{ "Accuracy": 74.08, "Time": [ 269.21331270868427, 26.023325648166455, 53985.61002926598 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.2187652587890625, "val_loss": 2.061941146850586, "acc": 24.45, "time": 235.27504571399186, "param": [ { "p": 0.06908407062292099, "m": 1.0 }, { "p": 0.06650783866643906, "m": 1.0 }, { "p": 0.04895421862602234, "m": 1.0 }, { "p": 0.11001068353652954, "m": 1.0 }, { "p": 0.10464173555374146, "m": 1.0 }, { "p": 0.07883741706609726, "m": 1.0 }, { "p": 0.08762793987989426, "m": 1.0 }, { "p": 0.08524863421916962, "m": 1.0 }, { "p": 0.04797635227441788, "m": 1.0 }, { "p": 0.07929913699626923, "m": 1.0 }, { "p": 0.03480437770485878, "m": 1.0 }, { "p": 0.032984815537929535, "m": 1.0 }, { "p": 0.09158572554588318, "m": 1.0 }, { "p": 0.06243695691227913, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 4.099719047546387, "val_loss": 1.8231768608093262, "acc": 31.61, "time": 251.85330070008058, "param": [ { "p": 0.08409193158149719, "m": 1.0 }, { "p": 0.0007301582954823971, "m": 1.0 }, { "p": 0.0645473375916481, "m": 1.0 }, { "p": 0.09929466992616653, "m": 1.0 }, { "p": 0.09522972255945206, "m": 1.0 }, { "p": 0.06202465668320656, "m": 1.0 }, { "p": 0.10014929622411728, "m": 1.0 }, { "p": 0.11583900451660156, "m": 1.0 }, { "p": 0.08069857954978943, "m": 1.0 }, { "p": 0.08826127648353577, "m": 1.0 }, { "p": 0.04637429118156433, "m": 1.0 }, { "p": 0.038226597011089325, "m": 1.0 }, { "p": 0.08849451690912247, "m": 1.0 }, { "p": 0.03603797405958176, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.434689521789551, "val_loss": 1.6322697401046753, "acc": 39.89, "time": 265.0340142280329, "param": [ { "p": 0.09763803333044052, "m": 1.0 }, { "p": 0.04228648915886879, "m": 1.0 }, { "p": 0.11632296442985535, "m": 1.0 }, { "p": 0.12239892035722733, "m": 1.0 }, { "p": 0.0007235264056362212, "m": 1.0 }, { "p": 0.03878795728087425, "m": 1.0 }, { "p": 0.15010778605937958, "m": 1.0 }, { "p": 0.11453913897275925, "m": 1.0 }, { "p": 0.0007235264056362212, "m": 1.0 }, { "p": 0.04672212153673172, "m": 1.0 }, { "p": 0.12943659722805023, "m": 1.0 }, { "p": 0.04000064358115196, "m": 1.0 }, { "p": 0.09958882629871368, "m": 1.0 }, { "p": 0.0007235264056362212, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.374767780303955, "val_loss": 1.5230653285980225, "acc": 44.32, "time": 248.55440236791037, "param": [ { "p": 0.0990058109164238, "m": 1.0 }, { "p": 0.01318103913217783, "m": 1.0 }, { "p": 0.14144660532474518, "m": 1.0 }, { "p": 0.09888269007205963, "m": 1.0 }, { "p": 0.04453963786363602, "m": 1.0 }, { "p": 0.01141213160008192, "m": 1.0 }, { "p": 0.13963699340820312, "m": 1.0 }, { "p": 0.07414628565311432, "m": 1.0 }, { "p": 0.000711055938154459, "m": 1.0 }, { "p": 0.04422547668218613, "m": 1.0 }, { "p": 0.13310061395168304, "m": 1.0 }, { "p": 0.06312160193920135, "m": 1.0 }, { "p": 0.12020628154277802, "m": 1.0 }, { "p": 0.016383731737732887, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.363176107406616, "val_loss": 1.5057026147842407, "acc": 43.59, "time": 240.28392700105906, "param": [ { "p": 0.09957005083560944, "m": 1.0 }, { "p": 0.025624237954616547, "m": 1.0 }, { "p": 0.14530694484710693, "m": 1.0 }, { "p": 0.00801838468760252, "m": 1.0 }, { "p": 0.032898321747779846, "m": 1.0 }, { "p": 0.000716998300049454, "m": 1.0 }, { "p": 0.1510154753923416, "m": 1.0 }, { "p": 0.007509949617087841, "m": 1.0 }, { "p": 0.05593002215027809, "m": 1.0 }, { "p": 0.07136283069849014, "m": 1.0 }, { "p": 0.11474981904029846, "m": 1.0 }, { "p": 0.09889307618141174, "m": 1.0 }, { "p": 0.1462259143590927, "m": 1.0 }, { "p": 0.042177964001894, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.001922369003296, "val_loss": 1.4771933555603027, "acc": 47.84, "time": 237.8256781960372, "param": [ { "p": 0.10726239532232285, "m": 1.0 }, { "p": 0.011331484653055668, "m": 1.0 }, { "p": 0.1337253302335739, "m": 1.0 }, { "p": 0.043381787836551666, "m": 1.0 }, { "p": 0.03614666312932968, "m": 1.0 }, { "p": 0.04301074892282486, "m": 1.0 }, { "p": 0.1354002207517624, "m": 1.0 }, { "p": 0.05104326829314232, "m": 1.0 }, { "p": 0.05914976820349693, "m": 1.0 }, { "p": 0.08012709766626358, "m": 1.0 }, { "p": 0.1017107218503952, "m": 1.0 }, { "p": 0.06581363826990128, "m": 1.0 }, { "p": 0.1305304616689682, "m": 1.0 }, { "p": 0.0013663151767104864, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.3264172077178955, "val_loss": 1.3680113554000854, "acc": 53.38, "time": 260.3885962079512, "param": [ { "p": 0.08738487958908081, "m": 1.0 }, { "p": 0.004286086652427912, "m": 1.0 }, { "p": 0.11033912748098373, "m": 1.0 }, { "p": 0.10846685618162155, "m": 1.0 }, { "p": 0.04417962580919266, "m": 1.0 }, { "p": 0.03205956518650055, "m": 1.0 }, { "p": 0.0935986116528511, "m": 1.0 }, { "p": 0.06277690082788467, "m": 1.0 }, { "p": 0.05969025939702988, "m": 1.0 }, { "p": 0.08995059132575989, "m": 1.0 }, { "p": 0.08894307166337967, "m": 1.0 }, { "p": 0.08378555625677109, "m": 1.0 }, { "p": 0.11210005730390549, "m": 1.0 }, { "p": 0.02243879623711109, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 2.9927449226379395, "val_loss": 1.2169684171676636, "acc": 52.68, "time": 247.95680236199405, "param": [ { "p": 0.10107050836086273, "m": 1.0 }, { "p": 0.0016867248341441154, "m": 1.0 }, { "p": 0.12187027186155319, "m": 1.0 }, { "p": 0.09438598155975342, "m": 1.0 }, { "p": 0.053254272788763046, "m": 1.0 }, { "p": 0.02373085916042328, "m": 1.0 }, { "p": 0.06827884912490845, "m": 1.0 }, { "p": 0.08586079627275467, "m": 1.0 }, { "p": 0.06960368901491165, "m": 1.0 }, { "p": 0.06601262837648392, "m": 1.0 }, { "p": 0.07744724303483963, "m": 1.0 }, { "p": 0.1072174534201622, "m": 1.0 }, { "p": 0.0997205525636673, "m": 1.0 }, { "p": 0.029860185459256172, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.0285043716430664, "val_loss": 1.178796648979187, "acc": 53.56, "time": 239.8664560969919, "param": [ { "p": 0.10606352984905243, "m": 1.0 }, { "p": 0.03877736255526543, "m": 1.0 }, { "p": 0.10655763000249863, "m": 1.0 }, { "p": 0.09711110591888428, "m": 1.0 }, { "p": 0.035287074744701385, "m": 1.0 }, { "p": 0.04666632413864136, "m": 1.0 }, { "p": 0.09557265788316727, "m": 1.0 }, { "p": 0.06524293124675751, "m": 1.0 }, { "p": 0.04386958107352257, "m": 1.0 }, { "p": 0.07935024052858353, "m": 1.0 }, { "p": 0.03438345342874527, "m": 1.0 }, { "p": 0.09368076175451279, "m": 1.0 }, { "p": 0.11456914246082306, "m": 1.0 }, { "p": 0.04286821186542511, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 2.844374895095825, "val_loss": 1.335020899772644, "acc": 53.28, "time": 238.34931682492606, "param": [ { "p": 0.11915667355060577, "m": 1.0 }, { "p": 0.0007128511788323522, "m": 1.0 }, { "p": 0.12434224784374237, "m": 1.0 }, { "p": 0.11226233094930649, "m": 1.0 }, { "p": 0.0516502782702446, "m": 1.0 }, { "p": 0.03516114130616188, "m": 1.0 }, { "p": 0.07859307527542114, "m": 1.0 }, { "p": 0.10051537305116653, "m": 1.0 }, { "p": 0.06172262132167816, "m": 1.0 }, { "p": 0.06115054711699486, "m": 1.0 }, { "p": 0.04204167053103447, "m": 1.0 }, { "p": 0.10068829357624054, "m": 1.0 }, { "p": 0.10986935347318649, "m": 1.0 }, { "p": 0.0021334553603082895, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 2.7409238815307617, "val_loss": 1.2971829175949097, "acc": 56.52, "time": 234.3897740499815, "param": [ { "p": 0.09687414765357971, "m": 1.0 }, { "p": 0.022094596177339554, "m": 1.0 }, { "p": 0.12582483887672424, "m": 1.0 }, { "p": 0.10444144159555435, "m": 1.0 }, { "p": 0.06965791434049606, "m": 1.0 }, { "p": 0.042611368000507355, "m": 1.0 }, { "p": 0.0742095410823822, "m": 1.0 }, { "p": 0.07300052791833878, "m": 1.0 }, { "p": 0.03510257974267006, "m": 1.0 }, { "p": 0.07159310579299927, "m": 1.0 }, { "p": 0.06969952583312988, "m": 1.0 }, { "p": 0.10018701106309891, "m": 1.0 }, { "p": 0.11391415446996689, "m": 1.0 }, { "p": 0.0007893149740993977, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 2.2341840267181396, "val_loss": 1.131993055343628, "acc": 59.94, "time": 262.0294246409321, "param": [ { "p": 0.11540383100509644, "m": 1.0 }, { "p": 0.02404949814081192, "m": 1.0 }, { "p": 0.10910066217184067, "m": 1.0 }, { "p": 0.07656737416982651, "m": 1.0 }, { "p": 0.04060264676809311, "m": 1.0 }, { "p": 0.0196663998067379, "m": 1.0 }, { "p": 0.09365545213222504, "m": 1.0 }, { "p": 0.06941185146570206, "m": 1.0 }, { "p": 0.056330010294914246, "m": 1.0 }, { "p": 0.09119679033756256, "m": 1.0 }, { "p": 0.025649143382906914, "m": 1.0 }, { "p": 0.13398997485637665, "m": 1.0 }, { "p": 0.1436682641506195, "m": 1.0 }, { "p": 0.0007081188377924263, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.5060172080993652, "val_loss": 1.214968204498291, "acc": 55.2, "time": 252.78298159502447, "param": [ { "p": 0.09410934150218964, "m": 1.0 }, { "p": 0.0007098077330738306, "m": 1.0 }, { "p": 0.13394933938980103, "m": 1.0 }, { "p": 0.084446482360363, "m": 1.0 }, { "p": 0.02158590406179428, "m": 1.0 }, { "p": 0.039317868649959564, "m": 1.0 }, { "p": 0.060291748493909836, "m": 1.0 }, { "p": 0.08741164952516556, "m": 1.0 }, { "p": 0.0411553718149662, "m": 1.0 }, { "p": 0.08881817758083344, "m": 1.0 }, { "p": 0.09422222524881363, "m": 1.0 }, { "p": 0.0844002366065979, "m": 1.0 }, { "p": 0.12915517389774323, "m": 1.0 }, { "p": 0.04042675346136093, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.429089069366455, "val_loss": 1.111124038696289, "acc": 60.24, "time": 238.92871796095278, "param": [ { "p": 0.11096230894327164, "m": 1.0 }, { "p": 0.018324797973036766, "m": 1.0 }, { "p": 0.1029505729675293, "m": 1.0 }, { "p": 0.08062221854925156, "m": 1.0 }, { "p": 0.03868358954787254, "m": 1.0 }, { "p": 0.05065644159913063, "m": 1.0 }, { "p": 0.09418411552906036, "m": 1.0 }, { "p": 0.07373802363872528, "m": 1.0 }, { "p": 0.06890428066253662, "m": 1.0 }, { "p": 0.07551860809326172, "m": 1.0 }, { "p": 0.09183480590581894, "m": 1.0 }, { "p": 0.07596609741449356, "m": 1.0 }, { "p": 0.09543321281671524, "m": 1.0 }, { "p": 0.02222095988690853, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 2.3232812881469727, "val_loss": 1.239540934562683, "acc": 60.22, "time": 251.7390955600422, "param": [ { "p": 0.09430069476366043, "m": 1.0 }, { "p": 0.02429722435772419, "m": 1.0 }, { "p": 0.10398966073989868, "m": 1.0 }, { "p": 0.07946508377790451, "m": 1.0 }, { "p": 0.03591424971818924, "m": 1.0 }, { "p": 0.0497821606695652, "m": 1.0 }, { "p": 0.08452307432889938, "m": 1.0 }, { "p": 0.07224684953689575, "m": 1.0 }, { "p": 0.06155126169323921, "m": 1.0 }, { "p": 0.10394145548343658, "m": 1.0 }, { "p": 0.07694651186466217, "m": 1.0 }, { "p": 0.09309252351522446, "m": 1.0 }, { "p": 0.11924393475055695, "m": 1.0 }, { "p": 0.0007054202142171562, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.5312347412109375, "val_loss": 1.0123238563537598, "acc": 59.83, "time": 262.51739704201464, "param": [ { "p": 0.11059478670358658, "m": 1.0 }, { "p": 0.02150638774037361, "m": 1.0 }, { "p": 0.11144597083330154, "m": 1.0 }, { "p": 0.06772273778915405, "m": 1.0 }, { "p": 0.05449077486991882, "m": 1.0 }, { "p": 0.039539869874715805, "m": 1.0 }, { "p": 0.08497678488492966, "m": 1.0 }, { "p": 0.06445848941802979, "m": 1.0 }, { "p": 0.04558968171477318, "m": 1.0 }, { "p": 0.08329259604215622, "m": 1.0 }, { "p": 0.08559824526309967, "m": 1.0 }, { "p": 0.0938987210392952, "m": 1.0 }, { "p": 0.09395338594913483, "m": 1.0 }, { "p": 0.04293159022927284, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.273679256439209, "val_loss": 1.0210360288619995, "acc": 61.5, "time": 247.82801915809978, "param": [ { "p": 0.11995096504688263, "m": 1.0 }, { "p": 0.041640620678663254, "m": 1.0 }, { "p": 0.10485579073429108, "m": 1.0 }, { "p": 0.07504201680421829, "m": 1.0 }, { "p": 0.05904898792505264, "m": 1.0 }, { "p": 0.03417189419269562, "m": 1.0 }, { "p": 0.07876061648130417, "m": 1.0 }, { "p": 0.07236631959676743, "m": 1.0 }, { "p": 0.05598202720284462, "m": 1.0 }, { "p": 0.08562996238470078, "m": 1.0 }, { "p": 0.0757429376244545, "m": 1.0 }, { "p": 0.08966405689716339, "m": 1.0 }, { "p": 0.10008279979228973, "m": 1.0 }, { "p": 0.007060926873236895, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.3333542346954346, "val_loss": 1.1861857175827026, "acc": 62.55, "time": 254.8695751009509, "param": [ { "p": 0.10188167542219162, "m": 1.0 }, { "p": 0.022469554096460342, "m": 1.0 }, { "p": 0.0821775421500206, "m": 1.0 }, { "p": 0.08046707510948181, "m": 1.0 }, { "p": 0.05529031530022621, "m": 1.0 }, { "p": 0.039417002350091934, "m": 1.0 }, { "p": 0.09539249539375305, "m": 1.0 }, { "p": 0.07101587951183319, "m": 1.0 }, { "p": 0.06358896940946579, "m": 1.0 }, { "p": 0.07393573224544525, "m": 1.0 }, { "p": 0.0713948979973793, "m": 1.0 }, { "p": 0.09315995126962662, "m": 1.0 }, { "p": 0.12043296545743942, "m": 1.0 }, { "p": 0.029375996440649033, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 2.331707000732422, "val_loss": 1.2423348426818848, "acc": 61.08, "time": 246.98277058301028, "param": [ { "p": 0.1093870997428894, "m": 1.0 }, { "p": 0.012900691479444504, "m": 1.0 }, { "p": 0.0836501270532608, "m": 1.0 }, { "p": 0.07380863279104233, "m": 1.0 }, { "p": 0.07442459464073181, "m": 1.0 }, { "p": 0.05070165544748306, "m": 1.0 }, { "p": 0.08087809383869171, "m": 1.0 }, { "p": 0.08563590794801712, "m": 1.0 }, { "p": 0.0570380799472332, "m": 1.0 }, { "p": 0.07682355493307114, "m": 1.0 }, { "p": 0.056624721735715866, "m": 1.0 }, { "p": 0.10168373584747314, "m": 1.0 }, { "p": 0.10332361608743668, "m": 1.0 }, { "p": 0.03311945125460625, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 2.0667359828948975, "val_loss": 0.9867690801620483, "acc": 63.63, "time": 249.76935957802925, "param": [ { "p": 0.09336128830909729, "m": 1.0 }, { "p": 0.03304395452141762, "m": 1.0 }, { "p": 0.09708566218614578, "m": 1.0 }, { "p": 0.08024290949106216, "m": 1.0 }, { "p": 0.04559687525033951, "m": 1.0 }, { "p": 0.03446852043271065, "m": 1.0 }, { "p": 0.0979996845126152, "m": 1.0 }, { "p": 0.06563036143779755, "m": 1.0 }, { "p": 0.061975833028554916, "m": 1.0 }, { "p": 0.08580958098173141, "m": 1.0 }, { "p": 0.06906634569168091, "m": 1.0 }, { "p": 0.09639307111501694, "m": 1.0 }, { "p": 0.10635743290185928, "m": 1.0 }, { "p": 0.032968487590551376, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 2.003635883331299, "val_loss": 1.0362697839736938, "acc": 62.0, "time": 246.5331531019183, "param": [ { "p": 0.11753256618976593, "m": 1.0 }, { "p": 0.010370668023824692, "m": 1.0 }, { "p": 0.09892771393060684, "m": 1.0 }, { "p": 0.09557060897350311, "m": 1.0 }, { "p": 0.052786197513341904, "m": 1.0 }, { "p": 0.03948858007788658, "m": 1.0 }, { "p": 0.0762229859828949, "m": 1.0 }, { "p": 0.09629008173942566, "m": 1.0 }, { "p": 0.04568735882639885, "m": 1.0 }, { "p": 0.07824067771434784, "m": 1.0 }, { "p": 0.06720238924026489, "m": 1.0 }, { "p": 0.08630606532096863, "m": 1.0 }, { "p": 0.10786841809749603, "m": 1.0 }, { "p": 0.02750575542449951, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.8394842147827148, "val_loss": 1.1151823997497559, "acc": 64.7, "time": 252.64997948997188, "param": [ { "p": 0.10964713245630264, "m": 1.0 }, { "p": 0.01240065973252058, "m": 1.0 }, { "p": 0.11521011590957642, "m": 1.0 }, { "p": 0.10128044337034225, "m": 1.0 }, { "p": 0.06868433207273483, "m": 1.0 }, { "p": 0.036630645394325256, "m": 1.0 }, { "p": 0.05786871165037155, "m": 1.0 }, { "p": 0.06966878473758698, "m": 1.0 }, { "p": 0.0392206534743309, "m": 1.0 }, { "p": 0.09065186977386475, "m": 1.0 }, { "p": 0.06984835863113403, "m": 1.0 }, { "p": 0.10196173191070557, "m": 1.0 }, { "p": 0.10238981246948242, "m": 1.0 }, { "p": 0.024536743760108948, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.1742849349975586, "val_loss": 0.9581812620162964, "acc": 63.5, "time": 247.96007481205743, "param": [ { "p": 0.10180041939020157, "m": 1.0 }, { "p": 0.021289484575390816, "m": 1.0 }, { "p": 0.09485790878534317, "m": 1.0 }, { "p": 0.08628455549478531, "m": 1.0 }, { "p": 0.054778650403022766, "m": 1.0 }, { "p": 0.041397325694561005, "m": 1.0 }, { "p": 0.08568074554204941, "m": 1.0 }, { "p": 0.07354690134525299, "m": 1.0 }, { "p": 0.051434777677059174, "m": 1.0 }, { "p": 0.08791737258434296, "m": 1.0 }, { "p": 0.07295729964971542, "m": 1.0 }, { "p": 0.09129322320222855, "m": 1.0 }, { "p": 0.09733567386865616, "m": 1.0 }, { "p": 0.039425648748874664, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.2565338611602783, "val_loss": 1.064965009689331, "acc": 65.45, "time": 242.06030887796078, "param": [ { "p": 0.0992831289768219, "m": 1.0 }, { "p": 0.013054775074124336, "m": 1.0 }, { "p": 0.09827505052089691, "m": 1.0 }, { "p": 0.09136887639760971, "m": 1.0 }, { "p": 0.046242453157901764, "m": 1.0 }, { "p": 0.046136364340782166, "m": 1.0 }, { "p": 0.07000218331813812, "m": 1.0 }, { "p": 0.08858460187911987, "m": 1.0 }, { "p": 0.05714171379804611, "m": 1.0 }, { "p": 0.08029309660196304, "m": 1.0 }, { "p": 0.07237071543931961, "m": 1.0 }, { "p": 0.08966442942619324, "m": 1.0 }, { "p": 0.10922326147556305, "m": 1.0 }, { "p": 0.03835926577448845, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 2.0498201847076416, "val_loss": 0.9728619456291199, "acc": 64.38, "time": 258.321999972919, "param": [ { "p": 0.1089128628373146, "m": 1.0 }, { "p": 0.031955648213624954, "m": 1.0 }, { "p": 0.08934684842824936, "m": 1.0 }, { "p": 0.03129224479198456, "m": 1.0 }, { "p": 0.06549794226884842, "m": 1.0 }, { "p": 0.04587619751691818, "m": 1.0 }, { "p": 0.07551908493041992, "m": 1.0 }, { "p": 0.07865174114704132, "m": 1.0 }, { "p": 0.055835746228694916, "m": 1.0 }, { "p": 0.08517828583717346, "m": 