{ "Accuracy": 71.59, "Time": [ 161.77936333029004, 4.183440132681794, 16336.691203664 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize", "BShearX", "BShearY", "BTranslateX-", "BTranslateY", "BTranslateY-", "BadContrast", "BadBrightness", "Random", "RandBlend" ], "Log": [ { "epoch": 1, "train_loss": 4.506314277648926, "val_loss": 2.175471067428589, "acc": 21.38, "time": 175.84893075, "param": [ { "p": 0.081865094602108, "m": 0.5 }, { "p": 0.0500498041510582, "m": 0.5 }, { "p": 0.06950084865093231, "m": 0.5 }, { "p": 0.05858701467514038, "m": 0.32918161153793335 }, { "p": 0.005287803243845701, "m": 0.5814391374588013 }, { "p": 0.06573330610990524, "m": 0.3659118413925171 }, { "p": 0.051671575754880905, "m": 0.6015076041221619 }, { "p": 0.0509546734392643, "m": 0.34847140312194824 }, { "p": 0.07295970618724823, "m": 0.7052525281906128 }, { "p": 0.09790147095918655, "m": 1.0 }, { "p": 0.00041669956408441067, "m": 0.5132147073745728 }, { "p": 0.13494598865509033, "m": 0.8563584089279175 }, { "p": 0.07786990702152252, "m": 0.5 }, { "p": 0.00041669956408441067, "m": 0.5 }, { "p": 0.030137071385979652, "m": 0.39034804701805115 }, { "p": 0.034397225826978683, "m": 0.16444402933120728 }, { "p": 0.031771913170814514, "m": 0.35407522320747375 }, { "p": 0.0035607742611318827, "m": 0.22865836322307587 }, { "p": 0.00041669956408441067, "m": 0.6837911605834961 }, { "p": 0.00041669956408441067, "m": 0.30744194984436035 }, { "p": 0.016764570027589798, "m": 0.2939473092556 }, { "p": 0.00041669956408441067, "m": 0.5 }, { "p": 0.06395799666643143, "m": 0.5 } ] }, { "epoch": 2, "train_loss": 4.20006799697876, "val_loss": 2.0190327167510986, "acc": 32.63, "time": 173.28753842, "param": [ { "p": 0.05896832048892975, "m": 0.5 }, { "p": 0.012982956133782864, "m": 0.5 }, { "p": 0.06374282389879227, "m": 0.5 }, { "p": 0.048256006091833115, "m": 0.24746234714984894 }, { "p": 0.1241091787815094, "m": 0.7434794306755066 }, { "p": 0.046389635652303696, "m": 0.26544344425201416 }, { "p": 0.038408685475587845, "m": 0.7667023539543152 }, { "p": 0.034359924495220184, "m": 0.10000000149011612 }, { "p": 0.11275731772184372, "m": 0.9120904803276062 }, { "p": 0.03288671001791954, "m": 0.9969979524612427 }, { "p": 0.04930882155895233, "m": 0.8329577445983887 }, { "p": 0.03218566253781319, "m": 1.0 }, { "p": 0.05770321562886238, "m": 0.5 }, { "p": 0.00042266430682502687, "m": 0.5 }, { "p": 0.028343986719846725, "m": 0.35646483302116394 }, { "p": 0.026263538748025894, "m": 0.131850466132164 }, { "p": 0.12079170346260071, "m": 0.10000000149011612 }, { "p": 0.00043936233851127326, "m": 0.18897214531898499 }, { "p": 0.015653790906071663, "m": 0.6503114104270935 }, { "p": 0.01636533997952938, "m": 0.16148824989795685 }, { "p": 0.05740655958652496, "m": 0.17994898557662964 }, { "p": 0.010224693454802036, "m": 0.5 }, { "p": 0.012029141187667847, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 3.867461919784546, "val_loss": 1.7727079391479492, "acc": 37.82, "time": 172.46431933600002, "param": [ { "p": 0.09480078518390656, "m": 0.5 }, { "p": 0.020162496715784073, "m": 0.5 }, { "p": 0.08361469209194183, "m": 0.5 }, { "p": 0.039268311113119125, "m": 0.10000000149011612 }, { "p": 0.053251001983881, "m": 0.5596196055412292 }, { "p": 0.022879207506775856, "m": 0.19378991425037384 }, { "p": 0.033284831792116165, "m": 0.7683624029159546 }, { "p": 0.043625421822071075, "m": 0.10000000149011612 }, { "p": 0.0950431302189827, "m": 0.9920574426651001 }, { "p": 0.062046896666288376, "m": 0.8073377013206482 }, { "p": 0.017743665724992752, "m": 0.9162160158157349 }, { "p": 0.05363958701491356, "m": 0.9413784146308899 }, { "p": 0.04699169471859932, "m": 0.5 }, { "p": 0.00043563259532675147, "m": 0.5 }, { "p": 0.0689692273736, "m": 0.12508735060691833 }, { "p": 0.00043563259532675147, "m": 0.10678025335073471 }, { "p": 0.13577832281589508, "m": 0.10000000149011612 }, { "p": 0.00043563259532675147, "m": 0.10000000149011612 }, { "p": 0.03791223466396332, "m": 0.6493226885795593 }, { "p": 0.014109769836068153, "m": 0.13263429701328278 }, { "p": 0.0527341328561306, "m": 0.24878603219985962 }, { "p": 0.00043563259532675147, "m": 0.5 }, { "p": 0.022402046248316765, "m": 0.5 } ] }, { "epoch": 4, "train_loss": 4.06068754196167, "val_loss": 1.7828242778778076, "acc": 40.84, "time": 171.95270732400002, "param": [ { "p": 0.06841269135475159, "m": 0.5 }, { "p": 0.0004427378298714757, "m": 0.5 }, { "p": 0.0394199937582016, "m": 0.5 }, { "p": 0.043159715831279755, "m": 0.10000000149011612 }, { "p": 0.07740413397550583, "m": 0.5317803621292114 }, { "p": 0.0240692850202322, "m": 0.3884657621383667 }, { "p": 0.053662773221731186, "m": 0.8005139231681824 }, { "p": 0.013885945081710815, "m": 0.10025563091039658 }, { "p": 0.10541454702615738, "m": 0.9620296359062195 }, { "p": 0.0799398124217987, "m": 0.5776459574699402 }, { "p": 0.034141905605793, "m": 0.8539521098136902 }, { "p": 0.09726718813180923, "m": 1.0 }, { "p": 0.17029063403606415, "m": 0.5 }, { "p": 0.0004427378298714757, "m": 0.5 }, { "p": 0.03412696719169617, "m": 0.221875861287117 }, { "p": 0.00825060997158289, "m": 0.2595835328102112 }, { "p": 0.019901446998119354, "m": 0.20095938444137573 }, { "p": 0.0004427378298714757, "m": 0.19169893860816956 }, { "p": 0.012040509842336178, "m": 0.8160663843154907 }, { "p": 0.02550705336034298, "m": 0.10000000149011612 }, { "p": 0.07581353187561035, "m": 0.1694563925266266 }, { "p": 0.0004427378298714757, "m": 0.5 }, { "p": 0.015520424582064152, "m": 0.5 } ] }, { "epoch": 5, "train_loss": 3.54587459564209, "val_loss": 1.5995903015136719, "acc": 41.9, "time": 166.42357474300002, "param": [ { "p": 0.0771666094660759, "m": 0.5 }, { "p": 0.0857819989323616, "m": 0.5 }, { "p": 0.09382006525993347, "m": 0.5 }, { "p": 0.07479242235422134, "m": 0.1745239943265915 }, { "p": 0.0004352183314040303, "m": 0.383728563785553 }, { "p": 0.05125857889652252, "m": 0.33520111441612244 }, { "p": 0.06009061634540558, "m": 0.9595533609390259 }, { "p": 0.09388542175292969, "m": 0.1375424563884735 }, { "p": 0.0686909630894661, "m": 0.9111427068710327 }, { "p": 0.08104385435581207, "m": 0.5021418929100037 }, { "p": 0.0008972082869149745, "m": 0.7760890126228333 }, { "p": 0.08197369426488876, "m": 0.9694633483886719 }, { "p": 0.16601552069187164, "m": 0.5 }, { "p": 0.0004352183314040303, "m": 0.5 }, { "p": 0.0004352183314040303, "m": 0.26021984219551086 }, { "p": 0.0004352183314040303, "m": 0.3321205675601959 }, { "p": 0.0021758596412837505, "m": 0.26503416895866394 }, { "p": 0.003545433050021529, "m": 0.10000000149011612 }, { "p": 0.0004352183314040303, "m": 0.9001873731613159 }, { "p": 0.0004352183314040303, "m": 0.10199858248233795 }, { "p": 0.0466400645673275, "m": 0.11247003823518753 }, { "p": 0.0004352183314040303, "m": 0.5 }, { "p": 0.009175321087241173, "m": 0.5 } ] }, { "epoch": 6, "train_loss": 3.472588539123535, "val_loss": 1.6852588653564453, "acc": 44.65, "time": 169.95695603000001, "param": [ { "p": 0.10379944741725922, "m": 0.5 }, { "p": 0.02074268087744713, "m": 0.5 }, { "p": 0.08195751160383224, "m": 0.5 }, { "p": 0.05370941385626793, "m": 0.10000000149011612 }, { "p": 0.004889350850135088, "m": 0.3040732741355896 }, { "p": 0.06515190750360489, "m": 0.21769337356090546 }, { "p": 0.04501325264573097, "m": 0.7816299796104431 }, { "p": 0.05241869390010834, "m": 0.10000000149011612 }, { "p": 0.05149214714765549, "m": 0.9334598779678345 }, { "p": 0.04986501857638359, "m": 0.5247297883033752 }, { "p": 0.04688548296689987, "m": 0.7637770175933838 }, { "p": 0.06879206746816635, "m": 1.0 }, { "p": 0.12068101763725281, "m": 0.5 }, { "p": 0.0015538667794317007, "m": 0.5 }, { "p": 0.06934996694326401, "m": 0.4959586262702942 }, { "p": 0.0004334344994276762, "m": 0.36916500329971313 }, { "p": 0.0004334344994276762, "m": 0.39538007974624634 }, { "p": 0.00856002513319254, "m": 0.15609656274318695 }, { "p": 0.0004334344994276762, "m": 0.817707359790802 }, { "p": 0.028568126261234283, "m": 0.10559727251529694 }, { "p": 0.06250303983688354, "m": 0.11922379583120346 }, { "p": 0.029289884492754936, "m": 0.5 }, { "p": 0.03347688168287277, "m": 0.5 } ] }, { "epoch": 7, "train_loss": 3.1658287048339844, "val_loss": 1.4165894985198975, "acc": 49.55, "time": 169.70347654400007, "param": [ { "p": 0.11403782665729523, "m": 0.5 }, { "p": 0.015587054193019867, "m": 0.5 }, { "p": 0.07060806453227997, "m": 0.5 }, { "p": 0.06784883886575699, "m": 0.10000000149011612 }, { "p": 0.03630334883928299, "m": 0.17976608872413635 }, { "p": 0.07040111720561981, "m": 0.2848796248435974 }, { "p": 0.0545794777572155, "m": 0.7481093406677246 }, { "p": 0.07055259495973587, "m": 0.10192589461803436 }, { "p": 0.07232332229614258, "m": 1.0 }, { "p": 0.07742135971784592, "m": 0.4542986750602722 }, { "p": 0.026800600811839104, "m": 0.8641231060028076 }, { "p": 0.07670087367296219, "m": 1.0 }, { "p": 0.10894881188869476, "m": 0.5 }, { "p": 0.00044054724276065826, "m": 0.5 }, { "p": 0.036993224173784256, "m": 0.5706490874290466 }, { "p": 0.010266021825373173, "m": 0.37582358717918396 }, { "p": 0.00044054724276065826, "m": 0.4931322932243347 }, { "p": 0.00044054724276065826, "m": 0.21542046964168549 }, { "p": 0.00044054724276065826, "m": 0.8651262521743774 }, { "p": 0.006858537904918194, "m": 0.12236488610506058 }, { "p": 0.05817388370633125, "m": 0.1853475272655487 }, { "p": 0.00044054724276065826, "m": 0.5 }, { "p": 0.023392455652356148, "m": 0.5 } ] }, { "epoch": 8, "train_loss": 3.207423686981201, "val_loss": 1.3895763158798218, "acc": 50.34, "time": 166.24149040199995, "param": [ { "p": 0.13157187402248383, "m": 0.5 }, { "p": 0.006399656180292368, "m": 0.5 }, { "p": 0.08791262656450272, "m": 0.5 }, { "p": 0.06013152375817299, "m": 0.10000000149011612 }, { "p": 0.02769092470407486, "m": 0.11033815890550613 }, { "p": 0.06547170132398605, "m": 0.22994373738765717 }, { "p": 0.06349960714578629, "m": 0.5510630011558533 }, { "p": 0.08097916841506958, "m": 0.10000000149011612 }, { "p": 0.07076184451580048, "m": 0.9738055467605591 }, { "p": 0.06094232201576233, "m": 0.5645872950553894 }, { "p": 0.039462219923734665, "m": 0.8345994353294373 }, { "p": 0.08318396657705307, "m": 1.0 }, { "p": 0.10330013185739517, "m": 0.5 }, { "p": 0.00043319794349372387, "m": 0.5 }, { "p": 0.01062818057835102, "m": 0.6632576584815979 }, { "p": 0.0010589248267933726, "m": 0.49204346537590027 }, { "p": 0.0022293978836387396, "m": 0.5335370302200317 }, { "p": 0.021030038595199585, "m": 0.10000000149011612 }, { "p": 0.00043319794349372387, "m": 0.8624249696731567 }, { "p": 0.012399488128721714, "m": 0.10000000149011612 }, { "p": 0.06542430073022842, "m": 0.2158711701631546 }, { "p": 0.00043319794349372387, "m": 0.5 }, { "p": 0.004622448235750198, "m": 0.5 } ] }, { "epoch": 9, "train_loss": 3.3317923545837402, "val_loss": 1.3777275085449219, "acc": 54.46, "time": 167.48983776900013, "param": [ { "p": 0.10075664520263672, "m": 0.5 }, { "p": 0.027057074010372162, "m": 0.5 }, { "p": 0.10469604283571243, "m": 0.5 }, { "p": 0.0780314952135086, "m": 0.10000000149011612 }, { "p": 0.043298717588186264, "m": 0.13919731974601746 }, { "p": 0.05655950307846069, "m": 0.3179939091205597 }, { "p": 0.05978400260210037, "m": 0.5312471389770508 }, { "p": 0.05231146141886711, "m": 0.10000000149011612 }, { "p": 0.06447340548038483, "m": 0.9801068902015686 }, { "p": 0.057995304465293884, "m": 0.6084787845611572 }, { "p": 0.01844426989555359, "m": 0.7250648140907288 }, { "p": 0.08794895559549332, "m": 1.0 }, { "p": 0.11441830545663834, "m": 0.5 }, { "p": 0.0014247752260416746, "m": 0.5 }, { "p": 0.00042363975080661476, "m": 0.6492927670478821 }, { "p": 0.023962320759892464, "m": 0.40046408772468567 }, { "p": 0.004102800972759724, "m": 0.5681374073028564 }, { "p": 0.011366215534508228, "m": 0.22976309061050415 }, { "p": 0.010659521445631981, "m": 0.8154314160346985 }, { "p": 0.018496157601475716, "m": 0.11674604564905167 }, { "p": 0.04302644357085228, "m": 0.187382310628891 }, { "p": 0.0029078584630042315, "m": 0.5 }, { "p": 0.017855236306786537, "m": 0.5 } ] }, { "epoch": 10, "train_loss": 2.888289451599121, "val_loss": 1.335303783416748, "acc": 54.65, "time": 165.37012077999998, "param": [ { "p": 0.09929762780666351, "m": 0.5 }, { "p": 0.02215944603085518, "m": 0.5 }, { "p": 0.11931100487709045, "m": 0.5 }, { "p": 0.09021666646003723, "m": 0.10917410254478455 }, { "p": 0.0451943539083004, "m": 0.14155226945877075 }, { "p": 0.07887406647205353, "m": 0.3526308834552765 }, { "p": 0.054921455681324005, "m": 0.4609106183052063 }, { "p": 0.048539746552705765, "m": 0.10014844685792923 }, { "p": 0.05597347393631935, "m": 0.9600252509117126 }, { "p": 0.06105797365307808, "m": 0.4951680600643158 }, { "p": 0.022263674065470695, "m": 0.7999969720840454 }, { "p": 0.08223133534193039, "m": 0.9999592900276184 }, { "p": 0.09556158632040024, "m": 0.5 }, { "p": 0.0018537058494985104, "m": 0.5 }, { "p": 0.01562024187296629, "m": 0.6372434496879578 }, { "p": 0.014214473776519299, "m": 0.4961751103401184 }, { "p": 0.0004252353392075747, "m": 0.6013637185096741 }, { "p": 0.00308312033303082, "m": 0.10000000149011612 }, { "p": 0.0004252353392075747, "m": 0.8567389249801636 }, { "p": 0.0004252353392075747, "m": 0.16146157681941986 }, { "p": 0.07244965434074402, "m": 0.22024208307266235 }, { "p": 0.0004252353392075747, "m": 0.5 }, { "p": 0.015475529246032238, "m": 0.5 } ] }, { "epoch": 11, "train_loss": 3.1336684226989746, "val_loss": 1.2887715101242065, "acc": 54.13, "time": 163.75534850000008, "param": [ { "p": 0.10961075127124786, "m": 0.5 }, { "p": 0.0004384845378808677, "m": 0.5 }, { "p": 0.09189896285533905, "m": 0.5 }, { "p": 0.07627914845943451, "m": 0.10000000149011612 }, { "p": 0.027718691155314445, "m": 0.10689213871955872 }, { "p": 0.0506148487329483, "m": 0.32173481583595276 }, { "p": 0.06773103028535843, "m": 0.38196897506713867 }, { "p": 0.06945239752531052, "m": 0.10680772364139557 }, { "p": 0.032018616795539856, "m": 0.9337534308433533 }, { "p": 0.06256911903619766, "m": 0.5231791734695435 }, { "p": 0.049412939697504044, "m": 0.8482561707496643 }, { "p": 0.0702199786901474, "m": 1.0 }, { "p": 0.1463925838470459, "m": 0.5 }, { "p": 0.0008610721561126411, "m": 0.5 }, { "p": 0.05296910181641579, "m": 0.5339094400405884 }, { "p": 0.0004384845378808677, "m": 0.46025630831718445 }, { "p": 0.0004384845378808677, "m": 0.6040747761726379 }, { "p": 0.0004384845378808677, "m": 0.1502992808818817 }, { "p": 0.009306039661169052, "m": 0.8312660455703735 }, { "p": 0.0004384845378808677, "m": 0.13629309833049774 }, { "p": 0.03672774136066437, "m": 0.16263987123966217 }, { "p": 0.013030672445893288, "m": 0.5 }, { "p": 0.030993971973657608, "m": 0.5 } ] }, { "epoch": 12, "train_loss": 3.1835098266601562, "val_loss": 1.1970442533493042, "acc": 57.74, "time": 164.16459369899985, "param": [ { "p": 0.12342299520969391, "m": 0.5 }, { "p": 0.013084549456834793, "m": 0.5 }, { "p": 0.1062159389257431, "m": 0.5 }, { "p": 0.06715841591358185, "m": 0.11501267552375793 }, { "p": 0.04462212696671486, "m": 0.18679578602313995 }, { "p": 0.053575485944747925, "m": 0.372066855430603 }, { "p": 0.07466533035039902, "m": 0.37087956070899963 }, { "p": 0.040735673159360886, "m": 0.10000000149011612 }, { "p": 0.04637807980179787, "m": 0.9365631341934204 }, { "p": 0.08765023201704025, "m": 0.4764249622821808 }, { "p": 0.03828952834010124, "m": 1.0 }, { "p": 0.07130651921033859, "m": 0.9989385604858398 }, { "p": 0.12829411029815674, "m": 0.5 }, { "p": 0.0035723757464438677, "m": 0.5 }, { "p": 0.000423911347752437, "m": 0.622314453125 }, { "p": 0.0029989720787853003, "m": 0.29114869236946106 }, { "p": 0.000423911347752437, "m": 0.5754837989807129 }, { "p": 0.01226455345749855, "m": 0.3702031373977661 }, { "p": 0.010519265197217464, "m": 0.8563579320907593 }, { "p": 0.000423911347752437, "m": 0.10000000149011612 }, { "p": 0.04688834398984909, "m": 0.2021508514881134 }, { "p": 0.0009114050189964473, "m": 0.5 }, { "p": 0.02617441676557064, "m": 0.5 } ] }, { "epoch": 13, "train_loss": 2.865320920944214, "val_loss": 1.26469087600708, "acc": 56.25, "time": 164.77082641200013, "param": [ { "p": 0.11001934856176376, "m": 0.5 }, { "p": 0.0004418513271957636, "m": 0.5 }, { "p": 