{ "Accuracy": 69.46, "Time": [ 135.08875798266, 4.94774792348584, 13682.337151982 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize", "BShearX", "BShearY", "BTranslateX-", "BTranslateY", "BTranslateY-", "BadContrast", "BadBrightness", "Random", "RandBlend" ], "Log": [ { "epoch": 1, "train_loss": 4.690171241760254, "val_loss": 2.1444873809814453, "acc": 24.14, "time": 142.792828974, "param": [ { "p": 0.06607896089553833, "m": 1.0 }, { "p": 0.00045024542487226427, "m": 1.0 }, { "p": 0.1023731380701065, "m": 1.0 }, { "p": 0.06319780647754669, "m": 0.9035520553588867 }, { "p": 0.26097074151039124, "m": 0.9962168335914612 }, { "p": 0.00045024542487226427, "m": 0.8490464687347412 }, { "p": 0.0859801322221756, "m": 0.9479708075523376 }, { "p": 0.0015670565189793706, "m": 0.7750380039215088 }, { "p": 0.019808510318398476, "m": 0.8576903939247131 }, { "p": 0.09914221614599228, "m": 1.0 }, { "p": 0.00045024542487226427, "m": 0.8595738410949707 }, { "p": 0.06598206609487534, "m": 1.0 }, { "p": 0.17353947460651398, "m": 1.0 }, { "p": 0.00045024542487226427, "m": 1.0 }, { "p": 0.00045024542487226427, "m": 0.8788419365882874 }, { "p": 0.022726016119122505, "m": 0.8338979482650757 }, { "p": 0.00045024542487226427, "m": 0.7455464601516724 }, { "p": 0.00045024542487226427, "m": 1.0 }, { "p": 0.00045024542487226427, "m": 0.8877876996994019 }, { "p": 0.00045024542487226427, "m": 0.43009111285209656 }, { "p": 0.00045024542487226427, "m": 0.5453821420669556 }, { "p": 0.033681467175483704, "m": 1.0 }, { "p": 0.00045024542487226427, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 4.161238193511963, "val_loss": 1.9397295713424683, "acc": 35.18, "time": 136.238828882, "param": [ { "p": 0.07786425203084946, "m": 1.0 }, { "p": 0.00043752873898483813, "m": 1.0 }, { "p": 0.017850752919912338, "m": 1.0 }, { "p": 0.08633191138505936, "m": 1.0 }, { "p": 0.17836710810661316, "m": 1.0 }, { "p": 0.00043752873898483813, "m": 0.6612188816070557 }, { "p": 0.09886876493692398, "m": 0.946140706539154 }, { "p": 0.06565280258655548, "m": 0.7349365949630737 }, { "p": 0.05112463980913162, "m": 0.9166920781135559 }, { "p": 0.1263524889945984, "m": 0.9746977090835571 }, { "p": 0.053464148193597794, "m": 0.9167680144309998 }, { "p": 0.03752216324210167, "m": 1.0 }, { "p": 0.10180250555276871, "m": 1.0 }, { "p": 0.00043752873898483813, "m": 1.0 }, { "p": 0.00043752873898483813, "m": 0.9663756489753723 }, { "p": 0.00043752873898483813, "m": 0.803064227104187 }, { "p": 0.03767271339893341, "m": 0.4346144199371338 }, { "p": 0.00043752873898483813, "m": 0.9933609366416931 }, { "p": 0.00043752873898483813, "m": 0.9445820450782776 }, { "p": 0.00043752873898483813, "m": 0.43798577785491943 }, { "p": 0.028413981199264526, "m": 0.550788402557373 }, { "p": 0.01086654607206583, "m": 1.0 }, { "p": 0.02434517815709114, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.8610706329345703, "val_loss": 1.7301806211471558, "acc": 40.11, "time": 131.475831331, "param": [ { "p": 0.051709432154893875, "m": 1.0 }, { "p": 0.00043340050615370274, "m": 1.0 }, { "p": 0.10887418687343597, "m": 1.0 }, { "p": 0.08531396090984344, "m": 0.7583503127098083 }, { "p": 0.16337467730045319, "m": 1.0 }, { "p": 0.00043340050615370274, "m": 0.4043562710285187 }, { "p": 0.15284590423107147, "m": 0.9479528069496155 }, { "p": 0.00805402360856533, "m": 0.36546915769577026 }, { "p": 0.02027219347655773, "m": 0.9538242220878601 }, { "p": 0.08644236624240875, "m": 0.8996400237083435 }, { "p": 0.12559551000595093, "m": 0.9467257261276245 }, { "p": 0.00043340050615370274, "m": 1.0 }, { "p": 0.09927236288785934, "m": 1.0 }, { "p": 0.00043340050615370274, "m": 1.0 }, { "p": 0.00043340050615370274, "m": 0.9955343008041382 }, { "p": 0.00043340050615370274, "m": 0.8157409429550171 }, { "p": 0.00043340050615370274, "m": 0.3715362548828125 }, { "p": 0.00043340050615370274, "m": 0.9994717836380005 }, { "p": 0.00043340050615370274, "m": 1.0 }, { "p": 0.00043340050615370274, "m": 0.4313895106315613 }, { "p": 0.009327837266027927, "m": 0.4581315219402313 }, { "p": 0.03747226670384407, "m": 1.0 }, { "p": 0.047111496329307556, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.729651927947998, "val_loss": 1.615808129310608, "acc": 43.11, "time": 136.99713501799994, "param": [ { "p": 0.07001787424087524, "m": 1.0 }, { "p": 0.00044101406820118427, "m": 1.0 }, { "p": 0.11750858277082443, "m": 1.0 }, { "p": 0.00044101406820118427, "m": 0.685653805732727 }, { "p": 0.0015801481204107404, "m": 0.9652155637741089 }, { "p": 0.06846348941326141, "m": 0.365962415933609 }, { "p": 0.07087580859661102, "m": 0.72774338722229 }, { "p": 0.027819467708468437, "m": 0.25692492723464966 }, { "p": 0.010706973262131214, "m": 1.0 }, { "p": 0.13795925676822662, "m": 0.7745873928070068 }, { "p": 0.15838269889354706, "m": 0.9973482489585876 }, { "p": 0.051448479294776917, "m": 0.9964934587478638 }, { "p": 0.2717691957950592, "m": 1.0 }, { "p": 0.00044101406820118427, "m": 1.0 }, { "p": 0.0011044394923374057, "m": 0.8629672527313232 }, { "p": 0.00044101406820118427, "m": 0.8341512084007263 }, { "p": 0.00044101406820118427, "m": 0.38980939984321594 }, { "p": 0.00044101406820118427, "m": 1.0 }, { "p": 0.00044101406820118427, "m": 1.0 }, { "p": 0.00044101406820118427, "m": 0.49078524112701416 }, { "p": 0.005682096350938082, "m": 0.35957708954811096 }, { "p": 0.00044101406820118427, "m": 1.0 }, { "p": 0.0027125030755996704, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.105051040649414, "val_loss": 1.529316782951355, "acc": 46.87, "time": 138.6088211560001, "param": [ { "p": 0.028129365295171738, "m": 1.0 }, { "p": 0.00043305876897647977, "m": 1.0 }, { "p": 0.16929395496845245, "m": 1.0 }, { "p": 0.021318675950169563, "m": 0.6527490019798279 }, { "p": 0.00043305876897647977, "m": 0.9220081567764282 }, { "p": 0.04425984248518944, "m": 0.46363526582717896 }, { "p": 0.002710397122427821, "m": 0.6060276031494141 }, { "p": 0.0005928102182224393, "m": 0.2532137930393219 }, { "p": 0.0501706562936306, "m": 1.0 }, { "p": 0.1622576266527176, "m": 0.7305169105529785 }, { "p": 0.08189713209867477, "m": 0.8974543213844299 }, { "p": 0.12101028859615326, "m": 1.0 }, { "p": 0.2798203229904175, "m": 1.0 }, { "p": 0.00043305876897647977, "m": 1.0 }, { "p": 0.014818159863352776, "m": 0.7434863448143005 }, { "p": 0.005167324561625719, "m": 0.6150796413421631 }, { "p": 0.00043305876897647977, "m": 0.46527326107025146 }, { "p": 0.00043305876897647977, "m": 0.9818441867828369 }, { "p": 0.00043305876897647977, "m": 1.0 }, { "p": 0.00043305876897647977, "m": 0.41670656204223633 }, { "p": 0.014655700884759426, "m": 0.19342224299907684 }, { "p": 0.00043305876897647977, "m": 1.0 }, { "p": 0.00043334439396858215, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.6187121868133545, "val_loss": 1.4996479749679565, "acc": 47.77, "time": 135.64750116800008, "param": [ { "p": 0.17015042901039124, "m": 1.0 }, { "p": 0.0008750766282901168, "m": 1.0 }, { "p": 0.08245260268449783, "m": 1.0 }, { "p": 0.025082753971219063, "m": 0.5542099475860596 }, { "p": 0.0018126172944903374, "m": 0.830812394618988 }, { "p": 0.012063858099281788, "m": 0.41573426127433777 }, { "p": 0.08346661180257797, "m": 0.560576856136322 }, { "p": 0.012949195690453053, "m": 0.10340911149978638 }, { "p": 0.10056019574403763, "m": 0.9966729283332825 }, { "p": 0.10665665566921234, "m": 0.6123454570770264 }, { "p": 0.038771938532590866, "m": 0.9503902196884155 }, { "p": 0.0843927338719368, "m": 1.0 }, { "p": 0.1974644958972931, "m": 1.0 }, { "p": 0.00043200497748330235, "m": 1.0 }, { "p": 0.00043200497748330235, "m": 0.910151481628418 }, { "p": 0.00043200497748330235, "m": 0.6145740747451782 }, { "p": 0.00043200497748330235, "m": 0.46934762597084045 }, { "p": 0.00043200497748330235, "m": 0.8390711545944214 }, { "p": 0.00043200497748330235, "m": 1.0 }, { "p": 0.00043200497748330235, "m": 0.44534435868263245 }, { "p": 0.07941298186779022, "m": 0.16321466863155365 }, { "p": 0.00043200497748330235, "m": 1.0 }, { "p": 0.00043200497748330235, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.2368245124816895, "val_loss": 1.5094820261001587, "acc": 51.44, "time": 139.566426106, "param": [ { "p": 0.12357410043478012, "m": 1.0 }, { "p": 0.00043524644570425153, "m": 1.0 }, { "p": 0.038409337401390076, "m": 1.0 }, { "p": 0.03621794655919075, "m": 0.5518615245819092 }, { "p": 0.00043524644570425153, "m": 0.8839137554168701 }, { "p": 0.00043524644570425153, "m": 0.4676896035671234 }, { "p": 0.13189435005187988, "m": 0.4802749454975128 }, { "p": 0.06320025771856308, "m": 0.10000000149011612 }, { "p": 0.00043524644570425153, "m": 0.9813331365585327 }, { "p": 0.17368435859680176, "m": 0.45923900604248047 }, { "p": 0.08358459174633026, "m": 0.9959350228309631 }, { "p": 