|
epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1 |
|
1,0.5113886439323425,0.4467386894226074,0.710175,0.778,0.8112764884375001,0.900808,0.7105006867274316,0.8028419182948491 |
|
2,0.41086628541946413,0.34807376861572265,0.7780125,0.85,0.8843476721875,0.931412,0.7791910676762779,0.8584905660377359 |
|
3,0.383760599732399,0.3299612154960632,0.791125,0.864,0.8991345040625001,0.9396399999999999,0.7910936640496075,0.870722433460076 |
|
4,0.37204701553583147,0.31665582752227783,0.7965625,0.862,0.9050560440625,0.9442999999999999,0.7973503007060054,0.867816091954023 |
|
5,0.3590931899309158,0.3303352015018463,0.8048125,0.859,0.9116219903125,0.9508979999999999,0.8062823327998809,0.8705234159779615 |
|
6,0.3553567500591278,0.3238047833442688,0.80665,0.86,0.913331784375,0.9495199999999999,0.8090888894374367,0.8689138576779026 |
|
7,0.3452604936957359,0.27979736733436583,0.8102,0.878,0.9177844987499999,0.953538,0.8100052553867715,0.8801571709233792 |
|
8,0.3442600884795189,0.26511841917037965,0.8132625,0.897,0.918718833125,0.963936,0.8161783705964144,0.9018112488083889 |
|
9,0.33971816600561144,0.26179747796058656,0.8160875,0.896,0.9212521184375,0.96306,0.8185126250477988,0.8998073217726397 |
|
10,0.33541087886095045,0.25983864450454713,0.81575,0.892,0.9225681390625,0.9627720000000001,0.8175064999380959,0.8959537572254336 |
|
11,0.33474508765935895,0.25052296960353854,0.818125,0.895,0.9231618746875,0.9628439999999999,0.8215555937109078,0.8969578017664377 |
|
12,0.33274546703100205,0.24129684329032897,0.816125,0.909,0.923392115,0.9687640000000001,0.8189894913001747,0.9120772946859903 |
|
13,0.3301350746512413,0.2579976317882538,0.8211,0.905,0.9254275390625,0.963674,0.8215283320031923,0.9078564500484966 |
|
14,0.323131390953064,0.2274529696702957,0.8241,0.913,0.9282665303125,0.969628,0.8264558616777249,0.9137760158572844 |
|
15,0.32429987013339995,0.25822671031951905,0.821375,0.895,0.927188639375,0.961548,0.8258676155195944,0.896551724137931 |
|
16,0.32402454870939257,0.2632750120162964,0.8229125,0.896,0.9279407484375001,0.9618000000000001,0.8240845367737449,0.8990291262135922 |
|
17,0.31963467900753023,0.26520303916931154,0.8249875,0.884,0.9298153743750001,0.958802,0.8269580155973848,0.8869395711500975 |
|
18,0.31986406939029693,0.23152883648872374,0.825825,0.902,0.9296690750000001,0.968108,0.8264713940571372,0.903353057199211 |
|
19,0.3165740448594093,0.2404348633289337,0.82685,0.9,0.9310080765625001,0.9683639999999999,0.8290594071624257,0.9034749034749034 |
|
20,0.31792913516759874,0.23889201140403749,0.826075,0.904,0.930247801875,0.970868,0.8270564546200313,0.9080459770114943 |
|
21,0.3103618373155594,0.23661772012710572,0.8305625,0.905,0.9334291596875,0.9704879999999999,0.8297303068748508,0.9082125603864735 |
|
22,0.3114424193620682,0.24792745018005372,0.8273,0.896,0.9326040743749999,0.968236,0.8268758458222646,0.8998073217726397 |
|
23,0.30957031584978106,0.2510049114227295,0.83125,0.892,0.9339269946875,0.9684740000000001,0.8309075878654275,0.8969465648854962 |
|
24,0.30921384286880493,0.22247469800710679,0.8303625,0.916,0.933805045,0.972032,0.8332616628374144,0.91796875 |
|
25,0.30654513928890226,0.23475138401985168,0.8310875,0.903,0.9349835209374999,0.968966,0.8323968992248062,0.9053658536585366 |
|
26,0.30617363412380216,0.2248240877389908,0.83205,0.909,0.9353177175,0.9708199999999999,0.831709211152584,0.911219512195122 |
|
27,0.30596079412698746,0.220391073346138,0.8321125,0.916,0.9356234659375,0.972506,0.8325833593019633,0.9181286549707602 |
|
28,0.304587315928936,0.24013106894493103,0.8317625,0.902,0.9358144490625,0.970964,0.8290725289239406,0.9057692307692308 |