0.07857219129800797, "m": 0.5 }, { "p": 0.05937175825238228, "m": 0.10000000149011612 }, { "p": 0.0338042676448822, "m": 0.11734458804130554 }, { "p": 0.06759756803512573, "m": 0.2745395004749298 }, { "p": 0.07198676466941833, "m": 0.29714304208755493 }, { "p": 0.06606319546699524, "m": 0.10000000149011612 }, { "p": 0.06135505065321922, "m": 0.9975482225418091 }, { "p": 0.08712033182382584, "m": 0.3640694320201874 }, { "p": 0.04676932469010353, "m": 0.9997231960296631 }, { "p": 0.0889468789100647, "m": 1.0 }, { "p": 0.14155031740665436, "m": 0.5 }, { "p": 0.005948463920503855, "m": 0.5 }, { "p": 0.0004418513271957636, "m": 0.6229265928268433 }, { "p": 0.0004418513271957636, "m": 0.33415770530700684 }, { "p": 0.0004418513271957636, "m": 0.5826702117919922 }, { "p": 0.0004418513271957636, "m": 0.45762357115745544 }, { "p": 0.0004418513271957636, "m": 0.8510818481445312 }, { "p": 0.0004418513271957636, "m": 0.10000000149011612 }, { "p": 0.030699752271175385, "m": 0.2287350744009018 }, { "p": 0.03323333337903023, "m": 0.5 }, { "p": 0.013868671841919422, "m": 0.5 } ] }, { "epoch": 14, "train_loss": 2.8414950370788574, "val_loss": 1.2327063083648682, "acc": 58.74, "time": 165.50611040199965, "param": [ { "p": 0.12559176981449127, "m": 0.5 }, { "p": 0.004391621798276901, "m": 0.5 }, { "p": 0.10000003129243851, "m": 0.5 }, { "p": 0.07057717442512512, "m": 0.10077372193336487 }, { "p": 0.03621092438697815, "m": 0.11065347492694855 }, { "p": 0.051797494292259216, "m": 0.22704602777957916 }, { "p": 0.07874051481485367, "m": 0.3828505873680115 }, { "p": 0.06095939874649048, "m": 0.10133673995733261 }, { "p": 0.03683147206902504, "m": 0.9851073622703552 }, { "p": 0.0868932381272316, "m": 0.21609088778495789 }, { "p": 0.04155341908335686, "m": 1.0 }, { "p": 0.08748021721839905, "m": 1.0 }, { "p": 0.13454867899417877, "m": 0.5 }, { "p": 0.0023199699353426695, "m": 0.5 }, { "p": 0.02889701910316944, "m": 0.6944078803062439 }, { "p": 0.00042549529462121427, "m": 0.20522382855415344 }, { "p": 0.00042549529462121427, "m": 0.7199867963790894 }, { "p": 0.0031984078232198954, "m": 0.4227900505065918 }, { "p": 0.00042549529462121427, "m": 0.8981578350067139 }, { "p": 0.00042549529462121427, "m": 0.10077198594808578 }, { "p": 0.04592215269804001, "m": 0.21318010985851288 }, { "p": 0.00042549529462121427, "m": 0.5 }, { "p": 0.0019591578748077154, "m": 0.5 } ] }, { "epoch": 15, "train_loss": 2.6888794898986816, "val_loss": 1.2301188707351685, "acc": 59.99, "time": 164.90546292199997, "param": [ { "p": 0.10537447035312653, "m": 0.5 }, { "p": 0.0013191684847697616, "m": 0.5 }, { "p": 0.10910780727863312, "m": 0.5 }, { "p": 0.06368623673915863, "m": 0.10143197327852249 }, { "p": 0.024363799020648003, "m": 0.1668209433555603 }, { "p": 0.06517593562602997, "m": 0.23653370141983032 }, { "p": 0.07493486255407333, "m": 0.5370692014694214 }, { "p": 0.04297686740756035, "m": 0.20407743752002716 }, { "p": 0.056882183998823166, "m": 1.0 }, { "p": 0.08780263364315033, "m": 0.2376919835805893 }, { "p": 0.05094669386744499, "m": 0.9941319823265076 }, { "p": 0.08992829918861389, "m": 1.0 }, { "p": 0.11225113272666931, "m": 0.5 }, { "p": 0.000422142562456429, "m": 0.5 }, { "p": 0.020433060824871063, "m": 0.6243578791618347 }, { "p": 0.000422142562456429, "m": 0.20947159826755524 }, { "p": 0.000422142562456429, "m": 0.7379289269447327 }, { "p": 0.000422142562456429, "m": 0.33773407340049744 }, { "p": 0.000422142562456429, "m": 0.8763788342475891 }, { "p": 0.02135753072798252, "m": 0.1711703985929489 }, { "p": 0.04126923903822899, "m": 0.24596376717090607 }, { "p": 0.000422142562456429, "m": 0.5 }, { "p": 0.02965736575424671, "m": 0.5 } ] }, { "epoch": 16, "train_loss": 2.25217866897583, "val_loss": 1.1160320043563843, "acc": 60.57, "time": 163.54887917999986, "param": [ { "p": 0.09742126613855362, "m": 0.5 }, { "p": 0.00043138390174135566, "m": 0.5 }, { "p": 0.0938275158405304, "m": 0.5 }, { "p": 0.0709945484995842, "m": 0.1283811628818512 }, { "p": 0.04806247726082802, "m": 0.10000000149011612 }, { "p": 0.026390790939331055, "m": 0.2767969071865082 }, { "p": 0.0792844146490097, "m": 0.5317444801330566 }, { "p": 0.05526851862668991, "m": 0.30237090587615967 }, { "p": 0.05855654180049896, "m": 0.9805154800415039 }, { "p": 0.06106072664260864, "m": 0.15639463067054749 }, { "p": 0.04333062842488289, "m": 1.0 }, { "p": 0.0872078612446785, "m": 0.9932352304458618 }, { "p": 0.13670136034488678, "m": 0.5 }, { "p": 0.00043138390174135566, "m": 0.5 }, { "p": 0.03235382214188576, "m": 0.7348767518997192 }, { "p": 0.00043138390174135566, "m": 0.23659853637218475 }, { "p": 0.0024901514407247305, "m": 0.6570279598236084 }, { "p": 0.00043138390174135566, "m": 0.3632131814956665 }, { "p": 0.00043138390174135566, "m": 0.9188254475593567 }, { "p": 0.013558940961956978, "m": 0.10173536837100983 }, { "p": 0.06836184114217758, "m": 0.2582336366176605 }, { "p": 0.00043138390174135566, "m": 0.5 }, { "p": 0.02254037745296955, "m": 0.5 } ] }, { "epoch": 17, "train_loss": 2.5260801315307617, "val_loss": 1.0616432428359985, "acc": 60.84, "time": 164.8406416199996, "param": [ { "p": 0.115019790828228, "m": 0.5 }, { "p": 0.0004282250883989036, "m": 0.5 }, { "p": 0.09942585974931717, "m": 0.5 }, { "p": 0.06018041446805, "m": 0.18255020678043365 }, { "p": 0.03558836132287979, "m": 0.1493157297372818 }, { "p": 0.03797603398561478, "m": 0.24149157106876373 }, { "p": 0.07387443631887436, "m": 0.37634366750717163 }, { "p": 0.04657486453652382, "m": 0.30942702293395996 }, { "p": 0.05831338092684746, "m": 0.9772317409515381 }, { "p": 0.05151849240064621, "m": 0.12222962826490402 }, { "p": 0.05320070683956146, "m": 0.994328498840332 }, { "p": 0.0734628215432167, "m": 0.9992018938064575 }, { "p": 0.14204640686511993, "m": 0.5 }, { "p": 0.0004282250883989036, "m": 0.5 }, { "p": 0.010279657319188118, "m": 0.7819753885269165 }, { "p": 0.01558676641434431, "m": 0.20343925058841705 }, { "p": 0.0004282250883989036, "m": 0.6698670387268066 }, { "p": 0.009448902681469917, "m": 0.3769450783729553 }, { "p": 0.0004282250883989036, "m": 0.8330832719802856 }, { "p": 0.01688222587108612, "m": 0.11188165843486786 }, { "p": 0.0800374373793602, "m": 0.24240219593048096 }, { "p": 0.0004282250883989036, "m": 0.5 }, { "p": 0.01844247244298458, "m": 0.5 } ] }, { "epoch": 18, "train_loss": 2.657197952270508, "val_loss": 1.1360074281692505, "acc": 61.56, "time": 160.81621063400007, "param": [ { "p": 0.10871574282646179, "m": 0.5 }, { "p": 0.0021053077653050423, "m": 0.5 }, { "p": 0.10898278653621674, "m": 0.5 }, { "p": 0.07290994375944138, "m": 0.19822339713573456 }, { "p": 0.03522147983312607, "m": 0.11811468750238419 }, { "p": 0.059224337339401245, "m": 0.22416843473911285 }, { "p": 0.05142420157790184, "m": 0.34588512778282166 }, { "p": 0.05329928174614906, "m": 0.3750419020652771 }, { "p": 0.060509104281663895, "m": 1.0 }, { "p": 0.07974246144294739, "m": 0.11326424032449722 }, { "p": 0.05218259245157242, "m": 1.0 }, { "p": 0.08330697566270828, "m": 1.0 }, { "p": 0.11747998744249344, "m": 0.5 }, { "p": 0.00042053329525515437, "m": 0.5 }, { "p": 0.0014242706820368767, "m": 0.6423918604850769 }, { "p": 0.0022240066900849342, "m": 0.11206504702568054 }, { "p": 0.00042053329525515437, "m": 0.6085334420204163 }, { "p": 0.00042053329525515437, "m": 0.40139710903167725 }, { "p": 0.00042053329525515437, "m": 0.7228026390075684 }, { "p": 0.011268634349107742, "m": 0.12544022500514984 }, { "p": 0.0577487088739872, "m": 0.20578455924987793 }, { "p": 0.005707400850951672, "m": 0.5 }, { "p": 0.034840844571590424, "m": 0.5 } ] }, { "epoch": 19, "train_loss": 2.4330661296844482, "val_loss": 1.1243841648101807, "acc": 61.55, "time": 168.82832283900007, "param": [ { "p": 0.10884685069322586, "m": 0.5 }, { "p": 0.007146461866796017, "m": 0.5 }, { "p": 0.12346015870571136, "m": 0.5 }, { "p": 0.06066599860787392, "m": 0.10000000149011612 }, { "p": 0.03257075324654579, "m": 0.10000000149011612 }, { "p": 0.04771731421351433, "m": 0.36186879873275757 }, { "p": 0.09041644632816315, "m": 0.42828169465065 }, { "p": 0.05629667267203331, "m": 0.4745449125766754 }, { "p": 0.0501658171415329, "m": 1.0 }, { "p": 0.06839040666818619, "m": 0.10000000149011612 }, { "p": 0.007909778505563736, "m": 1.0 }, { "p": 0.08843263983726501, "m": 1.0 }, { "p": 0.13169743120670319, "m": 0.5 }, { "p": 0.00042976142140105367, "m": 0.5 }, { "p": 0.00042976142140105367, "m": 0.733334481716156 }, { "p": 0.00042976142140105367, "m": 0.31036922335624695 }, { "p": 0.00042976142140105367, "m": 0.696713924407959 }, { "p": 0.00042976142140105367, "m": 0.34863898158073425 }, { "p": 0.00042976142140105367, "m": 0.7620881795883179 }, { "p": 0.02704028971493244, "m": 0.2510998547077179 }, { "p": 0.07520829886198044, "m": 0.2865387797355652 }, { "p": 0.00042976142140105367, "m": 0.5 }, { "p": 0.021026531234383583, "m": 0.5 } ] }, { "epoch": 20, "train_loss": 2.674790620803833, "val_loss": 1.0548275709152222, "acc": 63.32, "time": 162.40820154999983, "param": [ { "p": 0.13480907678604126, "m": 0.5 }, { "p": 0.0004381603794172406, "m": 0.5 }, { "p": 0.1313282996416092, "m": 0.5 }, { "p": 0.08165576308965683, "m": 0.10000000149011612 }, { "p": 0.04591231420636177, "m": 0.15261971950531006 }, { "p": 0.07118091732263565, "m": 0.4035933315753937 }, { "p": 0.07210145890712738, "m": 0.43264126777648926 }, { "p": 0.040298886597156525, "m": 0.5120595097541809 }, { "p": 0.037384796887636185, "m": 0.9660531878471375 }, { "p": 0.03606515750288963, "m": 0.12073647230863571 }, { "p": 0.045119237154722214, "m": 0.9710056781768799 }, { "p": 0.08918240666389465, "m": 1.0 }, { "p": 0.13904811441898346, "m": 0.5 }, { "p": 0.0004381603794172406, "m": 0.5 }, { "p": 0.0004381603794172406, "m": 0.6697306632995605 }, { "p": 0.0004381603794172406, "m": 0.24647435545921326 }, { "p": 0.0004381603794172406, "m": 0.71561598777771 }, { "p": 0.0004381603794172406, "m": 0.4084976613521576 }, { "p": 0.0004381603794172406, "m": 0.8585253357887268 }, { "p": 0.0004381603794172406, "m": 0.26959919929504395 }, { "p": 0.030316192656755447, "m": 0.3421710729598999 }, { "p": 0.005126927513629198, "m": 0.5 }, { "p": 0.03696538880467415, "m": 0.5 } ] }, { "epoch": 21, "train_loss": 2.412226915359497, "val_loss": 0.9386789202690125, "acc": 63.86, "time": 163.3168637670001, "param": [ { "p": 0.1321023404598236, "m": 0.5 }, { "p": 0.0004240256384946406, "m": 0.5 }, { "p": 0.11355030536651611, "m": 0.5 }, { "p": 0.06956017017364502, "m": 0.10000000149011612 }, { "p": 0.04466269165277481, "m": 0.12872956693172455 }, { "p": 0.02349146269261837, "m": 0.4393949806690216 }, { "p": 0.06993847340345383, "m": 0.40393462777137756 }, { "p": 0.07001278549432755, "m": 0.47834789752960205 }, { "p": 0.06797356903553009, "m": 0.9520879983901978 }, { "p": 0.08910088241100311, "m": 0.10000000149011612 }, { "p": 0.03453180193901062, "m": 0.9240909218788147 }, { "p": 0.07091379910707474, "m": 1.0 }, { "p": 0.1140366718173027, "m": 0.5 }, { "p": 0.0004240256384946406, "m": 0.5 }, { "p": 0.01603473536670208, "m": 0.6513788104057312 }, { "p": 0.0004240256384946406, "m": 0.29292482137680054 }, { "p": 0.0004240256384946406, "m": 0.8182862401008606 }, { "p": 0.0004240256384946406, "m": 0.4426571726799011 }, { "p": 0.0004240256384946406, "m": 0.7975662350654602 }, { "p": 0.0004240256384946406, "m": 0.21813520789146423 }, { "p": 0.08027428388595581, "m": 0.24158981442451477 }, { "p": 0.0004240256384946406, "m": 0.5 }, { "p": 0.0004240256384946406, "m": 0.5 } ] }, { "epoch": 22, "train_loss": 2.629124164581299, "val_loss": 1.0977511405944824, "acc": 62.3, "time": 165.10878087499987, "param": [ { "p": 0.10864638537168503, "m": 0.5 }, { "p": 0.0004211286432109773, "m": 0.5 }, { "p": 0.08924774080514908, "m": 0.5 }, { "p": 0.07482621818780899, "m": 0.10000000149011612 }, { "p": 0.04028166085481644, "m": 0.2013242244720459 }, { "p": 0.04025740176439285, "m": 0.3444851040840149 }, { "p": 0.06286538392305374, "m": 0.49250003695487976 }, { "p": 0.049502402544021606, "m": 0.6016900539398193 }, { "p": 0.06559404730796814, "m": 1.0 }, { "p": 0.0810595452785492, "m": 0.1000918298959732 }, { "p": 0.04021145775914192, "m": 0.9402669072151184 }, { "p": 0.07494267076253891, "m": 1.0 }, { "p": 0.12445928901433945, "m": 0.5 }, { "p": 0.0004211286432109773, "m": 0.5 }, { "p": 0.019700970500707626, "m": 0.7205255031585693 }, { "p": 0.003476828569546342, "m": 0.28142839670181274 }, { "p": 0.0004211286432109773, "m": 0.7483171820640564 }, { "p": 0.016347205266356468, "m": 0.47437867522239685 }, { "p": 0.0004211286432109773, "m": 0.8660529255867004 }, { "p": 0.01615714095532894, "m": 0.1875642091035843 }, { "p": 0.05071193352341652, "m": 0.3599836528301239 }, { "p": 0.0004211286432109773, "m": 0.5 }, { "p": 0.039606109261512756, "m": 0.5 } ] }, { "epoch": 23, "train_loss": 2.4082586765289307, "val_loss": 0.9930112957954407, "acc": 64.6, "time": 164.73686378900038, "param": [ { "p": 0.09575944393873215, "m": 0.5 }, { "p": 0.0008544777520000935, "m": 0.5 }, { "p": 0.12795031070709229, "m": 0.5 }, { "p": 0.07978794723749161, "m": 0.10000000149011612 }, { "p": 0.04757809266448021, "m": 0.10000000149011612 }, { "p": 0.04549078270792961, "m": 0.24682298302650452 }, { "p": 0.0718105137348175, "m": 0.548334002494812 }, { "p": 0.06242462992668152, "m": 0.8830404281616211 }, { "p": 0.0349065437912941, "m": 0.979991614818573 }, { "p": 0.08740933239459991, "m": 0.10000000149011612 }, { "p": 0.03413749858736992, "m": 0.9862170219421387 }, { "p": 0.09498581290245056, "m": 1.0 }, { "p": 0.1498679518699646, "m": 0.5 }, { "p": 0.000429678475484252, "m": 0.5 }, { "p": 0.018863972276449203, "m": 0.6309360861778259 }, { "p": 0.000429678475484252, "m": 0.33095747232437134 }, { "p": 0.0006457266863435507, "m": 0.901459276676178 }, { "p": 0.000429678475484252, "m": 0.5884190797805786 }, { "p": 0.000429678475484252, "m": 0.669857919216156 }, { "p": 0.027626605704426765, "m": 0.25937116146087646 }, { "p": 0.000429678475484252, "m": 0.4555378556251526 }, { "p": 0.000429678475484252, "m": 0.5 }, { "p": 0.017322517931461334, "m": 0.5 } ] }, { "epoch": 24, "train_loss": 2.483341932296753, "val_loss": 1.0231807231903076, "acc": 64.52, "time": 164.16044918299986, "param": [ { "p": 0.11845588684082031, "m": 0.5 }, { "p": 0.00043165014358237386, "m": 0.5 }, { "p": 0.09133733808994293, "m": 0.5 }, { "p": 0.07388270646333694, "m": 0.10000000149011612 }, { "p": 0.049599770456552505, "m": 0.1616899073123932 }, { "p": 0.045132365077733994, "m": 0.28905752301216125 }, { "p": 0.06660806387662888, "m": 0.5505000352859497 }, { "p": 0.052967384457588196, "m": 0.8911359906196594 }, { "p": 0.05126236379146576, "m": 1.0 }, { "p": 0.08352508395910263, "m": 0.10198011249303818 }, { "p": 0.033619556576013565, "m": 1.0 }, { "p": 0.07929377257823944, "m": 1.0 }, { "p": 0.14928804337978363, "m": 0.5 }, { "p": 0.00043165014358237386, "m": 0.5 }, { "p": 0.016413429751992226, "m": 0.5725976824760437 }, { "p": 0.00043165014358237386, "m": 0.23050980269908905 }, { "p": 0.00043165014358237386, "m": 0.7029412984848022 }, { "p": 0.00043165014358237386, "m": 0.4963934123516083 }, { "p": 0.00043165014358237386, "m": 0.7009108066558838 }, { "p": 0.02404485084116459, "m": 0.29934602975845337 }, { "p": 0.048432111740112305, "m": 0.48878443241119385 }, { "p": 0.00043165014358237386, "m": 0.5 }, { "p": 0.013115884736180305, "m": 0.5 } ] }, { "epoch": 25, "train_loss": 2.551389694213867, "val_loss": 1.0761542320251465, "acc": 64.96, "time": 161.6100249459996, "param": [ { "p": 0.1542985886335373, "m": 0.5 }, { "p": 0.0004381238832138479, "m": 0.5 }, { "p": 0.07128491252660751, "m": 0.5 }, { "p": 0.08470066636800766, "m": 0.10697130858898163 }, { "p": 0.0498255118727684, "m": 0.1048177182674408 }, { "p": 0.0737728402018547, "m": 0.24807576835155487 }, { "p": 0.07567492872476578, "m": 0.5170729160308838 }, { "p": 0.05844857543706894, "m": 0.9742022156715393 }, { "p": 0.01581590808928013, "m": 0.9933251142501831 }, { "p": 0.06299274414777756, "m": 0.10403378307819366 }, { "p": 0.03941362351179123, "m": 1.0 }, { "p": 0.07283645868301392, "m": 1.0 }, { "p": 0.15423527359962463, "m": 0.5 }, { "p": 0.0016745702596381307, "m": 0.5 }, { "p": 0.021844832226634026, "m": 0.6263513565063477 }, { "p": 0.0030104429461061954, "m": 0.17528855800628662 }, { "p": 0.0004381238832138479, "m": 0.6513640284538269 }, { "p": 0.0004381238832138479, "m": 0.4854525923728943 }, { "p": 0.0004381238832138479, "m": 0.6355480551719666 }, { "p": 0.011899715289473534, "m": 0.35191288590431213 }, { "p": 0.037791889160871506, "m": 0.45224258303642273 }, { "p": 0.0004381238832138479, "m": 0.5 }, { "p": 0.00828798022121191, "m": 0.5 } ] }, { "epoch": 26, "train_loss": 2.7365643978118896, "val_loss": 1.0518608093261719, "acc": 65.62, "time": 166.59285166099926, "param": [ { "p": 0.14040152728557587, "m": 0.5 }, { "p": 0.0211123526096344, "m": 0.5 }, { "p": 0.11314501613378525, "m": 0.5 }, { "p": 0.033509086817502975, "m": 0.12482962012290955 }, { "p": 0.03835919126868248, "m": 0.1417871117591858 }, { "p": 0.04563222452998161, "m": 0.24560460448265076 }, { "p": 0.041298653930425644, "m": 0.7112561464309692 }, { "p": 0.05849693343043327, "m": 0.9708889126777649 }, { "p": 0.047628361731767654, "m": 0.9928383231163025 }, { "p": 0.05494747310876846, "m": 0.10354724526405334 }, { "p": 0.05551372841000557, "m": 1.0 }, { "p": 0.07836060971021652, "m": 0.9936404228210449 }, { "p": 0.16338402032852173, "m": 0.5 }, { "p": 0.00043472604011185467, "m": 0.5 }, { "p": 0.022805364802479744, "m": 0.6674715280532837 }, { "p": 0.012192520312964916, "m": 0.38009244203567505 }, { "p": 0.010635354556143284, "m": 0.6349242925643921 }, { "p": 0.011213434860110283, "m": 0.40957194566726685 }, { "p": 0.0006189371924847364, "m": 0.5652825236320496 }, { "p": 0.002478875918313861, "m": 0.31645452976226807 }, { "p": 0.02454809844493866, "m": 0.41841381788253784 }, { "p": 0.00043472604011185467, "m": 0.5 }, { "p": 0.022848905995488167, "m": 0.5 } ] }, { "epoch": 27, "train_loss": 2.597745180130005, "val_loss": 1.058381199836731, "acc": 65.87, "time": 167.68787290399996, "param": [ { "p": 0.11416398733854294, "m": 0.5 }, { "p": 0.0004225971642881632, "m": 0.5 }, { "p": 0.10858381539583206, "m": 0.5 }, { "p": 0.06320947408676147, "m": 0.10000000149011612 }, { "p": 0.03552056849002838, "m": 0.11816755682229996 }, { "p": 0.04824516549706459, "m": 0.3063898980617523 }, { "p": 0.06448494642972946, "m": 0.6065583229064941 }, { "p": 0.06476448476314545, "m": 1.0 }, { "p": 0.04935423657298088, "m": 0.9945085048675537 }, { "p": 0.06066028028726578, "m": 0.10000000149011612 }, { "p": 0.030986595898866653, "m": 0.9911733865737915 }, { "p": 0.08348622173070908, "m": 1.0 }, { "p": 0.14593496918678284, "m": 0.5 }, { "p": 0.0015056392876431346, "m": 0.5 }, { "p": 0.016438720747828484, "m": 0.738071084022522 }, { "p": 0.0007898336625657976, "m": 0.32190608978271484 }, { "p": 0.017645632848143578, "m": 0.7034980654716492 }, { "p": 0.015049650333821774, "m": 0.463222861289978 }, { "p": 0.01783822663128376, "m": 0.5761076807975769 }, { "p": 0.019379079341888428, "m": 0.3076847791671753 }, { "p": 0.022705677896738052, "m": 0.37228134274482727 }, { "p": 0.0004225971642881632, "m": 0.5 }, { "p": 0.01840759813785553, "m": 0.5 } ] }, { "epoch": 28, "train_loss": 2.1789326667785645, "val_loss": 0.8682825565338135, "acc": 66.41, "time": 161.53832172999955, "param": [ { "p": 0.11817359179258347, "m": 0.5 }, { "p": 0.00043299022945575416, "m": 0.5 }, { "p": 0.10806157439947128, "m": 0.5 }, { "p": 0.08049269765615463, "m": 0.10000000149011612 }, { "p": 0.02251163311302662, "m": 0.15704403817653656 }, { "p": 0.05738986283540726, "m": 0.2193395346403122 }, { "p": 0.08340378850698471, "m": 0.43633928894996643 }, { "p": 0.05671824514865875, "m": 0.9854925870895386 }, { "p": 0.061213020235300064, "m": 1.0 }, { "p": 0.06129024550318718, "m": 0.10000000149011612 }, { "p": 0.043933115899562836, "m": 0.9930622577667236 }, { "p": 0.086684949696064, "m": 1.0 }, { "p": 0.1404106467962265, "m": 0.5 }, { "p": 0.00043299022945575416, "m": 0.5 }, { "p": 0.01114640198647976, "m": 0.7327584624290466 }, { "p": 0.00043299022945575416, "m": 0.3679489195346832 }, { "p": 0.00043299022945575416, "m": 0.7500267624855042 }, { "p": 0.0018846973543986678, "m": 0.3416556417942047 }, { "p": 0.010478958487510681, "m": 0.3868867754936218 }, { "p": 0.00043299022945575416, "m": 0.3435119092464447 }, { "p": 0.04183380305767059, "m": 0.34701037406921387 }, { "p": 0.00043299022945575416, "m": 0.5 }, { "p": 0.01177507359534502, "m": 0.5 } ] }, { "epoch": 29, "train_loss": 2.333250045776367, "val_loss": 0.9341825246810913, "acc": 65.89, "time": 162.23480869299965, "param": [ { "p": 0.1340579390525818, "m": 0.5 }, { "p": 0.0012269486906006932, "m": 0.5 }, { "p": 0.09551987051963806, "m": 0.5 }, { "p": 0.05942107364535332, "m": 0.10000000149011612 }, { "p": 0.04225638136267662, "m": 0.27325353026390076 }, { "p": 0.04371456429362297, "m": 0.10728190839290619 }, { "p": 0.06906712800264359, "m": 0.4079988896846771 }, { "p": 0.05312996357679367, "m": 1.0 }, { "p": 0.05672532692551613, "m": 1.0 }, { "p": 0.07558419555425644, "m": 0.10000000149011612 }, { "p": 0.0509866327047348, "m": 1.0 }, { "p": 0.08883026242256165, "m": 1.0 }, { "p": 0.145082488656044, "m": 0.5 }, { "p": 0.00042371367453597486, "m": 0.5 }, { "p": 0.009951446205377579, "m": 0.6305078268051147 }, { "p": 0.00042371367453597486, "m": 0.4494291841983795 }, { "p": 0.0006654239259660244, "m": 0.5968725681304932 }, { "p": 0.0006990588735789061, "m": 0.336605042219162 }, { "p": 0.00042371367453597486, "m": 0.37220337986946106 }, { "p": 0.00803806446492672, "m": 0.31068846583366394 }, { "p": 0.03684527799487114, "m": 0.3197290599346161 }, { "p": 0.00042371367453597486, "m": 0.5 }, { "p": 0.026503130793571472, "m": 0.5 } ] }, { "epoch": 30, "train_loss": 2.599240303039551, "val_loss": 1.002825379371643, "acc": 66.02, "time": 169.10200735099988, "param": [ { "p": 0.09146588295698166, "m": 0.5 }, { "p": 0.00477511016651988, "m": 0.5 }, { "p": 0.12060431391000748, "m": 0.5 }, { "p": 0.08693746477365494, "m": 0.10000000149011612 }, { "p": 0.05126931518316269, "m": 0.2052728533744812 }, { "p": 0.05510901287198067, "m": 0.11029229313135147 }, { "p": 0.04631393402814865, "m": 0.397108793258667 }, { "p": 0.049869511276483536, "m": 0.8958650231361389 }, { "p": 0.0528092123568058, "m": 1.0 }, { "p": 0.07701143622398376, "m": 0.10000000149011612 }, { "p": 0.032943855971097946, "m": 1.0 }, { "p": 0.07296201586723328, "m": 1.0 }, { "p": 0.13328979909420013, "m": 0.5 }, { "p": 0.0030591755639761686, "m": 0.5 }, { "p": 0.01927671581506729, "m": 0.589384913444519 }, { "p": 0.0004322854510974139, "m": 0.4393767714500427 }, { "p": 0.0011726783122867346, "m": 0.6236743330955505 }, { "p": 0.013672007247805595, "m": 0.14075349271297455 }, { "p": 0.007197295781224966, "m": 0.4726365804672241 }, { "p": 0.018027454614639282, "m": 0.35082077980041504 }, { "p": 0.03844383358955383, "m": 0.3317739963531494 }, { "p": 0.0004322854510974139, "m": 0.5 }, { "p": 0.022925402969121933, "m": 0.5 } ] }, { "epoch": 31, "train_loss": 2.1386122703552246, "val_loss": 0.9104980230331421, "acc": 66.11, "time": 162.05912815600004, "param": [ { "p": 0.10156252235174179, "m": 0.5 }, { "p": 0.013587072491645813, "m": 0.5 }, { "p": 0.08674900978803635, "m": 0.5 }, { "p": 0.064191073179245, "m": 0.10000000149011612 }, { "p": 0.040946029126644135, "m": 0.23857949674129486 }, { "p": 0.05292707309126854, "m": 0.11835652589797974 }, { "p": 0.0876682698726654, "m": 0.47801730036735535 }, { "p": 0.06961990892887115, "m": 1.0 }, { "p": 0.053075551986694336, "m": 0.9728339910507202 }, { "p": 0.0891432985663414, "m": 0.10000000149011612 }, { "p": 0.04594935476779938, "m": 0.9674728512763977 }, { "p": 0.08221909403800964, "m": 1.0 }, { "p": 0.12606017291545868, "m": 0.5 }, { "p": 0.004429211840033531, "m": 0.5 }, { "p": 0.00042744597885757685, "m": 0.5419366955757141 }, { "p": 0.0040394640527665615, "m": 0.5126128196716309 }, { "p": 0.00042744597885757685, "m": 0.44442087411880493 }, { "p": 0.014695827849209309, "m": 0.11249163746833801 }, { "p": 0.00042744597885757685, "m": 0.3849181830883026 }, { "p": 0.012204695492982864, "m": 0.31924086809158325 }, { "p": 0.04548059031367302, "m": 0.3787410259246826 }, { "p": 0.001954433275386691, "m": 0.5 }, { "p": 0.0022151905577629805, "m": 0.5 } ] }, { "epoch": 32, "train_loss": 2.2236850261688232, "val_loss": 1.0512781143188477, "acc": 65.52, "time": 166.3389979500007, "param": [ { "p": 0.10835302621126175, "m": 0.5 }, { "p": 0.023533225059509277, "m": 0.5 }, { "p": 0.09938384592533112, "m": 0.5 }, { "p": 0.09932086616754532, "m": 0.10000000149011612 }, { "p": 0.02804969809949398, "m": 0.19393475353717804 }, { "p": 0.040734898298978806, "m": 0.17737406492233276 }, { "p": 0.0783032700419426, "m": 0.5381047129631042 }, { "p": 0.05119772627949715, "m": 0.980256199836731 }, { "p": 0.030915163457393646, "m": 0.9950188398361206 }, { "p": 0.0898229107260704, "m": 0.1056598424911499 }, { "p": 0.039718225598335266, "m": 0.9283289313316345 }, { "p": 0.05514185503125191, "m": 0.9941409826278687 }, { "p": 0.14130331575870514, "m": 0.5 }, { "p": 0.012728960253298283, "m": 0.5 }, { "p": 0.004281977657228708, "m": 0.6424627304077148 }, { "p": 0.00042341597145423293, "m": 0.3465403616428375 }, { "p": 0.00042341597145423293, "m": 0.287492573261261 }, { "p": 0.009246437810361385, "m": 0.10000000149011612 }, { "p": 0.00042341597145423293, "m": 0.4793137311935425 }, { "p": 0.004212061408907175, "m": 0.14803194999694824 }, { "p": 0.05071268975734711, "m": 0.3500117063522339 }, { "p": 0.00042341597145423293, "m": 0.5 }, { "p": 0.03134635463356972, "m": 0.5 } ] }, { "epoch": 33, "train_loss": 2.267526388168335, "val_loss": 0.9784269332885742, "acc": 66.78, "time": 164.4088464890001, "param": [ { "p": 0.11298304796218872, "m": 0.5 }, { "p": 0.010288236662745476, "m": 0.5 }, { "p": 0.09592947363853455, "m": 0.5 }, { "p": 0.07920216768980026, "m": 0.10000000149011612 }, { "p": 0.047261953353881836, "m": 0.10483446717262268 }, { "p": 0.055097609758377075, "m": 0.2290320247411728 }, { "p": 0.08252938091754913, "m": 0.6251230239868164 }, { "p": 0.04755941405892372, "m": 0.8898053169250488 }, { "p": 0.05103330314159393, "m": 1.0 }, { "p": 0.06778719276189804, "m": 0.10000000149011612 }, { "p": 0.04133955389261246, "m": 1.0 }, { "p": 0.0846417099237442, "m": 1.0 }, { "p": 0.12803316116333008, "m": 0.5 }, { "p": 0.0004219929105602205, "m": 0.5 }, { "p": 0.0004219929105602205, "m": 0.6718475222587585 }, { "p": 0.010683772154152393, "m": 0.32558441162109375 }, { "p": 0.0034757063258439302, "m": 0.28236761689186096 }, { "p": 0.0004219929105602205, "m": 0.10384905338287354 }, { "p": 0.009764608927071095, "m": 0.5187278389930725 }, { "p": 0.018386809155344963, "m": 0.10000000149011612 }, { "p": 0.02711333893239498, "m": 0.35448434948921204 }, { "p": 0.0004219929105602205, "m": 0.5 }, { "p": 0.02520175650715828, "m": 0.5 } ] }, { "epoch": 34, "train_loss": 2.3408002853393555, "val_loss": 0.8884502053260803, "acc": 67.35, "time": 160.19792016599968, "param": [ { "p": 0.12137111276388168, "m": 0.5 }, { "p": 0.01603885367512703, "m": 0.5 }, { "p": 0.11015450954437256, "m": 0.5 }, { "p": 0.06851783394813538, "m": 0.10000000149011612 }, { "p": 0.041661497205495834, "m": 0.17337098717689514 }, { "p": 0.053122859448194504, "m": 0.26164960861206055 }, { "p": 0.05802180990576744, "m": 0.5327507853507996 }, { "p": 0.05857142433524132, "m": 0.9410176873207092 }, { "p": 0.05612508952617645, "m": 1.0 }, { "p": 0.04595842584967613, "m": 0.10000000149011612 }, { "p": 0.054761942476034164, "m": 0.9805550575256348 }, { "p": 0.07902655005455017, "m": 1.0 }, { "p": 0.15224941074848175, "m": 0.5 }, { "p": 0.012778012081980705, "m": 0.5 }, { "p": 0.02447175793349743, "m": 0.630340039730072 }, { "p": 0.00043149804696440697, "m": 0.40029215812683105 }, { "p": 0.00043149804696440697, "m": 0.21900828182697296 }, { "p": 0.008212408982217312, "m": 0.17710231244564056 }, { "p": 0.004386514890938997, "m": 0.536125659942627 }, { "p": 0.0021540664602071047, "m": 0.14877496659755707 }, { "p": 0.01319260522723198, "m": 0.32743170857429504 }, { "p": 0.00043149804696440697, "m": 0.5 }, { "p": 0.017928948625922203, "m": 0.5 } ] }, { "epoch": 35, "train_loss": 2.4310622215270996, "val_loss": 0.9530981183052063, "acc": 67.11, "time": 160.41038527100045, "param": [ { "p": 0.13506093621253967, "m": 0.5 }, { "p": 0.00043282980914227664, "m": 0.5 }, { "p": 0.10462862253189087, "m": 0.5 }, { "p": 0.06990424543619156, "m": 0.10052657872438431 }, { "p": 0.0511564277112484, "m": 0.29368311166763306 }, { "p": 0.06685922294855118, "m": 0.3460649251937866 }, { "p": 0.061625026166439056, "m": 0.6060329079627991 }, { "p": 0.05844450742006302, "m": 0.9852541089057922 }, { "p": 0.060823384672403336, "m": 1.0 }, { "p": 0.06835374981164932, "m": 0.10141943395137787 }, { "p": 0.04870805889368057, "m": 1.0 }, { "p": 0.07948336005210876, "m": 0.995302677154541 }, { "p": 0.12066525220870972, "m": 0.5 }, { "p": 0.0006196245085448027, "m": 0.5 }, { "p": 0.00043282980914227664, "m": 0.6016821265220642 }, { "p": 0.0015434601809829473, "m": 0.32085877656936646 }, { "p": 0.00043282980914227664, "m": 0.19702251255512238 }, { "p": 0.00043282980914227664, "m": 0.2867140769958496 }, { "p": 0.004202914424240589, "m": 0.43153542280197144 }, { "p": 0.025026710703969002, "m": 0.18077689409255981 }, { "p": 0.027975818142294884, "m": 0.27969568967819214 }, { "p": 0.0005156727274879813, "m": 0.5 }, { "p": 0.012671693228185177, "m": 0.5 } ] }, { "epoch": 36, "train_loss": 1.9649243354797363, "val_loss": 0.9963170289993286, "acc": 65.32, "time": 162.13291279500027, "param": [ { "p": 0.10617955774068832, "m": 0.5 }, { "p": 0.0004274842794984579, "m": 0.5 }, { "p": 0.06790395081043243, "m": 0.5 }, { "p": 0.07409914582967758, "m": 0.10000000149011612 }, { "p": 0.022050445899367332, "m": 0.24016717076301575 }, { "p": 0.11380095779895782, "m": 0.3167222738265991 }, { "p": 0.039044030010700226, "m": 0.6296098232269287 }, { "p": 0.05634531006217003, "m": 0.9976349472999573 }, { "p": 0.0671498253941536, "m": 1.0 }, { "p": 0.08942816406488419, "m": 0.10000000149011612 }, { "p": 0.06847832351922989, "m": 0.9990825057029724 }, { "p": 0.0928010568022728, "m": 1.0 }, { "p": 0.13154765963554382, "m": 0.5 }, { "p": 0.006520669441670179, "m": 0.5 }, { "p": 0.002326840301975608, "m": 0.561443567276001 }, { "p": 0.008741348050534725, "m": 0.24256162345409393 }, { "p": 0.0004274842794984579, "m": 0.10005883127450943 }, { "p": 0.0004274842794984579, "m": 0.1483757495880127 }, { "p": 0.0004274842794984579, "m": 0.10000000149011612 }, { "p": 0.0004274842794984579, "m": 0.21851281821727753 }, { "p": 0.03833487629890442, "m": 0.25822708010673523 }, { "p": 0.0004274842794984579, "m": 0.5 }, { "p": 0.012683195993304253, "m": 0.5 } ] }, { "epoch": 37, "train_loss": 2.4813315868377686, "val_loss": 1.1289398670196533, "acc": 66.79, "time": 163.04759651400036, "param": [ { "p": 0.12592677772045135, "m": 0.5 }, { "p": 0.00041487038834020495, "m": 0.5 }, { "p": 0.10568386316299438, "m": 0.5 }, { "p": 0.0500270240008831, "m": 0.10000000149011612 }, { "p": 0.042820870876312256, "m": 0.22938172519207 }, { "p": 0.0471271313726902, "m": 0.3082088828086853 }, { "p": 0.05426057428121567, "m": 0.6575607657432556 }, { "p": 0.056095659732818604, "m": 1.0 }, { "p": 0.057111747562885284, "m": 1.0 }, { "p": 0.04950564727187157, "m": 0.13127097487449646 }, { "p": 0.0518939383327961, "m": 1.0 }, { "p": 0.09360406547784805, "m": 1.0 }, { "p": 0.12299615889787674, "m": 0.5 }, { "p": 0.00041487038834020495, "m": 0.5 }, { "p": 0.014150467701256275, "m": 0.548751950263977 }, { "p": 0.01867746189236641, "m": 0.1552007496356964 }, { "p": 0.01434685941785574, "m": 0.16361764073371887 }, { "p": 0.008299671113491058, "m": 0.1449199914932251 }, { "p": 0.01724597066640854, "m": 0.10000000149011612 }, { "p": 0.011732877232134342, "m": 0.15013009309768677 }, { "p": 0.05683368444442749, "m": 0.2419634610414505 }, { "p": 0.00041487038834020495, "m": 0.5 }, { "p": 0.00041487038834020495, "m": 0.5 } ] }, { "epoch": 38, "train_loss": 1.5954715013504028, "val_loss": 0.8759954571723938, "acc": 67.73, "time": 163.58289448300002, "param": [ { "p": 0.1435966193675995, "m": 0.5 }, { "p": 0.002440672367811203, "m": 0.5 }, { "p": 0.09273606538772583, "m": 0.5 }, { "p": 0.06375664472579956, "m": 