 ==  Epoch: 1 | Training Loss: 4.157499
ACC_train:0.3076923076923077
auc_train:0.49950073803941997
f1_weighted_train:0.23935306664211511
f1_macro_train:0.28996608817075603
 ==  Epoch: 1 | val Loss: 4.159697
ACC_val:0.35537190082644626
auc_val:0.5327924273157539
f1_weighted_val:0.3019223859144808
f1_macro_val:0.3423913043478261
 ==  Epoch: 1 | test Loss: 4.157836
ACC_test:0.34
auc_test:0.6000881834215168
f1_weighted_test:0.28533659730722155
f1_macro_test:0.3268053855569156
 ==  Epoch: 2 | Training Loss: 4.155774
ACC_train:0.446985446985447
auc_train:0.5342645654250239
f1_weighted_train:0.46368848834912185
f1_macro_train:0.4433257918552036
 ==  Epoch: 2 | val Loss: 4.160137
ACC_val:0.5785123966942148
auc_val:0.5317782285327924
f1_weighted_val:0.5676733965205271
f1_macro_val:0.452779994679436
 ==  Epoch: 2 | test Loss: 4.157887
ACC_test:0.62
auc_test:0.5941358024691358
f1_weighted_test:0.6318048780487806
f1_macro_test:0.5609756097560976
 ==  Epoch: 3 | Training Loss: 4.155008
ACC_train:0.6881496881496881
auc_train:0.5457801510810107
f1_weighted_train:0.6577504866629534
f1_macro_train:0.5399535809018567
 ==  Epoch: 3 | val Loss: 4.160597
ACC_val:0.6942148760330579
auc_val:0.530764029749831
f1_weighted_val:0.6023673296400568
f1_macro_val:0.4345080207149173
 ==  Epoch: 3 | test Loss: 4.158061
ACC_test:0.7133333333333334
auc_test:0.591931216931217
f1_weighted_test:0.6214582457320663
f1_macro_test:0.4575729543352115
 ==  Epoch: 4 | Training Loss: 4.154261
ACC_train:0.7214137214137214
auc_train:0.5580880437613962
f1_weighted_train:0.625770306699402
f1_macro_train:0.4528151317576745
 ==  Epoch: 4 | val Loss: 4.160943
ACC_val:0.71900826446281
auc_val:0.535158891142664
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 4 | test Loss: 4.158239
ACC_test:0.72
auc_test:0.5890652557319225
f1_weighted_test:0.6146022727272727
f1_macro_test:0.4406960227272727
 ==  Epoch: 5 | Training Loss: 4.153836
ACC_train:0.7234927234927235
auc_train:0.5624945732395589
f1_weighted_train:0.6091651640505681
f1_macro_train:0.41978287092882993
 ==  Epoch: 5 | val Loss: 4.161150
ACC_val:0.71900826446281
auc_val:0.5376943881000675
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 5 | test Loss: 4.158373
ACC_test:0.72
auc_test:0.5881834215167548
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 6 | Training Loss: 4.153277
ACC_train:0.7255717255717256
auc_train:0.5699075280020839
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 6 | val Loss: 4.161244
ACC_val:0.71900826446281
auc_val:0.5405679513184584
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 6 | test Loss: 4.158462
ACC_test:0.72
auc_test:0.5855379188712523
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 7 | Training Loss: 4.152873
ACC_train:0.7255717255717256
auc_train:0.5740210124164279
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 7 | val Loss: 4.161251
ACC_val:0.71900826446281
auc_val:0.5456389452332657
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 7 | test Loss: 4.158509
ACC_test:0.72
auc_test:0.5815696649029982
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 8 | Training Loss: 4.152318
ACC_train:0.7255717255717256
auc_train:0.58661109663975
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 8 | val Loss: 4.161197
ACC_val:0.71900826446281
auc_val:0.54631507775524
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 8 | test Loss: 4.158525
ACC_test:0.72
auc_test:0.5776014109347443
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 9 | Training Loss: 4.151935
ACC_train:0.7255717255717256
auc_train:0.5874793783103238
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 9 | val Loss: 4.161101
ACC_val:0.71900826446281
auc_val:0.5473292765382015
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 9 | test Loss: 4.158517
ACC_test:0.72
auc_test:0.5709876543209876
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 10 | Training Loss: 4.151403
ACC_train:0.7255717255717256
auc_train:0.5917339584961361
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 10 | val Loss: 4.160974
ACC_val:0.71900826446281
auc_val:0.5537525354969574
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 10 | test Loss: 4.158492
ACC_test:0.72
auc_test:0.5690035273368607
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 11 | Training Loss: 4.150899
ACC_train:0.7255717255717256
auc_train:0.5960319527654772
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 11 | val Loss: 4.160819
ACC_val:0.71900826446281
auc_val:0.5530764029749831
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 11 | test Loss: 4.158454
ACC_test:0.72
auc_test:0.5687830687830688
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 12 | Training Loss: 4.150538
ACC_train:0.7255717255717256
auc_train:0.5979204653989754
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 12 | val Loss: 4.160660
ACC_val:0.71900826446281
auc_val:0.5578093306288032
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 12 | test Loss: 4.158411
ACC_test:0.72
auc_test:0.566358024691358
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 13 | Training Loss: 4.150040
ACC_train:0.7255717255717256
auc_train:0.6049752539723886
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 13 | val Loss: 4.160507
ACC_val:0.71900826446281
auc_val:0.5605138607167005
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 13 | test Loss: 4.158362
ACC_test:0.72
auc_test:0.5628306878306878
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 14 | Training Loss: 4.149626
ACC_train:0.7255717255717256
auc_train:0.6061582877485456
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 14 | val Loss: 4.160333
ACC_val:0.71900826446281
auc_val:0.5649087221095335
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 14 | test Loss: 4.158306
ACC_test:0.72
auc_test:0.5606261022927689
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 15 | Training Loss: 4.149103
ACC_train:0.7255717255717256
auc_train:0.6099678735781887
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 15 | val Loss: 4.160157
ACC_val:0.71900826446281
auc_val:0.572684246112238
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 15 | test Loss: 4.158247
ACC_test:0.72
auc_test:0.556657848324515
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 16 | Training Loss: 4.148596
ACC_train:0.7255717255717256
auc_train:0.6135061213857775
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 16 | val Loss: 4.159999
ACC_val:0.71900826446281
auc_val:0.577079107505071
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 16 | test Loss: 4.158192
ACC_test:0.72
auc_test:0.5537918871252204
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 17 | Training Loss: 4.148143
ACC_train:0.7255717255717256
auc_train:0.6131371016757836
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 17 | val Loss: 4.159824
ACC_val:0.71900826446281
auc_val:0.5792765382014874
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 17 | test Loss: 4.158129
ACC_test:0.72
auc_test:0.5500440917107584
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 18 | Training Loss: 4.147746
ACC_train:0.7255717255717256
auc_train:0.6154597551445689
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 18 | val Loss: 4.159639
ACC_val:0.71900826446281
auc_val:0.5838404327248141
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 18 | test Loss: 4.158066
ACC_test:0.72
auc_test:0.5491622574955908
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 19 | Training Loss: 4.147250
ACC_train:0.7255717255717256
auc_train:0.6176955804462969
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 19 | val Loss: 4.159450
ACC_val:0.71900826446281
auc_val:0.5862068965517242
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 19 | test Loss: 4.158002
ACC_test:0.72
auc_test:0.5476190476190477
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 20 | Training Loss: 4.146796
ACC_train:0.7255717255717256
auc_train:0.6199748198315532
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 20 | val Loss: 4.159275
ACC_val:0.71900826446281
auc_val:0.5851926977687627
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 20 | test Loss: 4.157939
ACC_test:0.72
auc_test:0.5438712522045855
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 21 | Training Loss: 4.146452
ACC_train:0.7255717255717256
auc_train:0.6207345662933056
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 21 | val Loss: 4.159091
ACC_val:0.71900826446281
auc_val:0.5862068965517241
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 21 | test Loss: 4.157871
ACC_test:0.72
auc_test:0.5432098765432098
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 22 | Training Loss: 4.145987
ACC_train:0.7255717255717256
auc_train:0.6244030563514804
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 22 | val Loss: 4.158912
ACC_val:0.71900826446281
auc_val:0.5868830290736985
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 22 | test Loss: 4.157802
ACC_test:0.72
auc_test:0.5423280423280423
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 23 | Training Loss: 4.145564
ACC_train:0.7255717255717256
auc_train:0.6255752366067552
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 23 | val Loss: 4.158739
ACC_val:0.71900826446281
auc_val:0.5889114266396214
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 23 | test Loss: 4.157735
ACC_test:0.72
auc_test:0.541005291005291
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 24 | Training Loss: 4.145030
ACC_train:0.7255717255717256
auc_train:0.631045411131371
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 24 | val Loss: 4.158562
ACC_val:0.71900826446281
auc_val:0.5892494929006085
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 24 | test Loss: 4.157668
ACC_test:0.72
auc_test:0.5412257495590829
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 25 | Training Loss: 4.144511
ACC_train:0.7255717255717256
auc_train:0.6299600590431537
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 25 | val Loss: 4.158395
ACC_val:0.71900826446281
auc_val:0.5889114266396214
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 25 | test Loss: 4.157602
ACC_test:0.72
auc_test:0.5405643738977073
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 26 | Training Loss: 4.144140
ACC_train:0.7255717255717256
auc_train:0.629547625249631
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 26 | val Loss: 4.158218
ACC_val:0.71900826446281
auc_val:0.5882352941176471
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 26 | test Loss: 4.157534
ACC_test:0.72
auc_test:0.5405643738977073
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 27 | Training Loss: 4.143663
ACC_train:0.7255717255717256
auc_train:0.6345836589389598
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 27 | val Loss: 4.158040
ACC_val:0.71900826446281
auc_val:0.59026369168357
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 27 | test Loss: 4.157468
ACC_test:0.72
auc_test:0.5403439153439153
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 28 | Training Loss: 4.143229
ACC_train:0.7255717255717256
auc_train:0.6358209603195277
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 28 | val Loss: 4.157860
ACC_val:0.71900826446281
auc_val:0.5906017579445572
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 28 | test Loss: 4.157402
ACC_test:0.72
auc_test:0.5396825396825398
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 29 | Training Loss: 4.142754
ACC_train:0.7255717255717256
auc_train:0.6391204306677086
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 29 | val Loss: 4.157689
ACC_val:0.71900826446281
auc_val:0.5902636916835701
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 29 | test Loss: 4.157339
ACC_test:0.72
auc_test:0.5392416225749559
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 30 | Training Loss: 4.142280
ACC_train:0.7255717255717256
auc_train:0.6384040982894851
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 30 | val Loss: 4.157512
ACC_val:0.71900826446281
auc_val:0.5906017579445572
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 30 | test Loss: 4.157276
ACC_test:0.72
auc_test:0.537037037037037
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 31 | Training Loss: 4.141736
ACC_train:0.7255717255717256
auc_train:0.6388165320830077
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 31 | val Loss: 4.157329
ACC_val:0.71900826446281
auc_val:0.5909398242055443
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 31 | test Loss: 4.157213
ACC_test:0.72
auc_test:0.5374779541446209
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 32 | Training Loss: 4.141390
ACC_train:0.7255717255717256
auc_train:0.6425501432664756
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 32 | val Loss: 4.157137
ACC_val:0.71900826446281
auc_val:0.59263015551048
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 32 | test Loss: 4.157148
ACC_test:0.72
auc_test:0.5359347442680776
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 33 | Training Loss: 4.140955
ACC_train:0.7255717255717256
auc_train:0.6427346531214726
f1_weighted_train:0.6101795957217643
f1_macro_train:0.42048192771084336
 ==  Epoch: 33 | val Loss: 4.156950
ACC_val:0.71900826446281
auc_val:0.5936443542934415
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 33 | test Loss: 4.157084
ACC_test:0.72
auc_test:0.5354938271604939
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 34 | Training Loss: 4.140468
ACC_train:0.7276507276507277
auc_train:0.6441781713988018
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 34 | val Loss: 4.156764
ACC_val:0.71900826446281
auc_val:0.5936443542934415
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 34 | test Loss: 4.157021
ACC_test:0.72
auc_test:0.5339506172839505
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 35 | Training Loss: 4.140062
ACC_train:0.7276507276507277
auc_train:0.6448510896934966
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 35 | val Loss: 4.156582
ACC_val:0.71900826446281
auc_val:0.5939824205544286
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 35 | test Loss: 4.156956
ACC_test:0.72
auc_test:0.5339506172839505
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 36 | Training Loss: 4.139506
ACC_train:0.7276507276507277
auc_train:0.6485847008769645
f1_weighted_train:0.6150423796287551
f1_macro_train:0.4285079405389227
 ==  Epoch: 36 | val Loss: 4.156403
ACC_val:0.71900826446281
auc_val:0.5946585530764029
f1_weighted_val:0.6014780673871584
f1_macro_val:0.4182692307692308
 ==  Epoch: 36 | test Loss: 4.156894
ACC_test:0.72
auc_test:0.5324074074074074
f1_weighted_test:0.6027906976744185
f1_macro_test:0.41860465116279066
 ==  Epoch: 37 | Training Loss: 4.139024
ACC_train:0.7297297297297297
auc_train:0.6502561430928193
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 37 | val Loss: 4.156232
ACC_val:0.7272727272727273
auc_val:0.5953346855983773
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 37 | test Loss: 4.156829
ACC_test:0.7133333333333334
auc_test:0.5328483245149911
f1_weighted_test:0.599533073929961
f1_macro_test:0.41634241245136183
 ==  Epoch: 38 | Training Loss: 4.138454
ACC_train:0.7297297297297297
auc_train:0.6497785881740037
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 38 | val Loss: 4.156066
ACC_val:0.7272727272727273
auc_val:0.5949966193373901
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 38 | test Loss: 4.156766
ACC_test:0.7066666666666667
auc_test:0.533068783068783
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 39 | Training Loss: 4.138086
ACC_train:0.7297297297297297
auc_train:0.6516888078492664
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 39 | val Loss: 4.155892
ACC_val:0.7272727272727273
auc_val:0.5966869506423258
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 39 | test Loss: 4.156702
ACC_test:0.7066666666666667
auc_test:0.533068783068783
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 40 | Training Loss: 4.137571
ACC_train:0.7297297297297297
auc_train:0.6534036641486498
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 40 | val Loss: 4.155719
ACC_val:0.7272727272727273
auc_val:0.5966869506423259
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 40 | test Loss: 4.156636
ACC_test:0.7066666666666667
auc_test:0.5315255731922398
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 41 | Training Loss: 4.137129
ACC_train:0.7297297297297297
auc_train:0.6526439176868977
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 41 | val Loss: 4.155552
ACC_val:0.7272727272727273
auc_val:0.5983772819472616
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 41 | test Loss: 4.156571
ACC_test:0.7066666666666667
auc_test:0.5317460317460317
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 42 | Training Loss: 4.136547
ACC_train:0.7297297297297297
auc_train:0.6554007119909699
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 42 | val Loss: 4.155382
ACC_val:0.7272727272727273
auc_val:0.5983772819472617
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 42 | test Loss: 4.156506
ACC_test:0.7066666666666667
auc_test:0.5315255731922399
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 43 | Training Loss: 4.136148
ACC_train:0.7297297297297297
auc_train:0.6569961795606495
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 43 | val Loss: 4.155214
ACC_val:0.7272727272727273
auc_val:0.5987153482082488
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 43 | test Loss: 4.156440
ACC_test:0.7066666666666667
auc_test:0.5319664902998236
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 44 | Training Loss: 4.135620
ACC_train:0.7297297297297297
auc_train:0.6589932274029695
f1_weighted_train:0.6198453482684502
f1_macro_train:0.43642295767539113
 ==  Epoch: 44 | val Loss: 4.155046
ACC_val:0.7272727272727273
auc_val:0.5983772819472617
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 44 | test Loss: 4.156375
ACC_test:0.7066666666666667
auc_test:0.5308641975308642
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 45 | Training Loss: 4.135255
ACC_train:0.7276507276507277
auc_train:0.6613484414344013
f1_weighted_train:0.6187695648396978
f1_macro_train:0.43561288011106636
 ==  Epoch: 45 | val Loss: 4.154888
ACC_val:0.7272727272727273
auc_val:0.5977011494252874
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 45 | test Loss: 4.156311
ACC_test:0.7066666666666667
auc_test:0.5299823633156966
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 46 | Training Loss: 4.134741
ACC_train:0.7276507276507277
auc_train:0.6596769992185465
f1_weighted_train:0.6223784869040343
f1_macro_train:0.4425038708250386
 ==  Epoch: 46 | val Loss: 4.154720
ACC_val:0.7272727272727273
auc_val:0.599053414469236
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 46 | test Loss: 4.156245
ACC_test:0.7066666666666667
auc_test:0.5304232804232805
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 47 | Training Loss: 4.134319
ACC_train:0.7297297297297297
auc_train:0.6624337935226187
f1_weighted_train:0.6270093436619396
f1_macro_train:0.45010201210074574
 ==  Epoch: 47 | val Loss: 4.154558
ACC_val:0.7272727272727273
auc_val:0.5987153482082488
f1_weighted_val:0.6204404291360813
f1_macro_val:0.44886128364389233
 ==  Epoch: 47 | test Loss: 4.156180
ACC_test:0.7066666666666667
auc_test:0.5304232804232805
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 48 | Training Loss: 4.133770
ACC_train:0.7255717255717256
auc_train:0.662954762524963
f1_weighted_train:0.6247381736432831
f1_macro_train:0.44827945776850886
 ==  Epoch: 48 | val Loss: 4.154406
ACC_val:0.71900826446281
auc_val:0.599053414469236
f1_weighted_val:0.6159476494869256
f1_macro_val:0.4452535059331176
 ==  Epoch: 48 | test Loss: 4.156116
ACC_test:0.7066666666666667
auc_test:0.5304232804232805
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 49 | Training Loss: 4.133369
ACC_train:0.7276507276507277
auc_train:0.6627376921073196
f1_weighted_train:0.6292614033563058
f1_macro_train:0.4556802377311876
 ==  Epoch: 49 | val Loss: 4.154245
ACC_val:0.7107438016528925
auc_val:0.6007437457741717
f1_weighted_val:0.6114394983574584
f1_macro_val:0.4416611733684904
 ==  Epoch: 49 | test Loss: 4.156050
ACC_test:0.7066666666666667
auc_test:0.5306437389770723
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 50 | Training Loss: 4.132889
ACC_train:0.7214137214137214
auc_train:0.6655161934531562
f1_weighted_train:0.625770306699402
f1_macro_train:0.4528151317576745
 ==  Epoch: 50 | val Loss: 4.154080
ACC_val:0.71900826446281
auc_val:0.6020960108181204
f1_weighted_val:0.6287516311439757
f1_macro_val:0.4692982456140351
 ==  Epoch: 50 | test Loss: 4.155983
ACC_test:0.7066666666666667
auc_test:0.5295414462081129
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 51 | Training Loss: 4.132423
ACC_train:0.7255717255717256
auc_train:0.6672961708778328
f1_weighted_train:0.6345148688017342
f1_macro_train:0.4670628525382756
 ==  Epoch: 51 | val Loss: 4.153916
ACC_val:0.7107438016528925
auc_val:0.6020960108181204
f1_weighted_val:0.6238609874973512
f1_macro_val:0.4650751547303271
 ==  Epoch: 51 | test Loss: 4.155916
ACC_test:0.7066666666666667
auc_test:0.5306437389770723
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 52 | Training Loss: 4.131810
ACC_train:0.7234927234927235
auc_train:0.6669271511678388
f1_weighted_train:0.6333015682708933
f1_macro_train:0.4660239555945077
 ==  Epoch: 52 | val Loss: 4.153757
ACC_val:0.7107438016528925
auc_val:0.6027721433400947
f1_weighted_val:0.6238609874973512
f1_macro_val:0.4650751547303271
 ==  Epoch: 52 | test Loss: 4.155851
ACC_test:0.7066666666666667
auc_test:0.531305114638448
f1_weighted_test:0.5962500000000001
f1_macro_test:0.41406250000000006
 ==  Epoch: 53 | Training Loss: 4.131416
ACC_train:0.7234927234927235
auc_train:0.6698141877224972
f1_weighted_train:0.6333015682708933
f1_macro_train:0.4660239555945077
 ==  Epoch: 53 | val Loss: 4.153610
ACC_val:0.7107438016528925
auc_val:0.603448275862069
f1_weighted_val:0.6238609874973512
f1_macro_val:0.4650751547303271
 ==  Epoch: 53 | test Loss: 4.155788
ACC_test:0.7
auc_test:0.531084656084656
f1_weighted_test:0.5929411764705882
f1_macro_test:0.4117647058823529
 ==  Epoch: 54 | Training Loss: 4.130822
ACC_train:0.7276507276507277
auc_train:0.6706607623513068
f1_weighted_train:0.6475413995227854
f1_macro_train:0.4909312715609523
 ==  Epoch: 54 | val Loss: 4.153446
ACC_val:0.71900826446281
auc_val:0.603448275862069
f1_weighted_val:0.6401358317649948
f1_macro_val:0.4908415841584159
 ==  Epoch: 54 | test Loss: 4.155722
ACC_test:0.7
auc_test:0.5319664902998236
f1_weighted_test:0.6038516525103018
f1_macro_test:0.4323437894205701
 ==  Epoch: 55 | Training Loss: 4.130432
ACC_train:0.7297297297297297
auc_train:0.6731353651124425
f1_weighted_train:0.6516017431859016
f1_macro_train:0.49747653336762243
 ==  Epoch: 55 | val Loss: 4.153297
ACC_val:0.71900826446281
auc_val:0.603448275862069
f1_weighted_val:0.6401358317649948
f1_macro_val:0.4908415841584159
 ==  Epoch: 55 | test Loss: 4.155653
ACC_test:0.7
auc_test:0.5326278659611993
f1_weighted_test:0.6038516525103018
f1_macro_test:0.4323437894205701
 ==  Epoch: 56 | Training Loss: 4.129982
ACC_train:0.7255717255717256
auc_train:0.6727880524442129
f1_weighted_train:0.6489633363082494
f1_macro_train:0.4950372208436724
 ==  Epoch: 56 | val Loss: 4.153147
ACC_val:0.71900826446281
auc_val:0.6024340770791076
f1_weighted_val:0.6401358317649948
f1_macro_val:0.4908415841584159
 ==  Epoch: 56 | test Loss: 4.155580
ACC_test:0.7
auc_test:0.5324074074074074
f1_weighted_test:0.6038516525103018
f1_macro_test:0.4323437894205701
 ==  Epoch: 57 | Training Loss: 4.129442
ACC_train:0.7234927234927235
auc_train:0.6750021707041765
f1_weighted_train:0.6476454768894535
f1_macro_train:0.4938244253669343
 ==  Epoch: 57 | val Loss: 4.153007
ACC_val:0.71900826446281
auc_val:0.6020960108181204
f1_weighted_val:0.6401358317649948
f1_macro_val:0.4908415841584159
 ==  Epoch: 57 | test Loss: 4.155515
ACC_test:0.6933333333333334
auc_test:0.5315255731922399
f1_weighted_test:0.6002380952380952
f1_macro_test:0.4295634920634921
 ==  Epoch: 58 | Training Loss: 4.129001
ACC_train:0.7214137214137214
auc_train:0.6753060692888773
f1_weighted_train:0.6489361316044607
f1_macro_train:0.4977088528678304
 ==  Epoch: 58 | val Loss: 4.152863
ACC_val:0.71900826446281
auc_val:0.6024340770791076
f1_weighted_val:0.6401358317649948
f1_macro_val:0.4908415841584159
 ==  Epoch: 58 | test Loss: 4.155448
ACC_test:0.6933333333333334
auc_test:0.5306437389770723
f1_weighted_test:0.6002380952380952
f1_macro_test:0.4295634920634921
 ==  Epoch: 59 | Training Loss: 4.128509
ACC_train:0.7276507276507277
auc_train:0.6777372579664843
f1_weighted_train:0.6555302290634417
f1_macro_train:0.5064811986497176
 ==  Epoch: 59 | val Loss: 4.152717
ACC_val:0.71900826446281
auc_val:0.6031102096010817
f1_weighted_val:0.6401358317649948
f1_macro_val:0.4908415841584159
 ==  Epoch: 59 | test Loss: 4.155383
ACC_test:0.6933333333333334
auc_test:0.5317460317460317
f1_weighted_test:0.6002380952380952
f1_macro_test:0.4295634920634921
 ==  Epoch: 60 | Training Loss: 4.128004
ACC_train:0.7297297297297297
auc_train:0.678149691760007
f1_weighted_train:0.6618743743743745
f1_macro_train:0.5175154320987654
 ==  Epoch: 60 | val Loss: 4.152579
ACC_val:0.7107438016528925
auc_val:0.6034482758620691
f1_weighted_val:0.6349285621880519
f1_macro_val:0.4861060550904017
 ==  Epoch: 60 | test Loss: 4.155319
ACC_test:0.6933333333333334
auc_test:0.5337301587301587
f1_weighted_test:0.6002380952380952
f1_macro_test:0.4295634920634921
 ==  Epoch: 61 | Training Loss: 4.127634
ACC_train:0.7297297297297297
auc_train:0.679278457931753
f1_weighted_train:0.6642644845468979
f1_macro_train:0.5222049025001528
 ==  Epoch: 61 | val Loss: 4.152440
ACC_val:0.7107438016528925
auc_val:0.6031102096010817
f1_weighted_val:0.6349285621880519
f1_macro_val:0.4861060550904017
 ==  Epoch: 61 | test Loss: 4.155252
ACC_test:0.6866666666666666
auc_test:0.53505291005291
f1_weighted_test:0.5966078542970973
f1_macro_test:0.42678266525733805
 ==  Epoch: 62 | Training Loss: 4.127021
ACC_train:0.7276507276507277
auc_train:0.6821437874446471
f1_weighted_train:0.6628609885824441
f1_macro_train:0.5208471160792365
 ==  Epoch: 62 | val Loss: 4.152304
ACC_val:0.7107438016528925
auc_val:0.6027721433400947
f1_weighted_val:0.6349285621880519
f1_macro_val:0.4861060550904017
 ==  Epoch: 62 | test Loss: 4.155185
ACC_test:0.6866666666666666
auc_test:0.5343915343915344
f1_weighted_test:0.5966078542970973
f1_macro_test:0.42678266525733805
 ==  Epoch: 63 | Training Loss: 4.126384
ACC_train:0.7276507276507277
auc_train:0.6832291395328645
f1_weighted_train:0.6696012564666501
f1_macro_train:0.534152490370469
 ==  Epoch: 63 | val Loss: 4.152173
ACC_val:0.7107438016528925
auc_val:0.6027721433400947
f1_weighted_val:0.6349285621880519
f1_macro_val:0.4861060550904017
 ==  Epoch: 63 | test Loss: 4.155119
ACC_test:0.6866666666666666
auc_test:0.5357142857142857
f1_weighted_test:0.5966078542970973
f1_macro_test:0.42678266525733805
 ==  Epoch: 64 | Training Loss: 4.125992
ACC_train:0.7297297297297297
auc_train:0.6850308239993054
f1_weighted_train:0.6710467151643622
f1_macro_train:0.5355763517528224
 ==  Epoch: 64 | val Loss: 4.152037
ACC_val:0.7107438016528925
auc_val:0.6037863421230562
f1_weighted_val:0.6349285621880519
f1_macro_val:0.4861060550904017
 ==  Epoch: 64 | test Loss: 4.155049
ACC_test:0.6866666666666666
auc_test:0.5359347442680776
f1_weighted_test:0.5966078542970973
f1_macro_test:0.42678266525733805
 ==  Epoch: 65 | Training Loss: 4.125710
ACC_train:0.735966735966736
auc_train:0.684813753581662
f1_weighted_train:0.6817507141909877
f1_macro_train:0.5524663545718953
 ==  Epoch: 65 | val Loss: 4.151899
ACC_val:0.7024793388429752
auc_val:0.6037863421230562
f1_weighted_val:0.629728453364817
f1_macro_val:0.48142857142857143
 ==  Epoch: 65 | test Loss: 4.154979
ACC_test:0.6866666666666666
auc_test:0.5368165784832453
f1_weighted_test:0.5966078542970973
f1_macro_test:0.42678266525733805
 ==  Epoch: 66 | Training Loss: 4.125000
ACC_train:0.7297297297297297
auc_train:0.688308587305722
f1_weighted_train:0.6752664619809727
f1_macro_train:0.5439494719645254
 ==  Epoch: 66 | val Loss: 4.151767
ACC_val:0.7024793388429752
auc_val:0.6051386071670047
f1_weighted_val:0.629728453364817
f1_macro_val:0.48142857142857143
 ==  Epoch: 66 | test Loss: 4.154909
ACC_test:0.6933333333333334
auc_test:0.5381393298059965
f1_weighted_test:0.60992
f1_macro_test:0.44799999999999995
 ==  Epoch: 67 | Training Loss: 4.124717
ACC_train:0.7318087318087318
auc_train:0.6893939393939393
f1_weighted_train:0.6826890313694398
f1_macro_train:0.5572893255420707
 ==  Epoch: 67 | val Loss: 4.151635
ACC_val:0.7024793388429752
auc_val:0.6048005409060176
f1_weighted_val:0.629728453364817
f1_macro_val:0.48142857142857143
 ==  Epoch: 67 | test Loss: 4.154838
ACC_test:0.6933333333333334
auc_test:0.539021164021164
f1_weighted_test:0.60992
f1_macro_test:0.44799999999999995
 ==  Epoch: 68 | Training Loss: 4.124018
ACC_train:0.7338877338877339
auc_train:0.6910870886515585
f1_weighted_train:0.6860873464454028
f1_macro_train:0.5626030122193806
 ==  Epoch: 68 | val Loss: 4.151502
ACC_val:0.7024793388429752
auc_val:0.6051386071670047
f1_weighted_val:0.629728453364817
f1_macro_val:0.48142857142857143
 ==  Epoch: 68 | test Loss: 4.154767
ACC_test:0.6933333333333334
auc_test:0.5396825396825398
f1_weighted_test:0.60992
f1_macro_test:0.44799999999999995
 ==  Epoch: 69 | Training Loss: 4.123476
ACC_train:0.7338877338877339
auc_train:0.6930407224103499
f1_weighted_train:0.6879273186965496
f1_macro_train:0.5663003663003663
 ==  Epoch: 69 | val Loss: 4.151382
ACC_val:0.7024793388429752
auc_val:0.6064908722109534
f1_weighted_val:0.629728453364817
f1_macro_val:0.48142857142857143
 ==  Epoch: 69 | test Loss: 4.154698
ACC_test:0.6866666666666666
auc_test:0.5403439153439153
f1_weighted_test:0.6060571698558942
f1_macro_test:0.4448381762343492
 ==  Epoch: 70 | Training Loss: 4.123181
ACC_train:0.7338877338877339
auc_train:0.692856212555353
f1_weighted_train:0.6860873464454028
f1_macro_train:0.5626030122193806
 ==  Epoch: 70 | val Loss: 4.151247
ACC_val:0.7107438016528925
auc_val:0.6071670047329277
f1_weighted_val:0.6448270566748792
f1_macro_val:0.5050835573214911
 ==  Epoch: 70 | test Loss: 4.154626
ACC_test:0.6866666666666666
auc_test:0.5405643738977073
f1_weighted_test:0.6060571698558942
f1_macro_test:0.4448381762343492
 ==  Epoch: 71 | Training Loss: 4.122719
ACC_train:0.7318087318087318
auc_train:0.6930841364938787
f1_weighted_train:0.689915932572479
f1_macro_train:0.5718544074521303
 ==  Epoch: 71 | val Loss: 4.151118
ACC_val:0.7107438016528925
auc_val:0.6068289384719405
f1_weighted_val:0.6448270566748792
f1_macro_val:0.5050835573214911
 ==  Epoch: 71 | test Loss: 4.154553
ACC_test:0.6866666666666666
auc_test:0.5405643738977072
f1_weighted_test:0.6146940646245512
f1_macro_test:0.46146207318004734
 ==  Epoch: 72 | Training Loss: 4.122087
ACC_train:0.7318087318087318
auc_train:0.6957541026308934
f1_weighted_train:0.689915932572479
f1_macro_train:0.5718544074521303
 ==  Epoch: 72 | val Loss: 4.150998
ACC_val:0.7107438016528925
auc_val:0.6075050709939148
f1_weighted_val:0.6448270566748792
f1_macro_val:0.5050835573214911
 ==  Epoch: 72 | test Loss: 4.154484
ACC_test:0.6866666666666666
auc_test:0.5401234567901235
f1_weighted_test:0.6146940646245512
f1_macro_test:0.46146207318004734
 ==  Epoch: 73 | Training Loss: 4.121594
ACC_train:0.735966735966736
auc_train:0.6974689589302769
f1_weighted_train:0.694723437493836
f1_macro_train:0.5784923236156633
 ==  Epoch: 73 | val Loss: 4.150880
ACC_val:0.7107438016528925
auc_val:0.6075050709939148
f1_weighted_val:0.6448270566748792
f1_macro_val:0.5050835573214911
 ==  Epoch: 73 | test Loss: 4.154416
ACC_test:0.6866666666666666
auc_test:0.541005291005291
f1_weighted_test:0.6146940646245512
f1_macro_test:0.46146207318004734
 ==  Epoch: 74 | Training Loss: 4.121201
ACC_train:0.7255717255717256
auc_train:0.6982504124337935
f1_weighted_train:0.6852830804835168
f1_macro_train:0.5671393509680938
 ==  Epoch: 74 | val Loss: 4.150765
ACC_val:0.7107438016528925
auc_val:0.6075050709939148
f1_weighted_val:0.6448270566748792
f1_macro_val:0.5050835573214911
 ==  Epoch: 74 | test Loss: 4.154347
ACC_test:0.6866666666666666
auc_test:0.541005291005291
f1_weighted_test:0.6146940646245512
f1_macro_test:0.46146207318004734
 ==  Epoch: 75 | Training Loss: 4.120656
ACC_train:0.7338877338877339
auc_train:0.6995962490231832
f1_weighted_train:0.6948199568325012
f1_macro_train:0.580256340332697
 ==  Epoch: 75 | val Loss: 4.150639
ACC_val:0.7107438016528925
auc_val:0.6071670047329276
f1_weighted_val:0.6448270566748792
f1_macro_val:0.5050835573214911
 ==  Epoch: 75 | test Loss: 4.154277
ACC_test:0.6866666666666666
auc_test:0.5418871252204586
f1_weighted_test:0.6146940646245512
f1_macro_test:0.46146207318004734
 ==  Epoch: 76 | Training Loss: 4.120307
ACC_train:0.7297297297297297
auc_train:0.7008118433619865
f1_weighted_train:0.690051518658009
f1_macro_train:0.5736978456503954
 ==  Epoch: 76 | val Loss: 4.150512
ACC_val:0.7024793388429752
auc_val:0.6075050709939148
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 76 | test Loss: 4.154208
ACC_test:0.6933333333333334
auc_test:0.5421075837742504
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 77 | Training Loss: 4.119746
ACC_train:0.7297297297297297
auc_train:0.7023530433272555
f1_weighted_train:0.690051518658009
f1_macro_train:0.5736978456503954
 ==  Epoch: 77 | val Loss: 4.150394
ACC_val:0.7024793388429752
auc_val:0.6075050709939148
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 77 | test Loss: 4.154142
ACC_test:0.6933333333333334
auc_test:0.5423280423280423
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 78 | Training Loss: 4.119110
ACC_train:0.7297297297297297
auc_train:0.7036120517495876
f1_weighted_train:0.6932866339277421
f1_macro_train:0.5803130369415808
 ==  Epoch: 78 | val Loss: 4.150268
ACC_val:0.7024793388429752
auc_val:0.6071670047329276
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 78 | test Loss: 4.154076
ACC_test:0.6933333333333334
auc_test:0.5429894179894179
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 79 | Training Loss: 4.118680
ACC_train:0.7318087318087318
auc_train:0.7050447165060345
f1_weighted_train:0.6964228695649817
f1_macro_train:0.5851368970013038
 ==  Epoch: 79 | val Loss: 4.150151
ACC_val:0.7024793388429752
auc_val:0.6054766734279918
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 79 | test Loss: 4.154017
ACC_test:0.6933333333333334
auc_test:0.5427689594356262
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 80 | Training Loss: 4.118222
ACC_train:0.7276507276507277
auc_train:0.7063688460536599
f1_weighted_train:0.6901280858981123
f1_macro_train:0.5754462089922314
 ==  Epoch: 80 | val Loss: 4.150026
ACC_val:0.7024793388429752
auc_val:0.605814739688979
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 80 | test Loss: 4.153956
ACC_test:0.6933333333333334
auc_test:0.5427689594356262
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 81 | Training Loss: 4.117883
ACC_train:0.735966735966736
auc_train:0.707128592515412
f1_weighted_train:0.7011294917422689
f1_macro_train:0.5915688830943069
 ==  Epoch: 81 | val Loss: 4.149909
ACC_val:0.7024793388429752
auc_val:0.6044624746450304
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 81 | test Loss: 4.153888
ACC_test:0.6933333333333334
auc_test:0.542989417989418
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 82 | Training Loss: 4.117259
ACC_train:0.7338877338877339
auc_train:0.7085395502300947
f1_weighted_train:0.6995371736140106
f1_macro_train:0.5899184739169819
 ==  Epoch: 82 | val Loss: 4.149812
ACC_val:0.7024793388429752
auc_val:0.6041244083840432
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 82 | test Loss: 4.153816
ACC_test:0.6933333333333334
auc_test:0.5432098765432098
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 83 | Training Loss: 4.116632
ACC_train:0.7318087318087318
auc_train:0.7104823304680038
f1_weighted_train:0.6979469259552866
f1_macro_train:0.5882751069971135
 ==  Epoch: 83 | val Loss: 4.149711
ACC_val:0.7024793388429752
auc_val:0.603786342123056
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 83 | test Loss: 4.153735
ACC_test:0.6933333333333334
auc_test:0.5436507936507937
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 84 | Training Loss: 4.116338
ACC_train:0.7338877338877339
auc_train:0.7114265867847529
f1_weighted_train:0.701030067522214
f1_macro_train:0.5929980432598232
 ==  Epoch: 84 | val Loss: 4.149612
ACC_val:0.7024793388429752
auc_val:0.6031102096010817
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 84 | test Loss: 4.153654
ACC_test:0.6933333333333334
auc_test:0.5445326278659612
f1_weighted_test:0.626847335140018
f1_macro_test:0.48057813911472447
 ==  Epoch: 85 | Training Loss: 4.115835
ACC_train:0.7338877338877339
auc_train:0.7132499782929582
f1_weighted_train:0.6995371736140106
f1_macro_train:0.5899184739169819
 ==  Epoch: 85 | val Loss: 4.149523
ACC_val:0.7024793388429752
auc_val:0.6024340770791075
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 85 | test Loss: 4.153575
ACC_test:0.6866666666666666
auc_test:0.5447530864197532
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 86 | Training Loss: 4.115339
ACC_train:0.738045738045738
auc_train:0.7145741078405836
f1_weighted_train:0.7042319052762918
f1_macro_train:0.5963259977620291
 ==  Epoch: 86 | val Loss: 4.149435
ACC_val:0.7024793388429752
auc_val:0.6010818120351589
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 86 | test Loss: 4.153496
ACC_test:0.6866666666666666
auc_test:0.5454144620811288
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 87 | Training Loss: 4.114802
ACC_train:0.738045738045738
auc_train:0.7153338543023358
f1_weighted_train:0.7042319052762918
f1_macro_train:0.5963259977620291
 ==  Epoch: 87 | val Loss: 4.149354
ACC_val:0.7024793388429752
auc_val:0.6014198782961461
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 87 | test Loss: 4.153423
ACC_test:0.6866666666666666
auc_test:0.5465167548500882
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 88 | Training Loss: 4.114384
ACC_train:0.7318087318087318
auc_train:0.7163323782234957
f1_weighted_train:0.6979469259552866
f1_macro_train:0.5882751069971135
 ==  Epoch: 88 | val Loss: 4.149272
ACC_val:0.7024793388429752
auc_val:0.6014198782961461
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 88 | test Loss: 4.153345
ACC_test:0.6866666666666666
auc_test:0.546957671957672
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 89 | Training Loss: 4.113934
ACC_train:0.735966735966736
auc_train:0.7176348007293566
f1_weighted_train:0.7055174921886044
f1_macro_train:0.6006367636194847
 ==  Epoch: 89 | val Loss: 4.149190
ACC_val:0.7024793388429752
auc_val:0.6017579445571332
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 89 | test Loss: 4.153270
ACC_test:0.6866666666666666
auc_test:0.5482804232804233
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 90 | Training Loss: 4.113428
ACC_train:0.7338877338877339
auc_train:0.7185464964834593
f1_weighted_train:0.7024850895717036
f1_macro_train:0.596010498687664
 ==  Epoch: 90 | val Loss: 4.149100
ACC_val:0.7024793388429752
auc_val:0.6014198782961461
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 90 | test Loss: 4.153194
ACC_test:0.6866666666666666
auc_test:0.548721340388007
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 91 | Training Loss: 4.112889
ACC_train:0.738045738045738
auc_train:0.7196752626552054
f1_weighted_train:0.7071337600471458
f1_macro_train:0.6023228346456693
 ==  Epoch: 91 | val Loss: 4.149013
ACC_val:0.7024793388429752
auc_val:0.6020960108181204
f1_weighted_val:0.6393688955672426
f1_macro_val:0.49999999999999994
 ==  Epoch: 91 | test Loss: 4.153118
ACC_test:0.6866666666666666
auc_test:0.5491622574955908
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 92 | Training Loss: 4.112435
ACC_train:0.735966735966736
auc_train:0.7200225753234348
f1_weighted_train:0.7055174921886044
f1_macro_train:0.6006367636194847
 ==  Epoch: 92 | val Loss: 4.148933
ACC_val:0.7107438016528925
auc_val:0.6017579445571333
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 92 | test Loss: 4.153046
ACC_test:0.6866666666666666
auc_test:0.5500440917107584
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 93 | Training Loss: 4.112014
ACC_train:0.7318087318087318
auc_train:0.7226491273769209
f1_weighted_train:0.6994322626612515
f1_macro_train:0.5913446656612024
 ==  Epoch: 93 | val Loss: 4.148860
ACC_val:0.7107438016528925
auc_val:0.6024340770791075
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 93 | test Loss: 4.152977
ACC_test:0.6866666666666666
auc_test:0.5504850088183422
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 94 | Training Loss: 4.111372
ACC_train:0.735966735966736
auc_train:0.7232352175045584
f1_weighted_train:0.7055174921886044
f1_macro_train:0.6006367636194847
 ==  Epoch: 94 | val Loss: 4.148781
ACC_val:0.7107438016528925
auc_val:0.6020960108181204
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 94 | test Loss: 4.152906
ACC_test:0.6866666666666666
auc_test:0.5515873015873016
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 95 | Training Loss: 4.110905
ACC_train:0.7338877338877339
auc_train:0.7237561865069028
f1_weighted_train:0.7024850895717036
f1_macro_train:0.596010498687664
 ==  Epoch: 95 | val Loss: 4.148705
ACC_val:0.7107438016528925
auc_val:0.6027721433400947
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 95 | test Loss: 4.152833
ACC_test:0.6866666666666666
auc_test:0.5518077601410936
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 96 | Training Loss: 4.110519
ACC_train:0.7422037422037422
auc_train:0.7252539723886428
f1_weighted_train:0.714495545940525
f1_macro_train:0.6142842361218894
 ==  Epoch: 96 | val Loss: 4.148629
ACC_val:0.7107438016528925
auc_val:0.6020960108181204
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 96 | test Loss: 4.152758
ACC_test:0.6866666666666666
auc_test:0.5515873015873016
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 97 | Training Loss: 4.110086
ACC_train:0.7401247401247402
auc_train:0.7267300512286186
f1_weighted_train:0.7115223876843068
f1_macro_train:0.6097730355601421
 ==  Epoch: 97 | val Loss: 4.148562
ACC_val:0.7107438016528925
auc_val:0.6017579445571332
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 97 | test Loss: 4.152683
ACC_test:0.6866666666666666
auc_test:0.5518077601410936
f1_weighted_test:0.6226048237476809
f1_macro_test:0.47680890538033394
 ==  Epoch: 98 | Training Loss: 4.109394
ACC_train:0.7442827442827443
auc_train:0.7287922201962317
f1_weighted_train:0.7161380294813579
f1_macro_train:0.6160166669911797
 ==  Epoch: 98 | val Loss: 4.148500
ACC_val:0.7107438016528925
auc_val:0.6010818120351589
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 98 | test Loss: 4.152608
ACC_test:0.6933333333333334
auc_test:0.5531305114638447
f1_weighted_test:0.6342622950819672
f1_macro_test:0.4950234192037471
 ==  Epoch: 99 | Training Loss: 4.108924
ACC_train:0.7401247401247402
auc_train:0.7299861074932708
f1_weighted_train:0.71285529570802
f1_macro_train:0.6125592035312692
 ==  Epoch: 99 | val Loss: 4.148447
ACC_val:0.7107438016528925
auc_val:0.6014198782961461
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 99 | test Loss: 4.152532
ACC_test:0.6933333333333334
auc_test:0.5518077601410936
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 100 | Training Loss: 4.108657
ACC_train:0.7422037422037422
auc_train:0.7299861074932708
f1_weighted_train:0.7158010458981332
f1_macro_train:0.6170185442030102
 ==  Epoch: 100 | val Loss: 4.148389
ACC_val:0.7107438016528925
auc_val:0.6014198782961461
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 100 | test Loss: 4.152454
ACC_test:0.6933333333333334
auc_test:0.5522486772486772
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 101 | Training Loss: 4.107897
ACC_train:0.7505197505197505
auc_train:0.7318963271685335
f1_weighted_train:0.7249687540949675
f1_macro_train:0.6293727847125905
 ==  Epoch: 101 | val Loss: 4.148332
ACC_val:0.7107438016528925
auc_val:0.6031102096010819
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 101 | test Loss: 4.152375
ACC_test:0.6933333333333334
auc_test:0.5524691358024691
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 102 | Training Loss: 4.107565
ACC_train:0.7525987525987526
auc_train:0.7328948510896934
f1_weighted_train:0.7266382415140349
f1_macro_train:0.6311563617617681
 ==  Epoch: 102 | val Loss: 4.148280
ACC_val:0.7107438016528925
auc_val:0.6024340770791076
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 102 | test Loss: 4.152297
ACC_test:0.6933333333333334
auc_test:0.5540123456790124
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 103 | Training Loss: 4.107315
ACC_train:0.7484407484407485
auc_train:0.7332638707996874
f1_weighted_train:0.7233017242807049
f1_macro_train:0.6275970182679079
 ==  Epoch: 103 | val Loss: 4.148238
ACC_val:0.7107438016528925
auc_val:0.6027721433400945
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 103 | test Loss: 4.152213
ACC_test:0.6933333333333334
auc_test:0.5542328042328042
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 104 | Training Loss: 4.106646
ACC_train:0.7484407484407485
auc_train:0.7351740904749501
f1_weighted_train:0.7245279377801919
f1_macro_train:0.6301810302649054
 ==  Epoch: 104 | val Loss: 4.148197
ACC_val:0.7107438016528925
auc_val:0.6024340770791075
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 104 | test Loss: 4.152131
ACC_test:0.6933333333333334
auc_test:0.5544532627865961
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 105 | Training Loss: 4.106272
ACC_train:0.7463617463617463
auc_train:0.7360206651037597
f1_weighted_train:0.7228578063684448
f1_macro_train:0.6284067882472139
 ==  Epoch: 105 | val Loss: 4.148147
ACC_val:0.7107438016528925
auc_val:0.6020960108181204
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 105 | test Loss: 4.152050
ACC_test:0.6866666666666666
auc_test:0.5553350970017636
f1_weighted_test:0.6365342147830368
f1_macro_test:0.5041845418102539
 ==  Epoch: 106 | Training Loss: 4.105579
ACC_train:0.7505197505197505
auc_train:0.7373447946513849
f1_weighted_train:0.7274011210181422
f1_macro_train:0.6344984802431611
 ==  Epoch: 106 | val Loss: 4.148101
ACC_val:0.7107438016528925
auc_val:0.6031102096010817
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 106 | test Loss: 4.151968
ACC_test:0.6933333333333334
auc_test:0.5548941798941798
f1_weighted_test:0.6473333333333332
f1_macro_test:0.5208333333333333
 ==  Epoch: 107 | Training Loss: 4.105162
ACC_train:0.7463617463617463
auc_train:0.7390813579925328
f1_weighted_train:0.7228578063684448
f1_macro_train:0.6284067882472139
 ==  Epoch: 107 | val Loss: 4.148051
ACC_val:0.7107438016528925
auc_val:0.6031102096010817
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 107 | test Loss: 4.151880
ACC_test:0.6933333333333334
auc_test:0.5555555555555556
f1_weighted_test:0.6473333333333332
f1_macro_test:0.5208333333333333
 ==  Epoch: 108 | Training Loss: 4.104811
ACC_train:0.7484407484407485
auc_train:0.7387774594078318
f1_weighted_train:0.7268889338127196
f1_macro_train:0.6351880754934592
 ==  Epoch: 108 | val Loss: 4.147997
ACC_val:0.7107438016528925
auc_val:0.6044624746450304
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 108 | test Loss: 4.151788
ACC_test:0.6933333333333334
auc_test:0.5564373897707231
f1_weighted_test:0.6473333333333332
f1_macro_test:0.5208333333333333
 ==  Epoch: 109 | Training Loss: 4.104285
ACC_train:0.7484407484407485
auc_train:0.7407310931666232
f1_weighted_train:0.7245279377801919
f1_macro_train:0.6301810302649054
 ==  Epoch: 109 | val Loss: 4.147952
ACC_val:0.7107438016528925
auc_val:0.6051386071670047
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 109 | test Loss: 4.151699
ACC_test:0.6933333333333334
auc_test:0.5573192239858906
f1_weighted_test:0.6473333333333332
f1_macro_test:0.5208333333333333
 ==  Epoch: 110 | Training Loss: 4.103756
ACC_train:0.7525987525987526
auc_train:0.7418598593383694
f1_weighted_train:0.7302569028671981
f1_macro_train:0.6387817822681922
 ==  Epoch: 110 | val Loss: 4.147909
ACC_val:0.7107438016528925
auc_val:0.6048005409060175
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 110 | test Loss: 4.151612
ACC_test:0.6933333333333334
auc_test:0.560405643738977
f1_weighted_test:0.6473333333333332
f1_macro_test:0.5208333333333333
 ==  Epoch: 111 | Training Loss: 4.103371
ACC_train:0.7505197505197505
auc_train:0.7421854649648345
f1_weighted_train:0.7285717647981798
f1_macro_train:0.6369811320754717
 ==  Epoch: 111 | val Loss: 4.147876
ACC_val:0.7107438016528925
auc_val:0.6051386071670047
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 111 | test Loss: 4.151530
ACC_test:0.7
auc_test:0.5615079365079365
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 112 | Training Loss: 4.102799
ACC_train:0.7567567567567568
auc_train:0.7447034818094991
f1_weighted_train:0.7347904002980016
f1_macro_train:0.6448526766838528
 ==  Epoch: 112 | val Loss: 4.147826
ACC_val:0.7107438016528925
auc_val:0.6048005409060175
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 112 | test Loss: 4.151439
ACC_test:0.7
auc_test:0.5610670194003526
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 113 | Training Loss: 4.102267
ACC_train:0.7546777546777547
auc_train:0.7456585916471303
f1_weighted_train:0.7330955687182102
f1_macro_train:0.6430314465408805
 ==  Epoch: 113 | val Loss: 4.147772
ACC_val:0.7107438016528925
auc_val:0.6048005409060175
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 113 | test Loss: 4.151340
ACC_test:0.7
auc_test:0.5615079365079365
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 114 | Training Loss: 4.101637
ACC_train:0.7505197505197505
auc_train:0.7462555352956499
f1_weighted_train:0.7285717647981798
f1_macro_train:0.6369811320754717
 ==  Epoch: 114 | val Loss: 4.147727
ACC_val:0.7107438016528925
auc_val:0.6048005409060176
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 114 | test Loss: 4.151245
ACC_test:0.7
auc_test:0.5630511463844798
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 115 | Training Loss: 4.101298
ACC_train:0.7525987525987526
auc_train:0.7482417296170878
f1_weighted_train:0.7302569028671981
f1_macro_train:0.6387817822681922
 ==  Epoch: 115 | val Loss: 4.147695
ACC_val:0.7107438016528925
auc_val:0.6051386071670047
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 115 | test Loss: 4.151161
ACC_test:0.7
auc_test:0.5637125220458554
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 116 | Training Loss: 4.100779
ACC_train:0.7567567567567568
auc_train:0.7487844056611965
f1_weighted_train:0.7347904002980016
f1_macro_train:0.6448526766838528
 ==  Epoch: 116 | val Loss: 4.147659
ACC_val:0.7107438016528925
auc_val:0.6051386071670047
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 116 | test Loss: 4.151070
ACC_test:0.6933333333333334
auc_test:0.5632716049382716
f1_weighted_test:0.6410715303505272
f1_macro_test:0.5084069535480193
 ==  Epoch: 117 | Training Loss: 4.100209
ACC_train:0.7567567567567568
auc_train:0.7502170704176436
f1_weighted_train:0.7347904002980016
f1_macro_train:0.6448526766838528
 ==  Epoch: 117 | val Loss: 4.147622
ACC_val:0.7107438016528925
auc_val:0.6064908722109533
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 117 | test Loss: 4.150976
ACC_test:0.7066666666666667
auc_test:0.5650352733686067
f1_weighted_test:0.6501639344262296
f1_macro_test:0.5169789227166276
 ==  Epoch: 118 | Training Loss: 4.099921
ACC_train:0.7650727650727651
auc_train:0.7512155943388035
f1_weighted_train:0.7427409666872867
f1_macro_train:0.6546318712391265
 ==  Epoch: 118 | val Loss: 4.147592
ACC_val:0.7107438016528925
auc_val:0.6071670047329277
f1_weighted_val:0.6537082873031188
f1_macro_val:0.5222786238014665
 ==  Epoch: 118 | test Loss: 4.150888
ACC_test:0.7066666666666667
auc_test:0.5661375661375662
f1_weighted_test:0.6501639344262296
f1_macro_test:0.5169789227166276
 ==  Epoch: 119 | Training Loss: 4.099451
ACC_train:0.762993762993763
auc_train:0.7519536337587913
f1_weighted_train:0.7410310649672353
f1_macro_train:0.6527735562310031
 ==  Epoch: 119 | val Loss: 4.147540
ACC_val:0.7024793388429752
auc_val:0.6071670047329276
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 119 | test Loss: 4.150811
ACC_test:0.7
auc_test:0.5659171075837743
f1_weighted_test:0.6456140350877193
f1_macro_test:0.5126705653021442
 ==  Epoch: 120 | Training Loss: 4.098727
ACC_train:0.7650727650727651
auc_train:0.7538421463922896
f1_weighted_train:0.7427409666872867
f1_macro_train:0.6546318712391265
 ==  Epoch: 120 | val Loss: 4.147517
ACC_val:0.7024793388429752
auc_val:0.6081812035158891
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 120 | test Loss: 4.150708
ACC_test:0.7066666666666667
auc_test:0.5670194003527337
f1_weighted_test:0.6501639344262296
f1_macro_test:0.5169789227166276
 ==  Epoch: 121 | Training Loss: 4.098448
ACC_train:0.762993762993763
auc_train:0.7539506816011113
f1_weighted_train:0.7398903698638446
f1_macro_train:0.6503647214854111
 ==  Epoch: 121 | val Loss: 4.147476
ACC_val:0.7024793388429752
auc_val:0.6085192697768763
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 121 | test Loss: 4.150626
ACC_test:0.7
auc_test:0.5676807760141094
f1_weighted_test:0.6456140350877193
f1_macro_test:0.5126705653021442
 ==  Epoch: 122 | Training Loss: 4.097849
ACC_train:0.7650727650727651
auc_train:0.7544065294781628