|
29,0.3056128895163536,0.2235409462451935,0.8307,0.902,0.935246413125,0.9722200000000001,0.83092824686673,0.9046692607003891 |
|
30,0.3029156920909882,0.25133012151718137,0.832925,0.896,0.9365160328125001,0.967198,0.8364455103888794,0.8996138996138996 |
|
31,0.3036591767072678,0.22185246026515962,0.832675,0.901,0.93605763625,0.972906,0.8367560975609756,0.9036027263875365 |
|
32,0.3062893540859222,0.2429929120540619,0.831425,0.902,0.935106978125,0.97146,0.8343731577913146,0.9061302681992337 |
|
33,0.30293621964454653,0.22243023312091828,0.8339125,0.917,0.9368525046875,0.972802,0.8352694677593325,0.9196515004840271 |
|
34,0.30469499473571776,0.2470554381608963,0.8328875,0.898,0.9357753428125001,0.96848,0.8319104796630414,0.9017341040462428 |
|
35,0.3041131570100784,0.2533268423080444,0.8327875,0.895,0.9358014484375,0.969006,0.8334142787761049,0.8993288590604027 |
|
36,0.3061536881327629,0.23192279720306397,0.831575,0.906,0.93507893125,0.971832,0.8319824425767514,0.9094412331406551 |
|
37,0.30523560807704925,0.22442477118968965,0.8315625,0.91,0.9355373184375,0.9735259999999999,0.8325858191802606,0.9136276391554703 |
|
38,0.3041664883971214,0.23788594770431518,0.8321375,0.9,0.9358716956249999,0.968984,0.8337398323655768,0.9029126213592233 |
|
39,0.3034518471837044,0.22903583812713624,0.8338125,0.906,0.93634410125,0.9718220000000001,0.8362220826096062,0.9089147286821705 |
|
40,0.3046425341248512,0.22394718778133393,0.832225,0.907,0.9356764315624999,0.9718400000000001,0.8342267124472,0.9092682926829269 |
|
41,0.30207886862754824,0.24307810962200166,0.8341625,0.901,0.9370867003125,0.9681599999999999,0.8373643885994484,0.903976721629486 |
|
42,0.3060490905404091,0.24345741152763367,0.8328375,0.893,0.9354049706249999,0.9691320000000001,0.8367254746352482,0.8966183574879227 |
|
43,0.30383523888587954,0.21429471111297607,0.833225,0.907,0.936173700625,0.974174,0.8363346418056918,0.9099709583736689 |
|
44,0.3025417940139771,0.24102875301241874,0.8329125,0.902,0.9367421778125,0.9679599999999998,0.8363351413563846,0.9044834307992202 |
|
45,0.3033503027439117,0.21941902053356171,0.8309,0.908,0.9358563703125,0.973862,0.8336612236867992,0.9111969111969112 |
|
46,0.30413150579929354,0.22507753300666808,0.832,0.908,0.9359792590625001,0.9733619999999998,0.8330642156253881,0.9108527131782945 |
|
47,0.30789772633314133,0.2130628733634949,0.8305625,0.916,0.9344729425,0.9749960000000001,0.8321258282246579,0.9181286549707602 |
|
48,0.30611159081459044,0.22083904254436493,0.8310125,0.912,0.9350651853124999,0.97367,0.8317046147717512,0.9147286821705426 |
|
49,0.3030417980790138,0.23051351594924926,0.8349375,0.904,0.936951865,0.9714360000000001,0.8363307346215342,0.9069767441860465 |
|
50,0.30296236768960955,0.22108420300483703,0.8324875,0.907,0.936323050625,0.9731599999999999,0.8350625853856662,0.9096209912536443 |
|
51,0.3027757642865181,0.2364919991493225,0.8322,0.905,0.9362442653124999,0.9699580000000001,0.8354942280826451,0.9078564500484966 |
|
52,0.3014978398799896,0.26365012884140016,0.8341875,0.894,0.9368652306249999,0.9669540000000001,0.8384149683895095,0.8992395437262357 |
|
53,0.3024936760544777,0.21776628732681275,0.832,0.908,0.9365269325000001,0.971616,0.8363689490600954,0.9087301587301587 |
|
54,0.304066121840477,0.22379997646808625,0.832675,0.903,0.9361766278125,0.972468,0.8360924719596414,0.9057337220602527 |
|
55,0.30257794806957244,0.21681742715835572,0.8345875,0.91,0.936934685,0.97378,0.8368813559322034,0.9127906976744186 |
|
56,0.3061160779476166,0.25061603808403016,0.83165,0.888,0.93529230625,0.9693900000000001,0.8346510828463389,0.89272030651341 |