0.13431145250797272, "m": 1.0 }, { "p": 0.15695767104625702, "m": 1.0 }, { "p": 0.00043524644570425153, "m": 1.0 }, { "p": 0.00043524644570425153, "m": 0.901587724685669 }, { "p": 0.006966198328882456, "m": 0.5748187899589539 }, { "p": 0.00043524644570425153, "m": 0.4243892729282379 }, { "p": 0.00043524644570425153, "m": 0.8000933527946472 }, { "p": 0.00043524644570425153, "m": 0.9986475110054016 }, { "p": 0.00043524644570425153, "m": 0.3461906313896179 }, { "p": 0.013853524811565876, "m": 0.12886707484722137 }, { "p": 0.00043524644570425153, "m": 1.0 }, { "p": 0.032558709383010864, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 3.67988657951355, "val_loss": 1.4922059774398804, "acc": 51.03, "time": 143.67218400800016, "param": [ { "p": 0.14418402314186096, "m": 1.0 }, { "p": 0.0004361186292953789, "m": 1.0 }, { "p": 0.08495936542749405, "m": 1.0 }, { "p": 0.006533666513860226, "m": 0.5428527593612671 }, { "p": 0.0004361186292953789, "m": 0.9672976136207581 }, { "p": 0.001065092976205051, "m": 0.5103442072868347 }, { "p": 0.15776866674423218, "m": 0.4207984507083893 }, { "p": 0.06082279607653618, "m": 0.10000000149011612 }, { "p": 0.0004361186292953789, "m": 1.0 }, { "p": 0.1251295506954193, "m": 0.2319352775812149 }, { "p": 0.09527486562728882, "m": 1.0 }, { "p": 0.07406840473413467, "m": 1.0 }, { "p": 0.17191343009471893, "m": 1.0 }, { "p": 0.0004361186292953789, "m": 1.0 }, { "p": 0.0004361186292953789, "m": 0.8461350798606873 }, { "p": 0.0004361186292953789, "m": 0.5401178598403931 }, { "p": 0.0004361186292953789, "m": 0.3135303258895874 }, { "p": 0.0004361186292953789, "m": 0.7274121046066284 }, { "p": 0.0004361186292953789, "m": 1.0 }, { "p": 0.0004361186292953789, "m": 0.38276025652885437 }, { "p": 0.07304700464010239, "m": 0.19808292388916016 }, { "p": 0.0004361186292953789, "m": 1.0 }, { "p": 0.0004361186292953789, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.742280960083008, "val_loss": 1.4020880460739136, "acc": 52.38, "time": 138.16531211100005, "param": [ { "p": 0.18517687916755676, "m": 1.0 }, { "p": 0.0008673547417856753, "m": 1.0 }, { "p": 0.0872928723692894, "m": 1.0 }, { "p": 0.0019634270574897528, "m": 0.5976013541221619 }, { "p": 0.00043650923180393875, "m": 0.9499719738960266 }, { "p": 0.00043650923180393875, "m": 0.5829931497573853 }, { "p": 0.03853930905461311, "m": 0.32456904649734497 }, { "p": 0.12122676521539688, "m": 0.10000000149011612 }, { "p": 0.08358796685934067, "m": 1.0 }, { "p": 0.05131613835692406, "m": 0.10000000149011612 }, { "p": 0.09049917012453079, "m": 1.0 }, { "p": 0.14026202261447906, "m": 0.9981779456138611 }, { "p": 0.13877412676811218, "m": 1.0 }, { "p": 0.00043650923180393875, "m": 1.0 }, { "p": 0.00043650923180393875, "m": 0.7532294988632202 }, { "p": 0.00043650923180393875, "m": 0.5972028970718384 }, { "p": 0.00043650923180393875, "m": 0.27676331996917725 }, { "p": 0.00043650923180393875, "m": 0.8532789349555969 }, { "p": 0.00043650923180393875, "m": 0.9577682018280029 }, { "p": 0.00043650923180393875, "m": 0.4120122194290161 }, { "p": 0.05569266900420189, "m": 0.31542420387268066 }, { "p": 0.00043650923180393875, "m": 1.0 }, { "p": 0.00043650923180393875, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 2.8335094451904297, "val_loss": 1.3414911031723022, "acc": 51.19, "time": 137.09041103200002, "param": [ { "p": 0.14002496004104614, "m": 1.0 }, { "p": 0.0004360860912129283, "m": 1.0 }, { "p": 0.04390350729227066, "m": 1.0 }, { "p": 0.0004360860912129283, "m": 0.6993719935417175 }, { "p": 0.0004360860912129283, "m": 0.8439398407936096 }, { "p": 0.0004360860912129283, "m": 0.43605756759643555 }, { "p": 0.16454829275608063, "m": 0.18115368485450745 }, { "p": 0.17636065185070038, "m": 0.12137416750192642 }, { "p": 0.04800684005022049, "m": 0.9973658323287964 }, { "p": 0.030134638771414757, "m": 0.10914180427789688 }, { "p": 0.08304503560066223, "m": 0.9823212027549744 }, { "p": 0.13449576497077942, "m": 1.0 }, { "p": 0.17337535321712494, "m": 1.0 }, { "p": 0.0004360860912129283, "m": 1.0 }, { "p": 0.0004360860912129283, "m": 0.8183191418647766 }, { "p": 0.0004360860912129283, "m": 0.6323885321617126 }, { "p": 0.0004360860912129283, "m": 0.32822859287261963 }, { "p": 0.0004360860912129283, "m": 0.8195061087608337 }, { "p": 0.0004360860912129283, "m": 0.9089585542678833 }, { "p": 0.0004360860912129283, "m": 0.4956619441509247 }, { "p": 0.0004360860912129283, "m": 0.4362919330596924 }, { "p": 0.0004360860912129283, "m": 1.0 }, { "p": 0.0004360860912129283, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 3.089526414871216, "val_loss": 1.229516625404358, "acc": 54.99, "time": 136.75389855699996, "param": [ { "p": 0.19678498804569244, "m": 1.0 }, { "p": 0.0004366429930087179, "m": 1.0 }, { "p": 0.13222867250442505, "m": 1.0 }, { "p": 0.010997943580150604, "m": 0.7807095646858215 }, { "p": 0.0004366429930087179, "m": 0.9236398935317993 }, { "p": 0.0004366429930087179, "m": 0.5224484205245972 }, { "p": 0.1609763205051422, "m": 0.28034600615501404 }, { "p": 0.1815086454153061, "m": 0.12360071390867233 }, { "p": 0.0019848921801894903, "m": 0.9969304800033569 }, { "p": 0.005930695682764053, "m": 0.10000000149011612 }, { "p": 0.022906944155693054, "m": 0.9996834397315979 }, { "p": 0.12220969796180725, "m": 1.0 }, { "p": 0.15828253328800201, "m": 1.0 }, { "p": 0.0004366429930087179, "m": 1.0 }, { "p": 0.0004366429930087179, "m": 0.925392746925354 }, { "p": 0.0009491954115219414, "m": 0.5855991840362549 }, { "p": 0.0004366429930087179, "m": 0.3507007658481598 }, { "p": 0.0004366429930087179, "m": 0.8681561946868896 }, { "p": 0.0004366429930087179, "m": 0.9006258249282837 }, { "p": 0.0004366429930087179, "m": 0.3757629096508026 }, { "p": 0.0004366429930087179, "m": 0.5054580569267273 }, { "p": 0.0004366429930087179, "m": 1.0 }, { "p": 0.0004366429930087179, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 3.430501937866211, "val_loss": 1.21266770362854, "acc": 56.7, "time": 136.45002700400005, "param": [ { "p": 0.11645742505788803, "m": 1.0 }, { "p": 0.0004346931236796081, "m": 1.0 }, { "p": 0.11748038977384567, "m": 1.0 }, { "p": 0.0024114230182021856, "m": 0.7680679559707642 }, { "p": 0.0004346931236796081, "m": 0.9417244791984558 }, { "p": 0.0004346931236796081, "m": 0.4219227731227875 }, { "p": 0.14456172287464142, "m": 0.30060750246047974 }, { "p": 0.16058458387851715, "m": 0.10000000149011612 }, { "p": 0.00046647072304040194, "m": 1.0 }, { "p": 0.06496130675077438, "m": 0.10000000149011612 }, { "p": 0.04285993054509163, "m": 1.0 }, { "p": 0.1457577794790268, "m": 1.0 }, { "p": 0.18286505341529846, "m": 1.0 }, { "p": 0.0004346931236796081, "m": 1.0 }, { "p": 0.0004346931236796081, "m": 0.9560893177986145 }, { "p": 0.0004346931236796081, "m": 0.5800800323486328 }, { "p": 0.0004346931236796081, "m": 0.42225563526153564 }, { "p": 0.0004346931236796081, "m": 0.8009267449378967 }, { "p": 0.0004346931236796081, "m": 0.7679948806762695 }, { "p": 0.0004346931236796081, "m": 0.24709723889827728 }, { "p": 0.0004346931236796081, "m": 0.5471776723861694 }, { "p": 0.0004346931236796081, "m": 1.0 }, { "p": 0.016377849504351616, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.680795669555664, "val_loss": 1.2523800134658813, "acc": 58.34, "time": 134.64276614000005, "param": [ { "p": 0.09926316887140274, "m": 1.0 }, { "p": 0.00043345688027329743, "m": 1.0 }, { "p": 0.15077705681324005, "m": 1.0 }, { "p": 0.04608379676938057, "m": 0.7144013047218323 }, { "p": 0.00043345688027329743, "m": 0.9131700396537781 }, { "p": 0.0060755969025194645, "m": 0.4613070487976074 }, { "p": 0.12245195358991623, "m": 0.36193621158599854 }, { "p": 0.0932813361287117, "m": 0.10000000149011612 }, { "p": 0.0006043693283572793, "m": 1.0 }, { "p": 0.10418365895748138, "m": 0.10000000149011612 }, { "p": 0.016939619556069374, "m": 1.0 }, { "p": 0.16165906190872192, "m": 1.0 }, { "p": 0.16981258988380432, "m": 1.0 }, { "p": 0.00043345688027329743, "m": 1.0 }, { "p": 0.00043345688027329743, "m": 0.9466354250907898 }, { "p": 0.00043345688027329743, "m": 0.5252914428710938 }, { "p": 0.00043345688027329743, "m": 0.42409610748291016 }, { "p": 0.00043345688027329743, "m": 0.8079648613929749 }, { "p": 0.00043345688027329743, "m": 0.6713880300521851 }, { "p": 0.00043345688027329743, "m": 0.33575835824012756 }, { "p": 0.0033482606522738934, "m": 0.46879830956459045 }, { "p": 0.00043345688027329743, "m": 1.0 }, { "p": 0.021185174584388733, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.8203959465026855, "val_loss": 1.2621748447418213, "acc": 57.04, "time": 140.35171623199994, "param": [ { "p": 0.11534738540649414, "m": 1.0 }, { "p": 0.0004386001673992723, "m": 1.0 }, { "p": 0.10347307473421097, "m": 1.0 }, { "p": 0.0004386001673992723, "m": 0.6909069418907166 }, { "p": 0.0004386001673992723, "m": 0.9045419692993164 }, { "p": 0.0004386001673992723, "m": 0.40216654539108276 }, { "p": 0.10433845967054367, "m": 0.2882328927516937 }, { "p": 0.07396602630615234, "m": 0.10000000149011612 }, { "p": 0.0004386001673992723, "m": 0.9998983144760132 }, { "p": 0.11660635471343994, "m": 0.10000000149011612 }, { "p": 0.012151502072811127, "m": 1.0 }, { "p": 0.22171248495578766, "m": 1.0 }, { "p": 0.24582599103450775, "m": 1.0 }, { "p": 0.0004386001673992723, "m": 1.0 }, { "p": 0.0004386001673992723, "m": 0.9063421487808228 }, { "p": 0.0004386001673992723, "m": 0.6169468760490417 }, { "p": 0.0004386001673992723, "m": 0.4310799241065979 }, { "p": 0.0004386001673992723, "m": 0.7132037878036499 }, { "p": 0.0004386001673992723, "m": 0.7712365984916687 }, { "p": 0.0004386001673992723, "m": 0.2706223428249359 }, { "p": 0.0004386001673992723, "m": 0.515534520149231 }, { "p": 0.0004386001673992723, "m": 1.0 }, { "p": 0.0004386001673992723, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 3.1275200843811035, "val_loss": 1.2585166692733765, "acc": 57.34, "time": 139.91042824500028, "param": [ { "p": 0.20114615559577942, "m": 1.0 }, { "p": 0.0004415508301462978, "m": 1.0 }, { "p": 0.11595865339040756, "m": 1.0 }, { "p": 0.021841470152139664, "m": 0.7239651679992676 }, { "p": 0.0004415508301462978, "m": 0.9146887063980103 }, { "p": 0.0004415508301462978, "m": 0.3742050230503082 }, { "p": 0.13294285535812378, "m": 0.23500223457813263 }, { "p": 0.12249958515167236, "m": 0.10000000149011612 }, { "p": 0.0004415508301462978, "m": 1.0 }, { "p": 0.1020413488149643, "m": 0.10100188106298447 }, { "p": 0.02206864021718502, "m": 1.0 }, { "p": 0.1297108381986618, "m": 1.0 }, { "p": 0.14450424909591675, "m": 1.0 }, { "p": 0.0004415508301462978, "m": 1.0 }, { "p": 0.0004415508301462978, "m": 0.8807333111763 }, { "p": 0.0004415508301462978, "m": 0.6387006044387817 }, { "p": 0.0004415508301462978, "m": 0.32305848598480225 }, { "p": 0.0004415508301462978, "m": 0.8617227673530579 }, { "p": 0.0004415508301462978, "m": 0.761584997177124 }, { "p": 0.0004415508301462978, "m": 0.17702655494213104 }, { "p": 0.0004415508301462978, "m": 0.5647441744804382 }, { "p": 0.0004415508301462978, "m": 1.0 }, { "p": 0.001546214334666729, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 3.6973936557769775, "val_loss": 1.2326871156692505, "acc": 58.91, "time": 136.50656384400008, "param": [ { "p": 0.2929898500442505, "m": 1.0 }, { "p": 0.0004391516267787665, "m": 1.0 }, { "p": 0.14147311449050903, "m": 1.0 }, { "p": 0.0949079841375351, "m": 0.8552517890930176 }, { "p": 0.0004391516267787665, "m": 0.9996473789215088 }, { "p": 0.0004391516267787665, "m": 0.360225647687912 }, { "p": 0.11392392218112946, "m": 0.2510696351528168 }, { "p": 0.13005860149860382, "m": 0.10000000149011612 }, { "p": 0.03708934411406517, "m": 0.9982545375823975 }, { "p": 0.0004391516267787665, "m": 0.10199326276779175 }, { "p": 0.0004391516267787665, "m": 1.0 }, { "p": 0.05295430123806, "m": 1.0 }, { "p": 0.13001595437526703, "m": 1.0 }, { "p": 0.0004391516267787665, "m": 1.0 }, { "p": 0.0004391516267787665, "m": 1.0 }, { "p": 0.0004391516267787665, "m": 0.7298492193222046 }, { "p": 0.0004391516267787665, "m": 0.2900696098804474 }, { "p": 0.0004391516267787665, "m": 0.7809010148048401 }, { "p": 0.0004391516267787665, "m": 0.47479021549224854 }, { "p": 0.0004391516267787665, "m": 0.20711399614810944 }, { "p": 0.0004391516267787665, "m": 0.5877880454063416 }, { "p": 0.0004391516267787665, "m": 1.0 }, { "p": 0.0004391516267787665, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.881925106048584, "val_loss": 1.1491342782974243, "acc": 60.56, "time": 142.96731439099995, "param": [ { "p": 0.25924354791641235, "m": 1.0 }, { "p": 0.0004446804814506322, "m": 1.0 }, { "p": 0.0903741717338562, "m": 1.0 }, { "p": 0.06569889187812805, "m": 0.5462607145309448 }, { "p": 0.0004446804814506322, "m": 0.9265009760856628 }, { "p": 0.0004446804814506322, "m": 0.40404942631721497 }, { "p": 0.11511478573083878, "m": 0.24558164179325104 }, { "p": 0.08093594759702682, "m": 0.15297751128673553 }, { "p": 0.030307145789265633, "m": 1.0 }, { "p": 0.04769838601350784, "m": 0.10000000149011612 }, { "p": 0.024278979748487473, "m": 1.0 }, { "p": 0.16358919441699982, "m": 1.0 }, { "p": 0.11697825789451599, "m": 1.0 }, { "p": 0.0004446804814506322, "m": 1.0 }, { "p": 0.0004446804814506322, "m": 0.8736857175827026 }, { "p": 0.0004446804814506322, "m": 0.7699679136276245 }, { "p": 0.0004446804814506322, "m": 0.2858027219772339 }, { "p": 0.0004446804814506322, "m": 0.7605394124984741 }, { "p": 0.0004446804814506322, "m": 0.7320513725280762 }, { "p": 0.0004446804814506322, "m": 0.21947044134140015 }, { "p": 0.0004446804814506322, "m": 0.6149591207504272 }, { "p": 0.0004446804814506322, "m": 1.0 }, { "p": 0.0004446804814506322, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 3.347674608230591, "val_loss": 1.1383254528045654, "acc": 60.25, "time": 140.7841787289999, "param": [ { "p": 0.18491621315479279, "m": 1.0 }, { "p": 0.0004363633051980287, "m": 1.0 }, { "p": 0.09029144793748856, "m": 1.0 }, { "p": 0.04232509434223175, "m": 0.5150700807571411 }, { "p": 0.0004363633051980287, "m": 1.0 }, { "p": 0.0028423175681382418, "m": 0.40976381301879883 }, { "p": 0.15015532076358795, "m": 0.1756172627210617 }, { "p": 0.04640546441078186, "m": 0.22701212763786316 }, { "p": 0.07213041186332703, "m": 1.0 }, { "p": 0.03762517869472504, "m": 0.10000000149011612 }, { "p": 0.0145515576004982, "m": 1.0 }, { "p": 0.13345418870449066, "m": 1.0 }, { "p": 0.22006671130657196, "m": 1.0 }, { "p": 0.0004363633051980287, "m": 1.0 }, { "p": 0.0004363633051980287, "m": 0.8771719932556152 }, { "p": 0.0004363633051980287, "m": 0.6973939538002014 }, { "p": 0.0004363633051980287, "m": 0.2388145476579666 }, { "p": 0.0004363633051980287, "m": 0.7167636752128601 }, { "p": 0.0004363633051980287, "m": 0.7018100619316101 }, { "p": 0.0004363633051980287, "m": 0.2588959038257599 }, { "p": 0.0004363633051980287, "m": 0.6435171961784363 }, { "p": 0.0004363633051980287, "m": 1.0 }, { "p": 0.0004363633051980287, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 2.957158088684082, "val_loss": 1.0549684762954712, "acc": 62.1, "time": 141.67935092400012, "param": [ { "p": 0.19978496432304382, "m": 1.0 }, { "p": 0.00043544452637434006, "m": 1.0 }, { "p": 0.14209960401058197, "m": 1.0 }, { "p": 0.03006010502576828, "m": 0.5890533328056335 }, { "p": 0.00043544452637434006, "m": 0.9166678786277771 }, { "p": 0.00043544452637434006, "m": 0.3759995698928833 }, { "p": 0.16674794256687164, "m": 0.30531033873558044 }, { "p": 0.025817399844527245, "m": 0.20726612210273743 }, { "p": 0.03261851146817207, "m": 1.0 }, { "p": 0.0677075907588005, "m": 0.10000000149011612 }, { "p": 0.05618748813867569, "m": 1.0 }, { "p": 0.07158370316028595, "m": 1.0 }, { "p": 0.18645644187927246, "m": 1.0 }, { "p": 0.00043544452637434006, "m": 1.0 }, { "p": 0.00043544452637434006, "m": 0.9031844139099121 }, { "p": 0.00043544452637434006, "m": 0.7112651467323303 }, { "p": 0.00043544452637434006, "m": 0.19479112327098846 }, { "p": 0.00043544452637434006, "m": 0.7668417096138 }, { "p": 0.00043544452637434006, "m": 0.639733076095581 }, { "p": 0.00043544452637434006, "m": 0.14763513207435608 }, { "p": 0.00043544452637434006, "m": 0.6331912279129028 }, { "p": 0.00043544452637434006, "m": 1.0 }, { "p": 0.01571103185415268, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 2.620657444000244, "val_loss": 1.0204322338104248, "acc": 59.94, "time": 140.20862347999991, "param": [ { "p": 0.23729592561721802, "m": 1.0 }, { "p": 0.00043915733112953603, "m": 1.0 }, { "p": 0.011003440245985985, "m": 1.0 }, { "p": 0.02410409040749073, "m": 0.5962939262390137 }, { "p": 0.00043915733112953603, "m": 0.8793070316314697 }, { "p": 0.00043915733112953603, "m": 0.2744942307472229 }, { "p": 0.19778184592723846, "m": 0.13452653586864471 }, { "p": 0.13252167403697968, "m": 0.15990307927131653 }, { "p": 0.013169280253350735, "m": 1.0 }, { "p": 0.07421259582042694, "m": 0.10000000149011612 }, { "p": 0.001786944456398487, "m": 1.0 }, { "p": 0.12172964960336685, "m": 1.0 }, { "p": 0.18068572878837585, "m": 1.0 }, { "p": 0.00043915733112953603, "m": 1.0 }, { "p": 0.00043915733112953603, "m": 0.6850756406784058 }, { "p": 0.00043915733112953603, "m": 0.7207066416740417 }, { "p": 0.00043915733112953603, "m": 0.10000000149011612 }, { "p": 0.00043915733112953603, "m": 1.0 }, { "p": 0.00043915733112953603, "m": 0.587363064289093 }, { "p": 0.00043915733112953603, "m": 0.1722632348537445 }, { "p": 0.00043915733112953603, "m": 0.556274950504303 }, { "p": 0.00043915733112953603, "m": 1.0 }, { "p": 0.00043915733112953603, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 