0.10000000149011612 }, { "p": 0.019149024039506912, "m": 0.17227578163146973 }, { "p": 0.054441485553979874, "m": 0.43557658791542053 }, { "p": 0.060114629566669464, "m": 0.8405921459197998 }, { "p": 0.019829193130135536, "m": 0.9749860763549805 }, { "p": 0.056547608226537704, "m": 1.0 }, { "p": 0.08502933382987976, "m": 0.10000000149011612 }, { "p": 0.06573536992073059, "m": 1.0 }, { "p": 0.07724574208259583, "m": 1.0 }, { "p": 0.14345136284828186, "m": 0.5 }, { "p": 0.0004270882927812636, "m": 0.5 }, { "p": 0.010238169692456722, "m": 0.5733794569969177 }, { "p": 0.0004270882927812636, "m": 0.23776322603225708 }, { "p": 0.0004270882927812636, "m": 0.1515704095363617 }, { "p": 0.0004270882927812636, "m": 0.15098610520362854 }, { "p": 0.0004270882927812636, "m": 0.14874693751335144 }, { "p": 0.02492642216384411, "m": 0.18596668541431427 }, { "p": 0.05154496058821678, "m": 0.2678191065788269 }, { "p": 0.011668522842228413, "m": 0.5 }, { "p": 0.015412908978760242, "m": 0.5 } ] }, { "epoch": 39, "train_loss": 2.4290263652801514, "val_loss": 1.0434473752975464, "acc": 67.18, "time": 164.1858064099997, "param": [ { "p": 0.12278043478727341, "m": 0.5 }, { "p": 0.010030568577349186, "m": 0.5 }, { "p": 0.0885956659913063, "m": 0.5 }, { "p": 0.09967920929193497, "m": 0.10000000149011612 }, { "p": 0.044641293585300446, "m": 0.26501739025115967 }, { "p": 0.015781329944729805, "m": 0.3739526569843292 }, { "p": 0.07834137976169586, "m": 0.7997778058052063 }, { "p": 0.051551561802625656, "m": 0.9079070687294006 }, { "p": 0.05781641975045204, "m": 1.0 }, { "p": 0.04390158876776695, "m": 0.10000000149011612 }, { "p": 0.03553264960646629, "m": 1.0 }, { "p": 0.08028751611709595, "m": 1.0 }, { "p": 0.13970999419689178, "m": 0.5 }, { "p": 0.02744068019092083, "m": 0.5 }, { "p": 0.015210078097879887, "m": 0.5758793950080872 }, { "p": 0.004386116750538349, "m": 0.22326433658599854 }, { "p": 0.0004314772959332913, "m": 0.2638060748577118 }, { "p": 0.004329961724579334, "m": 0.253755658864975 }, { "p": 0.013204263523221016, "m": 0.12087635695934296 }, { "p": 0.02054441347718239, "m": 0.12994755804538727 }, { "p": 0.03613177314400673, "m": 0.18478716909885406 }, { "p": 0.0013127813581377268, "m": 0.5 }, { "p": 0.008358807303011417, "m": 0.5 } ] }, { "epoch": 40, "train_loss": 2.0624382495880127, "val_loss": 0.9108664989471436, "acc": 67.97, "time": 161.37390072200014, "param": [ { "p": 0.13213732838630676, "m": 0.5 }, { "p": 0.008142177946865559, "m": 0.5 }, { "p": 0.10287198424339294, "m": 0.5 }, { "p": 0.09228237718343735, "m": 0.10000000149011612 }, { "p": 0.036575011909008026, "m": 0.2322912961244583 }, { "p": 0.0445130318403244, "m": 0.3645673096179962 }, { "p": 0.0723496600985527, "m": 0.8430384993553162 }, { "p": 0.0558500699698925, "m": 0.945470929145813 }, { "p": 0.0596129447221756, "m": 1.0 }, { "p": 0.06358473747968674, "m": 0.12284578382968903 }, { "p": 0.016018539667129517, "m": 0.9919213652610779 }, { "p": 0.09169919043779373, "m": 1.0 }, { "p": 0.12100420147180557, "m": 0.5 }, { "p": 0.01730416715145111, "m": 0.5 }, { "p": 0.02290937677025795, "m": 0.5015696287155151 }, { "p": 0.00369507004506886, "m": 0.29855331778526306 }, { "p": 0.0004251732607372105, "m": 0.30950161814689636 }, { "p": 0.0004251732607372105, "m": 0.21879543364048004 }, { "p": 0.0004251732607372105, "m": 0.1299334317445755 }, { "p": 0.0029286593198776245, "m": 0.20291954278945923 }, { "p": 0.0300306286662817, "m": 0.3097839951515198 }, { "p": 0.0004251732607372105, "m": 0.5 }, { "p": 0.024790296331048012, "m": 0.5 } ] }, { "epoch": 41, "train_loss": 2.2564644813537598, "val_loss": 1.050037145614624, "acc": 68.34, "time": 160.9266078089995, "param": [ { "p": 0.126478374004364, "m": 0.5 }, { "p": 0.0004225557204335928, "m": 0.5 }, { "p": 0.10598855465650558, "m": 0.5 }, { "p": 0.08618438243865967, "m": 0.10000000149011612 }, { "p": 0.05721769481897354, "m": 0.1221039667725563 }, { "p": 0.05992964282631874, "m": 0.47863075137138367 }, { "p": 0.0004225557204335928, "m": 0.7399688363075256 }, { "p": 0.034911684691905975, "m": 0.9566509127616882 }, { "p": 0.05495403707027435, "m": 0.9737827181816101 }, { "p": 0.07791218161582947, "m": 0.10000000149011612 }, { "p": 0.04472671076655388, "m": 0.9914800524711609 }, { "p": 0.0855359435081482, "m": 1.0 }, { "p": 0.12393806874752045, "m": 0.5 }, { "p": 0.0004225557204335928, "m": 0.5 }, { "p": 0.021702785044908524, "m": 0.6637638807296753 }, { "p": 0.014436569064855576, "m": 0.2751559019088745 }, { "p": 0.0004225557204335928, "m": 0.34166908264160156 }, { "p": 0.0040832883678376675, "m": 0.14295679330825806 }, { "p": 0.0004225557204335928, "m": 0.14816470444202423 }, { "p": 0.019059546291828156, "m": 0.1585126519203186 }, { "p": 0.059333089739084244, "m": 0.39261534810066223 }, { "p": 0.00393290352076292, "m": 0.5 }, { "p": 0.017561860382556915, "m": 0.5 } ] }, { "epoch": 42, "train_loss": 1.9111697673797607, "val_loss": 0.9082525372505188, "acc": 67.83, "time": 155.82891860600012, "param": [ { "p": 0.11627696454524994, "m": 0.5 }, { "p": 0.012557180598378181, "m": 0.5 }, { "p": 0.08384237438440323, "m": 0.5 }, { "p": 0.08720481395721436, "m": 0.10000000149011612 }, { "p": 0.0340244434773922, "m": 0.1664000302553177 }, { "p": 0.03351959213614464, "m": 0.4412807524204254 }, { "p": 0.0636395588517189, "m": 0.7781675457954407 }, { "p": 0.05881689488887787, "m": 0.9801810383796692 }, { "p": 0.04647983983159065, "m": 0.9997932314872742 }, { "p": 0.08976346999406815, "m": 0.11390500515699387 }, { "p": 0.04915405064821243, "m": 0.9955185651779175 }, { "p": 0.08930176496505737, "m": 1.0 }, { "p": 0.1606977880001068, "m": 0.5 }, { "p": 0.0004396704607643187, "m": 0.5 }, { "p": 0.0004396704607643187, "m": 0.6333858966827393 }, { "p": 0.0004396704607643187, "m": 0.43627649545669556 }, { "p": 0.0004396704607643187, "m": 0.37914779782295227 }, { "p": 0.0004396704607643187, "m": 0.2058979570865631 }, { "p": 0.005621833726763725, "m": 0.18614250421524048 }, { "p": 0.017511388286948204, "m": 0.27299579977989197 }, { "p": 0.027168743312358856, "m": 0.3494892120361328 }, { "p": 0.0004396704607643187, "m": 0.5 }, { "p": 0.021781504154205322, "m": 0.5 } ] }, { "epoch": 43, "train_loss": 2.3263585567474365, "val_loss": 0.8648083209991455, "acc": 68.3, "time": 158.59856997499992, "param": [ { "p": 0.11152591556310654, "m": 0.5 }, { "p": 0.0004324325709603727, "m": 0.5 }, { "p": 0.11613069474697113, "m": 0.5 }, { "p": 0.08828820288181305, "m": 0.10590479522943497 }, { "p": 0.05861589312553406, "m": 0.1416846215724945 }, { "p": 0.04493077099323273, "m": 0.4758440852165222 }, { "p": 0.050460100173950195, "m": 0.8138778209686279 }, { "p": 0.053815584629774094, "m": 1.0 }, { "p": 0.05572500079870224, "m": 1.0 }, { "p": 0.06527584046125412, "m": 0.1429106444120407 }, { "p": 0.04787184298038483, "m": 0.9277190566062927 }, { "p": 0.08535801619291306, "m": 1.0 }, { "p": 0.13858187198638916, "m": 0.5 }, { "p": 0.0004324325709603727, "m": 0.5 }, { "p": 0.0144574586302042, "m": 0.6597421765327454 }, { "p": 0.0004324325709603727, "m": 0.34792831540107727 }, { "p": 0.011889488436281681, "m": 0.4155961275100708 }, { "p": 0.0004324325709603727, "m": 0.24748748540878296 }, { "p": 0.01836680807173252, "m": 0.18384137749671936 }, { "p": 0.027989450842142105, "m": 0.2928299307823181 }, { "p": 0.0004324325709603727, "m": 0.2918093800544739 }, { "p": 0.0004324325709603727, "m": 0.5 }, { "p": 0.008122473023831844, "m": 0.5 } ] }, { "epoch": 44, "train_loss": 2.0759119987487793, "val_loss": 0.8637492060661316, "acc": 67.95, "time": 158.14199982000082, "param": [ { "p": 0.11985978484153748, "m": 0.5 }, { "p": 0.0004286742478143424, "m": 0.5 }, { "p": 0.08934111148118973, "m": 0.5 }, { "p": 0.05239606276154518, "m": 0.10000000149011612 }, { "p": 0.05907174572348595, "m": 0.22898335754871368 }, { "p": 0.05752048268914223, "m": 0.41579973697662354 }, { "p": 0.029164539650082588, "m": 0.8211509585380554 }, { "p": 0.0715140774846077, "m": 0.9927206635475159 }, { "p": 0.05862925201654434, "m": 1.0 }, { "p": 0.08867773413658142, "m": 0.10499680042266846 }, { "p": 0.06550157070159912, "m": 0.9919849038124084 }, { "p": 0.08107823878526688, "m": 1.0 }, { "p": 0.14735497534275055, "m": 0.5 }, { "p": 0.0004286742478143424, "m": 0.5 }, { "p": 0.0004286742478143424, "m": 0.5877575874328613 }, { "p": 0.013397380709648132, "m": 0.3566323518753052 }, { "p": 0.01024397648870945, "m": 0.4786393940448761 }, { "p": 0.0004286742478143424, "m": 0.23358604311943054 }, { "p": 0.0026542791165411472, "m": 0.1577434092760086 }, { "p": 0.024652691558003426, "m": 0.23638471961021423 }, { "p": 0.026370245963335037, "m": 0.25281351804733276 }, { "p": 0.0004286742478143424, "m": 0.5 }, { "p": 0.0004286742478143424, "m": 0.5 } ] }, { "epoch": 45, "train_loss": 2.0383708477020264, "val_loss": 1.0143592357635498, "acc": 68.73, "time": 157.75938837299964, "param": [ { "p": 0.10372912138700485, "m": 0.5 }, { "p": 0.0004310769436415285, "m": 0.5 }, { "p": 0.11635758727788925, "m": 0.5 }, { "p": 0.062419213354587555, "m": 0.10000000149011612 }, { "p": 0.03749338909983635, "m": 0.10721094161272049 }, { "p": 0.057958513498306274, "m": 0.4455944895744324 }, { "p": 0.07317442446947098, "m": 0.8840227723121643 }, { "p": 0.05321307107806206, "m": 0.9372062683105469 }, { "p": 0.037598516792058945, "m": 0.9767072200775146 }, { "p": 0.06477633118629456, "m": 0.10000000149011612 }, { "p": 0.05192941427230835, "m": 0.99934983253479 }, { "p": 0.09507676213979721, "m": 1.0 }, { "p": 0.12669697403907776, "m": 0.5 }, { "p": 0.007461409084498882, "m": 0.5 }, { "p": 0.002522513037547469, "m": 0.6184506416320801 }, { "p": 0.0151434987783432, "m": 0.2576141357421875 }, { "p": 0.0024340092204511166, "m": 0.5436913371086121 }, { "p": 0.007749077398329973, "m": 0.1882285475730896 }, { "p": 0.0017946603475138545, "m": 0.1313415914773941 }, { "p": 0.021743016317486763, "m": 0.14264991879463196 }, { "p": 0.05536078289151192, "m": 0.26322031021118164 }, { "p": 0.002861147979274392, "m": 0.5 }, { "p": 0.002075458876788616, "m": 0.5 } ] }, { "epoch": 46, "train_loss": 1.8947465419769287, "val_loss": 0.927532434463501, "acc": 68.88, "time": 158.70039358899976, "param": [ { "p": 0.16546621918678284, "m": 0.5 }, { "p": 0.000432719913078472, "m": 0.5 }, { "p": 0.08027031272649765, "m": 0.5 }, { "p": 0.0399567149579525, "m": 0.10000000149011612 }, { "p": 0.06890944391489029, "m": 0.10530834645032883 }, { "p": 0.01772497221827507, "m": 0.3569154441356659 }, { "p": 0.05038074776530266, "m": 0.9000893831253052 }, { "p": 0.055072538554668427, "m": 0.8564193844795227 }, { "p": 0.05146723613142967, "m": 0.9263572096824646 }, { "p": 0.040046576410532, "m": 0.12014707177877426 }, { "p": 0.058497294783592224, "m": 0.9944015741348267 }, { "p": 0.0738983228802681, "m": 1.0 }, { "p": 0.16242365539073944, "m": 0.5 }, { "p": 0.00045658991439267993, "m": 0.5 }, { "p": 0.04118214547634125, "m": 0.41899898648262024 }, { "p": 0.000432719913078472, "m": 0.15235981345176697 }, { "p": 0.000432719913078472, "m": 0.6446876525878906 }, { "p": 0.014331064186990261, "m": 0.3383810222148895 }, { "p": 0.000432719913078472, "m": 0.31287914514541626 }, { "p": 0.023463347926735878, "m": 0.10088410973548889 }, { "p": 0.04840535670518875, "m": 0.3892822861671448 }, { "p": 0.0058839707635343075, "m": 0.5 }, { "p": 0.000432719913078472, "m": 0.5 } ] }, { "epoch": 47, "train_loss": 1.8235234022140503, "val_loss": 0.9757470488548279, "acc": 68.64, "time": 157.64233769400016, "param": [ { "p": 0.12717004120349884, "m": 0.5 }, { "p": 0.00042589730583131313, "m": 0.5 }, { "p": 0.08903256803750992, "m": 0.5 }, { "p": 0.07541526854038239, "m": 0.10000000149011612 }, { "p": 0.06538550555706024, "m": 0.12191760540008545 }, { "p": 0.023447418585419655, "m": 0.414434552192688 }, { "p": 0.05481872335076332, "m": 0.8884813189506531 }, { "p": 0.0554000549018383, "m": 0.7751253843307495 }, { "p": 0.05338079109787941, "m": 1.0 }, { "p": 0.0864662304520607, "m": 0.1149979829788208 }, { "p": 0.01959197409451008, "m": 1.0 }, { "p": 0.09922820329666138, "m": 1.0 }, { "p": 0.1431303471326828, "m": 0.5 }, { "p": 0.018251150846481323, "m": 0.5 }, { "p": 0.012746060267090797, "m": 0.8078580498695374 }, { "p": 0.0006391638307832181, "m": 0.2440364807844162 }, { "p": 0.00042589730583131313, "m": 0.6346406936645508 }, { "p": 0.0016680790577083826, "m": 0.2701156735420227 }, { "p": 0.0036054798401892185, "m": 0.20298998057842255 }, { "p": 0.004515510518103838, "m": 0.17722424864768982 }, { "p": 0.05397609993815422, "m": 0.3591497838497162 }, { "p": 0.00042589730583131313, "m": 0.5 }, { "p": 0.010853744111955166, "m": 0.5 } ] }, { "epoch": 48, "train_loss": 1.9336715936660767, "val_loss": 0.8683525323867798, "acc": 69.22, "time": 158.15833809499964, "param": [ { "p": 0.12008395045995712, "m": 0.5 }, { "p": 0.0004263807204551995, "m": 0.5 }, { "p": 0.08630258589982986, "m": 0.5 }, { "p": 0.06781712174415588, "m": 0.10000000149011612 }, { "p": 0.0711924210190773, "m": 0.1737903505563736 }, { "p": 0.012666823342442513, "m": 0.5329447388648987 }, { "p": 0.03714790567755699, "m": 0.8338858485221863 }, { "p": 0.07319487631320953, "m": 0.8954980969429016 }, { "p": 0.0701967254281044, "m": 0.9975640773773193 }, { "p": 0.06820443272590637, "m": 0.10796495527029037 }, { "p": 0.05798768252134323, "m": 1.0 }, { "p": 0.08297095447778702, "m": 1.0 }, { "p": 0.13652342557907104, "m": 0.5 }, { "p": 0.016808120533823967, "m": 0.5 }, { "p": 0.0029526345897465944, "m": 0.7857959866523743 }, { "p": 0.003959568217396736, "m": 0.2589689791202545 }, { "p": 0.007199457846581936, "m": 0.566265881061554 }, { "p": 0.0018275625770911574, "m": 0.19850040972232819 }, { "p": 0.0004263807204551995, "m": 0.25288495421409607 }, { "p": 0.02117994800209999, "m": 0.21088996529579163 }, { "p": 0.05536540597677231, "m": 0.3164421319961548 }, { "p": 0.0051391529850661755, "m": 0.5 }, { "p": 0.0004263807204551995, "m": 0.5 } ] }, { "epoch": 49, "train_loss": 2.110478162765503, "val_loss": 0.8582809567451477, "acc": 68.61, "time": 158.02763033999963, "param": [ { "p": 0.11880477517843246, "m": 0.5 }, { "p": 0.006783287040889263, "m": 0.5 }, { "p": 0.11136329174041748, "m": 0.5 }, { "p": 0.07031115889549255, "m": 0.10000000149011612 }, { "p": 0.05408589541912079, "m": 0.12799817323684692 }, { "p": 0.047165367752313614, "m": 0.4053818881511688 }, { "p": 0.07595949620008469, "m": 0.7742727398872375 }, { "p": 0.06546906381845474, "m": 0.7447720170021057 }, { "p": 0.06716609746217728, "m": 0.9962103366851807 }, { "p": 0.08677440136671066, "m": 0.10000000149011612 }, { "p": 0.05428672581911087, "m": 1.0 }, { "p": 0.05447712913155556, "m": 1.0 }, { "p": 0.12995772063732147, "m": 0.5 }, { "p": 0.010582475923001766, "m": 0.5 }, { "p": 0.0004310028743930161, "m": 0.8086382746696472 }, { "p": 0.0004310028743930161, "m": 0.23841969668865204 }, { "p": 0.0004310028743930161, "m": 0.6250209212303162 }, { "p": 0.0004310028743930161, "m": 0.185007244348526 }, { "p": 0.009809929877519608, "m": 0.2567375898361206 }, { "p": 0.0077748894691467285, "m": 0.20465123653411865 }, { "p": 0.02664244920015335, "m": 0.40460795164108276 }, { "p": 0.0004310028743930161, "m": 0.5 }, { "p": 0.0004310028743930161, "m": 0.5 } ] }, { "epoch": 50, "train_loss": 2.251443386077881, "val_loss": 0.9317634105682373, "acc": 69.02, "time": 158.79126636299952, "param": [ { "p": 0.09588038176298141, "m": 0.5 }, { "p": 0.00042256820597685874, "m": 0.5 }, { "p": 0.09221851080656052, "m": 0.5 }, { "p": 0.06925024837255478, "m": 0.10000000149011612 }, { "p": 0.03923677280545235, "m": 0.16702887415885925 }, { "p": 0.00042256820597685874, "m": 0.4473409950733185 }, { "p": 0.05732465907931328, "m": 0.8154608607292175 }, { "p": 0.05388796702027321, "m": 0.7869549989700317 }, { "p": 0.06075279042124748, "m": 0.9925916194915771 }, { "p": 0.08206643164157867, "m": 0.10000000149011612 }, { "p": 0.06336008757352829, "m": 1.0 }, { "p": 0.07560137659311295, "m": 1.0 }, { "p": 0.14920005202293396, "m": 0.5 }, { "p": 0.019938014447689056, "m": 0.5 }, { "p": 0.00042256820597685874, "m": 0.8165713548660278 }, { "p": 0.00042256820597685874, "m": 0.20312662422657013 }, { "p": 0.0015562116168439388, "m": 0.6346806883811951 }, { "p": 