1.0 }, { "p": 0.07550498098134995, "m": 1.0 }, { "p": 0.11124023795127869, "m": 1.0 }, { "p": 0.09989670664072037, "m": 1.0 }, { "p": 0.045291438698768616, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.2576687335968018, "val_loss": 1.0697822570800781, "acc": 62.96, "time": 240.46160294802394, "param": [ { "p": 0.10188893228769302, "m": 1.0 }, { "p": 0.022365326061844826, "m": 1.0 }, { "p": 0.11164823174476624, "m": 1.0 }, { "p": 0.08255703002214432, "m": 1.0 }, { "p": 0.07200894504785538, "m": 1.0 }, { "p": 0.03992164134979248, "m": 1.0 }, { "p": 0.09479775279760361, "m": 1.0 }, { "p": 0.0617295578122139, "m": 1.0 }, { "p": 0.053500592708587646, "m": 1.0 }, { "p": 0.08014234155416489, "m": 1.0 }, { "p": 0.04708167538046837, "m": 1.0 }, { "p": 0.08612341433763504, "m": 1.0 }, { "p": 0.1104293018579483, "m": 1.0 }, { "p": 0.035805247724056244, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.7604678869247437, "val_loss": 0.9456574320793152, "acc": 66.12, "time": 258.73964596993756, "param": [ { "p": 0.09757702797651291, "m": 1.0 }, { "p": 0.0007011666311882436, "m": 1.0 }, { "p": 0.08864682912826538, "m": 1.0 }, { "p": 0.07895772904157639, "m": 1.0 }, { "p": 0.07382868230342865, "m": 1.0 }, { "p": 0.06433441489934921, "m": 1.0 }, { "p": 0.10257931798696518, "m": 1.0 }, { "p": 0.07296030223369598, "m": 1.0 }, { "p": 0.040536362677812576, "m": 1.0 }, { "p": 0.08278081566095352, "m": 1.0 }, { "p": 0.05954136326909065, "m": 1.0 }, { "p": 0.08815884590148926, "m": 1.0 }, { "p": 0.10806060582399368, "m": 1.0 }, { "p": 0.04133651405572891, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.159363269805908, "val_loss": 1.023352026939392, "acc": 65.51, "time": 241.90371198498178, "param": [ { "p": 0.09503186494112015, "m": 1.0 }, { "p": 0.008200043812394142, "m": 1.0 }, { "p": 0.10505496710538864, "m": 1.0 }, { "p": 0.08853895217180252, "m": 1.0 }, { "p": 0.041352611035108566, "m": 1.0 }, { "p": 0.045013654977083206, "m": 1.0 }, { "p": 0.06693360954523087, "m": 1.0 }, { "p": 0.09660134464502335, "m": 1.0 }, { "p": 0.06632671505212784, "m": 1.0 }, { "p": 0.07660148292779922, "m": 1.0 }, { "p": 0.08205387741327286, "m": 1.0 }, { "p": 0.08480658382177353, "m": 1.0 }, { "p": 0.09839269518852234, "m": 1.0 }, { "p": 0.045091524720191956, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.973536729812622, "val_loss": 1.0363527536392212, "acc": 66.58, "time": 262.9599543559598, "param": [ { "p": 0.10762118548154831, "m": 1.0 }, { "p": 0.028251705691218376, "m": 1.0 }, { "p": 0.07232272624969482, "m": 1.0 }, { "p": 0.07145145535469055, "m": 1.0 }, { "p": 0.06583315879106522, "m": 1.0 }, { "p": 0.055382195860147476, "m": 1.0 }, { "p": 0.08271447569131851, "m": 1.0 }, { "p": 0.08244151622056961, "m": 1.0 }, { "p": 0.05768607184290886, "m": 1.0 }, { "p": 0.0914599597454071, "m": 1.0 }, { "p": 0.0618947297334671, "m": 1.0 }, { "p": 0.08937139809131622, "m": 1.0 }, { "p": 0.10740391910076141, "m": 1.0 }, { "p": 0.026165470480918884, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.839062213897705, "val_loss": 0.9063769578933716, "acc": 67.0, "time": 251.56596252508461, "param": [ { "p": 0.10084228217601776, "m": 1.0 }, { "p": 0.026007991284132004, "m": 1.0 }, { "p": 0.08561524748802185, "m": 1.0 }, { "p": 0.08305412530899048, "m": 1.0 }, { "p": 0.045269742608070374, "m": 1.0 }, { "p": 0.02625735104084015, "m": 1.0 }, { "p": 0.08923809975385666, "m": 1.0 }, { "p": 0.07806132733821869, "m": 1.0 }, { "p": 0.07250399142503738, "m": 1.0 }, { "p": 0.08325453102588654, "m": 1.0 }, { "p": 0.08158084750175476, "m": 1.0 }, { "p": 0.08804487437009811, "m": 1.0 }, { "p": 0.09295134991407394, "m": 1.0 }, { "p": 0.0473182275891304, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.210636854171753, "val_loss": 0.9406298995018005, "acc": 66.66, "time": 261.2921960770618, "param": [ { "p": 0.10023394972085953, "m": 1.0 }, { "p": 0.03346529230475426, "m": 1.0 }, { "p": 0.10245741158723831, "m": 1.0 }, { "p": 0.08687566965818405, "m": 1.0 }, { "p": 0.07333774864673615, "m": 1.0 }, { "p": 0.03164570406079292, "m": 1.0 }, { "p": 0.07678069919347763, "m": 1.0 }, { "p": 0.0806543305516243, "m": 1.0 }, { "p": 0.06081083044409752, "m": 1.0 }, { "p": 0.05896903946995735, "m": 1.0 }, { "p": 0.07240772992372513, "m": 1.0 }, { "p": 0.0914728045463562, "m": 1.0 }, { "p": 0.10624120384454727, "m": 1.0 }, { "p": 0.02464750036597252, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.3123116493225098, "val_loss": 0.8578416705131531, "acc": 67.27, "time": 252.11290739499964, "param": [ { "p": 0.11099713295698166, "m": 1.0 }, { "p": 0.029524991288781166, "m": 1.0 }, { "p": 0.08048538863658905, "m": 1.0 }, { "p": 0.0674845427274704, "m": 1.0 }, { "p": 0.05863286927342415, "m": 1.0 }, { "p": 0.03649717569351196, "m": 1.0 }, { "p": 0.10790031403303146, "m": 1.0 }, { "p": 0.07199779897928238, "m": 1.0 }, { "p": 0.05350622162222862, "m": 1.0 }, { "p": 0.06785394251346588, "m": 1.0 }, { "p": 0.07335205376148224, "m": 1.0 }, { "p": 0.10967550426721573, "m": 1.0 }, { "p": 0.11387304216623306, "m": 1.0 }, { "p": 0.018219079822301865, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.979200839996338, "val_loss": 1.03716242313385, "acc": 67.43, "time": 250.03193000005558, "param": [ { "p": 0.10227535665035248, "m": 1.0 }, { "p": 0.017412351444363594, "m": 1.0 }, { "p": 0.10827333480119705, "m": 1.0 }, { "p": 0.06666036695241928, "m": 1.0 }, { "p": 0.04983215406537056, "m": 1.0 }, { "p": 0.051384225487709045, "m": 1.0 }, { "p": 0.07687872648239136, "m": 1.0 }, { "p": 0.07420537620782852, "m": 1.0 }, { "p": 0.060561489313840866, "m": 1.0 }, { "p": 0.08185439556837082, "m": 1.0 }, { "p": 0.08360206335783005, "m": 1.0 }, { "p": 0.0931638553738594, "m": 1.0 }, { "p": 0.09833575785160065, "m": 1.0 }, { "p": 0.035560596734285355, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.910783290863037, "val_loss": 1.058974027633667, "acc": 66.78, "time": 265.88305920001585, "param": [ { "p": 0.09421472251415253, "m": 1.0 }, { "p": 0.03279881551861763, "m": 1.0 }, { "p": 0.07508141547441483, "m": 1.0 }, { "p": 0.09672689437866211, "m": 1.0 }, { "p": 0.03275102376937866, "m": 1.0 }, { "p": 0.06848770380020142, "m": 1.0 }, { "p": 0.08096984028816223, "m": 1.0 }, { "p": 0.08235190063714981, "m": 1.0 }, { "p": 0.0649927482008934, "m": 1.0 }, { "p": 0.08722244203090668, "m": 1.0 }, { "p": 0.08229164779186249, "m": 1.0 }, { "p": 0.0749189481139183, "m": 1.0 }, { "p": 0.08491293340921402, "m": 1.0 }, { "p": 0.042278923094272614, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.7137223482131958, "val_loss": 0.8863292336463928, "acc": 66.83, "time": 253.31448475597426, "param": [ { "p": 0.09261514991521835, "m": 1.0 }, { "p": 0.03642456978559494, "m": 1.0 }, { "p": 0.09288668632507324, "m": 1.0 }, { "p": 0.0594937801361084, "m": 1.0 }, { "p": 0.06273657828569412, "m": 1.0 }, { "p": 0.03702295944094658, "m": 1.0 }, { "p": 0.08336230367422104, "m": 1.0 }, { "p": 0.09137534350156784, "m": 1.0 }, { "p": 0.060608383268117905, "m": 1.0 }, { "p": 0.0744832307100296, "m": 1.0 }, { "p": 0.09033950418233871, "m": 1.0 }, { "p": 0.08469203859567642, "m": 1.0 }, { "p": 0.09718679636716843, "m": 1.0 }, { "p": 0.03677274286746979, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.452430248260498, "val_loss": 0.9303442239761353, "acc": 67.95, "time": 254.04801842698362, "param": [ { "p": 0.10181768238544464, "m": 1.0 }, { "p": 0.031135717406868935, "m": 1.0 }, { "p": 0.09739533811807632, "m": 1.0 }, { "p": 0.08441533148288727, "m": 1.0 }, { "p": 0.03870229050517082, "m": 1.0 }, { "p": 0.02719094045460224, "m": 1.0 }, { "p": 0.09391244500875473, "m": 1.0 }, { "p": 0.07743625342845917, "m": 1.0 }, { "p": 0.05927693843841553, "m": 1.0 }, { "p": 0.07593472301959991, "m": 1.0 }, { "p": 0.08615822345018387, "m": 1.0 }, { "p": 0.0918818935751915, "m": 1.0 }, { "p": 0.0942990705370903, "m": 1.0 }, { "p": 0.040443286299705505, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.7938122749328613, "val_loss": 0.9516427516937256, "acc": 67.01, "time": 264.91134513297584, "param": [ { "p": 0.0970575213432312, "m": 1.0 }, { "p": 0.036767490208148956, "m": 1.0 }, { "p": 0.09535633772611618, "m": 1.0 }, { "p": 0.09017343074083328, "m": 1.0 }, { "p": 0.08063880354166031, "m": 1.0 }, { "p": 0.059025101363658905, "m": 1.0 }, { "p": 0.059389885514974594, "m": 1.0 }, { "p": 0.07310031354427338, "m": 1.0 }, { "p": 0.04358711093664169, "m": 1.0 }, { "p": 0.0665886253118515, "m": 1.0 }, { "p": 0.08884252607822418, "m": 1.0 }, { "p": 0.07518813014030457, "m": 1.0 }, { "p": 0.09487002342939377, "m": 1.0 }, { "p": 0.0394146703183651, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.930442452430725, "val_loss": 1.098294734954834, "acc": 67.62, "time": 266.895773279015, "param": [ { "p": 0.09611442685127258, "m": 1.0 }, { "p": 0.03110247477889061, "m": 1.0 }, { "p": 0.11020629107952118, "m": 1.0 }, { "p": 0.07165368646383286, "m": 1.0 }, { "p": 0.06059088185429573, "m": 1.0 }, { "p": 0.045732613652944565, "m": 1.0 }, { "p": 0.07971785217523575, "m": 1.0 }, { "p": 0.06612471491098404, "m": 1.0 }, { "p": 0.05913726985454559, "m": 1.0 }, { "p": 0.06456907093524933, "m": 1.0 }, { "p": 0.0724334716796875, "m": 1.0 }, { "p": 0.08096420764923096, "m": 1.0 }, { "p": 0.10741502046585083, "m": 1.0 }, { "p": 0.054238129407167435, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.39785635471344, "val_loss": 0.8544334769248962, "acc": 67.63, "time": 243.03760292602237, "param": [ { "p": 0.08676818013191223, "m": 1.0 }, { "p": 0.040462370961904526, "m": 1.0 }, { "p": 0.09978759288787842, "m": 1.0 }, { "p": 0.0840132087469101, "m": 1.0 }, { "p": 0.04683186113834381, "m": 1.0 }, { "p": 0.042098402976989746, "m": 1.0 }, { "p": 0.10291443765163422, "m": 1.0 }, { "p": 0.06380335986614227, "m": 1.0 }, { "p": 0.05845463275909424, "m": 1.0 }, { "p": 0.07169672846794128, "m": 1.0 }, { "p": 0.06399121880531311, "m": 1.0 }, { "p": 0.09567750245332718, "m": 1.0 }, { "p": 0.1018318310379982, "m": 1.0 }, { "p": 0.04166870936751366, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 2.1363279819488525, "val_loss": 1.0244601964950562, "acc": 68.11, "time": 257.2916345760459, "param": [ { "p": 0.11401402205228806, "m": 1.0 }, { "p": 0.018350156024098396, "m": 1.0 }, { "p": 0.10462240129709244, "m": 1.0 }, { "p": 0.06303001940250397, "m": 1.0 }, { "p": 0.07024147361516953, "m": 1.0 }, { "p": 0.04610103741288185, "m": 1.0 }, { "p": 0.0868091732263565, "m": 1.0 }, { "p": 0.06721056252717972, "m": 1.0 }, { "p": 0.07760678976774216, "m": 1.0 }, { "p": 0.0749293863773346, "m": 1.0 }, { "p": 0.060472238808870316, "m": 1.0 }, { "p": 0.07809122651815414, "m": 1.0 }, { "p": 0.08945410698652267, "m": 1.0 }, { "p": 0.049067310988903046, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.523561954498291, "val_loss": 0.8507569432258606, "acc": 67.81, "time": 253.64782892994117, "param": [ { "p": 0.08209501951932907, "m": 1.0 }, { "p": 0.013801676221191883, "m": 1.0 }, { "p": 0.1050930842757225, "m": 1.0 }, { "p": 0.062365155667066574, "m": 1.0 }, { "p": 0.05832437798380852, "m": 1.0 }, { "p": 0.048274632543325424, "m": 1.0 }, { "p": 0.08187714964151382, "m": 1.0 }, { "p": 0.07765024900436401, "m": 1.0 }, { "p": 0.06381185352802277, "m": 1.0 }, { "p": 0.08955027163028717, "m": 1.0 }, { "p": 0.07982560992240906, "m": 1.0 }, { "p": 0.08155451714992523, "m": 1.0 }, { "p": 0.1049918532371521, "m": 1.0 }, { "p": 0.050784576684236526, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.5979833602905273, "val_loss": 0.9988561868667603, "acc": 68.85, "time": 262.7407618419966, "param": [ { "p": 0.07726862281560898, "m": 1.0 }, { "p": 0.03545653447508812, "m": 1.0 }, { "p": 0.07986018061637878, "m": 1.0 }, { "p": 0.08484412729740143, "m": 1.0 }, { "p": 0.04932648688554764, "m": 1.0 }, { "p": 0.053448162972927094, "m": 1.0 }, { "p": 0.0974782332777977, "m": 1.0 }, { "p": 0.08668570965528488, "m": 1.0 }, { "p": 0.05870462954044342, "m": 1.0 }, { "p": 0.08048447966575623, "m": 1.0 }, { "p": 0.07068435102701187, "m": 1.0 }, { "p": 0.09283715486526489, "m": 1.0 }, { "p": 0.09980590641498566, "m": 1.0 }, { "p": 0.03311542049050331, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.5983400344848633, "val_loss": 0.919685959815979, "acc": 67.16, "time": 261.49077528493945, "param": [ { "p": 0.1019803136587143, "m": 1.0 }, { "p": 0.029279472306370735, "m": 1.0 }, { "p": 0.09277267009019852, "m": 1.0 }, { "p": 0.09052862972021103, "m": 1.0 }, { "p": 0.06357632577419281, "m": 1.0 }, { "p": 0.032781269401311874, "m": 1.0 }, { "p": 0.09077109396457672, "m": 1.0 }, { "p": 0.07480916380882263, "m": 1.0 }, { "p": 0.04730021581053734, "m": 1.0 }, { "p": 0.08210302889347076, "m": 1.0 }, { "p": 0.07107250392436981, "m": 1.0 }, { "p": 0.07660677284002304, "m": 1.0 }, { "p": 0.10901866108179092, "m": 1.0 }, { "p": 0.037399858236312866, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.5310389995574951, "val_loss": 0.8577320575714111, "acc": 67.63, "time": 255.97092858201358, "param": [ { "p": 0.10747312009334564, "m": 1.0 }, { "p": 0.0330905020236969, "m": 1.0 }, { "p": 0.09204279631376266, "m": 1.0 }, { "p": 0.07454539090394974, "m": 1.0 }, { "p": 0.050245609134435654, "m": 1.0 }, { "p": 0.04074865207076073, "m": 1.0 }, { "p": 0.06526278704404831, "m": 1.0 }, { "p": 0.06885161995887756, "m": 1.0 }, { "p": 0.029299695044755936, "m": 1.0 }, { "p": 0.08124606311321259, "m": 1.0 }, { "p": 0.08695092797279358, "m": 1.0 }, { "p": 0.09547124803066254, "m": 1.0 }, { "p": 0.10637760162353516, "m": 1.0 }, { "p": 0.06839402765035629, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.3410793542861938, "val_loss": 0.8174412250518799, "acc": 69.68, "time": 249.91670043300837, "param": [ { "p": 0.08435322344303131, "m": 1.0 }, { "p": 0.035605065524578094, "m": 1.0 }, { "p": 0.09793874621391296, "m": 1.0 }, { "p": 0.04736809432506561, "m": 1.0 }, { "p": 0.05870337039232254, "m": 1.0 }, { "p": 0.05113155394792557, "m": 1.0 }, { "p": 0.09915964305400848, "m": 1.0 }, { "p": 0.07896875590085983, "m": 1.0 }, { "p": 0.040329184383153915, "m": 1.0 }, { "p": 0.08760663866996765, "m": 1.0 }, { "p": 0.0881689116358757, "m": 1.0 }, { "p": 0.09952642023563385, "m": 1.0 }, { "p": 0.09300276637077332, "m": 1.0 }, { "p": 0.038137566298246384, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.544014573097229, "val_loss": 0.8173840045928955, "acc": 68.82, "time": 252.36149584094528, "param": [ { "p": 0.08039890974760056, "m": 1.0 }, { "p": 0.03426770865917206, "m": 1.0 }, { "p": 0.09775261580944061, "m": 1.0 }, { "p": 0.08503895252943039, "m": 1.0 }, { "p": 0.06624414026737213, "m": 1.0 }, { "p": 0.026679538190364838, "m": 1.0 }, { "p": 0.06668943166732788, "m": 1.0 }, { "p": 0.0867047905921936, "m": 1.0 }, { "p": 0.07317524403333664, "m": 1.0 }, { "p": 0.07493220269680023, "m": 1.0 }, { "p": 0.07598699629306793, "m": 1.0 }, { "p": 0.0849737823009491, "m": 1.0 }, { "p": 0.10503719002008438, "m": 1.0 }, { "p": 0.04211845621466637, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.7963457107543945, "val_loss": 0.9395062327384949, "acc": 68.23, "time": 254.89425027300604, "param": [ { "p": 0.09934437274932861, "m": 1.0 }, { "p": 0.042256467044353485, "m": 1.0 }, { "p": 0.0844855085015297, "m": 1.0 }, { "p": 0.03996969759464264, "m": 1.0 }, { "p": 0.06226271018385887, "m": 1.0 }, { "p": 0.04940056800842285, "m": 1.0 }, { "p": 0.0853104516863823, "m": 1.0 }, { "p": 0.07483508437871933, "m": 1.0 }, { "p": 0.0597582571208477, "m": 1.0 }, { "p": 0.06904762983322144, "m": 1.0 }, { "p": 0.09116470813751221, "m": 1.0 }, { "p": 0.09331389516592026, "m": 1.0 }, { "p": 0.10506755858659744, "m": 1.0 }, { "p": 0.043783120810985565, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.3431897163391113, "val_loss": 0.917667031288147, "acc": 68.15, "time": 245.58273183205165, "param": [ { "p": 0.09065970033407211, "m": 1.0 }, { "p": 0.020904408767819405, "m": 1.0 }, { "p": 0.09791883081197739, "m": 1.0 }, { "p": 0.07470571994781494, "m": 1.0 }, { "p": 0.06238214671611786, "m": 1.0 }, { "p": 0.02623395062983036, "m": 1.0 }, { "p": 0.0826975554227829, "m": 1.0 }, { "p": 0.09356755763292313, "m": 1.0 }, { "p": 0.0650661364197731, "m": 1.0 }, { "p": 0.06492246687412262, "m": 1.0 }, { "p": 0.07721305638551712, "m": 1.0 }, { "p": 0.09360330551862717, "m": 1.0 }, { "p": 0.09368785470724106, "m": 1.0 }, { "p": 0.056437261402606964, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.1800614595413208, "val_loss": 0.9102118015289307, "acc": 68.83, "time": 255.28236881596968, "param": [ { "p": 0.09468691051006317, "m": 1.0 }, { "p": 0.030543839558959007, "m": 1.0 }, { "p": 0.1035502627491951, "m": 1.0 }, { "p": 0.07592371106147766, "m": 1.0 }, { "p": 0.06121467053890228, "m": 1.0 }, { "p": 0.04703866317868233, "m": 1.0 }, { "p": 0.08583272993564606, "m": 1.0 }, { "p": 0.07796403765678406, "m": 1.0 }, { "p": 0.054266300052404404, "m": 1.0 }, { "p": 0.08810397237539291, "m": 1.0 }, { "p": 0.051894668489694595, "m": 1.0 }, { "p": 0.09822601079940796, "m": 1.0 }, { "p": 0.09139811992645264, "m": 1.0 }, { "p": 0.03935602679848671, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.2985749244689941, "val_loss": 0.8579248189926147, "acc": 69.36, "time": 258.1115185789531, "param": [ { "p": 0.09979379922151566, "m": 1.0 }, { "p": 0.021556096151471138, "m": 1.0 }, { "p": 0.10014913231134415, "m": 1.0 }, { "p": 0.08338586986064911, "m": 1.0 }, { "p": 0.039117828011512756, "m": 1.0 }, { "p": 0.030154986307024956, "m": 1.0 }, { "p": 0.08513380587100983, "m": 1.0 }, { "p": 0.09288499504327774, "m": 1.0 }, { "p": 0.06365760415792465, "m": 