test:0.5987654320987654
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 534 | Training Loss: 0.155590
ACC_train:0.7484407484407485
auc_train:0.9984588000347313
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 534 | val Loss: 0.196547
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 534 | test Loss: 0.229037
ACC_test:0.72
auc_test:0.5998677248677249
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 535 | Training Loss: 0.152041
ACC_train:0.7525987525987526
auc_train:0.9976122254059218
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 535 | val Loss: 0.196705
ACC_val:0.71900826446281
auc_val:0.8887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 535 | test Loss: 0.228390
ACC_test:0.72
auc_test:0.601410934744268
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 536 | Training Loss: 0.157501
ACC_train:0.7484407484407485
auc_train:0.9967439437353478
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 536 | val Loss: 0.195881
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 536 | test Loss: 0.228963
ACC_test:0.72
auc_test:0.6022927689594355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 537 | Training Loss: 0.156825
ACC_train:0.7484407484407485
auc_train:0.9956802986888947
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 537 | val Loss: 0.195255
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 537 | test Loss: 0.229744
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 538 | Training Loss: 0.156063
ACC_train:0.7484407484407485
auc_train:0.9919032734218981
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 538 | val Loss: 0.195816
ACC_val:0.71900826446281
auc_val:0.8891142663962137
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 538 | test Loss: 0.229104
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 539 | Training Loss: 0.158264
ACC_train:0.7442827442827443
auc_train:0.992641312841886
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 539 | val Loss: 0.196420
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 539 | test Loss: 0.228539
ACC_test:0.72
auc_test:0.6022927689594355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 540 | Training Loss: 0.152141
ACC_train:0.7505197505197505
auc_train:0.9939220283059824
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 540 | val Loss: 0.196718
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 540 | test Loss: 0.229000
ACC_test:0.72
auc_test:0.601190476190476
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 541 | Training Loss: 0.159850
ACC_train:0.7442827442827443
auc_train:0.9933467916992273
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 541 | val Loss: 0.195569
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 541 | test Loss: 0.232114
ACC_test:0.72
auc_test:0.6038359788359788
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 542 | Training Loss: 0.153271
ACC_train:0.7505197505197505
auc_train:0.9952678648953721
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 542 | val Loss: 0.195963
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 542 | test Loss: 0.229546
ACC_test:0.72
auc_test:0.6025132275132276
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 543 | Training Loss: 0.147377
ACC_train:0.7505197505197505
auc_train:0.9929017973430581
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 543 | val Loss: 0.195399
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 543 | test Loss: 0.227465
ACC_test:0.72
auc_test:0.5992063492063492
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 544 | Training Loss: 0.152106
ACC_train:0.7484407484407485
auc_train:0.9958973691065381
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 544 | val Loss: 0.194143
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 544 | test Loss: 0.230855
ACC_test:0.72
auc_test:0.6022927689594355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 545 | Training Loss: 0.155968
ACC_train:0.7442827442827443
auc_train:0.9986758704523748
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 545 | val Loss: 0.193488
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 545 | test Loss: 0.232351
ACC_test:0.72
auc_test:0.599647266313933
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 546 | Training Loss: 0.147459
ACC_train:0.7588357588357588
auc_train:0.9953112789789007
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 546 | val Loss: 0.195040
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 546 | test Loss: 0.228305
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 547 | Training Loss: 0.145831
ACC_train:0.762993762993763
auc_train:0.9894395241816445
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 547 | val Loss: 0.195267
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 547 | test Loss: 0.227292
ACC_test:0.72
auc_test:0.5985449735449736
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 548 | Training Loss: 0.154442
ACC_train:0.7484407484407485
auc_train:0.9991425718503083
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 548 | val Loss: 0.194371
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 548 | test Loss: 0.232377
ACC_test:0.72
auc_test:0.5989858906525573
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 549 | Training Loss: 0.155712
ACC_train:0.7442827442827443
auc_train:0.9916210818789615
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 549 | val Loss: 0.194331
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 549 | test Loss: 0.232673
ACC_test:0.72
auc_test:0.5983245149911817
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 550 | Training Loss: 0.143856
ACC_train:0.7525987525987526
auc_train:0.9963315099418252
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 550 | val Loss: 0.194736
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 550 | test Loss: 0.228206
ACC_test:0.72
auc_test:0.6027336860670195
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 551 | Training Loss: 0.147968
ACC_train:0.7505197505197505
auc_train:0.9951159156030216
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 551 | val Loss: 0.194162
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 551 | test Loss: 0.227543
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 552 | Training Loss: 0.148254
ACC_train:0.760914760914761
auc_train:0.99600590431536
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 552 | val Loss: 0.193441
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 552 | test Loss: 0.231599
ACC_test:0.72
auc_test:0.6016313932980599
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 553 | Training Loss: 0.151845
ACC_train:0.7484407484407485
auc_train:0.9980897803247374
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 553 | val Loss: 0.193941
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 553 | test Loss: 0.231380
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 554 | Training Loss: 0.150313
ACC_train:0.7422037422037422
auc_train:0.9885820960319528
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 554 | val Loss: 0.195019
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 554 | test Loss: 0.228397
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 555 | Training Loss: 0.143996
ACC_train:0.7546777546777547
auc_train:0.9981983155335591
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 555 | val Loss: 0.195261
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 555 | test Loss: 0.228024
ACC_test:0.72
auc_test:0.6027336860670194
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 556 | Training Loss: 0.157627
ACC_train:0.7505197505197505
auc_train:0.9972432056959277
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 556 | val Loss: 0.195009
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 556 | test Loss: 0.232505
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 557 | Training Loss: 0.155174
ACC_train:0.7463617463617463
auc_train:0.9958539550230096
f1_weighted_train:0.6562726799415222
f1_macro_train:0.49603229130882853
 ==  Epoch: 557 | val Loss: 0.195202
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 557 | test Loss: 0.232038
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 558 | Training Loss: 0.147731
ACC_train:0.7546777546777547
auc_train:0.998068073282973
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 558 | val Loss: 0.194129
ACC_val:0.71900826446281
auc_val:0.8837052062204193
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 558 | test Loss: 0.228106
ACC_test:0.72
auc_test:0.6053791887125219
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 559 | Training Loss: 0.148699
ACC_train:0.7525987525987526
auc_train:0.9917404706086655
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 559 | val Loss: 0.192732
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 559 | test Loss: 0.227822
ACC_test:0.72
auc_test:0.603615520282187
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 560 | Training Loss: 0.149168
ACC_train:0.7422037422037422
auc_train:0.9992185464964835
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 560 | val Loss: 0.191856
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 560 | test Loss: 0.231032
ACC_test:0.72
auc_test:0.6029541446208112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 561 | Training Loss: 0.154069
ACC_train:0.7567567567567568
auc_train:0.9974168620300425
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 561 | val Loss: 0.192366
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 561 | test Loss: 0.231655
ACC_test:0.72
auc_test:0.6022927689594355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 562 | Training Loss: 0.147547
ACC_train:0.7546777546777547
auc_train:0.9949422592689068
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 562 | val Loss: 0.193880
ACC_val:0.71900826446281
auc_val:0.8891142663962137
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 562 | test Loss: 0.229079
ACC_test:0.72
auc_test:0.603615520282187
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 563 | Training Loss: 0.145571
ACC_train:0.7588357588357588
auc_train:0.9864005383346358
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 563 | val Loss: 0.195327
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 563 | test Loss: 0.228807
ACC_test:0.72
auc_test:0.5996472663139331
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 564 | Training Loss: 0.151798
ACC_train:0.7442827442827443
auc_train:0.9998263436658852
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 564 | val Loss: 0.195475
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 564 | test Loss: 0.230844
ACC_test:0.72
auc_test:0.6027336860670193
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 565 | Training Loss: 0.150721
ACC_train:0.7567567567567568
auc_train:0.9919466875054268
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 565 | val Loss: 0.194814
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 565 | test Loss: 0.231202
ACC_test:0.72
auc_test:0.6022927689594356
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 566 | Training Loss: 0.149779
ACC_train:0.7484407484407485
auc_train:0.9972214986541634
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 566 | val Loss: 0.194702
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 566 | test Loss: 0.230014
ACC_test:0.72
auc_test:0.5998677248677249
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 567 | Training Loss: 0.150822
ACC_train:0.7546777546777547
auc_train:0.9906334114786838
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 567 | val Loss: 0.194448
ACC_val:0.71900826446281
auc_val:0.8891142663962137
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 567 | test Loss: 0.228652
ACC_test:0.72
auc_test:0.6018518518518517
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 568 | Training Loss: 0.148311
ACC_train:0.7546777546777547
auc_train:0.9953655465833118
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 568 | val Loss: 0.194306
ACC_val:0.71900826446281
auc_val:0.8904665314401623
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 568 | test Loss: 0.229492
ACC_test:0.72
auc_test:0.601190476190476
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 569 | Training Loss: 0.148932
ACC_train:0.762993762993763
auc_train:0.9999782929582357
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 569 | val Loss: 0.194379
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 569 | test Loss: 0.229750
ACC_test:0.72
auc_test:0.601410934744268
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 570 | Training Loss: 0.150646
ACC_train:0.762993762993763
auc_train:0.990535729790744
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 570 | val Loss: 0.195032
ACC_val:0.71900826446281
auc_val:0.8864097363083163
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 570 | test Loss: 0.230017
ACC_test:0.72
auc_test:0.601410934744268
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 571 | Training Loss: 0.150058
ACC_train:0.7525987525987526
auc_train:0.9992619605800122
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 571 | val Loss: 0.195740
ACC_val:0.71900826446281
auc_val:0.8837052062204191
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 571 | test Loss: 0.229310
ACC_test:0.72
auc_test:0.6038359788359787
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 572 | Training Loss: 0.148076
ACC_train:0.760914760914761
auc_train:0.9955717634800729
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 572 | val Loss: 0.195511
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 572 | test Loss: 0.230046
ACC_test:0.72
auc_test:0.6049382716049382
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 573 | Training Loss: 0.152087
ACC_train:0.7484407484407485
auc_train:0.9900798819136928
f1_weighted_train:0.6605946605946605
f1_macro_train:0.503052503052503
 ==  Epoch: 573 | val Loss: 0.194565
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 573 | test Loss: 0.230615
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 574 | Training Loss: 0.150680
ACC_train:0.7546777546777547
auc_train:0.9989689155161934
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 574 | val Loss: 0.193627
ACC_val:0.71900826446281
auc_val:0.8891142663962136
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 574 | test Loss: 0.229977
ACC_test:0.72
auc_test:0.6038359788359788
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 575 | Training Loss: 0.148309
ACC_train:0.7442827442827443
auc_train:0.9958539550230094
f1_weighted_train:0.6519019283421803
f1_macro_train:0.4889211392437868
 ==  Epoch: 575 | val Loss: 0.192795
ACC_val:0.71900826446281
auc_val:0.8914807302231238
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 575 | test Loss: 0.229233
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 576 | Training Loss: 0.146096
ACC_train:0.7650727650727651
auc_train:0.9982417296170878
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 576 | val Loss: 0.192942
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 576 | test Loss: 0.229370
ACC_test:0.72
auc_test:0.6029541446208112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 577 | Training Loss: 0.143820
ACC_train:0.7567567567567568
auc_train:0.9972432056959277
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 577 | val Loss: 0.193775
ACC_val:0.71900826446281
auc_val:0.8870858688302906
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 577 | test Loss: 0.229613
ACC_test:0.72
auc_test:0.6029541446208112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 578 | Training Loss: 0.148307
ACC_train:0.7525987525987526
auc_train:0.9911109663974993
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 578 | val Loss: 0.194204
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 578 | test Loss: 0.229837
ACC_test:0.72
auc_test:0.6036155202821869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 579 | Training Loss: 0.143811
ACC_train:0.7650727650727651
auc_train:0.9992402535382479
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 579 | val Loss: 0.194023
ACC_val:0.71900826446281
auc_val:0.8867478025693036
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 579 | test Loss: 0.229331
ACC_test:0.72
auc_test:0.6020723104056437
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 580 | Training Loss: 0.146416
ACC_train:0.762993762993763
auc_train:0.9976556394894504
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 580 | val Loss: 0.193634
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 580 | test Loss: 0.228983
ACC_test:0.72
auc_test:0.6022927689594356
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 581 | Training Loss: 0.150812
ACC_train:0.7505197505197505
auc_train:0.9935747156377529
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 581 | val Loss: 0.193205
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 581 | test Loss: 0.229332
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 582 | Training Loss: 0.145762
ACC_train:0.7692307692307693
auc_train:0.9988712338282538
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 582 | val Loss: 0.193338
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 582 | test Loss: 0.230254
ACC_test:0.72
auc_test:0.6027336860670195
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 583 | Training Loss: 0.150395
ACC_train:0.7525987525987526
auc_train:0.9991100112876617
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 583 | val Loss: 0.194536
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 583 | test Loss: 0.229295
ACC_test:0.72
auc_test:0.603395061728395
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 584 | Training Loss: 0.144453
ACC_train:0.7650727650727651
auc_train:0.994703481809499
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 584 | val Loss: 0.195488
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 584 | test Loss: 0.229324
ACC_test:0.72
auc_test:0.6047178130511464
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 585 | Training Loss: 0.149933
ACC_train:0.7567567567567568
auc_train:0.9986324563688461
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 585 | val Loss: 0.195643
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 585 | test Loss: 0.230472
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 586 | Training Loss: 0.155293
ACC_train:0.7463617463617463
auc_train:0.9921637579230703
f1_weighted_train:0.6562726799415222
f1_macro_train:0.49603229130882853
 ==  Epoch: 586 | val Loss: 0.195623
ACC_val:0.71900826446281
auc_val:0.8874239350912779
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 586 | test Loss: 0.229699
ACC_test:0.72
auc_test:0.6040564373897708
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 587 | Training Loss: 0.154442
ACC_train:0.7505197505197505
auc_train:0.9956477381262483
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 587 | val Loss: 0.194405
ACC_val:0.71900826446281
auc_val:0.8894523326572007
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 587 | test Loss: 0.229762
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 588 | Training Loss: 0.151584
ACC_train:0.760914760914761
auc_train:0.9965919944429973
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 588 | val Loss: 0.193658
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 588 | test Loss: 0.230149
ACC_test:0.72
auc_test:0.6027336860670194
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 589 | Training Loss: 0.148531
ACC_train:0.7525987525987526
auc_train:0.9976339324476861
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 589 | val Loss: 0.193643
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 589 | test Loss: 0.229657
ACC_test:0.72
auc_test:0.6018518518518519
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 590 | Training Loss: 0.148852
ACC_train:0.7525987525987526
auc_train:0.998068073282973
f1_weighted_train:0.669096524294262
f1_macro_train:0.5168277550331322
 ==  Epoch: 590 | val Loss: 0.194562
ACC_val:0.71900826446281
auc_val:0.8901284651791752
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 590 | test Loss: 0.228710
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 591 | Training Loss: 0.150223
ACC_train:0.7546777546777547
auc_train:0.9959841972735957
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 591 | val Loss: 0.194845
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 591 | test Loss: 0.229730
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 592 | Training Loss: 0.148366
ACC_train:0.7671517671517671
auc_train:1.0
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 592 | val Loss: 0.194966
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 592 | test Loss: 0.231122
ACC_test:0.72
auc_test:0.6086860670194003
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 593 | Training Loss: 0.148072
ACC_train:0.762993762993763
auc_train:0.9938134930971607
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 593 | val Loss: 0.195368
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 593 | test Loss: 0.230463
ACC_test:0.72
auc_test:0.6086860670194004
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 594 | Training Loss: 0.146103
ACC_train:0.7713097713097713
auc_train:0.9892767213684119
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 594 | val Loss: 0.195572
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 594 | test Loss: 0.229112
ACC_test:0.72
auc_test:0.6062610229276897
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 595 | Training Loss: 0.145670
ACC_train:0.760914760914761
auc_train:0.987909177737258
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 595 | val Loss: 0.195418
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 595 | test Loss: 0.228718
ACC_test:0.72
auc_test:0.6060405643738977
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 596 | Training Loss: 0.153707
ACC_train:0.738045738045738
auc_train:0.9926630198836504
f1_weighted_train:0.6384859792415724
f1_macro_train:0.46702195018995357
 ==  Epoch: 596 | val Loss: 0.194273
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 596 | test Loss: 0.230521