0.013830972835421562, "m": 0.1576707661151886 }, { "p": 0.005798832513391972, "m": 0.370708703994751 }, { "p": 0.01482924073934555, "m": 0.22714267671108246 }, { "p": 0.058351609855890274, "m": 0.3691435754299164 }, { "p": 0.00042256820597685874, "m": 0.5 }, { "p": 0.04480307921767235, "m": 0.5 } ] }, { "epoch": 51, "train_loss": 2.269566059112549, "val_loss": 1.0286027193069458, "acc": 68.95, "time": 160.75471865799955, "param": [ { "p": 0.0985046774148941, "m": 0.5 }, { "p": 0.0034997472539544106, "m": 0.5 }, { "p": 0.104551762342453, "m": 0.5 }, { "p": 0.075973279774189, "m": 0.10000000149011612 }, { "p": 0.06178418546915054, "m": 0.15631648898124695 }, { "p": 0.031316179782152176, "m": 0.4141697287559509 }, { "p": 0.054099760949611664, "m": 0.8637439012527466 }, { "p": 0.055927857756614685, "m": 0.7320592999458313 }, { "p": 0.07072748988866806, "m": 1.0 }, { "p": 0.07971619814634323, "m": 0.10000000149011612 }, { "p": 0.060661595314741135, "m": 1.0 }, { "p": 0.06515795737504959, "m": 1.0 }, { "p": 0.11681321263313293, "m": 0.5 }, { "p": 0.025532599538564682, "m": 0.5 }, { "p": 0.000414982030633837, "m": 0.8475984334945679 }, { "p": 0.0110301049426198, "m": 0.27371376752853394 }, { "p": 0.006606374401599169, "m": 0.6991920471191406 }, { "p": 0.019808413460850716, "m": 0.15193882584571838 }, { "p": 0.000414982030633837, "m": 0.33336472511291504 }, { "p": 0.000414982030633837, "m": 0.20307248830795288 }, { "p": 0.03264767676591873, "m": 0.25640276074409485 }, { "p": 0.009425776079297066, "m": 0.5 }, { "p": 0.014970216900110245, "m": 0.5 } ] }, { "epoch": 52, "train_loss": 1.7718777656555176, "val_loss": 0.8601250052452087, "acc": 69.27, "time": 163.6595236510002, "param": [ { "p": 0.08821574598550797, "m": 0.5 }, { "p": 0.0004337030404713005, "m": 0.5 }, { "p": 0.10087423771619797, "m": 0.5 }, { "p": 0.07415878772735596, "m": 0.10000000149011612 }, { "p": 0.05091103911399841, "m": 0.22798214852809906 }, { "p": 0.009692419320344925, "m": 0.383034884929657 }, { "p": 0.07090812176465988, "m": 0.9354830980300903 }, { "p": 0.04599577933549881, "m": 0.6811650395393372 }, { "p": 0.05854693427681923, "m": 1.0 }, { "p": 0.07920563220977783, "m": 0.106929711997509 }, { "p": 0.06805579364299774, "m": 1.0 }, { "p": 0.12149092555046082, "m": 1.0 }, { "p": 0.13116197288036346, "m": 0.5 }, { "p": 0.0013793816324323416, "m": 0.5 }, { "p": 0.01922564208507538, "m": 0.9208781123161316 }, { "p": 0.020259106531739235, "m": 0.2427789568901062 }, { "p": 0.005253274459391832, "m": 0.6395205855369568 }, { "p": 0.0004337030404713005, "m": 0.17676371335983276 }, { "p": 0.0004337030404713005, "m": 0.31864506006240845 }, { "p": 0.01383169088512659, "m": 0.10000000149011612 }, { "p": 0.022790109738707542, "m": 0.27270060777664185 }, { "p": 0.0004337030404713005, "m": 0.5 }, { "p": 0.016308678314089775, "m": 0.5 } ] }, { "epoch": 53, "train_loss": 2.0395543575286865, "val_loss": 0.9432590007781982, "acc": 69.64, "time": 160.9701513960008, "param": [ { "p": 0.09444581717252731, "m": 0.5 }, { "p": 0.00042490396299399436, "m": 0.5 }, { "p": 0.08172369748353958, "m": 0.5 }, { "p": 0.05496639385819435, "m": 0.10000000149011612 }, { "p": 0.05365591496229172, "m": 0.2728477418422699 }, { "p": 0.039625924080610275, "m": 0.3748941719532013 }, { "p": 0.0862751379609108, "m": 0.9110637903213501 }, { "p": 0.06110529601573944, "m": 0.6702994704246521 }, { "p": 0.06696799397468567, "m": 0.9738983511924744 }, { "p": 0.08303919434547424, "m": 0.10030287504196167 }, { "p": 0.04865671694278717, "m": 0.9987455606460571 }, { "p": 0.08942022174596786, "m": 1.0 }, { "p": 0.14396639168262482, "m": 0.5 }, { "p": 0.008408631198108196, "m": 0.5 }, { "p": 0.013187488541007042, "m": 0.8427817225456238 }, { "p": 0.0014447695575654507, "m": 0.33900439739227295 }, { "p": 0.00042490396299399436, "m": 0.6416921019554138 }, { "p": 0.0050040800124406815, "m": 0.12340430915355682 }, { "p": 0.0005737661267630756, "m": 0.27987244725227356 }, { "p": 0.012217356823384762, "m": 0.10000000149011612 }, { "p": 0.045402202755212784, "m": 0.22248533368110657 }, { "p": 0.00042490396299399436, "m": 0.5 }, { "p": 0.008638463914394379, "m": 0.5 } ] }, { "epoch": 54, "train_loss": 2.144124984741211, "val_loss": 0.8183810710906982, "acc": 69.23, "time": 157.6555161489996, "param": [ { "p": 0.12038670480251312, "m": 0.5 }, { "p": 0.00041125985444523394, "m": 0.5 }, { "p": 0.11168492585420609, "m": 0.5 }, { "p": 0.05538681894540787, "m": 0.10000000149011612 }, { "p": 0.053776901215314865, "m": 0.43443959951400757 }, { "p": 0.0016776222037151456, "m": 0.512808620929718 }, { "p": 0.031678665429353714, "m": 0.9229957461357117 }, { "p": 0.07335012406110764, "m": 0.7113726139068604 }, { "p": 0.06539655476808548, "m": 1.0 }, { "p": 0.08973944932222366, "m": 0.10242025554180145 }, { "p": 0.0583491176366806, "m": 1.0 }, { "p": 0.0653466284275055, "m": 1.0 }, { "p": 0.14589475095272064, "m": 0.5 }, { "p": 0.01696138270199299, "m": 0.5 }, { "p": 0.011637809686362743, "m": 0.9060397148132324 }, { "p": 0.020607292652130127, "m": 0.2039184719324112 }, { "p": 0.00041125985444523394, "m": 0.5694247484207153 }, { "p": 0.009105815552175045, "m": 0.16090182960033417 }, { "p": 0.016442136839032173, "m": 0.3124351501464844 }, { "p": 0.0006222570664249361, "m": 0.13220329582691193 }, { "p": 0.04678509756922722, "m": 0.3394474685192108 }, { "p": 0.0016356079140678048, "m": 0.5 }, { "p": 0.002712014364078641, "m": 0.5 } ] }, { "epoch": 55, "train_loss": 1.8891416788101196, "val_loss": 0.7793527245521545, "acc": 69.15, "time": 158.80577300599907, "param": [ { "p": 0.1293857842683792, "m": 0.5 }, { "p": 0.0004247547185514122, "m": 0.5 }, { "p": 0.07480388134717941, "m": 0.5 }, { "p": 0.044631849974393845, "m": 0.10201960802078247 }, { "p": 0.03943956643342972, "m": 0.35497841238975525 }, { "p": 0.030793048441410065, "m": 0.5279921889305115 }, { "p": 0.07021135836839676, "m": 0.8493509888648987 }, { "p": 0.07305431365966797, "m": 0.78725266456604 }, { "p": 0.07779912650585175, "m": 0.9812924265861511 }, { "p": 0.05398281291127205, "m": 0.16966918110847473 }, { "p": 0.04029841721057892, "m": 0.9432428479194641 }, { "p": 0.11024731397628784, "m": 1.0 }, { "p": 0.14246727526187897, "m": 0.5 }, { "p": 0.01416059397161007, "m": 0.5 }, { "p": 0.002269565127789974, "m": 0.9114830493927002 }, { "p": 0.0004247547185514122, "m": 0.16164207458496094 }, { "p": 0.0004247547185514122, "m": 0.6251252293586731 }, { "p": 0.03675282374024391, "m": 0.10000000149011612 }, { "p": 0.0036220212932676077, "m": 0.40084224939346313 }, { "p": 0.021151527762413025, "m": 0.136022686958313 }, { "p": 0.011712484061717987, "m": 0.35778430104255676 }, { "p": 0.0004247547185514122, "m": 0.5 }, { "p": 0.021517226472496986, "m": 0.5 } ] }, { "epoch": 56, "train_loss": 2.432859182357788, "val_loss": 0.945155918598175, "acc": 70.04, "time": 159.4265075889998, "param": [ { "p": 0.10794614255428314, "m": 0.5 }, { "p": 0.0030204106587916613, "m": 0.5 }, { "p": 0.10399229824542999, "m": 0.5 }, { "p": 0.08600975573062897, "m": 0.10000000149011612 }, { "p": 0.03968057036399841, "m": 0.3669336140155792 }, { "p": 0.009216639213263988, "m": 0.5233635306358337 }, { "p": 0.051426686346530914, "m": 0.7285668849945068 }, { "p": 0.05525805428624153, "m": 0.7884874939918518 }, { "p": 0.045020680874586105, "m": 0.9928519129753113 }, { "p": 0.09449438750743866, "m": 0.10103220492601395 }, { "p": 0.06559547781944275, "m": 1.0 }, { "p": 0.07664632797241211, "m": 1.0 }, { "p": 0.14107714593410492, "m": 0.5 }, { "p": 0.010076898150146008, "m": 0.5 }, { "p": 0.0004149018204770982, "m": 0.8193996548652649 }, { "p": 0.0004149018204770982, "m": 0.15020619332790375 }, { "p": 0.015938768163323402, "m": 0.6228693723678589 }, { "p": 0.0004149018204770982, "m": 0.179826557636261 }, { "p": 0.010128011927008629, "m": 0.42951488494873047 }, { "p": 0.027232011780142784, "m": 0.3077740967273712 }, { "p": 0.03205491974949837, "m": 0.28298184275627136 }, { "p": 0.023086056113243103, "m": 0.5 }, { "p": 0.0008542267605662346, "m": 0.5 } ] }, { "epoch": 57, "train_loss": 1.6915669441223145, "val_loss": 0.8462218642234802, "acc": 68.38, "time": 156.0646770480016, "param": [ { "p": 0.14607377350330353, "m": 0.5 }, { "p": 0.0042342995293438435, "m": 0.5 }, { "p": 0.11278391629457474, "m": 0.5 }, { "p": 0.0594860315322876, "m": 0.10000000149011612 }, { "p": 0.03457481414079666, "m": 0.4175008237361908 }, { "p": 0.04187094420194626, "m": 0.46924829483032227 }, { "p": 0.030684644356369972, "m": 0.8490022420883179 }, { "p": 0.056549958884716034, "m": 0.8876532316207886 }, { "p": 0.029261700809001923, "m": 1.0 }, { "p": 0.08139100670814514, "m": 0.10000000149011612 }, { "p": 0.00041970110032707453, "m": 0.9651820063591003 }, { "p": 0.10611958801746368, "m": 1.0 }, { "p": 0.17692723870277405, "m": 0.5 }, { "p": 0.023891083896160126, "m": 0.5 }, { "p": 0.028469040989875793, "m": 0.7638504505157471 }, { "p": 0.008885186165571213, "m": 0.11215768754482269 }, { "p": 0.00041970110032707453, "m": 0.6597073674201965 }, { "p": 0.00041970110032707453, "m": 0.10000000149011612 }, { "p": 0.008662428706884384, "m": 0.313208669424057 }, { "p": 0.008594175800681114, "m": 0.23693324625492096 }, { "p": 0.03462332859635353, "m": 0.24066512286663055 }, { "p": 0.00041970110032707453, "m": 0.5 }, { "p": 0.005238019395619631, "m": 0.5 } ] }, { "epoch": 58, "train_loss": 2.1122493743896484, "val_loss": 0.879176139831543, "acc": 70.16, "time": 156.46630042499964, "param": [ { "p": 0.12205711752176285, "m": 0.5 }, { "p": 0.000433771638199687, "m": 0.5 }, { "p": 0.07272887229919434, "m": 0.5 }, { "p": 0.07121927291154861, "m": 0.10000000149011612 }, { "p": 0.04746265709400177, "m": 0.3735330402851105 }, { "p": 0.000433771638199687, "m": 0.3824049234390259 }, { "p": 0.042607277631759644, "m": 0.8506004214286804 }, { "p": 0.060950133949518204, "m": 0.9230414032936096 }, { "p": 0.05056344345211983, "m": 1.0 }, { "p": 0.07903686165809631, "m": 0.10000000149011612 }, { "p": 0.06976664811372757, "m": 1.0 }, { "p": 0.11142509430646896, "m": 1.0 }, { "p": 0.1089605912566185, "m": 0.5 }, { "p": 0.02205333299934864, "m": 0.5 }, { "p": 0.0017101760022342205, "m": 0.8671039938926697 }, { "p": 0.012054525315761566, "m": 0.10000000149011612 }, { "p": 0.000433771638199687, "m": 0.6653032302856445 }, { "p": 0.02413211204111576, "m": 0.16668611764907837 }, { "p": 0.006064363289624453, "m": 0.2602221965789795 }, { "p": 0.000433771638199687, "m": 0.24239586293697357 }, { "p": 0.07952176034450531, "m": 0.27039453387260437 }, { "p": 0.013784777373075485, "m": 0.5 }, { "p": 0.0021658826153725386, "m": 0.5 } ] }, { "epoch": 59, "train_loss": 2.2699453830718994, "val_loss": 0.862582802772522, "acc": 69.49, "time": 156.94231600199964, "param": [ { "p": 0.14468476176261902, "m": 0.5 }, { "p": 0.010400345548987389, "m": 0.5 }, { "p": 0.08187862485647202, "m": 0.5 }, { "p": 0.06243261694908142, "m": 0.10000000149011612 }, { "p": 0.04288296401500702, "m": 0.2391805797815323 }, { "p": 0.03588917478919029, "m": 0.5302884578704834 }, { "p": 0.05729658901691437, "m": 0.7647011280059814 }, { "p": 0.05865933746099472, "m": 0.9735376238822937 }, { "p": 0.0663074180483818, "m": 1.0 }, { "p": 0.07103322446346283, "m": 0.10000000149011612 }, { "p": 0.03206697478890419, "m": 0.9721049070358276 }, { "p": 0.0805601179599762, "m": 1.0 }, { "p": 0.153039813041687, "m": 0.5 }, { "p": 0.008871315978467464, "m": 0.5 }, { "p": 0.01749790459871292, "m": 0.7844974398612976 }, { "p": 0.008285878226161003, "m": 0.10000000149011612 }, { "p": 0.0004339084553066641, "m": 0.7781891226768494 }, { "p": 0.010403960943222046, "m": 0.2316751480102539 }, { "p": 0.0004339084553066641, "m": 0.23628711700439453 }, { "p": 0.0004339084553066641, "m": 0.2348882406949997 }, { "p": 0.03863842040300369, "m": 0.23002192378044128 }, { "p": 0.0004339084553066641, "m": 0.5 }, { "p": 0.017435017973184586, "m": 0.5 } ] }, { "epoch": 60, "train_loss": 2.4164278507232666, "val_loss": 0.7762066125869751, "acc": 69.99, "time": 157.91750786400007, "param": [ { "p": 0.13695025444030762, "m": 0.5 }, { "p": 0.02202417328953743, "m": 0.5 }, { "p": 0.05940774083137512, "m": 0.5 }, { "p": 0.04208889976143837, "m": 0.10000000149011612 }, { "p": 0.022998258471488953, "m": 0.10000000149011612 }, { "p": 0.024484781548380852, "m": 0.500391960144043 }, { "p": 0.01843639649450779, "m": 0.8421318531036377 }, { "p": 0.07481619715690613, "m": 0.9433921575546265 }, { "p": 0.05478113144636154, "m": 1.0 }, { "p": 0.08104167133569717, "m": 0.10000000149011612 }, { "p": 0.06018287315964699, "m": 1.0 }, { "p": 0.09598526358604431, "m": 1.0 }, { "p": 0.14506666362285614, "m": 0.5 }, { "p": 0.008442026562988758, "m": 0.5 }, { "p": 0.021973486989736557, "m": 0.8752495050430298 }, { "p": 0.018657509237527847, "m": 0.1421307772397995 }, { "p": 0.00041041572694666684, "m": 0.8344586491584778 }, { "p": 0.01670145057141781, "m": 0.21476593613624573 }, { "p": 0.00041041572694666684, "m": 0.10459382832050323 }, { "p": 0.027595186606049538, "m": 0.1299515664577484 }, { "p": 0.04518246650695801, "m": 0.2457118183374405 }, { "p": 0.00041041572694666684, "m": 0.5 }, { "p": 0.021952396258711815, "m": 0.5 } ] }, { "epoch": 61, "train_loss": 1.8591830730438232, "val_loss": 0.8896678686141968, "acc": 69.94, "time": 156.60621025100045, "param": [ { "p": 0.10706774145364761, "m": 0.5 }, { "p": 0.005746129900217056, "m": 0.5 }, { "p": 0.10752549767494202, "m": 0.5 }, { "p": 0.07287793606519699, "m": 0.13556993007659912 }, { "p": 0.03314807638525963, "m": 0.12567710876464844 }, { "p": 0.01868887059390545, "m": 0.41396427154541016 }, { "p": 0.024002574384212494, "m": 0.7927929759025574 }, { "p": 0.05747969076037407, "m": 0.8959698677062988 }, { "p": 0.08305409550666809, "m": 0.9999313354492188 }, { "p": 0.07132063060998917, "m": 0.10046105831861496 }, { "p": 0.054777149111032486, "m": 0.9951784014701843 }, { "p": 0.10074953734874725, "m": 1.0 }, { "p": 0.1536954790353775, "m": 0.5 }, { "p": 0.0013516239123418927, "m": 0.5 }, { "p": 0.007207298651337624, "m": 0.8073925971984863 }, { "p": 0.016085924580693245, "m": 0.2612322270870209 }, { "p": 0.0015227939002215862, "m": 0.7600825428962708 }, { "p": 0.0021093967370688915, "m": 0.40781667828559875 }, { "p": 0.008721898309886456, "m": 0.10578860342502594 }, { "p": 0.013915411196649075, "m": 0.10000000149011612 }, { "p": 0.03970768675208092, "m": 0.4067552089691162 }, { "p": 0.005503923166543245, "m": 0.5 }, { "p": 0.013740811496973038, "m": 0.5 } ] }, { "epoch": 62, "train_loss": 2.204580068588257, "val_loss": 0.9296051263809204, "acc": 69.54, "time": 157.46307236899884, "param": [ { "p": 0.12104692310094833, "m": 0.5 }, { "p": 0.0004295215767342597, "m": 0.5 }, { "p": 0.10487642139196396, "m": 0.5 }, { "p": 0.07997184246778488, "m": 0.10000000149011612 }, { "p": 0.034187156707048416, "m": 0.17870880663394928 }, { "p": 0.006669382099062204, "m": 0.4325358271598816 }, { "p": 0.04318222403526306, "m": 0.8741438388824463 }, { "p": 0.0651373639702797, "m": 0.971127450466156 }, { "p": 0.06624384224414825, "m": 0.9994139075279236 }, { "p": 0.06713642179965973, "m": 0.10109047591686249 }, { "p": 0.03254260867834091, "m": 1.0 }, { "p": 0.08454909920692444, "m": 1.0 }, { "p": 0.15413206815719604, "m": 0.5 }, { "p": 0.012952159158885479, "m": 0.5 }, { "p": 0.012375139631330967, "m": 0.7952784895896912 }, { "p": 0.01584913209080696, "m": 0.2934303283691406 }, { "p": 0.004055809695273638, "m": 0.758253812789917 }, { "p": 0.023675350472331047, "m": 0.27777621150016785 }, { "p": 0.026379775255918503, "m": 0.19568735361099243 }, { "p": 0.014564553275704384, "m": 0.10000000149011612 }, { "p": 0.008996996097266674, "m": 0.3189837336540222 }, { "p": 0.005127200856804848, "m": 0.5 }, { "p": 0.015919003635644913, "m": 0.5 } ] }, { "epoch": 63, "train_loss": 2.3096039295196533, "val_loss": 0.7701923847198486, "acc": 70.71, "time": 155.61955460699937, "param": [ { "p": 0.13708879053592682, "m": 0.5 }, { "p": 0.017489014193415642, "m": 0.5 }, { "p": 0.09405171871185303, "m": 0.5 }, { "p": 0.0896502137184143, "m": 0.10000000149011612 }, { "p": 0.02355501800775528, "m": 0.23635046184062958 }, { "p": 0.0228651762008667, "m": 0.44267749786376953 }, { "p": 0.02618705853819847, "m": 