1.0 }, { "p": 0.08940520882606506, "m": 1.0 }, { "p": 0.07201925665140152, "m": 1.0 }, { "p": 0.08906485885381699, "m": 1.0 }, { "p": 0.08506651222705841, "m": 1.0 }, { "p": 0.0486101470887661, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.4798107147216797, "val_loss": 0.8596882224082947, "acc": 67.91, "time": 273.74702199804597, "param": [ { "p": 0.0947926715016365, "m": 1.0 }, { "p": 0.035467714071273804, "m": 1.0 }, { "p": 0.09641202539205551, "m": 1.0 }, { "p": 0.07609760761260986, "m": 1.0 }, { "p": 0.050647884607315063, "m": 1.0 }, { "p": 0.06394919008016586, "m": 1.0 }, { "p": 0.09709227830171585, "m": 1.0 }, { "p": 0.08094476908445358, "m": 1.0 }, { "p": 0.059871941804885864, "m": 1.0 }, { "p": 0.08124029636383057, "m": 1.0 }, { "p": 0.05992504209280014, "m": 1.0 }, { "p": 0.08623334020376205, "m": 1.0 }, { "p": 0.08138107508420944, "m": 1.0 }, { "p": 0.035944271832704544, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.3489906787872314, "val_loss": 0.8956512212753296, "acc": 69.5, "time": 262.0873140579788, "param": [ { "p": 0.08406510949134827, "m": 1.0 }, { "p": 0.03705967217683792, "m": 1.0 }, { "p": 0.0749671459197998, "m": 1.0 }, { "p": 0.0704469308257103, "m": 1.0 }, { "p": 0.052652161568403244, "m": 1.0 }, { "p": 0.052208539098501205, "m": 1.0 }, { "p": 0.08034293353557587, "m": 1.0 }, { "p": 0.10163412243127823, "m": 1.0 }, { "p": 0.07733066380023956, "m": 1.0 }, { "p": 0.04831637442111969, "m": 1.0 }, { "p": 0.07252093404531479, "m": 1.0 }, { "p": 0.08937150985002518, "m": 1.0 }, { "p": 0.10467831045389175, "m": 1.0 }, { "p": 0.0544055737555027, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.3884148597717285, "val_loss": 0.7988869547843933, "acc": 69.46, "time": 247.39114510489162, "param": [ { "p": 0.07412603497505188, "m": 1.0 }, { "p": 0.04450031742453575, "m": 1.0 }, { "p": 0.08655811101198196, "m": 1.0 }, { "p": 0.08607394993305206, "m": 1.0 }, { "p": 0.04836781695485115, "m": 1.0 }, { "p": 0.03986963629722595, "m": 1.0 }, { "p": 0.09322494268417358, "m": 1.0 }, { "p": 0.10291049629449844, "m": 1.0 }, { "p": 0.03447737172245979, "m": 1.0 }, { "p": 0.07548601180315018, "m": 1.0 }, { "p": 0.07716841995716095, "m": 1.0 }, { "p": 0.09053396433591843, "m": 1.0 }, { "p": 0.09275069832801819, "m": 1.0 }, { "p": 0.05395222082734108, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.3816282749176025, "val_loss": 0.9308759570121765, "acc": 68.83, "time": 266.07355049590115, "param": [ { "p": 0.11223231256008148, "m": 1.0 }, { "p": 0.036082521080970764, "m": 1.0 }, { "p": 0.08086416125297546, "m": 1.0 }, { "p": 0.09233676642179489, "m": 1.0 }, { "p": 0.05608212202787399, "m": 1.0 }, { "p": 0.03216499090194702, "m": 1.0 }, { "p": 0.07575999945402145, "m": 1.0 }, { "p": 0.08080536127090454, "m": 1.0 }, { "p": 0.057114776223897934, "m": 1.0 }, { "p": 0.08210089057683945, "m": 1.0 }, { "p": 0.07538223266601562, "m": 1.0 }, { "p": 0.07917578518390656, "m": 1.0 }, { "p": 0.08805128186941147, "m": 1.0 }, { "p": 0.051846787333488464, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.750359296798706, "val_loss": 0.8921488523483276, "acc": 68.2, "time": 272.83528849610593, "param": [ { "p": 0.07861345261335373, "m": 1.0 }, { "p": 0.041400931775569916, "m": 1.0 }, { "p": 0.09071528911590576, "m": 1.0 }, { "p": 0.0821312665939331, "m": 1.0 }, { "p": 0.05885535106062889, "m": 1.0 }, { "p": 0.04762089252471924, "m": 1.0 }, { "p": 0.08625169098377228, "m": 1.0 }, { "p": 0.09291911870241165, "m": 1.0 }, { "p": 0.05867406353354454, "m": 1.0 }, { "p": 0.07599756866693497, "m": 1.0 }, { "p": 0.05914824455976486, "m": 1.0 }, { "p": 0.08047322183847427, "m": 1.0 }, { "p": 0.10049457848072052, "m": 1.0 }, { "p": 0.04670444503426552, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.6677626371383667, "val_loss": 0.9463790059089661, "acc": 69.26, "time": 245.78551112802234, "param": [ { "p": 0.08301263302564621, "m": 1.0 }, { "p": 0.03404279425740242, "m": 1.0 }, { "p": 0.09926929324865341, "m": 1.0 }, { "p": 0.06639938056468964, "m": 1.0 }, { "p": 0.06590238213539124, "m": 1.0 }, { "p": 0.06260726600885391, "m": 1.0 }, { "p": 0.09762563556432724, "m": 1.0 }, { "p": 0.0541989766061306, "m": 1.0 }, { "p": 0.06051260605454445, "m": 1.0 }, { "p": 0.07917390763759613, "m": 1.0 }, { "p": 0.0897359773516655, "m": 1.0 }, { "p": 0.0758228600025177, "m": 1.0 }, { "p": 0.09570024907588959, "m": 1.0 }, { "p": 0.03599594533443451, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.1860514879226685, "val_loss": 1.0193281173706055, "acc": 68.31, "time": 258.22549780795816, "param": [ { "p": 0.06822249293327332, "m": 1.0 }, { "p": 0.04307321086525917, "m": 1.0 }, { "p": 0.10212213546037674, "m": 1.0 }, { "p": 0.08409732580184937, "m": 1.0 }, { "p": 0.07141364365816116, "m": 1.0 }, { "p": 0.02744709700345993, "m": 1.0 }, { "p": 0.07748286426067352, "m": 1.0 }, { "p": 0.07417426258325577, "m": 1.0 }, { "p": 0.05596895515918732, "m": 1.0 }, { "p": 0.0754428431391716, "m": 1.0 }, { "p": 0.08316052705049515, "m": 1.0 }, { "p": 0.06814214587211609, "m": 1.0 }, { "p": 0.09803447127342224, "m": 1.0 }, { "p": 0.07121796905994415, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.697744369506836, "val_loss": 0.915648877620697, "acc": 69.67, "time": 257.02100642293226, "param": [ { "p": 0.07650221139192581, "m": 1.0 }, { "p": 0.01998073421418667, "m": 1.0 }, { "p": 0.10512419790029526, "m": 1.0 }, { "p": 0.0817965567111969, "m": 1.0 }, { "p": 0.04767711088061333, "m": 1.0 }, { "p": 0.04847957566380501, "m": 1.0 }, { "p": 0.07778289169073105, "m": 1.0 }, { "p": 0.06700752675533295, "m": 1.0 }, { "p": 0.08486872911453247, "m": 1.0 }, { "p": 0.07570766657590866, "m": 1.0 }, { "p": 0.08219695836305618, "m": 1.0 }, { "p": 0.0900634229183197, "m": 1.0 }, { "p": 0.09241661429405212, "m": 1.0 }, { "p": 0.05039585381746292, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.4096126556396484, "val_loss": 0.7952081561088562, "acc": 69.44, "time": 247.21647958701942, "param": [ { "p": 0.09717997908592224, "m": 1.0 }, { "p": 0.03491935133934021, "m": 1.0 }, { "p": 0.11555991321802139, "m": 1.0 }, { "p": 0.09064941853284836, "m": 1.0 }, { "p": 0.05402768775820732, "m": 1.0 }, { "p": 0.03833096846938133, "m": 1.0 }, { "p": 0.09049628674983978, "m": 1.0 }, { "p": 0.0880846157670021, "m": 1.0 }, { "p": 0.05538692697882652, "m": 1.0 }, { "p": 0.09938192367553711, "m": 1.0 }, { "p": 0.05377385765314102, "m": 1.0 }, { "p": 0.02062658779323101, "m": 1.0 }, { "p": 0.0987219512462616, "m": 1.0 }, { "p": 0.06286054104566574, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.3740391731262207, "val_loss": 0.8427455425262451, "acc": 68.95, "time": 249.92943071201444, "param": [ { "p": 0.10985776036977768, "m": 1.0 }, { "p": 0.021476222202181816, "m": 1.0 }, { "p": 0.07363666594028473, "m": 1.0 }, { "p": 0.06707368046045303, "m": 1.0 }, { "p": 0.06049502640962601, "m": 1.0 }, { "p": 0.056817229837179184, "m": 1.0 }, { "p": 0.07755097001791, "m": 1.0 }, { "p": 0.08030758053064346, "m": 1.0 }, { "p": 0.04358527809381485, "m": 1.0 }, { "p": 0.08701641857624054, "m": 1.0 }, { "p": 0.07152225077152252, "m": 1.0 }, { "p": 0.08736934512853622, "m": 1.0 }, { "p": 0.1047925055027008, "m": 1.0 }, { "p": 0.058498986065387726, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.6684118509292603, "val_loss": 0.9718430638313293, "acc": 68.89, "time": 253.71087233698927, "param": [ { "p": 0.08813883364200592, "m": 1.0 }, { "p": 0.043099187314510345, "m": 1.0 }, { "p": 0.08383772522211075, "m": 1.0 }, { "p": 0.07824640721082687, "m": 1.0 }, { "p": 0.06262184679508209, "m": 1.0 }, { "p": 0.04980360344052315, "m": 1.0 }, { "p": 0.07667984813451767, "m": 1.0 }, { "p": 0.06988571584224701, "m": 1.0 }, { "p": 0.06825137883424759, "m": 1.0 }, { "p": 0.07830937951803207, "m": 1.0 }, { "p": 0.07814043760299683, "m": 1.0 }, { "p": 0.09776170551776886, "m": 1.0 }, { "p": 0.1116928830742836, "m": 1.0 }, { "p": 0.013531061820685863, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.5026201009750366, "val_loss": 0.9778897166252136, "acc": 69.6, "time": 253.2865082200151, "param": [ { "p": 0.08921574801206589, "m": 1.0 }, { "p": 0.037777844816446304, "m": 1.0 }, { "p": 0.1017240583896637, "m": 1.0 }, { "p": 0.05851820111274719, "m": 1.0 }, { "p": 0.0715162381529808, "m": 1.0 }, { "p": 0.04733351990580559, "m": 1.0 }, { "p": 0.053214848041534424, "m": 1.0 }, { "p": 0.08882301300764084, "m": 1.0 }, { "p": 0.06486968696117401, "m": 1.0 }, { "p": 0.08789484947919846, "m": 1.0 }, { "p": 0.08136788755655289, "m": 1.0 }, { "p": 0.07783430814743042, "m": 1.0 }, { "p": 0.08209235221147537, "m": 1.0 }, { "p": 0.057817354798316956, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.5498300790786743, "val_loss": 0.878037691116333, "acc": 69.91, "time": 258.2990528809605, "param": [ { "p": 0.09126602858304977, "m": 1.0 }, { "p": 0.03611596301198006, "m": 1.0 }, { "p": 0.08571906387805939, "m": 1.0 }, { "p": 0.0878811776638031, "m": 1.0 }, { "p": 0.050393812358379364, "m": 1.0 }, { "p": 0.05831269174814224, "m": 1.0 }, { "p": 0.06567225605249405, "m": 1.0 }, { "p": 0.0763653889298439, "m": 1.0 }, { "p": 0.06405463069677353, "m": 1.0 }, { "p": 0.07986482977867126, "m": 1.0 }, { "p": 0.07217996567487717, "m": 1.0 }, { "p": 0.060136500746011734, "m": 1.0 }, { "p": 0.10983037203550339, "m": 1.0 }, { "p": 0.06220729276537895, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.22402822971344, "val_loss": 0.886135995388031, "acc": 69.47, "time": 246.71927855093963, "param": [ { "p": 0.0933171734213829, "m": 1.0 }, { "p": 0.026904460042715073, "m": 1.0 }, { "p": 0.1039682999253273, "m": 1.0 }, { "p": 0.07956169545650482, "m": 1.0 }, { "p": 0.05807238817214966, "m": 1.0 }, { "p": 0.04770815744996071, "m": 1.0 }, { "p": 0.0714549869298935, "m": 1.0 }, { "p": 0.06591641902923584, "m": 1.0 }, { "p": 0.0651826336979866, "m": 1.0 }, { "p": 0.07578029483556747, "m": 1.0 }, { "p": 0.08217417448759079, "m": 1.0 }, { "p": 0.09709741920232773, "m": 1.0 }, { "p": 0.09722967445850372, "m": 1.0 }, { "p": 0.035632163286209106, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.6690804958343506, "val_loss": 0.9601611495018005, "acc": 69.99, "time": 256.71156838792376, "param": [ { "p": 0.07442263513803482, "m": 1.0 }, { "p": 0.040549613535404205, "m": 1.0 }, { "p": 0.08939777314662933, "m": 1.0 }, { "p": 0.07565736770629883, "m": 1.0 }, { "p": 0.055027831345796585, "m": 1.0 }, { "p": 0.04520014673471451, "m": 1.0 }, { "p": 0.07334775477647781, "m": 1.0 }, { "p": 0.08374236524105072, "m": 1.0 }, { "p": 0.07356400787830353, "m": 1.0 }, { "p": 0.0773826465010643, "m": 1.0 }, { "p": 0.06591440737247467, "m": 1.0 }, { "p": 0.09454634040594101, "m": 1.0 }, { "p": 0.09657537937164307, "m": 1.0 }, { "p": 0.054671671241521835, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.7127413749694824, "val_loss": 0.957805871963501, "acc": 69.37, "time": 263.9556183180539, "param": [ { "p": 0.0972008928656578, "m": 1.0 }, { "p": 0.037619318813085556, "m": 1.0 }, { "p": 0.08537059277296066, "m": 1.0 }, { "p": 0.07820438593626022, "m": 1.0 }, { "p": 0.05629532411694527, "m": 1.0 }, { "p": 0.03097357042133808, "m": 1.0 }, { "p": 0.09159896522760391, "m": 1.0 }, { "p": 0.06794767081737518, "m": 1.0 }, { "p": 0.07304887473583221, "m": 1.0 }, { "p": 0.07969960570335388, "m": 1.0 }, { "p": 0.07659981399774551, "m": 1.0 }, { "p": 0.08931741863489151, "m": 1.0 }, { "p": 0.08911698311567307, "m": 1.0 }, { "p": 0.04700639843940735, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.4001238346099854, "val_loss": 1.0022586584091187, "acc": 70.43, "time": 270.9437540189829, "param": [ { "p": 0.08722121268510818, "m": 1.0 }, { "p": 0.03488222137093544, "m": 1.0 }, { "p": 0.09490019828081131, "m": 1.0 }, { "p": 0.07573768496513367, "m": 1.0 }, { "p": 0.0541435107588768, "m": 1.0 }, { "p": 0.05665338411927223, "m": 1.0 }, { "p": 0.06601456552743912, "m": 1.0 }, { "p": 0.09271515905857086, "m": 1.0 }, { "p": 0.039026666432619095, "m": 1.0 }, { "p": 0.09878497570753098, "m": 1.0 }, { "p": 0.09506157785654068, "m": 1.0 }, { "p": 0.06546151638031006, "m": 1.0 }, { "p": 0.08996032923460007, "m": 1.0 }, { "p": 0.04943700507283211, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.0320051908493042, "val_loss": 0.8948875069618225, "acc": 70.28, "time": 264.19309287995566, "param": [ { "p": 0.11655773222446442, "m": 1.0 }, { "p": 0.03149925917387009, "m": 1.0 }, { "p": 0.0981673076748848, "m": 1.0 }, { "p": 0.05796685069799423, "m": 1.0 }, { "p": 0.03484310582280159, "m": 1.0 }, { "p": 0.026816513389348984, "m": 1.0 }, { "p": 0.07991454005241394, "m": 1.0 }, { "p": 0.08859026432037354, "m": 1.0 }, { "p": 0.040889889001846313, "m": 1.0 }, { "p": 0.07674335688352585, "m": 1.0 }, { "p": 0.08790412545204163, "m": 1.0 }, { "p": 0.09200509637594223, "m": 1.0 }, { "p": 0.10140743851661682, "m": 1.0 }, { "p": 0.0666944608092308, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.4184510707855225, "val_loss": 0.7839491963386536, "acc": 70.92, "time": 256.74355423706584, "param": [ { "p": 0.08704419434070587, "m": 1.0 }, { "p": 0.026297297328710556, "m": 1.0 }, { "p": 0.10480009019374847, "m": 1.0 }, { "p": 0.08237545937299728, "m": 1.0 }, { "p": 0.05784307420253754, "m": 1.0 }, { "p": 0.0006684800027869642, "m": 1.0 }, { "p": 0.0868786945939064, "m": 1.0 }, { "p": 0.08764797449111938, "m": 1.0 }, { "p": 0.06918053328990936, "m": 1.0 }, { "p": 0.08236993104219437, "m": 1.0 }, { "p": 0.0892718955874443, "m": 1.0 }, { "p": 0.07982821762561798, "m": 1.0 }, { "p": 0.10117673873901367, "m": 1.0 }, { "p": 0.04461733624339104, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.3517245054244995, "val_loss": 0.9812281131744385, "acc": 70.45, "time": 268.3874700249871, "param": [ { "p": 0.10076867789030075, "m": 1.0 }, { "p": 0.03677787259221077, "m": 1.0 }, { "p": 0.0991114005446434, "m": 1.0 }, { "p": 0.08685122430324554, "m": 1.0 }, { "p": 0.05618155747652054, "m": 1.0 }, { "p": 0.04848918318748474, "m": 1.0 }, { "p": 0.08051587641239166, "m": 1.0 }, { "p": 0.07304847985506058, "m": 1.0 }, { "p": 0.07195988297462463, "m": 1.0 }, { "p": 0.06801455467939377, "m": 1.0 }, { "p": 0.07341410219669342, "m": 1.0 }, { "p": 0.08477652817964554, "m": 1.0 }, { "p": 0.06881428509950638, "m": 1.0 }, { "p": 0.05127632990479469, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.2987409830093384, "val_loss": 0.8731538653373718, "acc": 70.54, "time": 247.558154450031, "param": [ { "p": 0.08833198249340057, "m": 1.0 }, { "p": 0.036451052874326706, "m": 1.0 }, { "p": 0.09701166301965714, "m": 1.0 }, { "p": 0.06855244934558868, "m": 1.0 }, { "p": 0.05577128380537033, "m": 1.0 }, { "p": 0.02641448564827442, "m": 1.0 }, { "p": 0.08359494060277939, "m": 1.0 }, { "p": 0.07270529121160507, "m": 1.0 }, { "p": 0.06446448713541031, "m": 1.0 }, { "p": 0.08480552583932877, "m": 1.0 }, { "p": 0.09087944775819778, "m": 1.0 }, { "p": 0.09192149341106415, "m": 1.0 }, { "p": 0.08911741524934769, "m": 1.0 }, { "p": 0.04997839406132698, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.402329921722412, "val_loss": 0.9829601049423218, "acc": 70.03, "time": 265.981257742038, "param": [ { "p": 0.10059734433889389, "m": 1.0 }, { "p": 0.03347163274884224, "m": 1.0 }, { "p": 0.0799504816532135, "m": 1.0 }, { "p": 0.04819478094577789, "m": 1.0 }, { "p": 0.05332941934466362, "m": 1.0 }, { "p": 0.04444073140621185, "m": 1.0 }, { "p": 0.0849091187119484, "m": 1.0 }, { "p": 0.08193711191415787, "m": 1.0 }, { "p": 0.07921551167964935, "m": 1.0 }, { "p": 0.06621797382831573, "m": 1.0 }, { "p": 0.0886070653796196, "m": 1.0 }, { "p": 0.07655711472034454, "m": 1.0 }, { "p": 0.09977035969495773, "m": 1.0 }, { "p": 0.06280124187469482, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.3158001899719238, "val_loss": 0.7969326972961426, "acc": 71.35, "time": 265.4933400020236, "param": [ { "p": 0.08689801394939423, "m": 1.0 }, { "p": 0.04120781645178795, "m": 1.0 }, { "p": 0.11264669895172119, "m": 1.0 }, { "p": 0.06746421754360199, "m": 1.0 }, { "p": 0.0572194941341877, "m": 1.0 }, { "p": 0.031661711633205414, "m": 1.0 }, { "p": 0.06968491524457932, "m": 1.0 }, { "p": 0.050533052533864975, "m": 1.0 }, { "p": 0.07950038462877274, "m": 1.0 }, { "p": 0.055736806243658066, "m": 1.0 }, { "p": 0.07898317277431488, "m": 1.0 }, { "p": 0.09044390916824341, "m": 1.0 }, { "p": 0.11350077390670776, "m": 1.0 }, { "p": 0.0645190179347992, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.2073760032653809, "val_loss": 0.8870590329170227, "acc": 69.78, "time": 276.5205486010527, "param": [ { "p": 0.10982014983892441, "m": 1.0 }, { "p": 0.036628641188144684, "m": 1.0 }, { "p": 0.09403720498085022, "m": 1.0 }, { "p": 0.05700802430510521, "m": 1.0 }, { "p": 0.04230183735489845, "m": 1.0 }, { "p": 0.04015270620584488, "m": 1.0 }, { "p": 0.07908950746059418, "m": 1.0 }, { "p": 0.07958387583494186, "m": 1.0 }, { "p": 0.06608263403177261, "m": 1.0 }, { "p": 0.074490986764431, "m": 1.0 }, { "p": 0.0830339640378952, "m": 1.0 }, { "p": 0.09403439611196518, "m": 1.0 }, { "p": 0.08316295593976974, "m": 1.0 }, { "p": 0.06057314947247505, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.5203492641448975, "val_loss": 0.945773720741272, "acc": 70.73, "time": 240.33885399799328, "param": [ { "p": 0.07987508922815323, "m": 1.0 }, { "p": 0.042974840849637985, "m": 1.0 }, { "p": 0.09489791840314865, "m": 1.0 }, { "p": 0.06729725748300552, "m": 1.0 }, { "p": 0.05032046511769295, "m": 1.0 }, { "p": 0.04785986989736557, "m": 1.0 }, { "p": 0.07667871564626694, "m": 1.0 }, { "p": 0.07497997581958771, "m": 1.0 }, { "p": 