ACC_test:0.72
auc_test:0.6040564373897708
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 597 | Training Loss: 0.151551
ACC_train:0.7546777546777547
auc_train:0.990275245289572
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 597 | val Loss: 0.193829
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 597 | test Loss: 0.230289
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 598 | Training Loss: 0.143113
ACC_train:0.7754677754677755
auc_train:0.9993053746635409
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 598 | val Loss: 0.193370
ACC_val:0.71900826446281
auc_val:0.8891142663962137
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 598 | test Loss: 0.228943
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 599 | Training Loss: 0.147765
ACC_train:0.760914760914761
auc_train:0.9955717634800729
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 599 | val Loss: 0.192716
ACC_val:0.71900826446281
auc_val:0.8904665314401622
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 599 | test Loss: 0.229335
ACC_test:0.72
auc_test:0.6038359788359788
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 600 | Training Loss: 0.144760
ACC_train:0.7692307692307693
auc_train:0.9986758704523748
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 600 | val Loss: 0.192156
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 600 | test Loss: 0.231062
ACC_test:0.72
auc_test:0.6025132275132274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 601 | Training Loss: 0.151126
ACC_train:0.7422037422037422
auc_train:0.9945949466006773
f1_weighted_train:0.6474813146345993
f1_macro_train:0.48171706638859924
 ==  Epoch: 601 | val Loss: 0.192145
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 601 | test Loss: 0.231602
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 602 | Training Loss: 0.143489
ACC_train:0.7650727650727651
auc_train:0.9961035860032995
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 602 | val Loss: 0.194606
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 602 | test Loss: 0.227389
ACC_test:0.72
auc_test:0.6055996472663139
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 603 | Training Loss: 0.153508
ACC_train:0.762993762993763
auc_train:0.9907419466875054
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 603 | val Loss: 0.194089
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 603 | test Loss: 0.231380
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 604 | Training Loss: 0.150464
ACC_train:0.7567567567567568
auc_train:1.0
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 604 | val Loss: 0.192366
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 604 | test Loss: 0.233595
ACC_test:0.72
auc_test:0.6047178130511464
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 605 | Training Loss: 0.142869
ACC_train:0.7567567567567568
auc_train:0.999934878874707
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 605 | val Loss: 0.192721
ACC_val:0.71900826446281
auc_val:0.8918187964841109
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 605 | test Loss: 0.228358
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 606 | Training Loss: 0.135451
ACC_train:0.7671517671517671
auc_train:0.9999782929582357
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 606 | val Loss: 0.192164
ACC_val:0.71900826446281
auc_val:0.8891142663962137
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 606 | test Loss: 0.226136
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 607 | Training Loss: 0.150362
ACC_train:0.7546777546777547
auc_train:1.0
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 607 | val Loss: 0.191460
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 607 | test Loss: 0.231216
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 608 | Training Loss: 0.152760
ACC_train:0.7588357588357588
auc_train:0.9978075887818008
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 608 | val Loss: 0.191440
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 608 | test Loss: 0.233471
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 609 | Training Loss: 0.140434
ACC_train:0.7546777546777547
auc_train:0.9998914647911783
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 609 | val Loss: 0.193354
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 609 | test Loss: 0.228328
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 610 | Training Loss: 0.142273
ACC_train:0.7733887733887734
auc_train:0.9905357297907441
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 610 | val Loss: 0.193137
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 610 | test Loss: 0.226768
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 611 | Training Loss: 0.148736
ACC_train:0.7546777546777547
auc_train:0.9945949466006773
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 611 | val Loss: 0.192364
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 611 | test Loss: 0.232573
ACC_test:0.72
auc_test:0.6080246913580247
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 612 | Training Loss: 0.151129
ACC_train:0.7546777546777547
auc_train:0.996819918381523
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 612 | val Loss: 0.192163
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 612 | test Loss: 0.234118
ACC_test:0.72
auc_test:0.6067019400352732
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 613 | Training Loss: 0.144636
ACC_train:0.7588357588357588
auc_train:0.9973625944256317
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 613 | val Loss: 0.193194
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 613 | test Loss: 0.229213
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 614 | Training Loss: 0.135698
ACC_train:0.7671517671517671
auc_train:0.9970261352782843
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 614 | val Loss: 0.192272
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 614 | test Loss: 0.226469
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 615 | Training Loss: 0.148480
ACC_train:0.7567567567567568
auc_train:0.9991534253711905
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 615 | val Loss: 0.191202
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 615 | test Loss: 0.232438
ACC_test:0.72
auc_test:0.6029541446208113
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 616 | Training Loss: 0.142921
ACC_train:0.7713097713097713
auc_train:0.9970044282365199
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 616 | val Loss: 0.189174
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 616 | test Loss: 0.236663
ACC_test:0.72
auc_test:0.599647266313933
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 617 | Training Loss: 0.142784
ACC_train:0.7546777546777547
auc_train:0.9967873578188764
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 617 | val Loss: 0.190127
ACC_val:0.71900826446281
auc_val:0.8904665314401623
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 617 | test Loss: 0.229367
ACC_test:0.72
auc_test:0.6044973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 618 | Training Loss: 0.128898
ACC_train:0.8024948024948025
auc_train:0.9981006338456195
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 618 | val Loss: 0.188263
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 618 | test Loss: 0.225224
ACC_test:0.72
auc_test:0.6020723104056437
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 619 | Training Loss: 0.145530
ACC_train:0.7588357588357588
auc_train:0.9987844056611965
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 619 | val Loss: 0.189342
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 619 | test Loss: 0.236301
ACC_test:0.72
auc_test:0.6007495590828924
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 620 | Training Loss: 0.143231
ACC_train:0.7733887733887734
auc_train:0.99875184509855
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 620 | val Loss: 0.190669
ACC_val:0.71900826446281
auc_val:0.8810006761325219
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 620 | test Loss: 0.242423
ACC_test:0.72
auc_test:0.5978835978835979
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 621 | Training Loss: 0.129840
ACC_train:0.7817047817047817
auc_train:0.9986433098897283
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 621 | val Loss: 0.191971
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 621 | test Loss: 0.227882
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 622 | Training Loss: 0.134357
ACC_train:0.8004158004158004
auc_train:0.9859338369367022
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 622 | val Loss: 0.189782
ACC_val:0.71900826446281
auc_val:0.8668018931710615
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 622 | test Loss: 0.226092
ACC_test:0.72
auc_test:0.593915343915344
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 623 | Training Loss: 0.146689
ACC_train:0.7401247401247402
auc_train:0.9990014760788399
f1_weighted_train:0.6430097164819228
f1_macro_train:0.47441803543799227
 ==  Epoch: 623 | val Loss: 0.192115
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 623 | test Loss: 0.254849
ACC_test:0.72
auc_test:0.597663139329806
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 624 | Training Loss: 0.138184
ACC_train:0.7692307692307693
auc_train:0.995702005730659
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 624 | val Loss: 0.188791
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 624 | test Loss: 0.241346
ACC_test:0.72
auc_test:0.6003086419753086
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 625 | Training Loss: 0.120915
ACC_train:0.814968814968815
auc_train:0.9932925240948164
f1_weighted_train:0.7783804011504138
f1_macro_train:0.6891704483572336
 ==  Epoch: 625 | val Loss: 0.184837
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 625 | test Loss: 0.225620
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 626 | Training Loss: 0.124569
ACC_train:0.7941787941787942
auc_train:0.9981549014500304
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 626 | val Loss: 0.185649
ACC_val:0.71900826446281
auc_val:0.8837052062204191
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 626 | test Loss: 0.226978
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 627 | Training Loss: 0.136655
ACC_train:0.7588357588357588
auc_train:0.9977424676565078
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 627 | val Loss: 0.187607
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 627 | test Loss: 0.237124
ACC_test:0.72
auc_test:0.6044973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 628 | Training Loss: 0.137455
ACC_train:0.7588357588357588
auc_train:0.999934878874707
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 628 | val Loss: 0.187947
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 628 | test Loss: 0.242598
ACC_test:0.72
auc_test:0.6007495590828924
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 629 | Training Loss: 0.131736
ACC_train:0.7671517671517671
auc_train:0.9956911522097769
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 629 | val Loss: 0.188107
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 629 | test Loss: 0.234879
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 630 | Training Loss: 0.123848
ACC_train:0.7941787941787942
auc_train:0.994822870539203
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 630 | val Loss: 0.186483
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 630 | test Loss: 0.228294
ACC_test:0.72
auc_test:0.6117724867724867
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 631 | Training Loss: 0.127102
ACC_train:0.7900207900207901
auc_train:0.989775983328992
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 631 | val Loss: 0.186101
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 631 | test Loss: 0.228649
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 632 | Training Loss: 0.133469
ACC_train:0.7546777546777547
auc_train:0.9990448901623687
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 632 | val Loss: 0.186710
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 632 | test Loss: 0.235579
ACC_test:0.72
auc_test:0.6042768959435626
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 633 | Training Loss: 0.134792
ACC_train:0.760914760914761
auc_train:0.9997069549361813
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 633 | val Loss: 0.185479
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 633 | test Loss: 0.241112
ACC_test:0.72
auc_test:0.6038359788359788
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 634 | Training Loss: 0.129235
ACC_train:0.7671517671517671
auc_train:0.9966571155682904
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 634 | val Loss: 0.185857
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 634 | test Loss: 0.237321
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 635 | Training Loss: 0.127403
ACC_train:0.7754677754677755
auc_train:0.9963966310671182
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 635 | val Loss: 0.184571
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 635 | test Loss: 0.229931
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 636 | Training Loss: 0.122521
ACC_train:0.8004158004158004
auc_train:0.9917621776504297
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 636 | val Loss: 0.183743
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 636 | test Loss: 0.228103
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 637 | Training Loss: 0.127340
ACC_train:0.7754677754677755
auc_train:0.9980789268038551
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 637 | val Loss: 0.186430
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 637 | test Loss: 0.232259
ACC_test:0.72
auc_test:0.6080246913580247
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 638 | Training Loss: 0.130470
ACC_train:0.7546777546777547
auc_train:0.997818442302683
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 638 | val Loss: 0.187990
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 638 | test Loss: 0.238663
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 639 | Training Loss: 0.131583
ACC_train:0.762993762993763
auc_train:0.9999782929582357
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 639 | val Loss: 0.187797
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 639 | test Loss: 0.237967
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 640 | Training Loss: 0.128612
ACC_train:0.7817047817047817
auc_train:0.9988278197447252
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 640 | val Loss: 0.185658
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 640 | test Loss: 0.232020
ACC_test:0.72
auc_test:0.607363315696649
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 641 | Training Loss: 0.123516
ACC_train:0.7858627858627859
auc_train:0.9981331944082661
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 641 | val Loss: 0.183907
ACC_val:0.71900826446281
auc_val:0.8884381338742394
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 641 | test Loss: 0.228275
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 642 | Training Loss: 0.125765
ACC_train:0.7733887733887734
auc_train:0.9948120170183208
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 642 | val Loss: 0.185108
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 642 | test Loss: 0.228377
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 643 | Training Loss: 0.123768
ACC_train:0.7900207900207901
auc_train:0.9989472084744291
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 643 | val Loss: 0.186951
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 643 | test Loss: 0.231016
ACC_test:0.72
auc_test:0.6067019400352733
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 644 | Training Loss: 0.131996
ACC_train:0.762993762993763
auc_train:0.9955283493965442
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 644 | val Loss: 0.188905
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 644 | test Loss: 0.235348
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 645 | Training Loss: 0.135523
ACC_train:0.762993762993763
auc_train:0.9982634366588522
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 645 | val Loss: 0.189518
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 645 | test Loss: 0.236527
ACC_test:0.72
auc_test:0.6084656084656084
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 646 | Training Loss: 0.135257
ACC_train:0.7588357588357588
auc_train:0.9916319353998437
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 646 | val Loss: 0.189251
ACC_val:0.71900826446281
auc_val:0.8823529411764707
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 646 | test Loss: 0.232195
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 647 | Training Loss: 0.124922
ACC_train:0.7733887733887734
auc_train:0.9972214986541634
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 647 | val Loss: 0.188144
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 647 | test Loss: 0.228525
ACC_test:0.72
auc_test:0.6117724867724867
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 648 | Training Loss: 0.128516
ACC_train:0.7754677754677755
auc_train:0.9955174958756621
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 648 | val Loss: 0.188101
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 648 | test Loss: 0.229227
ACC_test:0.72
auc_test:0.6093474426807759
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 649 | Training Loss: 0.132182
ACC_train:0.7650727650727651
auc_train:0.9976013718850395
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 649 | val Loss: 0.188179
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 649 | test Loss: 0.232673
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 650 | Training Loss: 0.135291
ACC_train:0.760914760914761
auc_train:0.9983394113050273
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 650 | val Loss: 0.188297
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 650 | test Loss: 0.235213
ACC_test:0.72
auc_test:0.6060405643738976
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 651 | Training Loss: 0.132230
ACC_train:0.7713097713097713
auc_train:0.9989689155161934
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 651 | val Loss: 0.189559
ACC_val:0.71900826446281
auc_val:0.883029073698445
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 651 | test Loss: 0.233632
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 652 | Training Loss: 0.131607
ACC_train:0.7692307692307693
auc_train:0.9940522705565686
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 652 | val Loss: 0.190110
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 652 | test Loss: 0.230238
ACC_test:0.72
auc_test:0.6089065255731922
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 653 | Training Loss: 0.128990
ACC_train:0.7817047817047817
auc_train:0.9978401493444474
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 653 | val Loss: 0.190046
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 653 | test Loss: 0.228881
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 654 | Training Loss: 0.133398
ACC_train:0.7796257796257796
auc_train:0.9951701832074324
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 654 | val Loss: 0.189985
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 654 | test Loss: 0.230112
ACC_test:0.72
auc_test:0.6080246913580246
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 655 | Training Loss: 0.137267
ACC_train:0.762993762993763
auc_train:0.9916644959624903
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 655 | val Loss: 0.189656
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 655 | test Loss: 0.231932
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 656 | Training Loss: 0.135035
ACC_train:0.7692307692307693
auc_train:0.9980897803247374
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 656 | val Loss: 0.189800
ACC_val:0.71900826446281
auc_val:0.8837052062204191
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 656 | test Loss: 0.231992
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 657 | Training Loss: 0.132143
ACC_train:0.7775467775467776
auc_train:0.997438569071807
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 657 | val Loss: 0.189714
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 657 | test Loss: 0.230310
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 658 | Training Loss: 0.128856
ACC_train:0.7796257796257796
auc_train:0.9963532169835895
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 658 | val Loss: 0.189364
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 658 | test Loss: 0.228852
ACC_test:0.72
auc_test:0.6089065255731922
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 659 | Training Loss: 0.130733
ACC_train:0.7692307692307693
auc_train:0.9944538508292091
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 659 | val Loss: 0.189632
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 659 | test Loss: 0.228458
ACC_test:0.72
auc_test:0.6095679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 660 | Training Loss: 0.131800
ACC_train:0.7692307692307693
auc_train:0.9984153859512025
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 660 | val Loss: 0.190430
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 660 | test Loss: 0.229673
ACC_test:0.72
auc_test:0.6089065255731922
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 661 | Training Loss: 0.138330
ACC_train:0.762993762993763
auc_train:0.9957671268559521
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 661 | val Loss: 0.190750
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 661 | test Loss: 0.232216
ACC_test:0.72
auc_test:0.6075837742504409
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 662 | Training Loss: 0.134994
ACC_train:0.7733887733887734
auc_train:0.9998263436658852
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 662 | val Loss: 0.191385