3.2343926429748535, "val_loss": 1.099403738975525, "acc": 61.38, "time": 135.194135405, "param": [ { "p": 0.1082935631275177, "m": 1.0 }, { "p": 0.0004396706644911319, "m": 1.0 }, { "p": 0.0495811365544796, "m": 1.0 }, { "p": 0.0004396706644911319, "m": 0.5178341865539551 }, { "p": 0.0004396706644911319, "m": 1.0 }, { "p": 0.0004396706644911319, "m": 0.37317436933517456 }, { "p": 0.23957617580890656, "m": 0.258903443813324 }, { "p": 0.19094344973564148, "m": 0.10000000149011612 }, { "p": 0.03106815554201603, "m": 0.9609692692756653 }, { "p": 0.0600319504737854, "m": 0.10000000149011612 }, { "p": 0.01702875830233097, "m": 1.0 }, { "p": 0.08745017647743225, "m": 1.0 }, { "p": 0.2094999998807907, "m": 1.0 }, { "p": 0.0004396706644911319, "m": 1.0 }, { "p": 0.0004396706644911319, "m": 0.8134928345680237 }, { "p": 0.0004396706644911319, "m": 0.7016812562942505 }, { "p": 0.0004396706644911319, "m": 0.2656124234199524 }, { "p": 0.0004396706644911319, "m": 0.9961024522781372 }, { "p": 0.0004396706644911319, "m": 0.6478099226951599 }, { "p": 0.0004396706644911319, "m": 0.2752721905708313 }, { "p": 0.0004396706644911319, "m": 0.5294877290725708 }, { "p": 0.0004396706644911319, "m": 1.0 }, { "p": 0.0008112240466289222, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.7897753715515137, "val_loss": 1.1416056156158447, "acc": 62.93, "time": 135.30642285600015, "param": [ { "p": 0.10274361819028854, "m": 1.0 }, { "p": 0.00042623779154382646, "m": 1.0 }, { "p": 0.07324553281068802, "m": 1.0 }, { "p": 0.04423314332962036, "m": 0.565592885017395 }, { "p": 0.00042623779154382646, "m": 0.9046637415885925 }, { "p": 0.03322257846593857, "m": 0.36606478691101074 }, { "p": 0.1103859543800354, "m": 0.28427037596702576 }, { "p": 0.16475646197795868, "m": 0.12043427675962448 }, { "p": 0.02081739529967308, "m": 1.0 }, { "p": 0.10574868321418762, "m": 0.10000000149011612 }, { "p": 0.06589284539222717, "m": 1.0 }, { "p": 0.1627555936574936, "m": 0.9996824860572815 }, { "p": 0.10980809479951859, "m": 1.0 }, { "p": 0.00042623779154382646, "m": 1.0 }, { "p": 0.0015122154727578163, "m": 0.6890375018119812 }, { "p": 0.00042623779154382646, "m": 0.6705051064491272 }, { "p": 0.00042623779154382646, "m": 0.2541123330593109 }, { "p": 0.00042623779154382646, "m": 0.8165563344955444 }, { "p": 0.00042623779154382646, "m": 0.7063421010971069 }, { "p": 0.0006156075396575034, "m": 0.2913409173488617 }, { "p": 0.00042623779154382646, "m": 0.4945487380027771 }, { "p": 0.00042623779154382646, "m": 1.0 }, { "p": 0.00042623779154382646, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.79587721824646, "val_loss": 1.1061162948608398, "acc": 62.16, "time": 137.1475306440002, "param": [ { "p": 0.0766405537724495, "m": 1.0 }, { "p": 0.0004370015230961144, "m": 1.0 }, { "p": 0.007607588544487953, "m": 1.0 }, { "p": 0.05973416566848755, "m": 0.616395890712738 }, { "p": 0.0004370015230961144, "m": 0.9551230072975159 }, { "p": 0.0004370015230961144, "m": 0.31902122497558594 }, { "p": 0.09485899657011032, "m": 0.37765541672706604 }, { "p": 0.1354585736989975, "m": 0.1700482815504074 }, { "p": 0.0004370015230961144, "m": 1.0 }, { "p": 0.11590670049190521, "m": 0.10000000149011612 }, { "p": 0.08177950233221054, "m": 1.0 }, { "p": 0.21639838814735413, "m": 1.0 }, { "p": 0.20549777150154114, "m": 1.0 }, { "p": 0.0004370015230961144, "m": 1.0 }, { "p": 0.0004370015230961144, "m": 0.627440869808197 }, { "p": 0.0004370015230961144, "m": 0.7428380846977234 }, { "p": 0.0004370015230961144, "m": 0.2923526465892792 }, { "p": 0.0004370015230961144, "m": 0.7481406927108765 }, { "p": 0.0004370015230961144, "m": 0.7550914287567139 }, { "p": 0.0004370015230961144, "m": 0.27289879322052 }, { "p": 0.0004370015230961144, "m": 0.5348556637763977 }, { "p": 0.0004370015230961144, "m": 1.0 }, { "p": 0.0004370015230961144, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.736835479736328, "val_loss": 1.0878289937973022, "acc": 63.6, "time": 131.90695505699978, "param": [ { "p": 0.1467139720916748, "m": 1.0 }, { "p": 0.0004326670023147017, "m": 1.0 }, { "p": 0.08140313625335693, "m": 1.0 }, { "p": 0.06866227090358734, "m": 0.5546395778656006 }, { "p": 0.0004326670023147017, "m": 0.8995736241340637 }, { "p": 0.002485079923644662, "m": 0.2221774458885193 }, { "p": 0.15273557603359222, "m": 0.4381016790866852 }, { "p": 0.0004326670023147017, "m": 0.18866556882858276 }, { "p": 0.08005057275295258, "m": 1.0 }, { "p": 0.12956613302230835, "m": 0.10000000149011612 }, { "p": 0.043285392224788666, "m": 1.0 }, { "p": 0.08115097135305405, "m": 0.9981116652488708 }, { "p": 0.2083224207162857, "m": 1.0 }, { "p": 0.0004326670023147017, "m": 1.0 }, { "p": 0.0004326670023147017, "m": 0.7253376245498657 }, { "p": 0.0004326670023147017, "m": 0.6879571676254272 }, { "p": 0.0004326670023147017, "m": 0.2835342586040497 }, { "p": 0.0004326670023147017, "m": 0.7466782927513123 }, { "p": 0.0004326670023147017, "m": 0.744523823261261 }, { "p": 0.0004326670023147017, "m": 0.27689287066459656 }, { "p": 0.0004326670023147017, "m": 0.5263444781303406 }, { "p": 0.0004326670023147017, "m": 1.0 }, { "p": 0.0004326670023147017, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 2.4979143142700195, "val_loss": 1.0033167600631714, "acc": 60.85, "time": 126.07329815100002, "param": [ { "p": 0.19219602644443512, "m": 1.0 }, { "p": 0.000443538767285645, "m": 1.0 }, { "p": 0.05165695399045944, "m": 1.0 }, { "p": 0.07670753449201584, "m": 0.4833776354789734 }, { "p": 0.000443538767285645, "m": 0.8903768062591553 }, { "p": 0.000443538767285645, "m": 0.36056259274482727 }, { "p": 0.09892204403877258, "m": 0.48604273796081543 }, { "p": 0.07531988620758057, "m": 0.1563575565814972 }, { "p": 0.04626952111721039, "m": 1.0 }, { "p": 0.15688835084438324, "m": 0.10000000149011612 }, { "p": 0.000443538767285645, "m": 0.9953237175941467 }, { "p": 0.002914254553616047, "m": 1.0 }, { "p": 0.2787862718105316, "m": 1.0 }, { "p": 0.000443538767285645, "m": 1.0 }, { "p": 0.000443538767285645, "m": 0.7565426826477051 }, { "p": 0.000443538767285645, "m": 0.6974310278892517 }, { "p": 0.000443538767285645, "m": 0.2683797776699066 }, { "p": 0.000443538767285645, "m": 0.768902599811554 }, { "p": 0.000443538767285645, "m": 0.7483371496200562 }, { "p": 0.000443538767285645, "m": 0.24355563521385193 }, { "p": 0.007318855728954077, "m": 0.39040493965148926 }, { "p": 0.000443538767285645, "m": 1.0 }, { "p": 0.0076980628073215485, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.026547431945801, "val_loss": 0.9940049052238464, "acc": 63.55, "time": 119.3746644959997, "param": [ { "p": 0.1473497897386551, "m": 1.0 }, { "p": 0.00043778252438642085, "m": 1.0 }, { "p": 0.07932312786579132, "m": 1.0 }, { "p": 0.062107015401124954, "m": 0.5729389190673828 }, { "p": 0.00043778252438642085, "m": 0.9740999341011047 }, { "p": 0.00043778252438642085, "m": 0.5235660672187805 }, { "p": 0.08740118145942688, "m": 0.7015344500541687 }, { "p": 0.1207290068268776, "m": 0.10798687487840652 }, { "p": 0.08598769456148148, "m": 1.0 }, { "p": 0.13045960664749146, "m": 0.10000000149011612 }, { "p": 0.00043778252438642085, "m": 1.0 }, { "p": 0.07419124245643616, "m": 1.0 }, { "p": 0.20632261037826538, "m": 1.0 }, { "p": 0.00043778252438642085, "m": 1.0 }, { "p": 0.00043778252438642085, "m": 0.7966017127037048 }, { "p": 0.00043778252438642085, "m": 0.6735973954200745 }, { "p": 0.00043778252438642085, "m": 0.27876538038253784 }, { "p": 0.00043778252438642085, "m": 0.6640498638153076 }, { "p": 0.00043778252438642085, "m": 0.7339617013931274 }, { "p": 0.00043778252438642085, "m": 0.2717941105365753 }, { "p": 0.00043778252438642085, "m": 0.4479494094848633 }, { "p": 0.00043778252438642085, "m": 1.0 }, { "p": 0.00043778252438642085, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 2.4435205459594727, "val_loss": 1.0722346305847168, "acc": 63.98, "time": 119.93617382399998, "param": [ { "p": 0.1731072962284088, "m": 1.0 }, { "p": 0.00043570020352490246, "m": 1.0 }, { "p": 0.09210485965013504, "m": 1.0 }, { "p": 0.009752853773534298, "m": 0.7300277352333069 }, { "p": 0.00043570020352490246, "m": 0.8148292303085327 }, { "p": 0.00043570020352490246, "m": 0.5049445033073425 }, { "p": 0.06921811401844025, "m": 0.7882674932479858 }, { "p": 0.1408211588859558, "m": 0.3062233328819275 }, { "p": 0.06843075156211853, "m": 0.9987305402755737 }, { "p": 0.06618687510490417, "m": 0.11992274224758148 }, { "p": 0.0007915391470305622, "m": 1.0 }, { "p": 0.15557900071144104, "m": 1.0 }, { "p": 0.2038717418909073, "m": 1.0 }, { "p": 0.00043570020352490246, "m": 1.0 }, { "p": 0.00043570020352490246, "m": 0.9101869463920593 }, { "p": 0.00043570020352490246, "m": 0.6760830283164978 }, { "p": 0.00043570020352490246, "m": 0.2467707097530365 }, { "p": 0.00043570020352490246, "m": 0.6299331188201904 }, { "p": 0.00043570020352490246, "m": 0.6903778910636902 }, { "p": 0.00043570020352490246, "m": 0.14766570925712585 }, { "p": 0.010143326595425606, "m": 0.39581403136253357 }, { "p": 0.00043570020352490246, "m": 1.0 }, { "p": 0.005199992097914219, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.566089153289795, "val_loss": 1.0643757581710815, "acc": 64.25, "time": 125.00133830799996, "param": [ { "p": 0.16879740357398987, "m": 1.0 }, { "p": 0.000427639955887571, "m": 1.0 }, { "p": 0.06352204084396362, "m": 1.0 }, { "p": 0.017842788249254227, "m": 0.8219237923622131 }, { "p": 0.000427639955887571, "m": 0.9227465391159058 }, { "p": 0.006522185634821653, "m": 0.43523988127708435 }, { "p": 0.014870816841721535, "m": 0.8441877961158752 }, { "p": 0.08661863952875137, "m": 0.41887786984443665 }, { "p": 0.15813924372196198, "m": 1.0 }, { "p": 0.07335811853408813, "m": 0.11757062375545502 }, { "p": 0.10907851904630661, "m": 1.0 }, { "p": 0.1392088234424591, "m": 1.0 }, { "p": 0.1410721093416214, "m": 1.0 }, { "p": 0.000427639955887571, "m": 1.0 }, { "p": 0.000427639955887571, "m": 0.9575947523117065 }, { "p": 0.000427639955887571, "m": 0.6898318529129028 }, { "p": 0.000427639955887571, "m": 0.10181667655706406 }, { "p": 0.000427639955887571, "m": 0.8350470066070557 }, { "p": 0.000427639955887571, "m": 0.7561899423599243 }, { "p": 0.000427639955887571, "m": 0.32627221941947937 }, { "p": 0.000427639955887571, "m": 0.35605388879776 }, { "p": 0.000427639955887571, "m": 1.0 }, { "p": 0.01626535877585411, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 2.8885879516601562, "val_loss": 0.9694982171058655, "acc": 64.53, "time": 123.8855047750003, "param": [ { "p": 0.16642771661281586, "m": 1.0 }, { "p": 0.0004374914278741926, "m": 1.0 }, { "p": 0.10627417266368866, "m": 1.0 }, { "p": 0.0004374914278741926, "m": 0.7302803993225098 }, { "p": 0.0004374914278741926, "m": 0.8658702969551086 }, { "p": 0.03647709637880325, "m": 0.5253761410713196 }, { "p": 0.09833575040102005, "m": 0.9481027126312256 }, { "p": 0.05997038632631302, "m": 0.5305909514427185 }, { "p": 0.0841871052980423, "m": 1.0 }, { "p": 0.09488147497177124, "m": 0.10000000149011612 }, { "p": 0.10942317545413971, "m": 1.0 }, { "p": 0.144145667552948, "m": 1.0 }, { "p": 0.09419039636850357, "m": 1.0 }, { "p": 0.0004374914278741926, "m": 1.0 }, { "p": 0.0004374914278741926, "m": 0.7795655727386475 }, { "p": 0.0004374914278741926, "m": 0.6574055552482605 }, { "p": 0.0004374914278741926, "m": 0.18925049901008606 }, { "p": 0.0004374914278741926, "m": 0.8273595571517944 }, { "p": 0.0004374914278741926, "m": 0.6614527702331543 }, { "p": 0.0004374914278741926, "m": 0.3979754149913788 }, { "p": 0.0004374914278741926, "m": 0.47390660643577576 }, { "p": 0.0004374914278741926, "m": 1.0 }, { "p": 0.0004374914278741926, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 2.5352625846862793, "val_loss": 1.026651382446289, "acc": 63.7, "time": 125.26863919700008, "param": [ { "p": 0.2053181231021881, "m": 1.0 }, { "p": 0.00043405985343270004, "m": 1.0 }, { "p": 0.12238093465566635, "m": 1.0 }, { "p": 0.0361643023788929, "m": 0.7105406522750854 }, { "p": 0.00043405985343270004, "m": 0.8926692008972168 }, { "p": 0.00043405985343270004, "m": 0.4847640097141266 }, { "p": 0.06561561673879623, "m": 0.9176332354545593 }, { "p": 0.06340420991182327, "m": 0.7331973910331726 }, { "p": 0.00043405985343270004, "m": 1.0 }, { "p": 0.08540374785661697, "m": 0.10000000149011612 }, { "p": 0.07044406235218048, "m": 0.9974254965782166 }, { "p": 0.22860920429229736, "m": 1.0 }, { "p": 0.1165832057595253, "m": 1.0 }, { "p": 0.00043405985343270004, "m": 1.0 }, { "p": 0.00043405985343270004, "m": 0.6990237236022949 }, { "p": 0.00043405985343270004, "m": 0.6408784985542297 }, { "p": 0.00043405985343270004, "m": 0.2380748987197876 }, { "p": 0.00043405985343270004, "m": 0.9055457711219788 }, { "p": 0.00043405985343270004, "m": 0.6949748396873474 }, { "p": 0.00043405985343270004, "m": 0.3916092813014984 }, { "p": 0.00043405985343270004, "m": 0.5604321956634521 }, { "p": 0.00043405985343270004, "m": 1.0 }, { "p": 0.00043405985343270004, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.7708449363708496, "val_loss": 1.2163714170455933, "acc": 62.27, "time": 123.84839954200015, "param": [ { "p": 0.21720585227012634, "m": 1.0 }, { "p": 0.00043512313277460635, "m": 1.0 }, { "p": 0.0414426289498806, "m": 1.0 }, { "p": 0.00043512313277460635, "m": 0.687247633934021 }, { "p": 0.00043512313277460635, "m": 0.9332254528999329 }, { "p": 0.002303204732015729, "m": 0.5307410955429077 }, { "p": 0.01190590113401413, "m": 0.9979287981987 }, { "p": 0.06858678162097931, "m": 0.9314213991165161 }, { "p": 0.00958364736288786, "m": 0.9983945488929749 }, { "p": 0.08576725423336029, "m": 0.10229171067476273 }, { "p": 0.12744951248168945, "m": 1.0 }, { "p": 0.26682648062705994, "m": 1.0 }, { "p": 0.1594105064868927, "m": 1.0 }, { "p": 0.0006736422656103969, "m": 1.0 }, { "p": 0.00043512313277460635, "m": 0.821280837059021 }, { "p": 0.00043512313277460635, "m": 0.649023175239563 }, { "p": 0.00043512313277460635, "m": 0.24380113184452057 }, { "p": 0.00043512313277460635, "m": 0.931846022605896 }, { "p": 0.00043512313277460635, "m": 0.5957724452018738 }, { "p": 0.00043512313277460635, "m": 0.41450235247612 }, { "p": 0.00043512313277460635, "m": 0.38773804903030396 }, { "p": 0.00043512313277460635, "m": 1.0 }, { "p": 0.004058427177369595, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 3.1016650199890137, "val_loss": 1.1827821731567383, "acc": 61.29, "time": 124.17504723600086, "param": [ { "p": 0.24228200316429138, "m": 1.0 }, { "p": 0.0004328117938712239, "m": 1.0 }, { "p": 0.02159556746482849, "m": 1.0 }, { "p": 0.033306196331977844, "m": 0.8416156768798828 }, { "p": 0.0004328117938712239, "m": 1.0 }, { "p": 0.0004328117938712239, "m": 0.4749653935432434 }, { "p": 0.0026737372390925884, "m": 1.0 }, { "p": 0.002569777425378561, "m": 0.9685752391815186 }, { "p": 0.09784518927335739, "m": 1.0 }, { "p": 0.039097510278224945, "m": 0.10013767331838608 }, { "p": 0.118852898478508, "m": 1.0 }, { "p": 0.20552949607372284, "m": 1.0 }, { "p": 0.23035502433776855, "m": 1.0 }, { "p": 0.0004328117938712239, "m": 1.0 }, { "p": 0.0004328117938712239, "m": 0.6731051802635193 }, { "p": 0.0004328117938712239, "m": 0.6651656627655029 }, { "p": 0.0004328117938712239, "m": 0.36467865109443665 }, { "p": 0.0004328117938712239, "m": 1.0 }, { "p": 0.0004328117938712239, "m": 0.6073153018951416 }, { "p": 0.0004328117938712239, "m": 0.41483157873153687 }, { "p": 0.0006990630645304918, "m": 0.36707592010498047 }, { "p": 0.0004328117938712239, "m": 1.0 }, { "p": 0.0004328117938712239, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 2.646737575531006, "val_loss": 1.0122588872909546, "acc": 64.36, "time": 123.20295898099994, "param": [ { "p": 0.22344332933425903, "m": 1.0 }, { "p": 0.00043204985558986664, "m": 1.0 }, { "p": 0.05950113385915756, "m": 1.0 }, { "p": 0.03114650584757328, "m": 1.0 }, { "p": 0.00043204985558986664, "m": 0.9753494262695312 }, { "p": 0.00043204985558986664, "m": 0.46625494956970215 }, { "p": 0.03381780534982681, "m": 0.9229698777198792 }, { "p": 0.0022144957911223173, "m": 1.0 }, { "p": 0.07383362948894501, "m": 1.0 }, { "p": 0.07386668771505356, "m": 0.10000000149011612 }, { "p": 0.0787547379732132, "m": 0.9930299520492554 }, { "p": 0.19137614965438843, "m": 1.0 }, { "p": 0.2244744598865509, "m": 1.0 }, { "p": 0.00043204985558986664, "m": 1.0 }, { "p": 0.00043204985558986664, "m": 0.8041768670082092 }, { "p": 0.00043204985558986664, "m": 0.6987186670303345 }, { "p": 0.00043204985558986664, "m": 0.36741358041763306 }, { "p": 0.00043204985558986664, "m": 0.9637781381607056 }, { "p": 0.00043204985558986664, "m": 0.6143916249275208 }, { "p": 0.00043204985558986664, "m": 0.4315240979194641 }, { "p": 0.0023866205010563135, "m": 0.35696637630462646 }, { "p": 0.00043204985558986664, "m": 1.0 }, { "p": 0.00043204985558986664, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 2.618096351623535, "val_loss": 1.0371499061584473, "acc": 65.21, "time": 122.98876939799993, "param": [ { "p": 0.09232652932405472, "m": 1.0 }, { "p": 0.00044077279744669795, "m": 1.0 }, { "p": 0.028473427519202232, "m": 1.0 }, { "p": 0.05121203884482384, "m": 0.9101698398590088 }, { "p": 0.00044077279744669795, "m": 1.0 }, { "p": 0.00044077279744669795, "m": 0.41598817706108093 }, { "p": 0.00044077279744669795, "m": 0.9382861852645874 }, { "p": 0.033270854502916336, "m": 0.9909619092941284 }, { "p": 0.2025023251771927, "m": 1.0 }, { "p": 0.09139057248830795, "m": 0.10000000149011612 }, { "p": 0.10588734596967697, "m": 1.0 }, { "p": 0.20149768888950348, "m": 