0.06719653308391571, "m": 1.0 }, { "p": 0.08363538235425949, "m": 1.0 }, { "p": 0.08109205216169357, "m": 1.0 }, { "p": 0.08093905448913574, "m": 1.0 }, { "p": 0.08633561432361603, "m": 1.0 }, { "p": 0.06591711193323135, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.118422031402588, "val_loss": 1.0011988878250122, "acc": 70.87, "time": 247.01164708693977, "param": [ { "p": 0.06784602254629135, "m": 1.0 }, { "p": 0.04252919182181358, "m": 1.0 }, { "p": 0.09129273146390915, "m": 1.0 }, { "p": 0.054886847734451294, "m": 1.0 }, { "p": 0.045338697731494904, "m": 1.0 }, { "p": 0.033749911934137344, "m": 1.0 }, { "p": 0.08680741488933563, "m": 1.0 }, { "p": 0.06827256828546524, "m": 1.0 }, { "p": 0.05451369658112526, "m": 1.0 }, { "p": 0.07435798645019531, "m": 1.0 }, { "p": 0.09612677991390228, "m": 1.0 }, { "p": 0.10346872359514236, "m": 1.0 }, { "p": 0.11263034492731094, "m": 1.0 }, { "p": 0.06817901134490967, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.2081700563430786, "val_loss": 0.8903796672821045, "acc": 70.07, "time": 260.083757604938, "param": [ { "p": 0.07444138079881668, "m": 1.0 }, { "p": 0.0448501855134964, "m": 1.0 }, { "p": 0.09745897352695465, "m": 1.0 }, { "p": 0.08112228661775589, "m": 1.0 }, { "p": 0.0538720041513443, "m": 1.0 }, { "p": 0.026712769642472267, "m": 1.0 }, { "p": 0.0977054238319397, "m": 1.0 }, { "p": 0.0972694382071495, "m": 1.0 }, { "p": 0.04658079892396927, "m": 1.0 }, { "p": 0.08100531250238419, "m": 1.0 }, { "p": 0.08919088542461395, "m": 1.0 }, { "p": 0.09233716130256653, "m": 1.0 }, { "p": 0.05379294976592064, "m": 1.0 }, { "p": 0.06366037577390671, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.5727553367614746, "val_loss": 0.8802375197410583, "acc": 71.31, "time": 256.4371967819752, "param": [ { "p": 0.07740002870559692, "m": 1.0 }, { "p": 0.04211776703596115, "m": 1.0 }, { "p": 0.09707202017307281, "m": 1.0 }, { "p": 0.08279247581958771, "m": 1.0 }, { "p": 0.05990380048751831, "m": 1.0 }, { "p": 0.04067940637469292, "m": 1.0 }, { "p": 0.07229873538017273, "m": 1.0 }, { "p": 0.07762319594621658, "m": 1.0 }, { "p": 0.06184963136911392, "m": 1.0 }, { "p": 0.0844985768198967, "m": 1.0 }, { "p": 0.08263228088617325, "m": 1.0 }, { "p": 0.07084795832633972, "m": 1.0 }, { "p": 0.09343323856592178, "m": 1.0 }, { "p": 0.05685092508792877, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.2934749126434326, "val_loss": 0.8342943787574768, "acc": 71.38, "time": 253.102832385106, "param": [ { "p": 0.09945369511842728, "m": 1.0 }, { "p": 0.04492912068963051, "m": 1.0 }, { "p": 0.10106267035007477, "m": 1.0 }, { "p": 0.07021024823188782, "m": 1.0 }, { "p": 0.04078904539346695, "m": 1.0 }, { "p": 0.03140980005264282, "m": 1.0 }, { "p": 0.08449429273605347, "m": 1.0 }, { "p": 0.08207646757364273, "m": 1.0 }, { "p": 0.07368052750825882, "m": 1.0 }, { "p": 0.0725882425904274, "m": 1.0 }, { "p": 0.07531964778900146, "m": 1.0 }, { "p": 0.08704447746276855, "m": 1.0 }, { "p": 0.08561418205499649, "m": 1.0 }, { "p": 0.05132751911878586, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.2591228485107422, "val_loss": 0.8473950028419495, "acc": 69.8, "time": 241.3083514730679, "param": [ { "p": 0.100872702896595, "m": 1.0 }, { "p": 0.029975570738315582, "m": 1.0 }, { "p": 0.08798008412122726, "m": 1.0 }, { "p": 0.10002180188894272, "m": 1.0 }, { "p": 0.03409391641616821, "m": 1.0 }, { "p": 0.040781810879707336, "m": 1.0 }, { "p": 0.06771916896104813, "m": 1.0 }, { "p": 0.06838053464889526, "m": 1.0 }, { "p": 0.05936605855822563, "m": 1.0 }, { "p": 0.08400146663188934, "m": 1.0 }, { "p": 0.08139373362064362, "m": 1.0 }, { "p": 0.08951567113399506, "m": 1.0 }, { "p": 0.09910755604505539, "m": 1.0 }, { "p": 0.05678984522819519, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.2891076803207397, "val_loss": 0.7656505703926086, "acc": 70.8, "time": 261.1513644880615, "param": [ { "p": 0.09450830519199371, "m": 1.0 }, { "p": 0.04648929834365845, "m": 1.0 }, { "p": 0.06782237440347672, "m": 1.0 }, { "p": 0.08886872231960297, "m": 1.0 }, { "p": 0.04737137258052826, "m": 1.0 }, { "p": 0.02620268054306507, "m": 1.0 }, { "p": 0.05671310797333717, "m": 1.0 }, { "p": 0.07978742569684982, "m": 1.0 }, { "p": 0.08535793423652649, "m": 1.0 }, { "p": 0.08094051480293274, "m": 1.0 }, { "p": 0.09810958057641983, "m": 1.0 }, { "p": 0.07837491482496262, "m": 1.0 }, { "p": 0.08550915122032166, "m": 1.0 }, { "p": 0.06394460797309875, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.158691167831421, "val_loss": 0.9553925395011902, "acc": 71.1, "time": 255.58141626196448, "param": [ { "p": 0.07981845736503601, "m": 1.0 }, { "p": 0.033950649201869965, "m": 1.0 }, { "p": 0.08875980228185654, "m": 1.0 }, { "p": 0.07050963491201401, "m": 1.0 }, { "p": 0.06447474658489227, "m": 1.0 }, { "p": 0.03884043172001839, "m": 1.0 }, { "p": 0.0986485555768013, "m": 1.0 }, { "p": 0.0684979259967804, "m": 1.0 }, { "p": 0.0634448379278183, "m": 1.0 }, { "p": 0.08044298738241196, "m": 1.0 }, { "p": 0.08389139920473099, "m": 1.0 }, { "p": 0.07301078736782074, "m": 1.0 }, { "p": 0.09941050410270691, "m": 1.0 }, { "p": 0.0562993623316288, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.202821969985962, "val_loss": 0.8868284225463867, "acc": 71.04, "time": 275.0054859459633, "param": [ { "p": 0.08136168122291565, "m": 1.0 }, { "p": 0.026929538697004318, "m": 1.0 }, { "p": 0.09578923135995865, "m": 1.0 }, { "p": 0.07439063489437103, "m": 1.0 }, { "p": 0.060740068554878235, "m": 1.0 }, { "p": 0.04155278205871582, "m": 1.0 }, { "p": 0.08597069978713989, "m": 1.0 }, { "p": 0.07459623366594315, "m": 1.0 }, { "p": 0.052679549902677536, "m": 1.0 }, { "p": 0.08931665867567062, "m": 1.0 }, { "p": 0.062047917395830154, "m": 1.0 }, { "p": 0.08610721677541733, "m": 1.0 }, { "p": 0.08573313057422638, "m": 1.0 }, { "p": 0.08278459310531616, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.3202847242355347, "val_loss": 0.8550431132316589, "acc": 70.96, "time": 272.2957712949719, "param": [ { "p": 0.09511557221412659, "m": 1.0 }, { "p": 0.055469661951065063, "m": 1.0 }, { "p": 0.10260321944952011, "m": 1.0 }, { "p": 0.05666953697800636, "m": 1.0 }, { "p": 0.050918251276016235, "m": 1.0 }, { "p": 0.03443148359656334, "m": 1.0 }, { "p": 0.06873909384012222, "m": 1.0 }, { "p": 0.06785557419061661, "m": 1.0 }, { "p": 0.06246162950992584, "m": 1.0 }, { "p": 0.06362124532461166, "m": 1.0 }, { "p": 0.08933541923761368, "m": 1.0 }, { "p": 0.07953246682882309, "m": 1.0 }, { "p": 0.09620891511440277, "m": 1.0 }, { "p": 0.07703791558742523, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.1624839305877686, "val_loss": 0.8003188967704773, "acc": 71.71, "time": 266.00912993296515, "param": [ { "p": 0.07202012091875076, "m": 1.0 }, { "p": 0.037002891302108765, "m": 1.0 }, { "p": 0.08949369192123413, "m": 1.0 }, { "p": 0.07075591385364532, "m": 1.0 }, { "p": 0.06316940486431122, "m": 1.0 }, { "p": 0.0460595078766346, "m": 1.0 }, { "p": 0.07156090438365936, "m": 1.0 }, { "p": 0.06637032330036163, "m": 1.0 }, { "p": 0.07432813942432404, "m": 1.0 }, { "p": 0.07959800213575363, "m": 1.0 }, { "p": 0.08560306578874588, "m": 1.0 }, { "p": 0.08941374719142914, "m": 1.0 }, { "p": 0.0997014045715332, "m": 1.0 }, { "p": 0.05492294579744339, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.3332653045654297, "val_loss": 0.9855585694313049, "acc": 71.15, "time": 246.83891634095926, "param": [ { "p": 0.10369553416967392, "m": 1.0 }, { "p": 0.016486065462231636, "m": 1.0 }, { "p": 0.09621694684028625, "m": 1.0 }, { "p": 0.06334536522626877, "m": 1.0 }, { "p": 0.06368135660886765, "m": 1.0 }, { "p": 0.05451152101159096, "m": 1.0 }, { "p": 0.07031700760126114, "m": 1.0 }, { "p": 0.08134780824184418, "m": 1.0 }, { "p": 0.07819929718971252, "m": 1.0 }, { "p": 0.0727618858218193, "m": 1.0 }, { "p": 0.10680326074361801, "m": 1.0 }, { "p": 0.04766411706805229, "m": 1.0 }, { "p": 0.08594682812690735, "m": 1.0 }, { "p": 0.05902305990457535, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.35099458694458, "val_loss": 0.8410781621932983, "acc": 71.45, "time": 263.1581159500638, "param": [ { "p": 0.095759816467762, "m": 1.0 }, { "p": 0.04618415609002113, "m": 1.0 }, { "p": 0.06648682802915573, "m": 1.0 }, { "p": 0.06510382890701294, "m": 1.0 }, { "p": 0.05128522589802742, "m": 1.0 }, { "p": 0.048852380365133286, "m": 1.0 }, { "p": 0.08348685503005981, "m": 1.0 }, { "p": 0.08039003610610962, "m": 1.0 }, { "p": 0.06492983549833298, "m": 1.0 }, { "p": 0.06780308485031128, "m": 1.0 }, { "p": 0.08211936056613922, "m": 1.0 }, { "p": 0.09708920866250992, "m": 1.0 }, { "p": 0.0860373005270958, "m": 1.0 }, { "p": 0.06447199732065201, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.2223966121673584, "val_loss": 0.87579745054245, "acc": 71.02, "time": 253.71730388992, "param": [ { "p": 0.09356232732534409, "m": 1.0 }, { "p": 0.044911522418260574, "m": 1.0 }, { "p": 0.09662695974111557, "m": 1.0 }, { "p": 0.07478081434965134, "m": 1.0 }, { "p": 0.033470675349235535, "m": 1.0 }, { "p": 0.06129201129078865, "m": 1.0 }, { "p": 0.07804589718580246, "m": 1.0 }, { "p": 0.06967175006866455, "m": 1.0 }, { "p": 0.06758230924606323, "m": 1.0 }, { "p": 0.08287264406681061, "m": 1.0 }, { "p": 0.06681825965642929, "m": 1.0 }, { "p": 0.07720152288675308, "m": 1.0 }, { "p": 0.09518986940383911, "m": 1.0 }, { "p": 0.05797334387898445, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.4964306354522705, "val_loss": 0.7850967645645142, "acc": 71.61, "time": 261.70336770499125, "param": [ { "p": 0.07064070552587509, "m": 1.0 }, { "p": 0.04387255385518074, "m": 1.0 }, { "p": 0.0899776890873909, "m": 1.0 }, { "p": 0.07578708976507187, "m": 1.0 }, { "p": 0.05088913440704346, "m": 1.0 }, { "p": 0.04492877051234245, "m": 1.0 }, { "p": 0.08572901785373688, "m": 1.0 }, { "p": 0.06796274334192276, "m": 1.0 }, { "p": 0.048254553228616714, "m": 1.0 }, { "p": 0.08284343034029007, "m": 1.0 }, { "p": 0.0892619714140892, "m": 1.0 }, { "p": 0.08239848166704178, "m": 1.0 }, { "p": 0.10639337450265884, "m": 1.0 }, { "p": 0.06106047332286835, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.477821946144104, "val_loss": 0.9633064866065979, "acc": 70.87, "time": 275.2793800600339, "param": [ { "p": 0.11472970247268677, "m": 1.0 }, { "p": 0.05751844868063927, "m": 1.0 }, { "p": 0.09972802549600601, "m": 1.0 }, { "p": 0.08209027349948883, "m": 1.0 }, { "p": 0.04853588715195656, "m": 1.0 }, { "p": 0.04735046625137329, "m": 1.0 }, { "p": 0.07566451281309128, "m": 1.0 }, { "p": 0.08091843873262405, "m": 1.0 }, { "p": 0.07972028106451035, "m": 1.0 }, { "p": 0.007066697347909212, "m": 1.0 }, { "p": 0.08487769216299057, "m": 1.0 }, { "p": 0.08508043736219406, "m": 1.0 }, { "p": 0.08971025049686432, "m": 1.0 }, { "p": 0.04700891301035881, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.4192490577697754, "val_loss": 0.945330798625946, "acc": 70.83, "time": 261.04376384208445, "param": [ { "p": 0.1051400825381279, "m": 1.0 }, { "p": 0.0341198667883873, "m": 1.0 }, { "p": 0.09581901133060455, "m": 1.0 }, { "p": 0.06005660444498062, "m": 1.0 }, { "p": 0.08263208717107773, "m": 1.0 }, { "p": 0.025321567431092262, "m": 1.0 }, { "p": 0.08132551610469818, "m": 1.0 }, { "p": 0.06540295481681824, "m": 1.0 }, { "p": 0.056293684989213943, "m": 1.0 }, { "p": 0.07336197048425674, "m": 1.0 }, { "p": 0.09752442687749863, "m": 1.0 }, { "p": 0.0780031830072403, "m": 1.0 }, { "p": 0.0970434695482254, "m": 1.0 }, { "p": 0.047955505549907684, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.5901527404785156, "val_loss": 0.9027727246284485, "acc": 71.1, "time": 253.54868127801456, "param": [ { "p": 0.10111841559410095, "m": 1.0 }, { "p": 0.04817447066307068, "m": 1.0 }, { "p": 0.09496834874153137, "m": 1.0 }, { "p": 0.05795290321111679, "m": 1.0 }, { "p": 0.05285818502306938, "m": 1.0 }, { "p": 0.06028285622596741, "m": 1.0 }, { "p": 0.07972710579633713, "m": 1.0 }, { "p": 0.042104460299015045, "m": 1.0 }, { "p": 0.08110358566045761, "m": 1.0 }, { "p": 0.06461011618375778, "m": 1.0 }, { "p": 0.10023260116577148, "m": 1.0 }, { "p": 0.07542824745178223, "m": 1.0 }, { "p": 0.082062728703022, "m": 1.0 }, { "p": 0.059375960379838943, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.3201255798339844, "val_loss": 0.8893613815307617, "acc": 72.35, "time": 257.8655318800593, "param": [ { "p": 0.10729051381349564, "m": 1.0 }, { "p": 0.0006941757746972144, "m": 1.0 }, { "p": 0.08466614782810211, "m": 1.0 }, { "p": 0.06577867269515991, "m": 1.0 }, { "p": 0.05197073891758919, "m": 1.0 }, { "p": 0.038745712488889694, "m": 1.0 }, { "p": 0.08661875873804092, "m": 1.0 }, { "p": 0.09472832828760147, "m": 1.0 }, { "p": 0.080234594643116, "m": 1.0 }, { "p": 0.06810087710618973, "m": 1.0 }, { "p": 0.08106197416782379, "m": 1.0 }, { "p": 0.07120342552661896, "m": 1.0 }, { "p": 0.09830362349748611, "m": 1.0 }, { "p": 0.07060254365205765, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.1803659200668335, "val_loss": 0.7894458770751953, "acc": 71.31, "time": 266.9637380390195, "param": [ { "p": 0.07849692553281784, "m": 1.0 }, { "p": 0.030387183651328087, "m": 1.0 }, { "p": 0.10676157474517822, "m": 1.0 }, { "p": 0.0672113373875618, "m": 1.0 }, { "p": 0.047987934201955795, "m": 1.0 }, { "p": 0.029952337965369225, "m": 1.0 }, { "p": 0.06473282724618912, "m": 1.0 }, { "p": 0.07766486704349518, "m": 1.0 }, { "p": 0.08120869100093842, "m": 1.0 }, { "p": 0.09278732538223267, "m": 1.0 }, { "p": 0.07170295715332031, "m": 1.0 }, { "p": 0.09376069158315659, "m": 1.0 }, { "p": 0.08422886580228806, "m": 1.0 }, { "p": 0.07311654090881348, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.5625975131988525, "val_loss": 0.809535801410675, "acc": 72.25, "time": 252.16339891997632, "param": [ { "p": 0.10517461597919464, "m": 1.0 }, { "p": 0.050535839051008224, "m": 1.0 }, { "p": 0.07780386507511139, "m": 1.0 }, { "p": 0.07779832929372787, "m": 1.0 }, { "p": 0.07220998406410217, "m": 1.0 }, { "p": 0.048012759536504745, "m": 1.0 }, { "p": 0.0752396509051323, "m": 1.0 }, { "p": 0.08300366252660751, "m": 1.0 }, { "p": 0.06603776663541794, "m": 1.0 }, { "p": 0.07193957269191742, "m": 1.0 }, { "p": 0.07521534711122513, "m": 1.0 }, { "p": 0.08072633296251297, "m": 1.0 }, { "p": 0.06312938779592514, "m": 1.0 }, { "p": 0.053172897547483444, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.0362987518310547, "val_loss": 0.8963972926139832, "acc": 72.14, "time": 252.3144863829948, "param": [ { "p": 0.08359796553850174, "m": 1.0 }, { "p": 0.04555460065603256, "m": 1.0 }, { "p": 0.09533786028623581, "m": 1.0 }, { "p": 0.059643615037202835, "m": 1.0 }, { "p": 0.051839109510183334, "m": 1.0 }, { "p": 0.03804318234324455, "m": 1.0 }, { "p": 0.09676150977611542, "m": 1.0 }, { "p": 0.10078547894954681, "m": 1.0 }, { "p": 0.06129194796085358, "m": 1.0 }, { "p": 0.0817074254155159, "m": 1.0 }, { "p": 0.07630167156457901, "m": 1.0 }, { "p": 0.08023428171873093, "m": 1.0 }, { "p": 0.0777316689491272, "m": 1.0 }, { "p": 0.0511697456240654, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.400248646736145, "val_loss": 0.9477623701095581, "acc": 71.69, "time": 248.3339121909812, "param": [ { "p": 0.07785160094499588, "m": 1.0 }, { "p": 0.04327075928449631, "m": 1.0 }, { "p": 0.09034731239080429, "m": 1.0 }, { "p": 0.08065411448478699, "m": 1.0 }, { "p": 0.0471772626042366, "m": 1.0 }, { "p": 0.054754335433244705, "m": 1.0 }, { "p": 0.0829131081700325, "m": 1.0 }, { "p": 0.08323662728071213, "m": 1.0 }, { "p": 0.07410887628793716, "m": 1.0 }, { "p": 0.06296980381011963, "m": 1.0 }, { "p": 0.06820499151945114, "m": 1.0 }, { "p": 0.07739061117172241, "m": 1.0 }, { "p": 0.08880192041397095, "m": 1.0 }, { "p": 0.068318672478199, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.8977840542793274, "val_loss": 0.8553864359855652, "acc": 72.56, "time": 257.29403802903835, "param": [ { "p": 0.08882885426282883, "m": 1.0 }, { "p": 0.05044307932257652, "m": 1.0 }, { "p": 0.08159640431404114, "m": 1.0 }, { "p": 0.09138482809066772, "m": 1.0 }, { "p": 0.0390310063958168, "m": 1.0 }, { "p": 0.01847425103187561, "m": 1.0 }, { "p": 0.08952713012695312, "m": 1.0 }, { "p": 0.0746600329875946, "m": 1.0 }, { "p": 0.0682014524936676, "m": 1.0 }, { "p": 0.07059337198734283, "m": 1.0 }, { "p": 0.0684637576341629, "m": 1.0 }, { "p": 0.08459702879190445, "m": 1.0 }, { "p": 0.09874759614467621, "m": 1.0 }, { "p": 0.07545113563537598, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.1758184432983398, "val_loss": 1.0152870416641235, "acc": 72.18, "time": 259.72600040305406, "param": [ { "p": 0.08888126909732819, "m": 1.0 }, { "p": 0.059637650847435, "m": 1.0 }, { "p": 0.08064332604408264, "m": 1.0 }, { "p": 0.08011790364980698, "m": 1.0 }, { "p": 0.017379838973283768, "m": 1.0 }, { "p": 0.02548862434923649, "m": 1.0 }, { "p": 0.09237086027860641, "m": 1.0 }, { "p": 0.08487363904714584, "m": 1.0 }, { "p": 0.06229051575064659, "m": 1.0 }, { "p": 0.04904445260763168, "m": 1.0 }, { "p": 0.0947439968585968, "m": 1.0 }, { "p": 0.07984746992588043, "m": 1.0 }, { "p": 0.11590022593736649, "m": 1.0 }, { "p": 0.06878024339675903, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.5086452960968018, "val_loss": 0.8907784223556519, "acc": 70.26, "time": 259.6919441970531, "param": [ { "p": 0.1040908470749855, "m": 1.0 }, { "p": 0.035166047513484955, "m": 1.0 }, { "p": 0.1004481092095375, "m": 1.0 }, { "p": 0.08969565480947495, "m": 1.0 }, { "p": 0.05608891323208809, "m": 1.0 }, { "p": 0.04901023209095001, "m": 1.0 }, { "p": 0.0878022164106369, "m": 1.0 }, { "p": 0.04526412859559059, "m": 1.0 }, { "p": 