epoch,train_loss,train_top1,train_top5,val_loss,val_top1,val_top5,lr,epoch_time_sec,total_time_sec
1,4.387773576772438,0.026426886788235522,0.10461084903129991,4.319517714636667,0.044940476438828876,0.15840773923056467,6.921442648649592e-05,5.432502031326294,5.433011770248413
2,4.213002065442643,0.06664504715294209,0.21067216964262836,4.098347425460815,0.11458333368812289,0.2851190481867109,9.622877516468685e-05,4.458653450012207,9.996822118759155
3,3.963967298561672,0.10837853770211058,0.3177889149706319,3.807856951441084,0.16175595351627894,0.39159226417541504,0.00013919918136808587,4.308624029159546,14.408969640731812
4,3.665901615934552,0.16247641506060115,0.41854952809945595,3.5486643654959544,0.20877976289817265,0.4394345262220928,0.00019519269954812934,4.169595718383789,18.700549840927124
5,3.358441073939485,0.21543042446082494,0.5094280659027819,3.2316349744796753,0.2523065486124584,0.5529017874172756,0.0002603874915048892,4.168525218963623,22.97844099998474
6,3.086864556906358,0.27658018863426065,0.5868514146444932,2.989608645439148,0.28258928656578064,0.6136160748345512,0.0003303336859954918,4.121694803237915,27.2102530002594
7,2.8795572811702512,0.31720518869049147,0.643885613050101,2.783003125871931,0.3319940481867109,0.6560267891202655,0.0004002571047447978,4.318153381347656,31.633313417434692
8,2.6855588049258827,0.3687087263701097,0.6909846697213515,2.6242083651678905,0.3662946437086378,0.6944196479661124,0.00046538512403614124,4.100586891174316,35.84569048881531
9,2.5331132501926064,0.3954304243033787,0.7232016504935499,2.551598463739668,0.3975446437086378,0.702604170356478,0.0005212724301956611,4.209133148193359,40.16917705535889
10,2.37924535656875,0.43859669791077666,0.7558431602873892,2.3879068919590543,0.4225446454116276,0.7456101221697671,0.0005641044345260602,4.065836429595947,44.34131050109863
11,2.24034772166666,0.47050117912157524,0.7834080187779553,2.308416281427656,0.43831845479352133,0.7693452409335545,0.0005909576381001402,4.197285175323486,48.640193939208984
12,2.083938758328276,0.5215566034586925,0.8187382075021852,2.2796949488776073,0.474032740507807,0.7607886918953487,0.0005999999428702565,4.3045172691345215,53.05164432525635
13,2.002425968647003,0.5505129717430979,0.8270165093664853,2.1339269961629594,0.5030505976506642,0.7991815507411957,0.0005993461594270863,4.125059366226196,57.2854585647583
14,1.9019230345510088,0.5704186319742562,0.8515035375109259,2.088238537311554,0.49650297846112934,0.8040922667298999,0.0005974118144188475,4.226335048675537,61.62285017967224
15,1.797916314511929,0.605283018553032,0.8661615561764195,1.969933705670493,0.5503720257963453,0.8364583381584713,0.0005942051910078317,4.190885782241821,65.87255620956421
16,1.6887746160885073,0.6295400942271611,0.8845224054354541,1.9724278109414237,0.5607142874172756,0.8163690524441856,0.0005897400204477745,4.278129816055298,70.26371955871582
17,1.606391600842746,0.66487617931276,0.897977593934761,2.009814126150949,0.5333333356039864,0.829910716840199,0.0005840354232845197,4.3610992431640625,74.73242568969727
18,1.5436108089842886,0.6816568397126108,0.9080660376908645,1.8670815570013863,0.5835565498897007,0.8383928622518267,0.0005771158274789059,4.252869367599487,79.04466938972473
19,1.4730093063048597,0.7040625000899693,0.9168455184630628,1.8162901571818761,0.5999255989279065,0.8625744070325579,0.0005690108638024884,4.33979344367981,83.49917721748352
20,1.3977786842382178,0.7253950468774112,0.9236261788404213,1.835267390523638,0.59375,0.8509672667298999,0.0005597552389540264,4.205085039138794,87.81506681442261