1.0 }, { "p": 0.18726862967014313, "m": 1.0 }, { "p": 0.00044077279744669795, "m": 1.0 }, { "p": 0.00044077279744669795, "m": 0.9663867354393005 }, { "p": 0.00044077279744669795, "m": 0.6655918955802917 }, { "p": 0.00044077279744669795, "m": 0.3323349058628082 }, { "p": 0.00044077279744669795, "m": 0.9537022709846497 }, { "p": 0.00044077279744669795, "m": 0.6537867784500122 }, { "p": 0.00044077279744669795, "m": 0.4268069565296173 }, { "p": 0.00044077279744669795, "m": 0.2663576602935791 }, { "p": 0.00044077279744669795, "m": 1.0 }, { "p": 0.00044077279744669795, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 3.071725606918335, "val_loss": 1.1039068698883057, "acc": 64.48, "time": 122.87698057899979, "param": [ { "p": 0.1930779218673706, "m": 1.0 }, { "p": 0.00043531760456971824, "m": 1.0 }, { "p": 0.1064603328704834, "m": 1.0 }, { "p": 0.010312989354133606, "m": 0.9307281374931335 }, { "p": 0.00043531760456971824, "m": 0.9985745549201965 }, { "p": 0.00043531760456971824, "m": 0.5172235369682312 }, { "p": 0.046205099672079086, "m": 0.8998720049858093 }, { "p": 0.012231769971549511, "m": 0.972271740436554 }, { "p": 0.1596951186656952, "m": 1.0 }, { "p": 0.055845603346824646, "m": 0.10000000149011612 }, { "p": 0.054387178272008896, "m": 0.9986205101013184 }, { "p": 0.12462691217660904, "m": 1.0 }, { "p": 0.20260626077651978, "m": 1.0 }, { "p": 0.00043531760456971824, "m": 1.0 }, { "p": 0.00043531760456971824, "m": 0.8483690619468689 }, { "p": 0.0017116934759542346, "m": 0.6925878524780273 }, { "p": 0.00043531760456971824, "m": 0.3185494840145111 }, { "p": 0.00043531760456971824, "m": 0.971084713935852 }, { "p": 0.00043531760456971824, "m": 0.6686810255050659 }, { "p": 0.0034647698048502207, "m": 0.38075879216194153 }, { "p": 0.009786794893443584, "m": 0.2907316982746124 }, { "p": 0.00043531760456971824, "m": 1.0 }, { "p": 0.015669861808419228, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 2.3926033973693848, "val_loss": 1.0136744976043701, "acc": 64.78, "time": 132.44770405300005, "param": [ { "p": 0.17466649413108826, "m": 1.0 }, { "p": 0.00043459917651489377, "m": 1.0 }, { "p": 0.05935128405690193, "m": 1.0 }, { "p": 0.00043459917651489377, "m": 0.9721274375915527 }, { "p": 0.0005287920939736068, "m": 1.0 }, { "p": 0.00043459917651489377, "m": 0.41992104053497314 }, { "p": 0.09347733110189438, "m": 0.7541848421096802 }, { "p": 0.0011468820739537477, "m": 0.9484804272651672 }, { "p": 0.19827379286289215, "m": 0.9998791217803955 }, { "p": 0.17425382137298584, "m": 0.10910521447658539 }, { "p": 0.01233300007879734, "m": 0.9998384714126587 }, { "p": 0.1472456157207489, "m": 1.0 }, { "p": 0.13307347893714905, "m": 1.0 }, { "p": 0.00043459917651489377, "m": 1.0 }, { "p": 0.00043459917651489377, "m": 0.8911476135253906 }, { "p": 0.00043459917651489377, "m": 0.6757879257202148 }, { "p": 0.00043459917651489377, "m": 0.4362000823020935 }, { "p": 0.00043459917651489377, "m": 0.7950789928436279 }, { "p": 0.00043459917651489377, "m": 0.670220673084259 }, { "p": 0.00043459917651489377, "m": 0.3466988503932953 }, { "p": 0.00043459917651489377, "m": 0.44431373476982117 }, { "p": 0.00043459917651489377, "m": 1.0 }, { "p": 0.00043459917651489377, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 2.0139498710632324, "val_loss": 0.9617415070533752, "acc": 63.53, "time": 140.05062945600002, "param": [ { "p": 0.1673661470413208, "m": 1.0 }, { "p": 0.0004324429028201848, "m": 1.0 }, { "p": 0.0581253357231617, "m": 1.0 }, { "p": 0.023859601467847824, "m": 0.8843421339988708 }, { "p": 0.0004324429028201848, "m": 1.0 }, { "p": 0.0004324429028201848, "m": 0.47036510705947876 }, { "p": 0.18354731798171997, "m": 0.7484003305435181 }, { "p": 0.01491487119346857, "m": 0.9580509066581726 }, { "p": 0.21064741909503937, "m": 1.0 }, { "p": 0.10864783823490143, "m": 0.10000000149011612 }, { "p": 0.04746556282043457, "m": 1.0 }, { "p": 0.0004324429028201848, "m": 1.0 }, { "p": 0.17216505110263824, "m": 1.0 }, { "p": 0.0004324429028201848, "m": 1.0 }, { "p": 0.0004324429028201848, "m": 1.0 }, { "p": 0.0004324429028201848, "m": 0.7834755778312683 }, { "p": 0.0004324429028201848, "m": 0.5520169734954834 }, { "p": 0.0004324429028201848, "m": 0.8934924006462097 }, { "p": 0.0004324429028201848, "m": 0.6199422478675842 }, { "p": 0.0004324429028201848, "m": 0.24930690228939056 }, { "p": 0.002077114302664995, "m": 0.46282944083213806 }, { "p": 0.0004324429028201848, "m": 1.0 }, { "p": 0.005994580220431089, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 2.2920162677764893, "val_loss": 1.009421467781067, "acc": 64.2, "time": 134.63192055400032, "param": [ { "p": 0.14611254632472992, "m": 1.0 }, { "p": 0.0004427682142704725, "m": 1.0 }, { "p": 0.06826361268758774, "m": 1.0 }, { "p": 0.007605061400681734, "m": 0.8820375204086304 }, { "p": 0.0004427682142704725, "m": 0.9949458241462708 }, { "p": 0.02006007730960846, "m": 0.4298747181892395 }, { "p": 0.17836256325244904, "m": 0.7157525420188904 }, { "p": 0.0004427682142704725, "m": 0.9708441495895386 }, { "p": 0.13655947148799896, "m": 1.0 }, { "p": 0.11222045123577118, "m": 0.10000000149011612 }, { "p": 0.0541430339217186, "m": 0.9904537200927734 }, { "p": 0.09053321182727814, "m": 1.0 }, { "p": 0.17590488493442535, "m": 1.0 }, { "p": 0.003677943954244256, "m": 1.0 }, { "p": 0.0004427682142704725, "m": 1.0 }, { "p": 0.0004427682142704725, "m": 0.9424940347671509 }, { "p": 0.0004427682142704725, "m": 0.5415045022964478 }, { "p": 0.0004427682142704725, "m": 0.8937880992889404 }, { "p": 0.0004427682142704725, "m": 0.6781796813011169 }, { "p": 0.0004427682142704725, "m": 0.2688939571380615 }, { "p": 0.0016869159881025553, "m": 0.4113929271697998 }, { "p": 0.0004427682142704725, "m": 1.0 }, { "p": 0.0004427682142704725, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 2.249814033508301, "val_loss": 1.0737919807434082, "acc": 64.87, "time": 133.27197632099978, "param": [ { "p": 0.09276224672794342, "m": 1.0 }, { "p": 0.0004379907622933388, "m": 1.0 }, { "p": 0.09714177250862122, "m": 1.0 }, { "p": 0.030781710520386696, "m": 0.8973972201347351 }, { "p": 0.0004379907622933388, "m": 0.9444120526313782 }, { "p": 0.0004379907622933388, "m": 0.466738760471344 }, { "p": 0.1275312602519989, "m": 0.7203810811042786 }, { "p": 0.011957107111811638, "m": 0.9487757086753845 }, { "p": 0.05408887565135956, "m": 0.9997838139533997 }, { "p": 0.10963557660579681, "m": 0.10000000149011612 }, { "p": 0.07101258635520935, "m": 1.0 }, { "p": 0.17685557901859283, "m": 1.0 }, { "p": 0.22253961861133575, "m": 1.0 }, { "p": 0.0004379907622933388, "m": 1.0 }, { "p": 0.0004379907622933388, "m": 0.996857225894928 }, { "p": 0.0004379907622933388, "m": 0.942953884601593 }, { "p": 0.0004379907622933388, "m": 0.649662435054779 }, { "p": 0.0004379907622933388, "m": 0.8638519644737244 }, { "p": 0.0004379907622933388, "m": 0.7570257782936096 }, { "p": 0.0004379907622933388, "m": 0.22441285848617554 }, { "p": 0.0004379907622933388, "m": 0.30465665459632874 }, { "p": 0.0004379907622933388, "m": 1.0 }, { "p": 0.0004379907622933388, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 2.610720157623291, "val_loss": 0.9787960648536682, "acc": 65.24, "time": 134.08110844400017, "param": [ { "p": 0.10171534866094589, "m": 1.0 }, { "p": 0.00043761395500041544, "m": 1.0 }, { "p": 0.09442026913166046, "m": 1.0 }, { "p": 0.04594515636563301, "m": 0.9478251934051514 }, { "p": 0.00043761395500041544, "m": 0.9854562282562256 }, { "p": 0.005117843858897686, "m": 0.39761924743652344 }, { "p": 0.08123408257961273, "m": 0.7552986741065979 }, { "p": 0.015865463763475418, "m": 0.9237512946128845 }, { "p": 0.07987514138221741, "m": 1.0 }, { "p": 0.11992400139570236, "m": 0.10000000149011612 }, { "p": 0.09253102540969849, "m": 1.0 }, { "p": 0.16713757812976837, "m": 1.0 }, { "p": 0.14497438073158264, "m": 1.0 }, { "p": 0.00043761395500041544, "m": 1.0 }, { "p": 0.00043761395500041544, "m": 0.9599732160568237 }, { "p": 0.00043761395500041544, "m": 0.8044255971908569 }, { "p": 0.00043761395500041544, "m": 0.5972849130630493 }, { "p": 0.00043761395500041544, "m": 0.8602389693260193 }, { "p": 0.00043761395500041544, "m": 0.7896231412887573 }, { "p": 0.015745259821414948, "m": 0.16406014561653137 }, { "p": 0.031138522550463676, "m": 0.19910266995429993 }, { "p": 0.00043761395500041544, "m": 1.0 }, { "p": 0.00043761395500041544, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 3.0920615196228027, "val_loss": 1.012734055519104, "acc": 65.03, "time": 136.77692796999963, "param": [ { "p": 0.19560489058494568, "m": 1.0 }, { "p": 0.0004437047755345702, "m": 1.0 }, { "p": 0.037093423306941986, "m": 1.0 }, { "p": 0.0004437047755345702, "m": 0.9725927710533142 }, { "p": 0.0004437047755345702, "m": 0.9972270131111145 }, { "p": 0.047845613211393356, "m": 0.3646538257598877 }, { "p": 0.017253506928682327, "m": 0.730679452419281 }, { "p": 0.09687158465385437, "m": 0.9714180827140808 }, { "p": 0.019345581531524658, "m": 0.9965134859085083 }, { "p": 0.0950264185667038, "m": 0.10428059101104736 }, { "p": 0.053127471357584, "m": 0.9793311953544617 }, { "p": 0.149799644947052, "m": 0.9947159290313721 }, { "p": 0.1864459365606308, "m": 1.0 }, { "p": 0.0004437047755345702, "m": 1.0 }, { "p": 0.0004437047755345702, "m": 1.0 }, { "p": 0.0004437047755345702, "m": 0.8503848314285278 }, { "p": 0.0004437047755345702, "m": 0.6332557797431946 }, { "p": 0.0004437047755345702, "m": 0.9293726086616516 }, { "p": 0.0004437047755345702, "m": 0.7552199959754944 }, { "p": 0.008353762328624725, "m": 0.1609366089105606 }, { "p": 0.08835160732269287, "m": 0.2575455904006958 }, { "p": 0.0004437047755345702, "m": 1.0 }, { "p": 0.0004437047755345702, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 2.4146218299865723, "val_loss": 1.046626329421997, "acc": 65.07, "time": 137.2454469080003, "param": [ { "p": 0.15147468447685242, "m": 1.0 }, { "p": 0.000433175329817459, "m": 1.0 }, { "p": 0.01356023270636797, "m": 1.0 }, { "p": 0.03926633298397064, "m": 0.9772325158119202 }, { "p": 0.000433175329817459, "m": 0.9552171230316162 }, { "p": 0.0013541342923417687, "m": 0.3641936480998993 }, { "p": 0.07566938549280167, "m": 0.8370780944824219 }, { "p": 0.014551314525306225, "m": 0.981367290019989 }, { "p": 0.000433175329817459, "m": 0.998001217842102 }, { "p": 0.13819661736488342, "m": 0.10000000149011612 }, { "p": 0.1125948578119278, "m": 1.0 }, { "p": 0.12576982378959656, "m": 0.9911907911300659 }, { "p": 0.2527453899383545, "m": 1.0 }, { "p": 0.000433175329817459, "m": 1.0 }, { "p": 0.000433175329817459, "m": 0.9115222096443176 }, { "p": 0.000433175329817459, "m": 0.7462233304977417 }, { "p": 0.000433175329817459, "m": 0.7249516248703003 }, { "p": 0.000433175329817459, "m": 0.9241641759872437 }, { "p": 0.000433175329817459, "m": 0.8081512451171875 }, { "p": 0.000433175329817459, "m": 0.153253972530365 }, { "p": 0.06961939483880997, "m": 0.4337981343269348 }, { "p": 0.000433175329817459, "m": 1.0 }, { "p": 0.000433175329817459, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 2.729175567626953, "val_loss": 1.0126454830169678, "acc": 65.42, "time": 138.33236355999998, "param": [ { "p": 0.18218225240707397, "m": 1.0 }, { "p": 0.0004381355829536915, "m": 1.0 }, { "p": 0.09933900088071823, "m": 1.0 }, { "p": 0.0004381355829536915, "m": 0.8264204263687134 }, { "p": 0.0004381355829536915, "m": 0.9697501063346863 }, { "p": 0.0146613959223032, "m": 0.37655019760131836 }, { "p": 0.06218242645263672, "m": 0.7708317637443542 }, { "p": 0.07278004288673401, "m": 0.9166238307952881 }, { "p": 0.04533586651086807, "m": 1.0 }, { "p": 0.08851757645606995, "m": 0.10000000149011612 }, { "p": 0.08642973005771637, "m": 0.9934451580047607 }, { "p": 0.17361022531986237, "m": 1.0 }, { "p": 0.1438942551612854, "m": 1.0 }, { "p": 0.0004381355829536915, "m": 1.0 }, { "p": 0.0004381355829536915, "m": 0.7700152397155762 }, { "p": 0.0004381355829536915, "m": 0.67622971534729 }, { "p": 0.0004381355829536915, "m": 0.7426609396934509 }, { "p": 0.0004381355829536915, "m": 0.8420954346656799 }, { "p": 0.0004381355829536915, "m": 0.7846553921699524 }, { "p": 0.003402343252673745, "m": 0.16199961304664612 }, { "p": 0.022845640778541565, "m": 0.33958256244659424 }, { "p": 0.0004381355829536915, "m": 1.0 }, { "p": 0.0004381355829536915, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 2.5171256065368652, "val_loss": 1.0371285676956177, "acc": 65.51, "time": 137.63951083699976, "param": [ { "p": 0.101588673889637, "m": 1.0 }, { "p": 0.0004275593382772058, "m": 1.0 }, { "p": 0.020912302657961845, "m": 1.0 }, { "p": 0.07745996117591858, "m": 0.9389069676399231 }, { "p": 0.024140601977705956, "m": 0.9904343485832214 }, { "p": 0.0004275593382772058, "m": 0.5938484072685242 }, { "p": 0.0626441016793251, "m": 0.7985987067222595 }, { "p": 0.08053507655858994, "m": 0.8493944406509399 }, { "p": 0.07029165327548981, "m": 1.0 }, { "p": 0.07993379980325699, "m": 0.10311390459537506 }, { "p": 0.12080878764390945, "m": 0.9970616698265076 }, { "p": 0.08693273365497589, "m": 1.0 }, { "p": 0.12548547983169556, "m": 1.0 }, { "p": 0.010662543587386608, "m": 1.0 }, { "p": 0.0004275593382772058, "m": 0.7101333141326904 }, { "p": 0.0004275593382772058, "m": 0.7698193788528442 }, { "p": 0.0004275593382772058, "m": 0.745225727558136 }, { "p": 0.0004275593382772058, "m": 0.894915759563446 }, { "p": 0.0004275593382772058, "m": 0.8114760518074036 }, { "p": 0.02536165714263916, "m": 0.23040297627449036 }, { "p": 0.039680153131484985, "m": 0.23979783058166504 }, { "p": 0.0004275593382772058, "m": 1.0 }, { "p": 0.07014219462871552, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 2.2677183151245117, "val_loss": 0.9233487844467163, "acc": 65.58, "time": 139.0332158730007, "param": [ { "p": 0.16348493099212646, "m": 1.0 }, { "p": 0.0004333506221882999, "m": 1.0 }, { "p": 0.06616482883691788, "m": 1.0 }, { "p": 0.018466820940375328, "m": 0.9876742362976074 }, { "p": 0.0004333506221882999, "m": 0.8733326196670532 }, { "p": 0.0008723004721105099, "m": 0.657623291015625 }, { "p": 0.07403262704610825, "m": 0.8339810967445374 }, { "p": 0.004648115020245314, "m": 0.9397011399269104 }, { "p": 0.10789624601602554, "m": 1.0 }, { "p": 0.14361754059791565, "m": 0.10000000149011612 }, { "p": 0.04581393674015999, "m": 1.0 }, { "p": 0.1147988960146904, "m": 0.9992220401763916 }, { "p": 0.18167640268802643, "m": 1.0 }, { "p": 0.0004333506221882999, "m": 1.0 }, { "p": 0.0004333506221882999, "m": 0.7239813804626465 }, { "p": 0.0004333506221882999, "m": 0.7029950022697449 }, { "p": 0.0004333506221882999, "m": 0.7743647694587708 }, { "p": 0.0004333506221882999, "m": 0.8942150473594666 }, { "p": 0.0004333506221882999, "m": 0.7348144054412842 }, { "p": 0.0004333506221882999, "m": 0.2025943249464035 }, { "p": 0.07229050248861313, "m": 0.305281400680542 }, { "p": 0.0004333506221882999, "m": 1.0 }, { "p": 0.0019035125151276588, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.8371202945709229, "val_loss": 0.8581390380859375, "acc": 65.54, "time": 138.30483193100008, "param": [ { "p": 0.14879341423511505, "m": 1.0 }, { "p": 0.000435236026532948, "m": 1.0 }, { "p": 0.03584441542625427, "m": 1.0 }, { "p": 0.005825321190059185, "m": 0.888679027557373 }, { "p": 0.000435236026532948, "m": 0.9651312232017517 }, { "p": 0.000435236026532948, "m": 0.6445906758308411 }, { "p": 0.12004672735929489, "m": 0.7321113348007202 }, { "p": 0.04614167660474777, "m": 0.9732558131217957 }, { "p": 0.0723995715379715, "m": 1.0 }, { "p": 0.05362650007009506, "m": 0.10000000149011612 }, { "p": 0.10419860482215881, "m": 0.9617438316345215 }, { "p": 0.16758111119270325, "m": 1.0 }, { "p": 0.1674542874097824, "m": 1.0 }, { "p": 0.006890321150422096, "m": 1.0 }, { "p": 0.000435236026532948, "m": 0.7232635617256165 }, { "p": 0.000435236026532948, "m": 0.7036040425300598 }, { "p": 0.000435236026532948, "m": 0.7966130375862122 }, { "p": 0.000435236026532948, "m": 0.8651514053344727 }, { "p": 0.000435236026532948, "m": 0.6956655383110046 }, { "p": 0.0005370250437408686, "m": 0.10720494389533997 }, { "p": 0.06590190529823303, "m": 0.16969245672225952 }, { "p": 0.000435236026532948, "m": 1.0 }, { "p": 0.000842058565467596, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 2.240804433822632, "val_loss": 1.0501413345336914, "acc": 64.61, "time": 136.4936235489995, "param": [ { "p": 0.1797783374786377, "m": 1.0 }, { "p": 0.0004282862355466932, "m": 1.0 }, { "p": 0.029911432415246964, "m": 1.0 }, { "p": 0.010938488878309727, "m": 0.8675522208213806 }, { "p": 0.0004282862355466932, "m": 0.9473983645439148 }, { "p": 0.006021909881383181, "m": 0.7312560081481934 }, { "p": 0.04079679772257805, "m": 0.6691800951957703 }, { "p": 0.008980678394436836, "m": 1.0 }, { "p": 0.05095943808555603, "m": 0.9662708044052124 }, { "p": 0.06691400706768036, "m": 0.10000000149011612 }, { "p": 0.09379768371582031, "m": 1.0 }, { "p": 0.14904049038887024, "m": 1.0 }, { "p": 0.23997096717357635, "m": 1.0 }, { "p": 0.0019114399328827858, "m": 1.0 }, { "p": 0.0004282862355466932, "m": 0.6966394186019897 }, { "p": 0.0008210286032408476, "m": 0.7110384702682495 }, { "p": 0.0004282862355466932, "m": 0.7276626825332642 }, { "p": 0.0004282862355466932, "m": 1.0 }, { "p": 0.0004282862355466932, "m": 0.6620327234268188 }, { "p": 0.011598475277423859, "m": 0.22539657354354858 }, { "p": 0.09193433076143265, "m": 0.28973495960235596 }, { "p": 0.0004282862355466932, "m": 1.0 }, { "p": 0.013626638799905777, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 2.667567729949951, "val_loss": 