0.06683037430047989, "m": 1.0 }, { "p": 0.07252372801303864, "m": 1.0 }, { "p": 0.08190128207206726, "m": 1.0 }, { "p": 0.07806015014648438, "m": 1.0 }, { "p": 0.08486074209213257, "m": 1.0 }, { "p": 0.04825757443904877, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.2727216482162476, "val_loss": 0.930862545967102, "acc": 71.04, "time": 251.06637148198206, "param": [ { "p": 0.08136938512325287, "m": 1.0 }, { "p": 0.06049368530511856, "m": 1.0 }, { "p": 0.08864445984363556, "m": 1.0 }, { "p": 0.05998498946428299, "m": 1.0 }, { "p": 0.040456611663103104, "m": 1.0 }, { "p": 0.038623981177806854, "m": 1.0 }, { "p": 0.08234495669603348, "m": 1.0 }, { "p": 0.07135217636823654, "m": 1.0 }, { "p": 0.0773807018995285, "m": 1.0 }, { "p": 0.06858573108911514, "m": 1.0 }, { "p": 0.07769058644771576, "m": 1.0 }, { "p": 0.08181136846542358, "m": 1.0 }, { "p": 0.08842083811759949, "m": 1.0 }, { "p": 0.08284056931734085, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.0252419710159302, "val_loss": 0.9711037278175354, "acc": 71.09, "time": 235.9375696029747, "param": [ { "p": 0.1087050586938858, "m": 1.0 }, { "p": 0.04978150874376297, "m": 1.0 }, { "p": 0.09143149852752686, "m": 1.0 }, { "p": 0.07087094336748123, "m": 1.0 }, { "p": 0.03776370361447334, "m": 1.0 }, { "p": 0.04929569736123085, "m": 1.0 }, { "p": 0.0728238970041275, "m": 1.0 }, { "p": 0.08275720477104187, "m": 1.0 }, { "p": 0.08254528790712357, "m": 1.0 }, { "p": 0.0827351063489914, "m": 1.0 }, { "p": 0.06801284849643707, "m": 1.0 }, { "p": 0.07617973536252975, "m": 1.0 }, { "p": 0.06634457409381866, "m": 1.0 }, { "p": 0.06075288727879524, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.891170859336853, "val_loss": 0.8575131297111511, "acc": 71.61, "time": 264.7393642119132, "param": [ { "p": 0.07665029168128967, "m": 1.0 }, { "p": 0.039475273340940475, "m": 1.0 }, { "p": 0.10468000173568726, "m": 1.0 }, { "p": 0.06546055525541306, "m": 1.0 }, { "p": 0.05796297639608383, "m": 1.0 }, { "p": 0.015562347136437893, "m": 1.0 }, { "p": 0.07549472153186798, "m": 1.0 }, { "p": 0.08766624331474304, "m": 1.0 }, { "p": 0.06886368989944458, "m": 1.0 }, { "p": 0.08439156413078308, "m": 1.0 }, { "p": 0.07793029397726059, "m": 1.0 }, { "p": 0.09109127521514893, "m": 1.0 }, { "p": 0.09358658641576767, "m": 1.0 }, { "p": 0.061184149235486984, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.3797247409820557, "val_loss": 1.0442649126052856, "acc": 73.07, "time": 282.45837292599026, "param": [ { "p": 0.07598932832479477, "m": 1.0 }, { "p": 0.048736777156591415, "m": 1.0 }, { "p": 0.09759172052145004, "m": 1.0 }, { "p": 0.05809972807765007, "m": 1.0 }, { "p": 0.041531022638082504, "m": 1.0 }, { "p": 0.04262319207191467, "m": 1.0 }, { "p": 0.061641376465559006, "m": 1.0 }, { "p": 0.08955352753400803, "m": 1.0 }, { "p": 0.09710243344306946, "m": 1.0 }, { "p": 0.09188880771398544, "m": 1.0 }, { "p": 0.08334951847791672, "m": 1.0 }, { "p": 0.08840080350637436, "m": 1.0 }, { "p": 0.0637345016002655, "m": 1.0 }, { "p": 0.05975721776485443, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.283523678779602, "val_loss": 0.7260292768478394, "acc": 71.01, "time": 272.2504095240729, "param": [ { "p": 0.06991133838891983, "m": 1.0 }, { "p": 0.033159106969833374, "m": 1.0 }, { "p": 0.07336089760065079, "m": 1.0 }, { "p": 0.09311290830373764, "m": 1.0 }, { "p": 0.04336488991975784, "m": 1.0 }, { "p": 0.05193270742893219, "m": 1.0 }, { "p": 0.05368039011955261, "m": 1.0 }, { "p": 0.09418334811925888, "m": 1.0 }, { "p": 0.07808885723352432, "m": 1.0 }, { "p": 0.09339069575071335, "m": 1.0 }, { "p": 0.06491338461637497, "m": 1.0 }, { "p": 0.0883367583155632, "m": 1.0 }, { "p": 0.09048855304718018, "m": 1.0 }, { "p": 0.07207626104354858, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.9921085834503174, "val_loss": 0.8536522388458252, "acc": 71.59, "time": 245.03806642594282, "param": [ { "p": 0.09257423877716064, "m": 1.0 }, { "p": 0.029128706082701683, "m": 1.0 }, { "p": 0.07932508736848831, "m": 1.0 }, { "p": 0.06692519783973694, "m": 1.0 }, { "p": 0.05002576857805252, "m": 1.0 }, { "p": 0.040752194821834564, "m": 1.0 }, { "p": 0.06802714616060257, "m": 1.0 }, { "p": 0.07546894997358322, "m": 1.0 }, { "p": 0.07443178445100784, "m": 1.0 }, { "p": 0.06814970821142197, "m": 1.0 }, { "p": 0.08047618716955185, "m": 1.0 }, { "p": 0.09490451961755753, "m": 1.0 }, { "p": 0.10909931361675262, "m": 1.0 }, { "p": 0.0707111805677414, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.193884253501892, "val_loss": 0.7653977870941162, "acc": 71.4, "time": 260.5824655049946, "param": [ { "p": 0.08633401244878769, "m": 1.0 }, { "p": 0.023391524329781532, "m": 1.0 }, { "p": 0.1012844666838646, "m": 1.0 }, { "p": 0.07086857408285141, "m": 1.0 }, { "p": 0.03984270989894867, "m": 1.0 }, { "p": 0.050457581877708435, "m": 1.0 }, { "p": 0.07440291345119476, "m": 1.0 }, { "p": 0.08498869091272354, "m": 1.0 }, { "p": 0.08691348880529404, "m": 1.0 }, { "p": 0.047838836908340454, "m": 1.0 }, { "p": 0.08495251834392548, "m": 1.0 }, { "p": 0.08965199440717697, "m": 1.0 }, { "p": 0.08634179830551147, "m": 1.0 }, { "p": 0.07273097336292267, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.0586382150650024, "val_loss": 0.9334414601325989, "acc": 72.11, "time": 267.23449480498675, "param": [ { "p": 0.09187714010477066, "m": 1.0 }, { "p": 0.04514319449663162, "m": 1.0 }, { "p": 0.09606220573186874, "m": 1.0 }, { "p": 0.08126700669527054, "m": 1.0 }, { "p": 0.030720725655555725, "m": 1.0 }, { "p": 0.048837922513484955, "m": 1.0 }, { "p": 0.09593907743692398, "m": 1.0 }, { "p": 0.09339146316051483, "m": 1.0 }, { "p": 0.09475786983966827, "m": 1.0 }, { "p": 0.06506612151861191, "m": 1.0 }, { "p": 0.08373075723648071, "m": 1.0 }, { "p": 0.04255836457014084, "m": 1.0 }, { "p": 0.07318897545337677, "m": 1.0 }, { "p": 0.05745929479598999, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.076574683189392, "val_loss": 0.8238294720649719, "acc": 71.36, "time": 256.4319208160741, "param": [ { "p": 0.10626295208930969, "m": 1.0 }, { "p": 0.05127188190817833, "m": 1.0 }, { "p": 0.10809149593114853, "m": 1.0 }, { "p": 0.09406577795743942, "m": 1.0 }, { "p": 0.045992352068424225, "m": 1.0 }, { "p": 0.03658392280340195, "m": 1.0 }, { "p": 0.060481954365968704, "m": 1.0 }, { "p": 0.08547371625900269, "m": 1.0 }, { "p": 0.0894082635641098, "m": 1.0 }, { "p": 0.06700517982244492, "m": 1.0 }, { "p": 0.08486893028020859, "m": 1.0 }, { "p": 0.027599917724728584, "m": 1.0 }, { "p": 0.0990159884095192, "m": 1.0 }, { "p": 0.043877702206373215, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.2460190057754517, "val_loss": 0.808441698551178, "acc": 72.5, "time": 265.53176969999913, "param": [ { "p": 0.09303156286478043, "m": 1.0 }, { "p": 0.04342735931277275, "m": 1.0 }, { "p": 0.06850317120552063, "m": 1.0 }, { "p": 0.08003194630146027, "m": 1.0 }, { "p": 0.0490492582321167, "m": 1.0 }, { "p": 0.04768207296729088, "m": 1.0 }, { "p": 0.08339399844408035, "m": 1.0 }, { "p": 0.06229475513100624, "m": 1.0 }, { "p": 0.08447510004043579, "m": 1.0 }, { "p": 0.06745771318674088, "m": 1.0 }, { "p": 0.09114068001508713, "m": 1.0 }, { "p": 0.07016145437955856, "m": 1.0 }, { "p": 0.08149423450231552, "m": 1.0 }, { "p": 0.07785672694444656, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.2116669416427612, "val_loss": 0.827647864818573, "acc": 72.34, "time": 254.89347794896457, "param": [ { "p": 0.06757324934005737, "m": 1.0 }, { "p": 0.04012158513069153, "m": 1.0 }, { "p": 0.099577896296978, "m": 1.0 }, { "p": 0.08293601870536804, "m": 1.0 }, { "p": 0.03917565196752548, "m": 1.0 }, { "p": 0.04795771837234497, "m": 1.0 }, { "p": 0.07758482545614243, "m": 1.0 }, { "p": 0.08395601063966751, "m": 1.0 }, { "p": 0.06274164468050003, "m": 1.0 }, { "p": 0.07667738199234009, "m": 1.0 }, { "p": 0.09510533511638641, "m": 1.0 }, { "p": 0.07126785814762115, "m": 1.0 }, { "p": 0.09000026434659958, "m": 1.0 }, { "p": 0.06532444059848785, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.007901906967163, "val_loss": 0.8028972744941711, "acc": 72.12, "time": 250.83190284494776, "param": [ { "p": 0.08319476246833801, "m": 1.0 }, { "p": 0.03594449907541275, "m": 1.0 }, { "p": 0.08399315178394318, "m": 1.0 }, { "p": 0.06159539893269539, "m": 1.0 }, { "p": 0.049800023436546326, "m": 1.0 }, { "p": 0.04992026835680008, "m": 1.0 }, { "p": 0.08688326179981232, "m": 1.0 }, { "p": 0.07131890207529068, "m": 1.0 }, { "p": 0.07393480092287064, "m": 1.0 }, { "p": 0.06532806903123856, "m": 1.0 }, { "p": 0.06674070656299591, "m": 1.0 }, { "p": 0.07925121486186981, "m": 1.0 }, { "p": 0.09919635951519012, "m": 1.0 }, { "p": 0.09289860725402832, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.4681469202041626, "val_loss": 0.7640158534049988, "acc": 71.94, "time": 257.07247345498763, "param": [ { "p": 0.08585534244775772, "m": 1.0 }, { "p": 0.0491979643702507, "m": 1.0 }, { "p": 0.0639692097902298, "m": 1.0 }, { "p": 0.10181263089179993, "m": 1.0 }, { "p": 0.045134518295526505, "m": 1.0 }, { "p": 0.034078847616910934, "m": 1.0 }, { "p": 0.0801459550857544, "m": 1.0 }, { "p": 0.06769707053899765, "m": 1.0 }, { "p": 0.06809185445308685, "m": 1.0 }, { "p": 0.09555871784687042, "m": 1.0 }, { "p": 0.0730847716331482, "m": 1.0 }, { "p": 0.07513048499822617, "m": 1.0 }, { "p": 0.07604329288005829, "m": 1.0 }, { "p": 0.08419942855834961, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.3215497732162476, "val_loss": 0.8496768474578857, "acc": 72.0, "time": 252.2679365860531, "param": [ { "p": 0.08020810037851334, "m": 1.0 }, { "p": 0.028299324214458466, "m": 1.0 }, { "p": 0.09582623839378357, "m": 1.0 }, { "p": 0.07762126624584198, "m": 1.0 }, { "p": 0.05440398305654526, "m": 1.0 }, { "p": 0.03843698278069496, "m": 1.0 }, { "p": 0.06983925402164459, "m": 1.0 }, { "p": 0.07760772109031677, "m": 1.0 }, { "p": 0.07189062982797623, "m": 1.0 }, { "p": 0.07002133131027222, "m": 1.0 }, { "p": 0.08306010812520981, "m": 1.0 }, { "p": 0.08534182608127594, "m": 1.0 }, { "p": 0.0768045112490654, "m": 1.0 }, { "p": 0.09063882380723953, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.0553243160247803, "val_loss": 0.8596214652061462, "acc": 71.58, "time": 264.15231011796277, "param": [ { "p": 0.09799159318208694, "m": 1.0 }, { "p": 0.033655498176813126, "m": 1.0 }, { "p": 0.09951622039079666, "m": 1.0 }, { "p": 0.0723588690161705, "m": 1.0 }, { "p": 0.02816416136920452, "m": 1.0 }, { "p": 0.04472079128026962, "m": 1.0 }, { "p": 0.07904455065727234, "m": 1.0 }, { "p": 0.08692894130945206, "m": 1.0 }, { "p": 0.08004804700613022, "m": 1.0 }, { "p": 0.07829836755990982, "m": 1.0 }, { "p": 0.07739788293838501, "m": 1.0 }, { "p": 0.04951208829879761, "m": 1.0 }, { "p": 0.09795036166906357, "m": 1.0 }, { "p": 0.07441264390945435, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.411033034324646, "val_loss": 0.7998414635658264, "acc": 71.67, "time": 264.2642707959749, "param": [ { "p": 0.08539080619812012, "m": 1.0 }, { "p": 0.04882269725203514, "m": 1.0 }, { "p": 0.08871987462043762, "m": 1.0 }, { "p": 0.042124103754758835, "m": 1.0 }, { "p": 0.036400534212589264, "m": 1.0 }, { "p": 0.050306059420108795, "m": 1.0 }, { "p": 0.08229026198387146, "m": 1.0 }, { "p": 0.0911090075969696, "m": 1.0 }, { "p": 0.09347332268953323, "m": 1.0 }, { "p": 0.06876116991043091, "m": 1.0 }, { "p": 0.07141973823308945, "m": 1.0 }, { "p": 0.0720025822520256, "m": 1.0 }, { "p": 0.08215067535638809, "m": 1.0 }, { "p": 0.0870291218161583, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.3358256816864014, "val_loss": 0.7780634164810181, "acc": 71.98, "time": 257.94713923195377, "param": [ { "p": 0.07284419238567352, "m": 1.0 }, { "p": 0.05979708582162857, "m": 1.0 }, { "p": 0.09540918469429016, "m": 1.0 }, { "p": 0.06806018203496933, "m": 1.0 }, { "p": 0.05288613587617874, "m": 1.0 }, { "p": 0.031155530363321304, "m": 1.0 }, { "p": 0.07590227574110031, "m": 1.0 }, { "p": 0.06155100464820862, "m": 1.0 }, { "p": 0.08605479449033737, "m": 1.0 }, { "p": 0.08458389341831207, "m": 1.0 }, { "p": 0.09295015782117844, "m": 1.0 }, { "p": 0.08628753572702408, "m": 1.0 }, { "p": 0.06403958797454834, "m": 1.0 }, { "p": 0.06847842782735825, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.19394052028656, "val_loss": 0.716435968875885, "acc": 72.79, "time": 259.64989316498395, "param": [ { "p": 0.061111241579055786, "m": 1.0 }, { "p": 0.03593594208359718, "m": 1.0 }, { "p": 0.1026807650923729, "m": 1.0 }, { "p": 0.058242034167051315, "m": 1.0 }, { "p": 0.058162786066532135, "m": 1.0 }, { "p": 0.040437571704387665, "m": 1.0 }, { "p": 0.08654127269983292, "m": 1.0 }, { "p": 0.07424946129322052, "m": 1.0 }, { "p": 0.09653933346271515, "m": 1.0 }, { "p": 0.07847412675619125, "m": 1.0 }, { "p": 0.08175886422395706, "m": 1.0 }, { "p": 0.06704645603895187, "m": 1.0 }, { "p": 0.07814870774745941, "m": 1.0 }, { "p": 0.08067143708467484, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.288526177406311, "val_loss": 0.8137502074241638, "acc": 71.56, "time": 254.9041067219805, "param": [ { "p": 0.0902998074889183, "m": 1.0 }, { "p": 0.0452817864716053, "m": 1.0 }, { "p": 0.08398142457008362, "m": 1.0 }, { "p": 0.08702927827835083, "m": 1.0 }, { "p": 0.04963883012533188, "m": 1.0 }, { "p": 0.05004396289587021, "m": 1.0 }, { "p": 0.07058443874120712, "m": 1.0 }, { "p": 0.07646540552377701, "m": 1.0 }, { "p": 0.07306349277496338, "m": 1.0 }, { "p": 0.061817023903131485, "m": 1.0 }, { "p": 0.06910412758588791, "m": 1.0 }, { "p": 0.07018569856882095, "m": 1.0 }, { "p": 0.09011787176132202, "m": 1.0 }, { "p": 0.0823867917060852, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.1657185554504395, "val_loss": 0.9048997759819031, "acc": 71.88, "time": 279.1934477479663, "param": [ { "p": 0.09220375120639801, "m": 1.0 }, { "p": 0.04492130130529404, "m": 1.0 }, { "p": 0.08623261749744415, "m": 1.0 }, { "p": 0.08149009197950363, "m": 1.0 }, { "p": 0.031872015446424484, "m": 1.0 }, { "p": 0.05153542757034302, "m": 1.0 }, { "p": 0.08874920755624771, "m": 1.0 }, { "p": 0.09172546118497849, "m": 1.0 }, { "p": 0.06384243816137314, "m": 1.0 }, { "p": 0.08551649749279022, "m": 1.0 }, { "p": 0.05145390331745148, "m": 1.0 }, { "p": 0.08889397978782654, "m": 1.0 }, { "p": 0.08751524984836578, "m": 1.0 }, { "p": 0.05404800549149513, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.297404408454895, "val_loss": 0.8827585577964783, "acc": 72.04, "time": 266.36637388402596, "param": [ { "p": 0.06774816662073135, "m": 1.0 }, { "p": 0.0461607426404953, "m": 1.0 }, { "p": 0.07941240817308426, "m": 1.0 }, { "p": 0.0688796266913414, "m": 1.0 }, { "p": 0.06835951656103134, "m": 1.0 }, { "p": 0.03448648750782013, "m": 1.0 }, { "p": 0.07760639488697052, "m": 1.0 }, { "p": 0.06578114628791809, "m": 1.0 }, { "p": 0.0689912810921669, "m": 1.0 }, { "p": 0.08675005286931992, "m": 1.0 }, { "p": 0.07877610623836517, "m": 1.0 }, { "p": 0.08069415390491486, "m": 1.0 }, { "p": 0.08810494095087051, "m": 1.0 }, { "p": 0.08824891597032547, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.3037652969360352, "val_loss": 0.8364694118499756, "acc": 72.52, "time": 247.38104534195736, "param": [ { "p": 0.07449658960103989, "m": 1.0 }, { "p": 0.053912848234176636, "m": 1.0 }, { "p": 0.10690969973802567, "m": 1.0 }, { "p": 0.0638333112001419, "m": 1.0 }, { "p": 0.04874524846673012, "m": 1.0 }, { "p": 0.03649790212512016, "m": 1.0 }, { "p": 0.07985125482082367, "m": 1.0 }, { "p": 0.0663546696305275, "m": 1.0 }, { "p": 0.07434213161468506, "m": 1.0 }, { "p": 0.08340255916118622, "m": 1.0 }, { "p": 0.05867249518632889, "m": 1.0 }, { "p": 0.06246719881892204, "m": 1.0 }, { "p": 0.11386975646018982, "m": 1.0 }, { "p": 0.07664439082145691, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.3193601369857788, "val_loss": 0.8693031072616577, "acc": 72.86, "time": 247.07058051298372, "param": [ { "p": 0.08689738810062408, "m": 1.0 }, { "p": 0.054908331483602524, "m": 1.0 }, { "p": 0.09526988863945007, "m": 1.0 }, { "p": 0.07974641025066376, "m": 1.0 }, { "p": 0.05117054656147957, "m": 1.0 }, { "p": 0.05805348604917526, "m": 1.0 }, { "p": 0.05003112927079201, "m": 1.0 }, { "p": 0.05252832919359207, "m": 1.0 }, { "p": 0.0879582092165947, "m": 1.0 }, { "p": 0.0790238231420517, "m": 1.0 }, { "p": 0.08518795669078827, "m": 1.0 }, { "p": 0.07822864502668381, "m": 1.0 }, { "p": 0.10800101608037949, "m": 1.0 }, { "p": 0.03299487382173538, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.648055076599121, "val_loss": 0.8118398785591125, "acc": 71.76, "time": 249.87704128492624, "param": [ { "p": 0.07091804593801498, "m": 1.0 }, { "p": 0.053940966725349426, "m": 1.0 }, { "p": 0.09893538802862167, "m": 1.0 }, { "p": 0.04766999930143356, "m": 1.0 }, { "p": 0.06139371916651726, "m": 1.0 }, { "p": 0.04203177988529205, "m": 1.0 }, { "p": 0.07953915745019913, "m": 1.0 }, { "p": 0.08982376754283905, "m": 1.0 }, { "p": 0.07905029505491257, "m": 1.0 }, { "p": 0.0698198676109314, "m": 1.0 }, { "p": 0.07550010085105896, "m": 1.0 }, { "p": 0.06297661364078522, "m": 1.0 }, { "p": 0.08076648414134979, "m": 1.0 }, { "p": 0.08763378858566284, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.1412233114242554, "val_loss": 0.8472948670387268, "acc": 72.19, "time": 251.75509789201897, "param": [ { "p": 0.11155017465353012, "m": 1.0 }, { "p": 0.05753916874527931, "m": 1.0 }, { "p": 0.08815231174230576, "m": 1.0 }, { "p": 0.05334045737981796, "m": 1.0 }, { "p": 0.04145912081003189, "m": 1.0 }, { "p": 0.0419362410902977, "m": 1.0 }, { "p": 0.08765807002782822, "m": 1.0 }, { "p": 0.081974558532238, "m": 