f1_weighted_train:0.7415958251547078
f1_macro_train:0.6522187030105255
 ==  Epoch: 122 | val Loss: 4.147465
ACC_val:0.7024793388429752
auc_val:0.6103786342123056
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 122 | test Loss: 4.150516
ACC_test:0.7133333333333334
auc_test:0.5687830687830688
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 123 | Training Loss: 4.097434
ACC_train:0.762993762993763
auc_train:0.7559260224016671
f1_weighted_train:0.7387203163902192
f1_macro_train:0.647904145476961
 ==  Epoch: 123 | val Loss: 4.147425
ACC_val:0.7024793388429752
auc_val:0.6112237998647735
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 123 | test Loss: 4.150421
ACC_test:0.7133333333333334
auc_test:0.5692239858906525
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 124 | Training Loss: 4.096959
ACC_train:0.760914760914761
auc_train:0.757532343492229
f1_weighted_train:0.7358268720513781
f1_macro_train:0.6435544672487675
 ==  Epoch: 124 | val Loss: 4.147404
ACC_val:0.7024793388429752
auc_val:0.6115618661257606
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 124 | test Loss: 4.150328
ACC_test:0.7133333333333334
auc_test:0.5703262786596119
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 125 | Training Loss: 4.096527
ACC_train:0.7650727650727651
auc_train:0.7574021012416428
f1_weighted_train:0.74042118732005
f1_macro_train:0.6497535199922673
 ==  Epoch: 125 | val Loss: 4.147376
ACC_val:0.7024793388429752
auc_val:0.6108857336037863
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 125 | test Loss: 4.150243
ACC_test:0.7133333333333334
auc_test:0.5705467372134039
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 126 | Training Loss: 4.095804
ACC_train:0.7671517671517671
auc_train:0.7593340279586698
f1_weighted_train:0.7421250092366032
f1_macro_train:0.6516115681100937
 ==  Epoch: 126 | val Loss: 4.147339
ACC_val:0.7024793388429752
auc_val:0.612237998647735
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 126 | test Loss: 4.150163
ACC_test:0.7133333333333334
auc_test:0.5705467372134039
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 127 | Training Loss: 4.095451
ACC_train:0.7671517671517671
auc_train:0.761027177216289
f1_weighted_train:0.7433041704886367
f1_macro_train:0.6540812657317512
 ==  Epoch: 127 | val Loss: 4.147333
ACC_val:0.7024793388429752
auc_val:0.6118999323867479
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 127 | test Loss: 4.150039
ACC_test:0.7133333333333334
auc_test:0.5723104056437389
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 128 | Training Loss: 4.095134
ACC_train:0.7671517671517671
auc_train:0.7607883997568812
f1_weighted_train:0.7421250092366032
f1_macro_train:0.6516115681100937
 ==  Epoch: 128 | val Loss: 4.147317
ACC_val:0.7024793388429752
auc_val:0.6108857336037864
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 128 | test Loss: 4.149952
ACC_test:0.7133333333333334
auc_test:0.5725308641975309
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 129 | Training Loss: 4.094490
ACC_train:0.7733887733887734
auc_train:0.7620691152209776
f1_weighted_train:0.7484475220607154
f1_macro_train:0.6597220870084439
 ==  Epoch: 129 | val Loss: 4.147295
ACC_val:0.7024793388429752
auc_val:0.6112237998647735
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 129 | test Loss: 4.149849
ACC_test:0.7133333333333334
auc_test:0.5745149911816578
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 130 | Training Loss: 4.093928
ACC_train:0.7692307692307693
auc_train:0.7630676391421376
f1_weighted_train:0.7438318802636645
f1_macro_train:0.6534784555774061
 ==  Epoch: 130 | val Loss: 4.147285
ACC_val:0.7024793388429752
auc_val:0.6112237998647735
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 130 | test Loss: 4.149754
ACC_test:0.7133333333333334
auc_test:0.5751763668430335
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 131 | Training Loss: 4.093564
ACC_train:0.7713097713097713
auc_train:0.7647390813579924
f1_weighted_train:0.7455419001797325
f1_macro_train:0.6553543512245962
 ==  Epoch: 131 | val Loss: 4.147272
ACC_val:0.7024793388429752
auc_val:0.6115618661257606
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 131 | test Loss: 4.149654
ACC_test:0.7133333333333334
auc_test:0.5767195767195767
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 132 | Training Loss: 4.093075
ACC_train:0.7713097713097713
auc_train:0.7651081010679865
f1_weighted_train:0.7467299197859495
f1_macro_train:0.6578327901081277
 ==  Epoch: 132 | val Loss: 4.147255
ACC_val:0.7024793388429752
auc_val:0.6129141311697093
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 132 | test Loss: 4.149555
ACC_test:0.7133333333333334
auc_test:0.5778218694885362
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 133 | Training Loss: 4.092432
ACC_train:0.7733887733887734
auc_train:0.7663454024485544
f1_weighted_train:0.7484475220607154
f1_macro_train:0.6597220870084439
 ==  Epoch: 133 | val Loss: 4.147244
ACC_val:0.7024793388429752
auc_val:0.6129141311697093
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 133 | test Loss: 4.149446
ACC_test:0.7133333333333334
auc_test:0.5778218694885362
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 134 | Training Loss: 4.092067
ACC_train:0.7733887733887734
auc_train:0.7671051489103065
f1_weighted_train:0.7496098178573933
f1_macro_train:0.6621516254792666
 ==  Epoch: 134 | val Loss: 4.147236
ACC_val:0.7024793388429752
auc_val:0.612237998647735
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 134 | test Loss: 4.149371
ACC_test:0.7133333333333334
auc_test:0.57826278659612
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 135 | Training Loss: 4.091457
ACC_train:0.7713097713097713
auc_train:0.7681036728314666
f1_weighted_train:0.7455419001797325
f1_macro_train:0.6553543512245962
 ==  Epoch: 135 | val Loss: 4.147211
ACC_val:0.7024793388429752
auc_val:0.6132521974306965
f1_weighted_val:0.6480306819098463
f1_macro_val:0.5168589174800355
 ==  Epoch: 135 | test Loss: 4.149281
ACC_test:0.7133333333333334
auc_test:0.5773809523809524
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 136 | Training Loss: 4.091110
ACC_train:0.7754677754677755
auc_train:0.7689719545020406
f1_weighted_train:0.7501684110855554
f1_macro_train:0.6616206357477853
 ==  Epoch: 136 | val Loss: 4.147189
ACC_val:0.6942148760330579
auc_val:0.6125760649087221
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 136 | test Loss: 4.149181
ACC_test:0.7133333333333334
auc_test:0.5776014109347443
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 137 | Training Loss: 4.090342
ACC_train:0.7713097713097713
auc_train:0.7699487713814362
f1_weighted_train:0.7467299197859495
f1_macro_train:0.6578327901081277
 ==  Epoch: 137 | val Loss: 4.147187
ACC_val:0.6942148760330579
auc_val:0.6118999323867478
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 137 | test Loss: 4.149076
ACC_test:0.7133333333333334
auc_test:0.5778218694885362
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 138 | Training Loss: 4.089950
ACC_train:0.7733887733887734
auc_train:0.7704046192584876
f1_weighted_train:0.7484475220607154
f1_macro_train:0.6597220870084439
 ==  Epoch: 138 | val Loss: 4.147196
ACC_val:0.6942148760330579
auc_val:0.6112237998647735
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 138 | test Loss: 4.148978
ACC_test:0.7066666666666667
auc_test:0.5780423280423281
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 139 | Training Loss: 4.089567
ACC_train:0.7713097713097713
auc_train:0.7704697403837805
f1_weighted_train:0.7443231238506828
f1_macro_train:0.6528215223097112
 ==  Epoch: 139 | val Loss: 4.147185
ACC_val:0.6942148760330579
auc_val:0.6108857336037864
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 139 | test Loss: 4.148880
ACC_test:0.7066666666666667
auc_test:0.578042328042328
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 140 | Training Loss: 4.089163
ACC_train:0.7754677754677755
auc_train:0.7723148389337501
f1_weighted_train:0.7501684110855554
f1_macro_train:0.6616206357477853
 ==  Epoch: 140 | val Loss: 4.147168
ACC_val:0.6942148760330579
auc_val:0.6108857336037864
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 140 | test Loss: 4.148779
ACC_test:0.7066666666666667
auc_test:0.5771604938271605
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 141 | Training Loss: 4.088622
ACC_train:0.7754677754677755
auc_train:0.7726404445602152
f1_weighted_train:0.7501684110855554
f1_macro_train:0.6616206357477853
 ==  Epoch: 141 | val Loss: 4.147162
ACC_val:0.6942148760330579
auc_val:0.6115618661257606
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 141 | test Loss: 4.148685
ACC_test:0.7066666666666667
auc_test:0.5771604938271604
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 142 | Training Loss: 4.088187
ACC_train:0.7733887733887734
auc_train:0.7740731093166624
f1_weighted_train:0.7472551704610857
f1_macro_train:0.6572394270434947
 ==  Epoch: 142 | val Loss: 4.147168
ACC_val:0.6942148760330579
auc_val:0.6112237998647735
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 142 | test Loss: 4.148570
ACC_test:0.7066666666666667
auc_test:0.5787037037037037
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 143 | Training Loss: 4.087700
ACC_train:0.7733887733887734
auc_train:0.7749413909872364
f1_weighted_train:0.7460319118610576
f1_macro_train:0.6547020818377602
 ==  Epoch: 143 | val Loss: 4.147166
ACC_val:0.6942148760330579
auc_val:0.6112237998647735
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 143 | test Loss: 4.148475
ACC_test:0.7066666666666667
auc_test:0.5800264550264551
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 144 | Training Loss: 4.087186
ACC_train:0.7775467775467776
auc_train:0.776721368411913
f1_weighted_train:0.7506918767810382
f1_macro_train:0.6610378234554161
 ==  Epoch: 144 | val Loss: 4.147162
ACC_val:0.7024793388429752
auc_val:0.6108857336037864
f1_weighted_val:0.6558319843230808
f1_macro_val:0.5322164948453607
 ==  Epoch: 144 | test Loss: 4.148374
ACC_test:0.7066666666666667
auc_test:0.5804673721340389
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 145 | Training Loss: 4.086597
ACC_train:0.7692307692307693
auc_train:0.7775679430407224
f1_weighted_train:0.7426176506530321
f1_macro_train:0.6509502422186046
 ==  Epoch: 145 | val Loss: 4.147163
ACC_val:0.6942148760330579
auc_val:0.6115618661257607
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 145 | test Loss: 4.148273
ACC_test:0.7133333333333334
auc_test:0.5809082892416226
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 146 | Training Loss: 4.086213
ACC_train:0.7754677754677755
auc_train:0.7776981852913085
f1_weighted_train:0.748971794326125
f1_macro_train:0.6591338582677165
 ==  Epoch: 146 | val Loss: 4.147175
ACC_val:0.6942148760330579
auc_val:0.6118999323867479
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 146 | test Loss: 4.148179
ACC_test:0.7133333333333334
auc_test:0.5813492063492064
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 147 | Training Loss: 4.085778
ACC_train:0.7754677754677755
auc_train:0.7784796387948251
f1_weighted_train:0.748971794326125
f1_macro_train:0.6591338582677165
 ==  Epoch: 147 | val Loss: 4.147175
ACC_val:0.6942148760330579
auc_val:0.612237998647735
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 147 | test Loss: 4.148066
ACC_test:0.7133333333333334
auc_test:0.5824514991181658
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 148 | Training Loss: 4.085226
ACC_train:0.7796257796257796
auc_train:0.7797603542589217
f1_weighted_train:0.7536204648015671
f1_macro_train:0.6654461942257217
 ==  Epoch: 148 | val Loss: 4.147174
ACC_val:0.6942148760330579
auc_val:0.6112237998647735
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 148 | test Loss: 4.147948
ACC_test:0.7133333333333334
auc_test:0.5833333333333334
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 149 | Training Loss: 4.084732
ACC_train:0.7754677754677755
auc_train:0.7806720500130243
f1_weighted_train:0.748971794326125
f1_macro_train:0.6591338582677165
 ==  Epoch: 149 | val Loss: 4.147168
ACC_val:0.6942148760330579
auc_val:0.6108857336037864
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 149 | test Loss: 4.147838
ACC_test:0.7133333333333334
auc_test:0.583994708994709
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 150 | Training Loss: 4.084444
ACC_train:0.7775467775467776
auc_train:0.7816705739341843
f1_weighted_train:0.7506918767810382
f1_macro_train:0.6610378234554161
 ==  Epoch: 150 | val Loss: 4.147190
ACC_val:0.6942148760330579
auc_val:0.6112237998647735
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 150 | test Loss: 4.147732
ACC_test:0.7133333333333334
auc_test:0.5853174603174602
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 151 | Training Loss: 4.083584
ACC_train:0.7796257796257796
auc_train:0.7833420161500392
f1_weighted_train:0.7536204648015671
f1_macro_train:0.6654461942257217
 ==  Epoch: 151 | val Loss: 4.147206
ACC_val:0.6859504132231405
auc_val:0.6112237998647735
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 151 | test Loss: 4.147629
ACC_test:0.7133333333333334
auc_test:0.5855379188712522
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 152 | Training Loss: 4.083311
ACC_train:0.7796257796257796
auc_train:0.7837327429017974
f1_weighted_train:0.7524155246668336
f1_macro_train:0.6629515045745413
 ==  Epoch: 152 | val Loss: 4.147211
ACC_val:0.6859504132231405
auc_val:0.6112237998647735
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 152 | test Loss: 4.147526
ACC_test:0.7133333333333334
auc_test:0.5857583774250441
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 153 | Training Loss: 4.082903
ACC_train:0.7837837837837838
auc_train:0.7831683598159244
f1_weighted_train:0.7570869298617989
f1_macro_train:0.6693109101486064
 ==  Epoch: 153 | val Loss: 4.147220
ACC_val:0.6859504132231405
auc_val:0.6112237998647735
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 153 | test Loss: 4.147419
ACC_test:0.7133333333333334
auc_test:0.5864197530864198
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 154 | Training Loss: 4.082159
ACC_train:0.7817047817047817
auc_train:0.7850568724494227
f1_weighted_train:0.7553518417010188
f1_macro_train:0.6673735650730718
 ==  Epoch: 154 | val Loss: 4.147225
ACC_val:0.6859504132231405
auc_val:0.6129141311697093
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 154 | test Loss: 4.147315
ACC_test:0.7133333333333334
auc_test:0.5864197530864197
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 155 | Training Loss: 4.081842
ACC_train:0.7796257796257796
auc_train:0.7860336893288183
f1_weighted_train:0.7524155246668336
f1_macro_train:0.6629515045745413
 ==  Epoch: 155 | val Loss: 4.147239
ACC_val:0.6859504132231405
auc_val:0.612237998647735
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 155 | test Loss: 4.147202
ACC_test:0.7133333333333334
auc_test:0.587962962962963
f1_weighted_test:0.6613645224171539
f1_macro_test:0.5343296512887156
 ==  Epoch: 156 | Training Loss: 4.081335
ACC_train:0.7837837837837838
auc_train:0.7872926977511505
f1_weighted_train:0.7570869298617989
f1_macro_train:0.6693109101486064
 ==  Epoch: 156 | val Loss: 4.147258
ACC_val:0.6859504132231405
auc_val:0.612237998647735
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 156 | test Loss: 4.147090
ACC_test:0.7066666666666667
auc_test:0.5884038800705467
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 157 | Training Loss: 4.080909
ACC_train:0.7837837837837838
auc_train:0.7873361118346793
f1_weighted_train:0.7570869298617989
f1_macro_train:0.6693109101486064
 ==  Epoch: 157 | val Loss: 4.147267
ACC_val:0.6859504132231405
auc_val:0.6132521974306964
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 157 | test Loss: 4.146981
ACC_test:0.7066666666666667
auc_test:0.5881834215167548
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 158 | Training Loss: 4.080238
ACC_train:0.7858627858627859
auc_train:0.7883346357558391
f1_weighted_train:0.7600118066209993
f1_macro_train:0.6737093066907276
 ==  Epoch: 158 | val Loss: 4.147277
ACC_val:0.6859504132231405
auc_val:0.6132521974306965
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 158 | test Loss: 4.146884
ACC_test:0.7066666666666667
auc_test:0.5886243386243386
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 159 | Training Loss: 4.079599
ACC_train:0.7858627858627859
auc_train:0.7891595033428845
f1_weighted_train:0.7600118066209993
f1_macro_train:0.6737093066907276
 ==  Epoch: 159 | val Loss: 4.147297
ACC_val:0.6859504132231405
auc_val:0.6129141311697093
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 159 | test Loss: 4.146774
ACC_test:0.7066666666666667
auc_test:0.5897266313932981
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 160 | Training Loss: 4.079556
ACC_train:0.7837837837837838
auc_train:0.7891595033428844
f1_weighted_train:0.7570869298617989
f1_macro_train:0.6693109101486064
 ==  Epoch: 160 | val Loss: 4.147328
ACC_val:0.6859504132231405
auc_val:0.6118999323867479
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 160 | test Loss: 4.146658
ACC_test:0.7066666666666667
auc_test:0.5906084656084656
f1_weighted_test:0.6566771159874609
f1_macro_test:0.5297805642633229
 ==  Epoch: 161 | Training Loss: 4.078856
ACC_train:0.7858627858627859
auc_train:0.791069723018147
f1_weighted_train:0.7600118066209993
f1_macro_train:0.6737093066907276
 ==  Epoch: 161 | val Loss: 4.147335
ACC_val:0.6859504132231405
auc_val:0.6118999323867478
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 161 | test Loss: 4.146560
ACC_test:0.7
auc_test:0.5919312169312169
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 162 | Training Loss: 4.078314
ACC_train:0.7837837837837838
auc_train:0.7918728835634279
f1_weighted_train:0.7570869298617989
f1_macro_train:0.6693109101486064
 ==  Epoch: 162 | val Loss: 4.147357
ACC_val:0.6859504132231405
auc_val:0.6112237998647735
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 162 | test Loss: 4.146447
ACC_test:0.7
auc_test:0.5925925925925926
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 163 | Training Loss: 4.077669
ACC_train:0.7858627858627859
auc_train:0.792437266649301
f1_weighted_train:0.7600118066209993
f1_macro_train:0.6737093066907276
 ==  Epoch: 163 | val Loss: 4.147397
ACC_val:0.6859504132231405
auc_val:0.6108857336037864
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 163 | test Loss: 4.146317
ACC_test:0.7
auc_test:0.5945767195767195
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 164 | Training Loss: 4.077269
ACC_train:0.7879417879417879
auc_train:0.7931970131110531
f1_weighted_train:0.7629178057524514
f1_macro_train:0.6780708661417323
 ==  Epoch: 164 | val Loss: 4.147410
ACC_val:0.6859504132231405
auc_val:0.6108857336037863
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 164 | test Loss: 4.146223
ACC_test:0.7
auc_test:0.5945767195767195
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 165 | Training Loss: 4.076903
ACC_train:0.7879417879417879
auc_train:0.7940870018233915
f1_weighted_train:0.7629178057524514
f1_macro_train:0.6780708661417323
 ==  Epoch: 165 | val Loss: 4.147431
ACC_val:0.6859504132231405
auc_val:0.6108857336037864
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 165 | test Loss: 4.146115
ACC_test:0.7
auc_test:0.5952380952380951
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 166 | Training Loss: 4.076190
ACC_train:0.7879417879417879
auc_train:0.7951940609533733
f1_weighted_train:0.7629178057524514
f1_macro_train:0.6780708661417323
 ==  Epoch: 166 | val Loss: 4.147460
ACC_val:0.6859504132231405
auc_val:0.6095334685598377
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 166 | test Loss: 4.145996
ACC_test:0.7
auc_test:0.5956790123456789
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 167 | Training Loss: 4.076018
ACC_train:0.7858627858627859
auc_train:0.7946513849092645
f1_weighted_train:0.7600118066209993
f1_macro_train:0.6737093066907276
 ==  Epoch: 167 | val Loss: 4.147482
ACC_val:0.6859504132231405
auc_val:0.6108857336037864
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 167 | test Loss: 4.145885
ACC_test:0.7
auc_test:0.595679012345679
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 168 | Training Loss: 4.075052
ACC_train:0.7858627858627859
auc_train:0.7978640270903881
f1_weighted_train:0.7600118066209993
f1_macro_train:0.6737093066907276
 ==  Epoch: 168 | val Loss: 4.147507
ACC_val:0.6859504132231405
auc_val:0.6105476673427992
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 168 | test Loss: 4.145781
ACC_test:0.7
auc_test:0.595679012345679
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 169 | Training Loss: 4.074991
ACC_train:0.7879417879417879
auc_train:0.7961274637492403
f1_weighted_train:0.7640479438030245
f1_macro_train:0.6804194893173527
 ==  Epoch: 169 | val Loss: 4.147539
ACC_val:0.6859504132231405
auc_val:0.6095334685598377
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 169 | test Loss: 4.145681
ACC_test:0.7
auc_test:0.5961199294532628
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 170 | Training Loss: 4.074157
ACC_train:0.7900207900207901
auc_train:0.7981679256750889
f1_weighted_train:0.7658052496932994
f1_macro_train:0.6823961663430548
 ==  Epoch: 170 | val Loss: 4.147586
ACC_val:0.6859504132231405
auc_val:0.6091954022988506
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 170 | test Loss: 4.145542
ACC_test:0.7
auc_test:0.5970017636684303
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 171 | Training Loss: 4.073729
ACC_train:0.7879417879417879
auc_train:0.7981028045497959
f1_weighted_train:0.7629178057524514
f1_macro_train:0.6780708661417323
 ==  Epoch: 171 | val Loss: 4.147614
ACC_val:0.6859504132231405
auc_val:0.6091954022988505
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 171 | test Loss: 4.145432
ACC_test:0.7
auc_test:0.5965608465608466
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 172 | Training Loss: 4.073285
ACC_train:0.7900207900207901
auc_train:0.7994703481809499
f1_weighted_train:0.7658052496932994
f1_macro_train:0.6823961663430548
 ==  Epoch: 172 | val Loss: 4.147637
ACC_val:0.6859504132231405
auc_val:0.6081812035158891
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 172 | test Loss: 4.145326
ACC_test:0.7
auc_test:0.5970017636684303
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 173 | Training Loss: 4.072710
ACC_train:0.7900207900207901
auc_train:0.8000564383085873
f1_weighted_train:0.7658052496932994
f1_macro_train:0.6823961663430548
 ==  Epoch: 173 | val Loss: 4.147663
ACC_val:0.6859504132231405
auc_val:0.6091954022988506
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 173 | test Loss: 4.145224
ACC_test:0.7
auc_test:0.5970017636684304
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 174 | Training Loss: 4.072305
ACC_train:0.7879417879417879
auc_train:0.8000998523921161
f1_weighted_train:0.7640479438030245
f1_macro_train:0.6804194893173527
 ==  Epoch: 174 | val Loss: 4.147702
ACC_val:0.6859504132231405
auc_val:0.6085192697768763
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 174 | test Loss: 4.145115
ACC_test:0.7
auc_test:0.5974426807760141
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 175 | Training Loss: 4.071797
ACC_train:0.7900207900207901
auc_train:0.8018581227750282
f1_weighted_train:0.7658052496932994
f1_macro_train:0.6823961663430548
 ==  Epoch: 175 | val Loss: 4.147725
ACC_val:0.6859504132231405
auc_val:0.6071670047329277
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 175 | test Loss: 4.144988
ACC_test:0.7
auc_test:0.5972222222222222
f1_weighted_test:0.6520008439412054
f1_macro_test:0.5252830719459878
 ==  Epoch: 176 | Training Loss: 4.071263
ACC_train:0.7941787941787942
auc_train:0.8029434748632456
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 176 | val Loss: 4.147749
ACC_val:0.6859504132231405
auc_val:0.6085192697768762
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 176 | test Loss: 4.144866
ACC_test:0.7066666666666667
auc_test:0.5978835978835979
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 177 | Training Loss: 4.070594
ACC_train:0.7900207900207901
auc_train:0.8040505339932273
f1_weighted_train:0.7658052496932994
f1_macro_train:0.6823961663430548
 ==  Epoch: 177 | val Loss: 4.147795
ACC_val:0.6859504132231405
auc_val:0.6085192697768763
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 177 | test Loss: 4.144745
ACC_test:0.7066666666666667
auc_test:0.5985449735449736
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 178 | Training Loss: 4.070364
ACC_train:0.7941787941787942
auc_train:0.8036381001997047
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 178 | val Loss: 4.147832
ACC_val:0.6942148760330579
auc_val:0.6085192697768762
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 178 | test Loss: 4.144639
ACC_test:0.7066666666666667
auc_test:0.599647266313933
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 179 | Training Loss: 4.069516
ACC_train:0.7941787941787942
auc_train:0.8052878353737951
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 179 | val Loss: 4.147865
ACC_val:0.6942148760330579
auc_val:0.6085192697768763
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 179 | test Loss: 4.144532
ACC_test:0.7066666666666667
auc_test:0.6000881834215167
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 180 | Training Loss: 4.069313
ACC_train:0.7900207900207901
auc_train:0.8048754015802726
f1_weighted_train:0.7669100892489199
f1_macro_train:0.6846966127325949
 ==  Epoch: 180 | val Loss: 4.147893
ACC_val:0.6859504132231405
auc_val:0.6081812035158891
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 180 | test Loss: 4.144417
ACC_test:0.7066666666666667
auc_test:0.6007495590828925
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 181 | Training Loss: 4.068835
ACC_train:0.7920997920997921
auc_train:0.8062212381696622
f1_weighted_train:0.7686744547088475
f1_macro_train:0.686685773840542
 ==  Epoch: 181 | val Loss: 4.147934
ACC_val:0.6859504132231405
auc_val:0.6085192697768763
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 181 | test Loss: 4.144298
ACC_test:0.7066666666666667
auc_test:0.6007495590828925
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 182 | Training Loss: 4.068127
ACC_train:0.7920997920997921
auc_train:0.8068073282972996
f1_weighted_train:0.7675664762278935
f1_macro_train:0.6843832020997376
 ==  Epoch: 182 | val Loss: 4.147976
ACC_val:0.6859504132231405
auc_val:0.6091954022988506
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 182 | test Loss: 4.144170
ACC_test:0.7066666666666667
auc_test:0.60163139329806
f1_weighted_test:0.6626666666666667
f1_macro_test:0.5416666666666666
 ==  Epoch: 183 | Training Loss: 4.067918
ACC_train:0.7941787941787942
auc_train:0.8066987930884779
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 183 | val Loss: 4.148025
ACC_val:0.6859504132231405
auc_val:0.6088573360378634
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 183 | test Loss: 4.144048
ACC_test:0.7133333333333334
auc_test:0.6027336860670194
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 184 | Training Loss: 4.067362
ACC_train:0.7920997920997921
auc_train:0.8085004775549187
f1_weighted_train:0.7686744547088475
f1_macro_train:0.686685773840542
 ==  Epoch: 184 | val Loss: 4.148065
ACC_val:0.6859504132231405
auc_val:0.6098715348208249
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 184 | test Loss: 4.143931
ACC_test:0.7133333333333334
auc_test:0.6044973544973545
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 185 | Training Loss: 4.066892
ACC_train:0.7941787941787942
auc_train:0.8088477902231485
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 185 | val Loss: 4.148106
ACC_val:0.6859504132231405
auc_val:0.6098715348208248
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 185 | test Loss: 4.143814
ACC_test:0.7133333333333334
auc_test:0.605379188712522
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 186 | Training Loss: 4.066129
ACC_train:0.7941787941787942
auc_train:0.8094772944343145
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 186 | val Loss: 4.148147
ACC_val:0.6859504132231405
auc_val:0.6095334685598377
f1_weighted_val:0.6284768309048377
f1_macro_val:0.49001774622892635
 ==  Epoch: 186 | test Loss: 4.143702
ACC_test:0.7133333333333334
auc_test:0.605599647266314
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 187 | Training Loss: 4.065518
ACC_train:0.7941787941787942
auc_train:0.8109316662325258
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 187 | val Loss: 4.148186
ACC_val:0.6776859504132231
auc_val:0.6088573360378635
f1_weighted_val:0.6141320915663324
f1_macro_val:0.46768189509306257
 ==  Epoch: 187 | test Loss: 4.143585
ACC_test:0.7133333333333334
auc_test:0.6064814814814815
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 188 | Training Loss: 4.065434
ACC_train:0.7941787941787942
auc_train:0.8109099591907614
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 188 | val Loss: 4.148223
ACC_val:0.6776859504132231
auc_val:0.6095334685598377
f1_weighted_val:0.6141320915663324
f1_macro_val:0.46768189509306257
 ==  Epoch: 188 | test Loss: 4.143469
ACC_test:0.7133333333333334
auc_test:0.607583774250441
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 189 | Training Loss: 4.064781
ACC_train:0.7920997920997921
auc_train:0.811626291568985
f1_weighted_train:0.7686744547088475
f1_macro_train:0.686685773840542
 ==  Epoch: 189 | val Loss: 4.148266
ACC_val:0.6776859504132231
auc_val:0.6091954022988506
f1_weighted_val:0.6141320915663324
f1_macro_val:0.46768189509306257
 ==  Epoch: 189 | test Loss: 4.143362
ACC_test:0.7133333333333334
auc_test:0.6080246913580247
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 190 | Training Loss: 4.064330
ACC_train:0.7941787941787942
auc_train:0.8124511591560302
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 190 | val Loss: 4.148308
ACC_val:0.6776859504132231
auc_val:0.6088573360378634
f1_weighted_val:0.6141320915663324
f1_macro_val:0.46768189509306257
 ==  Epoch: 190 | test Loss: 4.143242
ACC_test:0.7133333333333334
auc_test:0.6078042328042329
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 191 | Training Loss: 4.063901
ACC_train:0.7941787941787942
auc_train:0.8128852999913171
f1_weighted_train:0.770442769501353
f1_macro_train:0.6886853511679447
 ==  Epoch: 191 | val Loss: 4.148369
ACC_val:0.6776859504132231
auc_val:0.6091954022988506
f1_weighted_val:0.6141320915663324
f1_macro_val:0.46768189509306257
 ==  Epoch: 191 | test Loss: 4.143117
ACC_test:0.7133333333333334
auc_test:0.6084656084656085
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 192 | Training Loss: 4.063035
ACC_train:0.7941787941787942
auc_train:0.8146435703742294
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 192 | val Loss: 4.148416
ACC_val:0.6694214876033058
auc_val:0.6085192697768762
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 192 | test Loss: 4.142999
ACC_test:0.7133333333333334
auc_test:0.6095679012345679
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 193 | Training Loss: 4.062837
ACC_train:0.7941787941787942
auc_train:0.8140791872883563
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 193 | val Loss: 4.148458
ACC_val:0.6694214876033058
auc_val:0.6088573360378635
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 193 | test Loss: 4.142888
ACC_test:0.7133333333333334
auc_test:0.6104497354497355
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 194 | Training Loss: 4.062400
ACC_train:0.7962577962577962
auc_train:0.8157506295042112
f1_weighted_train:0.7733009656146708
f1_macro_train:0.6929520583637311
 ==  Epoch: 194 | val Loss: 4.148508
ACC_val:0.6694214876033058
auc_val:0.6085192697768762
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 194 | test Loss: 4.142770
ACC_test:0.7133333333333334
auc_test:0.6115520282186949
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 195 | Training Loss: 4.061979
ACC_train:0.7941787941787942
auc_train:0.8165320830077277
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 195 | val Loss: 4.148558
ACC_val:0.6694214876033058
auc_val:0.6085192697768762
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 195 | test Loss: 4.142663
ACC_test:0.7133333333333334
auc_test:0.6119929453262786
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 196 | Training Loss: 4.061165
ACC_train:0.7962577962577962
auc_train:0.816684032300078
f1_weighted_train:0.7733009656146708
f1_macro_train:0.6929520583637311
 ==  Epoch: 196 | val Loss: 4.148603
ACC_val:0.6694214876033058
auc_val:0.6081812035158891
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 196 | test Loss: 4.142560
ACC_test:0.7133333333333334
auc_test:0.6117724867724867
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 197 | Training Loss: 4.060672
ACC_train:0.7962577962577962
auc_train:0.8171181731353652
f1_weighted_train:0.7733009656146708
f1_macro_train:0.6929520583637311
 ==  Epoch: 197 | val Loss: 4.148644
ACC_val:0.6694214876033058
auc_val:0.6075050709939147
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 197 | test Loss: 4.142448
ACC_test:0.7133333333333334
auc_test:0.611331569664903
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 198 | Training Loss: 4.060300
ACC_train:0.7983367983367984
auc_train:0.8183337674741685
f1_weighted_train:0.7761413728430221
f1_macro_train:0.6971838755946702
 ==  Epoch: 198 | val Loss: 4.148683
ACC_val:0.6694214876033058
auc_val:0.6081812035158891
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 198 | test Loss: 4.142348
ACC_test:0.7133333333333334
auc_test:0.6117724867724869
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 199 | Training Loss: 4.059922
ACC_train:0.7941787941787942
auc_train:0.8187027871841626
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 199 | val Loss: 4.148738
ACC_val:0.6694214876033058
auc_val:0.6078431372549019
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 199 | test Loss: 4.142229
ACC_test:0.7133333333333334
auc_test:0.6126543209876544
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 200 | Training Loss: 4.059128
ACC_train:0.7941787941787942
auc_train:0.8197664322306156
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 200 | val Loss: 4.148789
ACC_val:0.6694214876033058
auc_val:0.6081812035158891
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 200 | test Loss: 4.142119
ACC_test:0.7133333333333334
auc_test:0.6128747795414462
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 201 | Training Loss: 4.058976
ACC_train:0.7962577962577962
auc_train:0.8197881392723799
f1_weighted_train:0.7733009656146708
f1_macro_train:0.6929520583637311
 ==  Epoch: 201 | val Loss: 4.148850
ACC_val:0.6611570247933884
auc_val:0.6081812035158891
f1_weighted_val:0.5943439936979393
f1_macro_val:0.4403835307388607
 ==  Epoch: 201 | test Loss: 4.142013
ACC_test:0.7133333333333334
auc_test:0.6144179894179894
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 202 | Training Loss: 4.058298
ACC_train:0.7962577962577962
auc_train:0.8201788660241381
f1_weighted_train:0.7743593830820278
f1_macro_train:0.6951601220963319
 ==  Epoch: 202 | val Loss: 4.148917
ACC_val:0.6611570247933884
auc_val:0.607843137254902
f1_weighted_val:0.5943439936979393
f1_macro_val:0.4403835307388607
 ==  Epoch: 202 | test Loss: 4.141897
ACC_test:0.7133333333333334
auc_test:0.615079365079365
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 203 | Training Loss: 4.057967
ACC_train:0.7983367983367984
auc_train:0.821915429365286
f1_weighted_train:0.7750802893094065
f1_macro_train:0.6949745359928348
 ==  Epoch: 203 | val Loss: 4.148977
ACC_val:0.6611570247933884
auc_val:0.607843137254902
f1_weighted_val:0.5943439936979393
f1_macro_val:0.4403835307388607
 ==  Epoch: 203 | test Loss: 4.141772
ACC_test:0.7133333333333334
auc_test:0.615079365079365
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 204 | Training Loss: 4.057455
ACC_train:0.7983367983367984
auc_train:0.8226100547017453
f1_weighted_train:0.7750802893094065
f1_macro_train:0.6949745359928348
 ==  Epoch: 204 | val Loss: 4.149027
ACC_val:0.6611570247933884
auc_val:0.6081812035158891
f1_weighted_val:0.5943439936979393
f1_macro_val:0.4403835307388607
 ==  Epoch: 204 | test Loss: 4.141648
ACC_test:0.7133333333333334
auc_test:0.6155202821869489
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 205 | Training Loss: 4.057020
ACC_train:0.7941787941787942
auc_train:0.8229356603282103
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 205 | val Loss: 4.149077
ACC_val:0.6694214876033058
auc_val:0.6081812035158891
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 205 | test Loss: 4.141539
ACC_test:0.7133333333333334
auc_test:0.6161816578483245
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 206 | Training Loss: 4.055967
ACC_train:0.7920997920997921
auc_train:0.8238256490405488
f1_weighted_train:0.7697544725326814
f1_macro_train:0.6889389000982978
 ==  Epoch: 206 | val Loss: 4.149127
ACC_val:0.6694214876033058
auc_val:0.6075050709939148
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 206 | test Loss: 4.141455
ACC_test:0.7133333333333334
auc_test:0.6155202821869489
f1_weighted_test:0.667467473099374
f1_macro_test:0.5463816020817216
 ==  Epoch: 207 | Training Loss: 4.055855
ACC_train:0.7941787941787942
auc_train:0.8243900321264217
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 207 | val Loss: 4.149188
ACC_val:0.6694214876033058
auc_val:0.6081812035158891
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 207 | test Loss: 4.141345
ACC_test:0.72
auc_test:0.6161816578483245
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 208 | Training Loss: 4.054885
ACC_train:0.7941787941787942
auc_train:0.8253451419640532
f1_weighted_train:0.7715257310459709
f1_macro_train:0.6909402441636324
 ==  Epoch: 208 | val Loss: 4.149243
ACC_val:0.6694214876033058
auc_val:0.607843137254902
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 208 | test Loss: 4.141218
ACC_test:0.72
auc_test:0.617063492063492
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 209 | Training Loss: 4.054712
ACC_train:0.7962577962577962
auc_train:0.8259963532169836
f1_weighted_train:0.7743593830820278
f1_macro_train:0.6951601220963319
 ==  Epoch: 209 | val Loss: 4.149289
ACC_val:0.6694214876033058
auc_val:0.6075050709939147
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 209 | test Loss: 4.141105
ACC_test:0.72
auc_test:0.6175044091710759
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 210 | Training Loss: 4.054719
ACC_train:0.7962577962577962
auc_train:0.8261700095510984
f1_weighted_train:0.7743593830820278
f1_macro_train:0.6951601220963319
 ==  Epoch: 210 | val Loss: 4.149332
ACC_val:0.6694214876033058
auc_val:0.607843137254902
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 210 | test Loss: 4.141008
ACC_test:0.72
auc_test:0.6183862433862434
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 211 | Training Loss: 4.054141
ACC_train:0.7983367983367984
auc_train:0.8276460883910741
f1_weighted_train:0.7750802893094065
f1_macro_train:0.6949745359928348
 ==  Epoch: 211 | val Loss: 4.149385
ACC_val:0.6694214876033058
auc_val:0.6085192697768762
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 211 | test Loss: 4.140904
ACC_test:0.72
auc_test:0.6188271604938271
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 212 | Training Loss: 4.053628
ACC_train:0.7983367983367984
auc_train:0.8270382912216723
f1_weighted_train:0.7771757094694234
f1_macro_train:0.6993459419402648
 ==  Epoch: 212 | val Loss: 4.149429
ACC_val:0.6694214876033058
auc_val:0.607843137254902
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 212 | test Loss: 4.140781
ACC_test:0.72
auc_test:0.6197089947089947
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 213 | Training Loss: 4.053114
ACC_train:0.7983367983367984
auc_train:0.828948510896935
f1_weighted_train:0.7761413728430221
f1_macro_train:0.6971838755946702
 ==  Epoch: 213 | val Loss: 4.149484
ACC_val:0.6694214876033058
auc_val:0.6075050709939148
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 213 | test Loss: 4.140663
ACC_test:0.72
auc_test:0.6203703703703703
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 214 | Training Loss: 4.052062
ACC_train:0.8024948024948025
auc_train:0.8284709559781193
f1_weighted_train:0.7807570146400732
f1_macro_train:0.7034275070257079
 ==  Epoch: 214 | val Loss: 4.149556
ACC_val:0.6694214876033058
auc_val:0.6075050709939147
f1_weighted_val:0.6089229798998291
f1_macro_val:0.4631765749778172
 ==  Epoch: 214 | test Loss: 4.140547
ACC_test:0.72
auc_test:0.6208112874779541
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 215 | Training Loss: 4.052027
ACC_train:0.8024948024948025
auc_train:0.8293175306069289
f1_weighted_train:0.7817700247380951
f1_macro_train:0.7055449946837646
 ==  Epoch: 215 | val Loss: 4.149634
ACC_val:0.6776859504132231
auc_val:0.6081812035158891
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 215 | test Loss: 4.140419
ACC_test:0.72
auc_test:0.6219135802469136
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 216 | Training Loss: 4.051324
ACC_train:0.8045738045738046
auc_train:0.8315316488668925
f1_weighted_train:0.7835692041807206
f1_macro_train:0.7076025660924
 ==  Epoch: 216 | val Loss: 4.149681
ACC_val:0.6776859504132231
auc_val:0.607843137254902
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 216 | test Loss: 4.140326
ACC_test:0.72
auc_test:0.6223544973544973
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 217 | Training Loss: 4.050419
ACC_train:0.8024948024948025
auc_train:0.8312928714074846
f1_weighted_train:0.7817700247380951
f1_macro_train:0.7055449946837646
 ==  Epoch: 217 | val Loss: 4.149723
ACC_val:0.6776859504132231
auc_val:0.607843137254902
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 217 | test Loss: 4.140227
ACC_test:0.72
auc_test:0.6225749559082893
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 218 | Training Loss: 4.050589
ACC_train:0.8045738045738046
auc_train:0.8314014066163063
f1_weighted_train:0.7825539874263168
f1_macro_train:0.7054846274101094
 ==  Epoch: 218 | val Loss: 4.149778
ACC_val:0.6776859504132231
auc_val:0.607843137254902
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 218 | test Loss: 4.140104
ACC_test:0.72
auc_test:0.623015873015873
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 219 | Training Loss: 4.050072
ACC_train:0.8024948024948025
auc_train:0.8325518798298167
f1_weighted_train:0.7817700247380951
f1_macro_train:0.7055449946837646
 ==  Epoch: 219 | val Loss: 4.149840
ACC_val:0.6776859504132231
auc_val:0.6081812035158891
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 219 | test Loss: 4.139997
ACC_test:0.72
auc_test:0.623015873015873
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 220 | Training Loss: 4.049500
ACC_train:0.8024948024948025
auc_train:0.8323999305374663
f1_weighted_train:0.7817700247380951
f1_macro_train:0.7055449946837646
 ==  Epoch: 220 | val Loss: 4.149891
ACC_val:0.6776859504132231
auc_val:0.6071670047329276
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 220 | test Loss: 4.139878
ACC_test:0.72
auc_test:0.6238977072310405
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 221 | Training Loss: 4.048875
ACC_train:0.8045738045738046
auc_train:0.8333550403750977
f1_weighted_train:0.7835692041807206
f1_macro_train:0.7076025660924
 ==  Epoch: 221 | val Loss: 4.149952
ACC_val:0.6776859504132231
auc_val:0.6068289384719405
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 221 | test Loss: 4.139770
ACC_test:0.72
auc_test:0.6238977072310405
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 222 | Training Loss: 4.047821
ACC_train:0.8004158004158004
auc_train:0.8351567248415386
f1_weighted_train:0.7789642936313742
f1_macro_train:0.7013813440943659
 ==  Epoch: 222 | val Loss: 4.150000
ACC_val:0.6776859504132231
auc_val:0.6064908722109532
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 222 | test Loss: 4.139653
ACC_test:0.72
auc_test:0.624779541446208
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 223 | Training Loss: 4.047721
ACC_train:0.8087318087318087
auc_train:0.8347877051315447
f1_weighted_train:0.788174114730067
f1_macro_train:0.7138237880904341
 ==  Epoch: 223 | val Loss: 4.150063
ACC_val:0.6776859504132231
auc_val:0.6061528059499661
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 223 | test Loss: 4.139541
ACC_test:0.72
auc_test:0.6252204585537919
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 224 | Training Loss: 4.047364
ACC_train:0.8087318087318087
auc_train:0.8359164713032908
f1_weighted_train:0.7891427114728086
f1_macro_train:0.7158524682796528
 ==  Epoch: 224 | val Loss: 4.150104
ACC_val:0.6776859504132231
auc_val:0.6064908722109534
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 224 | test Loss: 4.139438
ACC_test:0.72
auc_test:0.6258818342151676
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 225 | Training Loss: 4.046975
ACC_train:0.8087318087318087
auc_train:0.8362854910132845
f1_weighted_train:0.7891427114728086
f1_macro_train:0.7158524682796528
 ==  Epoch: 225 | val Loss: 4.150153
ACC_val:0.6776859504132231
auc_val:0.6068289384719405
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 225 | test Loss: 4.139329
ACC_test:0.72
auc_test:0.6265432098765433
f1_weighted_test:0.6722827016243945
f1_macro_test:0.5511541749786264
 ==  Epoch: 226 | Training Loss: 4.046204
ACC_train:0.8087318087318087
auc_train:0.8372623078926803
f1_weighted_train:0.7891427114728086
f1_macro_train:0.7158524682796528
 ==  Epoch: 226 | val Loss: 4.150214
ACC_val:0.6776859504132231
auc_val:0.6064908722109533
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 226 | test Loss: 4.139217
ACC_test:0.7266666666666667
auc_test:0.6265432098765432
f1_weighted_test:0.6829341022575428
f1_macro_test:0.5674801322174555
 ==  Epoch: 227 | Training Loss: 4.045802
ACC_train:0.8066528066528067
auc_train:0.8377398628114961
f1_weighted_train:0.7863643400067669
f1_macro_train:0.7117440474272643
 ==  Epoch: 227 | val Loss: 4.150278
ACC_val:0.6776859504132231
auc_val:0.605814739688979
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 227 | test Loss: 4.139107
ACC_test:0.7266666666666667
auc_test:0.6267636684303352
f1_weighted_test:0.6829341022575428
f1_macro_test:0.5674801322174555
 ==  Epoch: 228 | Training Loss: 4.045132
ACC_train:0.8087318087318087
auc_train:0.838673265607363
f1_weighted_train:0.788174114730067
f1_macro_train:0.7138237880904341
 ==  Epoch: 228 | val Loss: 4.150360
ACC_val:0.6776859504132231
auc_val:0.6051386071670047
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 228 | test Loss: 4.138986
ACC_test:0.7266666666666667
auc_test:0.626763668430335
f1_weighted_test:0.6829341022575428
f1_macro_test:0.5674801322174555
 ==  Epoch: 229 | Training Loss: 4.044557
ACC_train:0.8128898128898129
auc_train:0.8393461839020577
f1_weighted_train:0.7927790252794134
f1_macro_train:0.7200450100884681
 ==  Epoch: 229 | val Loss: 4.150413
ACC_val:0.6776859504132231
auc_val:0.6051386071670046
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 229 | test Loss: 4.138879
ACC_test:0.7266666666666667
auc_test:0.626763668430335
f1_weighted_test:0.6829341022575428
f1_macro_test:0.5674801322174555
 ==  Epoch: 230 | Training Loss: 4.044075
ACC_train:0.8108108108108109
auc_train:0.8397803247373448
f1_weighted_train:0.7909586552754385
f1_macro_train:0.7179431001707639
 ==  Epoch: 230 | val Loss: 4.150464
ACC_val:0.6776859504132231
auc_val:0.6051386071670046
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 230 | test Loss: 4.138776
ACC_test:0.7266666666666667
auc_test:0.6276455026455027
f1_weighted_test:0.6829341022575428
f1_macro_test:0.5674801322174555
 ==  Epoch: 231 | Training Loss: 4.043652
ACC_train:0.8087318087318087
auc_train:0.8410827472432058
f1_weighted_train:0.7891427114728086
f1_macro_train:0.7158524682796528
 ==  Epoch: 231 | val Loss: 4.150520
ACC_val:0.6694214876033058
auc_val:0.6054766734279919
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 231 | test Loss: 4.138654
ACC_test:0.7333333333333333
auc_test:0.6285273368606702
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 232 | Training Loss: 4.043067
ACC_train:0.8045738045738046
auc_train:0.8409525049926196
f1_weighted_train:0.7845588573743913
f1_macro_train:0.7096753480248625
 ==  Epoch: 232 | val Loss: 4.150580
ACC_val:0.6694214876033058
auc_val:0.6064908722109533
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 232 | test Loss: 4.138547
ACC_test:0.7333333333333333
auc_test:0.628968253968254
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 233 | Training Loss: 4.042751
ACC_train:0.8066528066528067
auc_train:0.8408005557002692
f1_weighted_train:0.7863643400067669
f1_macro_train:0.7117440474272643
 ==  Epoch: 233 | val Loss: 4.150637
ACC_val:0.6694214876033058
auc_val:0.6064908722109533
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 233 | test Loss: 4.138442
ACC_test:0.7333333333333333
auc_test:0.6291887125220458
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 234 | Training Loss: 4.042072
ACC_train:0.8108108108108109
auc_train:0.841408352869671
f1_weighted_train:0.7909586552754385
f1_macro_train:0.7179431001707639
 ==  Epoch: 234 | val Loss: 4.150683
ACC_val:0.6694214876033058
auc_val:0.6064908722109533
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 234 | test Loss: 4.138329
ACC_test:0.7333333333333333
auc_test:0.6291887125220458
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 235 | Training Loss: 4.041450
ACC_train:0.8108108108108109
auc_train:0.8423200486237736
f1_weighted_train:0.7899882982341753
f1_macro_train:0.7159147698877835
 ==  Epoch: 235 | val Loss: 4.150732
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 235 | test Loss: 4.138223
ACC_test:0.7333333333333333
auc_test:0.6300705467372134
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 236 | Training Loss: 4.040743
ACC_train:0.8108108108108109
auc_train:0.8443170964660935
f1_weighted_train:0.7909586552754385
f1_macro_train:0.7179431001707639
 ==  Epoch: 236 | val Loss: 4.150785
ACC_val:0.6694214876033058
auc_val:0.6064908722109532
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 236 | test Loss: 4.138110
ACC_test:0.7333333333333333
auc_test:0.6300705467372134
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 237 | Training Loss: 4.040765
ACC_train:0.8128898128898129
auc_train:0.8435790570461058
f1_weighted_train:0.7927790252794134
f1_macro_train:0.7200450100884681
 ==  Epoch: 237 | val Loss: 4.150859
ACC_val:0.6694214876033058
auc_val:0.6068289384719405
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 237 | test Loss: 4.138001
ACC_test:0.7333333333333333
auc_test:0.6309523809523809
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 238 | Training Loss: 4.040522
ACC_train:0.814968814968815
auc_train:0.8452070851784319
f1_weighted_train:0.7964781277767168
f1_macro_train:0.7260837572383786
 ==  Epoch: 238 | val Loss: 4.150924
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 238 | test Loss: 4.137874
ACC_test:0.7333333333333333
auc_test:0.6311728395061728
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 239 | Training Loss: 4.040113
ACC_train:0.8108108108108109
auc_train:0.8453807415125467
f1_weighted_train:0.7909586552754385
f1_macro_train:0.7179431001707639
 ==  Epoch: 239 | val Loss: 4.150978
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 239 | test Loss: 4.137762
ACC_test:0.7333333333333333
auc_test:0.6309523809523809
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 240 | Training Loss: 4.039360
ACC_train:0.817047817047817
auc_train:0.8451636710949032
f1_weighted_train:0.798310419669643
f1_macro_train:0.7282067087892332
 ==  Epoch: 240 | val Loss: 4.151040
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 240 | test Loss: 4.137648
ACC_test:0.7333333333333333
auc_test:0.6311728395061728
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 241 | Training Loss: 4.038843
ACC_train:0.814968814968815
auc_train:0.8468134062689937
f1_weighted_train:0.79555297054411
f1_macro_train:0.7241421529142635
 ==  Epoch: 241 | val Loss: 4.151115
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 241 | test Loss: 4.137540
ACC_test:0.7333333333333333
auc_test:0.6316137566137566
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 242 | Training Loss: 4.038583
ACC_train:0.8128898128898129
auc_train:0.8469870626031084
f1_weighted_train:0.7927790252794134
f1_macro_train:0.7200450100884681
 ==  Epoch: 242 | val Loss: 4.151176
ACC_val:0.6694214876033058
auc_val:0.6054766734279919
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 242 | test Loss: 4.137435
ACC_test:0.7333333333333333
auc_test:0.6320546737213403
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 243 | Training Loss: 4.037836
ACC_train:0.8191268191268192
auc_train:0.8482243639836764
f1_weighted_train:0.8010516529952176
f1_macro_train:0.732239178424033
 ==  Epoch: 243 | val Loss: 4.151220
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 243 | test Loss: 4.137325
ACC_test:0.7333333333333333
auc_test:0.6324955908289241
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 244 | Training Loss: 4.037071
ACC_train:0.817047817047817
auc_train:0.8484197273595554
f1_weighted_train:0.799213618842266
f1_macro_train:0.7301061007957559
 ==  Epoch: 244 | val Loss: 4.151295
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 244 | test Loss: 4.137225
ACC_test:0.7333333333333333
auc_test:0.6322751322751322
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 245 | Training Loss: 4.036800
