morphism-net / training_history.json
beanapologist's picture
MorphismNet: 399K params trained on Eigenverse morphisms, mod paradox quantified
fcc3e72 verified
[
{
"epoch": 1,
"train_mse": 0.06417811081050184,
"val_mse": 0.05109388321299834,
"val_residual_acc": 0.9945997299864994,
"lr": 0.0009990133642141358,
"time": 8.309594869613647
},
{
"epoch": 2,
"train_mse": 0.048277501012591616,
"val_mse": 0.04644387988542681,
"val_residual_acc": 0.9948747437371869,
"lr": 0.000996057350657239,
"time": 8.194884300231934
},
{
"epoch": 3,
"train_mse": 0.04793531943756916,
"val_mse": 0.06288689825184804,
"val_residual_acc": 0.9898994949747487,
"lr": 0.0009911436253643444,
"time": 8.851291179656982
},
{
"epoch": 4,
"train_mse": 0.048608016011396894,
"val_mse": 0.04763131146706893,
"val_residual_acc": 0.9950247512375618,
"lr": 0.0009842915805643156,
"time": 8.263446807861328
},
{
"epoch": 5,
"train_mse": 0.047333256154134806,
"val_mse": 0.046537050374660306,
"val_residual_acc": 0.9974998749937497,
"lr": 0.0009755282581475769,
"time": 8.057823657989502
},
{
"epoch": 6,
"train_mse": 0.04887138494710617,
"val_mse": 0.047338907152810715,
"val_residual_acc": 0.9987749387469373,
"lr": 0.0009648882429441258,
"time": 8.442309617996216
},
{
"epoch": 7,
"train_mse": 0.047437226737288674,
"val_mse": 0.04817315423537495,
"val_residual_acc": 0.9975998799939997,
"lr": 0.0009524135262330099,
"time": 8.268450736999512
},
{
"epoch": 8,
"train_mse": 0.04778903108234008,
"val_mse": 0.04869587763717749,
"val_residual_acc": 0.9911995599779989,
"lr": 0.0009381533400219318,
"time": 9.435915470123291
},
{
"epoch": 9,
"train_mse": 0.047653168372723376,
"val_mse": 0.046957162294587684,
"val_residual_acc": 0.9981499074953748,
"lr": 0.0009221639627510075,
"time": 9.293140172958374
},
{
"epoch": 10,
"train_mse": 0.04785766883495715,
"val_mse": 0.046930549260301706,
"val_residual_acc": 0.9969498474923746,
"lr": 0.0009045084971874736,
"time": 8.548532724380493
},
{
"epoch": 11,
"train_mse": 0.04801053822030623,
"val_mse": 0.0468020698787588,
"val_residual_acc": 0.9976248812440622,
"lr": 0.0008852566213878945,
"time": 8.032821893692017
},
{
"epoch": 12,
"train_mse": 0.04733116463326773,
"val_mse": 0.04673109541272866,
"val_residual_acc": 0.9964498224911246,
"lr": 0.0008644843137107056,
"time": 7.8945441246032715
},
{
"epoch": 13,
"train_mse": 0.0467594377267668,
"val_mse": 0.04691587684038902,
"val_residual_acc": 0.9992249612480624,
"lr": 0.0008422735529643443,
"time": 8.1749746799469
},
{
"epoch": 14,
"train_mse": 0.0474599468374151,
"val_mse": 0.0472271071793607,
"val_residual_acc": 0.9983249162458123,
"lr": 0.0008187119948743448,
"time": 7.605005502700806
},
{
"epoch": 15,
"train_mse": 0.04686681575447286,
"val_mse": 0.04693598446704321,
"val_residual_acc": 0.9932246612330616,
"lr": 0.0007938926261462366,
"time": 8.01382565498352
},
{
"epoch": 16,
"train_mse": 0.046870573818343364,
"val_mse": 0.05781353714563076,
"val_residual_acc": 0.9991499574978749,
"lr": 0.0007679133974894982,
"time": 7.709744453430176
},
{
"epoch": 17,
"train_mse": 0.04651651014789382,