1.0 }, { "p": 0.07689619064331055, "m": 1.0 }, { "p": 0.05916178971529007, "m": 1.0 }, { "p": 0.06849214434623718, "m": 1.0 }, { "p": 0.06963261216878891, "m": 1.0 }, { "p": 0.10054941475391388, "m": 1.0 }, { "p": 0.06165781244635582, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.9324045777320862, "val_loss": 0.8284225463867188, "acc": 72.54, "time": 274.90393790300004, "param": [ { "p": 0.08857028186321259, "m": 1.0 }, { "p": 0.05300876125693321, "m": 1.0 }, { "p": 0.08534269034862518, "m": 1.0 }, { "p": 0.08293821662664413, "m": 1.0 }, { "p": 0.04213857650756836, "m": 1.0 }, { "p": 0.0483362078666687, "m": 1.0 }, { "p": 0.05437678471207619, "m": 1.0 }, { "p": 0.08612878620624542, "m": 1.0 }, { "p": 0.07983490079641342, "m": 1.0 }, { "p": 0.07146932184696198, "m": 1.0 }, { "p": 0.07904338836669922, "m": 1.0 }, { "p": 0.06222222000360489, "m": 1.0 }, { "p": 0.08867479115724564, "m": 1.0 }, { "p": 0.07791503518819809, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.0756652355194092, "val_loss": 0.6970646977424622, "acc": 72.09, "time": 245.53080331801903, "param": [ { "p": 0.07893922924995422, "m": 1.0 }, { "p": 0.03485182300209999, "m": 1.0 }, { "p": 0.11237408220767975, "m": 1.0 }, { "p": 0.08135530352592468, "m": 1.0 }, { "p": 0.06143687665462494, "m": 1.0 }, { "p": 0.03417797014117241, "m": 1.0 }, { "p": 0.09411560744047165, "m": 1.0 }, { "p": 0.08030440658330917, "m": 1.0 }, { "p": 0.013410761952400208, "m": 1.0 }, { "p": 0.0839838758111, "m": 1.0 }, { "p": 0.09101647883653641, "m": 1.0 }, { "p": 0.07008907198905945, "m": 1.0 }, { "p": 0.07781261950731277, "m": 1.0 }, { "p": 0.0861320048570633, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.0689655542373657, "val_loss": 0.8778812885284424, "acc": 72.49, "time": 269.9891753909178, "param": [ { "p": 0.08832612633705139, "m": 1.0 }, { "p": 0.04406796023249626, "m": 1.0 }, { "p": 0.08659292012453079, "m": 1.0 }, { "p": 0.08179958164691925, "m": 1.0 }, { "p": 0.04082685708999634, "m": 1.0 }, { "p": 0.04017814248800278, "m": 1.0 }, { "p": 0.07310225069522858, "m": 1.0 }, { "p": 0.09313128888607025, "m": 1.0 }, { "p": 0.06602561473846436, "m": 1.0 }, { "p": 0.08053982257843018, "m": 1.0 }, { "p": 0.0823427140712738, "m": 1.0 }, { "p": 0.06778394430875778, "m": 1.0 }, { "p": 0.09217441082000732, "m": 1.0 }, { "p": 0.06310834735631943, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.3243788480758667, "val_loss": 0.8955197334289551, "acc": 72.33, "time": 282.25099647208117, "param": [ { "p": 0.10009044408798218, "m": 1.0 }, { "p": 0.039082664996385574, "m": 1.0 }, { "p": 0.06957350671291351, "m": 1.0 }, { "p": 0.09560203552246094, "m": 1.0 }, { "p": 0.047342296689748764, "m": 1.0 }, { "p": 0.04838334769010544, "m": 1.0 }, { "p": 0.09478267282247543, "m": 1.0 }, { "p": 0.05700591579079628, "m": 1.0 }, { "p": 0.06019969284534454, "m": 1.0 }, { "p": 0.08035992830991745, "m": 1.0 }, { "p": 0.07939969003200531, "m": 1.0 }, { "p": 0.07861848920583725, "m": 1.0 }, { "p": 0.07912760227918625, "m": 1.0 }, { "p": 0.0704316794872284, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.0874967575073242, "val_loss": 0.9090058207511902, "acc": 72.26, "time": 252.56801693805028, "param": [ { "p": 0.08720538020133972, "m": 1.0 }, { "p": 0.056118667125701904, "m": 1.0 }, { "p": 0.09495586156845093, "m": 1.0 }, { "p": 0.08239243179559708, "m": 1.0 }, { "p": 0.059699445962905884, "m": 1.0 }, { "p": 0.0489051379263401, "m": 1.0 }, { "p": 0.07583309710025787, "m": 1.0 }, { "p": 0.08214429765939713, "m": 1.0 }, { "p": 0.05559636652469635, "m": 1.0 }, { "p": 0.06059994548559189, "m": 1.0 }, { "p": 0.04346124827861786, "m": 1.0 }, { "p": 0.09309223294258118, "m": 1.0 }, { "p": 0.08974769711494446, "m": 1.0 }, { "p": 0.07024818658828735, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.0911957025527954, "val_loss": 0.9732268452644348, "acc": 71.58, "time": 245.83426062902436, "param": [ { "p": 0.10656049847602844, "m": 1.0 }, { "p": 0.04788163676857948, "m": 1.0 }, { "p": 0.05370001867413521, "m": 1.0 }, { "p": 0.08179187029600143, "m": 1.0 }, { "p": 0.05544557794928551, "m": 1.0 }, { "p": 0.04063662886619568, "m": 1.0 }, { "p": 0.09155242145061493, "m": 1.0 }, { "p": 0.08458922803401947, "m": 1.0 }, { "p": 0.06624890118837357, "m": 1.0 }, { "p": 0.0746292695403099, "m": 1.0 }, { "p": 0.06916698813438416, "m": 1.0 }, { "p": 0.08321764320135117, "m": 1.0 }, { "p": 0.06739632785320282, "m": 1.0 }, { "p": 0.07718303799629211, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.2297170162200928, "val_loss": 0.8113808035850525, "acc": 72.15, "time": 254.1613866040716, "param": [ { "p": 0.07602798938751221, "m": 1.0 }, { "p": 0.03476342186331749, "m": 1.0 }, { "p": 0.0954979732632637, "m": 1.0 }, { "p": 0.0830979198217392, "m": 1.0 }, { "p": 0.07889986783266068, "m": 1.0 }, { "p": 0.05124988779425621, "m": 1.0 }, { "p": 0.09378540515899658, "m": 1.0 }, { "p": 0.0689287781715393, "m": 1.0 }, { "p": 0.08214553445577621, "m": 1.0 }, { "p": 0.05570770800113678, "m": 1.0 }, { "p": 0.06319975852966309, "m": 1.0 }, { "p": 0.07214245200157166, "m": 1.0 }, { "p": 0.07889916002750397, "m": 1.0 }, { "p": 0.065653957426548, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.9395499229431152, "val_loss": 0.7473829984664917, "acc": 73.11, "time": 241.84984790405724, "param": [ { "p": 0.0961068868637085, "m": 1.0 }, { "p": 0.0407666340470314, "m": 1.0 }, { "p": 0.09087882190942764, "m": 1.0 }, { "p": 0.05303047224879265, "m": 1.0 }, { "p": 0.05740641802549362, "m": 1.0 }, { "p": 0.03967970609664917, "m": 1.0 }, { "p": 0.08841486275196075, "m": 1.0 }, { "p": 0.057995982468128204, "m": 1.0 }, { "p": 0.06806891411542892, "m": 1.0 }, { "p": 0.07997649908065796, "m": 1.0 }, { "p": 0.0875822976231575, "m": 1.0 }, { "p": 0.06327002495527267, "m": 1.0 }, { "p": 0.09802050143480301, "m": 1.0 }, { "p": 0.07880192250013351, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.101571798324585, "val_loss": 0.6920874714851379, "acc": 72.16, "time": 263.90102159499656, "param": [ { "p": 0.08039586991071701, "m": 1.0 }, { "p": 0.042315881699323654, "m": 1.0 }, { "p": 0.09613674879074097, "m": 1.0 }, { "p": 0.05934882164001465, "m": 1.0 }, { "p": 0.048568665981292725, "m": 1.0 }, { "p": 0.04524460434913635, "m": 1.0 }, { "p": 0.08036091178655624, "m": 1.0 }, { "p": 0.08441314101219177, "m": 1.0 }, { "p": 0.048854049295186996, "m": 1.0 }, { "p": 0.07052860409021378, "m": 1.0 }, { "p": 0.06914921849966049, "m": 1.0 }, { "p": 0.09467975050210953, "m": 1.0 }, { "p": 0.10465215891599655, "m": 1.0 }, { "p": 0.07535150647163391, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.056491732597351, "val_loss": 0.829389750957489, "acc": 73.04, "time": 251.36260140792, "param": [ { "p": 0.11975734680891037, "m": 1.0 }, { "p": 0.049710962921381, "m": 1.0 }, { "p": 0.09526592493057251, "m": 1.0 }, { "p": 0.05795557051897049, "m": 1.0 }, { "p": 0.019117321819067, "m": 1.0 }, { "p": 0.07063188403844833, "m": 1.0 }, { "p": 0.07471434026956558, "m": 1.0 }, { "p": 0.07115968316793442, "m": 1.0 }, { "p": 0.07720000296831131, "m": 1.0 }, { "p": 0.06701420992612839, "m": 1.0 }, { "p": 0.08203673362731934, "m": 1.0 }, { "p": 0.0591689795255661, "m": 1.0 }, { "p": 0.09765788912773132, "m": 1.0 }, { "p": 0.05860912427306175, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.6806879043579102, "val_loss": 0.8461470007896423, "acc": 72.55, "time": 261.44922089297324, "param": [ { "p": 0.09472744911909103, "m": 1.0 }, { "p": 0.05487646907567978, "m": 1.0 }, { "p": 0.08244680613279343, "m": 1.0 }, { "p": 0.08139218389987946, "m": 1.0 }, { "p": 0.05548689886927605, "m": 1.0 }, { "p": 0.036809735000133514, "m": 1.0 }, { "p": 0.08432425558567047, "m": 1.0 }, { "p": 0.07942885160446167, "m": 1.0 }, { "p": 0.04622574523091316, "m": 1.0 }, { "p": 0.06489339470863342, "m": 1.0 }, { "p": 0.08776207268238068, "m": 1.0 }, { "p": 0.08703020215034485, "m": 1.0 }, { "p": 0.07287495583295822, "m": 1.0 }, { "p": 0.07172085344791412, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.1502729654312134, "val_loss": 0.8588675856590271, "acc": 71.83, "time": 268.4341935639968, "param": [ { "p": 0.09631575644016266, "m": 1.0 }, { "p": 0.052180662751197815, "m": 1.0 }, { "p": 0.0833895280957222, "m": 1.0 }, { "p": 0.07086486369371414, "m": 1.0 }, { "p": 0.059956442564725876, "m": 1.0 }, { "p": 0.03492794930934906, "m": 1.0 }, { "p": 0.07546207308769226, "m": 1.0 }, { "p": 0.059834640473127365, "m": 1.0 }, { "p": 0.0732806995511055, "m": 1.0 }, { "p": 0.07481292635202408, "m": 1.0 }, { "p": 0.09169350564479828, "m": 1.0 }, { "p": 0.08189696818590164, "m": 1.0 }, { "p": 0.0826033279299736, "m": 1.0 }, { "p": 0.06278059631586075, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.5473339557647705, "val_loss": 0.9134177565574646, "acc": 72.35, "time": 257.3016891790321, "param": [ { "p": 0.120160773396492, "m": 1.0 }, { "p": 0.07273527979850769, "m": 1.0 }, { "p": 0.07920447736978531, "m": 1.0 }, { "p": 0.08889202773571014, "m": 1.0 }, { "p": 0.04021371155977249, "m": 1.0 }, { "p": 0.04289150983095169, "m": 1.0 }, { "p": 0.0949549600481987, "m": 1.0 }, { "p": 0.07814332842826843, "m": 1.0 }, { "p": 0.01958431489765644, "m": 1.0 }, { "p": 0.08962737023830414, "m": 1.0 }, { "p": 0.07726571708917618, "m": 1.0 }, { "p": 0.0753149464726448, "m": 1.0 }, { "p": 0.050799425691366196, "m": 1.0 }, { "p": 0.07021217793226242, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.2646952867507935, "val_loss": 0.885971188545227, "acc": 71.05, "time": 241.25677405390888, "param": [ { "p": 0.10215472429990768, "m": 1.0 }, { "p": 0.05198538675904274, "m": 1.0 }, { "p": 0.08159457892179489, "m": 1.0 }, { "p": 0.054740313440561295, "m": 1.0 }, { "p": 0.05146265774965286, "m": 1.0 }, { "p": 0.06088980287313461, "m": 1.0 }, { "p": 0.06543388217687607, "m": 1.0 }, { "p": 0.058375947177410126, "m": 1.0 }, { "p": 0.058521829545497894, "m": 1.0 }, { "p": 0.07919184118509293, "m": 1.0 }, { "p": 0.07902752608060837, "m": 1.0 }, { "p": 0.06949351727962494, "m": 1.0 }, { "p": 0.1005588099360466, "m": 1.0 }, { "p": 0.08656921982765198, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.2749967575073242, "val_loss": 0.7386745810508728, "acc": 72.89, "time": 255.09682855801657, "param": [ { "p": 0.07863517850637436, "m": 1.0 }, { "p": 0.035358529537916183, "m": 1.0 }, { "p": 0.11445166915655136, "m": 1.0 }, { "p": 0.06207834556698799, "m": 1.0 }, { "p": 0.06023730710148811, "m": 1.0 }, { "p": 0.05598272755742073, "m": 1.0 }, { "p": 0.08096116781234741, "m": 1.0 }, { "p": 0.05708416551351547, "m": 1.0 }, { "p": 0.07154151797294617, "m": 1.0 }, { "p": 0.0645122155547142, "m": 1.0 }, { "p": 0.08451478183269501, "m": 1.0 }, { "p": 0.08610817790031433, "m": 1.0 }, { "p": 0.06663331389427185, "m": 1.0 }, { "p": 0.08190088719129562, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.0565779209136963, "val_loss": 0.690517783164978, "acc": 72.5, "time": 265.3393658240093, "param": [ { "p": 0.08473629504442215, "m": 1.0 }, { "p": 0.05070286616683006, "m": 1.0 }, { "p": 0.07580200582742691, "m": 1.0 }, { "p": 0.08377038687467575, "m": 1.0 }, { "p": 0.04504973068833351, "m": 1.0 }, { "p": 0.05239655077457428, "m": 1.0 }, { "p": 0.08285308629274368, "m": 1.0 }, { "p": 0.07694406807422638, "m": 1.0 }, { "p": 0.06485354155302048, "m": 1.0 }, { "p": 0.06283830106258392, "m": 1.0 }, { "p": 0.07093067467212677, "m": 1.0 }, { "p": 0.08869534730911255, "m": 1.0 }, { "p": 0.09354208409786224, "m": 1.0 }, { "p": 0.06688504666090012, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.3561227321624756, "val_loss": 0.8057950735092163, "acc": 73.2, "time": 269.53992189397104, "param": [ { "p": 0.0797005146741867, "m": 1.0 }, { "p": 0.0478309690952301, "m": 1.0 }, { "p": 0.09083463251590729, "m": 1.0 }, { "p": 0.0577620305120945, "m": 1.0 }, { "p": 0.06907551735639572, "m": 1.0 }, { "p": 0.06577277183532715, "m": 1.0 }, { "p": 0.08301093429327011, "m": 1.0 }, { "p": 0.07747391611337662, "m": 1.0 }, { "p": 0.07086677849292755, "m": 1.0 }, { "p": 0.09107940644025803, "m": 1.0 }, { "p": 0.034689806401729584, "m": 1.0 }, { "p": 0.07877802848815918, "m": 1.0 }, { "p": 0.06385255604982376, "m": 1.0 }, { "p": 0.08927208930253983, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.2516978979110718, "val_loss": 0.7772659659385681, "acc": 73.16, "time": 271.2719726039795, "param": [ { "p": 0.06674613058567047, "m": 1.0 }, { "p": 0.03999566659331322, "m": 1.0 }, { "p": 0.1005573496222496, "m": 1.0 }, { "p": 0.07932101935148239, "m": 1.0 }, { "p": 0.05971378833055496, "m": 1.0 }, { "p": 0.03999166190624237, "m": 1.0 }, { "p": 0.09123989939689636, "m": 1.0 }, { "p": 0.06982807070016861, "m": 1.0 }, { "p": 0.06810768693685532, "m": 1.0 }, { "p": 0.054659854620695114, "m": 1.0 }, { "p": 0.08069892227649689, "m": 1.0 }, { "p": 0.06299363821744919, "m": 1.0 }, { "p": 0.09604930132627487, "m": 1.0 }, { "p": 0.09009699523448944, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.4227436780929565, "val_loss": 0.9689584374427795, "acc": 72.66, "time": 258.99158963700756, "param": [ { "p": 0.04615563154220581, "m": 1.0 }, { "p": 0.0431392677128315, "m": 1.0 }, { "p": 0.0919712707400322, "m": 1.0 }, { "p": 0.07210176438093185, "m": 1.0 }, { "p": 0.056016694754362106, "m": 1.0 }, { "p": 0.05310099199414253, "m": 1.0 }, { "p": 0.089675173163414, "m": 1.0 }, { "p": 0.08338452130556107, "m": 1.0 }, { "p": 0.06044260039925575, "m": 1.0 }, { "p": 0.09172473102807999, "m": 1.0 }, { "p": 0.07817432284355164, "m": 1.0 }, { "p": 0.0681920275092125, "m": 1.0 }, { "p": 0.08644203841686249, "m": 1.0 }, { "p": 0.07947897911071777, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.0565059185028076, "val_loss": 0.8914889693260193, "acc": 73.03, "time": 271.5325000230223, "param": [ { "p": 0.08909766376018524, "m": 1.0 }, { "p": 0.05145268887281418, "m": 1.0 }, { "p": 0.085259348154068, "m": 1.0 }, { "p": 0.05994231253862381, "m": 1.0 }, { "p": 0.04546191170811653, "m": 1.0 }, { "p": 0.05592145398259163, "m": 1.0 }, { "p": 0.08399566262960434, "m": 1.0 }, { "p": 0.07759617269039154, "m": 1.0 }, { "p": 0.06122421473264694, "m": 1.0 }, { "p": 0.06411457806825638, "m": 1.0 }, { "p": 0.06366638839244843, "m": 1.0 }, { "p": 0.06671546399593353, "m": 1.0 }, { "p": 0.08288085460662842, "m": 1.0 }, { "p": 0.11267124116420746, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.1436618566513062, "val_loss": 0.7793349623680115, "acc": 72.54, "time": 253.80121999792755, "param": [ { "p": 0.08281860500574112, "m": 1.0 }, { "p": 0.05874812230467796, "m": 1.0 }, { "p": 0.0857342854142189, "m": 1.0 }, { "p": 0.07006534934043884, "m": 1.0 }, { "p": 0.04910564422607422, "m": 1.0 }, { "p": 0.0491122305393219, "m": 1.0 }, { "p": 0.0794411301612854, "m": 1.0 }, { "p": 0.06615391373634338, "m": 1.0 }, { "p": 0.06450025737285614, "m": 1.0 }, { "p": 0.08125738054513931, "m": 1.0 }, { "p": 0.0726308822631836, "m": 1.0 }, { "p": 0.07734900712966919, "m": 1.0 }, { "p": 0.07718416303396225, "m": 1.0 }, { "p": 0.08589912205934525, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.6317811012268066, "val_loss": 0.8508553504943848, "acc": 72.25, "time": 255.5666569119785, "param": [ { "p": 0.09602316468954086, "m": 1.0 }, { "p": 0.01886584796011448, "m": 1.0 }, { "p": 0.10972433537244797, "m": 1.0 }, { "p": 0.0442286841571331, "m": 1.0 }, { "p": 0.06108182668685913, "m": 1.0 }, { "p": 0.07476748526096344, "m": 1.0 }, { "p": 0.07787612080574036, "m": 1.0 }, { "p": 0.08109093457460403, "m": 1.0 }, { "p": 0.06440811604261398, "m": 1.0 }, { "p": 0.07604165375232697, "m": 1.0 }, { "p": 0.06357748061418533, "m": 1.0 }, { "p": 0.08452744036912918, "m": 1.0 }, { "p": 0.06758221983909607, "m": 1.0 }, { "p": 0.08020466566085815, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.6459084749221802, "val_loss": 0.7385115027427673, "acc": 72.66, "time": 260.3404426929774, "param": [ { "p": 0.09153033792972565, "m": 1.0 }, { "p": 0.04863548278808594, "m": 1.0 }, { "p": 0.09667821228504181, "m": 1.0 }, { "p": 0.07863685488700867, "m": 1.0 }, { "p": 0.057376690208911896, "m": 1.0 }, { "p": 0.06078134477138519, "m": 1.0 }, { "p": 0.0840849056839943, "m": 1.0 }, { "p": 0.0601380281150341, "m": 1.0 }, { "p": 0.07603616267442703, "m": 1.0 }, { "p": 0.06752684712409973, "m": 1.0 }, { "p": 0.06550266593694687, "m": 1.0 }, { "p": 0.06128787621855736, "m": 1.0 }, { "p": 0.06964433938264847, "m": 1.0 }, { "p": 0.08214026689529419, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.2524806261062622, "val_loss": 0.7841594219207764, "acc": 72.46, "time": 253.97517316101585, "param": [ { "p": 0.08723857998847961, "m": 1.0 }, { "p": 0.045392412692308426, "m": 1.0 }, { "p": 0.09989326447248459, "m": 1.0 }, { "p": 0.06147444620728493, "m": 1.0 }, { "p": 0.04996557533740997, "m": 1.0 }, { "p": 0.03943204879760742, "m": 1.0 }, { "p": 0.08558577299118042, "m": 1.0 }, { "p": 0.08579373359680176, "m": 1.0 }, { "p": 0.05477134510874748, "m": 1.0 }, { "p": 0.0750206857919693, "m": 1.0 }, { "p": 0.08202007412910461, "m": 1.0 }, { "p": 0.08007583767175674, "m": 1.0 }, { "p": 0.07736425846815109, "m": 1.0 }, { "p": 0.07597192376852036, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.3899468183517456, "val_loss": 0.8492836952209473, "acc": 71.98, "time": 250.67637444403954, "param": [ { "p": 0.08532916754484177, "m": 1.0 }, { "p": 0.03524679318070412, "m": 1.0 }, { "p": 0.10485760867595673, "m": 1.0 }, { "p": 0.061748433858156204, "m": 1.0 }, { "p": 0.04994399473071098, "m": 1.0 }, { "p": 0.07052621245384216, "m": 1.0 }, { "p": 0.06493331491947174, "m": 1.0 }, { "p": 0.0664920061826706, "m": 