|
57,0.3052486520886421,0.2177787778377533,0.832925,0.912,0.9357276546874999,0.972484,0.8350650312199215,0.9137254901960784 |
|
58,0.3062249651670456,0.23781948840618133,0.830925,0.897,0.934719448125,0.969358,0.8336858154633091,0.8999028182701652 |
|
59,0.3045389884233475,0.24729155039787293,0.8326875,0.9,0.9357657553125001,0.970012,0.8355994448333885,0.9042145593869731 |
|
60,0.3006735630750656,0.21392891335487366,0.833825,0.907,0.937098893125,0.9732660000000001,0.8355679794181674,0.9085545722713865 |
|
61,0.30177775864601136,0.22752880692481994,0.8334,0.9,0.9367513209375,0.9717800000000001,0.8360437938245787,0.9029126213592233 |
|
62,0.30314488623142244,0.21589253091812133,0.8337625,0.914,0.9364310568750001,0.974342,0.8363220144982831,0.9166666666666666 |
|
63,0.3006242594361305,0.21348099899291992,0.8339,0.912,0.937338966875,0.9748680000000001,0.835906048556398,0.914396887159533 |
|
64,0.3028922115802765,0.19859643387794496,0.8335,0.916,0.9367036909375,0.976148,0.8359929078014184,0.9168316831683169 |
|
65,0.3027864682674408,0.22869542264938356,0.8342875,0.908,0.936913334375,0.973582,0.8364201720074529,0.9117082533589251 |
|
66,0.3057905566692352,0.2093310366868973,0.8320125,0.918,0.935329254375,0.975524,0.8331823090577326,0.9200779727095516 |
|
67,0.3062150678157806,0.2270612667798996,0.83185,0.901,0.935010686875,0.9709839999999998,0.8338356638173823,0.9030362389813908 |
|
68,0.3039026636362076,0.2102983570098877,0.8321875,0.913,0.9359528021875001,0.975646,0.8347875312273102,0.9154518950437318 |
|
69,0.30292134199142456,0.24109376418590545,0.8337375,0.901,0.9366356928124999,0.9685739999999999,0.8359217911552458,0.9043478260869565 |
|
70,0.3028713608264923,0.2014880656003952,0.8321,0.921,0.93604536875,0.9758139999999998,0.8353800524548374,0.9220138203356367 |
|
71,0.3022945895791054,0.2295145403146744,0.833475,0.904,0.936548405,0.9719800000000001,0.8375048790007806,0.9075144508670521 |
|
72,0.3034215456366539,0.22526203274726866,0.8327375,0.907,0.936401005,0.9710859999999999,0.8358904546402247,0.9090909090909091 |
|
73,0.30472388269901274,0.22892201817035676,0.8312875,0.903,0.9352636790625,0.97035,0.8340811584938597,0.9053658536585366 |
|
74,0.3023205008864403,0.221133474111557,0.8336,0.901,0.9369013584375,0.9735699999999999,0.8354674445048698,0.9043478260869565 |
|
75,0.3039404956102371,0.21915315127372742,0.8327,0.904,0.93604840875,0.9725799999999999,0.8357267349092962,0.90625 |
|
76,0.3054527995944023,0.2209102919101715,0.8308875,0.909,0.9353886190625,0.972136,0.834197335686361,0.9110459433040078 |
|
77,0.3065829254746437,0.21015667402744292,0.8296625,0.91,0.9346212246875,0.974342,0.8318629930780905,0.9117647058823529 |
|
78,0.3022213262915611,0.21816637706756592,0.8336875,0.909,0.9365773715625,0.973156,0.8352260765105824,0.911219512195122 |
|
79,0.30378366285562514,0.22191380941867828,0.833525,0.898,0.9363927190625,0.9726919999999999,0.8353851478295263,0.9011627906976745 |
|
80,0.3026993294596672,0.2309602391719818,0.8319625,0.903,0.9363193887500001,0.9707359999999999,0.8340841489453612,0.9059165858389913 |
|
81,0.3042393825173378,0.21906527280807495,0.8329375,0.91,0.9357335034375001,0.972632,0.8351932918182379,0.9122807017543859 |
|
82,0.30104678318500516,0.25912450671195986,0.83455,0.894,0.937488745625,0.96786,0.8360826274334968,0.8990476190476191 |
|
83,0.3030637550234795,0.24533470451831818,0.8341125,0.891,0.9367967803125,0.970632,0.834462198605446,0.8960915157292659 |
|
84,0.3026913456439972,0.21429330670833588,0.8341875,0.913,0.9366150003125,0.9737359999999999,0.835546298706934,0.9149560117302052 |
|
|