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 662 | test Loss: 0.232304
ACC_test:0.72
auc_test:0.6091269841269841
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 663 | Training Loss: 0.135542
ACC_train:0.7754677754677755
auc_train:0.9973083268212208
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 663 | val Loss: 0.191368
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 663 | test Loss: 0.230575
ACC_test:0.72
auc_test:0.6117724867724869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 664 | Training Loss: 0.133858
ACC_train:0.7713097713097713
auc_train:0.9927498480507077
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 664 | val Loss: 0.191073
ACC_val:0.71900826446281
auc_val:0.885733603786342
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 664 | test Loss: 0.229268
ACC_test:0.72
auc_test:0.6097883597883599
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 665 | Training Loss: 0.137510
ACC_train:0.7671517671517671
auc_train:0.9959407831900668
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 665 | val Loss: 0.190641
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 665 | test Loss: 0.229151
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 666 | Training Loss: 0.132929
ACC_train:0.7837837837837838
auc_train:0.9978944169488583
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 666 | val Loss: 0.190731
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 666 | test Loss: 0.230440
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 667 | Training Loss: 0.139986
ACC_train:0.762993762993763
auc_train:0.99600590431536
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 667 | val Loss: 0.190913
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 667 | test Loss: 0.231259
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 668 | Training Loss: 0.144122
ACC_train:0.7588357588357588
auc_train:0.997818442302683
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 668 | val Loss: 0.191539
ACC_val:0.71900826446281
auc_val:0.8837052062204191
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 668 | test Loss: 0.231280
ACC_test:0.72
auc_test:0.6067019400352734
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 669 | Training Loss: 0.138002
ACC_train:0.7692307692307693
auc_train:0.9999782929582357
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 669 | val Loss: 0.191543
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 669 | test Loss: 0.231013
ACC_test:0.72
auc_test:0.6060405643738977
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 670 | Training Loss: 0.136220
ACC_train:0.7671517671517671
auc_train:0.9914691325866111
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 670 | val Loss: 0.191852
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 670 | test Loss: 0.230001
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 671 | Training Loss: 0.135186
ACC_train:0.7692307692307693
auc_train:0.9983285577841451
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 671 | val Loss: 0.191370
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 671 | test Loss: 0.230438
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 672 | Training Loss: 0.135514
ACC_train:0.7588357588357588
auc_train:0.9949096987062603
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 672 | val Loss: 0.190873
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 672 | test Loss: 0.231370
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 673 | Training Loss: 0.142176
ACC_train:0.7567567567567568
auc_train:0.9937483719718677
f1_weighted_train:0.6774156653210115
f1_macro_train:0.5302616752222361
 ==  Epoch: 673 | val Loss: 0.191256
ACC_val:0.71900826446281
auc_val:0.8850574712643677
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 673 | test Loss: 0.231698
ACC_test:0.72
auc_test:0.605599647266314
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 674 | Training Loss: 0.137666
ACC_train:0.7713097713097713
auc_train:0.9991751324129547
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 674 | val Loss: 0.191862
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 674 | test Loss: 0.230788
ACC_test:0.72
auc_test:0.6058201058201059
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 675 | Training Loss: 0.135023
ACC_train:0.762993762993763
auc_train:0.9952461578536077
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 675 | val Loss: 0.191980
ACC_val:0.71900826446281
auc_val:0.8840432724814062
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 675 | test Loss: 0.229976
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 676 | Training Loss: 0.134098
ACC_train:0.7713097713097713
auc_train:0.9904489016236867
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 676 | val Loss: 0.191710
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 676 | test Loss: 0.229941
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 677 | Training Loss: 0.139428
ACC_train:0.760914760914761
auc_train:0.9970586958409308
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 677 | val Loss: 0.191059
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 677 | test Loss: 0.231132
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 678 | Training Loss: 0.139715
ACC_train:0.762993762993763
auc_train:0.9992619605800122
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 678 | val Loss: 0.189998
ACC_val:0.71900826446281
auc_val:0.8867478025693036
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 678 | test Loss: 0.232407
ACC_test:0.72
auc_test:0.6036155202821869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 679 | Training Loss: 0.133008
ACC_train:0.7920997920997921
auc_train:0.997199791612399
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 679 | val Loss: 0.189335
ACC_val:0.71900826446281
auc_val:0.8904665314401623
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 679 | test Loss: 0.231890
ACC_test:0.72
auc_test:0.6040564373897708
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 680 | Training Loss: 0.139114
ACC_train:0.7505197505197505
auc_train:0.9935530085959885
f1_weighted_train:0.6648689313725988
f1_macro_train:0.5099837000814996
 ==  Epoch: 680 | val Loss: 0.188922
ACC_val:0.71900826446281
auc_val:0.8908045977011494
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 680 | test Loss: 0.230819
ACC_test:0.72
auc_test:0.6047178130511465
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 681 | Training Loss: 0.135101
ACC_train:0.7671517671517671
auc_train:0.9938460536598073
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 681 | val Loss: 0.189367
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 681 | test Loss: 0.229858
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 682 | Training Loss: 0.136715
ACC_train:0.7588357588357588
auc_train:0.9990123295997222
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 682 | val Loss: 0.190837
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 682 | test Loss: 0.231105
ACC_test:0.72
auc_test:0.6060405643738977
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 683 | Training Loss: 0.134636
ACC_train:0.7754677754677755
auc_train:0.9955500564383086
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 683 | val Loss: 0.191788
ACC_val:0.71900826446281
auc_val:0.8803245436105476
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 683 | test Loss: 0.231462
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 684 | Training Loss: 0.138364
ACC_train:0.762993762993763
auc_train:0.9994681774767735
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 684 | val Loss: 0.191499
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 684 | test Loss: 0.231071
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 685 | Training Loss: 0.135056
ACC_train:0.7588357588357588
auc_train:0.995202743770079
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 685 | val Loss: 0.190883
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 685 | test Loss: 0.230001
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 686 | Training Loss: 0.137584
ACC_train:0.762993762993763
auc_train:0.9969393071112269
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 686 | val Loss: 0.190102
ACC_val:0.71900826446281
auc_val:0.8894523326572008
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 686 | test Loss: 0.230968
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 687 | Training Loss: 0.136049
ACC_train:0.7671517671517671
auc_train:0.9995767126855952
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 687 | val Loss: 0.189953
ACC_val:0.71900826446281
auc_val:0.8884381338742394
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 687 | test Loss: 0.232016
ACC_test:0.72
auc_test:0.6060405643738976
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 688 | Training Loss: 0.135975
ACC_train:0.7754677754677755
auc_train:0.9968958930276982
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 688 | val Loss: 0.190229
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 688 | test Loss: 0.231804
ACC_test:0.72
auc_test:0.6036155202821869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 689 | Training Loss: 0.132367
ACC_train:0.7650727650727651
auc_train:0.9971997916123991
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 689 | val Loss: 0.190747
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 689 | test Loss: 0.230323
ACC_test:0.72
auc_test:0.603615520282187
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 690 | Training Loss: 0.132600
ACC_train:0.7733887733887734
auc_train:0.9951159156030216
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 690 | val Loss: 0.190981
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 690 | test Loss: 0.229223
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 691 | Training Loss: 0.133643
ACC_train:0.760914760914761
auc_train:0.9904706086654511
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 691 | val Loss: 0.190892
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 691 | test Loss: 0.229102
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 692 | Training Loss: 0.143341
ACC_train:0.762993762993763
auc_train:0.9981766084917947
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 692 | val Loss: 0.190827
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 692 | test Loss: 0.232308
ACC_test:0.72
auc_test:0.6027336860670194
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 693 | Training Loss: 0.139867
ACC_train:0.760914760914761
auc_train:0.9995984197273595
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 693 | val Loss: 0.190424
ACC_val:0.71900826446281
auc_val:0.8840432724814062
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 693 | test Loss: 0.233809
ACC_test:0.72
auc_test:0.6029541446208113
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 694 | Training Loss: 0.140821
ACC_train:0.7692307692307693
auc_train:0.9986107493270817
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 694 | val Loss: 0.190519
ACC_val:0.71900826446281
auc_val:0.8867478025693036
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 694 | test Loss: 0.231050
ACC_test:0.72
auc_test:0.6042768959435626
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 695 | Training Loss: 0.134129
ACC_train:0.7588357588357588
auc_train:0.9992185464964835
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 695 | val Loss: 0.190595
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 695 | test Loss: 0.229300
ACC_test:0.72
auc_test:0.6058201058201059
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 696 | Training Loss: 0.137397
ACC_train:0.7546777546777547
auc_train:0.9956477381262481
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 696 | val Loss: 0.190648
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 696 | test Loss: 0.230569
ACC_test:0.72
auc_test:0.605599647266314
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 697 | Training Loss: 0.132883
ACC_train:0.7775467775467776
auc_train:0.9986975774941391
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 697 | val Loss: 0.190549
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 697 | test Loss: 0.231080
ACC_test:0.72
auc_test:0.6071428571428572
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 698 | Training Loss: 0.133560
ACC_train:0.762993762993763
auc_train:0.998632456368846
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 698 | val Loss: 0.190538
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 698 | test Loss: 0.231175
ACC_test:0.72
auc_test:0.6069223985890654
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 699 | Training Loss: 0.130983
ACC_train:0.7692307692307693
auc_train:1.0
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 699 | val Loss: 0.190055
ACC_val:0.71900826446281
auc_val:0.8874239350912778
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 699 | test Loss: 0.231545
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 700 | Training Loss: 0.139005
ACC_train:0.762993762993763
auc_train:0.9947794564556742
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 700 | val Loss: 0.189416
ACC_val:0.71900826446281
auc_val:0.8877620013522649
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 700 | test Loss: 0.232070
ACC_test:0.72
auc_test:0.607363315696649
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 701 | Training Loss: 0.135268
ACC_train:0.7837837837837838
auc_train:0.9938786142224538
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 701 | val Loss: 0.189751
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 701 | test Loss: 0.231677
ACC_test:0.72
auc_test:0.6093474426807761
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 702 | Training Loss: 0.137170
ACC_train:0.7692307692307693
auc_train:0.9952135972909613
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 702 | val Loss: 0.191060
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 702 | test Loss: 0.231875
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 703 | Training Loss: 0.133696
ACC_train:0.7733887733887734
auc_train:0.9994898845185378
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 703 | val Loss: 0.191948
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 703 | test Loss: 0.231921
ACC_test:0.72
auc_test:0.6095679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 704 | Training Loss: 0.138133
ACC_train:0.7733887733887734
auc_train:0.9944864113918555
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 704 | val Loss: 0.191652
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 704 | test Loss: 0.232251
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 705 | Training Loss: 0.137773
ACC_train:0.7837837837837838
auc_train:0.9926196058001215
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 705 | val Loss: 0.189724
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 705 | test Loss: 0.232588
ACC_test:0.72
auc_test:0.6047178130511465
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 706 | Training Loss: 0.138750
ACC_train:0.7650727650727651
auc_train:0.9962880958582965
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 706 | val Loss: 0.187925
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 706 | test Loss: 0.231794
ACC_test:0.72
auc_test:0.6031746031746031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 707 | Training Loss: 0.134263
ACC_train:0.7650727650727651
auc_train:0.997373447946514
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 707 | val Loss: 0.187832
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 707 | test Loss: 0.230638
ACC_test:0.72
auc_test:0.6014109347442681
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 708 | Training Loss: 0.132562
ACC_train:0.7733887733887734
auc_train:0.9935421550751065
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 708 | val Loss: 0.190021
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 708 | test Loss: 0.230499
ACC_test:0.72
auc_test:0.6038359788359788
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 709 | Training Loss: 0.133045
ACC_train:0.7754677754677755
auc_train:0.9919683945471911
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 709 | val Loss: 0.192337
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 709 | test Loss: 0.231341
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 710 | Training Loss: 0.130118
ACC_train:0.7671517671517671
auc_train:0.9981114873665017
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 710 | val Loss: 0.193707
ACC_val:0.71900826446281
auc_val:0.8701825557809331
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 710 | test Loss: 0.231456
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 711 | Training Loss: 0.129329
ACC_train:0.7879417879417879
auc_train:0.9978944169488582
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 711 | val Loss: 0.192234
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 711 | test Loss: 0.231928
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 712 | Training Loss: 0.133407
ACC_train:0.7775467775467776
auc_train:0.9986975774941391
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 712 | val Loss: 0.190114
ACC_val:0.71900826446281
auc_val:0.8823529411764707
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 712 | test Loss: 0.233035
ACC_test:0.72
auc_test:0.6018518518518519
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 713 | Training Loss: 0.131477
ACC_train:0.7713097713097713
auc_train:1.0
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 713 | val Loss: 0.188441
ACC_val:0.71900826446281
auc_val:0.8887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 713 | test Loss: 0.231626
ACC_test:0.72
auc_test:0.6003086419753086
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 714 | Training Loss: 0.136506
ACC_train:0.762993762993763
auc_train:0.9992294000173656
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 714 | val Loss: 0.188541
ACC_val:0.71900826446281
auc_val:0.8897903989181879
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 714 | test Loss: 0.230666
ACC_test:0.72
auc_test:0.601190476190476
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 715 | Training Loss: 0.135694
ACC_train:0.7546777546777547
auc_train:0.9973517409047495
f1_weighted_train:0.6732784433227625
f1_macro_train:0.5235864893902767
 ==  Epoch: 715 | val Loss: 0.189386
ACC_val:0.71900826446281
auc_val:0.8843813387423936
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 715 | test Loss: 0.232290
ACC_test:0.72
auc_test:0.6038359788359788
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 716 | Training Loss: 0.135785
ACC_train:0.7754677754677755
auc_train:0.9993053746635409
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 716 | val Loss: 0.190862
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 716 | test Loss: 0.233443
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 717 | Training Loss: 0.131976
ACC_train:0.7671517671517671
auc_train:0.9990774507250152
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 717 | val Loss: 0.192135
ACC_val:0.71900826446281
auc_val:0.8742393509127789
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 717 | test Loss: 0.232617
ACC_test:0.72
auc_test:0.6097883597883598
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 718 | Training Loss: 0.132651
ACC_train:0.7692307692307693
auc_train:1.0
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 718 | val Loss: 0.192339
ACC_val:0.71900826446281
auc_val:0.8739012846517916
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 718 | test Loss: 0.231880
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 719 | Training Loss: 0.132094
ACC_train:0.7650727650727651
auc_train:0.9942150733698012
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 719 | val Loss: 0.191651
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 719 | test Loss: 0.231885
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 720 | Training Loss: 0.131982
ACC_train:0.7796257796257796
auc_train:0.9989797690370756
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 720 | val Loss: 0.189393
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 720 | test Loss: 0.232185
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 721 | Training Loss: 0.135170
ACC_train:0.7650727650727651
auc_train:0.9962880958582965
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 721 | val Loss: 0.187207
ACC_val:0.71900826446281
auc_val:0.8887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 721 | test Loss: 0.233492
ACC_test:0.72
auc_test:0.6047178130511464
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 722 | Training Loss: 0.132500
ACC_train:0.7713097713097713
auc_train:0.9976773465312148
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 722 | val Loss: 0.185937
ACC_val:0.71900826446281
auc_val:0.8901284651791751
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 722 | test Loss: 0.233541
ACC_test:0.72
auc_test:0.6040564373897707
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 723 | Training Loss: 0.128895
ACC_train:0.762993762993763
auc_train:0.995767126855952
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 723 | val Loss: 0.187078
ACC_val:0.71900826446281
auc_val:0.8891142663962136
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 723 | test Loss: 0.231416
ACC_test:0.72
auc_test:0.6020723104056437
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 724 | Training Loss: 0.125054
ACC_train:0.7858627858627859
auc_train:0.998936354953547
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 724 | val Loss: 0.188652
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 724 | test Loss: 0.231109
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 725 | Training Loss: 0.127907
ACC_train:0.7858627858627859
auc_train:0.9994573239558913
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 725 | val Loss: 0.190384
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 725 | test Loss: 0.233675
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 726 | Training Loss: 0.132167