0.7024269700050354 }, { "p": 0.038586996495723724, "m": 0.8781483769416809 }, { "p": 0.04355686902999878, "m": 1.0 }, { "p": 0.10452363640069962, "m": 0.10000000149011612 }, { "p": 0.054212234914302826, "m": 1.0 }, { "p": 0.08110910654067993, "m": 1.0 }, { "p": 0.12006329745054245, "m": 0.5 }, { "p": 0.022150028496980667, "m": 0.5 }, { "p": 0.0004253863589838147, "m": 0.9125130772590637 }, { "p": 0.015120876021683216, "m": 0.33593693375587463 }, { "p": 0.0004253863589838147, "m": 0.7432360649108887 }, { "p": 0.0034782516304403543, "m": 0.39794376492500305 }, { "p": 0.027534928172826767, "m": 0.1506398320198059 }, { "p": 0.011127508245408535, "m": 0.1010378822684288 }, { "p": 0.06594782322645187, "m": 0.3177577257156372 }, { "p": 0.0004253863589838147, "m": 0.5 }, { "p": 0.0004253863589838147, "m": 0.5 } ] }, { "epoch": 64, "train_loss": 2.1933372020721436, "val_loss": 0.9100297093391418, "acc": 69.65, "time": 161.53258351000113, "param": [ { "p": 0.10404116660356522, "m": 0.5 }, { "p": 0.0004187430895399302, "m": 0.5 }, { "p": 0.0898222103714943, "m": 0.5 }, { "p": 0.0765155777335167, "m": 0.10000000149011612 }, { "p": 0.026005389168858528, "m": 0.13408268988132477 }, { "p": 0.032168444246053696, "m": 0.23845168948173523 }, { "p": 0.03997261822223663, "m": 0.6400399804115295 }, { "p": 0.06841947883367538, "m": 0.8473953008651733 }, { "p": 0.07022164016962051, "m": 0.954502522945404 }, { "p": 0.07120831310749054, "m": 0.11485172063112259 }, { "p": 0.048460718244314194, "m": 0.9942160248756409 }, { "p": 0.08023472875356674, "m": 1.0 }, { "p": 0.13079895079135895, "m": 0.5 }, { "p": 0.031041139736771584, "m": 0.5 }, { "p": 0.016130132600665092, "m": 0.7744690775871277 }, { "p": 0.0028493788558989763, "m": 0.34883004426956177 }, { "p": 0.0004187430895399302, "m": 0.7177229523658752 }, { "p": 0.01647167094051838, "m": 0.34757980704307556 }, { "p": 0.0005781970685347915, "m": 0.18444684147834778 }, { "p": 0.025612594559788704, "m": 0.15370553731918335 }, { "p": 0.04839923232793808, "m": 0.18590418994426727 }, { "p": 0.012946147471666336, "m": 0.5 }, { "p": 0.007264870218932629, "m": 0.5 } ] }, { "epoch": 65, "train_loss": 1.9171644449234009, "val_loss": 0.9217244386672974, "acc": 68.24, "time": 161.49534911699993, "param": [ { "p": 0.12235850840806961, "m": 0.5 }, { "p": 0.005861042998731136, "m": 0.5 }, { "p": 0.07759178429841995, "m": 0.5 }, { "p": 0.08022042363882065, "m": 0.10000000149011612 }, { "p": 0.022894108667969704, "m": 0.14134125411510468 }, { "p": 0.027387622743844986, "m": 0.20117466151714325 }, { "p": 0.05616737902164459, "m": 0.6388004422187805 }, { "p": 0.05511963367462158, "m": 0.8734347224235535 }, { "p": 0.05983099713921547, "m": 0.9931725859642029 }, { "p": 0.06489206850528717, "m": 0.12195069342851639 }, { "p": 0.04426303133368492, "m": 0.9982253909111023 }, { "p": 0.07210680842399597, "m": 1.0 }, { "p": 0.12572968006134033, "m": 0.5 }, { "p": 0.00043670026934705675, "m": 0.5 }, { "p": 0.08420369029045105, "m": 0.741731584072113 }, { "p": 0.019290823489427567, "m": 0.23483556509017944 }, { "p": 0.0021092407405376434, "m": 0.7572128772735596 }, { "p": 0.007854991592466831, "m": 0.3440573811531067 }, { "p": 0.00043670026934705675, "m": 0.23490078747272491 }, { "p": 0.023571042343974113, "m": 0.16324053704738617 }, { "p": 0.04680044203996658, "m": 0.21900714933872223 }, { "p": 0.00043670026934705675, "m": 0.5 }, { "p": 0.00043670026934705675, "m": 0.5 } ] }, { "epoch": 66, "train_loss": 1.8575114011764526, "val_loss": 0.9565370678901672, "acc": 70.09, "time": 164.4403253599994, "param": [ { "p": 0.09751833975315094, "m": 0.5 }, { "p": 0.0004268031916581094, "m": 0.5 }, { "p": 0.1115521490573883, "m": 0.5 }, { "p": 0.06210284307599068, "m": 0.10000000149011612 }, { "p": 0.049300242215394974, "m": 0.17491687834262848 }, { "p": 0.023741411045193672, "m": 0.3786386549472809 }, { "p": 0.03278076648712158, "m": 0.6661054491996765 }, { "p": 0.056329768151044846, "m": 0.9446684718132019 }, { "p": 0.05737723037600517, "m": 0.887052595615387 }, { "p": 0.0774858295917511, "m": 0.10000000149011612 }, { "p": 0.054664384573698044, "m": 0.9965215921401978 }, { "p": 0.07493048906326294, "m": 1.0 }, { "p": 0.14414529502391815, "m": 0.5 }, { "p": 0.011588973924517632, "m": 0.5 }, { "p": 0.03127539902925491, "m": 0.6928741335868835 }, { "p": 0.01284176018089056, "m": 0.1547458916902542 }, { "p": 0.004375703167170286, "m": 0.7472543716430664 }, { "p": 0.02546437457203865, "m": 0.21430882811546326 }, { "p": 0.016898004338145256, "m": 0.257155179977417 }, { "p": 0.010810071602463722, "m": 0.1434377133846283 }, { "p": 0.04353656992316246, "m": 0.20305143296718597 }, { "p": 0.0004268031916581094, "m": 0.5 }, { "p": 0.0004268031916581094, "m": 0.5 } ] }, { "epoch": 67, "train_loss": 1.777505874633789, "val_loss": 0.9957519769668579, "acc": 70.01, "time": 159.57176569699914, "param": [ { "p": 0.1549786627292633, "m": 0.5 }, { "p": 0.00448958482593298, "m": 0.5 }, { "p": 0.1133611798286438, "m": 0.5 }, { "p": 0.07014878839254379, "m": 0.17781758308410645 }, { "p": 0.02789156325161457, "m": 0.24774359166622162 }, { "p": 0.033789847046136856, "m": 0.42856907844543457 }, { "p": 0.05136262625455856, "m": 0.7034990191459656 }, { "p": 0.05619731545448303, "m": 1.0 }, { "p": 0.06483547389507294, "m": 0.9533725380897522 }, { "p": 0.062431905418634415, "m": 0.1745758056640625 }, { "p": 0.05123318359255791, "m": 0.9946228861808777 }, { "p": 0.06996582448482513, "m": 1.0 }, { "p": 0.14030998945236206, "m": 0.5 }, { "p": 0.0004231394559610635, "m": 0.5 }, { "p": 0.012966849841177464, "m": 0.6730238199234009 }, { "p": 0.0012384195579215884, "m": 0.1337556391954422 }, { "p": 0.0004231394559610635, "m": 0.6719281673431396 }, { "p": 0.0004231394559610635, "m": 0.24436034262180328 }, { "p": 0.010262656956911087, "m": 0.15718913078308105 }, { "p": 0.026925986632704735, "m": 0.14515307545661926 }, { "p": 0.026070447638630867, "m": 0.1294422149658203 }, { "p": 0.0004231394559610635, "m": 0.5 }, { "p": 0.019847245886921883, "m": 0.5 } ] }, { "epoch": 68, "train_loss": 2.0244619846343994, "val_loss": 0.9000571966171265, "acc": 70.53, "time": 157.69100889899892, "param": [ { "p": 0.10863182693719864, "m": 0.5 }, { "p": 0.00042438897071406245, "m": 0.5 }, { "p": 0.11169740557670593, "m": 0.5 }, { "p": 0.06684195250272751, "m": 0.2530382573604584 }, { "p": 0.03976155072450638, "m": 0.11334041506052017 }, { "p": 0.04354856163263321, "m": 0.3164582848548889 }, { "p": 0.05324642360210419, "m": 0.739328145980835 }, { "p": 0.06061799079179764, "m": 0.9330410957336426 }, { "p": 0.0478527657687664, "m": 1.0 }, { "p": 0.07904698699712753, "m": 0.156389057636261 }, { "p": 0.04564028978347778, "m": 0.9997237324714661 }, { "p": 0.08836793899536133, "m": 1.0 }, { "p": 0.13055798411369324, "m": 0.5 }, { "p": 0.023699650540947914, "m": 0.5 }, { "p": 0.006108489818871021, "m": 0.7566511631011963 }, { "p": 0.008475804701447487, "m": 0.15308411419391632 }, { "p": 0.0026708231307566166, "m": 0.6355316638946533 }, { "p": 0.00042438897071406245, "m": 0.22555434703826904 }, { "p": 0.00042438897071406245, "m": 0.1692119836807251 }, { "p": 0.024833930656313896, "m": 0.14081689715385437 }, { "p": 0.03105907142162323, "m": 0.2591207027435303 }, { "p": 0.00042438897071406245, "m": 0.5 }, { "p": 0.02564312145113945, "m": 0.5 } ] }, { "epoch": 69, "train_loss": 1.9351104497909546, "val_loss": 0.8602869510650635, "acc": 69.47, "time": 161.7652573539999, "param": [ { "p": 0.09001348167657852, "m": 0.5 }, { "p": 0.0004265006282366812, "m": 0.5 }, { "p": 0.1196453869342804, "m": 0.5 }, { "p": 0.07615674287080765, "m": 0.21306003630161285 }, { "p": 0.047165315598249435, "m": 0.11767110973596573 }, { "p": 0.03297232836484909, "m": 0.24071992933750153 }, { "p": 0.02353838086128235, "m": 0.7024262547492981 }, { "p": 0.019861456006765366, "m": 0.8758774995803833 }, { "p": 0.0654555931687355, "m": 1.0 }, { "p": 0.05391266196966171, "m": 0.17479045689105988 }, { "p": 0.03845057263970375, "m": 0.9965577125549316 }, { "p": 0.10857686400413513, "m": 1.0 }, { "p": 0.1812160313129425, "m": 0.5 }, { "p": 0.032178569585084915, "m": 0.5 }, { "p": 0.0017824878450483084, "m": 0.7978872656822205 }, { "p": 0.00860326737165451, "m": 0.12989546358585358 }, { "p": 0.007962827570736408, "m": 0.5604368448257446 }, { "p": 0.005008129868656397, "m": 0.21690994501113892 }, { "p": 0.008479875512421131, "m": 0.2214173674583435 }, { "p": 0.00995128694921732, "m": 0.1939007043838501 }, { "p": 0.05439714342355728, "m": 0.36257824301719666 }, { "p": 0.005153636448085308, "m": 0.5 }, { "p": 0.009091582149267197, "m": 0.5 } ] }, { "epoch": 70, "train_loss": 2.1379470825195312, "val_loss": 0.8197149038314819, "acc": 70.38, "time": 160.4253246370008, "param": [ { "p": 0.12280158698558807, "m": 0.5 }, { "p": 0.005933880805969238, "m": 0.5 }, { "p": 0.13504524528980255, "m": 0.5 }, { "p": 0.050101619213819504, "m": 0.10134744644165039 }, { "p": 0.06287413090467453, "m": 0.11292945593595505 }, { "p": 0.02288583293557167, "m": 0.23431119322776794 }, { "p": 0.027964305132627487, "m": 0.6433559656143188 }, { "p": 0.06529289484024048, "m": 0.9875981211662292 }, { "p": 0.07669078558683395, "m": 1.0 }, { "p": 0.05371227487921715, "m": 0.10500028729438782 }, { "p": 0.0462312251329422, "m": 0.9973986744880676 }, { "p": 0.08289576321840286, "m": 1.0 }, { "p": 0.13933511078357697, "m": 0.5 }, { "p": 0.0020655144471675158, "m": 0.5 }, { "p": 0.0004346673667896539, "m": 0.9399098753929138 }, { "p": 0.018308041617274284, "m": 0.10000000149011612 }, { "p": 0.005326480139046907, "m": 0.6582524180412292 }, { "p": 0.0004346673667896539, "m": 0.2326686829328537 }, { "p": 0.010269786231219769, "m": 0.2901042103767395 }, { "p": 0.0004346673667896539, "m": 0.2215108871459961 }, { "p": 0.03340546414256096, "m": 0.32404085993766785 }, { "p": 0.01237400434911251, "m": 0.5 }, { "p": 0.02518213726580143, "m": 0.5 } ] }, { "epoch": 71, "train_loss": 2.053501844406128, "val_loss": 0.7476118206977844, "acc": 70.73, "time": 158.39001892600027, "param": [ { "p": 0.12500081956386566, "m": 0.5 }, { "p": 0.004930243827402592, "m": 0.5 }, { "p": 0.0917355865240097, "m": 0.5 }, { "p": 0.06328830868005753, "m": 0.10000000149011612 }, { "p": 0.05413249507546425, "m": 0.10000000149011612 }, { "p": 0.014884940348565578, "m": 0.14842623472213745 }, { "p": 0.05569203943014145, "m": 0.5679506659507751 }, { "p": 0.03559459000825882, "m": 0.9272636771202087 }, { "p": 0.050647981464862823, "m": 1.0 }, { "p": 0.06408853083848953, "m": 0.11323367059230804 }, { "p": 0.05857853218913078, "m": 1.0 }, { "p": 0.08396720886230469, "m": 1.0 }, { "p": 0.14815044403076172, "m": 0.5 }, { "p": 0.010641958564519882, "m": 0.5 }, { "p": 0.008874182589352131, "m": 0.8539645075798035 }, { "p": 0.004122408106923103, "m": 0.15668544173240662 }, { "p": 0.0004195011279080063, "m": 0.7931138873100281 }, { "p": 0.009098958224058151, "m": 0.15444795787334442 }, { "p": 0.014546140097081661, "m": 0.15662206709384918 }, { "p": 0.03514387831091881, "m": 0.2061794549226761 }, { "p": 0.032109323889017105, "m": 0.31114786863327026 }, { "p": 0.017526814714074135, "m": 0.5 }, { "p": 0.016825197264552116, "m": 0.5 } ] }, { "epoch": 72, "train_loss": 1.690704345703125, "val_loss": 0.7547522783279419, "acc": 70.73, "time": 159.4340867640003, "param": [ { "p": 0.12425827234983444, "m": 0.5 }, { "p": 0.012621019966900349, "m": 0.5 }, { "p": 0.0965237244963646, "m": 0.5 }, { "p": 0.053330011665821075, "m": 0.10000000149011612 }, { "p": 0.03701791167259216, "m": 0.10000000149011612 }, { "p": 0.0424429327249527, "m": 0.13330036401748657 }, { "p": 0.0242698285728693, "m": 0.6008026003837585 }, { "p": 0.06887068599462509, "m": 0.9002110958099365 }, { "p": 0.046016763895750046, "m": 1.0 }, { "p": 0.06905592978000641, "m": 0.19057773053646088 }, { "p": 0.048100948333740234, "m": 1.0 }, { "p": 0.11143583804368973, "m": 1.0 }, { "p": 0.1251295953989029, "m": 0.5 }, { "p": 0.002815759740769863, "m": 0.5 }, { "p": 0.0213755015283823, "m": 0.9277985095977783 }, { "p": 0.018910571932792664, "m": 0.19795897603034973 }, { "p": 0.0017357980832457542, "m": 0.8670250177383423 }, { "p": 0.0004251269856467843, "m": 0.190791517496109 }, { "p": 0.015725288540124893, "m": 0.10661721229553223 }, { "p": 0.023414725437760353, "m": 0.25904569029808044 }, { "p": 0.037640538066625595, "m": 0.3502541184425354 }, { "p": 0.008500296622514725, "m": 0.5 }, { "p": 0.010382816195487976, "m": 0.5 } ] }, { "epoch": 73, "train_loss": 2.0128238201141357, "val_loss": 0.8134534955024719, "acc": 69.96, "time": 161.45717762799904, "param": [ { "p": 0.12535065412521362, "m": 0.5 }, { "p": 0.00042366210254840553, "m": 0.5 }, { "p": 0.10887999832630157, "m": 0.5 }, { "p": 0.04991637542843819, "m": 0.10000000149011612 }, { "p": 0.039026353508234024, "m": 0.21181878447532654 }, { "p": 0.03362060710787773, "m": 0.2463715821504593 }, { "p": 0.04654454067349434, "m": 0.6753049492835999 }, { "p": 0.04846321791410446, "m": 0.8703547716140747 }, { "p": 0.06633463501930237, "m": 1.0 }, { "p": 0.07466430962085724, "m": 0.1659008115530014 }, { "p": 0.046145930886268616, "m": 1.0 }, { "p": 0.07942742109298706, "m": 1.0 }, { "p": 0.12262707948684692, "m": 0.5 }, { "p": 0.0218657273799181, "m": 0.5 }, { "p": 0.00042366210254840553, "m": 0.9969547986984253 }, { "p": 0.01134689711034298, "m": 0.1692054271697998 }, { "p": 0.00042366210254840553, "m": 0.8268292546272278 }, { "p": 0.0014085544971749187, "m": 0.15726777911186218 }, { "p": 0.0046491664834320545, "m": 0.16209258139133453 }, { "p": 0.022634977474808693, "m": 0.3446733355522156 }, { "p": 0.06716925650835037, "m": 0.3063705563545227 }, { "p": 0.00848366878926754, "m": 0.5 }, { "p": 0.020169705152511597, "m": 0.5 } ] }, { "epoch": 74, "train_loss": 2.145272731781006, "val_loss": 0.9351492524147034, "acc": 69.88, "time": 163.15860713599977, "param": [ { "p": 0.07351500540971756, "m": 0.5 }, { "p": 0.0009113483829423785, "m": 0.5 }, { "p": 0.11809109151363373, "m": 0.5 }, { "p": 0.04782939702272415, "m": 0.10000000149011612 }, { "p": 0.03725213184952736, "m": 0.10000000149011612 }, { "p": 0.033299770206213, "m": 0.22085577249526978 }, { "p": 0.06299763172864914, "m": 0.612907350063324 }, { "p": 0.05393286794424057, "m": 0.8092896342277527 }, { "p": 0.06473516672849655, "m": 1.0 }, { "p": 0.06662904471158981, "m": 0.21806341409683228 }, { "p": 0.04943075776100159, "m": 1.0 }, { "p": 0.09419114142656326, "m": 1.0 }, { "p": 0.12097493559122086, "m": 0.5 }, { "p": 0.019632678478956223, "m": 0.5 }, { "p": 0.00996655784547329, "m": 1.0 }, { "p": 0.01339254342019558, "m": 0.12813502550125122 }, { "p": 0.017651498317718506, "m": 0.8163027763366699 }, { "p": 0.003732238197699189, "m": 0.10261930525302887 }, { "p": 0.018834823742508888, "m": 0.16626250743865967 }, { "p": 0.02043912000954151, "m": 0.1825193166732788 }, { "p": 0.04747707396745682, "m": 0.36129289865493774 }, { "p": 0.00988873839378357, "m": 0.5 }, { "p": 0.015194335021078587, "m": 0.5 } ] }, { "epoch": 75, "train_loss": 1.6740179061889648, "val_loss": 0.986794650554657, "acc": 70.48, "time": 162.94277685499947, "param": [ { "p": 0.10856039822101593, "m": 0.5 }, { "p": 0.0004269277269486338, "m": 0.5 }, { "p": 0.09518571943044662, "m": 0.5 }, { "p": 0.05866854265332222, "m": 0.10000000149011612 }, { "p": 0.046037014573812485, "m": 0.2324749380350113 }, { "p": 0.034842293709516525, "m": 0.3488413989543915 }, { "p": 0.0356503389775753, "m": 0.6763302087783813 }, { "p": 0.06017233058810234, "m": 0.8278807401657104 }, { "p": 0.07242407649755478, "m": 1.0 }, { "p": 0.06834918260574341, "m": 0.23752152919769287 }, { "p": 0.04990226402878761, "m": 0.995837926864624 }, { "p": 0.10703909397125244, "m": 1.0 }, { "p": 0.14166712760925293, "m": 0.5 }, { "p": 0.014279485680162907, "m": 0.5 }, { "p": 0.007849222049117088, "m": 0.9768546223640442 }, { "p": 0.012003615498542786, "m": 0.10000000149011612 }, { "p": 0.0004269277269486338, "m": 0.7985945343971252 }, { "p": 0.007139416411519051, "m": 0.1622648537158966 }, { "p": 0.011284245178103447, "m": 0.20417970418930054 }, { "p": 0.02210099995136261, "m": 0.10099049657583237 }, { "p": 0.024066733196377754, "m": 0.3513009548187256 }, { "p": 