ACC_train:0.817047817047817
auc_train:0.8496570287401233
f1_weighted_train:0.7973839358287598
f1_macro_train:0.7262662320865021
 ==  Epoch: 245 | val Loss: 4.151370
ACC_val:0.6611570247933884
auc_val:0.6044624746450304
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 245 | test Loss: 4.137111
ACC_test:0.7333333333333333
auc_test:0.6320546737213404
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 246 | Training Loss: 4.036395
ACC_train:0.817047817047817
auc_train:0.8493097160718938
f1_weighted_train:0.798310419669643
f1_macro_train:0.7282067087892332
 ==  Epoch: 246 | val Loss: 4.151414
ACC_val:0.6611570247933884
auc_val:0.6044624746450304
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 246 | test Loss: 4.137008
ACC_test:0.7333333333333333
auc_test:0.6322751322751323
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 247 | Training Loss: 4.035500
ACC_train:0.814968814968815
auc_train:0.8510896934965703
f1_weighted_train:0.79555297054411
f1_macro_train:0.7241421529142635
 ==  Epoch: 247 | val Loss: 4.151466
ACC_val:0.6611570247933884
auc_val:0.6048005409060175
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 247 | test Loss: 4.136902
ACC_test:0.7333333333333333
auc_test:0.6324955908289241
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 248 | Training Loss: 4.034778
ACC_train:0.814968814968815
auc_train:0.851067986454806
f1_weighted_train:0.79555297054411
f1_macro_train:0.7241421529142635
 ==  Epoch: 248 | val Loss: 4.151507
ACC_val:0.6611570247933884
auc_val:0.6051386071670048
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 248 | test Loss: 4.136769
ACC_test:0.7333333333333333
auc_test:0.6333774250440917
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 249 | Training Loss: 4.034836
ACC_train:0.8128898128898129
auc_train:0.8505036033689328
f1_weighted_train:0.7946502919977723
f1_macro_train:0.7239721485411141
 ==  Epoch: 249 | val Loss: 4.151583
ACC_val:0.6611570247933884
auc_val:0.6044624746450304
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 249 | test Loss: 4.136661
ACC_test:0.7333333333333333
auc_test:0.6335978835978836
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 250 | Training Loss: 4.033828
ACC_train:0.817047817047817
auc_train:0.8524138230441956
f1_weighted_train:0.799213618842266
f1_macro_train:0.7301061007957559
 ==  Epoch: 250 | val Loss: 4.151656
ACC_val:0.6611570247933884
auc_val:0.6048005409060176
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 250 | test Loss: 4.136560
ACC_test:0.7333333333333333
auc_test:0.6340388007054674
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 251 | Training Loss: 4.033717
ACC_train:0.8191268191268192
auc_train:0.8525657723365461
f1_weighted_train:0.8010516529952176
f1_macro_train:0.732239178424033
 ==  Epoch: 251 | val Loss: 4.151703
ACC_val:0.6611570247933884
auc_val:0.6051386071670047
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 251 | test Loss: 4.136445
ACC_test:0.7333333333333333
auc_test:0.6344797178130511
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 252 | Training Loss: 4.033362
ACC_train:0.8232848232848233
auc_train:0.8528479638794825
f1_weighted_train:0.8056251782137184
f1_macro_train:0.7383945996096875
 ==  Epoch: 252 | val Loss: 4.151753
ACC_val:0.6611570247933884
auc_val:0.6048005409060175
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 252 | test Loss: 4.136320
ACC_test:0.7333333333333333
auc_test:0.6342592592592593
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 253 | Training Loss: 4.032442
ACC_train:0.8191268191268192
auc_train:0.8539116089259357
f1_weighted_train:0.8010516529952176
f1_macro_train:0.732239178424033
 ==  Epoch: 253 | val Loss: 4.151831
ACC_val:0.6611570247933884
auc_val:0.6048005409060175
f1_weighted_val:0.6121417778775965
f1_macro_val:0.47541503648091366
 ==  Epoch: 253 | test Loss: 4.136209
ACC_test:0.7333333333333333
auc_test:0.6347001763668431
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 254 | Training Loss: 4.031647
ACC_train:0.8232848232848233
auc_train:0.8541503863853434
f1_weighted_train:0.8081451187940593
f1_macro_train:0.7437271604706118
 ==  Epoch: 254 | val Loss: 4.151898
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 254 | test Loss: 4.136095
ACC_test:0.7333333333333333
auc_test:0.6353615520282186
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 255 | Training Loss: 4.031604
ACC_train:0.8232848232848233
auc_train:0.8548450117218025
f1_weighted_train:0.8064865678621183
f1_macro_train:0.7402098146489005
 ==  Epoch: 255 | val Loss: 4.151952
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 255 | test Loss: 4.135989
ACC_test:0.7333333333333333
auc_test:0.6355820105820106
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 256 | Training Loss: 4.030913
ACC_train:0.8232848232848233
auc_train:0.8561691412694279
f1_weighted_train:0.8064865678621183
f1_macro_train:0.7402098146489005
 ==  Epoch: 256 | val Loss: 4.152010
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 256 | test Loss: 4.135871
ACC_test:0.7333333333333333
auc_test:0.6364638447971781
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 257 | Training Loss: 4.030974
ACC_train:0.8191268191268192
auc_train:0.8560388990188417
f1_weighted_train:0.8019333106353446
f1_macro_train:0.7340971044053451
 ==  Epoch: 257 | val Loss: 4.152070
ACC_val:0.6694214876033058
auc_val:0.6041244083840432
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 257 | test Loss: 4.135761
ACC_test:0.7333333333333333
auc_test:0.6364638447971781
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 258 | Training Loss: 4.030212
ACC_train:0.8274428274428275
auc_train:0.857297907441174
f1_weighted_train:0.8110398250888918
f1_macro_train:0.7463225248924557
 ==  Epoch: 258 | val Loss: 4.152145
ACC_val:0.6694214876033058
auc_val:0.6041244083840434
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 258 | test Loss: 4.135671
ACC_test:0.7333333333333333
auc_test:0.6362433862433863
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 259 | Training Loss: 4.029652
ACC_train:0.8274428274428275
auc_train:0.858231310237041
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 259 | val Loss: 4.152194
ACC_val:0.6694214876033058
auc_val:0.6037863421230562
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 259 | test Loss: 4.135569
ACC_test:0.7333333333333333
auc_test:0.6358024691358025
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 260 | Training Loss: 4.029670
ACC_train:0.8253638253638254
auc_train:0.8576452201094035
f1_weighted_train:0.8091807847126996
f1_macro_train:0.7441489361702128
 ==  Epoch: 260 | val Loss: 4.152258
ACC_val:0.6694214876033058
auc_val:0.6041244083840432
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 260 | test Loss: 4.135453
ACC_test:0.7333333333333333
auc_test:0.6362433862433862
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 261 | Training Loss: 4.028863
ACC_train:0.8274428274428275
auc_train:0.859034470782322
f1_weighted_train:0.8110398250888918
f1_macro_train:0.7463225248924557
 ==  Epoch: 261 | val Loss: 4.152299
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 261 | test Loss: 4.135345
ACC_test:0.7333333333333333
auc_test:0.6364638447971781
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 262 | Training Loss: 4.028073
ACC_train:0.8274428274428275
auc_train:0.859229834158201
f1_weighted_train:0.8110398250888918
f1_macro_train:0.7463225248924557
 ==  Epoch: 262 | val Loss: 4.152369
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 262 | test Loss: 4.135228
ACC_test:0.7333333333333333
auc_test:0.63668430335097
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 263 | Training Loss: 4.027218
ACC_train:0.8274428274428275
auc_train:0.859859338369367
f1_weighted_train:0.8110398250888918
f1_macro_train:0.7463225248924557
 ==  Epoch: 263 | val Loss: 4.152443
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 263 | test Loss: 4.135130
ACC_test:0.7333333333333333
auc_test:0.6364638447971781
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 264 | Training Loss: 4.027167
ACC_train:0.8274428274428275
auc_train:0.8604237214552402
f1_weighted_train:0.8110398250888918
f1_macro_train:0.7463225248924557
 ==  Epoch: 264 | val Loss: 4.152500
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 264 | test Loss: 4.135038
ACC_test:0.7333333333333333
auc_test:0.6362433862433863
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 265 | Training Loss: 4.026679
ACC_train:0.8274428274428275
auc_train:0.8618998002952156
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 265 | val Loss: 4.152554
ACC_val:0.6694214876033058
auc_val:0.6054766734279918
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 265 | test Loss: 4.134920
ACC_test:0.7333333333333333
auc_test:0.63668430335097
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 266 | Training Loss: 4.026322
ACC_train:0.8295218295218295
auc_train:0.8617695580446297
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 266 | val Loss: 4.152604
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 266 | test Loss: 4.134791
ACC_test:0.7333333333333333
auc_test:0.6380070546737214
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 267 | Training Loss: 4.025304
ACC_train:0.8253638253638254
auc_train:0.8624641833810888
f1_weighted_train:0.8091807847126996
f1_macro_train:0.7441489361702128
 ==  Epoch: 267 | val Loss: 4.152666
ACC_val:0.6694214876033058
auc_val:0.6054766734279918
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 267 | test Loss: 4.134678
ACC_test:0.7333333333333333
auc_test:0.6384479717813052
f1_weighted_test:0.6933333333333334
f1_macro_test:0.5833333333333333
 ==  Epoch: 268 | Training Loss: 4.025122
ACC_train:0.8295218295218295
auc_train:0.8619432143787444
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 268 | val Loss: 4.152725
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 268 | test Loss: 4.134546
ACC_test:0.74
auc_test:0.638668430335097
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 269 | Training Loss: 4.024874
ACC_train:0.8316008316008316
auc_train:0.8633758791351914
f1_weighted_train:0.8155930823156656
f1_macro_train:0.7524352351360108
 ==  Epoch: 269 | val Loss: 4.152795
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 269 | test Loss: 4.134423
ACC_test:0.74
auc_test:0.6391093474426808
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 270 | Training Loss: 4.023874
ACC_train:0.8253638253638254
auc_train:0.864472084744291
f1_weighted_train:0.8100002353587259
f1_macro_train:0.7458867924528303
 ==  Epoch: 270 | val Loss: 4.152850
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 270 | test Loss: 4.134303
ACC_test:0.74
auc_test:0.6395502645502646
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 271 | Training Loss: 4.024130
ACC_train:0.8274428274428275
auc_train:0.8638534340540072
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 271 | val Loss: 4.152886
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 271 | test Loss: 4.134186
ACC_test:0.74
auc_test:0.6395502645502646
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 272 | Training Loss: 4.023045
ACC_train:0.8274428274428275
auc_train:0.864591473473995
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 272 | val Loss: 4.152972
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 272 | test Loss: 4.134082
ACC_test:0.74
auc_test:0.6399911816578484
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 273 | Training Loss: 4.022515
ACC_train:0.8274428274428275
auc_train:0.8655248762698621
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 273 | val Loss: 4.153051
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 273 | test Loss: 4.133974
ACC_test:0.74
auc_test:0.6404320987654321
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 274 | Training Loss: 4.021468
ACC_train:0.8295218295218295
auc_train:0.8655682903533907
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 274 | val Loss: 4.153106
ACC_val:0.6694214876033058
auc_val:0.6061528059499662
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 274 | test Loss: 4.133882
ACC_test:0.74
auc_test:0.6402116402116402
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 275 | Training Loss: 4.021715
ACC_train:0.8295218295218295
auc_train:0.8673048536945386
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 275 | val Loss: 4.153173
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 275 | test Loss: 4.133779
ACC_test:0.74
auc_test:0.640652557319224
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 276 | Training Loss: 4.021712
ACC_train:0.8295218295218295
auc_train:0.8663497438569071
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 276 | val Loss: 4.153248
ACC_val:0.6694214876033058
auc_val:0.605814739688979
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 276 | test Loss: 4.133693
ACC_test:0.74
auc_test:0.6413139329805996
f1_weighted_test:0.6984007314157115
f1_macro_test:0.5885786623531895
 ==  Epoch: 277 | Training Loss: 4.020510
ACC_train:0.8295218295218295
auc_train:0.8679126508639402
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 277 | val Loss: 4.153305
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 277 | test Loss: 4.133578
ACC_test:0.7466666666666667
auc_test:0.6417548500881834
f1_weighted_test:0.7086666666666668
f1_macro_test:0.6041666666666667
 ==  Epoch: 278 | Training Loss: 4.019447
ACC_train:0.8274428274428275
auc_train:0.8687592254927498
f1_weighted_train:0.8110398250888918
f1_macro_train:0.7463225248924557
 ==  Epoch: 278 | val Loss: 4.153359
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 278 | test Loss: 4.133458
ACC_test:0.7466666666666667
auc_test:0.642416225749559
f1_weighted_test:0.7086666666666668
f1_macro_test:0.6041666666666667
 ==  Epoch: 279 | Training Loss: 4.019566
ACC_train:0.8316008316008316
auc_train:0.8682599635321698
f1_weighted_train:0.8155930823156656
f1_macro_train:0.7524352351360108
 ==  Epoch: 279 | val Loss: 4.153435
ACC_val:0.6694214876033058
auc_val:0.6061528059499661
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 279 | test Loss: 4.133351
ACC_test:0.74
auc_test:0.6428571428571428
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 280 | Training Loss: 4.019300
ACC_train:0.8295218295218295
auc_train:0.8691933663280369
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 280 | val Loss: 4.153499
ACC_val:0.6694214876033058
auc_val:0.6068289384719405
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 280 | test Loss: 4.133226
ACC_test:0.74
auc_test:0.642636684303351
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 281 | Training Loss: 4.019136
ACC_train:0.8295218295218295
auc_train:0.8697143353303812
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 281 | val Loss: 4.153539
ACC_val:0.6694214876033058
auc_val:0.6054766734279919
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 281 | test Loss: 4.133115
ACC_test:0.74
auc_test:0.6419753086419754
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 282 | Training Loss: 4.018200
ACC_train:0.8274428274428275
auc_train:0.8709733437527134
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 282 | val Loss: 4.153614
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 282 | test Loss: 4.133012
ACC_test:0.74
auc_test:0.6421957671957672
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 283 | Training Loss: 4.017555
ACC_train:0.8295218295218295
auc_train:0.8706477381262481
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 283 | val Loss: 4.153699
ACC_val:0.6694214876033058
auc_val:0.6041244083840432
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 283 | test Loss: 4.132892
ACC_test:0.74
auc_test:0.6430776014109347
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 284 | Training Loss: 4.016755
ACC_train:0.8316008316008316
auc_train:0.8724711296344534
f1_weighted_train:0.8163933540524627
f1_macro_train:0.7541287761657443
 ==  Epoch: 284 | val Loss: 4.153771
ACC_val:0.6694214876033058
auc_val:0.6048005409060176
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 284 | test Loss: 4.132771
ACC_test:0.74
auc_test:0.6432980599647267
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 285 | Training Loss: 4.016372
ACC_train:0.8274428274428275
auc_train:0.8724060085091604
f1_weighted_train:0.8126593512930224
f1_macro_train:0.7497571096360092
 ==  Epoch: 285 | val Loss: 4.153796
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 285 | test Loss: 4.132651
ACC_test:0.74
auc_test:0.6430776014109347
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 286 | Training Loss: 4.015776
ACC_train:0.8274428274428275
auc_train:0.8716245550056438
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 286 | val Loss: 4.153862
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 286 | test Loss: 4.132568
ACC_test:0.74
auc_test:0.6430776014109347
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 287 | Training Loss: 4.015300
ACC_train:0.8295218295218295
auc_train:0.8738603803073717
f1_weighted_train:0.8153039552159949
f1_macro_train:0.7535983807286721
 ==  Epoch: 287 | val Loss: 4.153897
ACC_val:0.6694214876033058
auc_val:0.6048005409060175
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 287 | test Loss: 4.132474
ACC_test:0.74
auc_test:0.6430776014109347
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 288 | Training Loss: 4.014587
ACC_train:0.8316008316008316
auc_train:0.8749674394373536
f1_weighted_train:0.8171735837919858
f1_macro_train:0.7557870588014066
 ==  Epoch: 288 | val Loss: 4.153944
ACC_val:0.6694214876033058
auc_val:0.6041244083840432
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 288 | test Loss: 4.132376
ACC_test:0.74
auc_test:0.6435185185185186
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 289 | Training Loss: 4.014707
ACC_train:0.8316008316008316
auc_train:0.8740991577667796
f1_weighted_train:0.8163933540524627
f1_macro_train:0.7541287761657443
 ==  Epoch: 289 | val Loss: 4.153984
ACC_val:0.6694214876033058
auc_val:0.6041244083840432
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 289 | test Loss: 4.132252
ACC_test:0.74
auc_test:0.6437389770723104
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 290 | Training Loss: 4.014084
ACC_train:0.8378378378378378
auc_train:0.8762481549014501
f1_weighted_train:0.8235716471188168
f1_macro_train:0.7640377358490565
 ==  Epoch: 290 | val Loss: 4.154041
ACC_val:0.6694214876033058
auc_val:0.6048005409060176
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 290 | test Loss: 4.132152
ACC_test:0.74
auc_test:0.6432980599647267
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 291 | Training Loss: 4.013616
ACC_train:0.8316008316008316
auc_train:0.8749891464791179
f1_weighted_train:0.8163933540524627
f1_macro_train:0.7541287761657443
 ==  Epoch: 291 | val Loss: 4.154078
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 291 | test Loss: 4.132041
ACC_test:0.74
auc_test:0.6439594356261024
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 292 | Training Loss: 4.012917
ACC_train:0.8274428274428275
auc_train:0.8768559520708518
f1_weighted_train:0.8118598566216592
f1_macro_train:0.7480578817500836
 ==  Epoch: 292 | val Loss: 4.154173
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 292 | test Loss: 4.131946
ACC_test:0.74
auc_test:0.6437389770723104
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 293 | Training Loss: 4.012543
ACC_train:0.8336798336798337
auc_train:0.8764218112355648
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 293 | val Loss: 4.154234
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 293 | test Loss: 4.131818
ACC_test:0.74
auc_test:0.6439594356261024
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 294 | Training Loss: 4.012063
ACC_train:0.8295218295218295
auc_train:0.8765520534861508
f1_weighted_train:0.8137240993623972
f1_macro_train:0.7502406281661602
 ==  Epoch: 294 | val Loss: 4.154290
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 294 | test Loss: 4.131724
ACC_test:0.74
auc_test:0.6441798941798942
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 295 | Training Loss: 4.011401
ACC_train:0.8295218295218295
auc_train:0.8773552140314319
f1_weighted_train:0.8145240392787563
f1_macro_train:0.751937106918239
 ==  Epoch: 295 | val Loss: 4.154319
ACC_val:0.6694214876033058
auc_val:0.6048005409060176
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 295 | test Loss: 4.131637
ACC_test:0.74
auc_test:0.644620811287478
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 296 | Training Loss: 4.011102
ACC_train:0.8316008316008316
auc_train:0.8783754449943562
f1_weighted_train:0.8163933540524627
f1_macro_train:0.7541287761657443
 ==  Epoch: 296 | val Loss: 4.154394
ACC_val:0.6694214876033058
auc_val:0.6048005409060176
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 296 | test Loss: 4.131519
ACC_test:0.74
auc_test:0.6446208112874778
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 297 | Training Loss: 4.009971
ACC_train:0.8336798336798337
auc_train:0.8794607970825735
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 297 | val Loss: 4.154443
ACC_val:0.6694214876033058
auc_val:0.6048005409060176
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 297 | test Loss: 4.131381
ACC_test:0.74
auc_test:0.6448412698412698
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 298 | Training Loss: 4.009826
ACC_train:0.8336798336798337
auc_train:0.8795801858122775
f1_weighted_train:0.8198087367960923
f1_macro_train:0.7596081763206556
 ==  Epoch: 298 | val Loss: 4.154504
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 298 | test Loss: 4.131263
ACC_test:0.74
auc_test:0.6459435626102292
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 299 | Training Loss: 4.009848
ACC_train:0.8316008316008316
auc_train:0.879547625249631
f1_weighted_train:0.8171735837919858
f1_macro_train:0.7557870588014066
 ==  Epoch: 299 | val Loss: 4.154596
ACC_val:0.6694214876033058
auc_val:0.6044624746450304
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 299 | test Loss: 4.131148
ACC_test:0.74
auc_test:0.6468253968253967
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 300 | Training Loss: 4.009189
ACC_train:0.8295218295218295
auc_train:0.8795259182078666
f1_weighted_train:0.8145240392787563
f1_macro_train:0.751937106918239
 ==  Epoch: 300 | val Loss: 4.154653
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 300 | test Loss: 4.131033
ACC_test:0.74
auc_test:0.6470458553791887
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 301 | Training Loss: 4.007858
ACC_train:0.8378378378378378
auc_train:0.8811539463401927
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 301 | val Loss: 4.154721
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 301 | test Loss: 4.130931
ACC_test:0.74
auc_test:0.6479276895943562
f1_weighted_test:0.7034940668084231
f1_macro_test:0.5987379106934633
 ==  Epoch: 302 | Training Loss: 4.007694
ACC_train:0.8316008316008316
auc_train:0.8816966223843015
f1_weighted_train:0.8171735837919858
f1_macro_train:0.7557870588014066
 ==  Epoch: 302 | val Loss: 4.154760
ACC_val:0.6694214876033058
auc_val:0.6051386071670047
f1_weighted_val:0.617591093692312
f1_macro_val:0.48024054982817865
 ==  Epoch: 302 | test Loss: 4.130810
ACC_test:0.7333333333333333
auc_test:0.6488095238095238
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 303 | Training Loss: 4.007212
ACC_train:0.8336798336798337
auc_train:0.8820222280107667
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 303 | val Loss: 4.154820
ACC_val:0.6776859504132231
auc_val:0.6054766734279918
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 303 | test Loss: 4.130720
ACC_test:0.7333333333333333
auc_test:0.6488095238095238
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 304 | Training Loss: 4.006936
ACC_train:0.8336798336798337
auc_train:0.8826517322219328
f1_weighted_train:0.8198087367960923
f1_macro_train:0.7596081763206556
 ==  Epoch: 304 | val Loss: 4.154870
ACC_val:0.6776859504132231
auc_val:0.605814739688979
f1_weighted_val:0.6230349920872165
f1_macro_val:0.4851063829787234
 ==  Epoch: 304 | test Loss: 4.130610
ACC_test:0.7333333333333333
auc_test:0.6494708994708994
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 305 | Training Loss: 4.006137
ACC_train:0.8336798336798337
auc_train:0.8840409828948511
f1_weighted_train:0.8182674140120948
f1_macro_train:0.7563323201621074
 ==  Epoch: 305 | val Loss: 4.154926
ACC_val:0.6942148760330579
auc_val:0.6064908722109533
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 305 | test Loss: 4.130478
ACC_test:0.7333333333333333
auc_test:0.6501322751322751
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 306 | Training Loss: 4.005532
ACC_train:0.8336798336798337
auc_train:0.8845619518971956
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 306 | val Loss: 4.155006
ACC_val:0.6942148760330579
auc_val:0.6068289384719405
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 306 | test Loss: 4.130392
ACC_test:0.7333333333333333
auc_test:0.6503527336860669
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 307 | Training Loss: 4.004896
ACC_train:0.8336798336798337
auc_train:0.8843014673960233
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 307 | val Loss: 4.155063
ACC_val:0.6942148760330579
auc_val:0.6071670047329277
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 307 | test Loss: 4.130278
ACC_test:0.7333333333333333
auc_test:0.6499118165784832
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 308 | Training Loss: 4.004432
ACC_train:0.8336798336798337
auc_train:0.8848658504818964
f1_weighted_train:0.8198087367960923
f1_macro_train:0.7596081763206556
 ==  Epoch: 308 | val Loss: 4.155140
ACC_val:0.6942148760330579
auc_val:0.6075050709939148
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 308 | test Loss: 4.130167
ACC_test:0.7333333333333333
auc_test:0.6499118165784832
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 309 | Training Loss: 4.003938
ACC_train:0.8316008316008316
auc_train:0.8853868194842408
f1_weighted_train:0.8171735837919858
f1_macro_train:0.7557870588014066
 ==  Epoch: 309 | val Loss: 4.155156
ACC_val:0.6942148760330579
auc_val:0.6075050709939148
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 309 | test Loss: 4.130052
ACC_test:0.7333333333333333
auc_test:0.6499118165784832
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 310 | Training Loss: 4.004322
ACC_train:0.8336798336798337
auc_train:0.885278284275419
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 310 | val Loss: 4.155226
ACC_val:0.6942148760330579
auc_val:0.6075050709939148
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 310 | test Loss: 4.129980
ACC_test:0.7333333333333333
auc_test:0.6496913580246914
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 311 | Training Loss: 4.003427
ACC_train:0.8357588357588358
auc_train:0.8869280194495094
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 311 | val Loss: 4.155274
ACC_val:0.6942148760330579
auc_val:0.6068289384719405
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 311 | test Loss: 4.129892
ACC_test:0.7333333333333333
auc_test:0.6496913580246914
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 312 | Training Loss: 4.002512
ACC_train:0.8336798336798337
auc_train:0.8874489884518537
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 312 | val Loss: 4.155310
ACC_val:0.6942148760330579
auc_val:0.6068289384719404
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 312 | test Loss: 4.129774
ACC_test:0.7333333333333333
auc_test:0.6499118165784832
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 313 | Training Loss: 4.002324
ACC_train:0.8336798336798337
auc_train:0.8889467743335938
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 313 | val Loss: 4.155383
ACC_val:0.6942148760330579
auc_val:0.6064908722109533
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 313 | test Loss: 4.129632
ACC_test:0.7333333333333333
auc_test:0.6507936507936507
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 314 | Training Loss: 4.001830
ACC_train:0.8378378378378378
auc_train:0.8875792307024398
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 314 | val Loss: 4.155442
ACC_val:0.6942148760330579
auc_val:0.6068289384719405
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 314 | test Loss: 4.129535
ACC_test:0.7333333333333333
auc_test:0.6510141093474427
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 315 | Training Loss: 4.001444
ACC_train:0.8357588357588358
auc_train:0.8883823912477208
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 315 | val Loss: 4.155523
ACC_val:0.6942148760330579
auc_val:0.6064908722109533
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 315 | test Loss: 4.129460
ACC_test:0.7333333333333333
auc_test:0.6510141093474427
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 316 | Training Loss: 4.000779
ACC_train:0.8357588357588358
auc_train:0.8898367630459322
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 316 | val Loss: 4.155553
ACC_val:0.6942148760330579
auc_val:0.6064908722109533
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 316 | test Loss: 4.129354
ACC_test:0.7333333333333333
auc_test:0.6514550264550264
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 317 | Training Loss: 4.000566
ACC_train:0.8336798336798337
auc_train:0.8892506729182947
f1_weighted_train:0.8205505980304907
f1_macro_train:0.7611955118657532
 ==  Epoch: 317 | val Loss: 4.155591
ACC_val:0.6942148760330579
auc_val:0.6064908722109533
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 317 | test Loss: 4.129240
ACC_test:0.7333333333333333
auc_test:0.6516754850088182
f1_weighted_test:0.698346435348333
f1_macro_test:0.5933857413933316
 ==  Epoch: 318 | Training Loss: 3.998967
ACC_train:0.8336798336798337
auc_train:0.8905530954241556
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 318 | val Loss: 4.155642
ACC_val:0.6942148760330579
auc_val:0.6078431372549019
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 318 | test Loss: 4.129119
ACC_test:0.74
auc_test:0.6518959435626103
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 319 | Training Loss: 3.998893
ACC_train:0.8336798336798337
auc_train:0.8912477207606148
f1_weighted_train:0.8190478431987865
f1_macro_train:0.7579874213836477
 ==  Epoch: 319 | val Loss: 4.155674
ACC_val:0.6942148760330579
auc_val:0.6078431372549019
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 319 | test Loss: 4.129005
ACC_test:0.7333333333333333
auc_test:0.6518959435626102
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 320 | Training Loss: 3.998139
ACC_train:0.8357588357588358
auc_train:0.8915516193453155
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 320 | val Loss: 4.155761
ACC_val:0.6942148760330579
auc_val:0.6081812035158892
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 320 | test Loss: 4.128924
ACC_test:0.7333333333333333
auc_test:0.6518959435626102
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 321 | Training Loss: 3.998324
ACC_train:0.8357588357588358
auc_train:0.8917469827211948
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 321 | val Loss: 4.155822
ACC_val:0.6942148760330579
auc_val:0.6081812035158892
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 321 | test Loss: 4.128831
ACC_test:0.7333333333333333
auc_test:0.652336860670194
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 322 | Training Loss: 3.996908
ACC_train:0.8378378378378378
auc_train:0.8935269601458713
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 322 | val Loss: 4.155868
ACC_val:0.6942148760330579
auc_val:0.6088573360378634
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 322 | test Loss: 4.128718
ACC_test:0.74
auc_test:0.6527777777777778
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 323 | Training Loss: 3.997395
ACC_train:0.8357588357588358
auc_train:0.893505253104107
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 323 | val Loss: 4.155913
ACC_val:0.6942148760330579
auc_val:0.6088573360378634
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 323 | test Loss: 4.128589
ACC_test:0.74
auc_test:0.6527777777777778
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 324 | Training Loss: 3.996826
ACC_train:0.8357588357588358
auc_train:0.8923113658070678
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 324 | val Loss: 4.155979
ACC_val:0.6942148760330579
auc_val:0.6091954022988505
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 324 | test Loss: 4.128471
ACC_test:0.74
auc_test:0.6527777777777778
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 325 | Training Loss: 3.995832
ACC_train:0.8357588357588358
auc_train:0.8949162108187896
f1_weighted_train:0.8224297405580678
f1_macro_train:0.7634008903832383
 ==  Epoch: 325 | val Loss: 4.155999
ACC_val:0.6942148760330579
auc_val:0.6095334685598377
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 325 | test Loss: 4.128371
ACC_test:0.74
auc_test:0.652336860670194
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 326 | Training Loss: 3.995811
ACC_train:0.8378378378378378
auc_train:0.895133281236433
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 326 | val Loss: 4.156092
ACC_val:0.6942148760330579
auc_val:0.6091954022988505
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 326 | test Loss: 4.128253
ACC_test:0.74
auc_test:0.6529982363315696
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 327 | Training Loss: 3.995279
ACC_train:0.8378378378378378
auc_train:0.8952201094034905
f1_weighted_train:0.8235716471188168
f1_macro_train:0.7640377358490565
 ==  Epoch: 327 | val Loss: 4.156157
ACC_val:0.6942148760330579
auc_val:0.6098715348208249
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 327 | test Loss: 4.128127
ACC_test:0.74
auc_test:0.6529982363315697
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 328 | Training Loss: 3.995206
ACC_train:0.8378378378378378
auc_train:0.8952852305287836
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 328 | val Loss: 4.156229
ACC_val:0.6942148760330579
auc_val:0.6091954022988505
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 328 | test Loss: 4.128017
ACC_test:0.74
auc_test:0.6532186948853616
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 329 | Training Loss: 3.994547
ACC_train:0.8378378378378378
auc_train:0.8960449769905358
f1_weighted_train:0.8235716471188168
f1_macro_train:0.7640377358490565
 ==  Epoch: 329 | val Loss: 4.156333
ACC_val:0.6942148760330579
auc_val:0.6088573360378634
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 329 | test Loss: 4.127920
ACC_test:0.74
auc_test:0.6534391534391535
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 330 | Training Loss: 3.992983
ACC_train:0.83991683991684
auc_train:0.8974559347052183
f1_weighted_train:0.8262020487899124
f1_macro_train:0.7678469571322013
 ==  Epoch: 330 | val Loss: 4.156363
ACC_val:0.6942148760330579
auc_val:0.6088573360378634
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 330 | test Loss: 4.127776
ACC_test:0.74
auc_test:0.6532186948853616
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 331 | Training Loss: 3.992993
ACC_train:0.8378378378378378
auc_train:0.8968481375358166
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 331 | val Loss: 4.156400
ACC_val:0.6942148760330579
auc_val:0.6085192697768763
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 331 | test Loss: 4.127645
ACC_test:0.74
auc_test:0.6536596119929453
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 332 | Training Loss: 3.992433
ACC_train:0.8378378378378378
auc_train:0.8975427628722759
f1_weighted_train:0.8228107286617925
f1_macro_train:0.7624240121580547
 ==  Epoch: 332 | val Loss: 4.156430
ACC_val:0.6942148760330579
auc_val:0.6085192697768763
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 332 | test Loss: 4.127544
ACC_test:0.74
auc_test:0.6534391534391534
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 333 | Training Loss: 3.992577
ACC_train:0.8357588357588358
auc_train:0.8975644699140402
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 333 | val Loss: 4.156487
ACC_val:0.6942148760330579
auc_val:0.6088573360378634
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 333 | test Loss: 4.127462
ACC_test:0.74
auc_test:0.6534391534391534
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 334 | Training Loss: 3.990915
ACC_train:0.8357588357588358
auc_train:0.8989103065034296
f1_weighted_train:0.8216878162909492
f1_macro_train:0.7618170079668041
 ==  Epoch: 334 | val Loss: 4.156489
ACC_val:0.6942148760330579
auc_val:0.6088573360378634
f1_weighted_val:0.6423665309545387
f1_macro_val:0.5115111838516094
 ==  Epoch: 334 | test Loss: 4.127328
ACC_test:0.74
auc_test:0.6532186948853616
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 335 | Training Loss: 3.990747
ACC_train:0.83991683991684
auc_train:0.8988885994616653
f1_weighted_train:0.8269251901641927
f1_macro_train:0.7693907412596122
 ==  Epoch: 335 | val Loss: 4.156543
ACC_val:0.6859504132231405
auc_val:0.6088573360378634
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 335 | test Loss: 4.127243
ACC_test:0.74
auc_test:0.6538800705467371
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 336 | Training Loss: 3.989980
ACC_train:0.8378378378378378
auc_train:0.8992576191716593
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 336 | val Loss: 4.156606
ACC_val:0.6859504132231405
auc_val:0.6081812035158891
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 336 | test Loss: 4.127158
ACC_test:0.74
auc_test:0.654320987654321
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 337 | Training Loss: 3.989335
ACC_train:0.8357588357588358
auc_train:0.9003212642181123
f1_weighted_train:0.8224297405580678
f1_macro_train:0.7634008903832383
 ==  Epoch: 337 | val Loss: 4.156643
ACC_val:0.6859504132231405
auc_val:0.6081812035158891
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 337 | test Loss: 4.127038
ACC_test:0.74
auc_test:0.6543209876543209
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 338 | Training Loss: 3.989652
ACC_train:0.8378378378378378
auc_train:0.9004080923851697
f1_weighted_train:0.8243135183761902
f1_macro_train:0.7656179719126394
 ==  Epoch: 338 | val Loss: 4.156668
ACC_val:0.6859504132231405
auc_val:0.6081812035158892
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 338 | test Loss: 4.126934
ACC_test:0.74
auc_test:0.6541005291005291
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 339 | Training Loss: 3.989692
ACC_train:0.841995841995842
auc_train:0.9011027177216289
f1_weighted_train:0.8288182999562879
f1_macro_train:0.7716277675046229
 ==  Epoch: 339 | val Loss: 4.156720
ACC_val:0.6859504132231405
auc_val:0.6081812035158892
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 339 | test Loss: 4.126796
ACC_test:0.74
auc_test:0.6545414462081128
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 340 | Training Loss: 3.988429
ACC_train:0.83991683991684
auc_train:0.9016019796822089
f1_weighted_train:0.8262020487899124
f1_macro_train:0.7678469571322013
 ==  Epoch: 340 | val Loss: 4.156749
ACC_val:0.6859504132231405
auc_val:0.6078431372549019
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 340 | test Loss: 4.126677
ACC_test:0.74
auc_test:0.6558641975308642
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 341 | Training Loss: 3.988148
ACC_train:0.8378378378378378
auc_train:0.9020795346010246
f1_weighted_train:0.8235716471188168
f1_macro_train:0.7640377358490565
 ==  Epoch: 341 | val Loss: 4.156822
ACC_val:0.6859504132231405
auc_val:0.6075050709939148
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 341 | test Loss: 4.126559
ACC_test:0.74
auc_test:0.6565255731922398
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 342 | Training Loss: 3.986943
ACC_train:0.83991683991684
auc_train:0.9039246331509941
f1_weighted_train:0.8262020487899124
f1_macro_train:0.7678469571322013
 ==  Epoch: 342 | val Loss: 4.156870
ACC_val:0.6859504132231405
auc_val:0.6075050709939148
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 342 | test Loss: 4.126469
ACC_test:0.74
auc_test:0.656305114638448
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 343 | Training Loss: 3.986543
ACC_train:0.8378378378378378
auc_train:0.9040114613180515
f1_weighted_train:0.8235716471188168
f1_macro_train:0.7640377358490565
 ==  Epoch: 343 | val Loss: 4.156927
ACC_val:0.6859504132231405
auc_val:0.6071670047329276
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 343 | test Loss: 4.126374
ACC_test:0.74
auc_test:0.6567460317460317
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 344 | Training Loss: 3.985697
ACC_train:0.83991683991684
auc_train:0.9041417035686377
f1_weighted_train:0.8262020487899124
f1_macro_train:0.7678469571322013
 ==  Epoch: 344 | val Loss: 4.156996
ACC_val:0.6859504132231405
auc_val:0.6071670047329276
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 344 | test Loss: 4.126291
ACC_test:0.74
auc_test:0.6567460317460317
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 345 | Training Loss: 3.985924
ACC_train:0.841995841995842
auc_train:0.9048797429886255
f1_weighted_train:0.8280954510388472
f1_macro_train:0.7700880503144654
 ==  Epoch: 345 | val Loss: 4.157052
ACC_val:0.6859504132231405
auc_val:0.6075050709939148
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 345 | test Loss: 4.126193
ACC_test:0.74
auc_test:0.6571869488536156
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 346 | Training Loss: 3.985796
ACC_train:0.8440748440748441
auc_train:0.9047060866545108
f1_weighted_train:0.8299938463448728
f1_macro_train:0.7723414594127261
 ==  Epoch: 346 | val Loss: 4.157092
ACC_val:0.6859504132231405
auc_val:0.6064908722109533
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 346 | test Loss: 4.126089
ACC_test:0.74
auc_test:0.6569664902998237
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 347 | Training Loss: 3.985004
ACC_train:0.8440748440748441
auc_train:0.9049231570721542
f1_weighted_train:0.8314206397703175
f1_macro_train:0.7753805921359858
 ==  Epoch: 347 | val Loss: 4.157151
ACC_val:0.6859504132231405
auc_val:0.6068289384719405
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 347 | test Loss: 4.126003
ACC_test:0.74
auc_test:0.6569664902998237
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 348 | Training Loss: 3.984503
ACC_train:0.841995841995842
auc_train:0.9059216809933142
f1_weighted_train:0.8280954510388472
f1_macro_train:0.7700880503144654
 ==  Epoch: 348 | val Loss: 4.157196
ACC_val:0.6859504132231405
auc_val:0.6071670047329276
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 348 | test Loss: 4.125899
ACC_test:0.74
auc_test:0.6569664902998237
f1_weighted_test:0.7125106382978724
f1_macro_test:0.6170212765957447
 ==  Epoch: 349 | Training Loss: 3.983149
ACC_train:0.8461538461538461
auc_train:0.9067465485803594
f1_weighted_train:0.8326192549588776
f1_macro_train:0.7761383647798741
 ==  Epoch: 349 | val Loss: 4.157253
ACC_val:0.6859504132231405
auc_val:0.6068289384719404
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 349 | test Loss: 4.125800
ACC_test:0.7333333333333333
auc_test:0.6576278659611993
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 350 | Training Loss: 3.983417
ACC_train:0.8440748440748441
auc_train:0.9069419119562385
f1_weighted_train:0.8307162812888758
f1_macro_train:0.7738769062975988
 ==  Epoch: 350 | val Loss: 4.157350
ACC_val:0.6859504132231405
auc_val:0.6068289384719405
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 350 | test Loss: 4.125707
ACC_test:0.7333333333333333
auc_test:0.6578483245149912
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 351 | Training Loss: 3.982421
ACC_train:0.8440748440748441
auc_train:0.9068333767474169
f1_weighted_train:0.8307162812888758
f1_macro_train:0.7738769062975988
 ==  Epoch: 351 | val Loss: 4.157361
ACC_val:0.6859504132231405
auc_val:0.6064908722109533
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 351 | test Loss: 4.125596
ACC_test:0.7333333333333333
auc_test:0.6578483245149912
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 352 | Training Loss: 3.981817
ACC_train:0.8461538461538461
auc_train:0.907093861248589
f1_weighted_train:0.8346783678982553
f1_macro_train:0.7805440465620992
 ==  Epoch: 352 | val Loss: 4.157449
ACC_val:0.6859504132231405
auc_val:0.6061528059499662
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 352 | test Loss: 4.125528
ACC_test:0.7333333333333333
auc_test:0.6576278659611994
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 353 | Training Loss: 3.981560
ACC_train:0.841995841995842
auc_train:0.9079187288356343
f1_weighted_train:0.8288182999562879
f1_macro_train:0.7716277675046229
 ==  Epoch: 353 | val Loss: 4.157432
ACC_val:0.6859504132231405
auc_val:0.605814739688979
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 353 | test Loss: 4.125416
ACC_test:0.7333333333333333
auc_test:0.6578483245149912
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 354 | Training Loss: 3.981136
ACC_train:0.8461538461538461
auc_train:0.9076148302509334
f1_weighted_train:0.8340093031782039
f1_macro_train:0.7791058484758216
 ==  Epoch: 354 | val Loss: 4.157503
ACC_val:0.6859504132231405
auc_val:0.605814739688979
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 354 | test Loss: 4.125351
ACC_test:0.7333333333333333
auc_test:0.658068783068783
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 355 | Training Loss: 3.980747
ACC_train:0.8461538461538461
auc_train:0.9099157766779542
f1_weighted_train:0.8333230815363855
f1_macro_train:0.7776375630966065
 ==  Epoch: 355 | val Loss: 4.157555
ACC_val:0.6859504132231405
auc_val:0.6054766734279918
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 355 | test Loss: 4.125235
ACC_test:0.7333333333333333
auc_test:0.6585097001763668
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 356 | Training Loss: 3.980083
ACC_train:0.8482328482328483
auc_train:0.9102847963879482
f1_weighted_train:0.8352305137878391
f1_macro_train:0.779906855462996
 ==  Epoch: 356 | val Loss: 4.157635
ACC_val:0.6859504132231405
auc_val:0.6051386071670047
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 356 | test Loss: 4.125138
ACC_test:0.7333333333333333
auc_test:0.6587301587301587
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 357 | Training Loss: 3.979694
ACC_train:0.8440748440748441
auc_train:0.9096769992185465
f1_weighted_train:0.8299938463448728
f1_macro_train:0.7723414594127261
 ==  Epoch: 357 | val Loss: 4.157669
ACC_val:0.6859504132231405
auc_val:0.6048005409060175
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 357 | test Loss: 4.125043
ACC_test:0.7333333333333333
auc_test:0.6589506172839507
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 358 | Training Loss: 3.978994
ACC_train:0.8461538461538461
auc_train:0.9107406442649996
f1_weighted_train:0.8340093031782039
f1_macro_train:0.7791058484758216
 ==  Epoch: 358 | val Loss: 4.157754
ACC_val:0.6859504132231405
auc_val:0.6048005409060175
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 358 | test Loss: 4.124966
ACC_test:0.7333333333333333
auc_test:0.6593915343915343
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 359 | Training Loss: 3.979284
ACC_train:0.8440748440748441
auc_train:0.9105018668055918
f1_weighted_train:0.8314206397703175
f1_macro_train:0.7753805921359858
 ==  Epoch: 359 | val Loss: 4.157858
ACC_val:0.6859504132231405
auc_val:0.6048005409060175
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 359 | test Loss: 4.124891
ACC_test:0.7333333333333333
auc_test:0.6598324514991182
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 360 | Training Loss: 3.978278
ACC_train:0.8482328482328483
auc_train:0.9110879569332292
f1_weighted_train:0.8359160893764424
f1_macro_train:0.7813704430123594
 ==  Epoch: 360 | val Loss: 4.157890
ACC_val:0.6859504132231405
auc_val:0.6048005409060175
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 360 | test Loss: 4.124800
ACC_test:0.7333333333333333
auc_test:0.6598324514991182
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 361 | Training Loss: 3.977484
ACC_train:0.8482328482328483
auc_train:0.913454024485543
f1_weighted_train:0.8365845210183811
f1_macro_train:0.7828039464324374
 ==  Epoch: 361 | val Loss: 4.157921
ACC_val:0.6859504132231405
auc_val:0.6048005409060175
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 361 | test Loss: 4.124699
ACC_test:0.7333333333333333
auc_test:0.6600529100529101
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 362 | Training Loss: 3.977054
ACC_train:0.8523908523908524
auc_train:0.9129764695667275
f1_weighted_train:0.8410616574288364
f1_macro_train:0.7887545232425077
 ==  Epoch: 362 | val Loss: 4.158034
ACC_val:0.6859504132231405
auc_val:0.6048005409060175
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 362 | test Loss: 4.124614
ACC_test:0.7333333333333333
auc_test:0.6600529100529101
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 363 | Training Loss: 3.976610
ACC_train:0.8503118503118503
auc_train:0.9135842667361291
f1_weighted_train:0.8378278631164832
f1_macro_train:0.7836473586885901
 ==  Epoch: 363 | val Loss: 4.158121
ACC_val:0.6859504132231405
auc_val:0.6041244083840431
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 363 | test Loss: 4.124519
ACC_test:0.7333333333333333
auc_test:0.6600529100529101
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 364 | Training Loss: 3.975584
ACC_train:0.8523908523908524
auc_train:0.9145610836155249
f1_weighted_train:0.8397447462868024
f1_macro_train:0.7859368046283934
 ==  Epoch: 364 | val Loss: 4.158106
ACC_val:0.6859504132231405
auc_val:0.6041244083840432
f1_weighted_val:0.6367115390076964
f1_macro_val:0.5062285223367697
 ==  Epoch: 364 | test Loss: 4.124413
ACC_test:0.7333333333333333
auc_test:0.6598324514991182
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 365 | Training Loss: 3.975298
ACC_train:0.8565488565488566
auc_train:0.9151688807849265
f1_weighted_train:0.8455387938392918
f1_macro_train:0.7947051000525778
 ==  Epoch: 365 | val Loss: 4.158102
ACC_val:0.6942148760330579
auc_val:0.6041244083840432
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 365 | test Loss: 4.124298
ACC_test:0.7333333333333333
auc_test:0.6598324514991182
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 366 | Training Loss: 3.975226
ACC_train:0.8482328482328483
auc_train:0.9140835286967092
f1_weighted_train:0.8359160893764424
f1_macro_train:0.7813704430123594
 ==  Epoch: 366 | val Loss: 4.158149
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 366 | test Loss: 4.124239
ACC_test:0.7333333333333333
auc_test:0.6598324514991182
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 367 | Training Loss: 3.974079
ACC_train:0.8503118503118503
auc_train:0.9147130329078753
f1_weighted_train:0.8391465201172214
f1_macro_train:0.7864752885469073
 ==  Epoch: 367 | val Loss: 4.158157
ACC_val:0.6942148760330579
auc_val:0.6041244083840432
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 367 | test Loss: 4.124143
ACC_test:0.7333333333333333
auc_test:0.6600529100529101
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 368 | Training Loss: 3.974007
ACC_train:0.8544698544698545
auc_train:0.9154944864113919
f1_weighted_train:0.8436146723361875
f1_macro_train:0.7924065305317154
 ==  Epoch: 368 | val Loss: 4.158219
ACC_val:0.6942148760330579
auc_val:0.6048005409060175
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 368 | test Loss: 4.124060
ACC_test:0.7333333333333333
auc_test:0.6607142857142858
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 369 | Training Loss: 3.973234
ACC_train:0.8607068607068608
auc_train:0.9169054441260746
f1_weighted_train:0.8500159302497471
f1_macro_train:0.800655676862648
 ==  Epoch: 369 | val Loss: 4.158287
ACC_val:0.6942148760330579
auc_val:0.6048005409060175
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 369 | test Loss: 4.123984
ACC_test:0.7333333333333333
auc_test:0.6607142857142857
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 370 | Training Loss: 3.972849
ACC_train:0.8565488565488566
auc_train:0.9165472779369629
f1_weighted_train:0.8455387938392918
f1_macro_train:0.7947051000525778
 ==  Epoch: 370 | val Loss: 4.158369
ACC_val:0.6942148760330579
auc_val:0.6041244083840432
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 370 | test Loss: 4.123889
ACC_test:0.7333333333333333
auc_test:0.6609347442680776
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 371 | Training Loss: 3.972467
ACC_train:0.8544698544698545
auc_train:0.916623252583138
f1_weighted_train:0.8436146723361875
f1_macro_train:0.7924065305317154
 ==  Epoch: 371 | val Loss: 4.158400
ACC_val:0.6942148760330579
auc_val:0.6044624746450304
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 371 | test Loss: 4.123776
ACC_test:0.7333333333333333
auc_test:0.6607142857142857
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 372 | Training Loss: 3.971601
ACC_train:0.8586278586278586
auc_train:0.9174915342537119
f1_weighted_train:0.8474680083259171
f1_macro_train:0.7970161850858901
 ==  Epoch: 372 | val Loss: 4.158396
ACC_val:0.6942148760330579
auc_val:0.6048005409060175
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 372 | test Loss: 4.123641
ACC_test:0.7333333333333333
auc_test:0.6607142857142857
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 373 | Training Loss: 3.970795
ACC_train:0.8544698544698545
auc_train:0.918186159590171
f1_weighted_train:0.8436146723361875
f1_macro_train:0.7924065305317154
 ==  Epoch: 373 | val Loss: 4.158473
ACC_val:0.6942148760330579
