|
epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1 |
|
1,0.3232941015481949,0.24128434872627258,0.8604375,0.905,0.9374816490625,0.967472,0.8621009077996665,0.900523560209424 |
|
2,0.22616110746860504,0.173474432349205,0.9077,0.937,0.9695539621875,0.9835659999999999,0.9081820442675951,0.9376854599406528 |
|
3,0.20072144094109534,0.17438986682891847,0.9180875,0.929,0.9758779828124999,0.984124,0.9183762440367201,0.9267285861713106 |
|
4,0.1905623720407486,0.15850988340377808,0.921175,0.939,0.9781646125,0.985794,0.9214655773637541,0.9375639713408394 |
|
5,0.1803186470091343,0.13645671474933624,0.92715,0.95,0.9804621574999999,0.9881040000000001,0.9275214525556523,0.9498997995991983 |
|
6,0.17366552315354347,0.15974776780605315,0.9270625,0.936,0.9817743340625,0.98449,0.9273576097105509,0.9348268839103869 |
|
7,0.16877106444835663,0.13136824417114257,0.930075,0.956,0.98282352875,0.989106,0.9302771961312195,0.9556451612903226 |
|
8,0.16491497334241867,0.12256464439630509,0.9323625,0.96,0.9836165134374999,0.990048,0.9325185508511566,0.96 |
|
9,0.15922530961632728,0.12970378270745278,0.934275,0.951,0.9847076121875,0.989506,0.9344732185139951,0.9513406156901688 |
|
10,0.1583781011044979,0.15817884767055512,0.9346875,0.933,0.9848569975000001,0.990458,0.9348641809092836,0.9358851674641149 |
|
11,0.15492646908760072,0.12343627136945724,0.9368625,0.959,0.9854855671874999,0.9904299999999999,0.937085061594609,0.9584599797365755 |
|
12,0.15160933775901794,0.15969387048482894,0.9384375,0.937,0.9860790037499999,0.9904499999999999,0.9386116893315218,0.9398280802292264 |
|
13,0.1486863681793213,0.11650157874822617,0.9393625,0.961,0.9866751465625001,0.9910080000000001,0.9394510528352285,0.9608826479438315 |
|
14,0.14707621708512306,0.11402156364917755,0.9401875,0.96,0.9869002684375001,0.991412,0.9403611980107935,0.959758551307847 |
|
15,0.14499566847085954,0.12285486936569213,0.9400125,0.959,0.9872670403125,0.9915059999999998,0.9401299948850381,0.9596059113300492 |
|
16,0.1399480452030897,0.12467456012964248,0.9422,0.951,0.9881658053125,0.9921920000000001,0.9423081721771678,0.9519136408243376 |
|
17,0.14094304995238782,0.13957817780971526,0.9422375,0.95,0.9879632543750001,0.991444,0.942395193158728,0.9517374517374517 |
|
18,0.13952992499172687,0.10992657113075256,0.94285,0.969,0.9882162575,0.9917239999999999,0.9429270484845459,0.9689067201604814 |
|
19,0.13795855878293514,0.11575935518741608,0.943825,0.964,0.988466728125,0.992878,0.9439413217573535,0.9644970414201184 |
|
20,0.1346044053018093,0.10125552648305892,0.9454875,0.965,0.9890290790625,0.993032,0.9456105561167858,0.964824120603015 |
|
21,0.13702923731207847,0.1645300726890564,0.9439,0.933,0.9886205840625,0.990704,0.9439882185557746,0.9357622243528284 |
|
22,0.13661602101922035,0.12196814346313477,0.94505,0.957,0.9887078524999999,0.990478,0.9451569439592794,0.9572989076464746 |
|
23,0.13644359414577484,0.12078015133738518,0.94375,0.96,0.9887120165625001,0.9915080000000001,0.9438776782819086,0.9603174603174603 |