0.0004269277269486338, "m": 0.5 }, { "p": 0.02149711363017559, "m": 0.5 } ] }, { "epoch": 76, "train_loss": 2.0463507175445557, "val_loss": 0.999614953994751, "acc": 70.42, "time": 161.8136640800003, "param": [ { "p": 0.10626532882452011, "m": 0.5 }, { "p": 0.0046142106875777245, "m": 0.5 }, { "p": 0.12596102058887482, "m": 0.5 }, { "p": 0.06563270092010498, "m": 0.10000000149011612 }, { "p": 0.044416140764951706, "m": 0.22534365952014923 }, { "p": 0.029054446145892143, "m": 0.3575960397720337 }, { "p": 0.032876260578632355, "m": 0.5786539912223816 }, { "p": 0.06516824662685394, "m": 0.8364764451980591 }, { "p": 0.051190316677093506, "m": 0.9973157048225403 }, { "p": 0.07158992439508438, "m": 0.21950598061084747 }, { "p": 0.06514585763216019, "m": 1.0 }, { "p": 0.09695083647966385, "m": 1.0 }, { "p": 0.1313425898551941, "m": 0.5 }, { "p": 0.03104064241051674, "m": 0.5 }, { "p": 0.0004099516954738647, "m": 1.0 }, { "p": 0.002062147716060281, "m": 0.10000000149011612 }, { "p": 0.0004099516954738647, "m": 0.6786328554153442 }, { "p": 0.013137486763298512, "m": 0.11329716444015503 }, { "p": 0.011289889924228191, "m": 0.101058728992939 }, { "p": 0.0014457671204581857, "m": 0.1577645242214203 }, { "p": 0.04035176336765289, "m": 0.43079546093940735 }, { "p": 0.0028470151592046022, "m": 0.5 }, { "p": 0.006797449197620153, "m": 0.5 } ] }, { "epoch": 77, "train_loss": 1.9782791137695312, "val_loss": 0.8159602284431458, "acc": 70.5, "time": 159.9375065760014, "param": [ { "p": 0.1330210566520691, "m": 0.5 }, { "p": 0.00042307598050683737, "m": 0.5 }, { "p": 0.09728410840034485, "m": 0.5 }, { "p": 0.034208398312330246, "m": 0.11419082432985306 }, { "p": 0.047036197036504745, "m": 0.14864353835582733 }, { "p": 0.037507589906454086, "m": 0.3831450343132019 }, { "p": 0.05232730135321617, "m": 0.6700490713119507 }, { "p": 0.03423120453953743, "m": 0.8916477560997009 }, { "p": 0.09551834315061569, "m": 1.0 }, { "p": 0.083110012114048, "m": 0.14904767274856567 }, { "p": 0.04999947547912598, "m": 1.0 }, { "p": 0.08372174203395844, "m": 1.0 }, { "p": 0.14446595311164856, "m": 0.5 }, { "p": 0.004047543276101351, "m": 0.5 }, { "p": 0.00737151550129056, "m": 0.9948201775550842 }, { "p": 0.035362858325242996, "m": 0.12454330921173096 }, { "p": 0.00042307598050683737, "m": 0.5862446427345276 }, { "p": 0.00042307598050683737, "m": 0.1980590522289276 }, { "p": 0.019951116293668747, "m": 0.10000000149011612 }, { "p": 0.013306165114045143, "m": 0.2327972650527954 }, { "p": 0.011521135456860065, "m": 0.5179916024208069 }, { "p": 0.01431591808795929, "m": 0.5 }, { "p": 0.00042307598050683737, "m": 0.5 } ] }, { "epoch": 78, "train_loss": 1.8350610733032227, "val_loss": 0.9349297881126404, "acc": 71.13, "time": 160.18907947300067, "param": [ { "p": 0.1331215798854828, "m": 0.5 }, { "p": 0.0005003708065487444, "m": 0.5 }, { "p": 0.11317531019449234, "m": 0.5 }, { "p": 0.04895893856883049, "m": 0.10000000149011612 }, { "p": 0.004856981802731752, "m": 0.10614161938428879 }, { "p": 0.026870612055063248, "m": 0.5793260931968689 }, { "p": 0.041675250977277756, "m": 0.7669278383255005 }, { "p": 0.039511628448963165, "m": 0.7915734052658081 }, { "p": 0.07234446704387665, "m": 1.0 }, { "p": 0.06552217900753021, "m": 0.11878598481416702 }, { "p": 0.07948268949985504, "m": 0.9983869194984436 }, { "p": 0.12073696404695511, "m": 1.0 }, { "p": 0.14569725096225739, "m": 0.5 }, { "p": 0.017556190490722656, "m": 0.5 }, { "p": 0.0004295622929930687, "m": 0.9986268281936646 }, { "p": 0.029810532927513123, "m": 0.1330540031194687 }, { "p": 0.0004295622929930687, "m": 0.5802215337753296 }, { "p": 0.0004295622929930687, "m": 0.25896188616752625 }, { "p": 0.0004295622929930687, "m": 0.15417692065238953 }, { "p": 0.016831859946250916, "m": 0.33673563599586487 }, { "p": 0.020547669380903244, "m": 0.521519660949707 }, { "p": 0.0040005771443247795, "m": 0.5 }, { "p": 0.017080720514059067, "m": 0.5 } ] }, { "epoch": 79, "train_loss": 1.8849437236785889, "val_loss": 0.9528618454933167, "acc": 69.75, "time": 158.82061519800118, "param": [ { "p": 0.11608961224555969, "m": 0.5 }, { "p": 0.014422714710235596, "m": 0.5 }, { "p": 0.07588422298431396, "m": 0.5 }, { "p": 0.036219824105501175, "m": 0.10000000149011612 }, { "p": 0.050197552889585495, "m": 0.10000000149011612 }, { "p": 0.005662944633513689, "m": 0.6731078028678894 }, { "p": 0.05146372690796852, "m": 0.8655135631561279 }, { "p": 0.06012082099914551, "m": 0.8016345500946045 }, { "p": 0.06700349599123001, "m": 0.9351544380187988 }, { "p": 0.04176485165953636, "m": 0.19428624212741852 }, { "p": 0.0795903205871582, "m": 1.0 }, { "p": 0.10611150413751602, "m": 1.0 }, { "p": 0.18203105032444, "m": 0.5 }, { "p": 0.03661627322435379, "m": 0.5 }, { "p": 0.0004281132423784584, "m": 0.9919618964195251 }, { "p": 0.0004281132423784584, "m": 0.11027497798204422 }, { "p": 0.0004281132423784584, "m": 0.5978943705558777 }, { "p": 0.0004281132423784584, "m": 0.15739674866199493 }, { "p": 0.0004281132423784584, "m": 0.10000000149011612 }, { "p": 0.01781383715569973, "m": 0.11148413270711899 }, { "p": 0.04532045125961304, "m": 0.46482428908348083 }, { "p": 0.0004281132423784584, "m": 0.5 }, { "p": 0.011118303053081036, "m": 0.5 } ] }, { "epoch": 80, "train_loss": 2.11409068107605, "val_loss": 0.9105104804039001, "acc": 70.61, "time": 161.80567938400054, "param": [ { "p": 0.10367430746555328, "m": 0.5 }, { "p": 0.018488280475139618, "m": 0.5 }, { "p": 0.08525172621011734, "m": 0.5 }, { "p": 0.04272710904479027, "m": 0.12033987790346146 }, { "p": 0.04635574668645859, "m": 0.12477672845125198 }, { "p": 0.0394446924328804, "m": 0.5792655944824219 }, { "p": 0.011517205275595188, "m": 0.789972186088562 }, { "p": 0.06482142210006714, "m": 0.8420950174331665 }, { "p": 0.10009749978780746, "m": 1.0 }, { "p": 0.07903578132390976, "m": 0.1434578150510788 }, { "p": 0.05014393478631973, "m": 1.0 }, { "p": 0.08404824882745743, "m": 1.0 }, { "p": 0.12920813262462616, "m": 0.5 }, { "p": 0.023046724498271942, "m": 0.5 }, { "p": 0.0007851739064790308, "m": 0.9834991097450256 }, { "p": 0.017376603558659554, "m": 0.16170838475227356 }, { "p": 0.00041773717384785414, "m": 0.6688445806503296 }, { "p": 0.0007209604955278337, "m": 0.11307524889707565 }, { "p": 0.016821876168251038, "m": 0.17340947687625885 }, { "p": 0.029288530349731445, "m": 0.2526143193244934 }, { "p": 0.03207393363118172, "m": 0.38880327343940735 }, { "p": 0.00041773717384785414, "m": 0.5 }, { "p": 0.024236757308244705, "m": 0.5 } ] }, { "epoch": 81, "train_loss": 1.9436464309692383, "val_loss": 0.8401572704315186, "acc": 71.13, "time": 161.52841584599992, "param": [ { "p": 0.1102096289396286, "m": 0.5 }, { "p": 0.0004249857156537473, "m": 0.5 }, { "p": 0.11092259734869003, "m": 0.5 }, { "p": 0.06521623581647873, "m": 0.10000000149011612 }, { "p": 0.03033589944243431, "m": 0.15776091814041138 }, { "p": 0.024862593039870262, "m": 0.5199120044708252 }, { "p": 0.024044791236519814, "m": 0.8629283905029297 }, { "p": 0.046079933643341064, "m": 0.6923820376396179 }, { "p": 0.07281363010406494, "m": 0.9966813325881958 }, { "p": 0.03165995702147484, "m": 0.13174273073673248 }, { "p": 0.052774231880903244, "m": 0.9467884302139282 }, { "p": 0.11384934931993484, "m": 1.0 }, { "p": 0.14467184245586395, "m": 0.5 }, { "p": 0.04152284190058708, "m": 0.5 }, { "p": 0.011460596695542336, "m": 1.0 }, { "p": 0.0004249857156537473, "m": 0.3260378837585449 }, { "p": 0.0012883616145700216, "m": 0.6967548727989197 }, { "p": 0.0004249857156537473, "m": 0.10496723651885986 }, { "p": 0.0004249857156537473, "m": 0.27955588698387146 }, { "p": 0.031356651335954666, "m": 0.20024071633815765 }, { "p": 0.06260212510824203, "m": 0.3248128890991211 }, { "p": 0.004283848684281111, "m": 0.5 }, { "p": 0.018345065414905548, "m": 0.5 } ] }, { "epoch": 82, "train_loss": 1.8974182605743408, "val_loss": 0.8055612444877625, "acc": 70.57, "time": 161.43981292699937, "param": [ { "p": 0.1552831530570984, "m": 0.5 }, { "p": 0.002110851928591728, "m": 0.5 }, { "p": 0.10261847078800201, "m": 0.5 }, { "p": 0.06969089061021805, "m": 0.10000000149011612 }, { "p": 0.05495110899209976, "m": 0.12427838146686554 }, { "p": 0.0201767235994339, "m": 0.41757744550704956 }, { "p": 0.02797667495906353, "m": 0.9621483087539673 }, { "p": 0.05071747675538063, "m": 0.6548596620559692 }, { "p": 0.03793790191411972, "m": 0.9762786030769348 }, { "p": 0.07396422326564789, "m": 0.15173687040805817 }, { "p": 0.0426165908575058, "m": 0.9708362817764282 }, { "p": 0.10264311730861664, "m": 1.0 }, { "p": 0.15300253033638, "m": 0.5 }, { "p": 0.033488690853118896, "m": 0.5 }, { "p": 0.0004407367669045925, "m": 0.9498690366744995 }, { "p": 0.002521167043596506, "m": 0.3555966317653656 }, { "p": 0.0004407367669045925, "m": 0.5905717611312866 }, { "p": 0.0004407367669045925, "m": 0.10215435177087784 }, { "p": 0.003567994572222233, "m": 0.2522803246974945 }, { "p": 0.01897943578660488, "m": 0.19850248098373413 }, { "p": 0.012591565027832985, "m": 0.2601943016052246 }, { "p": 0.03339848294854164, "m": 0.5 }, { "p": 0.0004407367669045925, "m": 0.5 } ] }, { "epoch": 83, "train_loss": 1.928083062171936, "val_loss": 0.9369062185287476, "acc": 70.4, "time": 160.2147430290006, "param": [ { "p": 0.12301510572433472, "m": 0.5 }, { "p": 0.006388199515640736, "m": 0.5 }, { "p": 0.09640788286924362, "m": 0.5 }, { "p": 0.06021837890148163, "m": 0.11197496950626373 }, { "p": 0.03956163302063942, "m": 0.1469329595565796 }, { "p": 0.030016696080565453, "m": 0.44918370246887207 }, { "p": 0.03748853877186775, "m": 0.8859123587608337 }, { "p": 0.04720468819141388, "m": 0.7697617411613464 }, { "p": 0.06423071026802063, "m": 0.9809547662734985 }, { "p": 0.06271781772375107, "m": 0.13229164481163025 }, { "p": 0.07317403703927994, "m": 1.0 }, { "p": 0.09372025728225708, "m": 1.0 }, { "p": 0.14593641459941864, "m": 0.5 }, { "p": 0.026340670883655548, "m": 0.5 }, { "p": 0.0004037568287458271, "m": 0.8501034379005432 }, { "p": 0.0009082356700673699, "m": 0.3396097421646118 }, { "p": 0.013081913813948631, "m": 0.2818302810192108 }, { "p": 0.0058417911641299725, "m": 0.14914721250534058 }, { "p": 0.015077411197125912, "m": 0.23578017950057983 }, { "p": 0.02123723179101944, "m": 0.1817903220653534 }, { "p": 0.0316169336438179, "m": 0.25797468423843384 }, { "p": 0.005008101463317871, "m": 0.5 }, { "p": 0.0004037568287458271, "m": 0.5 } ] }, { "epoch": 84, "train_loss": 2.224595069885254, "val_loss": 0.8767170310020447, "acc": 70.66, "time": 159.89344606000122, "param": [ { "p": 0.10623989999294281, "m": 0.5 }, { "p": 0.017424296587705612, "m": 0.5 }, { "p": 0.10369107872247696, "m": 0.5 }, { "p": 0.05236787721514702, "m": 0.10000000149011612 }, { "p": 0.03918477147817612, "m": 0.1580934226512909 }, { "p": 0.03999688848853111, "m": 0.37030136585235596 }, { "p": 0.04464432969689369, "m": 0.8340725302696228 }, { "p": 0.05499861016869545, "m": 0.791229784488678 }, { "p": 0.05937504395842552, "m": 1.0 }, { "p": 0.07261136919260025, "m": 0.16282770037651062 }, { "p": 0.03752492368221283, "m": 1.0 }, { "p": 0.09315875172615051, "m": 1.0 }, { "p": 0.11598198115825653, "m": 0.5 }, { "p": 0.03003387153148651, "m": 0.5 }, { "p": 0.016196176409721375, "m": 0.8612890839576721 }, { "p": 0.00503825768828392, "m": 0.30146172642707825 }, { "p": 0.00042384170228615403, "m": 0.2348066121339798 }, { "p": 0.00042384170228615403, "m": 0.10000000149011612 }, { "p": 0.014488641172647476, "m": 0.23695003986358643 }, { "p": 0.03352905064821243, "m": 0.26287415623664856 }, { "p": 0.03310972824692726, "m": 0.19127915799617767 }, { "p": 0.011880282312631607, "m": 0.5 }, { "p": 0.017676519230008125, "m": 0.5 } ] }, { "epoch": 85, "train_loss": 2.057363510131836, "val_loss": 0.7920811176300049, "acc": 70.79, "time": 161.39112528400074, "param": [ { "p": 0.118672214448452, "m": 0.5 }, { "p": 0.009869782254099846, "m": 0.5 }, { "p": 0.11279665678739548, "m": 0.5 }, { "p": 0.061058253049850464, "m": 0.10000000149011612 }, { "p": 0.03959187492728233, "m": 0.20808210968971252 }, { "p": 0.012859725393354893, "m": 0.3698303699493408 }, { "p": 0.036628346890211105, "m": 0.6899141073226929 }, { "p": 0.04484537988901138, "m": 0.9134374260902405 }, { "p": 0.050406575202941895, "m": 0.904150128364563 }, { "p": 0.07534465938806534, "m": 0.13100159168243408 }, { "p": 0.044464223086833954, "m": 0.9311060905456543 }, { "p": 0.0907355397939682, "m": 1.0 }, { "p": 0.14294087886810303, "m": 0.5 }, { "p": 0.01784740388393402, "m": 0.5 }, { "p": 0.00042571505764499307, "m": 0.808476984500885 }, { "p": 0.030934631824493408, "m": 0.2780667841434479 }, { "p": 0.0017208205536007881, "m": 0.23323044180870056 }, { "p": 0.002259344793856144, "m": 0.12550903856754303 }, { "p": 0.018206991255283356, "m": 0.14317014813423157 }, { "p": 0.030813079327344894, "m": 0.24772149324417114 }, { "p": 0.009213555604219437, "m": 0.18251484632492065 }, { "p": 0.02202700637280941, "m": 0.5 }, { "p": 0.0263374000787735, "m": 0.5 } ] }, { "epoch": 86, "train_loss": 2.237741231918335, "val_loss": 0.9096580743789673, "acc": 71.05, "time": 161.5826593010006, "param": [ { "p": 0.12129230052232742, "m": 0.5 }, { "p": 0.0004225807497277856, "m": 0.5 }, { "p": 0.08324353396892548, "m": 0.5 }, { "p": 0.019297296181321144, "m": 0.10000000149011612 }, { "p": 0.03722408041357994, "m": 0.37683048844337463 }, { "p": 0.026915354654192924, "m": 0.344474196434021 }, { "p": 0.04238197207450867, "m": 0.7816675901412964 }, { "p": 0.059656403958797455, "m": 0.9177592396736145 }, { "p": 0.07897496968507767, "m": 0.9954813122749329 }, { "p": 0.07018113881349564, "m": 0.16601815819740295 }, { "p": 0.06487250328063965, "m": 0.9194511771202087 }, { "p": 0.09306924045085907, "m": 1.0 }, { "p": 0.13518676161766052, "m": 0.5 }, { "p": 0.022624729201197624, "m": 0.5 }, { "p": 0.01845475099980831, "m": 0.772781491279602 }, { "p": 0.012710589915513992, "m": 0.27889135479927063 }, { "p": 0.0012988128000870347, "m": 0.28534722328186035 }, { "p": 0.0013992910971865058, "m": 0.10000000149011612 }, { "p": 0.0004225807497277856, "m": 0.23646658658981323 }, { "p": 0.029355010017752647, "m": 0.15288153290748596 }, { "p": 0.04127771407365799, "m": 0.2823418080806732 }, { "p": 0.006440189201384783, "m": 0.5 }, { "p": 0.0332980677485466, "m": 0.5 } ] }, { "epoch": 87, "train_loss": 2.0216894149780273, "val_loss": 0.8891159892082214, "acc": 71.22, "time": 161.36571045700111, "param": [ { "p": 0.11318021267652512, "m": 0.5 }, { "p": 0.00040052959229797125, "m": 0.5 }, { "p": 0.08685435354709625, "m": 0.5 }, { "p": 0.06017308682203293, "m": 0.10000000149011612 }, { "p": 0.044121988117694855, "m": 0.3437948226928711 }, { "p": 0.03877164423465729, "m": 0.31830185651779175 }, { "p": 0.05234260857105255, "m": 0.7905306816101074 }, { "p": 0.0490160696208477, "m": 0.9076526761054993 }, { "p": 0.06840191036462784, "m": 1.0 }, { "p": 0.08153688162565231, "m": 0.10000000149011612 }, { "p": 0.060742661356925964, "m": 1.0 }, { "p": 0.09034985303878784, "m": 1.0 }, { "p": 0.11793587356805801, "m": 0.5 }, { "p": 0.0014193557435646653, "m": 0.5 }, { "p": 0.011492283083498478, "m": 0.8281652927398682 }, { "p": 0.017649613320827484, "m": 0.3929349482059479 }, { "p": 0.00040052959229797125, "m": 0.2646179497241974 }, { "p": 0.012043523602187634, "m": 0.18776445090770721 }, { "p": 0.00040052959229797125, "m": 0.2009705901145935 }, { "p": 0.021903060376644135, "m": 0.13554778695106506 }, { "p": 0.03989613428711891, "m": 0.3507654070854187 }, { "p": 0.007188843563199043, "m": 0.5 }, { "p": 0.023778442293405533, "m": 0.5 } ] }, { "epoch": 88, "train_loss": 2.217456340789795, "val_loss": 0.9838213324546814, "acc": 70.37, "time": 163.26517977600088, "param": [ { "p": 0.11221201717853546, "m": 0.5 }, { "p": 0.018990082666277885, "m": 0.5 }, { "p": 0.1063917949795723, "m": 0.5 }, { "p": 0.026263095438480377, "m": 0.10673468559980392 }, { "p": 0.0501282699406147, "m": 0.346914142370224 }, { "p": 0.027551919221878052, "m": 0.43037149310112 }, { "p": 0.05789382383227348, "m": 0.8714867234230042 }, { "p": 0.032586850225925446, "m": 0.8026543259620667 }, { "p": 0.061790987849235535, "m": 0.992843747138977 }, { "p": 0.065567746758461, "m": 0.12332712113857269 }, { "p": 0.057368796318769455, "m": 