auc_val:0.6048005409060176
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 373 | test Loss: 4.123598
ACC_test:0.7333333333333333
auc_test:0.6607142857142857
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 374 | Training Loss: 3.970773
ACC_train:0.8565488565488566
auc_train:0.918186159590171
f1_weighted_train:0.8455387938392918
f1_macro_train:0.7947051000525778
 ==  Epoch: 374 | val Loss: 4.158504
ACC_val:0.6942148760330579
auc_val:0.6044624746450304
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 374 | test Loss: 4.123509
ACC_test:0.7333333333333333
auc_test:0.6613756613756613
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 375 | Training Loss: 3.970058
ACC_train:0.8523908523908524
auc_train:0.918121038464878
f1_weighted_train:0.8416955233821326
f1_macro_train:0.7901202701623062
 ==  Epoch: 375 | val Loss: 4.158563
ACC_val:0.6942148760330579
auc_val:0.6044624746450304
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 375 | test Loss: 4.123437
ACC_test:0.7333333333333333
auc_test:0.6618165784832452
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 376 | Training Loss: 3.971355
ACC_train:0.8586278586278586
auc_train:0.918490058174872
f1_weighted_train:0.8474680083259171
f1_macro_train:0.7970161850858901
 ==  Epoch: 376 | val Loss: 4.158612
ACC_val:0.6942148760330579
auc_val:0.6048005409060176
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 376 | test Loss: 4.123366
ACC_test:0.7333333333333333
auc_test:0.6622574955908289
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 377 | Training Loss: 3.969136
ACC_train:0.8586278586278586
auc_train:0.9187722497178085
f1_weighted_train:0.8474680083259171
f1_macro_train:0.7970161850858901
 ==  Epoch: 377 | val Loss: 4.158655
ACC_val:0.6942148760330579
auc_val:0.6044624746450304
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 377 | test Loss: 4.123267
ACC_test:0.7333333333333333
auc_test:0.6626984126984128
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 378 | Training Loss: 3.968510
ACC_train:0.8565488565488566
auc_train:0.9197490665972041
f1_weighted_train:0.8455387938392918
f1_macro_train:0.7947051000525778
 ==  Epoch: 378 | val Loss: 4.158693
ACC_val:0.6942148760330579
auc_val:0.6041244083840432
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 378 | test Loss: 4.123175
ACC_test:0.7333333333333333
auc_test:0.6629188712522046
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 379 | Training Loss: 3.968014
ACC_train:0.8607068607068608
auc_train:0.9201832074324912
f1_weighted_train:0.8506140854451112
f1_macro_train:0.8019444802940074
 ==  Epoch: 379 | val Loss: 4.158744
ACC_val:0.6942148760330579
auc_val:0.6044624746450304
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 379 | test Loss: 4.123082
ACC_test:0.7333333333333333
auc_test:0.6631393298059964
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 380 | Training Loss: 3.967244
ACC_train:0.8648648648648649
auc_train:0.9213553876877659
f1_weighted_train:0.8544930666602025
f1_macro_train:0.8066062536727183
 ==  Epoch: 380 | val Loss: 4.158770
ACC_val:0.6942148760330579
auc_val:0.6041244083840432
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 380 | test Loss: 4.122949
ACC_test:0.7333333333333333
auc_test:0.6640211640211641
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 381 | Training Loss: 3.966215
ACC_train:0.8586278586278586
auc_train:0.9207258834765999
f1_weighted_train:0.8480828245551535
f1_macro_train:0.7983377725165237
 ==  Epoch: 381 | val Loss: 4.158855
ACC_val:0.6942148760330579
auc_val:0.6048005409060175
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 381 | test Loss: 4.122855
ACC_test:0.7333333333333333
auc_test:0.6640211640211641
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 382 | Training Loss: 3.966294
ACC_train:0.8565488565488566
auc_train:0.9216592862724667
f1_weighted_train:0.8455387938392918
f1_macro_train:0.7947051000525778
 ==  Epoch: 382 | val Loss: 4.158914
ACC_val:0.6942148760330579
auc_val:0.6054766734279919
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 382 | test Loss: 4.122759
ACC_test:0.7333333333333333
auc_test:0.6640211640211641
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 383 | Training Loss: 3.966690
ACC_train:0.8586278586278586
auc_train:0.9213770947295303
f1_weighted_train:0.8474680083259171
f1_macro_train:0.7970161850858901
 ==  Epoch: 383 | val Loss: 4.158976
ACC_val:0.6942148760330579
auc_val:0.6054766734279919
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 383 | test Loss: 4.122638
ACC_test:0.7333333333333333
auc_test:0.6642416225749559
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 384 | Training Loss: 3.966112
ACC_train:0.8586278586278586
auc_train:0.9226795172353912
f1_weighted_train:0.8474680083259171
f1_macro_train:0.7970161850858901
 ==  Epoch: 384 | val Loss: 4.159089
ACC_val:0.6942148760330579
auc_val:0.6061528059499662
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 384 | test Loss: 4.122557
ACC_test:0.7333333333333333
auc_test:0.6640211640211641
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 385 | Training Loss: 3.965505
ACC_train:0.8565488565488566
auc_train:0.9217678214812884
f1_weighted_train:0.8461548044136219
f1_macro_train:0.7960323752281568
 ==  Epoch: 385 | val Loss: 4.159113
ACC_val:0.6942148760330579
auc_val:0.6061528059499662
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 385 | test Loss: 4.122465
ACC_test:0.7333333333333333
auc_test:0.6638007054673721
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 386 | Training Loss: 3.964696
ACC_train:0.8669438669438669
auc_train:0.9236780411565513
f1_weighted_train:0.8570191289930859
f1_macro_train:0.8102002564861399
 ==  Epoch: 386 | val Loss: 4.159146
ACC_val:0.6942148760330579
auc_val:0.6061528059499661
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 386 | test Loss: 4.122371
ACC_test:0.7333333333333333
auc_test:0.6640211640211641
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 387 | Training Loss: 3.964227
ACC_train:0.8544698544698545
auc_train:0.9226795172353911
f1_weighted_train:0.8436146723361875
f1_macro_train:0.7924065305317154
 ==  Epoch: 387 | val Loss: 4.159158
ACC_val:0.6942148760330579
auc_val:0.6068289384719405
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 387 | test Loss: 4.122295
ACC_test:0.7333333333333333
auc_test:0.6640211640211641
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 388 | Training Loss: 3.963627
ACC_train:0.8648648648648649
auc_train:0.9237648693236087
f1_weighted_train:0.8550733664766003
f1_macro_train:0.8078565853598578
 ==  Epoch: 388 | val Loss: 4.159227
ACC_val:0.6942148760330579
auc_val:0.6068289384719405
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 388 | test Loss: 4.122173
ACC_test:0.7333333333333333
auc_test:0.6649029982363316
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 389 | Training Loss: 3.963502
ACC_train:0.8586278586278586
auc_train:0.9242641312841886
f1_weighted_train:0.8480828245551535
f1_macro_train:0.7983377725165237
 ==  Epoch: 389 | val Loss: 4.159294
ACC_val:0.6942148760330579
auc_val:0.6061528059499661
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 389 | test Loss: 4.122057
ACC_test:0.7333333333333333
auc_test:0.6653439153439153
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 390 | Training Loss: 3.961876
ACC_train:0.8586278586278586
auc_train:0.9242858383259529
f1_weighted_train:0.8486822713237806
f1_macro_train:0.7996324430286694
 ==  Epoch: 390 | val Loss: 4.159375
ACC_val:0.6942148760330579
auc_val:0.6054766734279919
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 390 | test Loss: 4.121966
ACC_test:0.7333333333333333
auc_test:0.6657848324514992
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 391 | Training Loss: 3.962236
ACC_train:0.8565488565488566
auc_train:0.924047060866545
f1_weighted_train:0.8449069885886921
f1_macro_train:0.7933501447651068
 ==  Epoch: 391 | val Loss: 4.159403
ACC_val:0.6942148760330579
auc_val:0.605814739688979
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 391 | test Loss: 4.121896
ACC_test:0.7333333333333333
auc_test:0.666005291005291
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 392 | Training Loss: 3.962064
ACC_train:0.8648648648648649
auc_train:0.9248285143700616
f1_weighted_train:0.8544930666602025
f1_macro_train:0.8066062536727183
 ==  Epoch: 392 | val Loss: 4.159470
ACC_val:0.6942148760330579
auc_val:0.6051386071670047
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 392 | test Loss: 4.121801
ACC_test:0.7333333333333333
auc_test:0.6668871252204586
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 393 | Training Loss: 3.960968
ACC_train:0.8607068607068608
auc_train:0.925783624207693
f1_weighted_train:0.8506140854451112
f1_macro_train:0.8019444802940074
 ==  Epoch: 393 | val Loss: 4.159539
ACC_val:0.6942148760330579
auc_val:0.6051386071670047
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 393 | test Loss: 4.121680
ACC_test:0.7333333333333333
auc_test:0.6671075837742504
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 394 | Training Loss: 3.960002
ACC_train:0.8627858627858628
auc_train:0.9260658157506294
f1_weighted_train:0.8525509767741196
f1_macro_train:0.8042690145013317
 ==  Epoch: 394 | val Loss: 4.159580
ACC_val:0.6942148760330579
auc_val:0.6048005409060175
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 394 | test Loss: 4.121559
ACC_test:0.7333333333333333
auc_test:0.6673280423280423
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 395 | Training Loss: 3.960208
ACC_train:0.8669438669438669
auc_train:0.9269775115047323
f1_weighted_train:0.8575833141870878
f1_macro_train:0.811418769909336
 ==  Epoch: 395 | val Loss: 4.159627
ACC_val:0.6942148760330579
auc_val:0.6048005409060175
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 395 | test Loss: 4.121475
ACC_test:0.7333333333333333
auc_test:0.6671075837742505
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 396 | Training Loss: 3.958643
ACC_train:0.8690228690228691
auc_train:0.9265216636276807
f1_weighted_train:0.8600810310741246
f1_macro_train:0.8149559418909265
 ==  Epoch: 396 | val Loss: 4.159677
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 396 | test Loss: 4.121381
ACC_test:0.7333333333333333
auc_test:0.6671075837742505
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 397 | Training Loss: 3.958619
ACC_train:0.8669438669438669
auc_train:0.9272597030476687
f1_weighted_train:0.8570191289930859
f1_macro_train:0.8102002564861399
 ==  Epoch: 397 | val Loss: 4.159668
ACC_val:0.6942148760330579
auc_val:0.6041244083840432
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 397 | test Loss: 4.121229
ACC_test:0.7333333333333333
auc_test:0.6675485008818342
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 398 | Training Loss: 3.959036
ACC_train:0.8648648648648649
auc_train:0.927780672050013
f1_weighted_train:0.8550733664766003
f1_macro_train:0.8078565853598578
 ==  Epoch: 398 | val Loss: 4.159807
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 398 | test Loss: 4.121211
ACC_test:0.7333333333333333
auc_test:0.6675485008818342
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 399 | Training Loss: 3.957863
ACC_train:0.8627858627858628
auc_train:0.9278240861335417
f1_weighted_train:0.8525509767741196
f1_macro_train:0.8042690145013317
 ==  Epoch: 399 | val Loss: 4.159887
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 399 | test Loss: 4.121193
ACC_test:0.7333333333333333
auc_test:0.6675485008818342
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 400 | Training Loss: 3.955428
ACC_train:0.8607068607068608
auc_train:0.9290613875141096
f1_weighted_train:0.8511972870153388
f1_macro_train:0.8032071128046361
 ==  Epoch: 400 | val Loss: 4.159912
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 400 | test Loss: 4.121121
ACC_test:0.7333333333333333
auc_test:0.6668871252204586
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 401 | Training Loss: 3.956572
ACC_train:0.8648648648648649
auc_train:0.9282799340105929
f1_weighted_train:0.8544930666602025
f1_macro_train:0.8066062536727183
 ==  Epoch: 401 | val Loss: 4.159931
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 401 | test Loss: 4.121024
ACC_test:0.7333333333333333
auc_test:0.6668871252204586
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 402 | Training Loss: 3.956355
ACC_train:0.8627858627858628
auc_train:0.928019449509421
f1_weighted_train:0.8525509767741196
f1_macro_train:0.8042690145013317
 ==  Epoch: 402 | val Loss: 4.159950
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 402 | test Loss: 4.120933
ACC_test:0.7333333333333333
auc_test:0.6671075837742504
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 403 | Training Loss: 3.956098
ACC_train:0.8648648648648649
auc_train:0.9283233480941216
f1_weighted_train:0.8556391590447318
f1_macro_train:0.8090815273477812
 ==  Epoch: 403 | val Loss: 4.160024
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 403 | test Loss: 4.120864
ACC_test:0.7333333333333333
auc_test:0.6671075837742504
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 404 | Training Loss: 3.955550
ACC_train:0.8648648648648649
auc_train:0.9295172353911609
f1_weighted_train:0.8550733664766003
f1_macro_train:0.8078565853598578
 ==  Epoch: 404 | val Loss: 4.160109
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 404 | test Loss: 4.120811
ACC_test:0.7333333333333333
auc_test:0.6671075837742505
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 405 | Training Loss: 3.954339
ACC_train:0.8648648648648649
auc_train:0.9302335677693843
f1_weighted_train:0.8550733664766003
f1_macro_train:0.8078565853598578
 ==  Epoch: 405 | val Loss: 4.160149
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 405 | test Loss: 4.120701
ACC_test:0.7333333333333333
auc_test:0.6675485008818342
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 406 | Training Loss: 3.953904
ACC_train:0.8648648648648649
auc_train:0.9299730832682123
f1_weighted_train:0.8550733664766003
f1_macro_train:0.8078565853598578
 ==  Epoch: 406 | val Loss: 4.160179
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 406 | test Loss: 4.120598
ACC_test:0.7333333333333333
auc_test:0.6675485008818342
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 407 | Training Loss: 3.953407
ACC_train:0.8711018711018711
auc_train:0.9312537987323087
f1_weighted_train:0.8620338356187413
f1_macro_train:0.8173119333496692
 ==  Epoch: 407 | val Loss: 4.160156
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 407 | test Loss: 4.120497
ACC_test:0.7333333333333333
auc_test:0.6677689594356261
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 408 | Training Loss: 3.953108
ACC_train:0.8669438669438669
auc_train:0.9322523226534689
f1_weighted_train:0.8575833141870878
f1_macro_train:0.811418769909336
 ==  Epoch: 408 | val Loss: 4.160218
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 408 | test Loss: 4.120434
ACC_test:0.7333333333333333
auc_test:0.667989417989418
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 409 | Training Loss: 3.953707
ACC_train:0.8669438669438669
auc_train:0.9303638100199705
f1_weighted_train:0.8581333932685284
f1_macro_train:0.8126126126126125
 ==  Epoch: 409 | val Loss: 4.160300
ACC_val:0.6942148760330579
auc_val:0.6024340770791075
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 409 | test Loss: 4.120379
ACC_test:0.7333333333333333
auc_test:0.6679894179894179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 410 | Training Loss: 3.952735
ACC_train:0.8648648648648649
auc_train:0.9318181818181818
f1_weighted_train:0.8556391590447318
f1_macro_train:0.8090815273477812
 ==  Epoch: 410 | val Loss: 4.160269
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 410 | test Loss: 4.120224
ACC_test:0.7333333333333333
auc_test:0.6688712522045855
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 411 | Training Loss: 3.951031
ACC_train:0.8731808731808732
auc_train:0.9334679169922723
f1_weighted_train:0.8645229031035175
f1_macro_train:0.8208303564340717
 ==  Epoch: 411 | val Loss: 4.160420
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 411 | test Loss: 4.120186
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 412 | Training Loss: 3.951354
ACC_train:0.8669438669438669
auc_train:0.9322089085699401
f1_weighted_train:0.8581333932685284
f1_macro_train:0.8126126126126125
 ==  Epoch: 412 | val Loss: 4.160435
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 412 | test Loss: 4.120114
ACC_test:0.7333333333333333
auc_test:0.6679894179894179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 413 | Training Loss: 3.950469
ACC_train:0.8711018711018711
auc_train:0.9318615959017106
f1_weighted_train:0.8625667247288868
f1_macro_train:0.8184684684684684
 ==  Epoch: 413 | val Loss: 4.160453
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 413 | test Loss: 4.120009
ACC_test:0.7333333333333333
auc_test:0.6682098765432098
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 414 | Training Loss: 3.950424
ACC_train:0.8731808731808732
auc_train:0.9327515846140488
f1_weighted_train:0.8650405992469258
f1_macro_train:0.8219567103770092
 ==  Epoch: 414 | val Loss: 4.160498
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 414 | test Loss: 4.119935
ACC_test:0.7333333333333333
auc_test:0.6684303350970018
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 415 | Training Loss: 3.948980
ACC_train:0.8711018711018711
auc_train:0.9342059564122601
f1_weighted_train:0.8625667247288868
f1_macro_train:0.8184684684684684
 ==  Epoch: 415 | val Loss: 4.160573
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 415 | test Loss: 4.119842
ACC_test:0.7333333333333333
auc_test:0.6684303350970018
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 416 | Training Loss: 3.949399
ACC_train:0.8752598752598753
auc_train:0.9340974212034384
f1_weighted_train:0.8670000561892454
f1_macro_train:0.8243243243243243
 ==  Epoch: 416 | val Loss: 4.160619
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6499816044261235
f1_macro_val:0.526594057312044
 ==  Epoch: 416 | test Loss: 4.119785
ACC_test:0.7333333333333333
auc_test:0.6688712522045855
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 417 | Training Loss: 3.947815
ACC_train:0.8752598752598753
auc_train:0.9356169141269427
f1_weighted_train:0.8670000561892454
f1_macro_train:0.8243243243243243
 ==  Epoch: 417 | val Loss: 4.160622
ACC_val:0.7024793388429752
auc_val:0.6024340770791075
f1_weighted_val:0.6628719008264462
f1_macro_val:0.54625
 ==  Epoch: 417 | test Loss: 4.119666
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 418 | Training Loss: 3.948512
ACC_train:0.8711018711018711
auc_train:0.9340757141616741
f1_weighted_train:0.8625667247288868
f1_macro_train:0.8184684684684684
 ==  Epoch: 418 | val Loss: 4.160722
ACC_val:0.7024793388429752
auc_val:0.6020960108181203
f1_weighted_val:0.6628719008264462
f1_macro_val:0.54625
 ==  Epoch: 418 | test Loss: 4.119586
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 419 | Training Loss: 3.947509
ACC_train:0.8731808731808732
auc_train:0.9347920465398974
f1_weighted_train:0.8650405992469258
f1_macro_train:0.8219567103770092
 ==  Epoch: 419 | val Loss: 4.160772
ACC_val:0.7024793388429752
auc_val:0.6020960108181203
f1_weighted_val:0.6628719008264462
f1_macro_val:0.54625
 ==  Epoch: 419 | test Loss: 4.119497
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 420 | Training Loss: 3.946541
ACC_train:0.8731808731808732
auc_train:0.9339237648693237
f1_weighted_train:0.8650405992469258
f1_macro_train:0.8219567103770092
 ==  Epoch: 420 | val Loss: 4.160828
ACC_val:0.7024793388429752
auc_val:0.6024340770791076
f1_weighted_val:0.6628719008264462
f1_macro_val:0.54625
 ==  Epoch: 420 | test Loss: 4.119406
ACC_test:0.7333333333333333
auc_test:0.6690917107583775
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 421 | Training Loss: 3.946560
ACC_train:0.8731808731808732
auc_train:0.9352913085004775
f1_weighted_train:0.8655453407692214
f1_macro_train:0.8230604552992613
 ==  Epoch: 421 | val Loss: 4.160938
ACC_val:0.7024793388429752
auc_val:0.6024340770791076
f1_weighted_val:0.6628719008264462
f1_macro_val:0.54625
 ==  Epoch: 421 | test Loss: 4.119324
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 422 | Training Loss: 3.945982
ACC_train:0.8711018711018711
auc_train:0.9356603282104715
f1_weighted_train:0.8625667247288868
f1_macro_train:0.8184684684684684
 ==  Epoch: 422 | val Loss: 4.160962
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 422 | test Loss: 4.119190
ACC_test:0.7333333333333333
auc_test:0.6684303350970018
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 423 | Training Loss: 3.945240
ACC_train:0.8669438669438669
auc_train:0.9361161760875228
f1_weighted_train:0.8581333932685284
f1_macro_train:0.8126126126126125
 ==  Epoch: 423 | val Loss: 4.160992
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 423 | test Loss: 4.119122
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 424 | Training Loss: 3.945429
ACC_train:0.8752598752598753
auc_train:0.9357254493357645
f1_weighted_train:0.8675028553077333
f1_macro_train:0.8254210220673635
 ==  Epoch: 424 | val Loss: 4.161057
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 424 | test Loss: 4.119058
ACC_test:0.7333333333333333
auc_test:0.6686507936507936
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 425 | Training Loss: 3.944662
ACC_train:0.8794178794178794
auc_train:0.9361595901710515
f1_weighted_train:0.8723932981580154
f1_macro_train:0.83227924201616
 ==  Epoch: 425 | val Loss: 4.161082
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 425 | test Loss: 4.118973
ACC_test:0.7333333333333333
auc_test:0.6682098765432098
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 426 | Training Loss: 3.943854
ACC_train:0.8773388773388774
auc_train:0.936072762003994
f1_weighted_train:0.8689647751329105
f1_macro_train:0.8267047709772168
 ==  Epoch: 426 | val Loss: 4.161196
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 426 | test Loss: 4.118893
ACC_test:0.7333333333333333
auc_test:0.6686507936507937
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 427 | Training Loss: 3.943376
ACC_train:0.8814968814968815
auc_train:0.937874446470435
f1_weighted_train:0.8738903960176192
f1_macro_train:0.833631680188353
 ==  Epoch: 427 | val Loss: 4.161189
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 427 | test Loss: 4.118728
ACC_test:0.7333333333333333
auc_test:0.6695326278659612
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 428 | Training Loss: 3.942407
ACC_train:0.8773388773388774
auc_train:0.9378961535121993
f1_weighted_train:0.8699536902521976
f1_macro_train:0.8288617518468264
 ==  Epoch: 428 | val Loss: 4.161279
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 428 | test Loss: 4.118666
ACC_test:0.7333333333333333
auc_test:0.6688712522045855
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 429 | Training Loss: 3.942166
ACC_train:0.8773388773388774
auc_train:0.9385039506816011
f1_weighted_train:0.8699536902521976
f1_macro_train:0.8288617518468264
 ==  Epoch: 429 | val Loss: 4.161326
ACC_val:0.6942148760330579
auc_val:0.6014198782961461
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 429 | test Loss: 4.118599
ACC_test:0.7333333333333333
auc_test:0.6688712522045855
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 430 | Training Loss: 3.941254
ACC_train:0.8794178794178794
auc_train:0.9383737084310151
f1_weighted_train:0.8719194267974755
f1_macro_train:0.8312403213317847
 ==  Epoch: 430 | val Loss: 4.161352
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 430 | test Loss: 4.118494
ACC_test:0.7333333333333333
auc_test:0.6693121693121693
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 431 | Training Loss: 3.942528
ACC_train:0.8794178794178794
auc_train:0.9384171225145438
f1_weighted_train:0.8719194267974755
f1_macro_train:0.8312403213317847
 ==  Epoch: 431 | val Loss: 4.161383
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 431 | test Loss: 4.118413
ACC_test:0.7333333333333333
auc_test:0.6697530864197531
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 432 | Training Loss: 3.940006
ACC_train:0.8877338877338877
auc_train:0.9401102717721629
f1_weighted_train:0.8807525697769601
f1_macro_train:0.8428789198606272
 ==  Epoch: 432 | val Loss: 4.161408
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 432 | test Loss: 4.118279
ACC_test:0.7333333333333333
auc_test:0.669973544973545
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 433 | Training Loss: 3.940936
ACC_train:0.8814968814968815
auc_train:0.9393288182686463
f1_weighted_train:0.874362039735174
f1_macro_train:0.8346630483943916
 ==  Epoch: 433 | val Loss: 4.161413
ACC_val:0.6942148760330579
auc_val:0.6024340770791075
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 433 | test Loss: 4.118216
ACC_test:0.7333333333333333
auc_test:0.669973544973545
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 434 | Training Loss: 3.940396
ACC_train:0.8814968814968815
auc_train:0.938004688721021
f1_weighted_train:0.874362039735174
f1_macro_train:0.8346630483943916
 ==  Epoch: 434 | val Loss: 4.161419
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 434 | test Loss: 4.118147
ACC_test:0.7333333333333333
auc_test:0.669973544973545
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 435 | Training Loss: 3.939719
ACC_train:0.8814968814968815
auc_train:0.9401970999392202
f1_weighted_train:0.874362039735174
f1_macro_train:0.8346630483943916
 ==  Epoch: 435 | val Loss: 4.161544
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 435 | test Loss: 4.118075
ACC_test:0.7333333333333333
auc_test:0.669973544973545
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 436 | Training Loss: 3.939996
ACC_train:0.8856548856548857
auc_train:0.9396978379786404
f1_weighted_train:0.878315294402966
f1_macro_train:0.8394691650940247
 ==  Epoch: 436 | val Loss: 4.161649
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 436 | test Loss: 4.118004
ACC_test:0.7333333333333333
auc_test:0.6697530864197532
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 437 | Training Loss: 3.936471
ACC_train:0.8856548856548857
auc_train:0.9410002604845012
f1_weighted_train:0.8796466530013536
f1_macro_train:0.8423956105494557
 ==  Epoch: 437 | val Loss: 4.161637
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 437 | test Loss: 4.117899
ACC_test:0.7333333333333333
auc_test:0.669973544973545
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 438 | Training Loss: 3.937630
ACC_train:0.8794178794178794
auc_train:0.9410436745680298
f1_weighted_train:0.8723932981580154
f1_macro_train:0.83227924201616
 ==  Epoch: 438 | val Loss: 4.161701
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 438 | test Loss: 4.117816
ACC_test:0.7333333333333333
auc_test:0.6704144620811288
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 439 | Training Loss: 3.937368
ACC_train:0.8856548856548857
auc_train:0.9417165928627247
f1_weighted_train:0.8787703892181504
f1_macro_train:0.8404643449419569
 ==  Epoch: 439 | val Loss: 4.161758
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 439 | test Loss: 4.117750
ACC_test:0.7333333333333333
auc_test:0.6708553791887125
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 440 | Training Loss: 3.936643
ACC_train:0.8835758835758836
auc_train:0.9415212294868456
f1_weighted_train:0.8767935292560148
f1_macro_train:0.8380627164293959
 ==  Epoch: 440 | val Loss: 4.161793
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 440 | test Loss: 4.117645
ACC_test:0.7333333333333333
auc_test:0.6706349206349206
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 441 | Training Loss: 3.936498
ACC_train:0.8814968814968815
auc_train:0.9413909872362595
f1_weighted_train:0.8748218699131223
f1_macro_train:0.8356738290029668
 ==  Epoch: 441 | val Loss: 4.161834
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 441 | test Loss: 4.117573
ACC_test:0.7333333333333333
auc_test:0.6706349206349207
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 442 | Training Loss: 3.935767
ACC_train:0.8877338877338877
auc_train:0.9413475731527307
f1_weighted_train:0.8811937603540144
f1_macro_train:0.8438461908426318
 ==  Epoch: 442 | val Loss: 4.161844
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 442 | test Loss: 4.117479
ACC_test:0.7333333333333333
auc_test:0.6712962962962964
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 443 | Training Loss: 3.934786
ACC_train:0.8877338877338877
auc_train:0.9418902491968395
f1_weighted_train:0.8816238935269481
f1_macro_train:0.8447942062240068
 ==  Epoch: 443 | val Loss: 4.161926
ACC_val:0.6942148760330579
auc_val:0.6037863421230562
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 443 | test Loss: 4.117435
ACC_test:0.7333333333333333
auc_test:0.6712962962962964
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 444 | Training Loss: 3.935753
ACC_train:0.8835758835758836
auc_train:0.941803421029782
f1_weighted_train:0.8758667191099624
f1_macro_train:0.836036036036036
 ==  Epoch: 444 | val Loss: 4.162005
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 444 | test Loss: 4.117361
ACC_test:0.7333333333333333
auc_test:0.6712962962962964
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 445 | Training Loss: 3.933882
ACC_train:0.8814968814968815
auc_train:0.9425197534080056
f1_weighted_train:0.874362039735174
f1_macro_train:0.8346630483943916
 ==  Epoch: 445 | val Loss: 4.161988
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 445 | test Loss: 4.117274
ACC_test:0.7333333333333333
auc_test:0.671957671957672
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 446 | Training Loss: 3.933896
ACC_train:0.8877338877338877
auc_train:0.942736823825649
f1_weighted_train:0.8816238935269481
f1_macro_train:0.8447942062240068
 ==  Epoch: 446 | val Loss: 4.161994
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 446 | test Loss: 4.117176
ACC_test:0.7333333333333333
auc_test:0.671957671957672
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 447 | Training Loss: 3.934047
ACC_train:0.8877338877338877
auc_train:0.9422809759485977
f1_weighted_train:0.8816238935269481
f1_macro_train:0.8447942062240068
 ==  Epoch: 447 | val Loss: 4.162088
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 447 | test Loss: 4.117091
ACC_test:0.7333333333333333
auc_test:0.6723985890652557
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 448 | Training Loss: 3.933828
ACC_train:0.8898128898128899
auc_train:0.9413258661109664
f1_weighted_train:0.8831787387011266
f1_macro_train:0.8462656414895221
 ==  Epoch: 448 | val Loss: 4.162154
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 448 | test Loss: 4.117015
ACC_test:0.7333333333333333
auc_test:0.671957671957672
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 449 | Training Loss: 3.932647
ACC_train:0.8877338877338877
auc_train:0.94304072241035
f1_weighted_train:0.8816238935269481
f1_macro_train:0.8447942062240068
 ==  Epoch: 449 | val Loss: 4.162199
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 449 | test Loss: 4.116938
ACC_test:0.7333333333333333
auc_test:0.6723985890652556
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 450 | Training Loss: 3.931949
ACC_train:0.8877338877338877
auc_train:0.9442780237909179
f1_weighted_train:0.8811937603540144
f1_macro_train:0.8438461908426318
 ==  Epoch: 450 | val Loss: 4.162291
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 450 | test Loss: 4.116871
ACC_test:0.74
auc_test:0.6723985890652556
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 451 | Training Loss: 3.929759
ACC_train:0.8877338877338877
auc_train:0.9440609533732743
f1_weighted_train:0.8816238935269481
f1_macro_train:0.8447942062240068
 ==  Epoch: 451 | val Loss: 4.162267
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 451 | test Loss: 4.116777
ACC_test:0.7333333333333333
auc_test:0.6726190476190476
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 452 | Training Loss: 3.929208
ACC_train:0.8877338877338877
auc_train:0.9444950942085613
f1_weighted_train:0.8816238935269481
f1_macro_train:0.8447942062240068
 ==  Epoch: 452 | val Loss: 4.162286
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 452 | test Loss: 4.116696
ACC_test:0.74
auc_test:0.6726190476190476
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 453 | Training Loss: 3.928945
ACC_train:0.8898128898128899
auc_train:0.9446253364591474
f1_weighted_train:0.8836063000946577
f1_macro_train:0.8472054901255657
 ==  Epoch: 453 | val Loss: 4.162341
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 453 | test Loss: 4.116618
ACC_test:0.74
auc_test:0.6721781305114639
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 454 | Training Loss: 3.928977
ACC_train:0.8898128898128899
auc_train:0.9464270209255882
f1_weighted_train:0.8831787387011266
f1_macro_train:0.8462656414895221
 ==  Epoch: 454 | val Loss: 4.162422
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 454 | test Loss: 4.116569
ACC_test:0.74
auc_test:0.6723985890652556
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 455 | Training Loss: 3.928483
ACC_train:0.8898128898128899
auc_train:0.9447989927932621
f1_weighted_train:0.8836063000946577
f1_macro_train:0.8472054901255657
 ==  Epoch: 455 | val Loss: 4.162469
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 455 | test Loss: 4.116455
ACC_test:0.74
auc_test:0.6723985890652556
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 456 | Training Loss: 3.928160
ACC_train:0.8898128898128899
auc_train:0.9463184857167666
f1_weighted_train:0.8836063000946577
f1_macro_train:0.8472054901255657
 ==  Epoch: 456 | val Loss: 4.162579
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 456 | test Loss: 4.116409
ACC_test:0.74
auc_test:0.6728395061728395
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 457 | Training Loss: 3.928764
ACC_train:0.8918918918918919
auc_train:0.9456238603803073
f1_weighted_train:0.8860081937666908
f1_macro_train:0.850542568956451
 ==  Epoch: 457 | val Loss: 4.162605
ACC_val:0.6942148760330579
auc_val:0.6024340770791075
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 457 | test Loss: 4.116273
ACC_test:0.74
auc_test:0.6726190476190476
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 458 | Training Loss: 3.926913
ACC_train:0.8856548856548857
auc_train:0.9455804462967787
f1_weighted_train:0.87921408500389
f1_macro_train:0.8414396595642663
 ==  Epoch: 458 | val Loss: 4.162684
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 458 | test Loss: 4.116159
ACC_test:0.74
auc_test:0.6730599647266314
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 459 | Training Loss: 3.927405
ACC_train:0.8856548856548857
auc_train:0.9457541026308935
f1_weighted_train:0.8787703892181504
f1_macro_train:0.8404643449419569
 ==  Epoch: 459 | val Loss: 4.162782
ACC_val:0.6942148760330579
auc_val:0.6024340770791075
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 459 | test Loss: 4.116099
ACC_test:0.74
auc_test:0.673721340388007
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 460 | Training Loss: 3.925794
ACC_train:0.8918918918918919
auc_train:0.9455370322132499
f1_weighted_train:0.886412000025685
f1_macro_train:0.8514373960560703
 ==  Epoch: 460 | val Loss: 4.162753
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 460 | test Loss: 4.116022
ACC_test:0.74
auc_test:0.6746031746031745
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 461 | Training Loss: 3.926235
ACC_train:0.893970893970894
auc_train:0.9467960406355822
f1_weighted_train:0.8887906562325167
f1_macro_train:0.854726668680157
 ==  Epoch: 461 | val Loss: 4.162822
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 461 | test Loss: 4.115938
ACC_test:0.74
auc_test:0.6741622574955908
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 462 | Training Loss: 3.925439
ACC_train:0.8918918918918919
auc_train:0.9469914040114613
f1_weighted_train:0.886412000025685
f1_macro_train:0.8514373960560703
 ==  Epoch: 462 | val Loss: 4.162894
ACC_val:0.6942148760330579
auc_val:0.6014198782961461
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 462 | test Loss: 4.115856
ACC_test:0.74
auc_test:0.6739417989417988
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 463 | Training Loss: 3.925319
ACC_train:0.8918918918918919
auc_train:0.9474472518885128
f1_weighted_train:0.8860081937666908
f1_macro_train:0.850542568956451
 ==  Epoch: 463 | val Loss: 4.162926
ACC_val:0.6942148760330579
auc_val:0.6014198782961461
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 463 | test Loss: 4.115750
ACC_test:0.74
auc_test:0.6746031746031745
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 464 | Training Loss: 3.924760
ACC_train:0.8898128898128899
auc_train:0.9477294434314492
f1_weighted_train:0.8840231383467589
f1_macro_train:0.8481266792567483
 ==  Epoch: 464 | val Loss: 4.162968
ACC_val:0.6942148760330579
auc_val:0.6014198782961461
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 464 | test Loss: 4.115684
ACC_test:0.74
auc_test:0.6748236331569665
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 465 | Training Loss: 3.923349
ACC_train:0.896049896049896
auc_train:0.9478162715985065
f1_weighted_train:0.8903924940064335
f1_macro_train:0.8562909316888954
 ==  Epoch: 465 | val Loss: 4.163031
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 465 | test Loss: 4.115602
ACC_test:0.74
auc_test:0.6750440917107583
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 466 | Training Loss: 3.923075
ACC_train:0.8918918918918919
auc_train:0.9483589476426152
f1_weighted_train:0.886805653078681
f1_macro_train:0.8523145961265943
 ==  Epoch: 466 | val Loss: 4.163136
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 466 | test Loss: 4.115610
ACC_test:0.74
auc_test:0.6748236331569665
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 467 | Training Loss: 3.923409
ACC_train:0.8981288981288982
auc_train:0.9476426152643918
f1_weighted_train:0.8927761090375697
f1_macro_train:0.8595888166713332
 ==  Epoch: 467 | val Loss: 4.163171
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 467 | test Loss: 4.115564
ACC_test:0.74
auc_test:0.6750440917107583
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 468 | Training Loss: 3.922762
ACC_train:0.896049896049896
auc_train:0.9482721194755579
f1_weighted_train:0.8907807692554662
f1_macro_train:0.8571513423616061
 ==  Epoch: 468 | val Loss: 4.163272
ACC_val:0.6942148760330579
auc_val:0.6024340770791076
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 468 | test Loss: 4.115468
ACC_test:0.74
auc_test:0.6752645502645503
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 469 | Training Loss: 3.921669
ACC_train:0.896049896049896
auc_train:0.9490969870626031
f1_weighted_train:0.8903924940064335
f1_macro_train:0.8562909316888954
 ==  Epoch: 469 | val Loss: 4.163336
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 469 | test Loss: 4.115396
ACC_test:0.74
auc_test:0.6754850088183421
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 470 | Training Loss: 3.920382
ACC_train:0.893970893970894
auc_train:0.9488147955196666
f1_weighted_train:0.8883996236921643
f1_macro_train:0.8538577479640408
 ==  Epoch: 470 | val Loss: 4.163357
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 470 | test Loss: 4.115303
ACC_test:0.74
auc_test:0.675705467372134
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 471 | Training Loss: 3.920046
ACC_train:0.896049896049896
auc_train:0.949335764522011
f1_weighted_train:0.8907807692554662
f1_macro_train:0.8571513423616061
 ==  Epoch: 471 | val Loss: 4.163505
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 471 | test Loss: 4.115240
ACC_test:0.74
auc_test:0.6754850088183421
f1_weighted_test:0.7081856540084389
f1_macro_test:0.6081977094635322
 ==  Epoch: 472 | Training Loss: 3.918646
ACC_train:0.8981288981288982
auc_train:0.9501389250672919
f1_weighted_train:0.8927761090375697
f1_macro_train:0.8595888166713332
 ==  Epoch: 472 | val Loss: 4.163498
ACC_val:0.6942148760330579
auc_val:0.6010818120351589
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 472 | test Loss: 4.115193
ACC_test:0.7333333333333333
auc_test:0.6754850088183421
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 473 | Training Loss: 3.919182
ACC_train:0.9022869022869023
auc_train:0.9505513588608144
f1_weighted_train:0.8975129577044763
f1_macro_train:0.8661206554503409
 ==  Epoch: 473 | val Loss: 4.163439
ACC_val:0.6942148760330579
auc_val:0.6014198782961461
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 473 | test Loss: 4.115087
ACC_test:0.7333333333333333
auc_test:0.6757054673721341
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 474 | Training Loss: 3.918258
ACC_train:0.9002079002079002
auc_train:0.9491186941043674
f1_weighted_train:0.895512910534167
f1_macro_train:0.863675011809164
 ==  Epoch: 474 | val Loss: 4.163531
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 474 | test Loss: 4.115024
ACC_test:0.7333333333333333
auc_test:0.6759259259259259
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 475 | Training Loss: 3.918384
ACC_train:0.896049896049896
auc_train:0.9495094208561258
f1_weighted_train:0.8907807692554662
f1_macro_train:0.8571513423616061
 ==  Epoch: 475 | val Loss: 4.163638
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 475 | test Loss: 4.114997
ACC_test:0.7333333333333333
auc_test:0.675925925925926
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 476 | Training Loss: 3.918172
ACC_train:0.896049896049896
auc_train:0.9493791786055397
f1_weighted_train:0.8915282569128722
f1_macro_train:0.8588217338217338
 ==  Epoch: 476 | val Loss: 4.163582
ACC_val:0.6942148760330579
auc_val:0.6020960108181204
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 476 | test Loss: 4.114900
ACC_test:0.7333333333333333
auc_test:0.6761463844797178
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 477 | Training Loss: 3.916541
ACC_train:0.8981288981288982
auc_train:0.9511808630719807
f1_weighted_train:0.8931518069684965
f1_macro_train:0.860423662065249
 ==  Epoch: 477 | val Loss: 4.163649
ACC_val:0.6942148760330579
auc_val:0.6020960108181203
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 477 | test Loss: 4.114830
ACC_test:0.7333333333333333
auc_test:0.6761463844797178
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 478 | Training Loss: 3.917487
ACC_train:0.8981288981288982
auc_train:0.9496179560649475
f1_weighted_train:0.8938750514213654
f1_macro_train:0.862044543299482
 ==  Epoch: 478 | val Loss: 4.163725
ACC_val:0.6942148760330579
auc_val:0.6020960108181203
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 478 | test Loss: 4.114721
ACC_test:0.7333333333333333
auc_test:0.675705467372134
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 479 | Training Loss: 3.915735
ACC_train:0.893970893970894
auc_train:0.9502474602761135
f1_weighted_train:0.8887906562325167
f1_macro_train:0.854726668680157
 ==  Epoch: 479 | val Loss: 4.163752
ACC_val:0.6942148760330579
auc_val:0.6017579445571332
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 479 | test Loss: 4.114576
ACC_test:0.7333333333333333
auc_test:0.675705467372134
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 480 | Training Loss: 3.916555
ACC_train:0.8981288981288982
auc_train:0.9505947729443431
f1_weighted_train:0.8935180488192728
f1_macro_train:0.8612421036518955
 ==  Epoch: 480 | val Loss: 4.163764
ACC_val:0.6942148760330579
auc_val:0.6024340770791075
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 480 | test Loss: 4.114479
ACC_test:0.7333333333333333
auc_test:0.675705467372134
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 481 | Training Loss: 3.916826
ACC_train:0.896049896049896
auc_train:0.9515064686984459
f1_weighted_train:0.8915282569128722
f1_macro_train:0.8588217338217338
 ==  Epoch: 481 | val Loss: 4.163810
ACC_val:0.6942148760330579
auc_val:0.6027721433400947
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 481 | test Loss: 4.114439
ACC_test:0.7333333333333333
auc_test:0.6754850088183421
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 482 | Training Loss: 3.916102
ACC_train:0.8981288981288982
auc_train:0.950833550403751
f1_weighted_train:0.8935180488192728
f1_macro_train:0.8612421036518955
 ==  Epoch: 482 | val Loss: 4.163871
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 482 | test Loss: 4.114404
ACC_test:0.7333333333333333
auc_test:0.6759259259259259
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 483 | Training Loss: 3.915507
ACC_train:0.8981288981288982
auc_train:0.9515932968655032
f1_weighted_train:0.8935180488192728
f1_macro_train:0.8612421036518955
 ==  Epoch: 483 | val Loss: 4.163835
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 483 | test Loss: 4.114344
ACC_test:0.7333333333333333
auc_test:0.675925925925926
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 484 | Training Loss: 3.913946
ACC_train:0.9064449064449065
auc_train:0.9515064686984458
f1_weighted_train:0.9025383125298253
f1_macro_train:0.8733062132342182
 ==  Epoch: 484 | val Loss: 4.163778
ACC_val:0.6942148760330579
auc_val:0.603786342123056
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 484 | test Loss: 4.114228
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 485 | Training Loss: 3.913859
ACC_train:0.9043659043659044
auc_train:0.9523096292437266
f1_weighted_train:0.8995183077150292
f1_macro_train:0.8685792349726777
 ==  Epoch: 485 | val Loss: 4.163882
ACC_val:0.6942148760330579
auc_val:0.603448275862069
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 485 | test Loss: 4.114219
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 486 | Training Loss: 3.914475
ACC_train:0.8981288981288982
auc_train:0.9523096292437266
f1_weighted_train:0.8938750514213654
f1_macro_train:0.862044543299482
 ==  Epoch: 486 | val Loss: 4.164042
ACC_val:0.6942148760330579
auc_val:0.6031102096010817
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 486 | test Loss: 4.114166
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 487 | Training Loss: 3.912858
ACC_train:0.9064449064449065
auc_train:0.9529391334548928
f1_weighted_train:0.9022104529972913
f1_macro_train:0.8725692788639856
 ==  Epoch: 487 | val Loss: 4.164086
ACC_val:0.6859504132231405
auc_val:0.6027721433400947
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 487 | test Loss: 4.114042
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 488 | Training Loss: 3.911468
ACC_train:0.9043659043659044
auc_train:0.9515932968655032
f1_weighted_train:0.8998665392619101
f1_macro_train:0.8693552196504488
 ==  Epoch: 488 | val Loss: 4.164176
ACC_val:0.6859504132231405
auc_val:0.6031102096010819
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 488 | test Loss: 4.113967
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 489 | Training Loss: 3.912224
ACC_train:0.9043659043659044
auc_train:0.9530476686637146
f1_weighted_train:0.8995183077150292
f1_macro_train:0.8685792349726777
 ==  Epoch: 489 | val Loss: 4.164266
ACC_val:0.6942148760330579
auc_val:0.6031102096010819
f1_weighted_val:0.6568589272063807
f1_macro_val:0.5403962632173288
 ==  Epoch: 489 | test Loss: 4.113868
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 490 | Training Loss: 3.911843
ACC_train:0.9022869022869023
auc_train:0.953698879916645
f1_weighted_train:0.897152594382975
f1_macro_train:0.8653198853786259
 ==  Epoch: 490 | val Loss: 4.164411
ACC_val:0.6859504132231405
auc_val:0.6020960108181204
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 490 | test Loss: 4.113842
ACC_test:0.7333333333333333
auc_test:0.6763668430335097
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 491 | Training Loss: 3.910833
ACC_train:0.9022869022869023
auc_train:0.9536988799166449
f1_weighted_train:0.8978642509082821
f1_macro_train:0.8669056912579406
 ==  Epoch: 491 | val Loss: 4.164389
ACC_val:0.6859504132231405
auc_val:0.601419878296146
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 491 | test Loss: 4.113748
ACC_test:0.7333333333333333
auc_test:0.6761463844797179
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 492 | Training Loss: 3.908862
ACC_train:0.9106029106029107
auc_train:0.9543283841278111
f1_weighted_train:0.9065566550863007
f1_macro_train:0.8782328664700306
 ==  Epoch: 492 | val Loss: 4.164479
ACC_val:0.6859504132231405
auc_val:0.6010818120351589
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 492 | test Loss: 4.113680
ACC_test:0.7333333333333333
auc_test:0.6770282186948854
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 493 | Training Loss: 3.909657
ACC_train:0.9147609147609148
auc_train:0.9538725362507597
f1_weighted_train:0.9114927343823023
f1_macro_train:0.8852262476356758
 ==  Epoch: 493 | val Loss: 4.164566
ACC_val:0.6859504132231405
auc_val:0.6010818120351589
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 493 | test Loss: 4.113644
ACC_test:0.7333333333333333
auc_test:0.6770282186948853
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 494 | Training Loss: 3.907767
ACC_train:0.9106029106029107
auc_train:0.9545020404619258
f1_weighted_train:0.9065566550863007
f1_macro_train:0.8782328664700306
 ==  Epoch: 494 | val Loss: 4.164609
ACC_val:0.6859504132231405
auc_val:0.6007437457741718
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 494 | test Loss: 4.113554
ACC_test:0.7333333333333333
auc_test:0.6772486772486773
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 495 | Training Loss: 3.908916
ACC_train:0.9043659043659044
auc_train:0.9538074151254667
f1_weighted_train:0.9002059963598426
f1_macro_train:0.8701159951159951
 ==  Epoch: 495 | val Loss: 4.164628
ACC_val:0.6859504132231405
auc_val:0.6007437457741718
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 495 | test Loss: 4.113509
ACC_test:0.7333333333333333
auc_test:0.6772486772486773
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 496 | Training Loss: 3.907655
ACC_train:0.9064449064449065
auc_train:0.9554571502995572
f1_weighted_train:0.9025383125298253
f1_macro_train:0.8733062132342182
 ==  Epoch: 496 | val Loss: 4.164681
ACC_val:0.6859504132231405
auc_val:0.6004056795131846
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 496 | test Loss: 4.113456
ACC_test:0.7333333333333333
auc_test:0.677469135802469
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 497 | Training Loss: 3.907246
ACC_train:0.9064449064449065
auc_train:0.9540027785013458
f1_weighted_train:0.9025383125298253
f1_macro_train:0.8733062132342182
 ==  Epoch: 497 | val Loss: 4.164733
ACC_val:0.6859504132231405
auc_val:0.6004056795131846
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 497 | test Loss: 4.113356
ACC_test:0.7333333333333333
auc_test:0.6779100529100529
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 498 | Training Loss: 3.907618
ACC_train:0.9106029106029107
auc_train:0.9540678996266388
f1_weighted_train:0.9065566550863007
f1_macro_train:0.8782328664700306
 ==  Epoch: 498 | val Loss: 4.164882
ACC_val:0.6859504132231405
auc_val:0.6004056795131846
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 498 | test Loss: 4.113327
ACC_test:0.7333333333333333
auc_test:0.6779100529100529
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 499 | Training Loss: 3.906728
ACC_train:0.9085239085239085
auc_train:0.9547842320048624
f1_weighted_train:0.9048613624884811
f1_macro_train:0.8764766307139189
 ==  Epoch: 499 | val Loss: 4.164866
ACC_val:0.6859504132231405
auc_val:0.6000676132521975
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 499 | test Loss: 4.113244
ACC_test:0.7333333333333333
auc_test:0.6779100529100529
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 500 | Training Loss: 3.906079
ACC_train:0.9064449064449065
auc_train:0.9544586263783971
f1_weighted_train:0.9022104529972913
f1_macro_train:0.8725692788639856
 ==  Epoch: 500 | val Loss: 4.164951
ACC_val:0.6859504132231405
auc_val:0.6000676132521975
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 500 | test Loss: 4.113170
ACC_test:0.7333333333333333
auc_test:0.6779100529100529
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 501 | Training Loss: 3.905296
ACC_train:0.9085239085239085
auc_train:0.954263263002518
f1_weighted_train:0.9042201679896531
f1_macro_train:0.8750354274917336
 ==  Epoch: 501 | val Loss: 4.165036
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 501 | test Loss: 4.113079
ACC_test:0.7333333333333333
auc_test:0.6779100529100528
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 502 | Training Loss: 3.905252
ACC_train:0.9085239085239085
auc_train:0.9556959277589651
f1_weighted_train:0.9042201679896531
f1_macro_train:0.8750354274917336
 ==  Epoch: 502 | val Loss: 4.165127
ACC_val:0.6859504132231405
auc_val:0.5987153482082488
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 502 | test Loss: 4.112965
ACC_test:0.7333333333333333
auc_test:0.677689594356261
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 503 | Training Loss: 3.904438
ACC_train:0.9147609147609148
auc_train:0.9563471390118954
f1_weighted_train:0.9112015736382854
f1_macro_train:0.8845678831689543
 ==  Epoch: 503 | val Loss: 4.165217
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 503 | test Loss: 4.112920
ACC_test:0.7333333333333333
auc_test:0.677689594356261
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 504 | Training Loss: 3.903039
ACC_train:0.9126819126819127
auc_train:0.9573673699748199
f1_weighted_train:0.909185846011732
f1_macro_train:0.8820913293178316
 ==  Epoch: 504 | val Loss: 4.165271
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 504 | test Loss: 4.112866