1.0 }, { "p": 0.04225023090839386, "m": 1.0 }, { "p": 0.06223692372441292, "m": 1.0 }, { "p": 0.09143216162919998, "m": 1.0 }, { "p": 0.09499451518058777, "m": 1.0 }, { "p": 0.08110374212265015, "m": 1.0 }, { "p": 0.08890493959188461, "m": 1.0 } ] }, { "epoch": 151, "train_loss": 1.589121699333191, "val_loss": 0.7425320744514465, "acc": 72.82, "time": 276.1518011080334, "param": [ { "p": 0.07824390381574631, "m": 1.0 }, { "p": 0.049728699028491974, "m": 1.0 }, { "p": 0.09183269739151001, "m": 1.0 }, { "p": 0.07623863220214844, "m": 1.0 }, { "p": 0.05095683038234711, "m": 1.0 }, { "p": 0.05595400929450989, "m": 1.0 }, { "p": 0.07919542491436005, "m": 1.0 }, { "p": 0.06989472359418869, "m": 1.0 }, { "p": 0.06277547776699066, "m": 1.0 }, { "p": 0.06806866824626923, "m": 1.0 }, { "p": 0.08154010772705078, "m": 1.0 }, { "p": 0.07320214807987213, "m": 1.0 }, { "p": 0.08537884056568146, "m": 1.0 }, { "p": 0.07698974013328552, "m": 1.0 } ] }, { "epoch": 152, "train_loss": 1.180611491203308, "val_loss": 0.865936815738678, "acc": 72.27, "time": 283.36687291401904, "param": [ { "p": 0.08946285396814346, "m": 1.0 }, { "p": 0.013076042756438255, "m": 1.0 }, { "p": 0.09630897641181946, "m": 1.0 }, { "p": 0.09791500866413116, "m": 1.0 }, { "p": 0.04880015552043915, "m": 1.0 }, { "p": 0.05056171491742134, "m": 1.0 }, { "p": 0.05722944810986519, "m": 1.0 }, { "p": 0.04503669962286949, "m": 1.0 }, { "p": 0.06899718195199966, "m": 1.0 }, { "p": 0.08708009123802185, "m": 1.0 }, { "p": 0.08667884021997452, "m": 1.0 }, { "p": 0.08949459344148636, "m": 1.0 }, { "p": 0.08101408183574677, "m": 1.0 }, { "p": 0.08834430575370789, "m": 1.0 } ] }, { "epoch": 153, "train_loss": 1.1403402090072632, "val_loss": 0.7567756175994873, "acc": 72.64, "time": 271.87262511602603, "param": [ { "p": 0.06761974841356277, "m": 1.0 }, { "p": 0.03695022687315941, "m": 1.0 }, { "p": 0.09308114647865295, "m": 1.0 }, { "p": 0.09195905923843384, "m": 1.0 }, { "p": 0.06751321256160736, "m": 1.0 }, { "p": 0.06166240945458412, "m": 1.0 }, { "p": 0.07662976533174515, "m": 1.0 }, { "p": 0.08643747121095657, "m": 1.0 }, { "p": 0.05780881270766258, "m": 1.0 }, { "p": 0.06180543825030327, "m": 1.0 }, { "p": 0.048761527985334396, "m": 1.0 }, { "p": 0.07718504220247269, "m": 1.0 }, { "p": 0.09385614097118378, "m": 1.0 }, { "p": 0.07872999459505081, "m": 1.0 } ] }, { "epoch": 154, "train_loss": 1.031947135925293, "val_loss": 0.6828410625457764, "acc": 72.89, "time": 259.8405018229969, "param": [ { "p": 0.0803237110376358, "m": 1.0 }, { "p": 0.047769200056791306, "m": 1.0 }, { "p": 0.11349280178546906, "m": 1.0 }, { "p": 0.08337248116731644, "m": 1.0 }, { "p": 0.06469113379716873, "m": 1.0 }, { "p": 0.020432699471712112, "m": 1.0 }, { "p": 0.06369524449110031, "m": 1.0 }, { "p": 0.07637356221675873, "m": 1.0 }, { "p": 0.07152839750051498, "m": 1.0 }, { "p": 0.06751862168312073, "m": 1.0 }, { "p": 0.07553213089704514, "m": 1.0 }, { "p": 0.07712510973215103, "m": 1.0 }, { "p": 0.06617451459169388, "m": 1.0 }, { "p": 0.09197034686803818, "m": 1.0 } ] }, { "epoch": 155, "train_loss": 1.1141345500946045, "val_loss": 1.0282081365585327, "acc": 71.27, "time": 295.08375123597216, "param": [ { "p": 0.10745365172624588, "m": 1.0 }, { "p": 0.05155304819345474, "m": 1.0 }, { "p": 0.10376352816820145, "m": 1.0 }, { "p": 0.0321648046374321, "m": 1.0 }, { "p": 0.03767511248588562, "m": 1.0 }, { "p": 0.06535180658102036, "m": 1.0 }, { "p": 0.06003069505095482, "m": 1.0 }, { "p": 0.07242387533187866, "m": 1.0 }, { "p": 0.07627876847982407, "m": 1.0 }, { "p": 0.08939635008573532, "m": 1.0 }, { "p": 0.08520311862230301, "m": 1.0 }, { "p": 0.05058934539556503, "m": 1.0 }, { "p": 0.0694936141371727, "m": 1.0 }, { "p": 0.09862221777439117, "m": 1.0 } ] }, { "epoch": 156, "train_loss": 1.2459887266159058, "val_loss": 0.7985036373138428, "acc": 72.16, "time": 288.55665601289365, "param": [ { "p": 0.030740058049559593, "m": 1.0 }, { "p": 0.04924014210700989, "m": 1.0 }, { "p": 0.0975867360830307, "m": 1.0 }, { "p": 0.09223286062479019, "m": 1.0 }, { "p": 0.03184518218040466, "m": 1.0 }, { "p": 0.04887264221906662, "m": 1.0 }, { "p": 0.09072176367044449, "m": 1.0 }, { "p": 0.08624421060085297, "m": 1.0 }, { "p": 0.0535224974155426, "m": 1.0 }, { "p": 0.09572024643421173, "m": 1.0 }, { "p": 0.06490941345691681, "m": 1.0 }, { "p": 0.10191652923822403, "m": 1.0 }, { "p": 0.08385669440031052, "m": 1.0 }, { "p": 0.07259093225002289, "m": 1.0 } ] }, { "epoch": 157, "train_loss": 1.3788433074951172, "val_loss": 0.7985744476318359, "acc": 73.13, "time": 293.43971694796346, "param": [ { "p": 0.08770887553691864, "m": 1.0 }, { "p": 0.05679690092802048, "m": 1.0 }, { "p": 0.0779695063829422, "m": 1.0 }, { "p": 0.06369826942682266, "m": 1.0 }, { "p": 0.04351798817515373, "m": 1.0 }, { "p": 0.0356113575398922, "m": 1.0 }, { "p": 0.06810098886489868, "m": 1.0 }, { "p": 0.05976958945393562, "m": 1.0 }, { "p": 0.07920233905315399, "m": 1.0 }, { "p": 0.08479677885770798, "m": 1.0 }, { "p": 0.08821917325258255, "m": 1.0 }, { "p": 0.09640327095985413, "m": 1.0 }, { "p": 0.06844823062419891, "m": 1.0 }, { "p": 0.08975672721862793, "m": 1.0 } ] }, { "epoch": 158, "train_loss": 1.3097782135009766, "val_loss": 0.7736560106277466, "acc": 70.99, "time": 280.3214983480284, "param": [ { "p": 0.06568029522895813, "m": 1.0 }, { "p": 0.06402260065078735, "m": 1.0 }, { "p": 0.08642613887786865, "m": 1.0 }, { "p": 0.057131849229335785, "m": 1.0 }, { "p": 0.04704263433814049, "m": 1.0 }, { "p": 0.05337957665324211, "m": 1.0 }, { "p": 0.0723966583609581, "m": 1.0 }, { "p": 0.07839782536029816, "m": 1.0 }, { "p": 0.07707066088914871, "m": 1.0 }, { "p": 0.08738180994987488, "m": 1.0 }, { "p": 0.05952170118689537, "m": 1.0 }, { "p": 0.07934994250535965, "m": 1.0 }, { "p": 0.0841510221362114, "m": 1.0 }, { "p": 0.08804723620414734, "m": 1.0 } ] }, { "epoch": 159, "train_loss": 1.2141759395599365, "val_loss": 0.8531206250190735, "acc": 72.53, "time": 299.6240004269639, "param": [ { "p": 0.08864355832338333, "m": 1.0 }, { "p": 0.04617548733949661, "m": 1.0 }, { "p": 0.08629285544157028, "m": 1.0 }, { "p": 0.0710301399230957, "m": 1.0 }, { "p": 0.02565835602581501, "m": 1.0 }, { "p": 0.03966853767633438, "m": 1.0 }, { "p": 0.09785144776105881, "m": 1.0 }, { "p": 0.05959909409284592, "m": 1.0 }, { "p": 0.07763640582561493, "m": 1.0 }, { "p": 0.06685693562030792, "m": 1.0 }, { "p": 0.06901247054338455, "m": 1.0 }, { "p": 0.09437273442745209, "m": 1.0 }, { "p": 0.09937820583581924, "m": 1.0 }, { "p": 0.07782372832298279, "m": 1.0 } ] }, { "epoch": 160, "train_loss": 1.686980962753296, "val_loss": 0.8380954265594482, "acc": 72.83, "time": 300.908399787033, "param": [ { "p": 0.0747491717338562, "m": 1.0 }, { "p": 0.03892330452799797, "m": 1.0 }, { "p": 0.1036607176065445, "m": 1.0 }, { "p": 0.06511832028627396, "m": 1.0 }, { "p": 0.04544339329004288, "m": 1.0 }, { "p": 0.0531725250184536, "m": 1.0 }, { "p": 0.0565507598221302, "m": 1.0 }, { "p": 0.07650348544120789, "m": 1.0 }, { "p": 0.09476125240325928, "m": 1.0 }, { "p": 0.08412595093250275, "m": 1.0 }, { "p": 0.0736822858452797, "m": 1.0 }, { "p": 0.08363490551710129, "m": 1.0 }, { "p": 0.07513092458248138, "m": 1.0 }, { "p": 0.07454302161931992, "m": 1.0 } ] }, { "epoch": 161, "train_loss": 1.4182995557785034, "val_loss": 0.8825904130935669, "acc": 73.17, "time": 290.09162631095387, "param": [ { "p": 0.0870680883526802, "m": 1.0 }, { "p": 0.03238590806722641, "m": 1.0 }, { "p": 0.10254912823438644, "m": 1.0 }, { "p": 0.05189322680234909, "m": 1.0 }, { "p": 0.0462237149477005, "m": 1.0 }, { "p": 0.05674123391509056, "m": 1.0 }, { "p": 0.06781468540430069, "m": 1.0 }, { "p": 0.09208495169878006, "m": 1.0 }, { "p": 0.08101397007703781, "m": 1.0 }, { "p": 0.03958062827587128, "m": 1.0 }, { "p": 0.07803090661764145, "m": 1.0 }, { "p": 0.09698759019374847, "m": 1.0 }, { "p": 0.08033932000398636, "m": 1.0 }, { "p": 0.08728664368391037, "m": 1.0 } ] }, { "epoch": 162, "train_loss": 1.1636061668395996, "val_loss": 1.0388050079345703, "acc": 72.95, "time": 266.601655837032, "param": [ { "p": 0.08365248143672943, "m": 1.0 }, { "p": 0.04037173092365265, "m": 1.0 }, { "p": 0.10549777001142502, "m": 1.0 }, { "p": 0.08066883683204651, "m": 1.0 }, { "p": 0.06093139946460724, "m": 1.0 }, { "p": 0.0006918830331414938, "m": 1.0 }, { "p": 0.08356193453073502, "m": 1.0 }, { "p": 0.08113612979650497, "m": 1.0 }, { "p": 0.0652194395661354, "m": 1.0 }, { "p": 0.06305033713579178, "m": 1.0 }, { "p": 0.07572904229164124, "m": 1.0 }, { "p": 0.09515849500894547, "m": 1.0 }, { "p": 0.10204100608825684, "m": 1.0 }, { "p": 0.06228950619697571, "m": 1.0 } ] }, { "epoch": 163, "train_loss": 1.2793467044830322, "val_loss": 0.8896722197532654, "acc": 72.58, "time": 324.26191547710914, "param": [ { "p": 0.09402265399694443, "m": 1.0 }, { "p": 0.053336817771196365, "m": 1.0 }, { "p": 0.06316906958818436, "m": 1.0 }, { "p": 0.08360320329666138, "m": 1.0 }, { "p": 0.050250086933374405, "m": 1.0 }, { "p": 0.0393291600048542, "m": 1.0 }, { "p": 0.06663264334201813, "m": 1.0 }, { "p": 0.07673005014657974, "m": 1.0 }, { "p": 0.08006071299314499, "m": 1.0 }, { "p": 0.06779944151639938, "m": 1.0 }, { "p": 0.06280424445867538, "m": 1.0 }, { "p": 0.08215775340795517, "m": 1.0 }, { "p": 0.08421839028596878, "m": 1.0 }, { "p": 0.0958857536315918, "m": 1.0 } ] }, { "epoch": 164, "train_loss": 1.027243971824646, "val_loss": 0.7893857955932617, "acc": 73.26, "time": 284.8626196489204, "param": [ { "p": 0.07979333400726318, "m": 1.0 }, { "p": 0.05222675949335098, "m": 1.0 }, { "p": 0.08853449672460556, "m": 1.0 }, { "p": 0.0635751485824585, "m": 1.0 }, { "p": 0.04649225249886513, "m": 1.0 }, { "p": 0.03688199445605278, "m": 1.0 }, { "p": 0.07321794331073761, "m": 1.0 }, { "p": 0.08124572783708572, "m": 1.0 }, { "p": 0.09047788381576538, "m": 1.0 }, { "p": 0.06719280034303665, "m": 1.0 }, { "p": 0.0654783844947815, "m": 1.0 }, { "p": 0.10069051384925842, "m": 1.0 }, { "p": 0.0778290182352066, "m": 1.0 }, { "p": 0.07636378705501556, "m": 1.0 } ] }, { "epoch": 165, "train_loss": 1.4426413774490356, "val_loss": 0.8497592210769653, "acc": 73.13, "time": 311.2570443849545, "param": [ { "p": 0.08232738822698593, "m": 1.0 }, { "p": 0.05390423908829689, "m": 1.0 }, { "p": 0.10719498991966248, "m": 1.0 }, { "p": 0.07661765813827515, "m": 1.0 }, { "p": 0.049960602074861526, "m": 1.0 }, { "p": 0.05658665671944618, "m": 1.0 }, { "p": 0.06277450919151306, "m": 1.0 }, { "p": 0.0720900446176529, "m": 1.0 }, { "p": 0.05751129612326622, "m": 1.0 }, { "p": 0.0636187493801117, "m": 1.0 }, { "p": 0.10106430947780609, "m": 1.0 }, { "p": 0.0669451504945755, "m": 1.0 }, { "p": 0.06304512172937393, "m": 1.0 }, { "p": 0.08635929226875305, "m": 1.0 } ] }, { "epoch": 166, "train_loss": 1.3288934230804443, "val_loss": 0.8844727873802185, "acc": 72.9, "time": 291.64065649395343, "param": [ { "p": 0.08775674551725388, "m": 1.0 }, { "p": 0.03515973687171936, "m": 1.0 }, { "p": 0.09861806780099869, "m": 1.0 }, { "p": 0.05089899152517319, "m": 1.0 }, { "p": 0.0644473135471344, "m": 1.0 }, { "p": 0.05037711188197136, "m": 1.0 }, { "p": 0.06555861234664917, "m": 1.0 }, { "p": 0.07716625928878784, "m": 1.0 }, { "p": 0.09566516429185867, "m": 1.0 }, { "p": 0.07918348163366318, "m": 1.0 }, { "p": 0.05450421944260597, "m": 1.0 }, { "p": 0.06622056663036346, "m": 1.0 }, { "p": 0.09357475489377975, "m": 1.0 }, { "p": 0.08086907118558884, "m": 1.0 } ] }, { "epoch": 167, "train_loss": 0.9997272491455078, "val_loss": 1.0218030214309692, "acc": 72.02, "time": 301.4585000559455, "param": [ { "p": 0.05790579319000244, "m": 1.0 }, { "p": 0.04353395476937294, "m": 1.0 }, { "p": 0.12508107721805573, "m": 1.0 }, { "p": 0.0739322379231453, "m": 1.0 }, { "p": 0.03916269168257713, "m": 1.0 }, { "p": 0.03812927380204201, "m": 1.0 }, { "p": 0.06903544068336487, "m": 1.0 }, { "p": 0.07952693849802017, "m": 1.0 }, { "p": 0.061741746962070465, "m": 1.0 }, { "p": 0.06092192977666855, "m": 1.0 }, { "p": 0.07114654779434204, "m": 1.0 }, { "p": 0.10644867271184921, "m": 1.0 }, { "p": 0.08394318073987961, "m": 1.0 }, { "p": 0.08949048817157745, "m": 1.0 } ] }, { "epoch": 168, "train_loss": 1.2633495330810547, "val_loss": 0.8395956754684448, "acc": 72.78, "time": 308.6711021430092, "param": [ { "p": 0.08583828061819077, "m": 1.0 }, { "p": 0.058307796716690063, "m": 1.0 }, { "p": 0.09242618083953857, "m": 1.0 }, { "p": 0.06947651505470276, "m": 1.0 }, { "p": 0.046990688890218735, "m": 1.0 }, { "p": 0.05500504747033119, "m": 1.0 }, { "p": 0.07690820842981339, "m": 1.0 }, { "p": 0.06657765060663223, "m": 1.0 }, { "p": 0.07431637495756149, "m": 1.0 }, { "p": 0.07015185058116913, "m": 1.0 }, { "p": 0.06699521094560623, "m": 1.0 }, { "p": 0.08594681322574615, "m": 1.0 }, { "p": 0.07275715470314026, "m": 1.0 }, { "p": 0.07830218225717545, "m": 1.0 } ] }, { "epoch": 169, "train_loss": 1.446080207824707, "val_loss": 0.7572618126869202, "acc": 73.43, "time": 313.90881554293446, "param": [ { "p": 0.08382806926965714, "m": 1.0 }, { "p": 0.06660017371177673, "m": 1.0 }, { "p": 0.05229423940181732, "m": 1.0 }, { "p": 0.07285181432962418, "m": 1.0 }, { "p": 0.06733177602291107, "m": 1.0 }, { "p": 0.05856843292713165, "m": 1.0 }, { "p": 0.0691070482134819, "m": 1.0 }, { "p": 0.08732283115386963, "m": 1.0 }, { "p": 0.08789289742708206, "m": 1.0 }, { "p": 0.07628308236598969, "m": 1.0 }, { "p": 0.04770204424858093, "m": 1.0 }, { "p": 0.069766104221344, "m": 1.0 }, { "p": 0.0724850445985794, "m": 1.0 }, { "p": 0.08796651661396027, "m": 1.0 } ] }, { "epoch": 170, "train_loss": 1.1198519468307495, "val_loss": 1.0123904943466187, "acc": 71.58, "time": 322.0972769049695, "param": [ { "p": 0.10154867172241211, "m": 1.0 }, { "p": 0.03464123234152794, "m": 1.0 }, { "p": 0.08411196619272232, "m": 1.0 }, { "p": 0.05815710872411728, "m": 1.0 }, { "p": 0.06563054770231247, "m": 1.0 }, { "p": 0.03041936457157135, "m": 1.0 }, { "p": 0.07607629895210266, "m": 1.0 }, { "p": 0.07590135186910629, "m": 1.0 }, { "p": 0.07232099771499634, "m": 1.0 }, { "p": 0.10279817134141922, "m": 1.0 }, { "p": 0.07487275451421738, "m": 1.0 }, { "p": 0.07231783121824265, "m": 1.0 }, { "p": 0.07088315486907959, "m": 1.0 }, { "p": 0.08032051473855972, "m": 1.0 } ] }, { "epoch": 171, "train_loss": 1.6063833236694336, "val_loss": 0.9054027199745178, "acc": 72.15, "time": 309.69942124106456, "param": [ { "p": 0.06709884107112885, "m": 1.0 }, { "p": 0.05765943601727486, "m": 1.0 }, { "p": 0.07033121585845947, "m": 1.0 }, { "p": 0.060822371393442154, "m": 1.0 }, { "p": 0.0672253668308258, "m": 1.0 }, { "p": 0.04631025716662407, "m": 1.0 }, { "p": 0.07583046704530716, "m": 1.0 }, { "p": 0.07531379908323288, "m": 1.0 }, { "p": 0.072403684258461, "m": 1.0 }, { "p": 0.09086503088474274, "m": 1.0 }, { "p": 0.07763731479644775, "m": 1.0 }, { "p": 0.0758746862411499, "m": 1.0 }, { "p": 0.07092982530593872, "m": 1.0 }, { "p": 0.0916975662112236, "m": 1.0 } ] }, { "epoch": 172, "train_loss": 1.1536420583724976, "val_loss": 0.774711012840271, "acc": 73.25, "time": 328.72882491198834, "param": [ { "p": 0.1004064604640007, "m": 1.0 }, { "p": 0.046340461820364, "m": 1.0 }, { "p": 0.13016892969608307, "m": 1.0 }, { "p": 0.013238032348453999, "m": 1.0 }, { "p": 0.06907767802476883, "m": 1.0 }, { "p": 0.07859700918197632, "m": 1.0 }, { "p": 0.028995702043175697, "m": 1.0 }, { "p": 0.060329634696245193, "m": 1.0 }, { "p": 0.07857237756252289, "m": 1.0 }, { "p": 0.06576448678970337, "m": 1.0 }, { "p": 0.04549532011151314, "m": 1.0 }, { "p": 0.07715457677841187, "m": 1.0 }, { "p": 0.11181019991636276, "m": 1.0 }, { "p": 0.09404908865690231, "m": 1.0 } ] }, { "epoch": 173, "train_loss": 1.1596968173980713, "val_loss": 0.8172099590301514, "acc": 72.28, "time": 322.6120302240597, "param": [ { "p": 0.07869963347911835, "m": 1.0 }, { "p": 0.04187294468283653, "m": 1.0 }, { "p": 0.0935162827372551, "m": 1.0 }, { "p": 0.053575366735458374, "m": 1.0 }, { "p": 0.0530163049697876, "m": 1.0 }, { "p": 0.05284638702869415, "m": 1.0 }, { "p": 0.0820733830332756, "m": 1.0 }, { "p": 0.0686183050274849, "m": 1.0 }, { "p": 0.07950160652399063, "m": 1.0 }, { "p": 0.06445974856615067, "m": 1.0 }, { "p": 0.07246953248977661, "m": 1.0 }, { "p": 0.08457667380571365, "m": 1.0 }, { "p": 0.0677294135093689, "m": 1.0 }, { "p": 0.10704440623521805, "m": 1.0 } ] }, { "epoch": 174, "train_loss": 1.7428475618362427, "val_loss": 0.878614068031311, "acc": 72.67, "time": 306.80410423793364, "param": [ { "p": 0.07899219542741776, "m": 1.0 }, { "p": 0.05175181105732918, "m": 1.0 }, { "p": 0.08176526427268982, "m": 1.0 }, { "p": 0.057529814541339874, "m": 1.0 }, { "p": 0.06260016560554504, "m": 1.0 }, { "p": 0.03960338979959488, "m": 1.0 }, { "p": 0.0609649121761322, "m": 1.0 }, { "p": 0.0699693113565445, "m": 1.0 }, { "p": 0.06715566664934158, "m": 1.0 }, { "p": 0.07572127133607864, "m": 1.0 }, { "p": 0.08746716380119324, "m": 1.0 }, { "p": 0.09981390088796616, "m": 1.0 }, { "p": 0.07214958220720291, "m": 1.0 }, { "p": 0.09451562166213989, "m": 1.0 } ] }, { "epoch": 175, "train_loss": 1.2010730504989624, "val_loss": 0.8642903566360474, "acc": 72.7, "time": 316.54320310999174, "param": [ { "p": 0.07539764046669006, "m": 1.0 }, { "p": 0.06362795829772949, "m": 1.0 }, { "p": 0.12683752179145813, "m": 1.0 }, { "p": 0.037167325615882874, "m": 1.0 }, { "p": 0.04958794638514519, "m": 1.0 }, { "p": 0.04466361925005913, "m": 1.0 }, { "p": 0.0720614343881607, "m": 1.0 }, { "p": 0.10171709209680557, "m": 1.0 }, { "p": 0.05438621714711189, "m": 1.0 }, { "p": 0.07824946194887161, "m": 1.0 }, { "p": 0.05496305227279663, "m": 1.0 }, { "p": 