"val_mse": 0.03880488030849782,
"val_residual_acc": 0.9978998949947497,
"lr": 0.0007408768370508576,
"time": 8.238895654678345
},
{
"epoch": 18,
"train_mse": 0.024822924341512818,
"val_mse": 0.009600276801070352,
"val_residual_acc": 0.9967248362418121,
"lr": 0.0007128896457825362,
"time": 11.981320142745972
},
{
"epoch": 19,
"train_mse": 0.007109508458311761,
"val_mse": 0.006286396722708989,
"val_residual_acc": 0.9993249662483125,
"lr": 0.0006840622763423389,
"time": 7.6765968799591064
},
{
"epoch": 20,
"train_mse": 0.005500260842361764,
"val_mse": 0.004546165858531424,
"val_residual_acc": 0.9994749737486874,
"lr": 0.0006545084971874735,
"time": 8.045759201049805
},
{
"epoch": 21,
"train_mse": 0.0041843670002381485,
"val_mse": 0.0038386271040056976,
"val_residual_acc": 0.9982249112455622,
"lr": 0.0006243449435824271,
"time": 7.599055290222168
},
{
"epoch": 22,
"train_mse": 0.004455519427576777,
"val_mse": 0.003641434721171832,
"val_residual_acc": 0.9972748637431872,
"lr": 0.0005936906572928622,
"time": 7.964830636978149
},
{
"epoch": 23,
"train_mse": 0.00380809259394431,
"val_mse": 0.003584840180472663,
"val_residual_acc": 0.9989499474973749,
"lr": 0.000562666616782152,
"time": 7.916131973266602
},
{
"epoch": 24,
"train_mse": 0.0038593990683242663,
"val_mse": 0.00350473161593163,
"val_residual_acc": 0.9990999549977498,
"lr": 0.0005313952597646566,
"time": 7.780452013015747
},
{
"epoch": 25,
"train_mse": 0.00367068405679088,
"val_mse": 0.0035408744398611417,
"val_residual_acc": 0.9989499474973749,
"lr": 0.0004999999999999998,
"time": 8.219891548156738
},
{
"epoch": 26,
"train_mse": 0.003546617731667278,
"val_mse": 0.0034496726811321845,
"val_residual_acc": 0.9984749237461873,
"lr": 0.00046860474023534314,
"time": 7.827895164489746
},
{
"epoch": 27,
"train_mse": 0.0036985733741232573,
"val_mse": 0.0034979923310534044,
"val_residual_acc": 0.9981249062453122,
"lr": 0.00043733338321784774,
"time": 7.915008306503296
},
{
"epoch": 28,
"train_mse": 0.0036775240765786104,
"val_mse": 0.003536608191096684,
"val_residual_acc": 0.9983499174958748,
"lr": 0.00040630934270713756,
"time": 7.841431140899658
},
{
"epoch": 29,
"train_mse": 0.003528794399873221,
"val_mse": 0.003427758106134884,
"val_residual_acc": 0.9989499474973749,
"lr": 0.00037565505641757246,
"time": 7.735832929611206
},
{
"epoch": 30,
"train_mse": 0.003611315737672316,
"val_mse": 0.003845771817422748,
"val_residual_acc": 0.996324816240812,
"lr": 0.00034549150281252633,
"time": 7.988712549209595
},
{
"epoch": 31,
"train_mse": 0.0036546012821424482,
"val_mse": 0.003461596797802934,
"val_residual_acc": 0.9993749687484375,
"lr": 0.00031593772365766105,
"time": 7.791326284408569
},
{
"epoch": 32,
"train_mse": 0.0038453582903978036,
"val_mse": 0.0034290759900728342,
"val_residual_acc": 0.9997249862493125,
"lr": 0.00028711035421746355,
"time": 8.08863377571106
},
{
"epoch": 33,
"train_mse": 0.0034720824304766062,
"val_mse": 0.0034186787129527386,
"val_residual_acc": 0.9983249162458123,
"lr": 0.0002591231629491422,
"time": 7.783790826797485
},
{
"epoch": 34,