ACC_test:0.7333333333333333
auc_test:0.6783509700176367
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 505 | Training Loss: 3.904580
ACC_train:0.9126819126819127
auc_train:0.9558695840930798
f1_weighted_train:0.909185846011732
f1_macro_train:0.8820913293178316
 ==  Epoch: 505 | val Loss: 4.165248
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 505 | test Loss: 4.112792
ACC_test:0.7333333333333333
auc_test:0.6781305114638447
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 506 | Training Loss: 3.902983
ACC_train:0.9085239085239085
auc_train:0.9562820178866024
f1_weighted_train:0.9042201679896531
f1_macro_train:0.8750354274917336
 ==  Epoch: 506 | val Loss: 4.165295
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 506 | test Loss: 4.112715
ACC_test:0.7333333333333333
auc_test:0.6785714285714286
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 507 | Training Loss: 3.902871
ACC_train:0.9085239085239085
auc_train:0.9564339671789529
f1_weighted_train:0.9045448660833276
f1_macro_train:0.8757631257631258
 ==  Epoch: 507 | val Loss: 4.165406
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 507 | test Loss: 4.112701
ACC_test:0.7333333333333333
auc_test:0.6781305114638448
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 508 | Training Loss: 3.901364
ACC_train:0.9106029106029107
auc_train:0.9578015108101069
f1_weighted_train:0.9065566550863007
f1_macro_train:0.8782328664700306
 ==  Epoch: 508 | val Loss: 4.165452
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 508 | test Loss: 4.112619
ACC_test:0.7333333333333333
auc_test:0.6785714285714286
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 509 | Training Loss: 3.901068
ACC_train:0.9126819126819127
auc_train:0.9569766432230616
f1_weighted_train:0.909185846011732
f1_macro_train:0.8820913293178316
 ==  Epoch: 509 | val Loss: 4.165480
ACC_val:0.6859504132231405
auc_val:0.5987153482082488
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 509 | test Loss: 4.112547
ACC_test:0.7333333333333333
auc_test:0.6783509700176367
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 510 | Training Loss: 3.901842
ACC_train:0.9168399168399168
auc_train:0.9577146826430495
f1_weighted_train:0.913510329534983
f1_macro_train:0.8877060279217445
 ==  Epoch: 510 | val Loss: 4.165496
ACC_val:0.6859504132231405
auc_val:0.5987153482082488
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 510 | test Loss: 4.112496
ACC_test:0.7333333333333333
auc_test:0.6785714285714286
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 511 | Training Loss: 3.900726
ACC_train:0.9168399168399168
auc_train:0.9574759051836417
f1_weighted_train:0.9137907652694783
f1_macro_train:0.8883420771623567
 ==  Epoch: 511 | val Loss: 4.165493
ACC_val:0.6859504132231405
auc_val:0.5987153482082488
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 511 | test Loss: 4.112388
ACC_test:0.7333333333333333
auc_test:0.6785714285714286
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 512 | Training Loss: 3.902424
ACC_train:0.9147609147609148
auc_train:0.9567812798471823
f1_weighted_train:0.9117765084014499
f1_macro_train:0.8858718612012941
 ==  Epoch: 512 | val Loss: 4.165566
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 512 | test Loss: 4.112338
ACC_test:0.7333333333333333
auc_test:0.6787918871252205
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 513 | Training Loss: 3.899315
ACC_train:0.9126819126819127
auc_train:0.9582790657289225
f1_weighted_train:0.9088837358068128
f1_macro_train:0.8814102564102564
 ==  Epoch: 513 | val Loss: 4.165634
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 513 | test Loss: 4.112289
ACC_test:0.7333333333333333
auc_test:0.6787918871252205
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 514 | Training Loss: 3.897869
ACC_train:0.9126819126819127
auc_train:0.9577363896848138
f1_weighted_train:0.909185846011732
f1_macro_train:0.8820913293178316
 ==  Epoch: 514 | val Loss: 4.165639
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 514 | test Loss: 4.112181
ACC_test:0.7333333333333333
auc_test:0.6787918871252205
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 515 | Training Loss: 3.898992
ACC_train:0.9168399168399168
auc_train:0.9578232178518712
f1_weighted_train:0.913510329534983
f1_macro_train:0.8877060279217445
 ==  Epoch: 515 | val Loss: 4.165661
ACC_val:0.6859504132231405
auc_val:0.5983772819472617
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 515 | test Loss: 4.112095
ACC_test:0.7333333333333333
auc_test:0.6790123456790124
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 516 | Training Loss: 3.896977
ACC_train:0.9147609147609148
auc_train:0.9589085699400887
f1_weighted_train:0.9114927343823023
f1_macro_train:0.8852262476356758
 ==  Epoch: 516 | val Loss: 4.165719
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 516 | test Loss: 4.112022
ACC_test:0.7333333333333333
auc_test:0.6790123456790124
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 517 | Training Loss: 3.896919
ACC_train:0.9168399168399168
auc_train:0.9589736910653816
f1_weighted_train:0.913510329534983
f1_macro_train:0.8877060279217445
 ==  Epoch: 517 | val Loss: 4.165736
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 517 | test Loss: 4.111918
ACC_test:0.7333333333333333
auc_test:0.6794532627865961
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 518 | Training Loss: 3.896735
ACC_train:0.918918918918919
auc_train:0.958561257271859
f1_weighted_train:0.9158101619734096
f1_macro_train:0.8908249672632038
 ==  Epoch: 518 | val Loss: 4.165833
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 518 | test Loss: 4.111844
ACC_test:0.7333333333333333
auc_test:0.6794532627865961
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 519 | Training Loss: 3.896376
ACC_train:0.9126819126819127
auc_train:0.9585829643136233
f1_weighted_train:0.9094803035329523
f1_macro_train:0.8827591810204745
 ==  Epoch: 519 | val Loss: 4.165906
ACC_val:0.6859504132231405
auc_val:0.5977011494252873
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 519 | test Loss: 4.111785
ACC_test:0.7333333333333333
auc_test:0.6796737213403881
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 520 | Training Loss: 3.896100
ACC_train:0.9168399168399168
auc_train:0.957996874185986
f1_weighted_train:0.9137907652694783
f1_macro_train:0.8883420771623567
 ==  Epoch: 520 | val Loss: 4.165917
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 520 | test Loss: 4.111706
ACC_test:0.7333333333333333
auc_test:0.6801146384479718
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 521 | Training Loss: 3.896071
ACC_train:0.9168399168399168
auc_train:0.958192237561865
f1_weighted_train:0.9137907652694783
f1_macro_train:0.8883420771623567
 ==  Epoch: 521 | val Loss: 4.165946
ACC_val:0.6859504132231405
auc_val:0.597025016903313
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 521 | test Loss: 4.111668
ACC_test:0.7333333333333333
auc_test:0.6803350970017636
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 522 | Training Loss: 3.894112
ACC_train:0.9251559251559252
auc_train:0.9595597811930189
f1_weighted_train:0.9226576672560052
f1_macro_train:0.9000692520775623
 ==  Epoch: 522 | val Loss: 4.166083
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 522 | test Loss: 4.111645
ACC_test:0.7333333333333333
auc_test:0.6801146384479717
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 523 | Training Loss: 3.894148
ACC_train:0.918918918918919
auc_train:0.9599288009030129
f1_weighted_train:0.9158101619734096
f1_macro_train:0.8908249672632038
 ==  Epoch: 523 | val Loss: 4.166102
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 523 | test Loss: 4.111501
ACC_test:0.7333333333333333
auc_test:0.6803350970017636
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 524 | Training Loss: 3.894460
ACC_train:0.920997920997921
auc_train:0.9596031952765478
f1_weighted_train:0.9186138936138938
f1_macro_train:0.8950987144168963
 ==  Epoch: 524 | val Loss: 4.166162
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 524 | test Loss: 4.111452
ACC_test:0.7333333333333333
auc_test:0.6803350970017636
f1_weighted_test:0.7029661016949152
f1_macro_test:0.6027542372881356
 ==  Epoch: 525 | Training Loss: 3.893056
ACC_train:0.918918918918919
auc_train:0.9603195276547711
f1_weighted_train:0.9158101619734096
f1_macro_train:0.8908249672632038
 ==  Epoch: 525 | val Loss: 4.166152
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 525 | test Loss: 4.111401
ACC_test:0.7266666666666667
auc_test:0.6805555555555556
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 526 | Training Loss: 3.893561
ACC_train:0.918918918918919
auc_train:0.9597334375271338
f1_weighted_train:0.9158101619734096
f1_macro_train:0.8908249672632038
 ==  Epoch: 526 | val Loss: 4.166264
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 526 | test Loss: 4.111346
ACC_test:0.7266666666666667
auc_test:0.6807760141093475
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 527 | Training Loss: 3.891606
ACC_train:0.918918918918919
auc_train:0.9598202656941912
f1_weighted_train:0.9160800933574768
f1_macro_train:0.8914390874841578
 ==  Epoch: 527 | val Loss: 4.166265
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 527 | test Loss: 4.111236
ACC_test:0.7266666666666667
auc_test:0.6814373897707231
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 528 | Training Loss: 3.892241
ACC_train:0.9272349272349273
auc_train:0.960189285404185
f1_weighted_train:0.924923342922779
f1_macro_train:0.9031140474559884
 ==  Epoch: 528 | val Loss: 4.166216
ACC_val:0.6859504132231405
auc_val:0.5973630831643002
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 528 | test Loss: 4.111086
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 529 | Training Loss: 3.891150
ACC_train:0.9168399168399168
auc_train:0.9599070938612486
f1_weighted_train:0.9140640747288948
f1_macro_train:0.888965835641736
 ==  Epoch: 529 | val Loss: 4.166381
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 529 | test Loss: 4.111085
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 530 | Training Loss: 3.891871
ACC_train:0.9147609147609148
auc_train:0.9601892854041851
f1_weighted_train:0.9114927343823023
f1_macro_train:0.8852262476356758
 ==  Epoch: 530 | val Loss: 4.166471
ACC_val:0.6859504132231405
auc_val:0.5980392156862746
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 530 | test Loss: 4.111023
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 531 | Training Loss: 3.892124
ACC_train:0.9251559251559252
auc_train:0.9598636797777199
f1_weighted_train:0.9226576672560052
f1_macro_train:0.9000692520775623
 ==  Epoch: 531 | val Loss: 4.166644
ACC_val:0.6859504132231405
auc_val:0.5983772819472617
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 531 | test Loss: 4.111043
ACC_test:0.7266666666666667
auc_test:0.6816578483245149
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 532 | Training Loss: 3.890581
ACC_train:0.9230769230769231
auc_train:0.9604063558218287
f1_weighted_train:0.920633248232652
f1_macro_train:0.8975777073106164
 ==  Epoch: 532 | val Loss: 4.166719
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 532 | test Loss: 4.110974
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 533 | Training Loss: 3.888907
ACC_train:0.9272349272349273
auc_train:0.9613831727012242
f1_weighted_train:0.924923342922779
f1_macro_train:0.9031140474559884
 ==  Epoch: 533 | val Loss: 4.166768
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 533 | test Loss: 4.110880
ACC_test:0.7266666666666667
auc_test:0.6814373897707231
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 534 | Training Loss: 3.890537
ACC_train:0.9251559251559252
auc_train:0.9608187896153512
f1_weighted_train:0.922897372897373
f1_macro_train:0.9006198347107437
 ==  Epoch: 534 | val Loss: 4.166793
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 534 | test Loss: 4.110810
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 535 | Training Loss: 3.887882
ACC_train:0.920997920997921
auc_train:0.9614700008682817
f1_weighted_train:0.9181012270060044
f1_macro_train:0.8939249733042388
 ==  Epoch: 535 | val Loss: 4.166851
ACC_val:0.6859504132231405
auc_val:0.5973630831643002
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 535 | test Loss: 4.110738
ACC_test:0.7266666666666667
auc_test:0.681878306878307
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 536 | Training Loss: 3.886898
ACC_train:0.920997920997921
auc_train:0.9613397586176956
f1_weighted_train:0.91836087099245
f1_macro_train:0.8945175438596491
 ==  Epoch: 536 | val Loss: 4.166830
ACC_val:0.6859504132231405
auc_val:0.5983772819472617
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 536 | test Loss: 4.110616
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 537 | Training Loss: 3.887167
ACC_train:0.920997920997921
auc_train:0.9616870712859251
f1_weighted_train:0.9181012270060044
f1_macro_train:0.8939249733042388
 ==  Epoch: 537 | val Loss: 4.166847
ACC_val:0.6859504132231405
auc_val:0.5980392156862746
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 537 | test Loss: 4.110580
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 538 | Training Loss: 3.887349
ACC_train:0.9293139293139293
auc_train:0.961990969870626
f1_weighted_train:0.9269544635195605
f1_macro_train:0.9056209602954755
 ==  Epoch: 538 | val Loss: 4.166872
ACC_val:0.6859504132231405
auc_val:0.5987153482082489
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 538 | test Loss: 4.110496
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 539 | Training Loss: 3.887020
ACC_train:0.9293139293139293
auc_train:0.9619475557870973
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 539 | val Loss: 4.167035
ACC_val:0.6859504132231405
auc_val:0.599053414469236
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 539 | test Loss: 4.110531
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 540 | Training Loss: 3.885897
ACC_train:0.9230769230769231
auc_train:0.9622080402882696
f1_weighted_train:0.9203836783135035
f1_macro_train:0.8970063137670214
 ==  Epoch: 540 | val Loss: 4.167165
ACC_val:0.6859504132231405
auc_val:0.5977011494252873
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 540 | test Loss: 4.110455
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 541 | Training Loss: 3.885460
ACC_train:0.920997920997921
auc_train:0.9622948684553269
f1_weighted_train:0.9181012270060044
f1_macro_train:0.8939249733042388
 ==  Epoch: 541 | val Loss: 4.167199
ACC_val:0.6859504132231405
auc_val:0.5977011494252873
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 541 | test Loss: 4.110372
ACC_test:0.7266666666666667
auc_test:0.6809964726631393
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 542 | Training Loss: 3.885511
ACC_train:0.920997920997921
auc_train:0.9618824346618043
f1_weighted_train:0.91836087099245
f1_macro_train:0.8945175438596491
 ==  Epoch: 542 | val Loss: 4.167325
ACC_val:0.6859504132231405
auc_val:0.5977011494252873
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 542 | test Loss: 4.110374
ACC_test:0.7266666666666667
auc_test:0.6812169312169312
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 543 | Training Loss: 3.885035
ACC_train:0.9251559251559252
auc_train:0.9621863332465052
f1_weighted_train:0.9224116887425305
f1_macro_train:0.899507869446121
 ==  Epoch: 543 | val Loss: 4.167436
ACC_val:0.6859504132231405
auc_val:0.5973630831643002
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 543 | test Loss: 4.110345
ACC_test:0.7266666666666667
auc_test:0.6812169312169312
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 544 | Training Loss: 3.885226
ACC_train:0.920997920997921
auc_train:0.9630329078753148
f1_weighted_train:0.9181012270060044
f1_macro_train:0.8939249733042388
 ==  Epoch: 544 | val Loss: 4.167399
ACC_val:0.6859504132231405
auc_val:0.5977011494252873
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 544 | test Loss: 4.110268
ACC_test:0.7266666666666667
auc_test:0.6814373897707231
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 545 | Training Loss: 3.882793
ACC_train:0.920997920997921
auc_train:0.9629460797082574
f1_weighted_train:0.9181012270060044
f1_macro_train:0.8939249733042388
 ==  Epoch: 545 | val Loss: 4.167499
ACC_val:0.6859504132231405
auc_val:0.5973630831643002
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 545 | test Loss: 4.110280
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 546 | Training Loss: 3.881329
ACC_train:0.9272349272349273
auc_train:0.9636189980029521
f1_weighted_train:0.9246872632695303
f1_macro_train:0.9025735400498851
 ==  Epoch: 546 | val Loss: 4.167501
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 546 | test Loss: 4.110221
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 547 | Training Loss: 3.882754
ACC_train:0.9272349272349273
auc_train:0.9637492402535381
f1_weighted_train:0.9251533906146794
f1_macro_train:0.9036441788721189
 ==  Epoch: 547 | val Loss: 4.167448
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 547 | test Loss: 4.110078
ACC_test:0.7266666666666667
auc_test:0.681878306878307
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 548 | Training Loss: 3.882485
ACC_train:0.9272349272349273
auc_train:0.9636407050447166
f1_weighted_train:0.924923342922779
f1_macro_train:0.9031140474559884
 ==  Epoch: 548 | val Loss: 4.167537
ACC_val:0.6859504132231405
auc_val:0.5977011494252874
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 548 | test Loss: 4.110069
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 549 | Training Loss: 3.880749
ACC_train:0.9293139293139293
auc_train:0.9640531388382391
f1_weighted_train:0.9274014448679958
f1_macro_train:0.9066509886296177
 ==  Epoch: 549 | val Loss: 4.167500
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 549 | test Loss: 4.109961
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 550 | Training Loss: 3.880941
ACC_train:0.9251559251559252
auc_train:0.963792654337067
f1_weighted_train:0.922897372897373
f1_macro_train:0.9006198347107437
 ==  Epoch: 550 | val Loss: 4.167561
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 550 | test Loss: 4.109949
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 551 | Training Loss: 3.880707
ACC_train:0.9313929313929314
auc_train:0.9639880177129462
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 551 | val Loss: 4.167535
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 551 | test Loss: 4.109832
ACC_test:0.7266666666666667
auc_test:0.6814373897707231
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 552 | Training Loss: 3.878379
ACC_train:0.9293139293139293
auc_train:0.96435703742294
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 552 | val Loss: 4.167659
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 552 | test Loss: 4.109796
ACC_test:0.7266666666666667
auc_test:0.6814373897707231
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 553 | Training Loss: 3.878557
ACC_train:0.9251559251559252
auc_train:0.9643136233394113
f1_weighted_train:0.9226576672560052
f1_macro_train:0.9000692520775623
 ==  Epoch: 553 | val Loss: 4.167748
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 553 | test Loss: 4.109767
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 554 | Training Loss: 3.878337
ACC_train:0.9251559251559252
auc_train:0.9640531388382392
f1_weighted_train:0.9226576672560052
f1_macro_train:0.9000692520775623
 ==  Epoch: 554 | val Loss: 4.167767
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 554 | test Loss: 4.109737
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 555 | Training Loss: 3.878934
ACC_train:0.9334719334719335
auc_train:0.9640097247547105
f1_weighted_train:0.9316719481110549
f1_macro_train:0.9121421069455227
 ==  Epoch: 555 | val Loss: 4.167837
ACC_val:0.6859504132231405
auc_val:0.5980392156862745
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 555 | test Loss: 4.109685
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 556 | Training Loss: 3.878166
ACC_train:0.9272349272349273
auc_train:0.9648780064252844
f1_weighted_train:0.9251533906146794
f1_macro_train:0.9036441788721189
 ==  Epoch: 556 | val Loss: 4.167906
ACC_val:0.6859504132231405
auc_val:0.5973630831643002
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 556 | test Loss: 4.109634
ACC_test:0.7266666666666667
auc_test:0.6820987654320987
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 557 | Training Loss: 3.878210
ACC_train:0.9293139293139293
auc_train:0.964291916297647
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 557 | val Loss: 4.167958
ACC_val:0.6859504132231405
auc_val:0.5966869506423259
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 557 | test Loss: 4.109546
ACC_test:0.7266666666666667
auc_test:0.6825396825396826
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 558 | Training Loss: 3.877602
ACC_train:0.9313929313929314
auc_train:0.9645741078405834
f1_weighted_train:0.9296416770415574
f1_macro_train:0.9096405089232346
 ==  Epoch: 558 | val Loss: 4.168137
ACC_val:0.6859504132231405
auc_val:0.5963488843813387
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 558 | test Loss: 4.109539
ACC_test:0.7266666666666667
auc_test:0.6820987654320987
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 559 | Training Loss: 3.875280
ACC_train:0.9313929313929314
auc_train:0.9657028740123297
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 559 | val Loss: 4.168199
ACC_val:0.6859504132231405
auc_val:0.5963488843813387
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 559 | test Loss: 4.109544
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 560 | Training Loss: 3.875400
ACC_train:0.9313929313929314
auc_train:0.9635755839194236
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 560 | val Loss: 4.168202
ACC_val:0.6859504132231405
auc_val:0.5960108181203516
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 560 | test Loss: 4.109484
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 561 | Training Loss: 3.874894
ACC_train:0.9293139293139293
auc_train:0.9651819050099851
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 561 | val Loss: 4.168261
ACC_val:0.6859504132231405
auc_val:0.5960108181203516
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 561 | test Loss: 4.109423
ACC_test:0.7266666666666667
auc_test:0.6827601410934744
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 562 | Training Loss: 3.873339
ACC_train:0.9293139293139293
auc_train:0.9649865416341061
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 562 | val Loss: 4.168256
ACC_val:0.6859504132231405
auc_val:0.5963488843813387
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 562 | test Loss: 4.109262
ACC_test:0.7266666666666667
auc_test:0.6827601410934745
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 563 | Training Loss: 3.872689
ACC_train:0.9293139293139293
auc_train:0.9667665190587827
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 563 | val Loss: 4.168246
ACC_val:0.6859504132231405
auc_val:0.5960108181203516
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 563 | test Loss: 4.109124
ACC_test:0.7266666666666667
auc_test:0.6832010582010583
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 564 | Training Loss: 3.872921
ACC_train:0.9313929313929314
auc_train:0.9653555613440999
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 564 | val Loss: 4.168410
ACC_val:0.6859504132231405
auc_val:0.5960108181203516
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 564 | test Loss: 4.109135
ACC_test:0.7266666666666667
auc_test:0.6832010582010581
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 565 | Training Loss: 3.875105
ACC_train:0.9313929313929314
auc_train:0.9638577754623601
f1_weighted_train:0.9296416770415574
f1_macro_train:0.9096405089232346
 ==  Epoch: 565 | val Loss: 4.168410
ACC_val:0.6859504132231405
auc_val:0.5960108181203516
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 565 | test Loss: 4.109011
ACC_test:0.7266666666666667
auc_test:0.6832010582010581
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 566 | Training Loss: 3.874355
ACC_train:0.9293139293139293
auc_train:0.9648997134670486
f1_weighted_train:0.9274014448679958
f1_macro_train:0.9066509886296177
 ==  Epoch: 566 | val Loss: 4.168518
ACC_val:0.6859504132231405
auc_val:0.5963488843813387
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 566 | test Loss: 4.109000
ACC_test:0.7266666666666667
auc_test:0.6829805996472663
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 567 | Training Loss: 3.872073
ACC_train:0.9355509355509356
auc_train:0.9678735781887645
f1_weighted_train:0.9339058178269177
f1_macro_train:0.9151168417157658
 ==  Epoch: 567 | val Loss: 4.168683
ACC_val:0.6859504132231405
auc_val:0.5960108181203516
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 567 | test Loss: 4.109011
ACC_test:0.7266666666666667
auc_test:0.6829805996472663
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 568 | Training Loss: 3.870832
ACC_train:0.9272349272349273
auc_train:0.9665494486411392
f1_weighted_train:0.9253775362561973
f1_macro_train:0.9041641761307033
 ==  Epoch: 568 | val Loss: 4.168597
ACC_val:0.6942148760330579
auc_val:0.5960108181203516
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 568 | test Loss: 4.108834
ACC_test:0.7266666666666667
auc_test:0.6829805996472663
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 569 | Training Loss: 3.872570
ACC_train:0.9293139293139293
auc_train:0.9669184683511332
f1_weighted_train:0.9271808521808521
f1_macro_train:0.9061409550045914
 ==  Epoch: 569 | val Loss: 4.168761
ACC_val:0.6942148760330579
auc_val:0.5966869506423259
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 569 | test Loss: 4.108850
ACC_test:0.7266666666666667
auc_test:0.6827601410934745
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 570 | Training Loss: 3.869640
ACC_train:0.9334719334719335
auc_train:0.9660718937223235
f1_weighted_train:0.93187422646477
f1_macro_train:0.912612980878412
 ==  Epoch: 570 | val Loss: 4.168986
ACC_val:0.6859504132231405
auc_val:0.5963488843813387
f1_weighted_val:0.6508582326764145
f1_macro_val:0.5346153846153846
 ==  Epoch: 570 | test Loss: 4.108839
ACC_test:0.7266666666666667
auc_test:0.6827601410934745
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 571 | Training Loss: 3.869855
ACC_train:0.9293139293139293
auc_train:0.9655726317617435
f1_weighted_train:0.9274014448679958
f1_macro_train:0.9066509886296177
 ==  Epoch: 571 | val Loss: 4.168962
ACC_val:0.6942148760330579
auc_val:0.5963488843813387
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 571 | test Loss: 4.108717
ACC_test:0.7266666666666667
auc_test:0.6818783068783069
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 572 | Training Loss: 3.871778
ACC_train:0.9313929313929314
auc_train:0.9650733698011635
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 572 | val Loss: 4.169023
ACC_val:0.6942148760330579
auc_val:0.5960108181203516
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 572 | test Loss: 4.108684
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 573 | Training Loss: 3.869681
ACC_train:0.9334719334719335
auc_train:0.966288964139967
f1_weighted_train:0.93187422646477
f1_macro_train:0.912612980878412
 ==  Epoch: 573 | val Loss: 4.169032
ACC_val:0.6942148760330579
auc_val:0.5953346855983773
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 573 | test Loss: 4.108624
ACC_test:0.7266666666666667
auc_test:0.6812169312169313
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 574 | Training Loss: 3.870397
ACC_train:0.9313929313929314
auc_train:0.9656811669705653
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 574 | val Loss: 4.168921
ACC_val:0.6942148760330579
auc_val:0.5963488843813387
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 574 | test Loss: 4.108490
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 575 | Training Loss: 3.867632
ACC_train:0.9355509355509356
auc_train:0.9659633585135019
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 575 | val Loss: 4.169110
ACC_val:0.6942148760330579
auc_val:0.5956727518593645
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 575 | test Loss: 4.108569
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 576 | Training Loss: 3.866724
ACC_train:0.9376299376299376
auc_train:0.9671355387687766
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 576 | val Loss: 4.169225
ACC_val:0.6942148760330579
auc_val:0.5943204868154158
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 576 | test Loss: 4.108480
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 577 | Training Loss: 3.866410
ACC_train:0.9293139293139293
auc_train:0.9660718937223235
f1_weighted_train:0.9274014448679958
f1_macro_train:0.9066509886296177
 ==  Epoch: 577 | val Loss: 4.169204
ACC_val:0.6942148760330579
auc_val:0.5943204868154158
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 577 | test Loss: 4.108384
ACC_test:0.7266666666666667
auc_test:0.6820987654320987
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 578 | Training Loss: 3.869165
ACC_train:0.9272349272349273
auc_train:0.96585482330468
f1_weighted_train:0.9253775362561973
f1_macro_train:0.9041641761307033
 ==  Epoch: 578 | val Loss: 4.169411
ACC_val:0.6942148760330579
auc_val:0.5939824205544286
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 578 | test Loss: 4.108399
ACC_test:0.7266666666666667
auc_test:0.6818783068783068
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 579 | Training Loss: 3.867560
ACC_train:0.9334719334719335
auc_train:0.9660718937223235
f1_weighted_train:0.9316719481110549
f1_macro_train:0.9121421069455227
 ==  Epoch: 579 | val Loss: 4.169420
ACC_val:0.6942148760330579
auc_val:0.5939824205544286
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 579 | test Loss: 4.108300
ACC_test:0.7266666666666667
auc_test:0.681878306878307
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 580 | Training Loss: 3.864596
ACC_train:0.9334719334719335
auc_train:0.968220890856994
f1_weighted_train:0.9316719481110549
f1_macro_train:0.9121421069455227
 ==  Epoch: 580 | val Loss: 4.169361
ACC_val:0.6942148760330579
auc_val:0.5939824205544286
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 580 | test Loss: 4.108148
ACC_test:0.7333333333333333
auc_test:0.6820987654320987
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 581 | Training Loss: 3.866300
ACC_train:0.9313929313929314
auc_train:0.9669184683511332
f1_weighted_train:0.9294303397224121
f1_macro_train:0.9091502257937121
 ==  Epoch: 581 | val Loss: 4.169416
ACC_val:0.6942148760330579
auc_val:0.5936443542934415
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 581 | test Loss: 4.108152
ACC_test:0.7333333333333333
auc_test:0.6818783068783069
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 582 | Training Loss: 3.864105
ACC_train:0.9293139293139293
auc_train:0.9679821133975862
f1_weighted_train:0.9274014448679958
f1_macro_train:0.9066509886296177
 ==  Epoch: 582 | val Loss: 4.169490
ACC_val:0.6942148760330579
auc_val:0.5936443542934415
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 582 | test Loss: 4.108098
ACC_test:0.7333333333333333
auc_test:0.6823192239858906
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 583 | Training Loss: 3.866047
ACC_train:0.9334719334719335
auc_train:0.9666145697664322
f1_weighted_train:0.9316719481110549
f1_macro_train:0.9121421069455227
 ==  Epoch: 583 | val Loss: 4.169474
ACC_val:0.6942148760330579
auc_val:0.5936443542934415
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 583 | test Loss: 4.107978
ACC_test:0.7333333333333333
auc_test:0.6829805996472663
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 584 | Training Loss: 3.862988
ACC_train:0.9293139293139293
auc_train:0.9681340626899366
f1_weighted_train:0.9276163656188182
f1_macro_train:0.9071512921833128
 ==  Epoch: 584 | val Loss: 4.169597
ACC_val:0.6942148760330579
auc_val:0.5933062880324543
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 584 | test Loss: 4.107958
ACC_test:0.7333333333333333
auc_test:0.6832010582010583
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 585 | Training Loss: 3.863490
ACC_train:0.9334719334719335
auc_train:0.9688503950681602
f1_weighted_train:0.9316719481110549
f1_macro_train:0.9121421069455227
 ==  Epoch: 585 | val Loss: 4.169602
ACC_val:0.6942148760330579
auc_val:0.5933062880324543
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 585 | test Loss: 4.107891
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 586 | Training Loss: 3.862953
ACC_train:0.9355509355509356
auc_train:0.9681991838152297
f1_weighted_train:0.9339058178269177
f1_macro_train:0.9151168417157658
 ==  Epoch: 586 | val Loss: 4.169670
ACC_val:0.6942148760330579
auc_val:0.5933062880324543
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 586 | test Loss: 4.107875
ACC_test:0.7266666666666667
auc_test:0.681657848324515
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 587 | Training Loss: 3.860074
ACC_train:0.9313929313929314
auc_train:0.9684813753581661
f1_weighted_train:0.9300481266550311
f1_macro_train:0.9105932847800742
 ==  Epoch: 587 | val Loss: 4.169669
ACC_val:0.6942148760330579
auc_val:0.5929682217714671
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 587 | test Loss: 4.107807
ACC_test:0.7266666666666667
auc_test:0.6820987654320988
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 588 | Training Loss: 3.861812
ACC_train:0.9355509355509356
auc_train:0.9688069809846314
f1_weighted_train:0.9339058178269177
f1_macro_train:0.9151168417157658
 ==  Epoch: 588 | val Loss: 4.169775
ACC_val:0.6942148760330579
auc_val:0.5929682217714671
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 588 | test Loss: 4.107759
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 589 | Training Loss: 3.862540
ACC_train:0.9355509355509356
auc_train:0.969089172527568
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 589 | val Loss: 4.169936
ACC_val:0.6942148760330579
auc_val:0.5926301555104801
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 589 | test Loss: 4.107747
ACC_test:0.7266666666666667
auc_test:0.6823192239858906
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 590 | Training Loss: 3.860143
ACC_train:0.9355509355509356
auc_train:0.9695667274463836
f1_weighted_train:0.9337072888301446
f1_macro_train:0.9146562727153054
 ==  Epoch: 590 | val Loss: 4.169974
ACC_val:0.6942148760330579
auc_val:0.5926301555104801
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 590 | test Loss: 4.107652
ACC_test:0.7333333333333333
auc_test:0.6825396825396826
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 591 | Training Loss: 3.858711
ACC_train:0.9334719334719335
auc_train:0.9689806373187463
f1_weighted_train:0.93187422646477
f1_macro_train:0.912612980878412
 ==  Epoch: 591 | val Loss: 4.170092
ACC_val:0.6942148760330579
auc_val:0.5926301555104801
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 591 | test Loss: 4.107627
ACC_test:0.7266666666666667
auc_test:0.6827601410934745
f1_weighted_test:0.6977675941080197
f1_macro_test:0.5973813420621931
 ==  Epoch: 592 | Training Loss: 3.861962
ACC_train:0.9355509355509356
auc_train:0.9684379612746375
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 592 | val Loss: 4.170033
ACC_val:0.6942148760330579
auc_val:0.5926301555104801
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 592 | test Loss: 4.107571
ACC_test:0.7333333333333333
auc_test:0.6823192239858906
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 593 | Training Loss: 3.860375
ACC_train:0.9355509355509356
auc_train:0.9681123556481723
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 593 | val Loss: 4.170007
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 593 | test Loss: 4.107524
ACC_test:0.7333333333333333
auc_test:0.6823192239858906
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 594 | Training Loss: 3.860606
ACC_train:0.9376299376299376
auc_train:0.9694581922375618
f1_weighted_train:0.9359424513541139
f1_macro_train:0.9176332252614274
 ==  Epoch: 594 | val Loss: 4.169991
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 594 | test Loss: 4.107450
ACC_test:0.7333333333333333
auc_test:0.6825396825396826
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 595 | Training Loss: 3.860026
ACC_train:0.9376299376299376
auc_train:0.9689589302769819
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 595 | val Loss: 4.170151
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 595 | test Loss: 4.107491
ACC_test:0.7333333333333333
auc_test:0.6823192239858906
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 596 | Training Loss: 3.857863
ACC_train:0.9272349272349273
auc_train:0.9693496570287402
f1_weighted_train:0.9255959053529905
f1_macro_train:0.9046742730953258
 ==  Epoch: 596 | val Loss: 4.170250
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 596 | test Loss: 4.107413
ACC_test:0.7333333333333333
auc_test:0.6825396825396826
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 597 | Training Loss: 3.856617
ACC_train:0.9313929313929314
auc_train:0.9692194147781541
f1_weighted_train:0.9296416770415574
f1_macro_train:0.9096405089232346
 ==  Epoch: 597 | val Loss: 4.170255
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 597 | test Loss: 4.107284
ACC_test:0.7333333333333333
auc_test:0.6827601410934744
f1_weighted_test:0.7072261072261072
f1_macro_test:0.6114996114996114
 ==  Epoch: 598 | Training Loss: 3.855314
ACC_train:0.9376299376299376
auc_train:0.9701311105322566
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 598 | val Loss: 4.170333
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 598 | test Loss: 4.107245
ACC_test:0.7266666666666667
auc_test:0.6820987654320987
f1_weighted_test:0.7019614374479534
f1_macro_test:0.6060470181282429
 ==  Epoch: 599 | Training Loss: 3.856196
ACC_train:0.9355509355509356
auc_train:0.9709559781193018
f1_weighted_train:0.9339058178269177
f1_macro_train:0.9151168417157658
 ==  Epoch: 599 | val Loss: 4.170338
ACC_val:0.6942148760330579
auc_val:0.5929682217714672
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 599 | test Loss: 4.107165
ACC_test:0.72
auc_test:0.6820987654320987
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 600 | Training Loss: 3.860363
ACC_train:0.9334719334719335
auc_train:0.9680689415646436
f1_weighted_train:0.9316719481110549
f1_macro_train:0.9121421069455227
 ==  Epoch: 600 | val Loss: 4.170431
ACC_val:0.6942148760330579
auc_val:0.592292089249493
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 600 | test Loss: 4.107202
ACC_test:0.72
auc_test:0.6820987654320987
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 601 | Training Loss: 3.855960
ACC_train:0.9334719334719335
auc_train:0.9693930711122688
f1_weighted_train:0.93187422646477
f1_macro_train:0.912612980878412
 ==  Epoch: 601 | val Loss: 4.170579
ACC_val:0.6942148760330579
auc_val:0.592292089249493
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 601 | test Loss: 4.107250
ACC_test:0.72
auc_test:0.681878306878307
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 602 | Training Loss: 3.853631
ACC_train:0.9355509355509356
auc_train:0.9695450204046192
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 602 | val Loss: 4.170557
ACC_val:0.6942148760330579
auc_val:0.5919540229885057
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 602 | test Loss: 4.107133
ACC_test:0.72
auc_test:0.6816578483245149
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 603 | Training Loss: 3.853842
ACC_train:0.9438669438669439
auc_train:0.9708908569940089
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 603 | val Loss: 4.170531
ACC_val:0.6942148760330579
auc_val:0.5919540229885057
f1_weighted_val:0.6630777265425637
f1_macro_val:0.5530597983428173
 ==  Epoch: 603 | test Loss: 4.107018
ACC_test:0.72
auc_test:0.6823192239858906
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 604 | Training Loss: 3.854347
ACC_train:0.9397089397089398
auc_train:0.96835113310758
f1_weighted_train:0.9385271416059364
f1_macro_train:0.9214304623824894
 ==  Epoch: 604 | val Loss: 4.170681
ACC_val:0.6859504132231405
auc_val:0.5919540229885057
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 604 | test Loss: 4.107037
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 605 | Training Loss: 3.852365
ACC_train:0.9355509355509356
auc_train:0.9709993922028306
f1_weighted_train:0.9339058178269177
f1_macro_train:0.9151168417157658
 ==  Epoch: 605 | val Loss: 4.170792
ACC_val:0.6859504132231405
auc_val:0.5916159567275185
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 605 | test Loss: 4.106964
ACC_test:0.7133333333333334
auc_test:0.6820987654320988
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 606 | Training Loss: 3.853747
ACC_train:0.9397089397089398
auc_train:0.9703047668663715
f1_weighted_train:0.938169958612278
f1_macro_train:0.9205931745082971
 ==  Epoch: 606 | val Loss: 4.170872
ACC_val:0.6859504132231405
auc_val:0.5912778904665315
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 606 | test Loss: 4.106877
ACC_test:0.72
auc_test:0.6820987654320988
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 607 | Training Loss: 3.853035
ACC_train:0.9334719334719335
auc_train:0.9701962316575498
f1_weighted_train:0.93187422646477
f1_macro_train:0.912612980878412
 ==  Epoch: 607 | val Loss: 4.170889
ACC_val:0.6859504132231405
auc_val:0.5912778904665315
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 607 | test Loss: 4.106751
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 608 | Training Loss: 3.851260
ACC_train:0.9334719334719335
auc_train:0.9711730485369454
f1_weighted_train:0.93187422646477
f1_macro_train:0.912612980878412
 ==  Epoch: 608 | val Loss: 4.170879
ACC_val:0.6859504132231405
auc_val:0.5909398242055444
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 608 | test Loss: 4.106599
ACC_test:0.72
auc_test:0.6827601410934745
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 609 | Training Loss: 3.850360
ACC_train:0.9376299376299376
auc_train:0.9699791612399062
f1_weighted_train:0.9363168243623652
f1_macro_train:0.9185077256709135
 ==  Epoch: 609 | val Loss: 4.171077
ACC_val:0.6859504132231405
auc_val:0.5909398242055443
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 609 | test Loss: 4.106652
ACC_test:0.7133333333333334
auc_test:0.6832010582010583
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 610 | Training Loss: 3.853258
ACC_train:0.9397089397089398
auc_train:0.9708908569940089
f1_weighted_train:0.938169958612278
f1_macro_train:0.9205931745082971
 ==  Epoch: 610 | val Loss: 4.171029
ACC_val:0.6859504132231405
auc_val:0.5912778904665315
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 610 | test Loss: 4.106561
ACC_test:0.72
auc_test:0.6829805996472663
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 611 | Training Loss: 3.850088
ACC_train:0.9397089397089398
auc_train:0.9710428062863593
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 611 | val Loss: 4.171084
ACC_val:0.6859504132231405
auc_val:0.5912778904665315
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 611 | test Loss: 4.106564
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 612 | Training Loss: 3.850019
ACC_train:0.9397089397089398
auc_train:0.9721932794998698
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 612 | val Loss: 4.171239
ACC_val:0.6859504132231405
auc_val:0.5906017579445572
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 612 | test Loss: 4.106562
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 613 | Training Loss: 3.849081
ACC_train:0.9376299376299376
auc_train:0.9709993922028307
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 613 | val Loss: 4.171322
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 613 | test Loss: 4.106527
ACC_test:0.72
auc_test:0.6820987654320988
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 614 | Training Loss: 3.849943
ACC_train:0.9397089397089398
auc_train:0.9722366935833984
f1_weighted_train:0.938169958612278
f1_macro_train:0.9205931745082971
 ==  Epoch: 614 | val Loss: 4.171372
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 614 | test Loss: 4.106424
ACC_test:0.72
auc_test:0.6820987654320988
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 615 | Training Loss: 3.849282
ACC_train:0.9355509355509356
auc_train:0.970652079534601
f1_weighted_train:0.9339058178269177
f1_macro_train:0.9151168417157658
 ==  Epoch: 615 | val Loss: 4.171566
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 615 | test Loss: 4.106405
ACC_test:0.72
auc_test:0.6820987654320987
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 616 | Training Loss: 3.848508
ACC_train:0.9417879417879418
auc_train:0.9712164626204741
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 616 | val Loss: 4.171507
ACC_val:0.6859504132231405
auc_val:0.59026369168357
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 616 | test Loss: 4.106289
ACC_test:0.72
auc_test:0.6818783068783069
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 617 | Training Loss: 3.847133
ACC_train:0.9397089397089398
auc_train:0.9722149865416342
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 617 | val Loss: 4.171614
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 617 | test Loss: 4.106344
ACC_test:0.72
auc_test:0.6820987654320987
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 618 | Training Loss: 3.847707
ACC_train:0.9376299376299376
auc_train:0.9703915950334288
f1_weighted_train:0.9363168243623652
f1_macro_train:0.9185077256709135
 ==  Epoch: 618 | val Loss: 4.171641
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 618 | test Loss: 4.106270
ACC_test:0.72
auc_test:0.6814373897707231
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 619 | Training Loss: 3.847624
ACC_train:0.9417879417879418
auc_train:0.972019623165755
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 619 | val Loss: 4.171702
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 619 | test Loss: 4.106232
ACC_test:0.72
auc_test:0.6818783068783069
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 620 | Training Loss: 3.844888
ACC_train:0.9417879417879418
auc_train:0.9711947555787098
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 620 | val Loss: 4.171803
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 620 | test Loss: 4.106227
ACC_test:0.72
auc_test:0.6820987654320987
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 621 | Training Loss: 3.847294
ACC_train:0.9397089397089398
auc_train:0.9716940175392899
f1_weighted_train:0.9385271416059364
f1_macro_train:0.9214304623824894
 ==  Epoch: 621 | val Loss: 4.171758
ACC_val:0.6859504132231405
auc_val:0.5899256254225828
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 621 | test Loss: 4.106066
ACC_test:0.72
auc_test:0.6827601410934745
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 622 | Training Loss: 3.845957
ACC_train:0.9376299376299376
auc_train:0.9709342710775375
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 622 | val Loss: 4.171715
ACC_val:0.6859504132231405
auc_val:0.5906017579445572
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 622 | test Loss: 4.106013
ACC_test:0.72
auc_test:0.681878306878307
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 623 | Training Loss: 3.847890
ACC_train:0.9417879417879418
auc_train:0.9721498654163411
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 623 | val Loss: 4.171818
ACC_val:0.6859504132231405
auc_val:0.59026369168357
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 623 | test Loss: 4.106031
ACC_test:0.72
auc_test:0.681878306878307
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 624 | Training Loss: 3.845072
ACC_train:0.9355509355509356
auc_train:0.9710428062863593
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 624 | val Loss: 4.171791
ACC_val:0.6859504132231405
auc_val:0.5899256254225829
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 624 | test Loss: 4.105927
ACC_test:0.72
auc_test:0.681878306878307
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 625 | Training Loss: 3.844170
ACC_train:0.9376299376299376
auc_train:0.9725622992098636
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 625 | val Loss: 4.171911
ACC_val:0.6859504132231405
auc_val:0.5892494929006086
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 625 | test Loss: 4.105920
ACC_test:0.72
auc_test:0.6820987654320988
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 626 | Training Loss: 3.844796
ACC_train:0.9376299376299376
auc_train:0.9723235217504559
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 626 | val Loss: 4.171962
ACC_val:0.6859504132231405
auc_val:0.5889114266396214
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 626 | test Loss: 4.105799
ACC_test:0.72
auc_test:0.6823192239858906
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 627 | Training Loss: 3.845475
ACC_train:0.9417879417879418
auc_train:0.9715637752887037
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 627 | val Loss: 4.172010
ACC_val:0.6859504132231405
auc_val:0.5889114266396214
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 627 | test Loss: 4.105734
ACC_test:0.72
auc_test:0.6823192239858906
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 628 | Training Loss: 3.842008
ACC_train:0.9397089397089398
auc_train:0.9719545020404619
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 628 | val Loss: 4.172058
ACC_val:0.6859504132231405
auc_val:0.5889114266396214
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 628 | test Loss: 4.105707
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 629 | Training Loss: 3.841739
ACC_train:0.9417879417879418
auc_train:0.9726274203351568
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 629 | val Loss: 4.172148
ACC_val:0.6859504132231405
auc_val:0.5889114266396214
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 629 | test Loss: 4.105752
ACC_test:0.72
auc_test:0.6820987654320988
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 630 | Training Loss: 3.841920
ACC_train:0.9397089397089398
auc_train:0.9727142485022142
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 630 | val Loss: 4.172200
ACC_val:0.6859504132231405
auc_val:0.5885733603786343
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 630 | test Loss: 4.105750
ACC_test:0.7133333333333334
auc_test:0.6818783068783069
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 631 | Training Loss: 3.842708
ACC_train:0.9397089397089398
auc_train:0.9736693583398455
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 631 | val Loss: 4.172335
ACC_val:0.6859504132231405
auc_val:0.5885733603786342
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 631 | test Loss: 4.105769
ACC_test:0.7133333333333334
auc_test:0.6818783068783069
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 632 | Training Loss: 3.841218
ACC_train:0.9376299376299376
auc_train:0.9725622992098637
f1_weighted_train:0.9364967646990119
f1_macro_train:0.918932584269663
 ==  Epoch: 632 | val Loss: 4.172346
ACC_val:0.6859504132231405
auc_val:0.5885733603786342
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 632 | test Loss: 4.105672
ACC_test:0.72
auc_test:0.6820987654320988
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 633 | Training Loss: 3.841315
ACC_train:0.9438669438669439
auc_train:0.9724103499175132
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 633 | val Loss: 4.172432
ACC_val:0.6859504132231405
auc_val:0.5882352941176471
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 633 | test Loss: 4.105672
ACC_test:0.7133333333333334
auc_test:0.6818783068783069
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 634 | Training Loss: 3.840512
ACC_train:0.9376299376299376
auc_train:0.971954502040462
f1_weighted_train:0.9363168243623652
f1_macro_train:0.9185077256709135
 ==  Epoch: 634 | val Loss: 4.172411
ACC_val:0.6859504132231405
auc_val:0.5885733603786343
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 634 | test Loss: 4.105539
ACC_test:0.7133333333333334
auc_test:0.6820987654320988
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 635 | Training Loss: 3.839717
ACC_train:0.9417879417879418
auc_train:0.9729313189198576
f1_weighted_train:0.940389948156674
f1_macro_train:0.9235363582686107
 ==  Epoch: 635 | val Loss: 4.172540
ACC_val:0.6859504132231405
auc_val:0.5892494929006086
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 635 | test Loss: 4.105521
ACC_test:0.7133333333333334
auc_test:0.6823192239858907
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 636 | Training Loss: 3.836180
ACC_train:0.9397089397089398
auc_train:0.9735174090474951
f1_weighted_train:0.9385271416059364
f1_macro_train:0.9214304623824894
 ==  Epoch: 636 | val Loss: 4.172660
ACC_val:0.6859504132231405
auc_val:0.5892494929006085
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 636 | test Loss: 4.105526
ACC_test:0.7133333333333334
auc_test:0.6823192239858907
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 637 | Training Loss: 3.837118
ACC_train:0.9417879417879418
auc_train:0.9744508118433619
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 637 | val Loss: 4.172930
ACC_val:0.6859504132231405
auc_val:0.5885733603786343
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 637 | test Loss: 4.105592
ACC_test:0.7133333333333334
auc_test:0.6823192239858906
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 638 | Training Loss: 3.837044
ACC_train:0.9438669438669439