ACC_train:0.7692307692307693
auc_train:0.9995550056438309
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 726 | val Loss: 0.190704
ACC_val:0.71900826446281
auc_val:0.8759296822177147
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 726 | test Loss: 0.235399
ACC_test:0.72
auc_test:0.603615520282187
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 727 | Training Loss: 0.134055
ACC_train:0.760914760914761
auc_train:0.9997395154988278
f1_weighted_train:0.6855597956417689
f1_macro_train:0.5433682524744711
 ==  Epoch: 727 | val Loss: 0.189566
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 727 | test Loss: 0.233584
ACC_test:0.72
auc_test:0.6044973544973544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 728 | Training Loss: 0.126349
ACC_train:0.7858627858627859
auc_train:0.9986975774941391
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 728 | val Loss: 0.188376
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 728 | test Loss: 0.229860
ACC_test:0.72
auc_test:0.6067019400352733
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 729 | Training Loss: 0.123955
ACC_train:0.7775467775467776
auc_train:1.0
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 729 | val Loss: 0.187699
ACC_val:0.71900826446281
auc_val:0.8891142663962136
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 729 | test Loss: 0.229310
ACC_test:0.72
auc_test:0.6058201058201057
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 730 | Training Loss: 0.124373
ACC_train:0.7796257796257796
auc_train:1.0
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 730 | val Loss: 0.187285
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 730 | test Loss: 0.232521
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 731 | Training Loss: 0.128369
ACC_train:0.7858627858627859
auc_train:1.0
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 731 | val Loss: 0.186954
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 731 | test Loss: 0.235012
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 732 | Training Loss: 0.129914
ACC_train:0.7650727650727651
auc_train:0.9979595380741513
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 732 | val Loss: 0.187940
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 732 | test Loss: 0.234559
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 733 | Training Loss: 0.129518
ACC_train:0.7754677754677755
auc_train:0.9977424676565078
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 733 | val Loss: 0.189461
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 733 | test Loss: 0.231927
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 734 | Training Loss: 0.130268
ACC_train:0.7817047817047817
auc_train:0.9919249804636624
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 734 | val Loss: 0.190056
ACC_val:0.71900826446281
auc_val:0.8803245436105476
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 734 | test Loss: 0.230848
ACC_test:0.72
auc_test:0.6100088183421517
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 735 | Training Loss: 0.127047
ACC_train:0.7817047817047817
auc_train:0.9893418424937049
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 735 | val Loss: 0.189477
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 735 | test Loss: 0.232481
ACC_test:0.72
auc_test:0.6113315696649031
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 736 | Training Loss: 0.130322
ACC_train:0.7733887733887734
auc_train:0.9988386732656074
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 736 | val Loss: 0.188088
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 736 | test Loss: 0.234092
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 737 | Training Loss: 0.131103
ACC_train:0.7733887733887734
auc_train:0.9981983155335591
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 737 | val Loss: 0.187516
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 737 | test Loss: 0.233036
ACC_test:0.72
auc_test:0.605599647266314
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 738 | Training Loss: 0.124748
ACC_train:0.7879417879417879
auc_train:0.9966354085265261
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 738 | val Loss: 0.187580
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 738 | test Loss: 0.230919
ACC_test:0.72
auc_test:0.6089065255731922
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 739 | Training Loss: 0.129945
ACC_train:0.7713097713097713
auc_train:0.9969827211947555
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 739 | val Loss: 0.188791
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 739 | test Loss: 0.231262
ACC_test:0.72
auc_test:0.6089065255731924
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 740 | Training Loss: 0.130151
ACC_train:0.7754677754677755
auc_train:0.9935313015542242
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 740 | val Loss: 0.189645
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 740 | test Loss: 0.233346
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 741 | Training Loss: 0.131383
ACC_train:0.7713097713097713
auc_train:0.9988712338282539
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 741 | val Loss: 0.189771
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 741 | test Loss: 0.234578
ACC_test:0.72
auc_test:0.6049382716049382
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 742 | Training Loss: 0.130471
ACC_train:0.7858627858627859
auc_train:0.9968307719024052
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 742 | val Loss: 0.189274
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 742 | test Loss: 0.233604
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 743 | Training Loss: 0.131391
ACC_train:0.7733887733887734
auc_train:0.9901450030389858
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 743 | val Loss: 0.188588
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 743 | test Loss: 0.231797
ACC_test:0.72
auc_test:0.6051587301587302
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 744 | Training Loss: 0.125016
ACC_train:0.7941787941787942
auc_train:0.9978510028653295
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 744 | val Loss: 0.187569
ACC_val:0.71900826446281
auc_val:0.8870858688302907
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 744 | test Loss: 0.231254
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 745 | Training Loss: 0.130440
ACC_train:0.7796257796257796
auc_train:0.9988712338282538
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 745 | val Loss: 0.186942
ACC_val:0.71900826446281
auc_val:0.8881000676132521
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 745 | test Loss: 0.232703
ACC_test:0.72
auc_test:0.6033950617283951
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 746 | Training Loss: 0.127595
ACC_train:0.7858627858627859
auc_train:0.9999565859164713
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 746 | val Loss: 0.188214
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 746 | test Loss: 0.234864
ACC_test:0.72
auc_test:0.6044973544973544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 747 | Training Loss: 0.129612
ACC_train:0.7713097713097713
auc_train:0.9947251888512634
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 747 | val Loss: 0.190216
ACC_val:0.71900826446281
auc_val:0.876605814739689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 747 | test Loss: 0.234856
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 748 | Training Loss: 0.129419
ACC_train:0.7754677754677755
auc_train:0.9904923157072154
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 748 | val Loss: 0.191453
ACC_val:0.71900826446281
auc_val:0.8718728870858689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 748 | test Loss: 0.233190
ACC_test:0.72
auc_test:0.607363315696649
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 749 | Training Loss: 0.126197
ACC_train:0.7733887733887734
auc_train:0.9991751324129547
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 749 | val Loss: 0.190698
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 749 | test Loss: 0.232151
ACC_test:0.72
auc_test:0.607583774250441
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 750 | Training Loss: 0.125318
ACC_train:0.7900207900207901
auc_train:0.99700442823652
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 750 | val Loss: 0.189346
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 750 | test Loss: 0.232483
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 751 | Training Loss: 0.134074
ACC_train:0.762993762993763
auc_train:0.9955934705218372
f1_weighted_train:0.6895685302581854
f1_macro_train:0.5498029556650246
 ==  Epoch: 751 | val Loss: 0.187698
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 751 | test Loss: 0.233359
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 752 | Training Loss: 0.127003
ACC_train:0.7733887733887734
auc_train:0.99925110705913
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 752 | val Loss: 0.186967
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 752 | test Loss: 0.232150
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 753 | Training Loss: 0.123810
ACC_train:0.7900207900207901
auc_train:0.997319180342103
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 753 | val Loss: 0.186969
ACC_val:0.71900826446281
auc_val:0.8884381338742394
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 753 | test Loss: 0.230418
ACC_test:0.72
auc_test:0.6089065255731922
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 754 | Training Loss: 0.122691
ACC_train:0.7858627858627859
auc_train:0.9990231831206043
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 754 | val Loss: 0.187989
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 754 | test Loss: 0.230644
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 755 | Training Loss: 0.125538
ACC_train:0.7858627858627859
auc_train:0.9897434227663454
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 755 | val Loss: 0.189098
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 755 | test Loss: 0.232113
ACC_test:0.72
auc_test:0.6126543209876544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 756 | Training Loss: 0.132237
ACC_train:0.7650727650727651
auc_train:0.9996961014152991
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 756 | val Loss: 0.190028
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 756 | test Loss: 0.234926
ACC_test:0.72
auc_test:0.6091269841269841
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 757 | Training Loss: 0.129645
ACC_train:0.7671517671517671
auc_train:0.9996092732482417
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 757 | val Loss: 0.189502
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 757 | test Loss: 0.232700
ACC_test:0.72
auc_test:0.6126543209876544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 758 | Training Loss: 0.123404
ACC_train:0.7879417879417879
auc_train:0.9939003212642181
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 758 | val Loss: 0.188357
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 758 | test Loss: 0.231640
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 759 | Training Loss: 0.124053
ACC_train:0.7796257796257796
auc_train:0.9954632282712512
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 759 | val Loss: 0.187874
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 759 | test Loss: 0.232775
ACC_test:0.72
auc_test:0.6100088183421517
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 760 | Training Loss: 0.132811
ACC_train:0.7692307692307693
auc_train:0.9991534253711903
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 760 | val Loss: 0.187577
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 760 | test Loss: 0.235596
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 761 | Training Loss: 0.127386
ACC_train:0.7733887733887734
auc_train:0.9995875662064774
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 761 | val Loss: 0.187297
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 761 | test Loss: 0.236088
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 762 | Training Loss: 0.124933
ACC_train:0.7817047817047817
auc_train:0.9992185464964835
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 762 | val Loss: 0.187477
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 762 | test Loss: 0.232980
ACC_test:0.72
auc_test:0.6086860670194003
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 763 | Training Loss: 0.125329
ACC_train:0.7920997920997921
auc_train:0.9933359381783451
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 763 | val Loss: 0.188437
ACC_val:0.71900826446281
auc_val:0.8796484110885733
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 763 | test Loss: 0.230984
ACC_test:0.72
auc_test:0.6093474426807759
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 764 | Training Loss: 0.124157
ACC_train:0.7733887733887734
auc_train:0.9917513241295477
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 764 | val Loss: 0.188821
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 764 | test Loss: 0.231271
ACC_test:0.72
auc_test:0.6106701940035273
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 765 | Training Loss: 0.128231
ACC_train:0.7713097713097713
auc_train:0.9940739775983329
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 765 | val Loss: 0.189188
ACC_val:0.71900826446281
auc_val:0.876605814739689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 765 | test Loss: 0.233835
ACC_test:0.72
auc_test:0.6100088183421516
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 766 | Training Loss: 0.128499
ACC_train:0.7733887733887734
auc_train:0.9999782929582357
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 766 | val Loss: 0.188749
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 766 | test Loss: 0.235453
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 767 | Training Loss: 0.128061
ACC_train:0.7754677754677755
auc_train:0.9996743943735348
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 767 | val Loss: 0.187546
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 767 | test Loss: 0.235204
ACC_test:0.72
auc_test:0.6091269841269841
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 768 | Training Loss: 0.122549
ACC_train:0.7858627858627859
auc_train:0.996136146565946
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 768 | val Loss: 0.186501
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 768 | test Loss: 0.233185
ACC_test:0.72
auc_test:0.607363315696649
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 769 | Training Loss: 0.120745
ACC_train:0.7858627858627859
auc_train:0.998567335243553
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 769 | val Loss: 0.186415
ACC_val:0.71900826446281
auc_val:0.887762001352265
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 769 | test Loss: 0.231507
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 770 | Training Loss: 0.127339
ACC_train:0.7837837837837838
auc_train:0.9993270817053052
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 770 | val Loss: 0.187460
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 770 | test Loss: 0.232181
ACC_test:0.72
auc_test:0.6080246913580246
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 771 | Training Loss: 0.125706
ACC_train:0.7713097713097713
auc_train:0.9959624902318311
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 771 | val Loss: 0.188783
ACC_val:0.71900826446281
auc_val:0.8806626098715349
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 771 | test Loss: 0.233763
ACC_test:0.72
auc_test:0.6067019400352733
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 772 | Training Loss: 0.126754
ACC_train:0.7817047817047817
auc_train:0.997699053572979
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 772 | val Loss: 0.189270
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 772 | test Loss: 0.233369
ACC_test:0.72
auc_test:0.6060405643738977
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 773 | Training Loss: 0.122874
ACC_train:0.7713097713097713
auc_train:0.997699053572979
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 773 | val Loss: 0.188695
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 773 | test Loss: 0.232608
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 774 | Training Loss: 0.121188
ACC_train:0.7920997920997921
auc_train:0.9992619605800122
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 774 | val Loss: 0.187558
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 774 | test Loss: 0.232565
ACC_test:0.72
auc_test:0.6049382716049383
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 775 | Training Loss: 0.127480
ACC_train:0.7692307692307693
auc_train:0.9993053746635409
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 775 | val Loss: 0.187388
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 775 | test Loss: 0.233208
ACC_test:0.72
auc_test:0.605599647266314
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 776 | Training Loss: 0.125955
ACC_train:0.7817047817047817
auc_train:0.9985022141182599
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 776 | val Loss: 0.187800
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 776 | test Loss: 0.233006
ACC_test:0.72
auc_test:0.6060405643738976
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 777 | Training Loss: 0.124650
ACC_train:0.7692307692307693
auc_train:1.0
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 777 | val Loss: 0.187791
ACC_val:0.71900826446281
auc_val:0.8826910074374577
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 777 | test Loss: 0.232282
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 778 | Training Loss: 0.129448
ACC_train:0.7796257796257796
auc_train:0.9986541634106103
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 778 | val Loss: 0.187946
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 778 | test Loss: 0.231267
ACC_test:0.72
auc_test:0.6078042328042328
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 779 | Training Loss: 0.121203
ACC_train:0.7796257796257796
auc_train:0.99900147607884
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 779 | val Loss: 0.188077
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 779 | test Loss: 0.231274
ACC_test:0.72
auc_test:0.6080246913580246
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 780 | Training Loss: 0.127580
ACC_train:0.7858627858627859
auc_train:0.9951159156030216
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 780 | val Loss: 0.189070
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 780 | test Loss: 0.233958
ACC_test:0.72
auc_test:0.6080246913580246
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 781 | Training Loss: 0.126440
ACC_train:0.7900207900207901
auc_train:0.9995550056438308
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 781 | val Loss: 0.189171
ACC_val:0.71900826446281
auc_val:0.8772819472616632
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 781 | test Loss: 0.233780
ACC_test:0.72
auc_test:0.609347442680776
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 782 | Training Loss: 0.120448
ACC_train:0.7858627858627859
auc_train:0.9993487887470696
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 782 | val Loss: 0.188270
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 782 | test Loss: 0.232805
ACC_test:0.72
auc_test:0.6095679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 783 | Training Loss: 0.131796
ACC_train:0.7671517671517671
auc_train:0.9957237127724234
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 783 | val Loss: 0.187692
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 783 | test Loss: 0.233764
ACC_test:0.72
auc_test:0.6086860670194003
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 784 | Training Loss: 0.126842
ACC_train:0.7754677754677755
auc_train:0.9974819831553356
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 784 | val Loss: 0.187711
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 784 | test Loss: 0.233934
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 785 | Training Loss: 0.124959
ACC_train:0.7671517671517671
auc_train:0.9964726057132933
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 785 | val Loss: 0.187742
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 785 | test Loss: 0.233398
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 786 | Training Loss: 0.116322
ACC_train:0.8045738045738046
auc_train:0.9951593296865504
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 786 | val Loss: 0.187668
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 786 | test Loss: 0.231697
ACC_test:0.72
auc_test:0.6115520282186949
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 787 | Training Loss: 0.115304
ACC_train:0.7941787941787942
auc_train:0.9982634366588521
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 787 | val Loss: 0.187921
ACC_val:0.71900826446281
auc_val:0.8837052062204193
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 787 | test Loss: 0.230747
ACC_test:0.72
auc_test:0.6126543209876543
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 788 | Training Loss: 0.129926
ACC_train:0.7671517671517671
auc_train:0.9974385690718068
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 788 | val Loss: 0.188831
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 788 | test Loss: 0.235394
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 789 | Training Loss: 0.129891
ACC_train:0.7775467775467776
auc_train:0.9957779803768343
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 789 | val Loss: 0.188434
ACC_val:0.71900826446281
auc_val:0.8786342123056118
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 789 | test Loss: 0.235697
ACC_test:0.72
auc_test:0.6097883597883598
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 790 | Training Loss: 0.120506
ACC_train:0.7754677754677755
auc_train:0.9973517409047495