21,1.352705772755281,0.7402358488091882,0.9320695754492058,1.7370479192052568,0.625297623021262,0.8680059569222587,0.0005493885869400703,4.46692156791687,92.33757758140564
22,1.2818713463702291,0.7592747638810355,0.9348113205073014,1.7788753935268946,0.623511906181063,0.8677083381584713,0.0005379552993560612,4.306306838989258,96.75121402740479
23,1.23960036432968,0.7733195750218518,0.941208726392602,1.7448187811034066,0.624479170356478,0.8667410739830562,0.0005255043352947041,4.5156800746917725,101.32582974433899
24,1.1845267538754445,0.7816214623316279,0.9493160377133567,1.7268592800412859,0.6324404776096344,0.8700892882687705,0.0005120890116956167,4.283179044723511,105.66491198539734
25,1.1482601896771845,0.8056191037286002,0.9509374999775076,1.6601278696741377,0.6505952392305646,0.8804315498897007,0.000497766775034008,4.492877244949341,110.26761412620544
26,1.0970904427879262,0.8241332544470733,0.9543278301661869,1.7003263575690133,0.6412202417850494,0.8735863140651158,0.0004825989553260527,4.319522857666016,114.69839429855347
27,1.0671420963305347,0.8354186320079947,0.9573820750668364,1.7018595508166723,0.6529761935983386,0.8724702426365444,0.00046665050350434655,4.183586597442627,118.93946838378906
28,1.031318281619054,0.8496521222141554,0.9616745283018868,1.675038184438433,0.6636904776096344,0.8780505997794015,0.00044998971328804097,4.295551538467407,123.34119987487793
29,0.9810226728331368,0.8620518867699605,0.9685200469673805,1.6946008716310774,0.6522321445601327,0.8734375025544848,0.000432687928738653,4.287081003189087,127.73804664611816
30,0.9446552553266849,0.873319575246775,0.972435141509434,1.6806286403111048,0.6715029776096344,0.868973216840199,0.00041481923875384165,4.421941757202148,132.21814942359924
31,0.9062574696990678,0.8850058958215533,0.9735731128251778,1.6571781379835946,0.6695684535162789,0.8857142882687705,0.0003964601598073729,4.355231523513794,136.68097972869873
32,0.875975528415644,0.8947759433737341,0.9781426882968759,1.676219744341714,0.6537946462631226,0.8813988140651158,0.00037768930829383264,4.424201488494873,141.16294813156128
33,0.8480666774623798,0.9049469339397719,0.9792158018867925,1.614736897604806,0.6729166678019932,0.884598216840199,0.00035858706388115547,4.277507066726685,145.49760961532593
34,0.8241101677687663,0.9093926886342606,0.9810082546944888,1.6967434797968184,0.6673363106591361,0.8825148854936872,0.0003392352253125464,4.321351528167725,149.92529940605164
35,0.7951652874361794,0.9229716979107767,0.9824174524478193,1.6451002699988229,0.6716517891202655,0.8836309569222587,0.00031971666013170435,4.298846483230591,154.29984879493713
36,0.7897796973867236,0.9249115563788504,0.9811320754716981,1.5879491227013725,0.7044642908232552,0.8914434569222587,0.0003001149498312786,4.1878015995025635,158.5466480255127
37,0.7547017307776325,0.9346580184855551,0.9864386792452831,1.5644398076193673,0.7065476221697671,0.8925595283508301,0.0002805140319440846,4.339407920837402,162.99805283546448
38,0.7202602186292972,0.9421580186430013,0.9893455184855551,1.5645637171609061,0.7076636935983386,0.884598216840199,0.00026099784060970316,4.293209552764893,167.40058159828186
39,0.7178848858149547,0.9443455186654937,0.9865448109383853,1.5728300213813782,0.7033482193946838,0.8903273854936872,0.0002416499471556083,4.404668807983398,171.9102919101715
40,0.6863401937034895,0.9427889146894779,0.9818278298063098,1.5752366781234741,0.701785717691694,0.901190481015614,0.00022273193218277446,4.306660413742065,176.2750539779663