auc_train:0.9730615611704438
f1_weighted_train:0.9426025555580212
f1_macro_train:0.9264630106735371
 ==  Epoch: 638 | val Loss: 4.173014
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 638 | test Loss: 4.105462
ACC_test:0.7133333333333334
auc_test:0.6823192239858907
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 639 | Training Loss: 3.836559
ACC_train:0.9417879417879418
auc_train:0.9746027611357124
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 639 | val Loss: 4.173184
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 639 | test Loss: 4.105412
ACC_test:0.7133333333333334
auc_test:0.6825396825396827
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 640 | Training Loss: 3.835833
ACC_train:0.9355509355509356
auc_train:0.9737996005904316
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 640 | val Loss: 4.173110
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 640 | test Loss: 4.105247
ACC_test:0.72
auc_test:0.6823192239858907
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 641 | Training Loss: 3.835008
ACC_train:0.9355509355509356
auc_train:0.9741034991751324
f1_weighted_train:0.9342876341304837
f1_macro_train:0.9160118735812816
 ==  Epoch: 641 | val Loss: 4.173187
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 641 | test Loss: 4.105212
ACC_test:0.7133333333333334
auc_test:0.6825396825396826
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 642 | Training Loss: 3.836833
ACC_train:0.9334719334719335
auc_train:0.9738430146739602
f1_weighted_train:0.9320712793198562
f1_macro_train:0.9130749073823078
 ==  Epoch: 642 | val Loss: 4.173217
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 642 | test Loss: 4.105150
ACC_test:0.7133333333333334
auc_test:0.6825396825396826
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 643 | Training Loss: 3.836344
ACC_train:0.9355509355509356
auc_train:0.9741252062168968
f1_weighted_train:0.9340992304555057
f1_macro_train:0.9155686418844313
 ==  Epoch: 643 | val Loss: 4.173265
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 643 | test Loss: 4.105113
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 644 | Training Loss: 3.834913
ACC_train:0.9417879417879418
auc_train:0.9739949639663106
f1_weighted_train:0.940389948156674
f1_macro_train:0.9235363582686107
 ==  Epoch: 644 | val Loss: 4.173108
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 644 | test Loss: 4.104975
ACC_test:0.72
auc_test:0.6825396825396826
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 645 | Training Loss: 3.834380
ACC_train:0.9376299376299376
auc_train:0.9738430146739603
f1_weighted_train:0.9363168243623652
f1_macro_train:0.9185077256709135
 ==  Epoch: 645 | val Loss: 4.173090
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 645 | test Loss: 4.104961
ACC_test:0.72
auc_test:0.6825396825396824
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 646 | Training Loss: 3.832469
ACC_train:0.9417879417879418
auc_train:0.9742988625510116
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 646 | val Loss: 4.173113
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 646 | test Loss: 4.104953
ACC_test:0.72
auc_test:0.6823192239858906
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 647 | Training Loss: 3.836394
ACC_train:0.9438669438669439
auc_train:0.974515932968655
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 647 | val Loss: 4.173113
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 647 | test Loss: 4.104904
ACC_test:0.7133333333333334
auc_test:0.6823192239858906
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 648 | Training Loss: 3.832624
ACC_train:0.9397089397089398
auc_train:0.9736693583398455
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 648 | val Loss: 4.173177
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 648 | test Loss: 4.104906
ACC_test:0.7133333333333334
auc_test:0.6820987654320987
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 649 | Training Loss: 3.832529
ACC_train:0.9459459459459459
auc_train:0.9740600850916038
f1_weighted_train:0.9449638627391437
f1_macro_train:0.929741573033708
 ==  Epoch: 649 | val Loss: 4.173369
ACC_val:0.6776859504132231
auc_val:0.5899256254225829
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 649 | test Loss: 4.104948
ACC_test:0.7133333333333334
auc_test:0.681657848324515
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 650 | Training Loss: 3.833352
ACC_train:0.9438669438669439
auc_train:0.9740600850916037
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 650 | val Loss: 4.173422
ACC_val:0.6776859504132231
auc_val:0.5892494929006085
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 650 | test Loss: 4.104838
ACC_test:0.72
auc_test:0.6818783068783069
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 651 | Training Loss: 3.830842
ACC_train:0.9397089397089398
auc_train:0.9743639836763046
f1_weighted_train:0.9383508930067636
f1_macro_train:0.9210158262789843
 ==  Epoch: 651 | val Loss: 4.173563
ACC_val:0.6776859504132231
auc_val:0.5892494929006085
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 651 | test Loss: 4.104845
ACC_test:0.7133333333333334
auc_test:0.6825396825396826
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 652 | Training Loss: 3.832416
ACC_train:0.9438669438669439
auc_train:0.973387166796909
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 652 | val Loss: 4.173473
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 652 | test Loss: 4.104679
ACC_test:0.7133333333333334
auc_test:0.6823192239858906
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 653 | Training Loss: 3.829732
ACC_train:0.9438669438669439
auc_train:0.9744942259268907
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 653 | val Loss: 4.173590
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 653 | test Loss: 4.104652
ACC_test:0.72
auc_test:0.6827601410934745
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 654 | Training Loss: 3.830739
ACC_train:0.9417879417879418
auc_train:0.9749066597204133
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 654 | val Loss: 4.173699
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 654 | test Loss: 4.104642
ACC_test:0.72
auc_test:0.6827601410934745
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 655 | Training Loss: 3.834074
ACC_train:0.9459459459459459
auc_train:0.9744291048015976
f1_weighted_train:0.9448079144473832
f1_macro_train:0.9293733622481251
 ==  Epoch: 655 | val Loss: 4.173689
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 655 | test Loss: 4.104562
ACC_test:0.72
auc_test:0.6829805996472663
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 656 | Training Loss: 3.830361
ACC_train:0.9438669438669439
auc_train:0.975449335764522
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 656 | val Loss: 4.173744
ACC_val:0.6776859504132231
auc_val:0.5899256254225829
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 656 | test Loss: 4.104520
ACC_test:0.7133333333333334
auc_test:0.6832010582010583
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 657 | Training Loss: 3.828769
ACC_train:0.9438669438669439
auc_train:0.9762524963098029
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 657 | val Loss: 4.173955
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 657 | test Loss: 4.104635
ACC_test:0.7133333333333334
auc_test:0.6829805996472663
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 658 | Training Loss: 3.826772
ACC_train:0.9417879417879418
auc_train:0.975753234349223
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 658 | val Loss: 4.173879
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 658 | test Loss: 4.104474
ACC_test:0.72
auc_test:0.6829805996472663
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 659 | Training Loss: 3.828521
ACC_train:0.9438669438669439
auc_train:0.975319093513936
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 659 | val Loss: 4.173887
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 659 | test Loss: 4.104436
ACC_test:0.72
auc_test:0.6829805996472663
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 660 | Training Loss: 3.828440
ACC_train:0.9438669438669439
auc_train:0.9758400625162803
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 660 | val Loss: 4.174142
ACC_val:0.6776859504132231
auc_val:0.5899256254225828
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 660 | test Loss: 4.104567
ACC_test:0.7133333333333334
auc_test:0.6829805996472663
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 661 | Training Loss: 3.828633
ACC_train:0.9438669438669439
auc_train:0.9753408005557003
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 661 | val Loss: 4.174094
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 661 | test Loss: 4.104429
ACC_test:0.72
auc_test:0.6829805996472664
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 662 | Training Loss: 3.827923
ACC_train:0.9459459459459459
auc_train:0.9750369019709995
f1_weighted_train:0.9448079144473832
f1_macro_train:0.9293733622481251
 ==  Epoch: 662 | val Loss: 4.174057
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 662 | test Loss: 4.104263
ACC_test:0.72
auc_test:0.6829805996472664
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 663 | Training Loss: 3.824933
ACC_train:0.9438669438669439
auc_train:0.9751237301380569
f1_weighted_train:0.9430821068767964
f1_macro_train:0.9275994135257029
 ==  Epoch: 663 | val Loss: 4.174240
ACC_val:0.6776859504132231
auc_val:0.5892494929006085
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 663 | test Loss: 4.104227
ACC_test:0.72
auc_test:0.6829805996472664
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 664 | Training Loss: 3.823887
ACC_train:0.9480249480249481
auc_train:0.9765346878527394
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 664 | val Loss: 4.174396
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 664 | test Loss: 4.104202
ACC_test:0.72
auc_test:0.6832010582010583
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 665 | Training Loss: 3.825739
ACC_train:0.9438669438669439
auc_train:0.9746244681774768
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 665 | val Loss: 4.174523
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 665 | test Loss: 4.104191
ACC_test:0.72
auc_test:0.6832010582010581
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 666 | Training Loss: 3.823910
ACC_train:0.9376299376299376
auc_train:0.9751888512633499
f1_weighted_train:0.9364967646990119
f1_macro_train:0.918932584269663
 ==  Epoch: 666 | val Loss: 4.174598
ACC_val:0.6776859504132231
auc_val:0.5899256254225828
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 666 | test Loss: 4.104181
ACC_test:0.72
auc_test:0.683641975308642
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 667 | Training Loss: 3.825614
ACC_train:0.9417879417879418
auc_train:0.9757532343492229
f1_weighted_train:0.940389948156674
f1_macro_train:0.9235363582686107
 ==  Epoch: 667 | val Loss: 4.174636
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 667 | test Loss: 4.104101
ACC_test:0.72
auc_test:0.683862433862434
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 668 | Training Loss: 3.824928
ACC_train:0.9397089397089398
auc_train:0.9764044456021533
f1_weighted_train:0.9386988015259738
f1_macro_train:0.9218372641641591
 ==  Epoch: 668 | val Loss: 4.174692
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 668 | test Loss: 4.104051
ACC_test:0.72
auc_test:0.683641975308642
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 669 | Training Loss: 3.822472
ACC_train:0.9438669438669439
auc_train:0.9757098202656942
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 669 | val Loss: 4.174770
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 669 | test Loss: 4.104011
ACC_test:0.72
auc_test:0.6834215167548501
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 670 | Training Loss: 3.822495
ACC_train:0.9438669438669439
auc_train:0.9774897976903707
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 670 | val Loss: 4.174797
ACC_val:0.6776859504132231
auc_val:0.5889114266396214
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 670 | test Loss: 4.103922
ACC_test:0.72
auc_test:0.6834215167548501
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 671 | Training Loss: 3.824736
ACC_train:0.9417879417879418
auc_train:0.9757749413909872
f1_weighted_train:0.940562369404874
f1_macro_train:0.9239405439595193
 ==  Epoch: 671 | val Loss: 4.174836
ACC_val:0.6776859504132231
auc_val:0.5889114266396214
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 671 | test Loss: 4.103869
ACC_test:0.72
auc_test:0.683862433862434
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 672 | Training Loss: 3.822187
ACC_train:0.9417879417879418
auc_train:0.9765781019362682
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 672 | val Loss: 4.174939
ACC_val:0.6776859504132231
auc_val:0.5892494929006085
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 672 | test Loss: 4.103810
ACC_test:0.72
auc_test:0.6843033509700176
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 673 | Training Loss: 3.821146
ACC_train:0.9417879417879418
auc_train:0.9749717808457063
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 673 | val Loss: 4.175069
ACC_val:0.6776859504132231
auc_val:0.5892494929006085
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 673 | test Loss: 4.103885
ACC_test:0.72
auc_test:0.6845238095238095
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 674 | Training Loss: 3.823037
ACC_train:0.9417879417879418
auc_train:0.976013718850395
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 674 | val Loss: 4.175026
ACC_val:0.6776859504132231
auc_val:0.5899256254225829
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 674 | test Loss: 4.103791
ACC_test:0.72
auc_test:0.6845238095238095
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 675 | Training Loss: 3.818889
ACC_train:0.9438669438669439
auc_train:0.9767734653121474
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 675 | val Loss: 4.175094
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 675 | test Loss: 4.103798
ACC_test:0.72
auc_test:0.6847442680776015
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 676 | Training Loss: 3.819846
ACC_train:0.9438669438669439
auc_train:0.9770773638968482
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 676 | val Loss: 4.175331
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 676 | test Loss: 4.103836
ACC_test:0.7133333333333334
auc_test:0.6845238095238095
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 677 | Training Loss: 3.818988
ACC_train:0.9397089397089398
auc_train:0.9769905357297907
f1_weighted_train:0.9386988015259738
f1_macro_train:0.9218372641641591
 ==  Epoch: 677 | val Loss: 4.175301
ACC_val:0.6776859504132231
auc_val:0.5889114266396214
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 677 | test Loss: 4.103699
ACC_test:0.7133333333333334
auc_test:0.6843033509700176
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 678 | Training Loss: 3.817683
ACC_train:0.9459459459459459
auc_train:0.9775332117738994
f1_weighted_train:0.9451157394819366
f1_macro_train:0.9301028392577688
 ==  Epoch: 678 | val Loss: 4.175354
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 678 | test Loss: 4.103653
ACC_test:0.7133333333333334
auc_test:0.6840828924162258
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 679 | Training Loss: 3.818507
ACC_train:0.9417879417879418
auc_train:0.9762090822262742
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 679 | val Loss: 4.175368
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 679 | test Loss: 4.103569
ACC_test:0.7133333333333334
auc_test:0.6840828924162258
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 680 | Training Loss: 3.819430
ACC_train:0.9459459459459459
auc_train:0.9769471216462621
f1_weighted_train:0.9449638627391437
f1_macro_train:0.929741573033708
 ==  Epoch: 680 | val Loss: 4.175384
ACC_val:0.6776859504132231
auc_val:0.5889114266396214
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 680 | test Loss: 4.103483
ACC_test:0.7133333333333334
auc_test:0.6840828924162258
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 681 | Training Loss: 3.816544
ACC_train:0.9417879417879418
auc_train:0.9770773638968482
f1_weighted_train:0.9408938732882395
f1_macro_train:0.9247261345852895
 ==  Epoch: 681 | val Loss: 4.175491
ACC_val:0.6776859504132231
auc_val:0.5892494929006085
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 681 | test Loss: 4.103494
ACC_test:0.7133333333333334
auc_test:0.6847442680776015
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 682 | Training Loss: 3.819216
ACC_train:0.9438669438669439
auc_train:0.9767083441868543
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 682 | val Loss: 4.175215
ACC_val:0.6694214876033058
auc_val:0.5899256254225829
f1_weighted_val:0.6446661842556269
f1_macro_val:0.5353302611367128
 ==  Epoch: 682 | test Loss: 4.103203
ACC_test:0.72
auc_test:0.6847442680776015
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 683 | Training Loss: 3.814917
ACC_train:0.9459459459459459
auc_train:0.977880524442129
f1_weighted_train:0.9449638627391437
f1_macro_train:0.929741573033708
 ==  Epoch: 683 | val Loss: 4.175297
ACC_val:0.6776859504132231
auc_val:0.5899256254225829
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 683 | test Loss: 4.103282
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 684 | Training Loss: 3.818114
ACC_train:0.9438669438669439
auc_train:0.9771207779803769
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 684 | val Loss: 4.175478
ACC_val:0.6776859504132231
auc_val:0.5899256254225829
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 684 | test Loss: 4.103291
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 685 | Training Loss: 3.816632
ACC_train:0.9417879417879418
auc_train:0.9772293131891987
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 685 | val Loss: 4.175637
ACC_val:0.6694214876033058
auc_val:0.5895875591615957
f1_weighted_val:0.6446661842556269
f1_macro_val:0.5353302611367128
 ==  Epoch: 685 | test Loss: 4.103168
ACC_test:0.72
auc_test:0.6849647266313933
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 686 | Training Loss: 3.815753
ACC_train:0.9480249480249481
auc_train:0.9777502821915429
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 686 | val Loss: 4.175746
ACC_val:0.6694214876033058
auc_val:0.5899256254225829
f1_weighted_val:0.6446661842556269
f1_macro_val:0.5353302611367128
 ==  Epoch: 686 | test Loss: 4.103129
ACC_test:0.72
auc_test:0.6851851851851852
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 687 | Training Loss: 3.814649
ACC_train:0.9376299376299376
auc_train:0.9767951723539116
f1_weighted_train:0.9361320873107221
f1_macro_train:0.9180746695735114
 ==  Epoch: 687 | val Loss: 4.175899
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 687 | test Loss: 4.103158
ACC_test:0.72
auc_test:0.685405643738977
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 688 | Training Loss: 3.812801
ACC_train:0.9417879417879418
auc_train:0.9785968568203526
f1_weighted_train:0.9407303137190778
f1_macro_train:0.9243370786516854
 ==  Epoch: 688 | val Loss: 4.175787
ACC_val:0.6694214876033058
auc_val:0.5892494929006086
f1_weighted_val:0.6446661842556269
f1_macro_val:0.5353302611367128
 ==  Epoch: 688 | test Loss: 4.102983
ACC_test:0.72
auc_test:0.6851851851851852
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 689 | Training Loss: 3.812413
ACC_train:0.9521829521829522
auc_train:0.9769254146044978
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 689 | val Loss: 4.175824
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 689 | test Loss: 4.102975
ACC_test:0.72
auc_test:0.6849647266313933
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 690 | Training Loss: 3.815006
ACC_train:0.9501039501039501
auc_train:0.9766215160197967
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 690 | val Loss: 4.175780
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 690 | test Loss: 4.102893
ACC_test:0.72
auc_test:0.6849647266313933
f1_weighted_test:0.6967139959432048
f1_macro_test:0.6006592292089249
 ==  Epoch: 691 | Training Loss: 3.814140
ACC_train:0.9459459459459459
auc_train:0.9777285751497786
f1_weighted_train:0.9449638627391437
f1_macro_train:0.929741573033708
 ==  Epoch: 691 | val Loss: 4.176043
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 691 | test Loss: 4.103047
ACC_test:0.7133333333333334
auc_test:0.6847442680776014
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 692 | Training Loss: 3.812182
ACC_train:0.9521829521829522
auc_train:0.9790309976556395
f1_weighted_train:0.9512456640322945
f1_macro_train:0.9376862287861122
 ==  Epoch: 692 | val Loss: 4.175962
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 692 | test Loss: 4.102783
ACC_test:0.7133333333333334
auc_test:0.6847442680776014
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 693 | Training Loss: 3.814089
ACC_train:0.9459459459459459
auc_train:0.9771207779803768
f1_weighted_train:0.9448079144473832
f1_macro_train:0.9293733622481251
 ==  Epoch: 693 | val Loss: 4.176117
ACC_val:0.6776859504132231
auc_val:0.5899256254225829
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 693 | test Loss: 4.102795
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 694 | Training Loss: 3.812532
ACC_train:0.9501039501039501
auc_train:0.9782061300685942
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 694 | val Loss: 4.176146
ACC_val:0.6776859504132231
auc_val:0.5895875591615957
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 694 | test Loss: 4.102747
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 695 | Training Loss: 3.811288
ACC_train:0.9521829521829522
auc_train:0.977880524442129
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 695 | val Loss: 4.176345
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 695 | test Loss: 4.102747
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 696 | Training Loss: 3.813683
ACC_train:0.9438669438669439
auc_train:0.9792046539897543
f1_weighted_train:0.9429264703862515
f1_macro_train:0.9272277976700792
 ==  Epoch: 696 | val Loss: 4.176420
ACC_val:0.6776859504132231
auc_val:0.5889114266396214
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 696 | test Loss: 4.102618
ACC_test:0.7133333333333334
auc_test:0.6845238095238095
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 697 | Training Loss: 3.811375
ACC_train:0.9480249480249481
auc_train:0.9772076061474342
f1_weighted_train:0.9470061565568417
f1_macro_train:0.9322676399849046
 ==  Epoch: 697 | val Loss: 4.176510
ACC_val:0.6776859504132231
auc_val:0.5892494929006086
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 697 | test Loss: 4.102551
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 698 | Training Loss: 3.812176
ACC_train:0.9480249480249481
auc_train:0.9777936962750716
f1_weighted_train:0.9470061565568417
f1_macro_train:0.9322676399849046
 ==  Epoch: 698 | val Loss: 4.176571
ACC_val:0.6694214876033058
auc_val:0.5889114266396214
f1_weighted_val:0.6446661842556269
f1_macro_val:0.5353302611367128
 ==  Epoch: 698 | test Loss: 4.102501
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 699 | Training Loss: 3.809039
ACC_train:0.9501039501039501
auc_train:0.9784232004862378
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 699 | val Loss: 4.176758
ACC_val:0.6776859504132231
auc_val:0.5889114266396214
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 699 | test Loss: 4.102567
ACC_test:0.7133333333333334
auc_test:0.6847442680776015
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 700 | Training Loss: 3.807932
ACC_train:0.9459459459459459
auc_train:0.9791612399062256
f1_weighted_train:0.9448079144473832
f1_macro_train:0.9293733622481251
 ==  Epoch: 700 | val Loss: 4.176811
ACC_val:0.6776859504132231
auc_val:0.5885733603786342
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 700 | test Loss: 4.102448
ACC_test:0.7133333333333334
auc_test:0.6851851851851851
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 701 | Training Loss: 3.808309
ACC_train:0.9480249480249481
auc_train:0.979313189198576
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 701 | val Loss: 4.176803
ACC_val:0.6694214876033058
auc_val:0.5885733603786342
f1_weighted_val:0.6446661842556269
f1_macro_val:0.5353302611367128
 ==  Epoch: 701 | test Loss: 4.102227
ACC_test:0.7133333333333334
auc_test:0.6847442680776015
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 702 | Training Loss: 3.811142
ACC_train:0.9459459459459459
auc_train:0.9783146652774161
f1_weighted_train:0.9449638627391437
f1_macro_train:0.929741573033708
 ==  Epoch: 702 | val Loss: 4.176827
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 702 | test Loss: 4.102206
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 703 | Training Loss: 3.808368
ACC_train:0.9459459459459459
auc_train:0.9785317356950595
f1_weighted_train:0.9449638627391437
f1_macro_train:0.929741573033708
 ==  Epoch: 703 | val Loss: 4.177029
ACC_val:0.6776859504132231
auc_val:0.5878972278566599
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 703 | test Loss: 4.102301
ACC_test:0.7133333333333334
auc_test:0.6849647266313933
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 704 | Training Loss: 3.806492
ACC_train:0.9542619542619543
auc_train:0.9787705131544673
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 704 | val Loss: 4.177120
ACC_val:0.6776859504132231
auc_val:0.58789722785666
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 704 | test Loss: 4.102273
ACC_test:0.7133333333333334
auc_test:0.6847442680776015
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 705 | Training Loss: 3.808236
ACC_train:0.9480249480249481
auc_train:0.9785100286532951
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 705 | val Loss: 4.177191
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 705 | test Loss: 4.102276
ACC_test:0.7133333333333334
auc_test:0.6847442680776015
f1_weighted_test:0.6874229709819999
f1_macro_test:0.5868297995003523
 ==  Epoch: 706 | Training Loss: 3.803480
ACC_train:0.9501039501039501
auc_train:0.9788356342797604
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 706 | val Loss: 4.177229
ACC_val:0.6776859504132231
auc_val:0.5885733603786342
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 706 | test Loss: 4.102311
ACC_test:0.7066666666666667
auc_test:0.6849647266313934
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 707 | Training Loss: 3.806204
ACC_train:0.9521829521829522
auc_train:0.978813927237996
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 707 | val Loss: 4.177280
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 707 | test Loss: 4.102258
ACC_test:0.7066666666666667
auc_test:0.6851851851851852
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 708 | Training Loss: 3.806082
ACC_train:0.9480249480249481
auc_train:0.9779239385256577
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 708 | val Loss: 4.177247
ACC_val:0.6776859504132231
auc_val:0.58789722785666
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 708 | test Loss: 4.102207
ACC_test:0.7066666666666667
auc_test:0.6851851851851852
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 709 | Training Loss: 3.806042
ACC_train:0.9501039501039501
auc_train:0.9795085525744551
f1_weighted_train:0.9491974117592096
f1_macro_train:0.9351460674157304
 ==  Epoch: 709 | val Loss: 4.177374
ACC_val:0.6776859504132231
auc_val:0.58789722785666
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 709 | test Loss: 4.102146
ACC_test:0.7066666666666667
auc_test:0.685405643738977
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 710 | Training Loss: 3.803254
ACC_train:0.9521829521829522
auc_train:0.9803985412867934
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 710 | val Loss: 4.177453
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 710 | test Loss: 4.102092
ACC_test:0.7066666666666667
auc_test:0.6849647266313933
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 711 | Training Loss: 3.802681
ACC_train:0.9501039501039501
auc_train:0.9791178258226968
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 711 | val Loss: 4.177319
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 711 | test Loss: 4.101921
ACC_test:0.7066666666666667
auc_test:0.6851851851851852
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 712 | Training Loss: 3.803982
ACC_train:0.9480249480249481
auc_train:0.9785751497785882
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 712 | val Loss: 4.177343
ACC_val:0.6776859504132231
auc_val:0.5885733603786342
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 712 | test Loss: 4.101862
ACC_test:0.7066666666666667
auc_test:0.6849647266313932
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 713 | Training Loss: 3.804404
ACC_train:0.9501039501039501
auc_train:0.9794651384909264
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 713 | val Loss: 4.177543
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 713 | test Loss: 4.101988
ACC_test:0.7066666666666667
auc_test:0.6849647266313933
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 714 | Training Loss: 3.800875
ACC_train:0.9438669438669439
auc_train:0.9804202483285578
f1_weighted_train:0.9430821068767964
f1_macro_train:0.9275994135257029
 ==  Epoch: 714 | val Loss: 4.177591
ACC_val:0.6776859504132231
auc_val:0.5878972278566599
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 714 | test Loss: 4.101917
ACC_test:0.7066666666666667
auc_test:0.6851851851851852
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 715 | Training Loss: 3.805076
ACC_train:0.9459459459459459
auc_train:0.9800078145350352
f1_weighted_train:0.9448079144473832
f1_macro_train:0.9293733622481251
 ==  Epoch: 715 | val Loss: 4.177508
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 715 | test Loss: 4.101729
ACC_test:0.7066666666666667
auc_test:0.6849647266313933
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 716 | Training Loss: 3.800821
ACC_train:0.9480249480249481
auc_train:0.9803768342450291
f1_weighted_train:0.9470061565568417
f1_macro_train:0.9322676399849046
 ==  Epoch: 716 | val Loss: 4.177582
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 716 | test Loss: 4.101753
ACC_test:0.7066666666666667
auc_test:0.6847442680776015
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 717 | Training Loss: 3.799076
ACC_train:0.9501039501039501
auc_train:0.9815924285838327
f1_weighted_train:0.9494741176310643
f1_macro_train:0.9358067529694382
 ==  Epoch: 717 | val Loss: 4.177617
ACC_val:0.6776859504132231
auc_val:0.5882352941176471
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 717 | test Loss: 4.101666
ACC_test:0.7066666666666667
auc_test:0.6851851851851851
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 718 | Training Loss: 3.802205
ACC_train:0.9501039501039501
auc_train:0.979747330033863
f1_weighted_train:0.9490534594898922
f1_macro_train:0.9348061805367308
 ==  Epoch: 718 | val Loss: 4.177720
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 718 | test Loss: 4.101628
ACC_test:0.7066666666666667
auc_test:0.6860670194003528
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 719 | Training Loss: 3.800684
ACC_train:0.9521829521829522
auc_train:0.9797690370756273
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 719 | val Loss: 4.177721
ACC_val:0.6776859504132231
auc_val:0.5885733603786343
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 719 | test Loss: 4.101418
ACC_test:0.7066666666666667
auc_test:0.685405643738977
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 720 | Training Loss: 3.796696
ACC_train:0.9501039501039501
auc_train:0.9796387948250412
f1_weighted_train:0.9494741176310643
f1_macro_train:0.9358067529694382
 ==  Epoch: 720 | val Loss: 4.178039
ACC_val:0.6776859504132231
auc_val:0.5875591615956728
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 720 | test Loss: 4.101630
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 721 | Training Loss: 3.798891
ACC_train:0.9584199584199584
auc_train:0.9802031779109143
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 721 | val Loss: 4.178117
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 721 | test Loss: 4.101666
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 722 | Training Loss: 3.798604
ACC_train:0.9521829521829522
auc_train:0.9810280454979595
f1_weighted_train:0.9513818081068068
f1_macro_train:0.9380088646819194
 ==  Epoch: 722 | val Loss: 4.178102
ACC_val:0.6776859504132231
auc_val:0.5875591615956728
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 722 | test Loss: 4.101615
ACC_test:0.7066666666666667
auc_test:0.685405643738977
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 723 | Training Loss: 3.797889
ACC_train:0.9542619542619543
auc_train:0.9797690370756273
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 723 | val Loss: 4.178296
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 723 | test Loss: 4.101638
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 724 | Training Loss: 3.798553
ACC_train:0.9501039501039501
auc_train:0.9798992793262133
f1_weighted_train:0.9490534594898922
f1_macro_train:0.9348061805367308
 ==  Epoch: 724 | val Loss: 4.178409
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 724 | test Loss: 4.101521
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 725 | Training Loss: 3.796941
ACC_train:0.9501039501039501
auc_train:0.9808326821220804
f1_weighted_train:0.9494741176310643
f1_macro_train:0.9358067529694382
 ==  Epoch: 725 | val Loss: 4.178474
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 725 | test Loss: 4.101412
ACC_test:0.7066666666666667
auc_test:0.6851851851851852
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 726 | Training Loss: 3.798696
ACC_train:0.9501039501039501
auc_train:0.9802682990362074
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 726 | val Loss: 4.178401
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 726 | test Loss: 4.101311
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 727 | Training Loss: 3.796664
ACC_train:0.9521829521829522
auc_train:0.980745853955023
f1_weighted_train:0.9513818081068068
f1_macro_train:0.9380088646819194
 ==  Epoch: 727 | val Loss: 4.178534
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 727 | test Loss: 4.101460
ACC_test:0.7066666666666667
auc_test:0.6862874779541446
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 728 | Training Loss: 3.796835
ACC_train:0.9542619542619543
auc_train:0.9796170877832768
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 728 | val Loss: 4.178659
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 728 | test Loss: 4.101451
ACC_test:0.7066666666666667
auc_test:0.6858465608465608
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 729 | Training Loss: 3.796635
ACC_train:0.9521829521829522
auc_train:0.9803334201615004
f1_weighted_train:0.9513818081068068
f1_macro_train:0.9380088646819194
 ==  Epoch: 729 | val Loss: 4.178564
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 729 | test Loss: 4.101270
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 730 | Training Loss: 3.795331
ACC_train:0.9480249480249481
auc_train:0.9814838933750109
f1_weighted_train:0.9471541392465291
f1_macro_train:0.9326183311759992
 ==  Epoch: 730 | val Loss: 4.178655
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 730 | test Loss: 4.101235
ACC_test:0.7066666666666667
auc_test:0.685626102292769
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 731 | Training Loss: 3.797063
ACC_train:0.9480249480249481
auc_train:0.9805939046626726
f1_weighted_train:0.9470061565568417
f1_macro_train:0.9322676399849046
 ==  Epoch: 731 | val Loss: 4.178776
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 731 | test Loss: 4.101233
ACC_test:0.7066666666666667
auc_test:0.6860670194003528
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 732 | Training Loss: 3.794246
ACC_train:0.9521829521829522
auc_train:0.9819831553355909
f1_weighted_train:0.9512456640322945
f1_macro_train:0.9376862287861122
 ==  Epoch: 732 | val Loss: 4.178860
ACC_val:0.6776859504132231
auc_val:0.5868830290736984
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 732 | test Loss: 4.101087
ACC_test:0.7066666666666667
auc_test:0.6858465608465608
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 733 | Training Loss: 3.795660
ACC_train:0.9480249480249481
auc_train:0.9799209863679778
f1_weighted_train:0.9474385583878887
f1_macro_train:0.9333000526943451
 ==  Epoch: 733 | val Loss: 4.178863
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 733 | test Loss: 4.100946
ACC_test:0.7066666666666667
auc_test:0.6862874779541446
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 734 | Training Loss: 3.794102
ACC_train:0.9542619542619543
auc_train:0.9810063384561952
f1_weighted_train:0.9536846078284754
f1_macro_train:0.9411561902219849
 ==  Epoch: 734 | val Loss: 4.178967
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 734 | test Loss: 4.101056
ACC_test:0.7066666666666667
auc_test:0.6858465608465608
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 735 | Training Loss: 3.790470
ACC_train:0.9584199584199584
auc_train:0.981245115915603
f1_weighted_train:0.9578950980258868
f1_macro_train:0.9465056274745318
 ==  Epoch: 735 | val Loss: 4.178780
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 735 | test Loss: 4.100871
ACC_test:0.7066666666666667
auc_test:0.6865079365079365
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 736 | Training Loss: 3.790857
ACC_train:0.9521829521829522
auc_train:0.9803117131197361
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 736 | val Loss: 4.178846
ACC_val:0.6776859504132231
auc_val:0.5875591615956728
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 736 | test Loss: 4.100822
ACC_test:0.7066666666666667
auc_test:0.6860670194003529
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 737 | Training Loss: 3.789132
ACC_train:0.9563409563409564
auc_train:0.9815056004167753
f1_weighted_train:0.9558483890458265
f1_macro_train:0.9439720442632498
 ==  Epoch: 737 | val Loss: 4.178877
ACC_val:0.6776859504132231
auc_val:0.5878972278566599
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 737 | test Loss: 4.100897
ACC_test:0.7066666666666667
auc_test:0.6860670194003528
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 738 | Training Loss: 3.791925
ACC_train:0.9542619542619543
auc_train:0.9807675609967874
f1_weighted_train:0.9538064363666348
f1_macro_train:0.9414505134560907
 ==  Epoch: 738 | val Loss: 4.178918
ACC_val:0.6776859504132231
auc_val:0.5875591615956727
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 738 | test Loss: 4.100860
ACC_test:0.7066666666666667
auc_test:0.6862874779541446
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 739 | Training Loss: 3.789961
ACC_train:0.9563409563409564
auc_train:0.9828080229226361
f1_weighted_train:0.9558483890458265
f1_macro_train:0.9439720442632498
 ==  Epoch: 739 | val Loss: 4.179199
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 739 | test Loss: 4.101003
ACC_test:0.7066666666666667
auc_test:0.6865079365079365
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 740 | Training Loss: 3.790174
ACC_train:0.9521829521829522
auc_train:0.9820265694191196
f1_weighted_train:0.9516434737168575
f1_macro_train:0.9386360484787974
 ==  Epoch: 740 | val Loss: 4.179155
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 740 | test Loss: 4.100844
ACC_test:0.7066666666666667
auc_test:0.6862874779541446
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 741 | Training Loss: 3.790264
ACC_train:0.9584199584199584
auc_train:0.9816575497091256
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 741 | val Loss: 4.179138
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 741 | test Loss: 4.100684
ACC_test:0.7066666666666667
auc_test:0.6860670194003528
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 742 | Training Loss: 3.791070
ACC_train:0.9521829521829522
auc_train:0.9802900060779718
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 742 | val Loss: 4.179234
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 742 | test Loss: 4.100728
ACC_test:0.7066666666666667
auc_test:0.6867283950617283
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 743 | Training Loss: 3.791305
ACC_train:0.9501039501039501
auc_train:0.9824172961708778
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 743 | val Loss: 4.179420
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 743 | test Loss: 4.100648
ACC_test:0.7066666666666667
auc_test:0.6865079365079365
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 744 | Training Loss: 3.788039
ACC_train:0.9542619542619543
auc_train:0.9829382651732221
f1_weighted_train:0.9536846078284754
f1_macro_train:0.9411561902219849
 ==  Epoch: 744 | val Loss: 4.179405
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 744 | test Loss: 4.100366
ACC_test:0.7066666666666667
auc_test:0.6862874779541446
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 745 | Training Loss: 3.790970
ACC_train:0.9501039501039501
auc_train:0.981310237040896
f1_weighted_train:0.9491974117592096
f1_macro_train:0.9351460674157304
 ==  Epoch: 745 | val Loss: 4.179705
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 745 | test Loss: 4.100587
ACC_test:0.7066666666666667
auc_test:0.6869488536155203
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 746 | Training Loss: 3.789570
ACC_train:0.9521829521829522
auc_train:0.9820048623773552
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 746 | val Loss: 4.180030
ACC_val:0.6776859504132231
auc_val:0.5875591615956727
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 746 | test Loss: 4.100700
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 747 | Training Loss: 3.787178
ACC_train:0.9521829521829522
auc_train:0.9815273074585396
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 747 | val Loss: 4.179899
ACC_val:0.6776859504132231
auc_val:0.5865449628127114
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 747 | test Loss: 4.100446
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 748 | Training Loss: 3.786688
ACC_train:0.9438669438669439
auc_train:0.9818963271685335
f1_weighted_train:0.9427666490813891
f1_macro_train:0.9268490511836969
 ==  Epoch: 748 | val Loss: 4.179983
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 748 | test Loss: 4.100505
ACC_test:0.7066666666666667
auc_test:0.6871693121693123
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 749 | Training Loss: 3.788707
ACC_train:0.9521829521829522
auc_train:0.9826994877138144
f1_weighted_train:0.9512456640322945
f1_macro_train:0.9376862287861122
 ==  Epoch: 749 | val Loss: 4.180072
ACC_val:0.6776859504132231
auc_val:0.5872210953346856
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 749 | test Loss: 4.100451
ACC_test:0.7066666666666667
auc_test:0.6865079365079365
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 750 | Training Loss: 3.786879
ACC_train:0.9584199584199584
auc_train:0.9823955891291135
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 750 | val Loss: 4.180087
ACC_val:0.6776859504132231
auc_val:0.5875591615956728
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 750 | test Loss: 4.100369
ACC_test:0.7066666666666667
auc_test:0.6867283950617284
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 751 | Training Loss: 3.785923
ACC_train:0.9521829521829522
auc_train:0.9823738820873491
f1_weighted_train:0.9512456640322945
f1_macro_train:0.9376862287861122
 ==  Epoch: 751 | val Loss: 4.180180
ACC_val:0.6776859504132231
auc_val:0.5868830290736984
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 751 | test Loss: 4.100368
ACC_test:0.7066666666666667
auc_test:0.6865079365079365
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 752 | Training Loss: 3.786353
ACC_train:0.9501039501039501
auc_train:0.9824607102544065
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 752 | val Loss: 4.180194
ACC_val:0.6776859504132231
auc_val:0.5868830290736984
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 752 | test Loss: 4.100177
ACC_test:0.7066666666666667
auc_test:0.6869488536155204
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 753 | Training Loss: 3.783332
ACC_train:0.9501039501039501
auc_train:0.9832421637579231
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 753 | val Loss: 4.180352
ACC_val:0.6776859504132231
auc_val:0.5868830290736985
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 753 | test Loss: 4.100249
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 754 | Training Loss: 3.782801
ACC_train:0.9563409563409564
auc_train:0.9825909525049926
f1_weighted_train:0.9558483890458265
f1_macro_train:0.9439720442632498
 ==  Epoch: 754 | val Loss: 4.180377
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 754 | test Loss: 4.100206
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 755 | Training Loss: 3.784896
ACC_train:0.9563409563409564
auc_train:0.9839150820526179
f1_weighted_train:0.9556094769670846
f1_macro_train:0.9433993981878394
 ==  Epoch: 755 | val Loss: 4.180262
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 755 | test Loss: 4.100065
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 756 | Training Loss: 3.784337
ACC_train:0.9563409563409564
auc_train:0.98367630459321
f1_weighted_train:0.9556094769670846
f1_macro_train:0.9433993981878394
 ==  Epoch: 756 | val Loss: 4.180237
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 756 | test Loss: 4.099996
ACC_test:0.7066666666666667
auc_test:0.6871693121693121
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 757 | Training Loss: 3.781968
ACC_train:0.9584199584199584
auc_train:0.9817660849179474
f1_weighted_train:0.9578950980258868
f1_macro_train:0.9465056274745318
 ==  Epoch: 757 | val Loss: 4.180525
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 757 | test Loss: 4.100178
ACC_test:0.7066666666666667
auc_test:0.6869488536155204
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 758 | Training Loss: 3.781375
ACC_train:0.9563409563409564
auc_train:0.984110445428497
f1_weighted_train:0.9557305275708415
f1_macro_train:0.9436884327422133
 ==  Epoch: 758 | val Loss: 4.180393
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 758 | test Loss: 4.099923
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 759 | Training Loss: 3.782880
ACC_train:0.9604989604989606
auc_train:0.98267778067205
f1_weighted_train:0.9599466678021898
f1_macro_train:0.9490514391477167
 ==  Epoch: 759 | val Loss: 4.180586
ACC_val:0.6776859504132231
auc_val:0.5862068965517242
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 759 | test Loss: 4.099952
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 760 | Training Loss: 3.783407
ACC_train:0.9501039501039501
auc_train:0.9825692454632282
f1_weighted_train:0.949337605675634
f1_macro_train:0.9354795439302481
 ==  Epoch: 760 | val Loss: 4.180500
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 760 | test Loss: 4.099811
ACC_test:0.7066666666666667
auc_test:0.6878306878306879
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 761 | Training Loss: 3.784098
ACC_train:0.9542619542619543
auc_train:0.982808022922636
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 761 | val Loss: 4.180416
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 761 | test Loss: 4.099669
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 762 | Training Loss: 3.777895
ACC_train:0.9521829521829522
auc_train:0.9833941130502736
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 762 | val Loss: 4.180511
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 762 | test Loss: 4.099730
ACC_test:0.7066666666666667
auc_test:0.6869488536155203
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 763 | Training Loss: 3.782351
ACC_train:0.9584199584199584
auc_train:0.9832204567161588
f1_weighted_train:0.9580058512423951
f1_macro_train:0.9467731940509916
 ==  Epoch: 763 | val Loss: 4.180815
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 763 | test Loss: 4.099933
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 764 | Training Loss: 3.777874
ACC_train:0.9563409563409564
auc_train:0.984110445428497
f1_weighted_train:0.9558483890458265
f1_macro_train:0.9439720442632498
 ==  Epoch: 764 | val Loss: 4.180565
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 764 | test Loss: 4.099598
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 765 | Training Loss: 3.781146
ACC_train:0.9604989604989606
auc_train:0.9844360510549622
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 765 | val Loss: 4.180729
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 765 | test Loss: 4.099705
ACC_test:0.7066666666666667
auc_test:0.6878306878306879
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 766 | Training Loss: 3.780814
ACC_train:0.9542619542619543
auc_train:0.9838716679690892
f1_weighted_train:0.9536846078284754
f1_macro_train:0.9411561902219849
 ==  Epoch: 766 | val Loss: 4.180807
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 766 | test Loss: 4.099716
ACC_test:0.7066666666666667
auc_test:0.6869488536155204
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 767 | Training Loss: 3.776777
ACC_train:0.9604989604989606
auc_train:0.9840236172614396
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 767 | val Loss: 4.181053
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 767 | test Loss: 4.099823
ACC_test:0.7066666666666667
auc_test:0.6865079365079365
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 768 | Training Loss: 3.781056
ACC_train:0.9563409563409564
auc_train:0.9844794651384909
f1_weighted_train:0.9557305275708415
f1_macro_train:0.9436884327422133
 ==  Epoch: 768 | val Loss: 4.181107
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 768 | test Loss: 4.099720
ACC_test:0.7066666666666667
auc_test:0.6869488536155203
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 769 | Training Loss: 3.776630
ACC_train:0.9563409563409564
auc_train:0.9848050707649563
f1_weighted_train:0.9556094769670846
f1_macro_train:0.9433993981878394
 ==  Epoch: 769 | val Loss: 4.181134
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 769 | test Loss: 4.099628
ACC_test:0.7066666666666667
auc_test:0.6869488536155203
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 770 | Training Loss: 3.775877
ACC_train:0.9521829521829522
auc_train:0.983611183467917
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 770 | val Loss: 4.181429
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 770 | test Loss: 4.099698
ACC_test:0.7066666666666667
auc_test:0.6871693121693121
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 771 | Training Loss: 3.775663
ACC_train:0.9563409563409564
auc_train:0.9845880003473126
f1_weighted_train:0.9558483890458265
f1_macro_train:0.9439720442632498
 ==  Epoch: 771 | val Loss: 4.181466
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 771 | test Loss: 4.099524
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 772 | Training Loss: 3.776031
ACC_train:0.9584199584199584
auc_train:0.9845011721802552
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 772 | val Loss: 4.181549
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 772 | test Loss: 4.099572
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 773 | Training Loss: 3.777998
ACC_train:0.9542619542619543
auc_train:0.9843492228879048
f1_weighted_train:0.9538064363666348
f1_macro_train:0.9414505134560907
 ==  Epoch: 773 | val Loss: 4.181465
ACC_val:0.6776859504132231
auc_val:0.5855307640297499
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 773 | test Loss: 4.099359
ACC_test:0.7066666666666667
auc_test:0.6878306878306879
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 774 | Training Loss: 3.772742
ACC_train:0.9625779625779626
auc_train:0.984913605973778
f1_weighted_train:0.962105588223298
f1_macro_train:0.9518550647270786
 ==  Epoch: 774 | val Loss: 4.181489
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 774 | test Loss: 4.099440
ACC_test:0.7066666666666667
auc_test:0.6880511463844798
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 775 | Training Loss: 3.775020
ACC_train:0.9604989604989606
auc_train:0.9841321524702613
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 775 | val Loss: 4.181444
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 775 | test Loss: 4.099351
ACC_test:0.7066666666666667
auc_test:0.6878306878306879
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 776 | Training Loss: 3.777259
ACC_train:0.9542619542619543
auc_train:0.9839802031779109
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 776 | val Loss: 4.181290
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 776 | test Loss: 4.099218
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 777 | Training Loss: 3.778102
ACC_train:0.9521829521829522
auc_train:0.9845880003473126
f1_weighted_train:0.9513818081068068
f1_macro_train:0.9380088646819194
 ==  Epoch: 777 | val Loss: 4.181640
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 777 | test Loss: 4.099484
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 778 | Training Loss: 3.773388
ACC_train:0.9542619542619543
auc_train:0.9843492228879048
f1_weighted_train:0.9534309607792755
f1_macro_train:0.9405505617977528
 ==  Epoch: 778 | val Loss: 4.181617
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 778 | test Loss: 4.099233