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 790 | val Loss: 0.186634
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 790 | test Loss: 0.231582
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 791 | Training Loss: 0.120292
ACC_train:0.8004158004158004
auc_train:0.9993270817053052
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 791 | val Loss: 0.186106
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 791 | test Loss: 0.230697
ACC_test:0.72
auc_test:0.6097883597883598
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 792 | Training Loss: 0.122178
ACC_train:0.7692307692307693
auc_train:0.99950073803942
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 792 | val Loss: 0.186151
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 792 | test Loss: 0.233550
ACC_test:0.72
auc_test:0.6080246913580247
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 793 | Training Loss: 0.127371
ACC_train:0.7754677754677755
auc_train:0.9952895719371364
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 793 | val Loss: 0.186666
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 793 | test Loss: 0.235443
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 794 | Training Loss: 0.125821
ACC_train:0.7775467775467776
auc_train:0.9918381522966051
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 794 | val Loss: 0.187653
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 794 | test Loss: 0.235714
ACC_test:0.72
auc_test:0.6069223985890654
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 795 | Training Loss: 0.128314
ACC_train:0.7733887733887734
auc_train:0.992836676217765
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 795 | val Loss: 0.188687
ACC_val:0.71900826446281
auc_val:0.8755916159567275
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 795 | test Loss: 0.234004
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 796 | Training Loss: 0.125999
ACC_train:0.7692307692307693
auc_train:0.9985456282017886
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 796 | val Loss: 0.189368
ACC_val:0.71900826446281
auc_val:0.8708586883029074
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 796 | test Loss: 0.233268
ACC_test:0.72
auc_test:0.6095679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 797 | Training Loss: 0.122607
ACC_train:0.7775467775467776
auc_train:0.9963966310671181
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 797 | val Loss: 0.188647
ACC_val:0.71900826446281
auc_val:0.8752535496957404
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 797 | test Loss: 0.234113
ACC_test:0.72
auc_test:0.6075837742504409
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 798 | Training Loss: 0.129479
ACC_train:0.7671517671517671
auc_train:0.9986107493270817
f1_weighted_train:0.697463725533901
f1_macro_train:0.5624431448992853
 ==  Epoch: 798 | val Loss: 0.188439
ACC_val:0.71900826446281
auc_val:0.8755916159567275
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 798 | test Loss: 0.236554
ACC_test:0.72
auc_test:0.6060405643738976
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 799 | Training Loss: 0.133784
ACC_train:0.7588357588357588
auc_train:0.9984913605973778
f1_weighted_train:0.6815091409686003
f1_macro_train:0.5368550368550369
 ==  Epoch: 799 | val Loss: 0.187329
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 799 | test Loss: 0.238227
ACC_test:0.72
auc_test:0.6020723104056438
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 800 | Training Loss: 0.120766
ACC_train:0.7796257796257796
auc_train:0.9994464704350091
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 800 | val Loss: 0.185584
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 800 | test Loss: 0.234816
ACC_test:0.72
auc_test:0.6042768959435626
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 801 | Training Loss: 0.116060
ACC_train:0.8087318087318087
auc_train:0.9987409915776677
f1_weighted_train:0.7687158229990142
f1_macro_train:0.674330291433618
 ==  Epoch: 801 | val Loss: 0.184563
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 801 | test Loss: 0.231521
ACC_test:0.72
auc_test:0.6047178130511462
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 802 | Training Loss: 0.114131
ACC_train:0.7983367983367984
auc_train:0.996071025440653
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 802 | val Loss: 0.185176
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 802 | test Loss: 0.231284
ACC_test:0.72
auc_test:0.6044973544973545
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 803 | Training Loss: 0.118293
ACC_train:0.7900207900207901
auc_train:0.9996092732482418
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 803 | val Loss: 0.187256
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 803 | test Loss: 0.235414
ACC_test:0.72
auc_test:0.6069223985890653
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 804 | Training Loss: 0.127879
ACC_train:0.7713097713097713
auc_train:0.9987626986194321
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 804 | val Loss: 0.189243
ACC_val:0.71900826446281
auc_val:0.8735632183908045
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 804 | test Loss: 0.236730
ACC_test:0.72
auc_test:0.6086860670194004
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 805 | Training Loss: 0.121867
ACC_train:0.7941787941787942
auc_train:0.99600590431536
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 805 | val Loss: 0.190155
ACC_val:0.71900826446281
auc_val:0.8684922244759973
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 805 | test Loss: 0.236183
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 806 | Training Loss: 0.120504
ACC_train:0.7858627858627859
auc_train:0.9969610141529912
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 806 | val Loss: 0.188532
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 806 | test Loss: 0.233365
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 807 | Training Loss: 0.113783
ACC_train:0.817047817047817
auc_train:0.9962012676912391
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 807 | val Loss: 0.186064
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 807 | test Loss: 0.231170
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 808 | Training Loss: 0.114005
ACC_train:0.8024948024948025
auc_train:0.9999565859164713
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 808 | val Loss: 0.185020
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 808 | test Loss: 0.235521
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 809 | Training Loss: 0.123500
ACC_train:0.7796257796257796
auc_train:0.999565859164713
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 809 | val Loss: 0.185379
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 809 | test Loss: 0.238264
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 810 | Training Loss: 0.122488
ACC_train:0.7775467775467776
auc_train:0.99600590431536
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 810 | val Loss: 0.186025
ACC_val:0.71900826446281
auc_val:0.8823529411764707
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 810 | test Loss: 0.234338
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 811 | Training Loss: 0.120230
ACC_train:0.7858627858627859
auc_train:0.9975688113223928
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 811 | val Loss: 0.186430
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 811 | test Loss: 0.233703
ACC_test:0.72
auc_test:0.607363315696649
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 812 | Training Loss: 0.120996
ACC_train:0.7920997920997921
auc_train:0.997134670487106
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 812 | val Loss: 0.186365
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 812 | test Loss: 0.234732
ACC_test:0.72
auc_test:0.607583774250441
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 813 | Training Loss: 0.122110
ACC_train:0.7796257796257796
auc_train:0.9991100112876616
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 813 | val Loss: 0.186368
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 813 | test Loss: 0.235651
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 814 | Training Loss: 0.120333
ACC_train:0.7879417879417879
auc_train:0.996071025440653
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 814 | val Loss: 0.186624
ACC_val:0.71900826446281
auc_val:0.8796484110885733
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 814 | test Loss: 0.236102
ACC_test:0.72
auc_test:0.6097883597883599
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 815 | Training Loss: 0.118183
ACC_train:0.7796257796257796
auc_train:0.9984805070764957
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 815 | val Loss: 0.185981
ACC_val:0.71900826446281
auc_val:0.8820148749154835
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 815 | test Loss: 0.234499
ACC_test:0.72
auc_test:0.6106701940035273
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 816 | Training Loss: 0.120195
ACC_train:0.7900207900207901
auc_train:0.999066597204133
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 816 | val Loss: 0.185387
ACC_val:0.71900826446281
auc_val:0.8853955375253549
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 816 | test Loss: 0.232753
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 817 | Training Loss: 0.119588
ACC_train:0.7962577962577962
auc_train:0.999196839454719
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 817 | val Loss: 0.185125
ACC_val:0.71900826446281
auc_val:0.8843813387423934
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 817 | test Loss: 0.232595
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 818 | Training Loss: 0.118074
ACC_train:0.7941787941787942
auc_train:0.9981331944082661
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 818 | val Loss: 0.186017
ACC_val:0.71900826446281
auc_val:0.8813387423935092
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 818 | test Loss: 0.234290
ACC_test:0.72
auc_test:0.6091269841269842
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 819 | Training Loss: 0.119864
ACC_train:0.7983367983367984
auc_train:0.9967656507771121
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 819 | val Loss: 0.186850
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 819 | test Loss: 0.237210
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 820 | Training Loss: 0.123238
ACC_train:0.7733887733887734
auc_train:0.9996201267691239
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 820 | val Loss: 0.187221
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 820 | test Loss: 0.236804
ACC_test:0.72
auc_test:0.6067019400352733
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 821 | Training Loss: 0.115221
ACC_train:0.8004158004158004
auc_train:0.999131718329426
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 821 | val Loss: 0.186306
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 821 | test Loss: 0.233455
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 822 | Training Loss: 0.117607
ACC_train:0.8066528066528067
auc_train:0.991707910046019
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 822 | val Loss: 0.184860
ACC_val:0.71900826446281
auc_val:0.8837052062204193
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 822 | test Loss: 0.230553
ACC_test:0.7266666666666667
auc_test:0.6095679012345679
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 823 | Training Loss: 0.115501
ACC_train:0.7900207900207901
auc_train:0.9992076929756012
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 823 | val Loss: 0.185610
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 823 | test Loss: 0.234184
ACC_test:0.72
auc_test:0.6067019400352734
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 824 | Training Loss: 0.123782
ACC_train:0.7837837837837838
auc_train:0.9989363549535468
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 824 | val Loss: 0.185826
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 824 | test Loss: 0.237852
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 825 | Training Loss: 0.123966
ACC_train:0.7775467775467776
auc_train:0.9920769297560129
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 825 | val Loss: 0.185960
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 825 | test Loss: 0.237232
ACC_test:0.72
auc_test:0.6071428571428572
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 826 | Training Loss: 0.123723
ACC_train:0.7858627858627859
auc_train:0.9987192845359034
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 826 | val Loss: 0.185783
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 826 | test Loss: 0.235353
ACC_test:0.72
auc_test:0.6091269841269841
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 827 | Training Loss: 0.119634
ACC_train:0.7900207900207901
auc_train:0.9968524789441695
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 827 | val Loss: 0.185604
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 827 | test Loss: 0.233882
ACC_test:0.72
auc_test:0.6097883597883599
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 828 | Training Loss: 0.120267
ACC_train:0.7858627858627859
auc_train:0.9991751324129547
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 828 | val Loss: 0.186193
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 828 | test Loss: 0.233980
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 829 | Training Loss: 0.121208
ACC_train:0.7837837837837838
auc_train:0.9989580619953113
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 829 | val Loss: 0.187360
ACC_val:0.71900826446281
auc_val:0.8796484110885733
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 829 | test Loss: 0.236938
ACC_test:0.72
auc_test:0.6117724867724866
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 830 | Training Loss: 0.124854
ACC_train:0.7796257796257796
auc_train:0.9999565859164713
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 830 | val Loss: 0.188150
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 830 | test Loss: 0.239294
ACC_test:0.72
auc_test:0.6100088183421516
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 831 | Training Loss: 0.122150
ACC_train:0.7837837837837838
auc_train:0.9965485803594686
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 831 | val Loss: 0.187583
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 831 | test Loss: 0.236556
ACC_test:0.72
auc_test:0.6122134038800706
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 832 | Training Loss: 0.120670
ACC_train:0.7858627858627859
auc_train:0.9932925240948164
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 832 | val Loss: 0.186215
ACC_val:0.71900826446281
auc_val:0.8843813387423936
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 832 | test Loss: 0.232711
ACC_test:0.72
auc_test:0.6124338624338624
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 833 | Training Loss: 0.115286
ACC_train:0.7900207900207901
auc_train:0.9953655465833116
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 833 | val Loss: 0.185942
ACC_val:0.71900826446281
auc_val:0.883029073698445
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 833 | test Loss: 0.233228
ACC_test:0.72
auc_test:0.6115520282186949
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 834 | Training Loss: 0.114042
ACC_train:0.8066528066528067
auc_train:0.9960493183988886
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 834 | val Loss: 0.186234
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 834 | test Loss: 0.235791
ACC_test:0.72
auc_test:0.6071428571428571
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 835 | Training Loss: 0.123610
ACC_train:0.7858627858627859
auc_train:1.0
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 835 | val Loss: 0.186167
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 835 | test Loss: 0.237134
ACC_test:0.72
auc_test:0.605379188712522
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 836 | Training Loss: 0.118748
ACC_train:0.7983367983367984
auc_train:0.9999565859164714
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 836 | val Loss: 0.185976
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 836 | test Loss: 0.236407
ACC_test:0.72
auc_test:0.6060405643738976
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 837 | Training Loss: 0.121074
ACC_train:0.7858627858627859
auc_train:0.99875184509855
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 837 | val Loss: 0.186156
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 837 | test Loss: 0.234196
ACC_test:0.72
auc_test:0.6086860670194003
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 838 | Training Loss: 0.117467
ACC_train:0.8045738045738046
auc_train:0.998068073282973
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 838 | val Loss: 0.186494
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 838 | test Loss: 0.232753
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 839 | Training Loss: 0.118765
ACC_train:0.8045738045738046
auc_train:0.9895806199531129
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 839 | val Loss: 0.186865
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 839 | test Loss: 0.232892
ACC_test:0.72
auc_test:0.6117724867724867
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 840 | Training Loss: 0.120474
ACC_train:0.7837837837837838
auc_train:0.9989363549535469
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 840 | val Loss: 0.186734
ACC_val:0.71900826446281
auc_val:0.8772819472616632
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 840 | test Loss: 0.236737
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 841 | Training Loss: 0.124006
ACC_train:0.7713097713097713
auc_train:0.9999782929582357
f1_weighted_train:0.7052014750034552
f1_macro_train:0.5747878359264498
 ==  Epoch: 841 | val Loss: 0.185287
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 841 | test Loss: 0.237068
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 842 | Training Loss: 0.115856
ACC_train:0.7983367983367984
auc_train:0.9977858817400365
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 842 | val Loss: 0.183657
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 842 | test Loss: 0.234386
ACC_test:0.72
auc_test:0.6100088183421516
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 843 | Training Loss: 0.112217
ACC_train:0.8066528066528067
auc_train:0.9975145437179821
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 843 | val Loss: 0.182985
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 843 | test Loss: 0.231258
ACC_test:0.72
auc_test:0.61331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 844 | Training Loss: 0.116785
ACC_train:0.7941787941787942
auc_train:0.9984153859512026
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 844 | val Loss: 0.184512
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 844 | test Loss: 0.233909
ACC_test:0.72
auc_test:0.6124338624338624
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 845 | Training Loss: 0.118704
ACC_train:0.7858627858627859
auc_train:0.9999131718329426
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 845 | val Loss: 0.185712
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 845 | test Loss: 0.236992
ACC_test:0.72
auc_test:0.6102292768959436
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 846 | Training Loss: 0.115575
ACC_train:0.7858627858627859
auc_train:0.9989363549535469
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 846 | val Loss: 0.186316
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 846 | test Loss: 0.237471
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 847 | Training Loss: 0.119000
ACC_train:0.7920997920997921
auc_train:0.9927498480507077
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 847 | val Loss: 0.186022
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 847 | test Loss: 0.235055
ACC_test:0.72
auc_test:0.6097883597883598
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 848 | Training Loss: 0.116940
ACC_train:0.7941787941787942
auc_train:0.9987952591820786
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 848 | val Loss: 0.185933
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 848 | test Loss: 0.233846
ACC_test:0.72
auc_test:0.6115520282186949
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 849 | Training Loss: 0.112066
ACC_train:0.8004158004158004
auc_train:0.9967439437353477
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 849 | val Loss: 0.185986
ACC_val:0.71900826446281
auc_val:0.8793103448275863
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 849 | test Loss: 0.233337
ACC_test:0.72
auc_test:0.6117724867724867
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 850 | Training Loss: 0.113694
ACC_train:0.7941787941787942
auc_train:0.9965377268385864
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 850 | val Loss: 0.185837
ACC_val:0.71900826446281
auc_val:0.8796484110885733
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 850 | test Loss: 0.235259
ACC_test:0.72
auc_test:0.6100088183421518
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 851 | Training Loss: 0.117353
ACC_train:0.7858627858627859
auc_train:0.9975471042806286
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 851 | val Loss: 0.185703
ACC_val:0.71900826446281
auc_val:0.878634212305612
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 851 | test Loss: 0.236523
ACC_test:0.72
auc_test:0.6082451499118167
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 852 | Training Loss: 0.115609
ACC_train:0.7900207900207901
auc_train:0.9996961014152992
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 852 | val Loss: 0.185516
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 852 | test Loss: 0.235596
ACC_test:0.72
auc_test:0.609347442680776
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 853 | Training Loss: 0.115372
ACC_train:0.7941787941787942