0.0855826660990715, "m": 1.0 }, { "p": 0.08353742212057114, "m": 1.0 }, { "p": 0.07222060859203339, "m": 1.0 } ] }, { "epoch": 176, "train_loss": 0.9300151467323303, "val_loss": 0.936230480670929, "acc": 73.22, "time": 300.51684435398784, "param": [ { "p": 0.10164257884025574, "m": 1.0 }, { "p": 0.04765764996409416, "m": 1.0 }, { "p": 0.05512621998786926, "m": 1.0 }, { "p": 0.07050101459026337, "m": 1.0 }, { "p": 0.016044992953538895, "m": 1.0 }, { "p": 0.06280934810638428, "m": 1.0 }, { "p": 0.10302794724702835, "m": 1.0 }, { "p": 0.06775027513504028, "m": 1.0 }, { "p": 0.08566723018884659, "m": 1.0 }, { "p": 0.0762559324502945, "m": 1.0 }, { "p": 0.09081897139549255, "m": 1.0 }, { "p": 0.05541519075632095, "m": 1.0 }, { "p": 0.08681445568799973, "m": 1.0 }, { "p": 0.08046822249889374, "m": 1.0 } ] }, { "epoch": 177, "train_loss": 0.8912395238876343, "val_loss": 0.8699004054069519, "acc": 73.03, "time": 333.28150858392473, "param": [ { "p": 0.08267106115818024, "m": 1.0 }, { "p": 0.04523283243179321, "m": 1.0 }, { "p": 0.0845298022031784, "m": 1.0 }, { "p": 0.0642780140042305, "m": 1.0 }, { "p": 0.047402288764715195, "m": 1.0 }, { "p": 0.04489089921116829, "m": 1.0 }, { "p": 0.09043245017528534, "m": 1.0 }, { "p": 0.07393518835306168, "m": 1.0 }, { "p": 0.07453734427690506, "m": 1.0 }, { "p": 0.09429541975259781, "m": 1.0 }, { "p": 0.08064433932304382, "m": 1.0 }, { "p": 0.044514670968055725, "m": 1.0 }, { "p": 0.08653394877910614, "m": 1.0 }, { "p": 0.08610177785158157, "m": 1.0 } ] }, { "epoch": 178, "train_loss": 1.1159801483154297, "val_loss": 0.7405819892883301, "acc": 72.59, "time": 330.238248643931, "param": [ { "p": 0.08837045729160309, "m": 1.0 }, { "p": 0.04526889696717262, "m": 1.0 }, { "p": 0.1105082631111145, "m": 1.0 }, { "p": 0.04777039587497711, "m": 1.0 }, { "p": 0.039650533348321915, "m": 1.0 }, { "p": 0.0423843190073967, "m": 1.0 }, { "p": 0.07333151996135712, "m": 1.0 }, { "p": 0.07804305851459503, "m": 1.0 }, { "p": 0.07006240636110306, "m": 1.0 }, { "p": 0.09172866493463516, "m": 1.0 }, { "p": 0.06624490022659302, "m": 1.0 }, { "p": 0.0885477215051651, "m": 1.0 }, { "p": 0.08063380420207977, "m": 1.0 }, { "p": 0.07745515555143356, "m": 1.0 } ] }, { "epoch": 179, "train_loss": 1.3525562286376953, "val_loss": 0.8066881895065308, "acc": 73.46, "time": 319.3407255570637, "param": [ { "p": 0.08483068645000458, "m": 1.0 }, { "p": 0.055618613958358765, "m": 1.0 }, { "p": 0.09839894622564316, "m": 1.0 }, { "p": 0.0654006153345108, "m": 1.0 }, { "p": 0.056958649307489395, "m": 1.0 }, { "p": 0.04839015379548073, "m": 1.0 }, { "p": 0.08014529198408127, "m": 1.0 }, { "p": 0.06403695791959763, "m": 1.0 }, { "p": 0.05971592292189598, "m": 1.0 }, { "p": 0.0646461471915245, "m": 1.0 }, { "p": 0.07211150974035263, "m": 1.0 }, { "p": 0.0925331562757492, "m": 1.0 }, { "p": 0.07709962874650955, "m": 1.0 }, { "p": 0.08011370897293091, "m": 1.0 } ] }, { "epoch": 180, "train_loss": 1.0976840257644653, "val_loss": 0.8406522870063782, "acc": 73.03, "time": 331.9763072489295, "param": [ { "p": 0.0875428095459938, "m": 1.0 }, { "p": 0.051446009427309036, "m": 1.0 }, { "p": 0.08513718098402023, "m": 1.0 }, { "p": 0.05821266025304794, "m": 1.0 }, { "p": 0.05403316393494606, "m": 1.0 }, { "p": 0.05595630407333374, "m": 1.0 }, { "p": 0.0830291360616684, "m": 1.0 }, { "p": 0.052401527762413025, "m": 1.0 }, { "p": 0.06385339796543121, "m": 1.0 }, { "p": 0.06225124001502991, "m": 1.0 }, { "p": 0.0755004733800888, "m": 1.0 }, { "p": 0.09421699494123459, "m": 1.0 }, { "p": 0.09493046998977661, "m": 1.0 }, { "p": 0.0814887061715126, "m": 1.0 } ] }, { "epoch": 181, "train_loss": 1.4415514469146729, "val_loss": 0.774980366230011, "acc": 73.22, "time": 312.0058300780365, "param": [ { "p": 0.09888479113578796, "m": 1.0 }, { "p": 0.062158841639757156, "m": 1.0 }, { "p": 0.08880043029785156, "m": 1.0 }, { "p": 0.07827382534742355, "m": 1.0 }, { "p": 0.05038949474692345, "m": 1.0 }, { "p": 0.03644820675253868, "m": 1.0 }, { "p": 0.08092708140611649, "m": 1.0 }, { "p": 0.062158409506082535, "m": 1.0 }, { "p": 0.09184478968381882, "m": 1.0 }, { "p": 0.09057237207889557, "m": 1.0 }, { "p": 0.05262552201747894, "m": 1.0 }, { "p": 0.0802844986319542, "m": 1.0 }, { "p": 0.07585251331329346, "m": 1.0 }, { "p": 0.05077923461794853, "m": 1.0 } ] }, { "epoch": 182, "train_loss": 1.3101452589035034, "val_loss": 0.7421939373016357, "acc": 73.03, "time": 320.43093220703304, "param": [ { "p": 0.06980191171169281, "m": 1.0 }, { "p": 0.06852320581674576, "m": 1.0 }, { "p": 0.08262743800878525, "m": 1.0 }, { "p": 0.06532539427280426, "m": 1.0 }, { "p": 0.056456178426742554, "m": 1.0 }, { "p": 0.03822348639369011, "m": 1.0 }, { "p": 0.08866371959447861, "m": 1.0 }, { "p": 0.09923379123210907, "m": 1.0 }, { "p": 0.07838478684425354, "m": 1.0 }, { "p": 0.07708714157342911, "m": 1.0 }, { "p": 0.06187417358160019, "m": 1.0 }, { "p": 0.08389631658792496, "m": 1.0 }, { "p": 0.10819739103317261, "m": 1.0 }, { "p": 0.021705079823732376, "m": 1.0 } ] }, { "epoch": 183, "train_loss": 1.403749942779541, "val_loss": 0.706474781036377, "acc": 73.09, "time": 316.69038130692206, "param": [ { "p": 0.07542697340250015, "m": 1.0 }, { "p": 0.048407431691884995, "m": 1.0 }, { "p": 0.08615174144506454, "m": 1.0 }, { "p": 0.06508661806583405, "m": 1.0 }, { "p": 0.045905951410532, "m": 1.0 }, { "p": 0.06342986226081848, "m": 1.0 }, { "p": 0.04799800366163254, "m": 1.0 }, { "p": 0.06189049407839775, "m": 1.0 }, { "p": 0.07267314940690994, "m": 1.0 }, { "p": 0.0959804505109787, "m": 1.0 }, { "p": 0.07422386109828949, "m": 1.0 }, { "p": 0.08654781430959702, "m": 1.0 }, { "p": 0.08623212575912476, "m": 1.0 }, { "p": 0.0900454893708229, "m": 1.0 } ] }, { "epoch": 184, "train_loss": 1.1540451049804688, "val_loss": 0.9413584470748901, "acc": 72.71, "time": 287.01720923301764, "param": [ { "p": 0.08759506046772003, "m": 1.0 }, { "p": 0.06463809311389923, "m": 1.0 }, { "p": 0.08325842767953873, "m": 1.0 }, { "p": 0.060994360595941544, "m": 1.0 }, { "p": 0.04707714170217514, "m": 1.0 }, { "p": 0.037555549293756485, "m": 1.0 }, { "p": 0.09057798236608505, "m": 1.0 }, { "p": 0.07261092215776443, "m": 1.0 }, { "p": 0.07041572034358978, "m": 1.0 }, { "p": 0.08148038387298584, "m": 1.0 }, { "p": 0.058220624923706055, "m": 1.0 }, { "p": 0.07220162451267242, "m": 1.0 }, { "p": 0.08243123441934586, "m": 1.0 }, { "p": 0.09094291180372238, "m": 1.0 } ] }, { "epoch": 185, "train_loss": 0.9474987387657166, "val_loss": 0.9450389742851257, "acc": 73.17, "time": 332.88381037209183, "param": [ { "p": 0.0807502344250679, "m": 1.0 }, { "p": 0.03549822047352791, "m": 1.0 }, { "p": 0.1088508740067482, "m": 1.0 }, { "p": 0.07250800728797913, "m": 1.0 }, { "p": 0.03576994687318802, "m": 1.0 }, { "p": 0.041894495487213135, "m": 1.0 }, { "p": 0.0748683512210846, "m": 1.0 }, { "p": 0.0746329054236412, "m": 1.0 }, { "p": 0.06361835449934006, "m": 1.0 }, { "p": 0.08612241595983505, "m": 1.0 }, { "p": 0.08941490948200226, "m": 1.0 }, { "p": 0.07754452526569366, "m": 1.0 }, { "p": 0.08336580544710159, "m": 1.0 }, { "p": 0.07516099512577057, "m": 1.0 } ] }, { "epoch": 186, "train_loss": 1.2763652801513672, "val_loss": 0.7270095944404602, "acc": 72.92, "time": 319.9049643400358, "param": [ { "p": 0.07260023802518845, "m": 1.0 }, { "p": 0.0509946383535862, "m": 1.0 }, { "p": 0.07570894062519073, "m": 1.0 }, { "p": 0.06542988121509552, "m": 1.0 }, { "p": 0.050232574343681335, "m": 1.0 }, { "p": 0.045213934034109116, "m": 1.0 }, { "p": 0.0699453130364418, "m": 1.0 }, { "p": 0.08181596547365189, "m": 1.0 }, { "p": 0.06752786040306091, "m": 1.0 }, { "p": 0.0779055655002594, "m": 1.0 }, { "p": 0.08079051971435547, "m": 1.0 }, { "p": 0.0986052006483078, "m": 1.0 }, { "p": 0.07263919711112976, "m": 1.0 }, { "p": 0.09059019386768341, "m": 1.0 } ] }, { "epoch": 187, "train_loss": 1.2679351568222046, "val_loss": 0.8671110272407532, "acc": 73.47, "time": 299.91679202590603, "param": [ { "p": 0.08157718926668167, "m": 1.0 }, { "p": 0.060139160603284836, "m": 1.0 }, { "p": 0.07359496504068375, "m": 1.0 }, { "p": 0.08743749558925629, "m": 1.0 }, { "p": 0.0488363578915596, "m": 1.0 }, { "p": 0.04753057658672333, "m": 1.0 }, { "p": 0.05291777849197388, "m": 1.0 }, { "p": 0.08531609922647476, "m": 1.0 }, { "p": 0.09268397837877274, "m": 1.0 }, { "p": 0.05888872966170311, "m": 1.0 }, { "p": 0.07097890228033066, "m": 1.0 }, { "p": 0.09174977242946625, "m": 1.0 }, { "p": 0.07858067005872726, "m": 1.0 }, { "p": 0.06976831704378128, "m": 1.0 } ] }, { "epoch": 188, "train_loss": 1.083761215209961, "val_loss": 0.8766391277313232, "acc": 73.12, "time": 370.0600441460265, "param": [ { "p": 0.09305824339389801, "m": 1.0 }, { "p": 0.05394613742828369, "m": 1.0 }, { "p": 0.08385153859853745, "m": 1.0 }, { "p": 0.07193198800086975, "m": 1.0 }, { "p": 0.044910646975040436, "m": 1.0 }, { "p": 0.049750253558158875, "m": 1.0 }, { "p": 0.06284816563129425, "m": 1.0 }, { "p": 0.07140190899372101, "m": 1.0 }, { "p": 0.07452039420604706, "m": 1.0 }, { "p": 0.06731346249580383, "m": 1.0 }, { "p": 0.06577315181493759, "m": 1.0 }, { "p": 0.07834858447313309, "m": 1.0 }, { "p": 0.09618502855300903, "m": 1.0 }, { "p": 0.08616045117378235, "m": 1.0 } ] }, { "epoch": 189, "train_loss": 1.0253140926361084, "val_loss": 0.952041506767273, "acc": 71.97, "time": 308.2750185850309, "param": [ { "p": 0.10408153384923935, "m": 1.0 }, { "p": 0.06537903100252151, "m": 1.0 }, { "p": 0.07667765021324158, "m": 1.0 }, { "p": 0.06541697680950165, "m": 1.0 }, { "p": 0.04493242874741554, "m": 1.0 }, { "p": 0.053428687155246735, "m": 1.0 }, { "p": 0.07311226427555084, "m": 1.0 }, { "p": 0.0656299963593483, "m": 1.0 }, { "p": 0.07218416035175323, "m": 1.0 }, { "p": 0.0579967200756073, "m": 1.0 }, { "p": 0.06148793548345566, "m": 1.0 }, { "p": 0.08085095882415771, "m": 1.0 }, { "p": 0.09366821497678757, "m": 1.0 }, { "p": 0.08515338599681854, "m": 1.0 } ] }, { "epoch": 190, "train_loss": 1.1217775344848633, "val_loss": 0.8064008355140686, "acc": 72.76, "time": 305.0039655159926, "param": [ { "p": 0.09177052974700928, "m": 1.0 }, { "p": 0.04591766372323036, "m": 1.0 }, { "p": 0.09211430698633194, "m": 1.0 }, { "p": 0.0670165941119194, "m": 1.0 }, { "p": 0.05211847648024559, "m": 1.0 }, { "p": 0.06157742068171501, "m": 1.0 }, { "p": 0.0814327746629715, "m": 1.0 }, { "p": 0.07814685255289078, "m": 1.0 }, { "p": 0.07082120329141617, "m": 1.0 }, { "p": 0.07069183886051178, "m": 1.0 }, { "p": 0.09496384114027023, "m": 1.0 }, { "p": 0.05920816585421562, "m": 1.0 }, { "p": 0.048618100583553314, "m": 1.0 }, { "p": 0.08560214936733246, "m": 1.0 } ] }, { "epoch": 191, "train_loss": 1.2882013320922852, "val_loss": 0.7891058325767517, "acc": 74.08, "time": 290.7608867059462, "param": [ { "p": 0.07178325951099396, "m": 1.0 }, { "p": 0.06470894813537598, "m": 1.0 }, { "p": 0.10492659360170364, "m": 1.0 }, { "p": 0.06957308202981949, "m": 1.0 }, { "p": 0.05316327512264252, "m": 1.0 }, { "p": 0.0321028046309948, "m": 1.0 }, { "p": 0.07805405557155609, "m": 1.0 }, { "p": 0.08828375488519669, "m": 1.0 }, { "p": 0.06770171970129013, "m": 1.0 }, { "p": 0.04382798448204994, "m": 1.0 }, { "p": 0.07424791157245636, "m": 1.0 }, { "p": 0.061799705028533936, "m": 1.0 }, { "p": 0.10145749151706696, "m": 1.0 }, { "p": 0.08836937695741653, "m": 1.0 } ] }, { "epoch": 192, "train_loss": 1.0455867052078247, "val_loss": 0.8062114715576172, "acc": 73.17, "time": 335.62243002594914, "param": [ { "p": 0.08961106836795807, "m": 1.0 }, { "p": 0.04852203652262688, "m": 1.0 }, { "p": 0.08451765030622482, "m": 1.0 }, { "p": 0.08485265076160431, "m": 1.0 }, { "p": 0.03470039740204811, "m": 1.0 }, { "p": 0.040114015340805054, "m": 1.0 }, { "p": 0.07438605278730392, "m": 1.0 }, { "p": 0.07286549359560013, "m": 1.0 }, { "p": 0.0729236975312233, "m": 1.0 }, { "p": 0.08264140784740448, "m": 1.0 }, { "p": 0.0848250687122345, "m": 1.0 }, { "p": 0.08024721592664719, "m": 1.0 }, { "p": 0.06956125795841217, "m": 1.0 }, { "p": 0.08023189753293991, "m": 1.0 } ] }, { "epoch": 193, "train_loss": 1.2189714908599854, "val_loss": 0.8306934237480164, "acc": 73.2, "time": 322.99497022992, "param": [ { "p": 0.05913162976503372, "m": 1.0 }, { "p": 0.07083899527788162, "m": 1.0 }, { "p": 0.10232053697109222, "m": 1.0 }, { "p": 0.07576145231723785, "m": 1.0 }, { "p": 0.04521936923265457, "m": 1.0 }, { "p": 0.07100537419319153, "m": 1.0 }, { "p": 0.06261304765939713, "m": 1.0 }, { "p": 0.08624185621738434, "m": 1.0 }, { "p": 0.028292406350374222, "m": 1.0 }, { "p": 0.07067836821079254, "m": 1.0 }, { "p": 0.07854187488555908, "m": 1.0 }, { "p": 0.08233112096786499, "m": 1.0 }, { "p": 0.06776530295610428, "m": 1.0 }, { "p": 0.09925872832536697, "m": 1.0 } ] }, { "epoch": 194, "train_loss": 1.2078099250793457, "val_loss": 0.6929006576538086, "acc": 73.27, "time": 331.6464920459548, "param": [ { "p": 0.09052319079637527, "m": 1.0 }, { "p": 0.04538039118051529, "m": 1.0 }, { "p": 0.09463813900947571, "m": 1.0 }, { "p": 0.06304222345352173, "m": 1.0 }, { "p": 0.06571181863546371, "m": 1.0 }, { "p": 0.046989936381578445, "m": 1.0 }, { "p": 0.06900717318058014, "m": 1.0 }, { "p": 0.060154028236866, "m": 1.0 }, { "p": 0.07317513972520828, "m": 1.0 }, { "p": 0.07468574494123459, "m": 1.0 }, { "p": 0.07342768460512161, "m": 1.0 }, { "p": 0.05354921519756317, "m": 1.0 }, { "p": 0.10332394391298294, "m": 1.0 }, { "p": 0.08639144897460938, "m": 1.0 } ] }, { "epoch": 195, "train_loss": 1.1524889469146729, "val_loss": 0.7789022326469421, "acc": 72.76, "time": 309.57893977698404, "param": [ { "p": 0.10305064916610718, "m": 1.0 }, { "p": 0.06405552476644516, "m": 1.0 }, { "p": 0.07704537361860275, "m": 1.0 }, { "p": 0.06856085360050201, "m": 1.0 }, { "p": 0.07057944685220718, "m": 1.0 }, { "p": 0.04900507256388664, "m": 1.0 }, { "p": 0.06404367834329605, "m": 1.0 }, { "p": 0.08192665129899979, "m": 1.0 }, { "p": 0.07926581054925919, "m": 1.0 }, { "p": 0.04759872332215309, "m": 1.0 }, { "p": 0.07159443199634552, "m": 1.0 }, { "p": 0.06108634173870087, "m": 1.0 }, { "p": 0.07504063844680786, "m": 1.0 }, { "p": 0.08714685589075089, "m": 1.0 } ] }, { "epoch": 196, "train_loss": 1.1021497249603271, "val_loss": 0.8050432205200195, "acc": 72.67, "time": 293.5198674190324, "param": [ { "p": 0.07335815578699112, "m": 1.0 }, { "p": 0.061413105577230453, "m": 1.0 }, { "p": 0.0989353284239769, "m": 1.0 }, { "p": 0.04517974704504013, "m": 1.0 }, { "p": 0.07706715911626816, "m": 1.0 }, { "p": 0.04124198108911514, "m": 1.0 }, { "p": 0.09080073237419128, "m": 1.0 }, { "p": 0.0618734210729599, "m": 1.0 }, { "p": 0.07708479464054108, "m": 1.0 }, { "p": 0.08470161259174347, "m": 1.0 }, { "p": 0.07676054537296295, "m": 1.0 }, { "p": 0.04262843355536461, "m": 1.0 }, { "p": 0.08038961887359619, "m": 1.0 }, { "p": 0.08856531232595444, "m": 1.0 } ] }, { "epoch": 197, "train_loss": 0.991446316242218, "val_loss": 0.808876097202301, "acc": 73.6, "time": 337.2800904950127, "param": [ { "p": 0.06497888267040253, "m": 1.0 }, { "p": 0.05887870118021965, "m": 1.0 }, { "p": 0.09990167617797852, "m": 1.0 }, { "p": 0.07491234689950943, "m": 1.0 }, { "p": 0.02985762059688568, "m": 1.0 }, { "p": 0.052727170288562775, "m": 1.0 }, { "p": 0.07133149355649948, "m": 1.0 }, { "p": 0.07665426284074783, "m": 1.0 }, { "p": 0.07356710731983185, "m": 1.0 }, { "p": 0.08291620016098022, "m": 1.0 }, { "p": 0.06954466551542282, "m": 1.0 }, { "p": 0.07768011838197708, "m": 1.0 }, { "p": 0.08084641396999359, "m": 1.0 }, { "p": 0.08620329201221466, "m": 1.0 } ] }, { "epoch": 198, "train_loss": 0.9852738976478577, "val_loss": 0.8054633140563965, "acc": 73.5, "time": 307.5659327809699, "param": [ { "p": 0.06956354528665543, "m": 1.0 }, { "p": 0.029318882152438164, "m": 1.0 }, { "p": 0.08705193549394608, "m": 1.0 }, { "p": 0.08946071565151215, "m": 1.0 }, { "p": 0.043692849576473236, "m": 1.0 }, { "p": 0.06303420662879944, "m": 1.0 }, { "p": 0.06663039326667786, "m": 1.0 }, { "p": 0.10056820511817932, "m": 1.0 }, { "p": 0.04840655252337456, "m": 1.0 }, { "p": 0.10447025299072266, "m": 1.0 }, { "p": 0.06288035213947296, "m": 1.0 }, { "p": 0.06572691351175308, "m": 1.0 }, { "p": 0.08254510164260864, "m": 1.0 }, { "p": 0.08665002882480621, "m": 1.0 } ] }, { "epoch": 199, "train_loss": 1.148468255996704, "val_loss": 0.8708621263504028, "acc": 73.33, "time": 309.9466991299996, "param": [ { "p": 0.07683850079774857, "m": 1.0 }, { "p": 0.0500682033598423, "m": 1.0 }, { "p": 0.09285205602645874, "m": 1.0 }, { "p": 0.0777464359998703, "m": 1.0 }, { "p": 0.06676642596721649, "m": 1.0 }, { "p": 0.05685729533433914, "m": 1.0 }, { "p": 0.06590209156274796, "m": 1.0 }, { "p": 0.07661624997854233, "m": 1.0 }, { "p": 0.0763675719499588, "m": 1.0 }, { "p": 0.05425097793340683, "m": 1.0 }, { "p": 0.07557886093854904, "m": 1.0 }, { "p": 0.07787726074457169, "m": 1.0 }, { "p": 0.07923964411020279, "m": 1.0 }, { "p": 0.07303845882415771, "m": 1.0 } ] }, { "epoch": 200, "train_loss": 1.2849225997924805, "val_loss": 0.847258985042572, "acc": 72.06, "time": 315.9910925409058, "param": [ { "p": 0.08658093959093094, "m": 1.0 }, { "p": 0.06295283883810043, "m": 1.0 }, { "p": 0.08573437482118607, "m": 1.0 }, { "p": 0.07532069087028503, "m": 1.0 }, { "p": 0.052878282964229584, "m": 1.0 }, { "p": 0.05695832520723343, "m": 1.0 }, { "p": 0.045699723064899445, "m": 1.0 }, { "p": 0.06867339462041855, "m": 1.0 }, { "p": 0.06438925117254257, "m": 1.0 }, { "p": 0.07143643498420715, "m": 1.0 }, { "p": 0.08455999940633774, "m": 1.0 }, { "p": 0.08327175676822662, "m": 1.0 }, { "p": 0.08725213259458542, "m": 1.0 }, { "p": 0.07429179549217224, "m": 1.0 } ] } ] }