epoch,train_loss,train_acc,val_loss,val_acc,val_macro_f1,val_micro_f1,val_macro_auc,lr,secs
1,1.4832058775424957,0.6401875,0.8261747836722612,0.7647907647907648,0.5946159352563036,0.5881758463870642,0.8955371395343672,0.0003,55.58541941642761
2,0.8947504705190659,0.78475,0.5944501942542381,0.8672438672438673,0.7460406526049498,0.7303634232121923,0.9483109706797949,0.00029871672920607153,18.405437231063843
3,0.6211744225025178,0.8576875,0.4338466294572123,0.9252525252525252,0.8426343484506758,0.8312703583061889,0.9785526952222907,0.0002948888739433602,18.571887016296387
4,0.4490236094594002,0.9179375,0.36820720972608867,0.9492063492063492,0.8749937987661301,0.8817204301075269,0.9893963796954288,0.000288581929876693,18.18307089805603
5,0.3865805572271347,0.937125,0.3200312882102757,0.9642135642135642,0.9191183164023691,0.9146005509641874,0.9933732844332057,0.0002799038105676658,18.359134674072266
6,0.3432238970696926,0.9518125,0.2770368680895493,0.9786435786435786,0.9506905122631256,0.9476661951909476,0.9967255799468451,0.00026900300104368524,18.61603093147278
7,0.30921833500266077,0.9593125,0.2648594764748005,0.9829725829725829,0.961797629419215,0.9581856839121191,0.9976537026359905,0.00025606601717798207,18.389781713485718
8,0.2739115968346596,0.9734375,0.2629210917120544,0.9841269841269841,0.9655155633416502,0.9607423269093505,0.9969913980517184,0.00024131421435130807,18.4927978515625
9,0.25851914286613464,0.979,0.2454500219006559,0.984992784992785,0.9655720873239929,0.9629101283880172,0.9983542586023828,0.000225,17.98433804512024
10,0.24967990547418595,0.9813125,0.23349486422573162,0.9896103896103896,0.9754762531252428,0.9742857142857143,0.998353401455174,0.00020740251485476345,18.089921712875366
11,0.23140967667102813,0.9870625,0.23202493911525732,0.987012987012987,0.970129809668299,0.9679715302491103,0.9986082728508956,0.0001888228567653781,18.49131417274475
12,0.2196430116891861,0.9893125,0.22093732936729774,0.9881673881673881,0.9726397527107297,0.9708185053380783,0.9992188256659871,0.00016957892883300775,18.189459562301636
13,0.2122250120341778,0.9915625,0.22398497527639932,0.9916305916305916,0.9815453821439402,0.9791816223977028,0.9987770685426625,0.00015,18.394091844558716
14,0.20718317300081254,0.9929375,0.21221562069645863,0.9927849927849928,0.984067396965378,0.9820531227566404,0.9994980176986674,0.00013042107116699228,18.250840187072754
15,0.19923193529248237,0.9955,0.21126764526786915,0.9927849927849928,0.9839651817716334,0.9819754866618601,0.9994547859288712,0.00011117714323462186,18.408405542373657
16,0.19673569962382317,0.9951875,0.20798704952732652,0.9927849927849928,0.9839976304615357,0.9820273184759166,0.999566201451737,9.259748514523653e-05,18.400575160980225
17,0.2021086724102497,0.994625,0.20891229535250092,0.9924963924963925,0.9834273220762035,0.9813486370157819,0.9994141616824894,7.500000000000002e-05,18.37301778793335
18,0.19293664619326592,0.997125,0.2031654809718524,0.9933621933621933,0.9853005549554273,0.9834413246940245,0.9996078567052675,5.8685785648691894e-05,18.38965606689453
19,0.19116849213838577,0.997375,0.20347279551053288,0.9919191919191919,0.9821481138307909,0.9798561151079137,0.9996692947917939,4.3933982822017876e-05,18.15964365005493
20,0.191251013725996,0.997,0.2028550159664553,0.9936507936507937,0.9858903369112042,0.9841726618705036,0.9995748057538532,3.099699895631474e-05,18.061043739318848
21,0.18886899068951607,0.997625,0.2032079276928482,0.9930735930735931,0.9845812245349359,0.9827338129496402,0.999490038812402,2.009618943233419e-05,18.07106924057007
22,0.18887933999300002,0.997375,0.20261595764803508,0.9933621933621933,0.9852348538423008,0.9834651329978433,0.9995196808993505,1.1418070123306989e-05,18.400102376937866
23,0.18922302439808847,0.997875,0.202695494369855,0.9933621933621933,0.985188027966791,0.9834174477289113,0.9995712135398798,5.11112605663977e-06,18.420536756515503
24,0.18993906021118165,0.9973125,0.20232989876645296,0.9933621933621933,0.9852005130516949,0.9834174477289113,0.9995189446541426,1.2832707939284427e-06,18.18509078025818
25,0.18796279519796372,0.997625,0.20299693167983712,0.9930735930735931,0.9846003760028992,0.9827338129496402,0.9994967023639273,0.0,18.10210108757019