auc_train:0.9896240340366415
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 853 | val Loss: 0.185717
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 853 | test Loss: 0.233855
ACC_test:0.72
auc_test:0.6102292768959436
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 854 | Training Loss: 0.109738
ACC_train:0.8087318087318087
auc_train:0.9960601719197708
f1_weighted_train:0.7687158229990142
f1_macro_train:0.674330291433618
 ==  Epoch: 854 | val Loss: 0.185045
ACC_val:0.71900826446281
auc_val:0.883367139959432
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 854 | test Loss: 0.233330
ACC_test:0.72
auc_test:0.6095679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 855 | Training Loss: 0.115545
ACC_train:0.8108108108108109
auc_train:0.9972866197794565
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 855 | val Loss: 0.183590
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 855 | test Loss: 0.232559
ACC_test:0.72
auc_test:0.6108906525573193
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 856 | Training Loss: 0.110954
ACC_train:0.7941787941787942
auc_train:0.9967873578188765
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 856 | val Loss: 0.184386
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 856 | test Loss: 0.235245
ACC_test:0.72
auc_test:0.609567901234568
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 857 | Training Loss: 0.114022
ACC_train:0.8024948024948025
auc_train:0.9989472084744291
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 857 | val Loss: 0.185509
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 857 | test Loss: 0.237307
ACC_test:0.72
auc_test:0.6080246913580247
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 858 | Training Loss: 0.113351
ACC_train:0.7900207900207901
auc_train:0.9991425718503083
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 858 | val Loss: 0.185568
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 858 | test Loss: 0.235422
ACC_test:0.72
auc_test:0.6117724867724869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 859 | Training Loss: 0.115484
ACC_train:0.7879417879417879
auc_train:0.9969393071112268
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 859 | val Loss: 0.185599
ACC_val:0.71900826446281
auc_val:0.8806626098715349
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 859 | test Loss: 0.235433
ACC_test:0.72
auc_test:0.6130952380952381
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 860 | Training Loss: 0.115099
ACC_train:0.7983367983367984
auc_train:0.9939220283059824
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 860 | val Loss: 0.184661
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 860 | test Loss: 0.234383
ACC_test:0.72
auc_test:0.6135361552028219
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 861 | Training Loss: 0.112615
ACC_train:0.8004158004158004
auc_train:1.0
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 861 | val Loss: 0.184790
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 861 | test Loss: 0.234395
ACC_test:0.72
auc_test:0.6148589065255732
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 862 | Training Loss: 0.116181
ACC_train:0.7754677754677755
auc_train:1.0
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 862 | val Loss: 0.185735
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 862 | test Loss: 0.237184
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 863 | Training Loss: 0.115249
ACC_train:0.7900207900207901
auc_train:0.9985456282017887
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 863 | val Loss: 0.186095
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 863 | test Loss: 0.238879
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 864 | Training Loss: 0.116847
ACC_train:0.7796257796257796
auc_train:0.9969067465485804
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 864 | val Loss: 0.185419
ACC_val:0.71900826446281
auc_val:0.878972278566599
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 864 | test Loss: 0.235824
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 865 | Training Loss: 0.112195
ACC_train:0.8045738045738046
auc_train:0.9970044282365199
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 865 | val Loss: 0.184581
ACC_val:0.71900826446281
auc_val:0.8813387423935092
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 865 | test Loss: 0.233141
ACC_test:0.72
auc_test:0.6126543209876544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 866 | Training Loss: 0.115611
ACC_train:0.7817047817047817
auc_train:0.999435616914127
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 866 | val Loss: 0.185993
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 866 | test Loss: 0.235944
ACC_test:0.72
auc_test:0.6124338624338624
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 867 | Training Loss: 0.116399
ACC_train:0.7796257796257796
auc_train:0.997818442302683
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 867 | val Loss: 0.187653
ACC_val:0.71900826446281
auc_val:0.8711967545638946
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 867 | test Loss: 0.240184
ACC_test:0.72
auc_test:0.61331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 868 | Training Loss: 0.125553
ACC_train:0.7775467775467776
auc_train:0.9913497438569072
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 868 | val Loss: 0.188401
ACC_val:0.71900826446281
auc_val:0.8691683569979717
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 868 | test Loss: 0.241146
ACC_test:0.72
auc_test:0.6128747795414462
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 869 | Training Loss: 0.114541
ACC_train:0.7900207900207901
auc_train:0.9997612225405921
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 869 | val Loss: 0.187002
ACC_val:0.71900826446281
auc_val:0.8722109533468559
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 869 | test Loss: 0.234566
ACC_test:0.72
auc_test:0.6168430335097002
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 870 | Training Loss: 0.109286
ACC_train:0.814968814968815
auc_train:0.997699053572979
f1_weighted_train:0.7783804011504138
f1_macro_train:0.6891704483572336
 ==  Epoch: 870 | val Loss: 0.184785
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 870 | test Loss: 0.231474
ACC_test:0.7266666666666667
auc_test:0.6168430335097002
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 871 | Training Loss: 0.107776
ACC_train:0.7983367983367984
auc_train:1.0
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 871 | val Loss: 0.184416
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 871 | test Loss: 0.234204
ACC_test:0.72
auc_test:0.6164021164021164
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 872 | Training Loss: 0.121028
ACC_train:0.7733887733887734
auc_train:0.9963749240253538
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 872 | val Loss: 0.184856
ACC_val:0.71900826446281
auc_val:0.878972278566599
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 872 | test Loss: 0.238933
ACC_test:0.72
auc_test:0.6159611992945327
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 873 | Training Loss: 0.119431
ACC_train:0.7775467775467776
auc_train:0.9990123295997222
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 873 | val Loss: 0.185788
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 873 | test Loss: 0.240566
ACC_test:0.72
auc_test:0.615299823633157
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 874 | Training Loss: 0.110897
ACC_train:0.7962577962577962
auc_train:0.9979920986367978
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 874 | val Loss: 0.185467
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 874 | test Loss: 0.234319
ACC_test:0.72
auc_test:0.6170634920634921
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 875 | Training Loss: 0.111204
ACC_train:0.8004158004158004
auc_train:0.9951810367283147
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 875 | val Loss: 0.186100
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 875 | test Loss: 0.233813
ACC_test:0.72
auc_test:0.6175044091710759
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 876 | Training Loss: 0.115216
ACC_train:0.7817047817047817
auc_train:1.0
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 876 | val Loss: 0.187404
ACC_val:0.71900826446281
auc_val:0.8698444895199459
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 876 | test Loss: 0.236718
ACC_test:0.72
auc_test:0.6137566137566138
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 877 | Training Loss: 0.119023
ACC_train:0.7796257796257796
auc_train:0.9984913605973778
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 877 | val Loss: 0.187134
ACC_val:0.71900826446281
auc_val:0.8715348208248817
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 877 | test Loss: 0.238434
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 878 | Training Loss: 0.114239
ACC_train:0.7983367983367984
auc_train:0.9961795606494747
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 878 | val Loss: 0.185031
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 878 | test Loss: 0.236559
ACC_test:0.72
auc_test:0.6089065255731921
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 879 | Training Loss: 0.114848
ACC_train:0.8024948024948025
auc_train:0.9996092732482417
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 879 | val Loss: 0.182767
ACC_val:0.71900826446281
auc_val:0.8843813387423936
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 879 | test Loss: 0.234686
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 880 | Training Loss: 0.110013
ACC_train:0.8004158004158004
auc_train:0.9968741859859338
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 880 | val Loss: 0.182574
ACC_val:0.71900826446281
auc_val:0.8860716700473292
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 880 | test Loss: 0.234293
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 881 | Training Loss: 0.117019
ACC_train:0.7983367983367984
auc_train:0.9961795606494748
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 881 | val Loss: 0.184384
ACC_val:0.71900826446281
auc_val:0.883029073698445
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 881 | test Loss: 0.234728
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 882 | Training Loss: 0.116091
ACC_train:0.7941787941787942
auc_train:0.987909177737258
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 882 | val Loss: 0.186252
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 882 | test Loss: 0.234542
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 883 | Training Loss: 0.117008
ACC_train:0.7775467775467776
auc_train:0.9935747156377529
f1_weighted_train:0.7165268122343725
f1_macro_train:0.5927760414606164
 ==  Epoch: 883 | val Loss: 0.186678
ACC_val:0.71900826446281
auc_val:0.8728870858688302
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 883 | test Loss: 0.233860
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 884 | Training Loss: 0.110629
ACC_train:0.817047817047817
auc_train:0.999934878874707
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 884 | val Loss: 0.185764
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 884 | test Loss: 0.233049
ACC_test:0.72
auc_test:0.6139770723104057
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 885 | Training Loss: 0.114434
ACC_train:0.7962577962577962
auc_train:0.9969610141529912
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 885 | val Loss: 0.185378
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 885 | test Loss: 0.237362
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 886 | Training Loss: 0.115079
ACC_train:0.7962577962577962
auc_train:0.9982851437006165
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 886 | val Loss: 0.184715
ACC_val:0.71900826446281
auc_val:0.8826910074374578
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 886 | test Loss: 0.239120
ACC_test:0.72
auc_test:0.6122134038800705
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 887 | Training Loss: 0.110757
ACC_train:0.8066528066528067
auc_train:0.9970478423200486
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 887 | val Loss: 0.183609
ACC_val:0.71900826446281
auc_val:0.8837052062204193
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 887 | test Loss: 0.235281
ACC_test:0.72
auc_test:0.6144179894179894
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 888 | Training Loss: 0.108184
ACC_train:0.8232848232848233
auc_train:0.9997612225405922
f1_weighted_train:0.7909191291969178
f1_macro_train:0.7082914160548528
 ==  Epoch: 888 | val Loss: 0.183458
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 888 | test Loss: 0.233551
ACC_test:0.72
auc_test:0.6166225749559083
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 889 | Training Loss: 0.112780
ACC_train:0.8004158004158004
auc_train:0.9991968394547192
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 889 | val Loss: 0.184770
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 889 | test Loss: 0.235575
ACC_test:0.72
auc_test:0.6164021164021164
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 890 | Training Loss: 0.116962
ACC_train:0.7879417879417879
auc_train:0.9955717634800729
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 890 | val Loss: 0.186952
ACC_val:0.71900826446281
auc_val:0.8739012846517917
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 890 | test Loss: 0.239199
ACC_test:0.72
auc_test:0.615299823633157
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 891 | Training Loss: 0.121012
ACC_train:0.7650727650727651
auc_train:0.9993053746635409
f1_weighted_train:0.6935362220881693
f1_macro_train:0.5561607368876622
 ==  Epoch: 891 | val Loss: 0.188638
ACC_val:0.71900826446281
auc_val:0.8654496281271129
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 891 | test Loss: 0.239944
ACC_test:0.72
auc_test:0.61331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 892 | Training Loss: 0.113333
ACC_train:0.7962577962577962
auc_train:0.9977207606147435
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 892 | val Loss: 0.188712
ACC_val:0.71900826446281
auc_val:0.8624070317782285
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 892 | test Loss: 0.236807
ACC_test:0.72
auc_test:0.6137566137566137
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 893 | Training Loss: 0.115905
ACC_train:0.7941787941787942
auc_train:0.9912303551272034
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 893 | val Loss: 0.186447
ACC_val:0.71900826446281
auc_val:0.8688302907369845
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 893 | test Loss: 0.233421
ACC_test:0.72
auc_test:0.6155202821869488
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 894 | Training Loss: 0.113368
ACC_train:0.8004158004158004
auc_train:0.9983611183467918
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 894 | val Loss: 0.184534
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 894 | test Loss: 0.234573
ACC_test:0.7266666666666667
auc_test:0.6124338624338624
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 895 | Training Loss: 0.111689
ACC_train:0.7962577962577962
auc_train:0.993140574802466
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 895 | val Loss: 0.183411
ACC_val:0.71900826446281
auc_val:0.8813387423935091
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 895 | test Loss: 0.237972
ACC_test:0.72
auc_test:0.6115520282186949
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 896 | Training Loss: 0.114826
ACC_train:0.7920997920997921
auc_train:0.9972214986541634
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 896 | val Loss: 0.183127
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 896 | test Loss: 0.240762
ACC_test:0.72
auc_test:0.6126543209876544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 897 | Training Loss: 0.114440
ACC_train:0.7920997920997921
auc_train:0.9996418338108882
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 897 | val Loss: 0.183041
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 897 | test Loss: 0.238340
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 898 | Training Loss: 0.104700
ACC_train:0.8191268191268192
auc_train:0.9984153859512025
f1_weighted_train:0.7846978444409083
f1_macro_train:0.6988232753967397
 ==  Epoch: 898 | val Loss: 0.183052
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 898 | test Loss: 0.233832
ACC_test:0.7266666666666667
auc_test:0.6128747795414463
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 899 | Training Loss: 0.112676
ACC_train:0.7962577962577962
auc_train:0.997818442302683
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 899 | val Loss: 0.185570
ACC_val:0.71900826446281
auc_val:0.8715348208248817
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 899 | test Loss: 0.235359
ACC_test:0.72
auc_test:0.6135361552028219
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 900 | Training Loss: 0.111638
ACC_train:0.7962577962577962
auc_train:0.9950290874359643
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 900 | val Loss: 0.187347
ACC_val:0.71900826446281
auc_val:0.8705206220419203
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 900 | test Loss: 0.237541
ACC_test:0.72
auc_test:0.6139770723104057
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 901 | Training Loss: 0.116760
ACC_train:0.7692307692307693
auc_train:0.9993053746635409
f1_weighted_train:0.7013518728780853
f1_macro_train:0.5686516881165321
 ==  Epoch: 901 | val Loss: 0.187843
ACC_val:0.71900826446281
auc_val:0.8661257606490872
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 901 | test Loss: 0.238574
ACC_test:0.72
auc_test:0.6139770723104057
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 902 | Training Loss: 0.108566
ACC_train:0.8045738045738046
auc_train:0.9983285577841452
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 902 | val Loss: 0.185956
ACC_val:0.71900826446281
auc_val:0.8735632183908046
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 902 | test Loss: 0.238594
ACC_test:0.72
auc_test:0.6124338624338624
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 903 | Training Loss: 0.108774
ACC_train:0.7900207900207901
auc_train:0.9989363549535469
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 903 | val Loss: 0.183065
ACC_val:0.71900826446281
auc_val:0.8833671399594321
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 903 | test Loss: 0.237170
ACC_test:0.72
auc_test:0.6141975308641975
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 904 | Training Loss: 0.109767
ACC_train:0.7900207900207901
auc_train:0.9973625944256317
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 904 | val Loss: 0.181716
ACC_val:0.71900826446281
auc_val:0.8860716700473293
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 904 | test Loss: 0.237845
ACC_test:0.72
auc_test:0.6141975308641975
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 905 | Training Loss: 0.105449
ACC_train:0.817047817047817
auc_train:0.9986975774941391
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 905 | val Loss: 0.182169
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 905 | test Loss: 0.238524
ACC_test:0.72
auc_test:0.6137566137566137
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 906 | Training Loss: 0.110129
ACC_train:0.7900207900207901
auc_train:0.9979703915950334
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 906 | val Loss: 0.184290
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 906 | test Loss: 0.237990
ACC_test:0.72
auc_test:0.6146384479717812
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 907 | Training Loss: 0.109267
ACC_train:0.817047817047817
auc_train:0.9918381522966051
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 907 | val Loss: 0.185882
ACC_val:0.71900826446281
auc_val:0.8725490196078431
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 907 | test Loss: 0.236304
ACC_test:0.72
auc_test:0.6124338624338624
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 908 | Training Loss: 0.112113
ACC_train:0.7900207900207901
auc_train:0.9963966310671182
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 908 | val Loss: 0.186689
ACC_val:0.71900826446281
auc_val:0.8684922244759973
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 908 | test Loss: 0.237009
ACC_test:0.72
auc_test:0.6128747795414461
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 909 | Training Loss: 0.111118
ACC_train:0.8045738045738046
auc_train:0.9934878874706955
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 909 | val Loss: 0.185716
ACC_val:0.71900826446281
auc_val:0.8735632183908046
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 909 | test Loss: 0.237698
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 910 | Training Loss: 0.110103
ACC_train:0.817047817047817
auc_train:0.9909047495007381
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 910 | val Loss: 0.184199
ACC_val:0.71900826446281
auc_val:0.8782961460446248
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 910 | test Loss: 0.236679
ACC_test:0.72
auc_test:0.6115520282186949
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 911 | Training Loss: 0.104811
ACC_train:0.8274428274428275
auc_train:0.9985130676391422
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 911 | val Loss: 0.183326
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 911 | test Loss: 0.235958
ACC_test:0.72
auc_test:0.6108906525573193
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 912 | Training Loss: 0.109966
ACC_train:0.814968814968815
auc_train:0.998816966223843
f1_weighted_train:0.7783804011504138
f1_macro_train:0.6891704483572336
 ==  Epoch: 912 | val Loss: 0.182825
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 912 | test Loss: 0.235491
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 913 | Training Loss: 0.104218
ACC_train:0.8066528066528067
auc_train:0.9981874620126769