1.0 }, { "p": 0.10170605033636093, "m": 1.0 }, { "p": 0.14191989600658417, "m": 0.5 }, { "p": 0.0214635469019413, "m": 0.5 }, { "p": 0.011066937819123268, "m": 0.7716237902641296 }, { "p": 0.016965197399258614, "m": 0.4472517669200897 }, { "p": 0.008516364730894566, "m": 0.3348047137260437 }, { "p": 0.00780095998197794, "m": 0.10823202133178711 }, { "p": 0.00042521534487605095, "m": 0.15743696689605713 }, { "p": 0.011930775828659534, "m": 0.15536335110664368 }, { "p": 0.03967313468456268, "m": 0.2620159983634949 }, { "p": 0.00042521534487605095, "m": 0.5 }, { "p": 0.021361349150538445, "m": 0.5 } ] }, { "epoch": 89, "train_loss": 1.9303028583526611, "val_loss": 0.9308089017868042, "acc": 71.23, "time": 160.67396213100074, "param": [ { "p": 0.11394800245761871, "m": 0.5 }, { "p": 0.007491388823837042, "m": 0.5 }, { "p": 0.12861844897270203, "m": 0.5 }, { "p": 0.05338529497385025, "m": 0.10000000149011612 }, { "p": 0.02265039272606373, "m": 0.41918647289276123 }, { "p": 0.040783289819955826, "m": 0.4101581573486328 }, { "p": 0.058336079120635986, "m": 0.8204639554023743 }, { "p": 0.00042594759725034237, "m": 0.800549328327179 }, { "p": 0.025685524567961693, "m": 0.85982745885849 }, { "p": 0.09462080150842667, "m": 0.14131629467010498 }, { "p": 0.05282502621412277, "m": 1.0 }, { "p": 0.09520597755908966, "m": 1.0 }, { "p": 0.15580841898918152, "m": 0.5 }, { "p": 0.005657576955854893, "m": 0.5 }, { "p": 0.011680612340569496, "m": 0.6439549326896667 }, { "p": 0.01317442487925291, "m": 0.428323894739151 }, { "p": 0.00042594759725034237, "m": 0.3995983898639679 }, { "p": 0.015059486962854862, "m": 0.23866823315620422 }, { "p": 0.00899583101272583, "m": 0.2264825701713562 }, { "p": 0.034860432147979736, "m": 0.1769610196352005 }, { "p": 0.03773411363363266, "m": 0.1975739747285843 }, { "p": 0.020712092518806458, "m": 0.5 }, { "p": 0.0019148567225784063, "m": 0.5 } ] }, { "epoch": 90, "train_loss": 1.9241020679473877, "val_loss": 0.8928840160369873, "acc": 71.47, "time": 158.82575440300025, "param": [ { "p": 0.13547274470329285, "m": 0.5 }, { "p": 0.0020398155320435762, "m": 0.5 }, { "p": 0.09898650646209717, "m": 0.5 }, { "p": 0.04144420847296715, "m": 0.10000000149011612 }, { "p": 0.02999962493777275, "m": 0.35053953528404236 }, { "p": 0.031217850744724274, "m": 0.4961256980895996 }, { "p": 0.03848295658826828, "m": 0.7174350619316101 }, { "p": 0.02954922989010811, "m": 0.8259503841400146 }, { "p": 0.09448624402284622, "m": 1.0 }, { "p": 0.07940205931663513, "m": 0.12121128290891647 }, { "p": 0.006795910187065601, "m": 0.9660155773162842 }, { "p": 0.14495354890823364, "m": 1.0 }, { "p": 0.14959675073623657, "m": 0.5 }, { "p": 0.018195414915680885, "m": 0.5 }, { "p": 0.017483627423644066, "m": 0.6170346140861511 }, { "p": 0.02852812223136425, "m": 0.2974534034729004 }, { "p": 0.006417255848646164, "m": 0.30704087018966675 }, { "p": 0.008724534884095192, "m": 0.2906847298145294 }, { "p": 0.0004226924211252481, "m": 0.3043228089809418 }, { "p": 0.0007176552899181843, "m": 0.18728747963905334 }, { "p": 0.03623780980706215, "m": 0.3349064886569977 }, { "p": 0.0004226924211252481, "m": 0.5 }, { "p": 0.0004226924211252481, "m": 0.5 } ] }, { "epoch": 91, "train_loss": 1.5879278182983398, "val_loss": 0.8829025030136108, "acc": 71.25, "time": 161.98524306499894, "param": [ { "p": 0.12364986538887024, "m": 0.5 }, { "p": 0.00043064935016445816, "m": 0.5 }, { "p": 0.09396740049123764, "m": 0.5 }, { "p": 0.04855808615684509, "m": 0.10000000149011612 }, { "p": 0.002799941459670663, "m": 0.2860622704029083 }, { "p": 0.02832549810409546, "m": 0.39141350984573364 }, { "p": 0.05498545244336128, "m": 0.6972702145576477 }, { "p": 0.07207739353179932, "m": 0.8560137748718262 }, { "p": 0.07618537545204163, "m": 1.0 }, { "p": 0.08328841626644135, "m": 0.14855332672595978 }, { "p": 0.0623813197016716, "m": 0.9993735551834106 }, { "p": 0.05884091183543205, "m": 1.0 }, { "p": 0.1395767629146576, "m": 0.5 }, { "p": 0.025909410789608955, "m": 0.5 }, { "p": 0.024871883913874626, "m": 0.4810459315776825 }, { "p": 0.012385946698486805, "m": 0.26767706871032715 }, { "p": 0.00043064935016445816, "m": 0.313822865486145 }, { "p": 0.00043064935016445816, "m": 0.3236822187900543 }, { "p": 0.00043064935016445816, "m": 0.2824382185935974 }, { "p": 0.007424724288284779, "m": 0.1838592141866684 }, { "p": 0.06849277019500732, "m": 0.3028566539287567 }, { "p": 0.001142332679592073, "m": 0.5 }, { "p": 0.013414004817605019, "m": 0.5 } ] }, { "epoch": 92, "train_loss": 1.7995442152023315, "val_loss": 0.8435460925102234, "acc": 71.5, "time": 162.11110330100018, "param": [ { "p": 0.14306212961673737, "m": 0.5 }, { "p": 0.00042092797229997814, "m": 0.5 }, { "p": 0.10338222980499268, "m": 0.5 }, { "p": 0.0633370503783226, "m": 0.10000000149011612 }, { "p": 0.03737872838973999, "m": 0.38300183415412903 }, { "p": 0.007503399159759283, "m": 0.46865344047546387 }, { "p": 0.03963736444711685, "m": 0.723476767539978 }, { "p": 0.0557955726981163, "m": 0.6929685473442078 }, { "p": 0.04450906068086624, "m": 0.9970269799232483 }, { "p": 0.07953941822052002, "m": 0.10787222534418106 }, { "p": 0.06418221443891525, "m": 0.996453046798706 }, { "p": 0.0840972512960434, "m": 1.0 }, { "p": 0.14711534976959229, "m": 0.5 }, { "p": 0.018436290323734283, "m": 0.5 }, { "p": 0.018034067004919052, "m": 0.23818863928318024 }, { "p": 0.0016871687257662416, "m": 0.17632697522640228 }, { "p": 0.002558944746851921, "m": 0.36522167921066284 }, { "p": 0.018616244196891785, "m": 0.311142235994339 }, { "p": 0.01293269544839859, "m": 0.3173384964466095 }, { "p": 0.021506553515791893, "m": 0.25359341502189636 }, { "p": 0.03542555496096611, "m": 0.265640527009964 }, { "p": 0.00042092797229997814, "m": 0.5 }, { "p": 0.00042092797229997814, "m": 0.5 } ] }, { "epoch": 93, "train_loss": 1.8314298391342163, "val_loss": 0.8248195052146912, "acc": 71.23, "time": 158.10261637800068, "param": [ { "p": 0.15202337503433228, "m": 0.5 }, { "p": 0.000432729662861675, "m": 0.5 }, { "p": 0.10878732800483704, "m": 0.5 }, { "p": 0.027603575959801674, "m": 0.10000000149011612 }, { "p": 0.015698092058300972, "m": 0.4215279221534729 }, { "p": 0.000432729662861675, "m": 0.43330463767051697 }, { "p": 0.019753798842430115, "m": 0.6650080680847168 }, { "p": 0.000432729662861675, "m": 0.6125122904777527 }, { "p": 0.0803787037730217, "m": 0.9933465123176575 }, { "p": 0.06968242675065994, "m": 0.15326598286628723 }, { "p": 0.05834313854575157, "m": 0.9454250931739807 }, { "p": 0.10755494982004166, "m": 1.0 }, { "p": 0.18940235674381256, "m": 0.5 }, { "p": 0.000432729662861675, "m": 0.5 }, { "p": 0.015180958434939384, "m": 0.13078555464744568 }, { "p": 0.000432729662861675, "m": 0.10000000149011612 }, { "p": 0.000432729662861675, "m": 0.3589441478252411 }, { "p": 0.022289402782917023, "m": 0.23209360241889954 }, { "p": 0.03337779641151428, "m": 0.16604414582252502 }, { "p": 0.02304009348154068, "m": 0.10000000149011612 }, { "p": 0.03074996918439865, "m": 0.29411256313323975 }, { "p": 0.035822685807943344, "m": 0.5 }, { "p": 0.007715072948485613, "m": 0.5 } ] }, { "epoch": 94, "train_loss": 1.666555404663086, "val_loss": 0.9357872605323792, "acc": 71.06, "time": 156.4857518429999, "param": [ { "p": 0.1501714140176773, "m": 0.5 }, { "p": 0.010293792933225632, "m": 0.5 }, { "p": 0.09626870602369308, "m": 0.5 }, { "p": 0.05792272463440895, "m": 0.10000000149011612 }, { "p": 0.02238825149834156, "m": 0.33895236253738403 }, { "p": 0.038212668150663376, "m": 0.5392816662788391 }, { "p": 0.04282400757074356, "m": 0.6773966550827026 }, { "p": 0.04421798512339592, "m": 0.5496994256973267 }, { "p": 0.04888153448700905, "m": 0.986034631729126 }, { "p": 0.0968676432967186, "m": 0.17826786637306213 }, { "p": 0.03260565549135208, "m": 0.9665302634239197 }, { "p": 0.09695353358983994, "m": 1.0 }, { "p": 0.15915505588054657, "m": 0.5 }, { "p": 0.0004239768022671342, "m": 0.5 }, { "p": 0.009236899204552174, "m": 0.10000000149011612 }, { "p": 0.0004239768022671342, "m": 0.11082512140274048 }, { "p": 0.010051538236439228, "m": 0.35622265934944153 }, { "p": 0.012598457746207714, "m": 0.18583208322525024 }, { "p": 0.005059344228357077, "m": 0.26231759786605835 }, { "p": 0.028061743825674057, "m": 0.2599259316921234 }, { "p": 0.031065208837389946, "m": 0.4019477367401123 }, { "p": 0.0004239768022671342, "m": 0.5 }, { "p": 0.005892077926546335, "m": 0.5 } ] }, { "epoch": 95, "train_loss": 1.9616072177886963, "val_loss": 0.7574425339698792, "acc": 71.49, "time": 153.01619368499996, "param": [ { "p": 0.16756324470043182, "m": 0.5 }, { "p": 0.0004383112827781588, "m": 0.5 }, { "p": 0.008749588392674923, "m": 0.5 }, { "p": 0.0498226135969162, "m": 0.10000000149011612 }, { "p": 0.04833336919546127, "m": 0.21814385056495667 }, { "p": 0.026253433898091316, "m": 0.6081823110580444 }, { "p": 0.05286078900098801, "m": 0.7154324650764465 }, { "p": 0.0689484253525734, "m": 0.5850666761398315 }, { "p": 0.019989024847745895, "m": 0.9941611886024475 }, { "p": 0.10279226303100586, "m": 0.11462963372468948 }, { "p": 0.05954097956418991, "m": 0.9972747564315796 }, { "p": 0.09637036919593811, "m": 1.0 }, { "p": 0.16550135612487793, "m": 0.5 }, { "p": 0.0004383112827781588, "m": 0.5 }, { "p": 0.026876060292124748, "m": 0.2194431871175766 }, { "p": 0.019307810813188553, "m": 0.10586247593164444 }, { "p": 0.0004383112827781588, "m": 0.39986491203308105 }, { "p": 0.0004383112827781588, "m": 0.10000000149011612 }, { "p": 0.0004383112827781588, "m": 0.2221280038356781 }, { "p": 0.004655987955629826, "m": 0.23932667076587677 }, { "p": 0.03317633271217346, "m": 0.3691360056400299 }, { "p": 0.019796837121248245, "m": 0.5 }, { "p": 0.02727004885673523, "m": 0.5 } ] }, { "epoch": 96, "train_loss": 1.7609143257141113, "val_loss": 0.8705615997314453, "acc": 70.71, "time": 154.79946294300134, "param": [ { "p": 0.12096448242664337, "m": 0.5 }, { "p": 0.019106926396489143, "m": 0.5 }, { "p": 0.10498122870922089, "m": 0.5 }, { "p": 0.019476374611258507, "m": 0.10000000149011612 }, { "p": 0.029514744877815247, "m": 0.11549108475446701 }, { "p": 0.034928079694509506, "m": 0.6519652009010315 }, { "p": 0.03764316439628601, "m": 0.7306013107299805 }, { "p": 0.034858644008636475, "m": 0.7282302379608154 }, { "p": 0.05863843113183975, "m": 0.9296297430992126 }, { "p": 0.0809594988822937, "m": 0.10332866758108139 }, { "p": 0.0602162666618824, "m": 0.9149848222732544 }, { "p": 0.09679841995239258, "m": 0.9991334676742554 }, { "p": 0.15186074376106262, "m": 0.5 }, { "p": 0.02721003256738186, "m": 0.5 }, { "p": 0.00042116999975405633, "m": 0.2590795159339905 }, { "p": 0.0047530122101306915, "m": 0.18392245471477509 }, { "p": 0.00042116999975405633, "m": 0.4997658431529999 }, { "p": 0.01384927798062563, "m": 0.1302427500486374 }, { "p": 0.024055082350969315, "m": 0.2645097076892853 }, { "p": 0.018552331253886223, "m": 0.22456957399845123 }, { "p": 0.04460905119776726, "m": 0.3215150237083435 }, { "p": 0.00042116999975405633, "m": 0.5 }, { "p": 0.01576078310608864, "m": 0.5 } ] }, { "epoch": 97, "train_loss": 2.0143048763275146, "val_loss": 0.8126540780067444, "acc": 69.78, "time": 156.11687640899981, "param": [ { "p": 0.10166066139936447, "m": 0.5 }, { "p": 0.004664881154894829, "m": 0.5 }, { "p": 0.09468631446361542, "m": 0.5 }, { "p": 0.058804068714380264, "m": 0.10000000149011612 }, { "p": 0.022222241386771202, "m": 0.20796237885951996 }, { "p": 0.03677147254347801, "m": 0.6320675015449524 }, { "p": 0.06838356703519821, "m": 0.8420078754425049 }, { "p": 0.06198343634605408, "m": 0.8759870529174805 }, { "p": 0.05731102079153061, "m": 1.0 }, { "p": 0.08458498120307922, "m": 0.10000000149011612 }, { "p": 0.041055433452129364, "m": 1.0 }, { "p": 0.0810370147228241, "m": 1.0 }, { "p": 0.1353912055492401, "m": 0.5 }, { "p": 0.014070769771933556, "m": 0.5 }, { "p": 0.028451483696699142, "m": 0.26150578260421753 }, { "p": 0.0032429303973913193, "m": 0.17201712727546692 }, { "p": 0.00042340043000876904, "m": 0.5173362493515015 }, { "p": 0.00042340043000876904, "m": 0.2034003585577011 }, { "p": 0.003998941276222467, "m": 0.2542392611503601 }, { "p": 0.023837529122829437, "m": 0.16652561724185944 }, { "p": 0.039192017167806625, "m": 0.22219306230545044 }, { "p": 0.02312362752854824, "m": 0.5 }, { "p": 0.014679518528282642, "m": 0.5 } ] }, { "epoch": 98, "train_loss": 1.8387678861618042, "val_loss": 0.7935304045677185, "acc": 71.13, "time": 155.86580268599937, "param": [ { "p": 0.11866269260644913, "m": 0.5 }, { "p": 0.0026186651084572077, "m": 0.5 }, { "p": 0.10173977166414261, "m": 0.5 }, { "p": 0.031315919011831284, "m": 0.10000000149011612 }, { "p": 0.04565834626555443, "m": 0.12197330594062805 }, { "p": 0.03194407373666763, "m": 0.6034092307090759 }, { "p": 0.040422841906547546, "m": 0.7656970620155334 }, { "p": 0.05381876230239868, "m": 0.7609660625457764 }, { "p": 0.04961699992418289, "m": 0.9963201284408569 }, { "p": 0.05788308382034302, "m": 0.23833684623241425 }, { "p": 0.05334266647696495, "m": 1.0 }, { "p": 0.09013563394546509, "m": 1.0 }, { "p": 0.14592503011226654, "m": 0.5 }, { "p": 0.01681699976325035, "m": 0.5 }, { "p": 0.0004209128092043102, "m": 0.14607495069503784 }, { "p": 0.008791672997176647, "m": 0.12893067300319672 }, { "p": 0.004573856480419636, "m": 0.6203615665435791 }, { "p": 0.01378166489303112, "m": 0.213199645280838 }, { "p": 0.0004209128092043102, "m": 0.22363434731960297 }, { "p": 0.036182716488838196, "m": 0.10000000149011612 }, { "p": 0.0568714365363121, "m": 0.2957753539085388 }, { "p": 0.01671975664794445, "m": 0.5 }, { "p": 0.022335674613714218, "m": 0.5 } ] }, { "epoch": 99, "train_loss": 1.6596062183380127, "val_loss": 0.7653907537460327, "acc": 71.59, "time": 157.8359336329995, "param": [ { "p": 0.15433110296726227, "m": 0.5 }, { "p": 0.006560778245329857, "m": 0.5 }, { "p": 0.10517050325870514, "m": 0.5 }, { "p": 0.05248771607875824, "m": 0.10000000149011612 }, { "p": 0.04483749717473984, "m": 0.18821318447589874 }, { "p": 0.017428083345294, "m": 0.7784463763237 }, { "p": 0.03201042488217354, "m": 0.8621720671653748 }, { "p": 0.029877031221985817, "m": 0.6758822798728943 }, { "p": 0.05263633653521538, "m": 0.9985231757164001 }, { "p": 0.07741191983222961, "m": 0.25739970803260803 }, { "p": 0.05442874878644943, "m": 0.9924785494804382 }, { "p": 0.06619031727313995, "m": 1.0 }, { "p": 0.16753219068050385, "m": 0.5 }, { "p": 0.013286957517266273, "m": 0.5 }, { "p": 0.00043298499076627195, "m": 0.2833991050720215 }, { "p": 0.00430186977609992, "m": 0.11017899215221405 }, { "p": 0.02121720463037491, "m": 0.3680967390537262 }, { "p": 0.016860339790582657, "m": 0.10000000149011612 }, { "p": 0.011240269988775253, "m": 0.15745553374290466 }, { "p": 0.014432961121201515, "m": 0.10000000149011612 }, { "p": 0.04535743594169617, "m": 0.22803296148777008 }, { "p": 0.00043298499076627195, "m": 0.5 }, { "p": 0.011534416116774082, "m": 0.5 } ] }, { "epoch": 100, "train_loss": 2.142350673675537, "val_loss": 0.7649832367897034, "acc": 70.7, "time": 159.52764988800118, "param": [ { "p": 0.07990819215774536, "m": 0.5 }, { "p": 0.0004272117803338915, "m": 0.5 }, { "p": 0.08688056468963623, "m": 0.5 }, { "p": 0.06625789403915405, "m": 0.10000000149011612 }, { "p": 0.04405202716588974, "m": 0.2099275439977646 }, { "p": 0.021764637902379036, "m": 0.7982801795005798 }, { "p": 0.037802256643772125, "m": 0.7757529616355896 }, { "p": 0.0677146166563034, "m": 0.6680890321731567 }, { "p": 0.05018175393342972, "m": 0.9714518189430237 }, { "p": 0.08363686501979828, "m": 0.22137953341007233 }, { "p": 0.06611144542694092, "m": 1.0 }, { "p": 0.09059547632932663, "m": 1.0 }, { "p": 0.13685844838619232, "m": 0.5 }, { "p": 0.02839176543056965, "m": 0.5 }, { "p": 0.005184245761483908, "m": 0.24786625802516937 }, { "p": 0.0005392390303313732, "m": 0.1180950477719307 }, { "p": 0.0004272117803338915, "m": 0.3735683858394623 }, { "p": 0.018766315653920174, "m": 0.10000000149011612 }, { "p": 0.01823686808347702, "m": 0.21010994911193848 }, { "p": 0.027510588988661766, "m": 0.10374437272548676 }, { "p": 0.04236239939928055, "m": 0.2696475386619568 }, { "p": 0.011007839813828468, "m": 0.5 }, { "p": 0.015382233075797558, "m": 0.5 } ] } ] }