ACC_test:0.7066666666666667
auc_test:0.6873897707231041
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 779 | Training Loss: 3.771029
ACC_train:0.9584199584199584
auc_train:0.9838499609273248
f1_weighted_train:0.9581136572415642
f1_macro_train:0.9470357646229739
 ==  Epoch: 779 | val Loss: 4.181709
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 779 | test Loss: 4.099241
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 780 | Training Loss: 3.774713
ACC_train:0.9521829521829522
auc_train:0.9843058088043761
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 780 | val Loss: 4.181894
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 780 | test Loss: 4.099252
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 781 | Training Loss: 3.772512
ACC_train:0.9563409563409564
auc_train:0.9858253017278806
f1_weighted_train:0.9557305275708415
f1_macro_train:0.9436884327422133
 ==  Epoch: 781 | val Loss: 4.181818
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 781 | test Loss: 4.099083
ACC_test:0.7066666666666667
auc_test:0.6867283950617284
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 782 | Training Loss: 3.770343
ACC_train:0.9646569646569647
auc_train:0.9856299383520015
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 782 | val Loss: 4.181838
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 782 | test Loss: 4.099022
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 783 | Training Loss: 3.770711
ACC_train:0.9542619542619543
auc_train:0.9854128679343579
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 783 | val Loss: 4.181893
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 783 | test Loss: 4.099043
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 784 | Training Loss: 3.771981
ACC_train:0.9521829521829522
auc_train:0.9849136059737779
f1_weighted_train:0.9515143873394931
f1_macro_train:0.9383254263367098
 ==  Epoch: 784 | val Loss: 4.182024
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 784 | test Loss: 4.099067
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 785 | Training Loss: 3.775952
ACC_train:0.9604989604989606
auc_train:0.9838716679690891
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 785 | val Loss: 4.182019
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 785 | test Loss: 4.099010
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 786 | Training Loss: 3.768921
ACC_train:0.9667359667359667
auc_train:0.9845011721802553
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 786 | val Loss: 4.182320
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 786 | test Loss: 4.099196
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 787 | Training Loss: 3.771828
ACC_train:0.9584199584199584
auc_train:0.984805070764956
f1_weighted_train:0.9578950980258868
f1_macro_train:0.9465056274745318
 ==  Epoch: 787 | val Loss: 4.182286
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 787 | test Loss: 4.099060
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 788 | Training Loss: 3.766899
ACC_train:0.9604989604989606
auc_train:0.985543110184944
f1_weighted_train:0.9599466678021898
f1_macro_train:0.9490514391477167
 ==  Epoch: 788 | val Loss: 4.182277
ACC_val:0.6776859504132231
auc_val:0.5841784989858011
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 788 | test Loss: 4.099069
ACC_test:0.7066666666666667
auc_test:0.6871693121693122
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 789 | Training Loss: 3.770530
ACC_train:0.9542619542619543
auc_train:0.9850872623078927
f1_weighted_train:0.953559471869331
f1_macro_train:0.9408562486027274
 ==  Epoch: 789 | val Loss: 4.182413
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 789 | test Loss: 4.098953
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 790 | Training Loss: 3.766776
ACC_train:0.9625779625779626
auc_train:0.9860206651037596
f1_weighted_train:0.962105588223298
f1_macro_train:0.9518550647270786
 ==  Epoch: 790 | val Loss: 4.182515
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 790 | test Loss: 4.098878
ACC_test:0.7066666666666667
auc_test:0.6878306878306878
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 791 | Training Loss: 3.769156
ACC_train:0.9521829521829522
auc_train:0.9865633411478684
f1_weighted_train:0.9516434737168575
f1_macro_train:0.9386360484787974
 ==  Epoch: 791 | val Loss: 4.182592
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 791 | test Loss: 4.098878
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 792 | Training Loss: 3.765468
ACC_train:0.9604989604989606
auc_train:0.9854128679343579
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 792 | val Loss: 4.182666
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 792 | test Loss: 4.098890
ACC_test:0.7066666666666667
auc_test:0.6878306878306878
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 793 | Training Loss: 3.764075
ACC_train:0.9667359667359667
auc_train:0.9870843101502127
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 793 | val Loss: 4.182916
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 793 | test Loss: 4.099007
ACC_test:0.7066666666666667
auc_test:0.6880511463844797
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 794 | Training Loss: 3.766263
ACC_train:0.9584199584199584
auc_train:0.9861292003125814
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 794 | val Loss: 4.182848
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 794 | test Loss: 4.098813
ACC_test:0.7066666666666667
auc_test:0.6878306878306878
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 795 | Training Loss: 3.767189
ACC_train:0.9604989604989606
auc_train:0.9861509073543457
f1_weighted_train:0.9601571130505645
f1_macro_train:0.9495598421502884
 ==  Epoch: 795 | val Loss: 4.183029
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 795 | test Loss: 4.098979
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 796 | Training Loss: 3.768678
ACC_train:0.9604989604989606
auc_train:0.984544586263784
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 796 | val Loss: 4.183080
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 796 | test Loss: 4.098869
ACC_test:0.7066666666666667
auc_test:0.6878306878306878
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 797 | Training Loss: 3.765349
ACC_train:0.9604989604989606
auc_train:0.9865199270643398
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 797 | val Loss: 4.183077
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 797 | test Loss: 4.098835
ACC_test:0.7066666666666667
auc_test:0.6878306878306878
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 798 | Training Loss: 3.764880
ACC_train:0.9646569646569647
auc_train:0.9873882087349136
f1_weighted_train:0.9644415021370926
f1_macro_train:0.9550904287746393
 ==  Epoch: 798 | val Loss: 4.183271
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 798 | test Loss: 4.098973
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 799 | Training Loss: 3.765622
ACC_train:0.9584199584199584
auc_train:0.9863896848137536
f1_weighted_train:0.9580058512423951
f1_macro_train:0.9467731940509916
 ==  Epoch: 799 | val Loss: 4.183203
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 799 | test Loss: 4.098832
ACC_test:0.7066666666666667
auc_test:0.687610229276896
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 800 | Training Loss: 3.763625
ACC_train:0.9604989604989606
auc_train:0.9865850481896327
f1_weighted_train:0.9599466678021898
f1_macro_train:0.9490514391477167
 ==  Epoch: 800 | val Loss: 4.183141
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 800 | test Loss: 4.098697
ACC_test:0.7066666666666667
auc_test:0.687389770723104
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 801 | Training Loss: 3.761954
ACC_train:0.9625779625779626
auc_train:0.9866284622731614
f1_weighted_train:0.9622052661181556
f1_macro_train:0.9520958746458923
 ==  Epoch: 801 | val Loss: 4.183402
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 801 | test Loss: 4.098808
ACC_test:0.7
auc_test:0.687389770723104
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 802 | Training Loss: 3.762301
ACC_train:0.9604989604989606
auc_train:0.9873882087349136
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 802 | val Loss: 4.183439
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 802 | test Loss: 4.098769
ACC_test:0.7066666666666667
auc_test:0.6887125220458554
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 803 | Training Loss: 3.762631
ACC_train:0.9604989604989606
auc_train:0.9858470087696449
f1_weighted_train:0.9598371458273622
f1_macro_train:0.9487899316937595
 ==  Epoch: 803 | val Loss: 4.183449
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 803 | test Loss: 4.098792
ACC_test:0.7066666666666667
auc_test:0.6884920634920635
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 804 | Training Loss: 3.763238
ACC_train:0.9625779625779626
auc_train:0.9866067552313971
f1_weighted_train:0.962105588223298
f1_macro_train:0.9518550647270786
 ==  Epoch: 804 | val Loss: 4.183557
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 804 | test Loss: 4.098787
ACC_test:0.7066666666666667
auc_test:0.6887125220458554
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 805 | Training Loss: 3.762414
ACC_train:0.9604989604989606
auc_train:0.9866718763566902
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 805 | val Loss: 4.183549
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 805 | test Loss: 4.098633
ACC_test:0.7066666666666667
auc_test:0.6882716049382716
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 806 | Training Loss: 3.761111
ACC_train:0.9646569646569647
auc_train:0.9872145524007989
f1_weighted_train:0.9643511011505052
f1_macro_train:0.954869332450258
 ==  Epoch: 806 | val Loss: 4.183683
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 806 | test Loss: 4.098619
ACC_test:0.7066666666666667
auc_test:0.6882716049382716
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 807 | Training Loss: 3.762650
ACC_train:0.9604989604989606
auc_train:0.9865633411478685
f1_weighted_train:0.9601571130505645
f1_macro_train:0.9495598421502884
 ==  Epoch: 807 | val Loss: 4.183707
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 807 | test Loss: 4.098444
ACC_test:0.7066666666666667
auc_test:0.6884920634920635
f1_weighted_test:0.6779487179487179
f1_macro_test:0.5726495726495726
 ==  Epoch: 808 | Training Loss: 3.756937
ACC_train:0.9646569646569647
auc_train:0.9879091777372581
f1_weighted_train:0.9643511011505052
f1_macro_train:0.954869332450258
 ==  Epoch: 808 | val Loss: 4.183910
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 808 | test Loss: 4.098490
ACC_test:0.7
auc_test:0.6887125220458554
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 809 | Training Loss: 3.760934
ACC_train:0.9563409563409564
auc_train:0.9853260397673005
f1_weighted_train:0.9558483890458265
f1_macro_train:0.9439720442632498
 ==  Epoch: 809 | val Loss: 4.183921
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 809 | test Loss: 4.098467
ACC_test:0.7
auc_test:0.6887125220458554
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 810 | Training Loss: 3.760229
ACC_train:0.9604989604989606
auc_train:0.9875618650690283
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 810 | val Loss: 4.184010
ACC_val:0.6776859504132231
auc_val:0.5831643002028398
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 810 | test Loss: 4.098655
ACC_test:0.7
auc_test:0.6882716049382717
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 811 | Training Loss: 3.759712
ACC_train:0.9646569646569647
auc_train:0.9869974819831553
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 811 | val Loss: 4.184047
ACC_val:0.6776859504132231
auc_val:0.5831643002028398
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 811 | test Loss: 4.098662
ACC_test:0.7
auc_test:0.6889329805996472
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 812 | Training Loss: 3.757100
ACC_train:0.9688149688149689
auc_train:0.9873013805678561
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 812 | val Loss: 4.184224
ACC_val:0.6776859504132231
auc_val:0.5835023664638268
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 812 | test Loss: 4.098643
ACC_test:0.7
auc_test:0.6882716049382716
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 813 | Training Loss: 3.755390
ACC_train:0.9688149688149689
auc_train:0.9873665016931492
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 813 | val Loss: 4.184381
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 813 | test Loss: 4.098604
ACC_test:0.7
auc_test:0.6878306878306878
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 814 | Training Loss: 3.759495
ACC_train:0.9688149688149689
auc_train:0.9871494312755058
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 814 | val Loss: 4.184201
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 814 | test Loss: 4.098316
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 815 | Training Loss: 3.755142
ACC_train:0.9584199584199584
auc_train:0.986975774941391
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 815 | val Loss: 4.184056
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 815 | test Loss: 4.098183
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 816 | Training Loss: 3.758281
ACC_train:0.9667359667359667
auc_train:0.987605279152557
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 816 | val Loss: 4.184138
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 816 | test Loss: 4.098348
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 817 | Training Loss: 3.759182
ACC_train:0.9667359667359667
auc_train:0.9866935833984545
f1_weighted_train:0.9664909257932514
f1_macro_train:0.9576286116983791
 ==  Epoch: 817 | val Loss: 4.184231
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 817 | test Loss: 4.098446
ACC_test:0.7
auc_test:0.6882716049382716
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 818 | Training Loss: 3.753842
ACC_train:0.9625779625779626
auc_train:0.9888859946166537
f1_weighted_train:0.962105588223298
f1_macro_train:0.9518550647270786
 ==  Epoch: 818 | val Loss: 4.184542
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 818 | test Loss: 4.098589
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 819 | Training Loss: 3.755805
ACC_train:0.9625779625779626
auc_train:0.987909177737258
f1_weighted_train:0.962105588223298
f1_macro_train:0.9518550647270786
 ==  Epoch: 819 | val Loss: 4.184515
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 819 | test Loss: 4.098341
ACC_test:0.7
auc_test:0.6882716049382716
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 820 | Training Loss: 3.754530
ACC_train:0.9584199584199584
auc_train:0.9871711383172701
f1_weighted_train:0.9580058512423951
f1_macro_train:0.9467731940509916
 ==  Epoch: 820 | val Loss: 4.184681
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 820 | test Loss: 4.098377
ACC_test:0.7
auc_test:0.6878306878306878
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 821 | Training Loss: 3.753987
ACC_train:0.9667359667359667
auc_train:0.9876704002778501
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 821 | val Loss: 4.184662
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 821 | test Loss: 4.098282
ACC_test:0.7
auc_test:0.687389770723104
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 822 | Training Loss: 3.756124
ACC_train:0.9625779625779626
auc_train:0.9879742988625511
f1_weighted_train:0.9622052661181556
f1_macro_train:0.9520958746458923
 ==  Epoch: 822 | val Loss: 4.184617
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 822 | test Loss: 4.098135
ACC_test:0.7
auc_test:0.6878306878306878
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 823 | Training Loss: 3.751824
ACC_train:0.9667359667359667
auc_train:0.989341842493705
f1_weighted_train:0.9664909257932514
f1_macro_train:0.9576286116983791
 ==  Epoch: 823 | val Loss: 4.184919
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 823 | test Loss: 4.098162
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 824 | Training Loss: 3.752617
ACC_train:0.9646569646569647
auc_train:0.9871711383172701
f1_weighted_train:0.9643511011505052
f1_macro_train:0.954869332450258
 ==  Epoch: 824 | val Loss: 4.184831
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 824 | test Loss: 4.097928
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 825 | Training Loss: 3.750009
ACC_train:0.9646569646569647
auc_train:0.988473560823131
f1_weighted_train:0.9643511011505052
f1_macro_train:0.954869332450258
 ==  Epoch: 825 | val Loss: 4.184895
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 825 | test Loss: 4.098048
ACC_test:0.7
auc_test:0.6891534391534391
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 826 | Training Loss: 3.751230
ACC_train:0.9646569646569647
auc_train:0.9876704002778501
f1_weighted_train:0.9643511011505052
f1_macro_train:0.954869332450258
 ==  Epoch: 826 | val Loss: 4.185072
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 826 | test Loss: 4.098064
ACC_test:0.7
auc_test:0.6891534391534391
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 827 | Training Loss: 3.752979
ACC_train:0.9667359667359667
auc_train:0.9875835721107927
f1_weighted_train:0.9663160784207095
f1_macro_train:0.9572045019796255
 ==  Epoch: 827 | val Loss: 4.185075
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 827 | test Loss: 4.097979
ACC_test:0.7
auc_test:0.6889329805996472
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 828 | Training Loss: 3.754426
ACC_train:0.9667359667359667
auc_train:0.9874533298602066
f1_weighted_train:0.9663160784207095
f1_macro_train:0.9572045019796255
 ==  Epoch: 828 | val Loss: 4.184906
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 828 | test Loss: 4.097809
ACC_test:0.7
auc_test:0.6891534391534391
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 829 | Training Loss: 3.750311
ACC_train:0.9667359667359667
auc_train:0.9889511157419466
f1_weighted_train:0.9664909257932514
f1_macro_train:0.9576286116983791
 ==  Epoch: 829 | val Loss: 4.184836
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 829 | test Loss: 4.097843
ACC_test:0.7
auc_test:0.6891534391534391
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 830 | Training Loss: 3.750666
ACC_train:0.9646569646569647
auc_train:0.9886038030737171
f1_weighted_train:0.9643511011505052
f1_macro_train:0.954869332450258
 ==  Epoch: 830 | val Loss: 4.185047
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 830 | test Loss: 4.098026
ACC_test:0.7
auc_test:0.6893738977072311
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 831 | Training Loss: 3.751334
ACC_train:0.9584199584199584
auc_train:0.9873230876096206
f1_weighted_train:0.9577813380630282
f1_macro_train:0.9462329532752068
 ==  Epoch: 831 | val Loss: 4.185094
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 831 | test Loss: 4.097923
ACC_test:0.7
auc_test:0.6891534391534392
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 832 | Training Loss: 3.748041
ACC_train:0.9688149688149689
auc_train:0.9881479551966658
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 832 | val Loss: 4.185153
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 832 | test Loss: 4.098013
ACC_test:0.7
auc_test:0.6891534391534391
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 833 | Training Loss: 3.749390
ACC_train:0.9688149688149689
auc_train:0.9881045411131372
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 833 | val Loss: 4.185176
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 833 | test Loss: 4.097965
ACC_test:0.7
auc_test:0.689373897707231
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 834 | Training Loss: 3.749150
ACC_train:0.9667359667359667
auc_train:0.9884735608231311
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 834 | val Loss: 4.185249
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 834 | test Loss: 4.097955
ACC_test:0.7
auc_test:0.6889329805996472
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 835 | Training Loss: 3.747899
ACC_train:0.9625779625779626
auc_train:0.9891247720760614
f1_weighted_train:0.9622052661181556
f1_macro_train:0.9520958746458923
 ==  Epoch: 835 | val Loss: 4.185287
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 835 | test Loss: 4.097896
ACC_test:0.7
auc_test:0.6887125220458553
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 836 | Training Loss: 3.747545
ACC_train:0.9604989604989606
auc_train:0.9895154988278199
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 836 | val Loss: 4.185401
ACC_val:0.6776859504132231
auc_val:0.5835023664638268
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 836 | test Loss: 4.098044
ACC_test:0.7
auc_test:0.6889329805996472
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 837 | Training Loss: 3.747594
ACC_train:0.9604989604989606
auc_train:0.9894286706607625
f1_weighted_train:0.9600533043747954
f1_macro_train:0.9493080400477023
 ==  Epoch: 837 | val Loss: 4.185638
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 837 | test Loss: 4.098079
ACC_test:0.7
auc_test:0.689373897707231
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 838 | Training Loss: 3.745010
ACC_train:0.9625779625779626
auc_train:0.9880611270296085
f1_weighted_train:0.9623022915174078
f1_macro_train:0.9523321881606766
 ==  Epoch: 838 | val Loss: 4.185531
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 838 | test Loss: 4.097746
ACC_test:0.7
auc_test:0.6889329805996471
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 839 | Training Loss: 3.745189
ACC_train:0.9688149688149689
auc_train:0.9900798819136928
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 839 | val Loss: 4.185751
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 839 | test Loss: 4.097920
ACC_test:0.7
auc_test:0.6884920634920635
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 840 | Training Loss: 3.749689
ACC_train:0.9604989604989606
auc_train:0.987778935486672
f1_weighted_train:0.9599466678021898
f1_macro_train:0.9490514391477167
 ==  Epoch: 840 | val Loss: 4.185856
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 840 | test Loss: 4.097948
ACC_test:0.7
auc_test:0.689594356261023
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 841 | Training Loss: 3.745987
ACC_train:0.9667359667359667
auc_train:0.9888425805331249
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 841 | val Loss: 4.186072
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 841 | test Loss: 4.097908
ACC_test:0.7
auc_test:0.6898148148148149
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 842 | Training Loss: 3.745086
ACC_train:0.9625779625779626
auc_train:0.9873013805678561
f1_weighted_train:0.962105588223298
f1_macro_train:0.9518550647270786
 ==  Epoch: 842 | val Loss: 4.186104
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 842 | test Loss: 4.097878
ACC_test:0.7
auc_test:0.6900352733686066
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 843 | Training Loss: 3.738402
ACC_train:0.9708939708939709
auc_train:0.9895372058695842
f1_weighted_train:0.9707530015222322
f1_macro_train:0.9631054131054131
 ==  Epoch: 843 | val Loss: 4.186252
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 843 | test Loss: 4.097946
ACC_test:0.7
auc_test:0.6898148148148148
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 844 | Training Loss: 3.747106
ACC_train:0.9688149688149689
auc_train:0.9885169749066598
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 844 | val Loss: 4.186126
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 844 | test Loss: 4.097767
ACC_test:0.7
auc_test:0.6891534391534391
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 845 | Training Loss: 3.744898
ACC_train:0.9667359667359667
auc_train:0.989710862203699
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 845 | val Loss: 4.186155
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 845 | test Loss: 4.097821
ACC_test:0.6933333333333334
auc_test:0.6884920634920635
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 846 | Training Loss: 3.746223
ACC_train:0.9625779625779626
auc_train:0.9895806199531128
f1_weighted_train:0.9622052661181556
f1_macro_train:0.9520958746458923
 ==  Epoch: 846 | val Loss: 4.186221
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 846 | test Loss: 4.097823
ACC_test:0.7
auc_test:0.6889329805996471
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 847 | Training Loss: 3.742521
ACC_train:0.9667359667359667
auc_train:0.9892767213684119
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 847 | val Loss: 4.186339
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 847 | test Loss: 4.097818
ACC_test:0.6933333333333334
auc_test:0.6898148148148148
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 848 | Training Loss: 3.745421
ACC_train:0.9688149688149689
auc_train:0.9897325692454633
f1_weighted_train:0.9684631350327332
f1_macro_train:0.9599800316166069
 ==  Epoch: 848 | val Loss: 4.186511
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 848 | test Loss: 4.097867
ACC_test:0.6933333333333334
auc_test:0.689594356261023
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 849 | Training Loss: 3.746578
ACC_train:0.9646569646569647
auc_train:0.9896457410784059
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 849 | val Loss: 4.186283
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 849 | test Loss: 4.097414
ACC_test:0.7
auc_test:0.6898148148148148
f1_weighted_test:0.6682815057283142
f1_macro_test:0.5581014729950899
 ==  Epoch: 850 | Training Loss: 3.744660
ACC_train:0.9708939708939709
auc_train:0.9890162368672397
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 850 | val Loss: 4.186750
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 850 | test Loss: 4.097699
ACC_test:0.6933333333333334
auc_test:0.6900352733686067
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 851 | Training Loss: 3.743445
ACC_train:0.9708939708939709
auc_train:0.989472084744291
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 851 | val Loss: 4.186903
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 851 | test Loss: 4.097719
ACC_test:0.6933333333333334
auc_test:0.6898148148148149
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 852 | Training Loss: 3.739560
ACC_train:0.9646569646569647
auc_train:0.990405487540158
f1_weighted_train:0.9641628080335384
f1_macro_train:0.9544144455532203
 ==  Epoch: 852 | val Loss: 4.186997
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 852 | test Loss: 4.097648
ACC_test:0.6933333333333334
auc_test:0.6898148148148149
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 853 | Training Loss: 3.738023
ACC_train:0.9708939708939709
auc_train:0.989775983328992
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 853 | val Loss: 4.186910
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 853 | test Loss: 4.097387
ACC_test:0.6933333333333334
auc_test:0.6902557319223985
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 854 | Training Loss: 3.738870
ACC_train:0.9688149688149689
auc_train:0.9899930537466355
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 854 | val Loss: 4.186943
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 854 | test Loss: 4.097404
ACC_test:0.6933333333333334
auc_test:0.6904761904761905
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 855 | Training Loss: 3.738624
ACC_train:0.9708939708939709
auc_train:0.9899496396631067
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 855 | val Loss: 4.186980
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 855 | test Loss: 4.097596
ACC_test:0.6933333333333334
auc_test:0.6898148148148148
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 856 | Training Loss: 3.738181
ACC_train:0.9667359667359667
auc_train:0.9894937917860553
f1_weighted_train:0.9664909257932514
f1_macro_train:0.9576286116983791
 ==  Epoch: 856 | val Loss: 4.187222
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 856 | test Loss: 4.097755
ACC_test:0.6933333333333334
auc_test:0.6898148148148148
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 857 | Training Loss: 3.744335
ACC_train:0.9646569646569647
auc_train:0.9894286706607623
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 857 | val Loss: 4.186816
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 857 | test Loss: 4.097254
ACC_test:0.6933333333333334
auc_test:0.6904761904761905
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 858 | Training Loss: 3.737089
ACC_train:0.972972972972973
auc_train:0.989537205869584
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 858 | val Loss: 4.187192
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 858 | test Loss: 4.097909
ACC_test:0.6933333333333334
auc_test:0.6904761904761905
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 859 | Training Loss: 3.737610
ACC_train:0.9688149688149689
auc_train:0.9894937917860553
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 859 | val Loss: 4.187156
ACC_val:0.6776859504132231
auc_val:0.5841784989858013
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 859 | test Loss: 4.097682
ACC_test:0.6933333333333334
auc_test:0.6909171075837742
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 860 | Training Loss: 3.739049
ACC_train:0.9604989604989606
auc_train:0.9893852565772336
f1_weighted_train:0.9599466678021898
f1_macro_train:0.9490514391477167
 ==  Epoch: 860 | val Loss: 4.187262
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 860 | test Loss: 4.097575
ACC_test:0.6933333333333334
auc_test:0.6902557319223985
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 861 | Training Loss: 3.738662
ACC_train:0.972972972972973
auc_train:0.9897325692454633
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 861 | val Loss: 4.187267
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 861 | test Loss: 4.097473
ACC_test:0.6933333333333334
auc_test:0.6904761904761905
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 862 | Training Loss: 3.736551
ACC_train:0.9688149688149689
auc_train:0.9893852565772336
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 862 | val Loss: 4.187659
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 862 | test Loss: 4.097714
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 863 | Training Loss: 3.739571
ACC_train:0.9688149688149689
auc_train:0.9900147607883998
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 863 | val Loss: 4.187647
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 863 | test Loss: 4.097503
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 864 | Training Loss: 3.736171
ACC_train:0.9708939708939709
auc_train:0.9904923157072154
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 864 | val Loss: 4.187677
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 864 | test Loss: 4.097647
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 865 | Training Loss: 3.736771
ACC_train:0.9688149688149689
auc_train:0.9894937917860555
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 865 | val Loss: 4.187880
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 865 | test Loss: 4.097786
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 866 | Training Loss: 3.735172
ACC_train:0.9688149688149689
auc_train:0.9899279326213424
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 866 | val Loss: 4.188032
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 866 | test Loss: 4.097854
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 867 | Training Loss: 3.736557
ACC_train:0.975051975051975
auc_train:0.988842580533125
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 867 | val Loss: 4.188139
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 867 | test Loss: 4.097792
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 868 | Training Loss: 3.737384
ACC_train:0.9708939708939709
auc_train:0.9889511157419467
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 868 | val Loss: 4.188013
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 868 | test Loss: 4.097665
ACC_test:0.6866666666666666
auc_test:0.6906966490299823
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 869 | Training Loss: 3.734423
ACC_train:0.9708939708939709
auc_train:0.9904271945819223
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 869 | val Loss: 4.188049
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 869 | test Loss: 4.097776
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 870 | Training Loss: 3.733441
ACC_train:0.9667359667359667
auc_train:0.9904706086654511
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 870 | val Loss: 4.188110
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 870 | test Loss: 4.097826
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 871 | Training Loss: 3.737372
ACC_train:0.9708939708939709
auc_train:0.9891464791178258
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 871 | val Loss: 4.188221
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 871 | test Loss: 4.097622
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 872 | Training Loss: 3.728540
ACC_train:0.9688149688149689
auc_train:0.991208648085439
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 872 | val Loss: 4.188342
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 872 | test Loss: 4.097666
ACC_test:0.6866666666666666
auc_test:0.6900352733686066
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 873 | Training Loss: 3.731237
ACC_train:0.9708939708939709
auc_train:0.9903186593731006
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 873 | val Loss: 4.188346
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 873 | test Loss: 4.097496
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 874 | Training Loss: 3.730673
ACC_train:0.972972972972973
auc_train:0.9907310931666233
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 874 | val Loss: 4.188641
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 874 | test Loss: 4.097560
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 875 | Training Loss: 3.733326
ACC_train:0.9667359667359667
auc_train:0.989906225579578
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 875 | val Loss: 4.188457
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 875 | test Loss: 4.097168
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 876 | Training Loss: 3.731109
ACC_train:0.9688149688149689
auc_train:0.9901884171225146
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 876 | val Loss: 4.188747
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 876 | test Loss: 4.097526
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 877 | Training Loss: 3.732462
ACC_train:0.9708939708939709
auc_train:0.9901015889554572
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 877 | val Loss: 4.188822
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 877 | test Loss: 4.097355
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 878 | Training Loss: 3.725432
ACC_train:0.972972972972973
auc_train:0.9907310931666232
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 878 | val Loss: 4.189037
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 878 | test Loss: 4.097466
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 879 | Training Loss: 3.732578
ACC_train:0.9688149688149689
auc_train:0.9897976903707563
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 879 | val Loss: 4.188808
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 879 | test Loss: 4.097137
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 880 | Training Loss: 3.726792
ACC_train:0.9688149688149689
auc_train:0.9900798819136928
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 880 | val Loss: 4.188862
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 880 | test Loss: 4.097386
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 881 | Training Loss: 3.730469
ACC_train:0.9667359667359667
auc_train:0.9896240340366416
f1_weighted_train:0.9664909257932514
f1_macro_train:0.9576286116983791
 ==  Epoch: 881 | val Loss: 4.188586
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 881 | test Loss: 4.097225
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 882 | Training Loss: 3.728031
ACC_train:0.972972972972973
auc_train:0.9903837804983937
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 882 | val Loss: 4.188648
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 882 | test Loss: 4.097267
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 883 | Training Loss: 3.724387
ACC_train:0.9708939708939709
auc_train:0.9915776677954329
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 883 | val Loss: 4.188946
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 883 | test Loss: 4.097405
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 884 | Training Loss: 3.733211
ACC_train:0.9688149688149689
auc_train:0.9904489016236868
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 884 | val Loss: 4.188885
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 884 | test Loss: 4.097124
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 885 | Training Loss: 3.726066
ACC_train:0.975051975051975
auc_train:0.9904706086654511
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 885 | val Loss: 4.189086
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 885 | test Loss: 4.097339
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 886 | Training Loss: 3.728797
ACC_train:0.972972972972973
auc_train:0.9916210818789615
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 886 | val Loss: 4.188970
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 886 | test Loss: 4.097081
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 887 | Training Loss: 3.728026
ACC_train:0.9708939708939709
auc_train:0.9906008509160372
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 887 | val Loss: 4.189034
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 887 | test Loss: 4.097027
ACC_test:0.6866666666666666
auc_test:0.691137566137566
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 888 | Training Loss: 3.726298
ACC_train:0.975051975051975
auc_train:0.9904054875401581
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 888 | val Loss: 4.188961
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 888 | test Loss: 4.096970
ACC_test:0.6866666666666666
auc_test:0.691137566137566
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 889 | Training Loss: 3.726018
ACC_train:0.972972972972973
auc_train:0.9906876790830946
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 889 | val Loss: 4.189239
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 889 | test Loss: 4.097203
ACC_test:0.6866666666666666
auc_test:0.691137566137566
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 890 | Training Loss: 3.723687
ACC_train:0.975051975051975
auc_train:0.9911001128766173
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 890 | val Loss: 4.189298
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 890 | test Loss: 4.097192
ACC_test:0.6866666666666666
auc_test:0.6915784832451499
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 891 | Training Loss: 3.724626
ACC_train:0.975051975051975
auc_train:0.9904271945819224
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 891 | val Loss: 4.189180
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 891 | test Loss: 4.096932
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 892 | Training Loss: 3.726788
ACC_train:0.9708939708939709
auc_train:0.9907745072501519
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 892 | val Loss: 4.189276
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 892 | test Loss: 4.096948
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 893 | Training Loss: 3.720743
ACC_train:0.972972972972973
auc_train:0.9912954762524963
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 893 | val Loss: 4.189430
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 893 | test Loss: 4.096875
ACC_test:0.6866666666666666
auc_test:0.6913580246913581
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 894 | Training Loss: 3.724418
ACC_train:0.9646569646569647
auc_train:0.9904489016236867
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 894 | val Loss: 4.189243
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 894 | test Loss: 4.096579
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 895 | Training Loss: 3.725641
ACC_train:0.9667359667359667
auc_train:0.9907962142919162
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 895 | val Loss: 4.189435
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 895 | test Loss: 4.096755
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 896 | Training Loss: 3.720116
ACC_train:0.972972972972973
auc_train:0.9907528002083876
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 896 | val Loss: 4.189679
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 896 | test Loss: 4.096997
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 897 | Training Loss: 3.723090
ACC_train:0.975051975051975
auc_train:0.9904271945819224
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 897 | val Loss: 4.189909
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 897 | test Loss: 4.096909
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 898 | Training Loss: 3.728077
ACC_train:0.972972972972973
auc_train:0.9914040114613181
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 898 | val Loss: 4.189843
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 898 | test Loss: 4.096686
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 899 | Training Loss: 3.721483
ACC_train:0.9688149688149689
auc_train:0.9910566987930884
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 899 | val Loss: 4.190060
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 899 | test Loss: 4.097054
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 900 | Training Loss: 3.719639
ACC_train:0.975051975051975
auc_train:0.9909264565425024
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 900 | val Loss: 4.189941
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 900 | test Loss: 4.096923
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 901 | Training Loss: 3.721915
ACC_train:0.975051975051975
auc_train:0.9912303551272033
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 901 | val Loss: 4.190005
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 901 | test Loss: 4.096931
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 902 | Training Loss: 3.721792
ACC_train:0.975051975051975
auc_train:0.9910349917513241
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 902 | val Loss: 4.190317
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 902 | test Loss: 4.097017
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 903 | Training Loss: 3.720795
ACC_train:0.9708939708939709
auc_train:0.9915776677954329
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 903 | val Loss: 4.190137
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 903 | test Loss: 4.096630
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 904 | Training Loss: 3.718495
ACC_train:0.972972972972973
auc_train:0.9913605973777894
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 904 | val Loss: 4.190409
ACC_val:0.6776859504132231
auc_val:0.5835023664638268
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 904 | test Loss: 4.096902
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 905 | Training Loss: 3.723081
ACC_train:0.9667359667359667
auc_train:0.991208648085439
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 905 | val Loss: 4.190280
ACC_val:0.6776859504132231
auc_val:0.5835023664638268
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 905 | test Loss: 4.096629
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 906 | Training Loss: 3.718681
ACC_train:0.9708939708939709
auc_train:0.9909698706260311
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 906 | val Loss: 4.190528
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 906 | test Loss: 4.096664
ACC_test:0.6866666666666666
auc_test:0.6909171075837743
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 907 | Training Loss: 3.718584
ACC_train:0.975051975051975
auc_train:0.9905791438742728
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 907 | val Loss: 4.190343
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 907 | test Loss: 4.096348
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 908 | Training Loss: 3.722979
ACC_train:0.972972972972973
auc_train:0.9913605973777893
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 908 | val Loss: 4.190444
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 908 | test Loss: 4.096468
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 909 | Training Loss: 3.719075
ACC_train:0.975051975051975
auc_train:0.9911435269601458
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 909 | val Loss: 4.190039
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 909 | test Loss: 4.096122
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 910 | Training Loss: 3.719140
ACC_train:0.9688149688149689
auc_train:0.9908613354172093
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 910 | val Loss: 4.190241
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 910 | test Loss: 4.096347
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 911 | Training Loss: 3.715130
ACC_train:0.972972972972973
auc_train:0.9912303551272033
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 911 | val Loss: 4.190393
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 911 | test Loss: 4.096403
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 912 | Training Loss: 3.721689
ACC_train:0.9708939708939709
auc_train:0.9919466875054268
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 912 | val Loss: 4.190486
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 912 | test Loss: 4.096313
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 913 | Training Loss: 3.713770
ACC_train:0.9688149688149689
auc_train:0.9922940001736563
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 913 | val Loss: 4.190855
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 913 | test Loss: 4.096593
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 914 | Training Loss: 3.718200
ACC_train:0.9708939708939709
auc_train:0.990904749500738
f1_weighted_train:0.9707530015222322
f1_macro_train:0.9631054131054131
 ==  Epoch: 914 | val Loss: 4.190608
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 914 | test Loss: 4.096187
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 915 | Training Loss: 3.712968
ACC_train:0.9708939708939709
auc_train:0.9910132847095597
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 915 | val Loss: 4.190802
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 915 | test Loss: 4.096340
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 916 | Training Loss: 3.712934
ACC_train:0.972972972972973
auc_train:0.9914040114613181
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 916 | val Loss: 4.190712
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 916 | test Loss: 4.096423
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 917 | Training Loss: 3.714838
ACC_train:0.9708939708939709
auc_train:0.9914691325866111
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 917 | val Loss: 4.190783
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 917 | test Loss: 4.096422
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 918 | Training Loss: 3.715432
ACC_train:0.975051975051975
auc_train:0.9923157072154206
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 918 | val Loss: 4.190788
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 918 | test Loss: 4.096482
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 919 | Training Loss: 3.714109
ACC_train:0.9646569646569647
auc_train:0.9917947382130763
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 919 | val Loss: 4.190775
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 919 | test Loss: 4.096525
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 920 | Training Loss: 3.712567
ACC_train:0.975051975051975
auc_train:0.9917296170877833
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 920 | val Loss: 4.190864
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 920 | test Loss: 4.096393
ACC_test:0.6866666666666666
auc_test:0.6900352733686066
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 921 | Training Loss: 3.712495
ACC_train:0.972972972972973
auc_train:0.991773031171312
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 921 | val Loss: 4.191035
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 921 | test Loss: 4.096366
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 922 | Training Loss: 3.709562
ACC_train:0.9771309771309772
auc_train:0.9914474255448468
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 922 | val Loss: 4.190973
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 922 | test Loss: 4.096250
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 923 | Training Loss: 3.710824
ACC_train:0.975051975051975
auc_train:0.9911001128766173
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 923 | val Loss: 4.191115
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 923 | test Loss: 4.096530
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 924 | Training Loss: 3.712455
ACC_train:0.9708939708939709
auc_train:0.9915559607536685
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 924 | val Loss: 4.190881
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 924 | test Loss: 4.096428
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 925 | Training Loss: 3.716201
ACC_train:0.975051975051975
auc_train:0.9922940001736563
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 925 | val Loss: 4.191305
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 925 | test Loss: 4.096776
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 926 | Training Loss: 3.712753
ACC_train:0.9708939708939709
auc_train:0.9913605973777894
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 926 | val Loss: 4.191084
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 926 | test Loss: 4.096304
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 927 | Training Loss: 3.708271
ACC_train:0.9708939708939709
auc_train:0.9919683945471911
f1_weighted_train:0.9707530015222322
f1_macro_train:0.9631054131054131
 ==  Epoch: 927 | val Loss: 4.190761
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 927 | test Loss: 4.095980
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 928 | Training Loss: 3.705819
ACC_train:0.9771309771309772
auc_train:0.9912086480854388
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 928 | val Loss: 4.191131
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 928 | test Loss: 4.096506
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 929 | Training Loss: 3.710260
ACC_train:0.9708939708939709
auc_train:0.9923808283407136
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 929 | val Loss: 4.191534
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 929 | test Loss: 4.096725
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 930 | Training Loss: 3.710826
ACC_train:0.972972972972973
auc_train:0.991773031171312
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 930 | val Loss: 4.191784
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 930 | test Loss: 4.096578
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 931 | Training Loss: 3.708468
ACC_train:0.972972972972973
auc_train:0.9920118086307198
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 931 | val Loss: 4.191569
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 931 | test Loss: 4.096390
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 932 | Training Loss: 3.707886
ACC_train:0.972972972972973
auc_train:0.9915559607536685
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 932 | val Loss: 4.191692
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 932 | test Loss: 4.096568
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 933 | Training Loss: 3.703312
ACC_train:0.9708939708939709
auc_train:0.992272293131892
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 933 | val Loss: 4.191957
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 933 | test Loss: 4.096777
ACC_test:0.6866666666666666
auc_test:0.6906966490299823
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 934 | Training Loss: 3.706606
ACC_train:0.975051975051975
auc_train:0.9920986367977773
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 934 | val Loss: 4.192106
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 934 | test Loss: 4.096524
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 935 | Training Loss: 3.703537
ACC_train:0.9708939708939709
auc_train:0.9919683945471911
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 935 | val Loss: 4.191957
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 935 | test Loss: 4.096440
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 936 | Training Loss: 3.705254
ACC_train:0.9646569646569647
auc_train:0.9914908396283755
f1_weighted_train:0.9642582197037641
f1_macro_train:0.9546440358321546
 ==  Epoch: 936 | val Loss: 4.191841
ACC_val:0.6776859504132231
auc_val:0.5831643002028398
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 936 | test Loss: 4.096286
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 937 | Training Loss: 3.707645