41,0.6692139540078506,0.9593808960239842,0.992146226032725,1.6066019790513175,0.6987351221697671,0.8833333381584713,0.00020396459224864252,4.383381366729736,180.71590089797974
42,0.6645245821970813,0.9614445752692673,0.9917040090515928,1.6104396411350794,0.7005208347524915,0.8833333381584713,0.00018560977532018259,4.447222471237183,185.22099423408508
43,0.6368075699176429,0.9699292452830188,0.9941037735849056,1.57528498343059,0.7118303605488369,0.8901785739830562,0.00016774607954136533,4.425034999847412,189.705335855484
44,0.6302758337191816,0.9715094335798947,0.9934728769761212,1.5817997881344386,0.7188244078840528,0.8834821454116276,0.00015045000000000002,4.274783372879028,194.09868836402893
45,0.6198280639243576,0.971173348854173,0.99465212225914,1.549153012888772,0.7164434535162789,0.8935267882687705,0.00013379560116402527,4.303253173828125,198.50914812088013
46,0.6119073938648656,0.9744575467874419,0.9936202826364985,1.5453476394925798,0.7274553605488369,0.8911458381584713,0.0001178541997260864,4.3036789894104,202.87154912948608
47,0.5963564087759774,0.9798054245283019,0.9955778301886793,1.492540955543518,0.7231398820877075,0.9014880997794015,0.00010269405921450936,4.374460220336914,207.35994482040405
48,0.5920381287358841,0.9819339620617201,0.9956839618817815,1.508758774825505,0.7274553605488369,0.9070684569222587,8.838009767839172e-05,4.406491994857788,211.82676124572754
49,0.5846751905837149,0.9834492920704607,0.9960200471698113,1.513721261705671,0.7220238106591361,0.8978422667298999,7.49736096985505e-05,4.346835136413574,216.24254250526428
50,0.5705822098929927,0.9871757075471698,0.9974941037735849,1.509685218334198,0.7231398820877075,0.9013392882687705,6.253200391471685e-05,4.41235089302063,220.71463084220886
51,0.5749439962630002,0.9852594339622641,0.995872641509434,1.496602211679731,0.7221726221697671,0.902604171207973,5.110855719292715e-05,4.340747833251953,225.1135766506195
52,0.5656748959478343,0.9865860849056604,0.9979363207547169,1.5063031996999467,0.7209077392305646,0.8979910739830562,4.075218648580371e-05,4.379014492034912,229.55130100250244
53,0.5562682663494686,0.9911556603773585,0.9983785377358491,1.495346018246242,0.7255208364554814,0.8992559569222587,3.150723936265333e-05,4.352051019668579,233.9833574295044
54,0.5561487371066831,0.9889445754716981,0.9979363207547169,1.4968839372907365,0.7255208364554814,0.8992559569222587,2.3413304106367364e-05,4.254117012023926,238.29464840888977
55,0.5539774411129501,0.9898290094339622,0.9974941037735849,1.4940035087721688,0.7276041678019932,0.8992559569222587,1.6505040190316856e-05,4.498452186584473,242.85268831253052
56,0.5531227881053709,0.9911556603773585,0.9980837264150944,1.4909093465123857,0.7276041678019932,0.8981398854936872,1.0812029861166258e-05,4.329469442367554,247.29466128349304
57,0.5513924253436754,0.9901886790428521,0.9981898581081966,1.4967533946037292,0.7264880963734218,0.9003720283508301,6.3586514631518396e-06,4.458400011062622,251.81105399131775
58,0.5483545244864698,0.9911556603773585,0.9988207547169812,1.4977575285094125,0.7264880963734218,0.8992559569222587,3.163975046269028e-06,4.417207479476929,256.2900450229645
59,0.5524777933111731,0.9908195750893287,0.998337263768574,1.4972110050065177,0.7276041678019932,0.9014880997794015,1.2416807053905374e-06,4.469054460525513,260.81839323043823
60,0.5435868704094077,0.9821639150943396,0.9895341981132075,1.4968034369604928,0.7287202392305646,0.9014880997794015,6.000571297434275e-07,4.287562847137451,265.1670672893524