|
24,0.13201601221561432,0.12070372271537781,0.9464125,0.958,0.9894324925,0.991278,0.9465081167413248,0.958498023715415 |
|
25,0.13056341710090638,0.1155894775390625,0.9476875,0.957,0.9896582925,0.991836,0.9477795385632822,0.9564336372847011 |
|
26,0.12885473522245883,0.10226090061664582,0.9474,0.967,0.9899417896875,0.992904,0.9474105178964207,0.9668341708542714 |
|
27,0.1208189173668623,0.10230878192186356,0.95155,0.965,0.9911893465625,0.99347,0.9516165272749969,0.9652432969215492 |
|
28,0.12027741346657277,0.09924011027812958,0.9511625,0.966,0.9912573418749999,0.993736,0.951252074313449,0.9662027833001988 |
|
29,0.1159165238648653,0.09786771166324615,0.953125,0.966,0.9919083196875002,0.993636,0.9531858583841006,0.9662027833001988 |
|
30,0.11692634549736977,0.09434205585718156,0.95335,0.964,0.99174852625,0.994034,0.9534233582108179,0.9641434262948207 |
|
31,0.11742365294694901,0.09521378380060196,0.9522875,0.969,0.9916503153125,0.9939039999999999,0.9523702566790202,0.9688442211055276 |
|
32,0.11490899155139923,0.09616225984692574,0.9537875,0.969,0.9920278965625,0.9938380000000001,0.9538515310007365,0.9690309690309691 |
|
33,0.11603512637019157,0.0948656535744667,0.9530875,0.968,0.9918384396875,0.99408,0.9531290979255911,0.9682539682539683 |
|
34,0.11493948283791543,0.09457683789730072,0.9534125,0.969,0.992007243125,0.993876,0.9534700807750409,0.968968968968969 |
|
35,0.11349499747157096,0.09559179240465164,0.954425,0.966,0.9922124087499999,0.993876,0.9544500524711409,0.9661354581673307 |
|
36,0.11686774403452874,0.09406438562273979,0.95195,0.97,0.9917140234374999,0.994052,0.9520483009829849,0.9700598802395209 |
|
37,0.11331877183020114,0.09683345186710357,0.9547125,0.968,0.9922413059375002,0.9938060000000001,0.9547470054083761,0.9681908548707754 |
|
38,0.11312784470319748,0.09323691272735596,0.9550375,0.967,0.9922559184374999,0.993988,0.9550740023730718,0.9669669669669669 |
|
39,0.11433582416772843,0.09317393565177917,0.9543,0.969,0.9920832596875001,0.993928,0.9543718643137059,0.9690309690309691 |
|
40,0.1122991234511137,0.09810869953036308,0.9549125,0.969,0.9923716146875,0.994132,0.9549704755127773,0.9692765113974232 |
|
41,0.11472533380389213,0.09223028540611267,0.954025,0.971,0.992018935625,0.994156,0.9540881288228685,0.971028971028971 |
|
42,0.1101333582431078,0.09381417632102966,0.9553125,0.969,0.9926963296875,0.993932,0.9553710754634542,0.968968968968969 |
|
43,0.1118443134278059,0.09355811506509781,0.9554625,0.969,0.9924281974999998,0.9944,0.9555042147986262,0.9692154915590864 |
|
44,0.11458537501990795,0.09301779806613922,0.9532875,0.967,0.9920448515625001,0.99394,0.9533324175481099,0.967032967032967 |
|
45,0.11242122393548488,0.0933422226011753,0.9547625,0.969,0.9923614246875,0.994114,0.9547958380694238,0.9690927218344965 |
|
46,0.11411838567852974,0.09388426387310028,0.9534875,0.969,0.9920943803125,0.99377,0.9535531062374396,0.9689067201604814 |
|
47,0.11184343811869621,0.09843983408808708,0.9544375,0.968,0.9924278096874999,0.994062,0.954483585369813,0.9683794466403162 |