ACC_train:0.975051975051975
auc_train:0.9919683945471911
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 937 | val Loss: 4.191835
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 937 | test Loss: 4.096202
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 938 | Training Loss: 3.702976
ACC_train:0.9708939708939709
auc_train:0.991903273421898
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 938 | val Loss: 4.192255
ACC_val:0.6776859504132231
auc_val:0.5828262339418526
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 938 | test Loss: 4.096572
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 939 | Training Loss: 3.703034
ACC_train:0.972972972972973
auc_train:0.9926630198836502
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 939 | val Loss: 4.192479
ACC_val:0.6776859504132231
auc_val:0.5831643002028398
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 939 | test Loss: 4.096652
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 940 | Training Loss: 3.705172
ACC_train:0.9771309771309772
auc_train:0.9919901015889555
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 940 | val Loss: 4.192635
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 940 | test Loss: 4.096598
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 941 | Training Loss: 3.704361
ACC_train:0.9771309771309772
auc_train:0.9920769297560128
f1_weighted_train:0.977048481106723
f1_macro_train:0.9710812686856762
 ==  Epoch: 941 | val Loss: 4.192964
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 941 | test Loss: 4.096544
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 942 | Training Loss: 3.703789
ACC_train:0.9688149688149689
auc_train:0.9919901015889554
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 942 | val Loss: 4.192862
ACC_val:0.6776859504132231
auc_val:0.5824881676808654
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 942 | test Loss: 4.096249
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 943 | Training Loss: 3.701213
ACC_train:0.9688149688149689
auc_train:0.9929886255101155
f1_weighted_train:0.9686248548268462
f1_macro_train:0.9603739077423288
 ==  Epoch: 943 | val Loss: 4.192962
ACC_val:0.6776859504132231
auc_val:0.5824881676808654
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 943 | test Loss: 4.096254
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 944 | Training Loss: 3.706497
ACC_train:0.972972972972973
auc_train:0.9916427889207259
f1_weighted_train:0.9728754776715819
f1_macro_train:0.9658233175376174
 ==  Epoch: 944 | val Loss: 4.193056
ACC_val:0.6776859504132231
auc_val:0.5828262339418525
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 944 | test Loss: 4.096246
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 945 | Training Loss: 3.700843
ACC_train:0.9771309771309772
auc_train:0.9923591212989493
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 945 | val Loss: 4.192452
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 945 | test Loss: 4.095576
ACC_test:0.6866666666666666
auc_test:0.6911375661375662
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 946 | Training Loss: 3.704433
ACC_train:0.9708939708939709
auc_train:0.9914691325866111
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 946 | val Loss: 4.193096
ACC_val:0.6776859504132231
auc_val:0.5828262339418526
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 946 | test Loss: 4.096383
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 947 | Training Loss: 3.702541
ACC_train:0.975051975051975
auc_train:0.9926630198836504
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 947 | val Loss: 4.192985
ACC_val:0.6776859504132231
auc_val:0.5831643002028398
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 947 | test Loss: 4.095969
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 948 | Training Loss: 3.706703
ACC_train:0.975051975051975
auc_train:0.9910349917513241
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 948 | val Loss: 4.192732
ACC_val:0.6776859504132231
auc_val:0.5828262339418526
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 948 | test Loss: 4.095577
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 949 | Training Loss: 3.703116
ACC_train:0.975051975051975
auc_train:0.991903273421898
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 949 | val Loss: 4.192772
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 949 | test Loss: 4.095812
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 950 | Training Loss: 3.701224
ACC_train:0.975051975051975
auc_train:0.9924242424242424
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 950 | val Loss: 4.192728
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 950 | test Loss: 4.095901
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 951 | Training Loss: 3.695992
ACC_train:0.9792099792099792
auc_train:0.9925544846748284
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 951 | val Loss: 4.192863
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 951 | test Loss: 4.095944
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 952 | Training Loss: 3.698620
ACC_train:0.975051975051975
auc_train:0.9928366762177651
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 952 | val Loss: 4.193100
ACC_val:0.6776859504132231
auc_val:0.5841784989858011
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 952 | test Loss: 4.096096
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 953 | Training Loss: 3.704533
ACC_train:0.972972972972973
auc_train:0.9923808283407137
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 953 | val Loss: 4.192686
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 953 | test Loss: 4.095697
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 954 | Training Loss: 3.697766
ACC_train:0.9771309771309772
auc_train:0.992402535382478
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 954 | val Loss: 4.193380
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 954 | test Loss: 4.096468
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 955 | Training Loss: 3.697136
ACC_train:0.9688149688149689
auc_train:0.9921854649648345
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 955 | val Loss: 4.193608
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 955 | test Loss: 4.096381
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 956 | Training Loss: 3.697874
ACC_train:0.9667359667359667
auc_train:0.9914474255448468
f1_weighted_train:0.966404680993916
f1_macro_train:0.9574185552407931
 ==  Epoch: 956 | val Loss: 4.193556
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 956 | test Loss: 4.096079
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 957 | Training Loss: 3.693583
ACC_train:0.9771309771309772
auc_train:0.9928800903012938
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 957 | val Loss: 4.193876
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 957 | test Loss: 4.096414
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 958 | Training Loss: 3.694419
ACC_train:0.975051975051975
auc_train:0.9927932621342364
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 958 | val Loss: 4.193663
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 958 | test Loss: 4.096146
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 959 | Training Loss: 3.698628
ACC_train:0.9792099792099792
auc_train:0.9921637579230702
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 959 | val Loss: 4.193695
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 959 | test Loss: 4.096192
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 960 | Training Loss: 3.697792
ACC_train:0.9771309771309772
auc_train:0.9920769297560128
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 960 | val Loss: 4.193625
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 960 | test Loss: 4.095779
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 961 | Training Loss: 3.693996
ACC_train:0.9771309771309772
auc_train:0.9922288790483633
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 961 | val Loss: 4.193769
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 961 | test Loss: 4.095888
ACC_test:0.6866666666666666
auc_test:0.6900352733686066
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 962 | Training Loss: 3.697409
ACC_train:0.9708939708939709
auc_train:0.9929669184683511
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 962 | val Loss: 4.193836
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 962 | test Loss: 4.095979
ACC_test:0.6866666666666666
auc_test:0.6900352733686066
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 963 | Training Loss: 3.694091
ACC_train:0.9771309771309772
auc_train:0.9930103325518799
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 963 | val Loss: 4.193587
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 963 | test Loss: 4.095725
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 964 | Training Loss: 3.694921
ACC_train:0.972972972972973
auc_train:0.9914040114613181
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 964 | val Loss: 4.194037
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 964 | test Loss: 4.096205
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 965 | Training Loss: 3.694085
ACC_train:0.975051975051975
auc_train:0.9928583832595294
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 965 | val Loss: 4.193997
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 965 | test Loss: 4.095936
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 966 | Training Loss: 3.694474
ACC_train:0.9688149688149689
auc_train:0.9928366762177652
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 966 | val Loss: 4.194343
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 966 | test Loss: 4.096202
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 967 | Training Loss: 3.693535
ACC_train:0.975051975051975
auc_train:0.9924893635495355
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 967 | val Loss: 4.194368
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 967 | test Loss: 4.095908
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 968 | Training Loss: 3.696487
ACC_train:0.975051975051975
auc_train:0.9920986367977772
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 968 | val Loss: 4.194411
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 968 | test Loss: 4.095833
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 969 | Training Loss: 3.691780
ACC_train:0.9792099792099792
auc_train:0.9928800903012938
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 969 | val Loss: 4.194187
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 969 | test Loss: 4.095563
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 970 | Training Loss: 3.691791
ACC_train:0.9771309771309772
auc_train:0.9924459494660067
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 970 | val Loss: 4.194456
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 970 | test Loss: 4.095909
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 971 | Training Loss: 3.693596
ACC_train:0.972972972972973
auc_train:0.9925978987583572
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 971 | val Loss: 4.194296
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 971 | test Loss: 4.095576
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 972 | Training Loss: 3.691054
ACC_train:0.9771309771309772
auc_train:0.9925978987583571
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 972 | val Loss: 4.194521
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 972 | test Loss: 4.095931
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 973 | Training Loss: 3.694991
ACC_train:0.9771309771309772
auc_train:0.9918598593383693
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 973 | val Loss: 4.194079
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 973 | test Loss: 4.095614
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 974 | Training Loss: 3.691886
ACC_train:0.975051975051975
auc_train:0.9924242424242424
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 974 | val Loss: 4.194237
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 974 | test Loss: 4.095813
ACC_test:0.6866666666666666
auc_test:0.6887125220458554
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 975 | Training Loss: 3.696262
ACC_train:0.975051975051975
auc_train:0.9925761917165928
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 975 | val Loss: 4.194389
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 975 | test Loss: 4.095816
ACC_test:0.6866666666666666
auc_test:0.6891534391534391
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 976 | Training Loss: 3.694298
ACC_train:0.975051975051975
auc_train:0.9930103325518798
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 976 | val Loss: 4.194267
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 976 | test Loss: 4.095599
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 977 | Training Loss: 3.690780
ACC_train:0.972972972972973
auc_train:0.9932491100112876
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 977 | val Loss: 4.194354
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 977 | test Loss: 4.095579
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 978 | Training Loss: 3.687609
ACC_train:0.9771309771309772
auc_train:0.9933576452201094
f1_weighted_train:0.977048481106723
f1_macro_train:0.9710812686856762
 ==  Epoch: 978 | val Loss: 4.194881
ACC_val:0.6776859504132231
auc_val:0.5841784989858013
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 978 | test Loss: 4.096156
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 979 | Training Loss: 3.690415
ACC_train:0.975051975051975
auc_train:0.9925110705912998
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 979 | val Loss: 4.195288
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 979 | test Loss: 4.096139
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 980 | Training Loss: 3.689260
ACC_train:0.972972972972973
auc_train:0.9929886255101155
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 980 | val Loss: 4.195312
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 980 | test Loss: 4.095761
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 981 | Training Loss: 3.690474
ACC_train:0.9688149688149689
auc_train:0.9926630198836502
f1_weighted_train:0.9685450892504457
f1_macro_train:0.9601788227502277
 ==  Epoch: 981 | val Loss: 4.195159
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 981 | test Loss: 4.095753
ACC_test:0.6866666666666666
auc_test:0.6900352733686066
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 982 | Training Loss: 3.690563
ACC_train:0.972972972972973
auc_train:0.9928149691760007
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 982 | val Loss: 4.195341
ACC_val:0.6776859504132231
auc_val:0.5824881676808654
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 982 | test Loss: 4.095824
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 983 | Training Loss: 3.683482
ACC_train:0.972972972972973
auc_train:0.9925978987583572
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 983 | val Loss: 4.195634
ACC_val:0.6776859504132231
auc_val:0.5828262339418526
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 983 | test Loss: 4.095924
ACC_test:0.6866666666666666
auc_test:0.6900352733686066
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 984 | Training Loss: 3.688602
ACC_train:0.9792099792099792
auc_train:0.9925544846748284
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 984 | val Loss: 4.195611
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 984 | test Loss: 4.095649
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 985 | Training Loss: 3.686352
ACC_train:0.972972972972973
auc_train:0.9930971607189372
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 985 | val Loss: 4.195666
ACC_val:0.6776859504132231
auc_val:0.5841784989858011
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 985 | test Loss: 4.095846
ACC_test:0.6866666666666666
auc_test:0.6900352733686067
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 986 | Training Loss: 3.689729
ACC_train:0.9771309771309772
auc_train:0.993140574802466
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 986 | val Loss: 4.195530
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 986 | test Loss: 4.095591
ACC_test:0.6866666666666666
auc_test:0.6898148148148149
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 987 | Training Loss: 3.687220
ACC_train:0.975051975051975
auc_train:0.9927932621342364
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 987 | val Loss: 4.195524
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 987 | test Loss: 4.095646
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 988 | Training Loss: 3.681329
ACC_train:0.9812889812889813
auc_train:0.9928800903012938
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 988 | val Loss: 4.196169
ACC_val:0.6776859504132231
auc_val:0.5831643002028398
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 988 | test Loss: 4.096271
ACC_test:0.6866666666666666
auc_test:0.6891534391534392
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 989 | Training Loss: 3.686956
ACC_train:0.9708939708939709
auc_train:0.9932274029695233
f1_weighted_train:0.9706040958696767
f1_macro_train:0.9627412358356942
 ==  Epoch: 989 | val Loss: 4.195802
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 989 | test Loss: 4.095722
ACC_test:0.6866666666666666
auc_test:0.6891534391534391
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 990 | Training Loss: 3.678993
ACC_train:0.972972972972973
auc_train:0.9929886255101155
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 990 | val Loss: 4.196007
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 990 | test Loss: 4.096190
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 991 | Training Loss: 3.682584
ACC_train:0.975051975051975
auc_train:0.992706433967179
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 991 | val Loss: 4.196215
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 991 | test Loss: 4.096342
ACC_test:0.6866666666666666
auc_test:0.6889329805996472
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 992 | Training Loss: 3.682231
ACC_train:0.975051975051975
auc_train:0.9931405748024659
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 992 | val Loss: 4.196015
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 992 | test Loss: 4.095948
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 993 | Training Loss: 3.685531
ACC_train:0.972972972972973
auc_train:0.9935313015542242
f1_weighted_train:0.9728754776715819
f1_macro_train:0.9658233175376174
 ==  Epoch: 993 | val Loss: 4.195877
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 993 | test Loss: 4.095779
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 994 | Training Loss: 3.681405
ACC_train:0.975051975051975
auc_train:0.9933793522618738
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 994 | val Loss: 4.196308
ACC_val:0.6776859504132231
auc_val:0.5828262339418525
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 994 | test Loss: 4.096122
ACC_test:0.6866666666666666
auc_test:0.6891534391534391
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 995 | Training Loss: 3.687061
ACC_train:0.9771309771309772
auc_train:0.9928800903012938
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 995 | val Loss: 4.195996
ACC_val:0.6776859504132231
auc_val:0.5828262339418526
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 995 | test Loss: 4.095458
ACC_test:0.6866666666666666
auc_test:0.6891534391534392
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 996 | Training Loss: 3.683407
ACC_train:0.9792099792099792
auc_train:0.9931188677607016
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 996 | val Loss: 4.195807
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 996 | test Loss: 4.095323
ACC_test:0.6866666666666666
auc_test:0.6884920634920635
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 997 | Training Loss: 3.682365
ACC_train:0.9771309771309772
auc_train:0.9932708170530521
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 997 | val Loss: 4.196005
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 997 | test Loss: 4.095705
ACC_test:0.6866666666666666
auc_test:0.6884920634920635
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 998 | Training Loss: 3.685218
ACC_train:0.9708939708939709
auc_train:0.9931188677607016
f1_weighted_train:0.9706795600690948
f1_macro_train:0.9629250352360817
 ==  Epoch: 998 | val Loss: 4.195989
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 998 | test Loss: 4.095548
ACC_test:0.6866666666666666
auc_test:0.6887125220458554
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 999 | Training Loss: 3.682131
ACC_train:0.9812889812889813
auc_train:0.9926413128418858
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 999 | val Loss: 4.195971
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 999 | test Loss: 4.095692
ACC_test:0.6866666666666666
auc_test:0.6887125220458553
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1000 | Training Loss: 3.683680
ACC_train:0.9792099792099792
auc_train:0.992641312841886
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1000 | val Loss: 4.195815
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1000 | test Loss: 4.095689
ACC_test:0.6866666666666666
auc_test:0.6887125220458554
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1001 | Training Loss: 3.680259
ACC_train:0.9771309771309772
auc_train:0.9934010593036381
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1001 | val Loss: 4.196221
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1001 | test Loss: 4.096087
ACC_test:0.6866666666666666
auc_test:0.6884920634920635
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1002 | Training Loss: 3.677427
ACC_train:0.9792099792099792
auc_train:0.9929886255101155
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1002 | val Loss: 4.196613
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1002 | test Loss: 4.096171
ACC_test:0.6866666666666666
auc_test:0.6891534391534391
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1003 | Training Loss: 3.676802
ACC_train:0.9833679833679834
auc_train:0.9928149691760007
f1_weighted_train:0.9833282624122318
f1_macro_train:0.9790185387131952
 ==  Epoch: 1003 | val Loss: 4.196724
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1003 | test Loss: 4.095913
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1004 | Training Loss: 3.682350
ACC_train:0.972972972972973
auc_train:0.9927281410089434
f1_weighted_train:0.9728754776715819
f1_macro_train:0.9658233175376174
 ==  Epoch: 1004 | val Loss: 4.196695
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1004 | test Loss: 4.095596
ACC_test:0.6866666666666666
auc_test:0.689373897707231
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1005 | Training Loss: 3.679967
ACC_train:0.975051975051975
auc_train:0.9926847269254145
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1005 | val Loss: 4.197076
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1005 | test Loss: 4.095729
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1006 | Training Loss: 3.676212
ACC_train:0.9771309771309772
auc_train:0.9933793522618737
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1006 | val Loss: 4.196515
ACC_val:0.6776859504132231
auc_val:0.5831643002028397
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1006 | test Loss: 4.095131
ACC_test:0.6866666666666666
auc_test:0.6895943562610228
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1007 | Training Loss: 3.678631
ACC_train:0.9771309771309772
auc_train:0.9927498480507077
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1007 | val Loss: 4.197075
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1007 | test Loss: 4.095819
ACC_test:0.6933333333333334
auc_test:0.6891534391534391
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1008 | Training Loss: 3.681160
ACC_train:0.972972972972973
auc_train:0.9932274029695233
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 1008 | val Loss: 4.197088
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1008 | test Loss: 4.095544
ACC_test:0.6933333333333334
auc_test:0.689594356261023
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1009 | Training Loss: 3.681167
ACC_train:0.9792099792099792
auc_train:0.9924893635495355
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1009 | val Loss: 4.196781
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1009 | test Loss: 4.095345
ACC_test:0.6866666666666666
auc_test:0.689594356261023
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1010 | Training Loss: 3.676117
ACC_train:0.9771309771309772
auc_train:0.992576191716593
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1010 | val Loss: 4.197074
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1010 | test Loss: 4.095725
ACC_test:0.6866666666666666
auc_test:0.6895943562610228
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1011 | Training Loss: 3.679367
ACC_train:0.975051975051975
auc_train:0.9929886255101155
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 1011 | val Loss: 4.197261
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1011 | test Loss: 4.095875
ACC_test:0.6866666666666666
auc_test:0.6898148148148148
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1012 | Training Loss: 3.679842
ACC_train:0.972972972972973
auc_train:0.9932274029695234
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 1012 | val Loss: 4.197084
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1012 | test Loss: 4.095362
ACC_test:0.6866666666666666
auc_test:0.6904761904761906
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1013 | Training Loss: 3.675521
ACC_train:0.9792099792099792
auc_train:0.9935313015542242
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1013 | val Loss: 4.197093
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1013 | test Loss: 4.095551
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1014 | Training Loss: 3.675022
ACC_train:0.9792099792099792
auc_train:0.9933359381783451
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1014 | val Loss: 4.197480
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1014 | test Loss: 4.095998
ACC_test:0.6866666666666666
auc_test:0.6902557319223985
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1015 | Training Loss: 3.674591
ACC_train:0.975051975051975
auc_train:0.9929017973430581
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1015 | val Loss: 4.196918
ACC_val:0.6776859504132231
auc_val:0.5835023664638268
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1015 | test Loss: 4.095338
ACC_test:0.6866666666666666
auc_test:0.6904761904761905
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1016 | Training Loss: 3.675028
ACC_train:0.9812889812889813
auc_train:0.9931405748024659
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1016 | val Loss: 4.197182
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1016 | test Loss: 4.095822
ACC_test:0.6866666666666666
auc_test:0.6902557319223986
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1017 | Training Loss: 3.674973
ACC_train:0.9771309771309772
auc_train:0.9933576452201094
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1017 | val Loss: 4.197173
ACC_val:0.6776859504132231
auc_val:0.5841784989858012
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1017 | test Loss: 4.095876
ACC_test:0.6866666666666666
auc_test:0.6906966490299824
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1018 | Training Loss: 3.677592
ACC_train:0.9792099792099792
auc_train:0.9932274029695233
f1_weighted_train:0.9791603280152898
f1_macro_train:0.9737731733914939
 ==  Epoch: 1018 | val Loss: 4.197592
ACC_val:0.6776859504132231
auc_val:0.583840432724814
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1018 | test Loss: 4.095903
ACC_test:0.6866666666666666
auc_test:0.6911375661375662
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1019 | Training Loss: 3.672415
ACC_train:0.9812889812889813
auc_train:0.9933359381783451
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1019 | val Loss: 4.197724
ACC_val:0.6776859504132231
auc_val:0.5835023664638269
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1019 | test Loss: 4.095611
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1020 | Training Loss: 3.673582
ACC_train:0.9792099792099792
auc_train:0.9936398367630459
f1_weighted_train:0.9790568286207821
f1_macro_train:0.973517882311487
 ==  Epoch: 1020 | val Loss: 4.197655
ACC_val:0.6776859504132231
auc_val:0.5838404327248141
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1020 | test Loss: 4.095374
ACC_test:0.6866666666666666
auc_test:0.6913580246913581
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1021 | Training Loss: 3.676404
ACC_train:0.975051975051975
auc_train:0.9925761917165928
f1_weighted_train:0.9749311441619135
f1_macro_train:0.9683760683760685
 ==  Epoch: 1021 | val Loss: 4.197554
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1021 | test Loss: 4.095100
ACC_test:0.6866666666666666
auc_test:0.6911375661375662
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1022 | Training Loss: 3.678213
ACC_train:0.972972972972973
auc_train:0.9925761917165928
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 1022 | val Loss: 4.197315
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1022 | test Loss: 4.094875
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1023 | Training Loss: 3.675329
ACC_train:0.9812889812889813
auc_train:0.9936615438048103
f1_weighted_train:0.9811749128961078
f1_macro_train:0.9762243446453973
 ==  Epoch: 1023 | val Loss: 4.197850
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1023 | test Loss: 4.095239
ACC_test:0.6866666666666666
auc_test:0.6909171075837742
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1024 | Training Loss: 3.669978
ACC_train:0.975051975051975
auc_train:0.9927932621342364
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1024 | val Loss: 4.197859
ACC_val:0.6776859504132231
auc_val:0.5848546315077756
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1024 | test Loss: 4.095319
ACC_test:0.6866666666666666
auc_test:0.691358024691358
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1025 | Training Loss: 3.673595
ACC_train:0.972972972972973
auc_train:0.9931188677607016
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 1025 | val Loss: 4.197994
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1025 | test Loss: 4.095394
ACC_test:0.6866666666666666
auc_test:0.6917989417989417
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1026 | Training Loss: 3.668302
ACC_train:0.9792099792099792
auc_train:0.993704957888339
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1026 | val Loss: 4.198416
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1026 | test Loss: 4.095845
ACC_test:0.6866666666666666
auc_test:0.6922398589065256
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1027 | Training Loss: 3.672640
ACC_train:0.9792099792099792
auc_train:0.9929669184683512
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1027 | val Loss: 4.198331
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1027 | test Loss: 4.095580
ACC_test:0.6866666666666666
auc_test:0.6913580246913581
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1028 | Training Loss: 3.672257
ACC_train:0.9812889812889813
auc_train:0.9934444733871668
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1028 | val Loss: 4.198339
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1028 | test Loss: 4.095361
ACC_test:0.6866666666666666
auc_test:0.6911375661375662
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1029 | Training Loss: 3.674487
ACC_train:0.9771309771309772
auc_train:0.9931188677607016
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1029 | val Loss: 4.197862
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1029 | test Loss: 4.094863
ACC_test:0.6933333333333334
auc_test:0.6904761904761904
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1030 | Training Loss: 3.671474
ACC_train:0.9812889812889813
auc_train:0.9935313015542242
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1030 | val Loss: 4.198211
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1030 | test Loss: 4.095324
ACC_test:0.6933333333333334
auc_test:0.6909171075837742
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1031 | Training Loss: 3.669924
ACC_train:0.9771309771309772
auc_train:0.9934661804289311
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1031 | val Loss: 4.198092
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1031 | test Loss: 4.095008
ACC_test:0.6866666666666666
auc_test:0.6917989417989417
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1032 | Training Loss: 3.668072
ACC_train:0.975051975051975
auc_train:0.9936181297212815
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1032 | val Loss: 4.198120
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1032 | test Loss: 4.094867
ACC_test:0.6866666666666666
auc_test:0.6922398589065256
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1033 | Training Loss: 3.669129
ACC_train:0.9771309771309772
auc_train:0.9935095945124598
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1033 | val Loss: 4.197975
ACC_val:0.6776859504132231
auc_val:0.5855307640297499
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1033 | test Loss: 4.094633
ACC_test:0.6866666666666666
auc_test:0.6917989417989417
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1034 | Training Loss: 3.670514
ACC_train:0.975051975051975
auc_train:0.9934227663454025
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1034 | val Loss: 4.198067
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1034 | test Loss: 4.094607
ACC_test:0.6866666666666666
auc_test:0.6926807760141093
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1035 | Training Loss: 3.668379
ACC_train:0.975051975051975
auc_train:0.9931188677607016
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1035 | val Loss: 4.198518
ACC_val:0.6776859504132231
auc_val:0.5855307640297499
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1035 | test Loss: 4.094907
ACC_test:0.6866666666666666
auc_test:0.6929012345679012
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1036 | Training Loss: 3.669150
ACC_train:0.9792099792099792
auc_train:0.9937917860553964
f1_weighted_train:0.9790568286207821
f1_macro_train:0.973517882311487
 ==  Epoch: 1036 | val Loss: 4.198452
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1036 | test Loss: 4.094582
ACC_test:0.6866666666666666
auc_test:0.6931216931216931
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1037 | Training Loss: 3.673053
ACC_train:0.9771309771309772
auc_train:0.9930971607189372
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1037 | val Loss: 4.198762
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1037 | test Loss: 4.094715
ACC_test:0.6866666666666666
auc_test:0.6933421516754851
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1038 | Training Loss: 3.665194
ACC_train:0.972972972972973
auc_train:0.9939003212642181
f1_weighted_train:0.9727390773503862
f1_macro_train:0.9654883130501973
 ==  Epoch: 1038 | val Loss: 4.198817
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1038 | test Loss: 4.094572
ACC_test:0.6866666666666666
auc_test:0.6937830687830687
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1039 | Training Loss: 3.669630
ACC_train:0.9771309771309772
auc_train:0.9939437353477468
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1039 | val Loss: 4.199120
ACC_val:0.6776859504132231
auc_val:0.5845165652467883
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1039 | test Loss: 4.094924
ACC_test:0.6866666666666666
auc_test:0.6929012345679012
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1040 | Training Loss: 3.662298
ACC_train:0.9833679833679834
auc_train:0.9934444733871668
f1_weighted_train:0.9833282624122318
f1_macro_train:0.9790185387131952
 ==  Epoch: 1040 | val Loss: 4.199493
ACC_val:0.6694214876033058
auc_val:0.5848546315077755
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1040 | test Loss: 4.095092
ACC_test:0.6933333333333334
auc_test:0.6924603174603174
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1041 | Training Loss: 3.670519
ACC_train:0.9771309771309772
auc_train:0.9932925240948164
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1041 | val Loss: 4.199170
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1041 | test Loss: 4.094502
ACC_test:0.6866666666666666
auc_test:0.6929012345679012
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1042 | Training Loss: 3.670878
ACC_train:0.975051975051975
auc_train:0.9933359381783451
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1042 | val Loss: 4.199672
ACC_val:0.6694214876033058
auc_val:0.5851926977687626
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1042 | test Loss: 4.095024
ACC_test:0.6866666666666666
auc_test:0.6931216931216931
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1043 | Training Loss: 3.668437
ACC_train:0.975051975051975
auc_train:0.9941608057653903
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1043 | val Loss: 4.199600
ACC_val:0.6694214876033058
auc_val:0.5848546315077755
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1043 | test Loss: 4.094894
ACC_test:0.6866666666666666
auc_test:0.6929012345679012
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1044 | Training Loss: 3.663374
ACC_train:0.9812889812889813
auc_train:0.9940522705565685
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1044 | val Loss: 4.199057
ACC_val:0.6776859504132231
auc_val:0.5851926977687627
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1044 | test Loss: 4.094532
ACC_test:0.6866666666666666
auc_test:0.6931216931216931
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1045 | Training Loss: 3.668749
ACC_train:0.972972972972973
auc_train:0.9934878874706955
f1_weighted_train:0.9728082075166001
f1_macro_train:0.9656573867100182
 ==  Epoch: 1045 | val Loss: 4.199492
ACC_val:0.6694214876033058
auc_val:0.5845165652467884
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1045 | test Loss: 4.095126
ACC_test:0.6933333333333334
auc_test:0.6931216931216931
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1046 | Training Loss: 3.667293
ACC_train:0.9833679833679834
auc_train:0.9935095945124599
f1_weighted_train:0.9832874294412757
f1_macro_train:0.9789173789173791
 ==  Epoch: 1046 | val Loss: 4.199008
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1046 | test Loss: 4.094619
ACC_test:0.6866666666666666
auc_test:0.6924603174603174
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1047 | Training Loss: 3.662424
ACC_train:0.9771309771309772
auc_train:0.9935747156377529
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1047 | val Loss: 4.198849
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1047 | test Loss: 4.094709
ACC_test:0.7
auc_test:0.6924603174603174
f1_weighted_test:0.6632911392405062
f1_macro_test:0.5479204339963832
 ==  Epoch: 1048 | Training Loss: 3.666639
ACC_train:0.9771309771309772
auc_train:0.9936181297212816
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1048 | val Loss: 4.198883
ACC_val:0.6694214876033058
auc_val:0.5851926977687627
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1048 | test Loss: 4.094924
ACC_test:0.6933333333333334
auc_test:0.6922398589065256
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1049 | Training Loss: 3.662805
ACC_train:0.9812889812889813
auc_train:0.993704957888339
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1049 | val Loss: 4.198809
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1049 | test Loss: 4.094523
ACC_test:0.6866666666666666
auc_test:0.6924603174603174
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1050 | Training Loss: 3.662237
ACC_train:0.9812889812889813
auc_train:0.9935313015542242
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1050 | val Loss: 4.199081
ACC_val:0.6694214876033058
auc_val:0.5855307640297498
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1050 | test Loss: 4.094875
ACC_test:0.6933333333333334
auc_test:0.6931216931216931
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1051 | Training Loss: 3.659361
ACC_train:0.9812889812889813
auc_train:0.9938352001389251
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1051 | val Loss: 4.199159
ACC_val:0.6694214876033058
auc_val:0.585868830290737
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1051 | test Loss: 4.094651
ACC_test:0.6933333333333334
auc_test:0.6929012345679012
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1052 | Training Loss: 3.663762
ACC_train:0.9792099792099792
auc_train:0.9939437353477468
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1052 | val Loss: 4.199137
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1052 | test Loss: 4.094530
ACC_test:0.6933333333333334
auc_test:0.6931216931216931
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1053 | Training Loss: 3.661280
ACC_train:0.9771309771309772
auc_train:0.9935095945124598
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1053 | val Loss: 4.198947
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1053 | test Loss: 4.094473
ACC_test:0.6933333333333334
auc_test:0.6931216931216931
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1054 | Training Loss: 3.663933
ACC_train:0.9812889812889813
auc_train:0.9934878874706955
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1054 | val Loss: 4.198902
ACC_val:0.6776859504132231
auc_val:0.5868830290736984
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1054 | test Loss: 4.094813
ACC_test:0.6866666666666666
auc_test:0.6933421516754851
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1055 | Training Loss: 3.662977
ACC_train:0.9812889812889813
auc_train:0.9931622818442303
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1055 | val Loss: 4.198826
ACC_val:0.6776859504132231
auc_val:0.5868830290736984
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1055 | test Loss: 4.094680
ACC_test:0.6866666666666666
auc_test:0.6933421516754851
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1056 | Training Loss: 3.655800
ACC_train:0.9833679833679834
auc_train:0.9940088564730398
f1_weighted_train:0.9833282624122318
f1_macro_train:0.9790185387131952
 ==  Epoch: 1056 | val Loss: 4.198822
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1056 | test Loss: 4.094433
ACC_test:0.6866666666666666
auc_test:0.6935626102292769
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1057 | Training Loss: 3.666083
ACC_train:0.9792099792099792
auc_train:0.9936832508465746
f1_weighted_train:0.9790568286207821
f1_macro_train:0.973517882311487
 ==  Epoch: 1057 | val Loss: 4.199249
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1057 | test Loss: 4.094604
ACC_test:0.6866666666666666
auc_test:0.6931216931216931
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1058 | Training Loss: 3.660405
ACC_train:0.9792099792099792
auc_train:0.9941173916818615
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1058 | val Loss: 4.199330
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1058 | test Loss: 4.094544
ACC_test:0.6933333333333334
auc_test:0.693342151675485
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1059 | Training Loss: 3.658622
ACC_train:0.9833679833679834
auc_train:0.9936398367630459
f1_weighted_train:0.9832874294412757
f1_macro_train:0.9789173789173791
 ==  Epoch: 1059 | val Loss: 4.199172
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1059 | test Loss: 4.094407
ACC_test:0.7
auc_test:0.6929012345679012
f1_weighted_test:0.6632911392405062
f1_macro_test:0.5479204339963832
 ==  Epoch: 1060 | Training Loss: 3.656742
ACC_train:0.9771309771309772
auc_train:0.9939871494312754
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1060 | val Loss: 4.199689
ACC_val:0.6776859504132231
auc_val:0.5855307640297498
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1060 | test Loss: 4.094801
ACC_test:0.6933333333333334
auc_test:0.6933421516754851
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1061 | Training Loss: 3.658480
ACC_train:0.9812889812889813
auc_train:0.9939437353477468
f1_weighted_train:0.9812214845418644
f1_macro_train:0.9763392198337351
 ==  Epoch: 1061 | val Loss: 4.200080
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1061 | test Loss: 4.094922
ACC_test:0.6933333333333334
auc_test:0.6931216931216931
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1062 | Training Loss: 3.658336
ACC_train:0.9792099792099792
auc_train:0.9940956846400973
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1062 | val Loss: 4.200022
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1062 | test Loss: 4.094491
ACC_test:0.6933333333333334
auc_test:0.6937830687830687
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1063 | Training Loss: 3.660952
ACC_train:0.9771309771309772
auc_train:0.9937049578883389
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1063 | val Loss: 4.199779
ACC_val:0.6776859504132231
auc_val:0.585868830290737
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1063 | test Loss: 4.094162
ACC_test:0.7
auc_test:0.6946649029982364
f1_weighted_test:0.6632911392405062
f1_macro_test:0.5479204339963832
 ==  Epoch: 1064 | Training Loss: 3.654934
ACC_train:0.9771309771309772
auc_train:0.9938786142224538
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1064 | val Loss: 4.199904
ACC_val:0.6859504132231405
auc_val:0.5855307640297499
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 1064 | test Loss: 4.094732
ACC_test:0.7
auc_test:0.6940035273368607
f1_weighted_test:0.6632911392405062
f1_macro_test:0.5479204339963832
 ==  Epoch: 1065 | Training Loss: 3.657228
ACC_train:0.975051975051975
auc_train:0.9939003212642181
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1065 | val Loss: 4.199876
ACC_val:0.6859504132231405
auc_val:0.5855307640297499
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 1065 | test Loss: 4.094406
ACC_test:0.7
auc_test:0.6942239858906526
f1_weighted_test:0.6632911392405062
f1_macro_test:0.5479204339963832
 ==  Epoch: 1066 | Training Loss: 3.657145
ACC_train:0.9771309771309772
auc_train:0.9934878874706955
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1066 | val Loss: 4.200422
ACC_val:0.6859504132231405
auc_val:0.5862068965517241
f1_weighted_val:0.6569336172817798
f1_macro_val:0.5470843183609141
 ==  Epoch: 1066 | test Loss: 4.094934
ACC_test:0.6933333333333334
auc_test:0.6937830687830688
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1067 | Training Loss: 3.662031
ACC_train:0.9812889812889813
auc_train:0.9935964226795172
f1_weighted_train:0.9811749128961078
f1_macro_train:0.9762243446453973
 ==  Epoch: 1067 | val Loss: 4.200069
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1067 | test Loss: 4.094174
ACC_test:0.6866666666666666
auc_test:0.6935626102292768
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1068 | Training Loss: 3.656349
ACC_train:0.975051975051975
auc_train:0.9936615438048103
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1068 | val Loss: 4.200217
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1068 | test Loss: 4.094523
ACC_test:0.6866666666666666
auc_test:0.6922398589065256
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1069 | Training Loss: 3.651631
ACC_train:0.9792099792099792
auc_train:0.9937266649301033
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1069 | val Loss: 4.199657
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1069 | test Loss: 4.093868
ACC_test:0.6933333333333334
auc_test:0.6937830687830688
f1_weighted_test:0.6584110169491526
f1_macro_test:0.543167372881356
 ==  Epoch: 1070 | Training Loss: 3.652044
ACC_train:0.9833679833679834
auc_train:0.9943561691412693
f1_weighted_train:0.9832874294412757
f1_macro_train:0.9789173789173791
 ==  Epoch: 1070 | val Loss: 4.200511
ACC_val:0.6776859504132231
auc_val:0.5865449628127113
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1070 | test Loss: 4.094845
ACC_test:0.6866666666666666
auc_test:0.6942239858906526
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1071 | Training Loss: 3.655349
ACC_train:0.9771309771309772
auc_train:0.9933359381783451
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1071 | val Loss: 4.200107
ACC_val:0.6776859504132231
auc_val:0.5868830290736984
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1071 | test Loss: 4.093888
ACC_test:0.6866666666666666
auc_test:0.6940035273368607
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1072 | Training Loss: 3.657311
ACC_train:0.9792099792099792
auc_train:0.9937049578883389
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1072 | val Loss: 4.200621
ACC_val:0.6776859504132231
auc_val:0.5862068965517241
f1_weighted_val:0.6507977195386042
f1_macro_val:0.5411764705882353
 ==  Epoch: 1072 | test Loss: 4.094260
ACC_test:0.6866666666666666
auc_test:0.6940035273368607
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1073 | Training Loss: 3.651240
ACC_train:0.9792099792099792
auc_train:0.9942476339324476
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1073 | val Loss: 4.200866
ACC_val:0.6694214876033058
auc_val:0.5862068965517241
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1073 | test Loss: 4.094228
ACC_test:0.6866666666666666
auc_test:0.693342151675485
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1074 | Training Loss: 3.652364
ACC_train:0.9792099792099792
auc_train:0.9937266649301033
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1074 | val Loss: 4.200683
ACC_val:0.6694214876033058
auc_val:0.5851926977687626
f1_weighted_val:0.6388774918755575
f1_macro_val:0.5232466509062254
 ==  Epoch: 1074 | test Loss: 4.093971
ACC_test:0.6933333333333334
auc_test:0.6937830687830687
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1075 | Training Loss: 3.652718
ACC_train:0.9771309771309772
auc_train:0.9940305635148041
f1_weighted_train:0.9769330654503269
f1_macro_train:0.970797803350167
 ==  Epoch: 1075 | val Loss: 4.201139
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1075 | test Loss: 4.094361
ACC_test:0.6933333333333334
auc_test:0.6940035273368608
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1076 | Training Loss: 3.651634
ACC_train:0.9812889812889813
auc_train:0.9944429973083269
f1_weighted_train:0.9811749128961078
f1_macro_train:0.9762243446453973
 ==  Epoch: 1076 | val Loss: 4.201416
ACC_val:0.6776859504132231
auc_val:0.5841784989858013
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1076 | test Loss: 4.094357
ACC_test:0.6933333333333334
auc_test:0.6937830687830688
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1077 | Training Loss: 3.654752
ACC_train:0.9792099792099792
auc_train:0.9938569071806894
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1077 | val Loss: 4.201517
ACC_val:0.6776859504132231
auc_val:0.5845165652467884
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1077 | test Loss: 4.094254
ACC_test:0.6933333333333334
auc_test:0.6942239858906526
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1078 | Training Loss: 3.652733
ACC_train:0.9771309771309772
auc_train:0.9936398367630459
f1_weighted_train:0.9769330654503269
f1_macro_train:0.970797803350167
 ==  Epoch: 1078 | val Loss: 4.201494
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1078 | test Loss: 4.094487
ACC_test:0.6933333333333334
auc_test:0.6942239858906526
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1079 | Training Loss: 3.655385
ACC_train:0.9771309771309772
auc_train:0.9935530085959885
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1079 | val Loss: 4.201681
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1079 | test Loss: 4.094679
ACC_test:0.6933333333333334
auc_test:0.6946649029982364
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1080 | Training Loss: 3.655422
ACC_train:0.9771309771309772
auc_train:0.9936832508465746
f1_weighted_train:0.9769915602063539
f1_macro_train:0.9709408656777079
 ==  Epoch: 1080 | val Loss: 4.201721
ACC_val:0.6776859504132231
auc_val:0.5851926977687626
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1080 | test Loss: 4.094414
ACC_test:0.6933333333333334
auc_test:0.6948853615520282
f1_weighted_test:0.6530984006505829
f1_macro_test:0.5323936026023313
 ==  Epoch: 1081 | Training Loss: 3.647551
ACC_train:0.9792099792099792
auc_train:0.9942259268906833
f1_weighted_train:0.9791092868015944
f1_macro_train:0.9736467236467237
 ==  Epoch: 1081 | val Loss: 4.201859
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1081 | test Loss: 4.094439
ACC_test:0.6866666666666666
auc_test:0.6944444444444445
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1082 | Training Loss: 3.650928
ACC_train:0.975051975051975
auc_train:0.9934227663454024
f1_weighted_train:0.9748681943449387
f1_macro_train:0.9682214587737844
 ==  Epoch: 1082 | val Loss: 4.201385
ACC_val:0.6776859504132231
auc_val:0.5848546315077755
f1_weighted_val:0.6448657117610807
f1_macro_val:0.52890086852351
 ==  Epoch: 1082 | test Loss: 4.094143
ACC_test:0.6866666666666666
auc_test:0.6944444444444445
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
 ==  Epoch: 1082 | test Loss: 4.094143
ACC_test:0.6866666666666666
auc_test:0.6944444444444445
f1_weighted_test:0.6483263009845288
f1_macro_test:0.527828008840667