"train_mse": 0.0034933900413773424,
"val_mse": 0.003461805755150312,
"val_residual_acc": 0.9973998699934997,
"lr": 0.00023208660251050145,
"time": 7.953023195266724
},
{
"epoch": 35,
"train_mse": 0.00347468560680081,
"val_mse": 0.0034528789585945687,
"val_residual_acc": 0.9983499174958748,
"lr": 0.00020610737385376337,
"time": 7.698326826095581
},
{
"epoch": 36,
"train_mse": 0.00347350774393886,
"val_mse": 0.003408714348120226,
"val_residual_acc": 0.9993249662483125,
"lr": 0.00018128800512565502,
"time": 8.267533302307129
},
{
"epoch": 37,
"train_mse": 0.0034734005978120583,
"val_mse": 0.003416561705651583,
"val_residual_acc": 0.9995749787489374,
"lr": 0.00015772644703565555,
"time": 7.597751140594482
},
{
"epoch": 38,
"train_mse": 0.0034608310098035995,
"val_mse": 0.003414526502388286,
"val_residual_acc": 0.9992749637481874,
"lr": 0.00013551568628929425,
"time": 7.898300409317017
},
{
"epoch": 39,
"train_mse": 0.00346871537301387,
"val_mse": 0.003402590742741732,
"val_residual_acc": 0.9997499874993749,
"lr": 0.00011474337861210535,
"time": 7.7047929763793945
},
{
"epoch": 40,
"train_mse": 0.0034526063540559343,
"val_mse": 0.0034113755312787978,
"val_residual_acc": 0.9999249962498125,
"lr": 9.549150281252626e-05,
"time": 8.236124753952026
},
{
"epoch": 41,
"train_mse": 0.0034462798133944083,
"val_mse": 0.0033992104672802286,
"val_residual_acc": 0.9990249512475624,
"lr": 7.783603724899252e-05,
"time": 8.377234935760498
},
{
"epoch": 42,
"train_mse": 0.00344405060283872,
"val_mse": 0.0034158078210065218,
"val_residual_acc": 0.9989249462473123,
"lr": 6.184665997806817e-05,
"time": 7.954892158508301
},
{
"epoch": 43,
"train_mse": 0.0034440019335400095,
"val_mse": 0.0033968723755767776,
"val_residual_acc": 0.9991999599979999,
"lr": 4.7586473766990294e-05,
"time": 8.083068370819092
},
{
"epoch": 44,
"train_mse": 0.003440817329361273,
"val_mse": 0.0033963388779131554,
"val_residual_acc": 0.9997749887494375,
"lr": 3.5111757055874305e-05,
"time": 7.974352598190308
},
{
"epoch": 45,
"train_mse": 0.003440035103784924,
"val_mse": 0.0033944525987014552,
"val_residual_acc": 0.9997249862493125,
"lr": 2.4471741852423218e-05,
"time": 8.972293376922607
},
{
"epoch": 46,
"train_mse": 0.003438727456022927,
"val_mse": 0.003394182213053593,
"val_residual_acc": 0.999599979999,
"lr": 1.5708419435684507e-05,
"time": 8.240023851394653
},
{
"epoch": 47,
"train_mse": 0.0034379944082963626,
"val_mse": 0.0033950192916186854,
"val_residual_acc": 0.9995249762488124,
"lr": 8.856374635655634e-06,
"time": 8.384576320648193
},
{
"epoch": 48,
"train_mse": 0.003437425898949647,
"val_mse": 0.0033944868065861637,
"val_residual_acc": 0.9998249912495625,
"lr": 3.942649342761115e-06,
"time": 8.1897132396698
},
{
"epoch": 49,
"train_mse": 0.0034370475108871606,
"val_mse": 0.0033943102705246346,
"val_residual_acc": 0.999949997499875,
"lr": 9.866357858642198e-07,
"time": 7.82218074798584
},
{
"epoch": 50,
"train_mse": 0.003436798538439979,
"val_mse": 0.003394178499987515,
"val_residual_acc": 0.99989999499975,
"lr": 0.0,
"time": 7.902878284454346
}
]