|
48,0.11007779505550862,0.09361994338035584,0.9558875,0.971,0.9926710259374999,0.994196,0.9559695067935969,0.971201588877855 |
|
49,0.11184648263454437,0.09364327847957611,0.9543875,0.97,0.992441643125,0.99411,0.9544347739220559,0.9701195219123506 |
|
50,0.11114003728330135,0.09281201779842377,0.9551625,0.969,0.9925268084375,0.9941559999999999,0.955195543286826,0.9690927218344965 |
|
51,0.1113744495332241,0.09343778803944587,0.9555875,0.97,0.9924899793749999,0.99416,0.9556612132330001,0.9701195219123506 |
|
52,0.11124969183802605,0.09389141094684601,0.955075,0.969,0.99251426875,0.994166,0.9551870324189526,0.9691542288557214 |
|
53,0.1109674940675497,0.09317841828614473,0.955625,0.97,0.99255554875,0.99425,0.9556892505866493,0.9701195219123506 |
|
54,0.10898926662504672,0.09370111536979675,0.956075,0.969,0.992826261875,0.9942519999999999,0.9561440730848912,0.9691542288557214 |
|
55,0.11093568170666694,0.09370115166902541,0.954825,0.969,0.9925539775,0.9942460000000001,0.9549016671658181,0.9691542288557214 |
|
56,0.10977310891151429,0.09387159994244576,0.9555,0.968,0.9927180124999999,0.9942099999999999,0.9555644315742173,0.9681908548707754 |
|
57,0.11002452866435052,0.09189656394720078,0.95575,0.97,0.992683730625,0.994282,0.9558140695990813,0.9700598802395209 |
|
58,0.10916990705430507,0.09243394762277603,0.956425,0.97,0.992814729375,0.9942259999999999,0.9564772273272073,0.97 |
|
59,0.11117708411216735,0.09199372020363808,0.9547,0.97,0.992524945,0.994226,0.9547554246048591,0.97 |
|
60,0.10969826458394527,0.09308649624884129,0.9555,0.969,0.992732808125,0.994266,0.9555488962141644,0.9691542288557214 |
|
61,0.11091992988586426,0.09320096266269684,0.9554375,0.971,0.992555246875,0.9942300000000001,0.9555192334086117,0.9710867397806581 |
|
62,0.11073220573961735,0.09430668842792511,0.9553125,0.968,0.9925707575,0.99419,0.9553443171740135,0.9681908548707754 |
|
63,0.10991689996123313,0.09354863844811917,0.9560875,0.969,0.99268688125,0.994162,0.9561483441724608,0.9691542288557214 |
|
64,0.11145925801694394,0.09202123552560806,0.9543875,0.969,0.9924811153125,0.994206,0.9544779750246385,0.968968968968969 |
|
65,0.10793004957437516,0.09182925164699554,0.956525,0.97,0.992948348125,0.994226,0.9565792759051186,0.97 |
|
66,0.10861873697042465,0.09277367499470711,0.955675,0.971,0.9928919128125,0.994214,0.9557192807192807,0.9710867397806581 |
|
67,0.10996965856552124,0.09245775479078293,0.9556875,0.972,0.9926849209374999,0.9943259999999999,0.9557709822709636,0.9720558882235529 |
|
68,0.11184505909979343,0.0927946150302887,0.9546375,0.97,0.99241495,0.9943160000000001,0.9546799875117078,0.9701195219123506 |
|
69,0.11102755977511405,0.092463918030262,0.9548625,0.972,0.9925296890624999,0.9942859999999999,0.9548968911205206,0.9720558882235529 |
|
70,0.10971400094330311,0.09227793508768081,0.9550125,0.971,0.9926966809375,0.9942240000000001,0.9550894093864257,0.9710867397806581 |
|