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 913 | val Loss: 0.183089
ACC_val:0.71900826446281
auc_val:0.8816768086544962
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 913 | test Loss: 0.236613
ACC_test:0.72
auc_test:0.6097883597883598
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 914 | Training Loss: 0.108891
ACC_train:0.8087318087318087
auc_train:0.9927498480507078
f1_weighted_train:0.7687158229990142
f1_macro_train:0.674330291433618
 ==  Epoch: 914 | val Loss: 0.184157
ACC_val:0.71900826446281
auc_val:0.8766058147396889
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 914 | test Loss: 0.238235
ACC_test:0.72
auc_test:0.6102292768959436
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 915 | Training Loss: 0.114023
ACC_train:0.7858627858627859
auc_train:0.9977533211773899
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 915 | val Loss: 0.186357
ACC_val:0.71900826446281
auc_val:0.8715348208248817
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 915 | test Loss: 0.239518
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 916 | Training Loss: 0.111480
ACC_train:0.8066528066528067
auc_train:0.9948771381436138
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 916 | val Loss: 0.188158
ACC_val:0.71900826446281
auc_val:0.8647734956051386
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 916 | test Loss: 0.240138
ACC_test:0.72
auc_test:0.609347442680776
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 917 | Training Loss: 0.114305
ACC_train:0.7817047817047817
auc_train:0.9989363549535469
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 917 | val Loss: 0.188631
ACC_val:0.71900826446281
auc_val:0.86342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 917 | test Loss: 0.242320
ACC_test:0.72
auc_test:0.6102292768959435
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 918 | Training Loss: 0.108430
ACC_train:0.8004158004158004
auc_train:0.9962446817747677
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 918 | val Loss: 0.186815
ACC_val:0.71900826446281
auc_val:0.8695064232589588
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 918 | test Loss: 0.239882
ACC_test:0.72
auc_test:0.6117724867724869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 919 | Training Loss: 0.109425
ACC_train:0.8108108108108109
auc_train:0.9945949466006773
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 919 | val Loss: 0.183741
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 919 | test Loss: 0.235783
ACC_test:0.7266666666666667
auc_test:0.6164021164021164
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 920 | Training Loss: 0.108925
ACC_train:0.8232848232848233
auc_train:0.997633932447686
f1_weighted_train:0.7909191291969178
f1_macro_train:0.7082914160548528
 ==  Epoch: 920 | val Loss: 0.182319
ACC_val:0.71900826446281
auc_val:0.8830290736984449
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 920 | test Loss: 0.235785
ACC_test:0.7266666666666667
auc_test:0.6157407407407407
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 921 | Training Loss: 0.105156
ACC_train:0.8128898128898129
auc_train:1.0
f1_weighted_train:0.7751844736791349
f1_macro_train:0.684272711360056
 ==  Epoch: 921 | val Loss: 0.182847
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 921 | test Loss: 0.239142
ACC_test:0.72
auc_test:0.6166225749559083
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 922 | Training Loss: 0.113242
ACC_train:0.7754677754677755
auc_train:0.9980246591994444
f1_weighted_train:0.7127881842522041
f1_macro_train:0.586848635235732
 ==  Epoch: 922 | val Loss: 0.184046
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 922 | test Loss: 0.240165
ACC_test:0.72
auc_test:0.6139770723104058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 923 | Training Loss: 0.108628
ACC_train:0.7983367983367984
auc_train:0.9972432056959277
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 923 | val Loss: 0.185704
ACC_val:0.71900826446281
auc_val:0.872210953346856
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 923 | test Loss: 0.238276
ACC_test:0.72
auc_test:0.6130952380952381
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 924 | Training Loss: 0.107160
ACC_train:0.8108108108108109
auc_train:0.9930320395936442
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 924 | val Loss: 0.186139
ACC_val:0.71900826446281
auc_val:0.8688302907369845
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 924 | test Loss: 0.236756
ACC_test:0.72
auc_test:0.6126543209876543
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 925 | Training Loss: 0.114385
ACC_train:0.7817047817047817
auc_train:0.9965919944429973
f1_weighted_train:0.723898275203522
f1_macro_train:0.6044314951009186
 ==  Epoch: 925 | val Loss: 0.187497
ACC_val:0.71900826446281
auc_val:0.8684922244759973
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 925 | test Loss: 0.242127
ACC_test:0.72
auc_test:0.613095238095238
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 926 | Training Loss: 0.112056
ACC_train:0.7900207900207901
auc_train:0.99600590431536
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 926 | val Loss: 0.186631
ACC_val:0.71900826446281
auc_val:0.8711967545638946
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 926 | test Loss: 0.242904
ACC_test:0.72
auc_test:0.6119929453262786
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 927 | Training Loss: 0.105426
ACC_train:0.8108108108108109
auc_train:0.999435616914127
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 927 | val Loss: 0.183937
ACC_val:0.71900826446281
auc_val:0.8776200135226505
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 927 | test Loss: 0.238989
ACC_test:0.72
auc_test:0.6126543209876544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 928 | Training Loss: 0.099762
ACC_train:0.8295218295218295
auc_train:0.9987626986194321
f1_weighted_train:0.8000784385399771
f1_macro_train:0.7221611721611721
 ==  Epoch: 928 | val Loss: 0.180886
ACC_val:0.71900826446281
auc_val:0.8857336037863421
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 928 | test Loss: 0.235162
ACC_test:0.7266666666666667
auc_test:0.6164021164021164
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 929 | Training Loss: 0.102066
ACC_train:0.817047817047817
auc_train:0.9986107493270817
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 929 | val Loss: 0.180374
ACC_val:0.71900826446281
auc_val:0.8881000676132521
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 929 | test Loss: 0.236336
ACC_test:0.7266666666666667
auc_test:0.6139770723104057
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 930 | Training Loss: 0.108822
ACC_train:0.8045738045738046
auc_train:0.9994898845185378
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 930 | val Loss: 0.182936
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 930 | test Loss: 0.240272
ACC_test:0.72
auc_test:0.6117724867724867
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 931 | Training Loss: 0.109068
ACC_train:0.7879417879417879
auc_train:0.9984370929929669
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 931 | val Loss: 0.185945
ACC_val:0.71900826446281
auc_val:0.8735632183908045
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 931 | test Loss: 0.239698
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 932 | Training Loss: 0.105131
ACC_train:0.8024948024948025
auc_train:0.9963315099418251
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 932 | val Loss: 0.186891
ACC_val:0.71900826446281
auc_val:0.8668018931710615
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 932 | test Loss: 0.237261
ACC_test:0.72
auc_test:0.6117724867724869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 933 | Training Loss: 0.105383
ACC_train:0.8274428274428275
auc_train:0.99925110705913
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 933 | val Loss: 0.186669
ACC_val:0.71900826446281
auc_val:0.8674780256930358
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 933 | test Loss: 0.235716
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 934 | Training Loss: 0.111562
ACC_train:0.8066528066528067
auc_train:0.9858035946861163
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 934 | val Loss: 0.186533
ACC_val:0.71900826446281
auc_val:0.8691683569979716
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 934 | test Loss: 0.238389
ACC_test:0.72
auc_test:0.6095679012345679
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 935 | Training Loss: 0.108092
ACC_train:0.8045738045738046
auc_train:0.9969827211947555
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 935 | val Loss: 0.185257
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 935 | test Loss: 0.239765
ACC_test:0.72
auc_test:0.6104497354497355
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 936 | Training Loss: 0.108967
ACC_train:0.7983367983367984
auc_train:0.9994573239558914
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 936 | val Loss: 0.183316
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 936 | test Loss: 0.238793
ACC_test:0.72
auc_test:0.6082451499118166
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 937 | Training Loss: 0.104968
ACC_train:0.8045738045738046
auc_train:0.99950073803942
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 937 | val Loss: 0.181491
ACC_val:0.71900826446281
auc_val:0.8850574712643678
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 937 | test Loss: 0.235934
ACC_test:0.7266666666666667
auc_test:0.6106701940035274
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 938 | Training Loss: 0.108025
ACC_train:0.8274428274428275
auc_train:0.9978727099070939
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 938 | val Loss: 0.181164
ACC_val:0.71900826446281
auc_val:0.8864097363083164
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 938 | test Loss: 0.235118
ACC_test:0.7266666666666667
auc_test:0.611331569664903
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 939 | Training Loss: 0.105464
ACC_train:0.8108108108108109
auc_train:0.9968524789441695
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 939 | val Loss: 0.182280
ACC_val:0.71900826446281
auc_val:0.8823529411764707
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 939 | test Loss: 0.236566
ACC_test:0.7266666666666667
auc_test:0.6089065255731922
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 940 | Training Loss: 0.110048
ACC_train:0.7837837837837838
auc_train:0.9993053746635407
f1_weighted_train:0.7275325200512233
f1_macro_train:0.6101620947630922
 ==  Epoch: 940 | val Loss: 0.185291
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 940 | test Loss: 0.242304
ACC_test:0.72
auc_test:0.6051587301587301
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 941 | Training Loss: 0.113337
ACC_train:0.7733887733887734
auc_train:0.9954198141877225
f1_weighted_train:0.7090133220844338
f1_macro_train:0.5808530199464363
 ==  Epoch: 941 | val Loss: 0.186720
ACC_val:0.71900826446281
auc_val:0.8711967545638946
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 941 | test Loss: 0.243451
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 942 | Training Loss: 0.107309
ACC_train:0.8024948024948025
auc_train:0.9980789268038551
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 942 | val Loss: 0.186391
ACC_val:0.71900826446281
auc_val:0.8688302907369844
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 942 | test Loss: 0.240029
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 943 | Training Loss: 0.106764
ACC_train:0.8128898128898129
auc_train:0.9981766084917947
f1_weighted_train:0.7751844736791349
f1_macro_train:0.684272711360056
 ==  Epoch: 943 | val Loss: 0.184579
ACC_val:0.71900826446281
auc_val:0.8739012846517917
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 943 | test Loss: 0.237219
ACC_test:0.72
auc_test:0.609347442680776
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 944 | Training Loss: 0.102587
ACC_train:0.8378378378378378
auc_train:0.9933359381783451
f1_weighted_train:0.8119859966384742
f1_macro_train:0.7400648486863984
 ==  Epoch: 944 | val Loss: 0.182487
ACC_val:0.71900826446281
auc_val:0.881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 944 | test Loss: 0.235779
ACC_test:0.7266666666666667
auc_test:0.6122134038800705
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 945 | Training Loss: 0.107326
ACC_train:0.7962577962577962
auc_train:0.995636884605366
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 945 | val Loss: 0.182159
ACC_val:0.71900826446281
auc_val:0.8820148749154834
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 945 | test Loss: 0.239194
ACC_test:0.72
auc_test:0.6115520282186948
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 946 | Training Loss: 0.108500
ACC_train:0.7858627858627859
auc_train:0.9954415212294869
f1_weighted_train:0.7311333515534786
f1_macro_train:0.6158295918921224
 ==  Epoch: 946 | val Loss: 0.182382
ACC_val:0.71900826446281
auc_val:0.8823529411764706
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 946 | test Loss: 0.241126
ACC_test:0.72
auc_test:0.6111111111111112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 947 | Training Loss: 0.102492
ACC_train:0.8108108108108109
auc_train:0.999066597204133
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 947 | val Loss: 0.182648
ACC_val:0.71900826446281
auc_val:0.8799864773495605
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 947 | test Loss: 0.239761
ACC_test:0.72
auc_test:0.611111111111111
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 948 | Training Loss: 0.104440
ACC_train:0.8087318087318087
auc_train:0.9979161239906226
f1_weighted_train:0.7687158229990142
f1_macro_train:0.674330291433618
 ==  Epoch: 948 | val Loss: 0.183666
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 948 | test Loss: 0.237785
ACC_test:0.7266666666666667
auc_test:0.6122134038800705
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 949 | Training Loss: 0.104082
ACC_train:0.8274428274428275
auc_train:1.0
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 949 | val Loss: 0.184916
ACC_val:0.71900826446281
auc_val:0.8695064232589588
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 949 | test Loss: 0.237098
ACC_test:0.7266666666666667
auc_test:0.6117724867724867
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 950 | Training Loss: 0.105732
ACC_train:0.8128898128898129
auc_train:0.9998697577494139
f1_weighted_train:0.7751844736791349
f1_macro_train:0.684272711360056
 ==  Epoch: 950 | val Loss: 0.185991
ACC_val:0.71900826446281
auc_val:0.8674780256930358
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 950 | test Loss: 0.238468
ACC_test:0.72
auc_test:0.6137566137566137
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 951 | Training Loss: 0.110195
ACC_train:0.7920997920997921
auc_train:0.9987626986194322
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 951 | val Loss: 0.186243
ACC_val:0.71900826446281
auc_val:0.867816091954023
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 951 | test Loss: 0.240704
ACC_test:0.72
auc_test:0.6128747795414461
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 952 | Training Loss: 0.105616
ACC_train:0.8024948024948025
auc_train:0.9997395154988278
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 952 | val Loss: 0.185716
ACC_val:0.71900826446281
auc_val:0.8698444895199459
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 952 | test Loss: 0.241764
ACC_test:0.72
auc_test:0.6117724867724869
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 953 | Training Loss: 0.105391
ACC_train:0.8232848232848233
auc_train:0.9977207606147434
f1_weighted_train:0.7909191291969178
f1_macro_train:0.7082914160548528
 ==  Epoch: 953 | val Loss: 0.184682
ACC_val:0.71900826446281
auc_val:0.8749154834347532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 953 | test Loss: 0.239990
ACC_test:0.72
auc_test:0.6111111111111112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 954 | Training Loss: 0.103897
ACC_train:0.8128898128898129
auc_train:0.9985998958061996
f1_weighted_train:0.7751844736791349
f1_macro_train:0.684272711360056
 ==  Epoch: 954 | val Loss: 0.183364
ACC_val:0.71900826446281
auc_val:0.876605814739689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 954 | test Loss: 0.236873
ACC_test:0.7266666666666667
auc_test:0.6100088183421516
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 955 | Training Loss: 0.104340
ACC_train:0.8274428274428275
auc_train:0.9980463662412087
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 955 | val Loss: 0.183034
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 955 | test Loss: 0.237214
ACC_test:0.7266666666666667
auc_test:0.6091269841269842
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 956 | Training Loss: 0.111296
ACC_train:0.7900207900207901
auc_train:0.9993487887470696
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 956 | val Loss: 0.184683
ACC_val:0.71900826446281
auc_val:0.8759296822177147
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 956 | test Loss: 0.244471
ACC_test:0.72
auc_test:0.6080246913580247
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 957 | Training Loss: 0.113940
ACC_train:0.7920997920997921
auc_train:0.9964291916297647
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 957 | val Loss: 0.185444
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 957 | test Loss: 0.246137
ACC_test:0.72
auc_test:0.6064814814814815
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 958 | Training Loss: 0.111778
ACC_train:0.8004158004158004
auc_train:0.9920552227142486
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 958 | val Loss: 0.184199
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 958 | test Loss: 0.239572
ACC_test:0.72
auc_test:0.6084656084656085
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 959 | Training Loss: 0.101259
ACC_train:0.8461538461538461
auc_train:0.9949314057480246
f1_weighted_train:0.8235677875437898
f1_macro_train:0.7573356967548405
 ==  Epoch: 959 | val Loss: 0.183154
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 959 | test Loss: 0.235695
ACC_test:0.7266666666666667
auc_test:0.6100088183421516
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 960 | Training Loss: 0.102336
ACC_train:0.8316008316008316
auc_train:0.9992294000173656
f1_weighted_train:0.8030871905532568
f1_macro_train:0.7266987941665439
 ==  Epoch: 960 | val Loss: 0.183478
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 960 | test Loss: 0.237620
ACC_test:0.72
auc_test:0.607363315696649
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 961 | Training Loss: 0.114041
ACC_train:0.7879417879417879
auc_train:0.9991968394547192
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 961 | val Loss: 0.183781
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 961 | test Loss: 0.241491
ACC_test:0.72
auc_test:0.6058201058201058
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 962 | Training Loss: 0.097559
ACC_train:0.8295218295218295
auc_train:0.9988278197447252
f1_weighted_train:0.8000784385399771
f1_macro_train:0.7221611721611721
 ==  Epoch: 962 | val Loss: 0.183492
ACC_val:0.71900826446281
auc_val:0.8803245436105477
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 962 | test Loss: 0.241457
ACC_test:0.72
auc_test:0.6055996472663139
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 963 | Training Loss: 0.106612
ACC_train:0.8066528066528067
auc_train:0.9960059043153598
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 963 | val Loss: 0.184194
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 963 | test Loss: 0.241962
ACC_test:0.72
auc_test:0.6062610229276896
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 964 | Training Loss: 0.105559
ACC_train:0.814968814968815
auc_train:0.9979161239906225
f1_weighted_train:0.7783804011504138
f1_macro_train:0.6891704483572336
 ==  Epoch: 964 | val Loss: 0.183887
ACC_val:0.71900826446281
auc_val:0.8796484110885734
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 964 | test Loss: 0.240112
ACC_test:0.72
auc_test:0.6067019400352733
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 965 | Training Loss: 0.100123
ACC_train:0.8523908523908524
auc_train:0.9968307719024051
f1_weighted_train:0.8320541534256944
f1_macro_train:0.7698983270110566
 ==  Epoch: 965 | val Loss: 0.182763
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 965 | test Loss: 0.236091
ACC_test:0.7266666666666667
auc_test:0.6089065255731922
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 966 | Training Loss: 0.102270
ACC_train:0.83991683991684
auc_train:0.9999565859164713
f1_weighted_train:0.8149110605277589
f1_macro_train:0.7444402277039848
 ==  Epoch: 966 | val Loss: 0.183016
ACC_val:0.71900826446281
auc_val:0.8766058147396889
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 966 | test Loss: 0.237084
ACC_test:0.7266666666666667
auc_test:0.6071428571428571
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 967 | Training Loss: 0.101987
ACC_train:0.814968814968815
auc_train:0.9987626986194321
f1_weighted_train:0.7783804011504138
f1_macro_train:0.6891704483572336
 ==  Epoch: 967 | val Loss: 0.184594
ACC_val:0.71900826446281
auc_val:0.8759296822177146
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 967 | test Loss: 0.241272
ACC_test:0.72
auc_test:0.6069223985890652
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 968 | Training Loss: 0.101954
ACC_train:0.8066528066528067
auc_train:1.0
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 968 | val Loss: 0.185114
ACC_val:0.71900826446281
auc_val:0.8752535496957403
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 968 | test Loss: 0.242987
ACC_test:0.72
auc_test:0.6055996472663139
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 969 | Training Loss: 0.106472
ACC_train:0.8045738045738046
auc_train:0.9981983155335591
f1_weighted_train:0.7621414709650004