71,0.11297933066189289,0.09311837112903595,0.9537125,0.968,0.992266400625,0.994306,0.9537754809072638,0.9681908548707754 |
|
72,0.10945839685201644,0.09223374104499817,0.9563625,0.97,0.9927720190625,0.99427,0.956439275776444,0.9701195219123506 |
|
73,0.10982317025661469,0.09159829139709473,0.9547875,0.97,0.9927048234374999,0.9943000000000001,0.9548163046058138,0.97 |
|
74,0.10969363201260567,0.09145302675664425,0.9557,0.969,0.9927289915624999,0.994244,0.9557519914100931,0.968968968968969 |
|
75,0.10969159477055072,0.09212042292952538,0.955,0.971,0.9927375403125,0.994282,0.9550842170929508,0.9710867397806581 |
|
76,0.10900666551589966,0.09223489832878112,0.9560875,0.969,0.9928223765624999,0.994288,0.9561176691024921,0.9690927218344965 |
|
77,0.10847178137600422,0.09184811854362487,0.9559125,0.969,0.9929062978125001,0.994298,0.9559669908488245,0.9690309690309691 |
|
78,0.11163707442879676,0.09260461637377738,0.9549375,0.97,0.9924530112500001,0.994148,0.9549898243292173,0.9701195219123506 |
|
79,0.1096200159728527,0.09222700503468513,0.9561,0.967,0.9927456696874999,0.99416,0.9561799715519177,0.967032967032967 |
|
80,0.10934312551617623,0.09274832218885422,0.9566625,0.97,0.9927783287499999,0.994122,0.9567398275582396,0.9701195219123506 |
|
81,0.10930199634432793,0.09384609511494636,0.9558,0.968,0.9927701359375,0.9941400000000001,0.95583091835715,0.9681908548707754 |
|
82,0.11267508911788464,0.09524662458896636,0.95495,0.968,0.992286083125,0.99398,0.9549837621783662,0.9681908548707754 |
|
83,0.1086170636922121,0.09409611165523529,0.9565375,0.968,0.9928849203125001,0.994068,0.9565478198927755,0.9681908548707754 |
|
84,0.1119013113334775,0.09427453267574311,0.9552625,0.966,0.992415096875,0.9941059999999999,0.955328948189568,0.9662698412698413 |
|
85,0.10950523447096348,0.09191533011198044,0.9561875,0.966,0.9927495696875,0.9942000000000001,0.9562340013735406,0.966 |
|
86,0.11022727983891964,0.0927174622118473,0.955625,0.968,0.99265143,0.994222,0.9556803995006242,0.9681908548707754 |
|
87,0.10824401076734066,0.09243075692653656,0.9562,0.969,0.9929358040625,0.994182,0.9562623261851861,0.9690927218344965 |
|
88,0.10982458600103855,0.09261692684888839,0.955375,0.968,0.9926980818750001,0.9942,0.9554262598012286,0.9681274900398407 |
|
89,0.1089077548712492,0.09330538702011108,0.9558875,0.968,0.992813924375,0.994302,0.9559255142439645,0.9681908548707754 |
|
90,0.1095367282152176,0.09203421288728714,0.95615,0.969,0.9927390484374999,0.994312,0.9562014632806453,0.9691542288557214 |
|
91,0.1090563885629177,0.09258661818504334,0.9561875,0.969,0.992808510625,0.994286,0.9562547583090998,0.9691542288557214 |
|
92,0.10825774060487747,0.09169195887446403,0.95635,0.97,0.9929186615625,0.9942620000000001,0.9563609097725568,0.9701195219123506 |
|
93,0.11120219169855118,0.09436736851930619,0.95515,0.968,0.9924979953124999,0.9942840000000001,0.9552350533985428,0.9682539682539683 |
|
94,0.10998510930538177,0.09147375085949898,0.9552625,0.971,0.9926854624999999,0.9942939999999999,0.9553267178431005,0.971028971028971 |
|
|