f1_macro_train:0.6641859774212716
 ==  Epoch: 969 | val Loss: 0.184082
ACC_val:0.71900826446281
auc_val:0.8766058147396889
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 969 | test Loss: 0.240285
ACC_test:0.72
auc_test:0.6080246913580247
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 970 | Training Loss: 0.102673
ACC_train:0.8274428274428275
auc_train:0.99850221411826
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 970 | val Loss: 0.183029
ACC_val:0.71900826446281
auc_val:0.8772819472616632
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 970 | test Loss: 0.238144
ACC_test:0.7266666666666667
auc_test:0.6084656084656085
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 971 | Training Loss: 0.101612
ACC_train:0.8232848232848233
auc_train:0.9966571155682904
f1_weighted_train:0.7909191291969178
f1_macro_train:0.7082914160548528
 ==  Epoch: 971 | val Loss: 0.183304
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 971 | test Loss: 0.238923
ACC_test:0.7266666666666667
auc_test:0.6100088183421517
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 972 | Training Loss: 0.097673
ACC_train:0.8295218295218295
auc_train:0.9997395154988278
f1_weighted_train:0.8000784385399771
f1_macro_train:0.7221611721611721
 ==  Epoch: 972 | val Loss: 0.183377
ACC_val:0.71900826446281
auc_val:0.8759296822177146
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 972 | test Loss: 0.239194
ACC_test:0.7266666666666667
auc_test:0.6106701940035274
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 973 | Training Loss: 0.101646
ACC_train:0.8232848232848233
auc_train:0.9995007380394201
f1_weighted_train:0.7909191291969178
f1_macro_train:0.7082914160548528
 ==  Epoch: 973 | val Loss: 0.184530
ACC_val:0.71900826446281
auc_val:0.874577417173766
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 973 | test Loss: 0.241621
ACC_test:0.72
auc_test:0.6122134038800706
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 974 | Training Loss: 0.107661
ACC_train:0.7962577962577962
auc_train:0.9993813493097161
f1_weighted_train:0.7486589448507471
f1_macro_train:0.6432614881637101
 ==  Epoch: 974 | val Loss: 0.184085
ACC_val:0.71900826446281
auc_val:0.8766058147396889
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 974 | test Loss: 0.241767
ACC_test:0.72
auc_test:0.6135361552028219
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 975 | Training Loss: 0.106625
ACC_train:0.8066528066528067
auc_train:0.9969935747156378
f1_weighted_train:0.7654421133694539
f1_macro_train:0.6692838290416306
 ==  Epoch: 975 | val Loss: 0.182628
ACC_val:0.71900826446281
auc_val:0.8793103448275862
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 975 | test Loss: 0.239935
ACC_test:0.7266666666666667
auc_test:0.615079365079365
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 976 | Training Loss: 0.101110
ACC_train:0.8295218295218295
auc_train:0.9996526873317704
f1_weighted_train:0.8000784385399771
f1_macro_train:0.7221611721611721
 ==  Epoch: 976 | val Loss: 0.181865
ACC_val:0.71900826446281
auc_val:0.8816768086544963
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 976 | test Loss: 0.239751
ACC_test:0.7266666666666667
auc_test:0.6144179894179894
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 977 | Training Loss: 0.103804
ACC_train:0.8191268191268192
auc_train:0.9999782929582357
f1_weighted_train:0.7846978444409083
f1_macro_train:0.6988232753967397
 ==  Epoch: 977 | val Loss: 0.182439
ACC_val:0.71900826446281
auc_val:0.8813387423935092
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 977 | test Loss: 0.241382
ACC_test:0.7266666666666667
auc_test:0.6137566137566138
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 978 | Training Loss: 0.099449
ACC_train:0.8316008316008316
auc_train:0.9980246591994444
f1_weighted_train:0.8030871905532568
f1_macro_train:0.7266987941665439
 ==  Epoch: 978 | val Loss: 0.183212
ACC_val:0.71900826446281
auc_val:0.8762677484787018
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 978 | test Loss: 0.239395
ACC_test:0.7266666666666667
auc_test:0.6119929453262788
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 979 | Training Loss: 0.106577
ACC_train:0.8336798336798337
auc_train:0.9976556394894504
f1_weighted_train:0.8060744411476501
f1_macro_train:0.7311948139041019
 ==  Epoch: 979 | val Loss: 0.183418
ACC_val:0.71900826446281
auc_val:0.8739012846517917
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 979 | test Loss: 0.237889
ACC_test:0.7266666666666667
auc_test:0.6141975308641976
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 980 | Training Loss: 0.103996
ACC_train:0.8316008316008316
auc_train:0.999131718329426
f1_weighted_train:0.8030871905532568
f1_macro_train:0.7266987941665439
 ==  Epoch: 980 | val Loss: 0.184133
ACC_val:0.71900826446281
auc_val:0.8735632183908045
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 980 | test Loss: 0.238331
ACC_test:0.72
auc_test:0.6144179894179894
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 981 | Training Loss: 0.100003
ACC_train:0.8087318087318087
auc_train:0.9988495267864895
f1_weighted_train:0.7687158229990142
f1_macro_train:0.674330291433618
 ==  Epoch: 981 | val Loss: 0.184418
ACC_val:0.71900826446281
auc_val:0.8759296822177147
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 981 | test Loss: 0.240483
ACC_test:0.72
auc_test:0.6137566137566138
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 982 | Training Loss: 0.101489
ACC_train:0.8212058212058212
auc_train:0.99850221411826
f1_weighted_train:0.7878202824029469
f1_macro_train:0.7035800275166246
 ==  Epoch: 982 | val Loss: 0.183345
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 982 | test Loss: 0.240272
ACC_test:0.72
auc_test:0.6126543209876543
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 983 | Training Loss: 0.094381
ACC_train:0.817047817047817
auc_train:0.9992945211426587
f1_weighted_train:0.7815513693376288
f1_macro_train:0.6940203562340967
 ==  Epoch: 983 | val Loss: 0.183323
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 983 | test Loss: 0.241089
ACC_test:0.72
auc_test:0.6119929453262787
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 984 | Training Loss: 0.104452
ACC_train:0.8004158004158004
auc_train:0.9977207606147434
f1_weighted_train:0.7554572869434331
f1_macro_train:0.653832313781936
 ==  Epoch: 984 | val Loss: 0.182626
ACC_val:0.71900826446281
auc_val:0.8806626098715348
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 984 | test Loss: 0.240365
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 985 | Training Loss: 0.095902
ACC_train:0.8191268191268192
auc_train:1.0
f1_weighted_train:0.7846978444409083
f1_macro_train:0.6988232753967397
 ==  Epoch: 985 | val Loss: 0.182740
ACC_val:0.71900826446281
auc_val:0.878972278566599
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 985 | test Loss: 0.239613
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 986 | Training Loss: 0.100302
ACC_train:0.841995841995842
auc_train:0.999131718329426
f1_weighted_train:0.8178161414183185
f1_macro_train:0.7487767331903897
 ==  Epoch: 986 | val Loss: 0.182617
ACC_val:0.71900826446281
auc_val:0.8786342123056119
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 986 | test Loss: 0.235972
ACC_test:0.7266666666666667
auc_test:0.6137566137566138
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 987 | Training Loss: 0.099177
ACC_train:0.8503118503118503
auc_train:1.0
f1_weighted_train:0.8292437292437292
f1_macro_train:0.7657467532467532
 ==  Epoch: 987 | val Loss: 0.184000
ACC_val:0.71900826446281
auc_val:0.8735632183908045
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 987 | test Loss: 0.236987
ACC_test:0.7266666666666667
auc_test:0.6122134038800705
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 988 | Training Loss: 0.107976
ACC_train:0.7941787941787942
auc_train:0.9994898845185378
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 988 | val Loss: 0.185771
ACC_val:0.71900826446281
auc_val:0.8718728870858689
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 988 | test Loss: 0.242493
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 989 | Training Loss: 0.107396
ACC_train:0.7920997920997921
auc_train:0.9992294000173657
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 989 | val Loss: 0.184955
ACC_val:0.71900826446281
auc_val:0.8749154834347532
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 989 | test Loss: 0.243605
ACC_test:0.72
auc_test:0.6126543209876544
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 990 | Training Loss: 0.099094
ACC_train:0.83991683991684
auc_train:0.9932382564904054
f1_weighted_train:0.8149110605277589
f1_macro_train:0.7444402277039848
 ==  Epoch: 990 | val Loss: 0.183224
ACC_val:0.71900826446281
auc_val:0.8779580797836376
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 990 | test Loss: 0.238425
ACC_test:0.7266666666666667
auc_test:0.6117724867724867
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 991 | Training Loss: 0.100321
ACC_train:0.8565488565488566
auc_train:0.9930863071980551
f1_weighted_train:0.8376215348835949
f1_macro_train:0.7780964797913951
 ==  Epoch: 991 | val Loss: 0.182098
ACC_val:0.71900826446281
auc_val:0.8782961460446247
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 991 | test Loss: 0.234860
ACC_test:0.7266666666666667
auc_test:0.6144179894179894
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 992 | Training Loss: 0.105417
ACC_train:0.8232848232848233
auc_train:0.9945298254753842
f1_weighted_train:0.7909191291969178
f1_macro_train:0.7082914160548528
 ==  Epoch: 992 | val Loss: 0.184138
ACC_val:0.71900826446281
auc_val:0.8735632183908045
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 992 | test Loss: 0.238988
ACC_test:0.7266666666666667
auc_test:0.6115520282186949
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 993 | Training Loss: 0.107312
ACC_train:0.7900207900207901
auc_train:0.9978292958235652
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 993 | val Loss: 0.185587
ACC_val:0.71900826446281
auc_val:0.8711967545638944
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 993 | test Loss: 0.244311
ACC_test:0.72
auc_test:0.6111111111111112
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 994 | Training Loss: 0.106724
ACC_train:0.8128898128898129
auc_train:0.9981983155335592
f1_weighted_train:0.7751844736791349
f1_macro_train:0.684272711360056
 ==  Epoch: 994 | val Loss: 0.184467
ACC_val:0.71900826446281
auc_val:0.8739012846517917
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 994 | test Loss: 0.242097
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 995 | Training Loss: 0.102320
ACC_train:0.8274428274428275
auc_train:0.998936354953547
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 995 | val Loss: 0.183945
ACC_val:0.71900826446281
auc_val:0.872210953346856
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 995 | test Loss: 0.238168
ACC_test:0.7266666666666667
auc_test:0.6144179894179894
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 996 | Training Loss: 0.103275
ACC_train:0.8378378378378378
auc_train:0.989461231223409
f1_weighted_train:0.8119859966384742
f1_macro_train:0.7400648486863984
 ==  Epoch: 996 | val Loss: 0.184720
ACC_val:0.71900826446281
auc_val:0.8681541582150102
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 996 | test Loss: 0.237201
ACC_test:0.7266666666666667
auc_test:0.6157407407407407
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 997 | Training Loss: 0.105928
ACC_train:0.7983367983367984
auc_train:0.9971780845706347
f1_weighted_train:0.7520726639922211
f1_macro_train:0.6485745490151771
 ==  Epoch: 997 | val Loss: 0.187077
ACC_val:0.71900826446281
auc_val:0.8647734956051386
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 997 | test Loss: 0.241802
ACC_test:0.72
auc_test:0.6172839506172839
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 998 | Training Loss: 0.107824
ACC_train:0.7900207900207901
auc_train:0.9967873578188765
f1_weighted_train:0.7382374084463352
f1_macro_train:0.6269800440734967
 ==  Epoch: 998 | val Loss: 0.188129
ACC_val:0.71900826446281
auc_val:0.8637592968221771
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 998 | test Loss: 0.245781
ACC_test:0.72
auc_test:0.6144179894179894
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 999 | Training Loss: 0.104077
ACC_train:0.8274428274428275
auc_train:0.9950073803941999
f1_weighted_train:0.7970477849864669
f1_macro_train:0.7175812282029698
 ==  Epoch: 999 | val Loss: 0.185563
ACC_val:0.71900826446281
auc_val:0.8681541582150102
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 999 | test Loss: 0.240533
ACC_test:0.7266666666666667
auc_test:0.6148589065255733
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1000 | Training Loss: 0.095321
ACC_train:0.8544698544698545
auc_train:0.9992185464964835
f1_weighted_train:0.8348466490380151
f1_macro_train:0.7740147121993128
 ==  Epoch: 1000 | val Loss: 0.182087
ACC_val:0.71900826446281
auc_val:0.8772819472616633
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1000 | test Loss: 0.236079
ACC_test:0.7266666666666667
auc_test:0.6144179894179894
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1001 | Training Loss: 0.095822
ACC_train:0.8503118503118503
auc_train:0.9991968394547192
f1_weighted_train:0.8292437292437292
f1_macro_train:0.7657467532467532
 ==  Epoch: 1001 | val Loss: 0.179894
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1001 | test Loss: 0.235478
ACC_test:0.7266666666666667
auc_test:0.6130952380952381
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1002 | Training Loss: 0.102782
ACC_train:0.8108108108108109
auc_train:1.0
f1_weighted_train:0.7719631101683455
f1_macro_train:0.6793262855593896
 ==  Epoch: 1002 | val Loss: 0.181346
ACC_val:0.71900826446281
auc_val:0.8840432724814064
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1002 | test Loss: 0.242102
ACC_test:0.7266666666666667
auc_test:0.6100088183421518
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1003 | Training Loss: 0.110227
ACC_train:0.7796257796257796
auc_train:0.998382825388556
f1_weighted_train:0.7202299379703498
f1_macro_train:0.5986365640153662
 ==  Epoch: 1003 | val Loss: 0.183902
ACC_val:0.71900826446281
auc_val:0.8776200135226504
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1003 | test Loss: 0.249310
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1004 | Training Loss: 0.105164
ACC_train:0.8024948024948025
auc_train:0.9984696535556135
f1_weighted_train:0.7588133736159732
f1_macro_train:0.6590357939664371
 ==  Epoch: 1004 | val Loss: 0.184444
ACC_val:0.71900826446281
auc_val:0.8732251521298174
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1004 | test Loss: 0.242696
ACC_test:0.72
auc_test:0.609347442680776
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1005 | Training Loss: 0.105006
ACC_train:0.8503118503118503
auc_train:0.9903295128939829
f1_weighted_train:0.8292437292437292
f1_macro_train:0.7657467532467532
 ==  Epoch: 1005 | val Loss: 0.183046
ACC_val:0.71900826446281
auc_val:0.8701825557809331
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1005 | test Loss: 0.235351
ACC_test:0.7266666666666667
auc_test:0.6164021164021164
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1006 | Training Loss: 0.107528
ACC_train:0.8253638253638254
auc_train:0.9999782929582357
f1_weighted_train:0.7939948211047955
f1_macro_train:0.7129582267689685
 ==  Epoch: 1006 | val Loss: 0.185391
ACC_val:0.71900826446281
auc_val:0.8674780256930358
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1006 | test Loss: 0.239626
ACC_test:0.7266666666666667
auc_test:0.6135361552028218
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1007 | Training Loss: 0.109164
ACC_train:0.7879417879417879
auc_train:0.9978075887818009
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 1007 | val Loss: 0.187072
ACC_val:0.71900826446281
auc_val:0.8695064232589588
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1007 | test Loss: 0.249742
ACC_test:0.72
auc_test:0.6115520282186949
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1008 | Training Loss: 0.108242
ACC_train:0.7941787941787942
auc_train:0.995387253625076
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 1008 | val Loss: 0.183828
ACC_val:0.71900826446281
auc_val:0.8742393509127789
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1008 | test Loss: 0.249053
ACC_test:0.72
auc_test:0.6108906525573192
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1009 | Training Loss: 0.099404
ACC_train:0.8357588357588358
auc_train:0.9982851437006165
f1_weighted_train:0.809040582013555
f1_macro_train:0.7356499356499357
 ==  Epoch: 1009 | val Loss: 0.179003
ACC_val:0.71900826446281
auc_val:0.8847194050033806
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1009 | test Loss: 0.237846
ACC_test:0.7266666666666667
auc_test:0.611331569664903
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1010 | Training Loss: 0.092038
ACC_train:0.9126819126819127
auc_train:0.9983936789094382
f1_weighted_train:0.9069000393324718
f1_macro_train:0.8770270270270271
 ==  Epoch: 1010 | val Loss: 0.175478
ACC_val:0.7272727272727273
auc_val:0.8881000676132521
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 1010 | test Loss: 0.232067
ACC_test:0.7266666666666667
auc_test:0.6183862433862434
f1_weighted_test:0.629124183006536
f1_macro_test:0.4640522875816994
 ==  Epoch: 1011 | Training Loss: 0.098787
ACC_train:0.8440748440748441
auc_train:0.995018233915082
f1_weighted_train:0.8207015994855581
f1_macro_train:0.7530750118072239
 ==  Epoch: 1011 | val Loss: 0.178119
ACC_val:0.71900826446281
auc_val:0.8881000676132522
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1011 | test Loss: 0.239055
ACC_test:0.7266666666666667
auc_test:0.6095679012345679
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1012 | Training Loss: 0.107820
ACC_train:0.7879417879417879
auc_train:0.996635408526526
f1_weighted_train:0.7347014322014321
f1_macro_train:0.6214351851851851
 ==  Epoch: 1012 | val Loss: 0.183699
ACC_val:0.71900826446281
auc_val:0.8769438810006761
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1012 | test Loss: 0.250690
ACC_test:0.72
auc_test:0.6106701940035274
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1013 | Training Loss: 0.104486
ACC_train:0.7941787941787942
auc_train:0.9984153859512026
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 1013 | val Loss: 0.187572
ACC_val:0.71900826446281
auc_val:0.8654496281271129
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1013 | test Loss: 0.248153
ACC_test:0.72
auc_test:0.611331569664903
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1014 | Training Loss: 0.101398
ACC_train:0.8482328482328483
auc_train:0.9863896848137534
f1_weighted_train:0.8264150512403615
f1_macro_train:0.7615594081257089
 ==  Epoch: 1014 | val Loss: 0.185961
ACC_val:0.71900826446281
auc_val:0.8607167004732927
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1014 | test Loss: 0.238531
ACC_test:0.7266666666666667
auc_test:0.6141975308641975
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1015 | Training Loss: 0.096486
ACC_train:0.9064449064449065
auc_train:0.990340366414865
f1_weighted_train:0.8996661767914924
f1_macro_train:0.8669776360183632
 ==  Epoch: 1015 | val Loss: 0.182197
ACC_val:0.71900826446281
auc_val:0.8668018931710616
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1015 | test Loss: 0.233364
ACC_test:0.7333333333333333
auc_test:0.6135361552028219
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 1016 | Training Loss: 0.098498
ACC_train:0.8711018711018711
auc_train:0.9978944169488583
f1_weighted_train:0.8565781619194854
f1_macro_train:0.8057451797811359
 ==  Epoch: 1016 | val Loss: 0.182954
ACC_val:0.71900826446281
auc_val:0.8705206220419202
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1016 | test Loss: 0.236985
ACC_test:0.7266666666666667
auc_test:0.6157407407407408
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1017 | Training Loss: 0.104379
ACC_train:0.7920997920997921
auc_train:0.9990014760788399
f1_weighted_train:0.7417419111899214
f1_macro_train:0.6324653096155022
 ==  Epoch: 1017 | val Loss: 0.183566
ACC_val:0.71900826446281
auc_val:0.8789722785665991
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1017 | test Loss: 0.246191
ACC_test:0.72
auc_test:0.6146384479717814
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1018 | Training Loss: 0.100896
ACC_train:0.7941787941787942
auc_train:0.9999565859164713
f1_weighted_train:0.7452155562569615
f1_macro_train:0.637892095357591
 ==  Epoch: 1018 | val Loss: 0.180491
ACC_val:0.71900826446281
auc_val:0.8884381338742393
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1018 | test Loss: 0.247038
ACC_test:0.72
auc_test:0.6135361552028219
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 1019 | Training Loss: 0.095471
ACC_train:0.8544698544698545
auc_train:0.9987952591820786
f1_weighted_train:0.8348466490380151
f1_macro_train:0.7740147121993128
 ==  Epoch: 1019 | val Loss: 0.178139
ACC_val:0.71900826446281
auc_val:0.8897903989181879
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 1019 | test Loss: 0.240224
ACC_test:0.7266666666666667
auc_test:0.6111111111111112
f1_weighted_test:0.6181594425843815
f1_macro_test:0.4434892769885078
 ==  Epoch: 1020 | Training Loss: 0.092815
ACC_train:0.8898128898128899
auc_train:1.0
f1_weighted_train:0.8798623180837101
f1_macro_train:0.8391212979849931
 ==  Epoch: 1020 | val Loss: 0.175675
ACC_val:0.7107438016528925
auc_val:0.8881000676132521
f1_weighted_val:0.5974368187806923
f1_macro_val:0.41545893719806765
 ==  Epoch: 1020 | test Loss: 0.234960
ACC_test:0.7333333333333333
auc_test:0.617063492063492
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
 ==  Epoch: 1020 | test Loss: 0.234960
ACC_test:0.7333333333333333
auc_test:0.617063492063492
f1_weighted_test:0.6329545454545453
f1_macro_test:0.4673295454545454