0.9244688153266907, "acc": 64.91, "time": 138.00502367099944, "param": [ { "p": 0.14209559559822083, "m": 1.0 }, { "p": 0.000430076674092561, "m": 1.0 }, { "p": 0.06440392881631851, "m": 1.0 }, { "p": 0.05046481639146805, "m": 0.8833824992179871 }, { "p": 0.00401516817510128, "m": 1.0 }, { "p": 0.015057054348289967, "m": 0.7726376056671143 }, { "p": 0.08303391933441162, "m": 0.6594861745834351 }, { "p": 0.0436907559633255, "m": 1.0 }, { "p": 0.06322355568408966, "m": 0.9608498215675354 }, { "p": 0.08334998041391373, "m": 0.10000000149011612 }, { "p": 0.08197083324193954, "m": 1.0 }, { "p": 0.10934615135192871, "m": 1.0 }, { "p": 0.13896287977695465, "m": 1.0 }, { "p": 0.02081366255879402, "m": 1.0 }, { "p": 0.0038569930475205183, "m": 0.6323361992835999 }, { "p": 0.000430076674092561, "m": 0.8144630193710327 }, { "p": 0.000430076674092561, "m": 0.5643196702003479 }, { "p": 0.000430076674092561, "m": 0.9205116033554077 }, { "p": 0.000430076674092561, "m": 0.6494677066802979 }, { "p": 0.008689690381288528, "m": 0.17198486626148224 }, { "p": 0.06673341244459152, "m": 0.26692718267440796 }, { "p": 0.000430076674092561, "m": 1.0 }, { "p": 0.017711276188492775, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 2.3126301765441895, "val_loss": 1.069569706916809, "acc": 66.59, "time": 138.84328264900068, "param": [ { "p": 0.18883441388607025, "m": 1.0 }, { "p": 0.00043374006054364145, "m": 1.0 }, { "p": 0.13712535798549652, "m": 1.0 }, { "p": 0.023674551397562027, "m": 0.8718077540397644 }, { "p": 0.00043374006054364145, "m": 0.925957202911377 }, { "p": 0.00043374006054364145, "m": 0.6602754592895508 }, { "p": 0.035348016768693924, "m": 0.6698510050773621 }, { "p": 0.013384463265538216, "m": 0.9993352293968201 }, { "p": 0.2012682855129242, "m": 0.9855858087539673 }, { "p": 0.08522553741931915, "m": 0.1430351734161377 }, { "p": 0.08862375468015671, "m": 1.0 }, { "p": 0.11698346585035324, "m": 1.0 }, { "p": 0.05561989173293114, "m": 1.0 }, { "p": 0.028478572145104408, "m": 1.0 }, { "p": 0.00043374006054364145, "m": 0.6005398631095886 }, { "p": 0.00043374006054364145, "m": 0.710968554019928 }, { "p": 0.00043374006054364145, "m": 0.4922804832458496 }, { "p": 0.00043374006054364145, "m": 0.8945770859718323 }, { "p": 0.00043374006054364145, "m": 0.6917588114738464 }, { "p": 0.00043374006054364145, "m": 0.2721783518791199 }, { "p": 0.00043374006054364145, "m": 0.33109182119369507 }, { "p": 0.00043374006054364145, "m": 1.0 }, { "p": 0.020662693306803703, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.9829764366149902, "val_loss": 0.9930473566055298, "acc": 65.92, "time": 138.81496338399938, "param": [ { "p": 0.22889651358127594, "m": 1.0 }, { "p": 0.0006098957383073866, "m": 1.0 }, { "p": 0.1607511341571808, "m": 1.0 }, { "p": 0.038491617888212204, "m": 0.8325066566467285 }, { "p": 0.0004290670622140169, "m": 0.7686895132064819 }, { "p": 0.0004290670622140169, "m": 0.8464882373809814 }, { "p": 0.12379252165555954, "m": 0.6147911548614502 }, { "p": 0.03218527510762215, "m": 0.933490514755249 }, { "p": 0.020718185231089592, "m": 0.9590827226638794 }, { "p": 0.021349959075450897, "m": 0.10000000149011612 }, { "p": 0.08529948443174362, "m": 0.9920474290847778 }, { "p": 0.14085158705711365, "m": 1.0 }, { "p": 0.10285606235265732, "m": 1.0 }, { "p": 0.0004290670622140169, "m": 1.0 }, { "p": 0.0004290670622140169, "m": 0.5981324911117554 }, { "p": 0.0004290670622140169, "m": 0.7314125299453735 }, { "p": 0.0004290670622140169, "m": 0.5054081678390503 }, { "p": 0.0004290670622140169, "m": 0.9188624024391174 }, { "p": 0.0004290670622140169, "m": 0.771869421005249 }, { "p": 0.0009694597101770341, "m": 0.30015191435813904 }, { "p": 0.011713016778230667, "m": 0.2313692569732666 }, { "p": 0.0004290670622140169, "m": 1.0 }, { "p": 0.02765398472547531, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 2.754260778427124, "val_loss": 1.0580836534500122, "acc": 64.86, "time": 137.2527535449999, "param": [ { "p": 0.21341794729232788, "m": 1.0 }, { "p": 0.00042986636981368065, "m": 1.0 }, { "p": 0.06765489280223846, "m": 1.0 }, { "p": 0.04553518071770668, "m": 0.7311556935310364 }, { "p": 0.018852107226848602, "m": 0.8003467917442322 }, { "p": 0.0008531142375431955, "m": 0.7311501502990723 }, { "p": 0.06624007970094681, "m": 0.7292092442512512 }, { "p": 0.005782188847661018, "m": 0.8778952360153198 }, { "p": 0.017918454483151436, "m": 0.9411613941192627 }, { "p": 0.06464897841215134, "m": 0.10000000149011612 }, { "p": 0.12898555397987366, "m": 1.0 }, { "p": 0.12471094727516174, "m": 1.0 }, { "p": 0.1837940514087677, "m": 1.0 }, { "p": 0.00042986636981368065, "m": 1.0 }, { "p": 0.00042986636981368065, "m": 0.6699332594871521 }, { "p": 0.00042986636981368065, "m": 0.7012413144111633 }, { "p": 0.00042986636981368065, "m": 0.45367664098739624 }, { "p": 0.00042986636981368065, "m": 0.7685670852661133 }, { "p": 0.00042986636981368065, "m": 0.713009238243103 }, { "p": 0.00042986636981368065, "m": 0.1973974108695984 }, { "p": 0.03345650061964989, "m": 0.3294133245944977 }, { "p": 0.00042986636981368065, "m": 1.0 }, { "p": 0.024281494319438934, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 2.6985347270965576, "val_loss": 1.1124595403671265, "acc": 64.78, "time": 138.10562171499987, "param": [ { "p": 0.1963486224412918, "m": 1.0 }, { "p": 0.004481346346437931, "m": 1.0 }, { "p": 0.09280907362699509, "m": 1.0 }, { "p": 0.0024754961486905813, "m": 0.7961723804473877 }, { "p": 0.006261992733925581, "m": 0.8065652251243591 }, { "p": 0.014340381138026714, "m": 0.7209405303001404 }, { "p": 0.03088313527405262, "m": 0.7713260054588318 }, { "p": 0.050001468509435654, "m": 0.9407885074615479 }, { "p": 0.060819800943136215, "m": 1.0 }, { "p": 0.08762730658054352, "m": 0.10000000149011612 }, { "p": 0.08662840723991394, "m": 1.0 }, { "p": 0.12115710228681564, "m": 1.0 }, { "p": 0.12496039271354675, "m": 1.0 }, { "p": 0.02175488881766796, "m": 1.0 }, { "p": 0.00041491998126730323, "m": 0.626982569694519 }, { "p": 0.00041491998126730323, "m": 0.6356726884841919 }, { "p": 0.0011284975335001945, "m": 0.4283442497253418 }, { "p": 0.00041491998126730323, "m": 0.7609214186668396 }, { "p": 0.00041491998126730323, "m": 0.6773203015327454 }, { "p": 0.00041491998126730323, "m": 0.11755459755659103 }, { "p": 0.062344443053007126, "m": 0.38637909293174744 }, { "p": 0.00041491998126730323, "m": 1.0 }, { "p": 0.03348822891712189, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 2.3953051567077637, "val_loss": 0.9659143090248108, "acc": 65.86, "time": 138.55134199199983, "param": [ { "p": 0.18633806705474854, "m": 1.0 }, { "p": 0.0004297907289583236, "m": 1.0 }, { "p": 0.04405906796455383, "m": 1.0 }, { "p": 0.026584703475236893, "m": 0.7426933646202087 }, { "p": 0.0004297907289583236, "m": 0.8136773705482483 }, { "p": 0.0004297907289583236, "m": 0.6334673762321472 }, { "p": 0.08042625337839127, "m": 0.7968904376029968 }, { "p": 0.02212478034198284, "m": 0.9167521595954895 }, { "p": 0.08454190939664841, "m": 1.0 }, { "p": 0.12623119354248047, "m": 0.10000000149011612 }, { "p": 0.1544758528470993, "m": 1.0 }, { "p": 0.09515800327062607, "m": 1.0 }, { "p": 0.08102238178253174, "m": 1.0 }, { "p": 0.0004297907289583236, "m": 1.0 }, { "p": 0.0004297907289583236, "m": 0.508557915687561 }, { "p": 0.0004297907289583236, "m": 0.5355266332626343 }, { "p": 0.0004297907289583236, "m": 0.5296016335487366 }, { "p": 0.0004297907289583236, "m": 0.8054011464118958 }, { "p": 0.0004297907289583236, "m": 0.6609379053115845 }, { "p": 0.0004297907289583236, "m": 0.1731310337781906 }, { "p": 0.09281056374311447, "m": 0.36743858456611633 }, { "p": 0.0004297907289583236, "m": 1.0 }, { "p": 0.0014997557736933231, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 2.165954351425171, "val_loss": 0.886400580406189, "acc": 66.58, "time": 138.63956558499922, "param": [ { "p": 0.14651764929294586, "m": 1.0 }, { "p": 0.0004334990226197988, "m": 1.0 }, { "p": 0.1051558330655098, "m": 1.0 }, { "p": 0.05343780294060707, "m": 0.8436064720153809 }, { "p": 0.00800868310034275, "m": 0.8810806274414062 }, { "p": 0.007864230312407017, "m": 0.7466509938240051 }, { "p": 0.0004334990226197988, "m": 0.7339668869972229 }, { "p": 0.04575248807668686, "m": 0.8453805446624756 }, { "p": 0.14281432330608368, "m": 1.0 }, { "p": 0.0841979831457138, "m": 0.14439156651496887 }, { "p": 0.10821719467639923, "m": 1.0 }, { "p": 0.13769826292991638, "m": 1.0 }, { "p": 0.122670017182827, "m": 1.0 }, { "p": 0.0004334990226197988, "m": 1.0 }, { "p": 0.003070732345804572, "m": 0.5619304776191711 }, { "p": 0.0004334990226197988, "m": 0.48142510652542114 }, { "p": 0.0004334990226197988, "m": 0.3693442940711975 }, { "p": 0.0004334990226197988, "m": 0.8167647123336792 }, { "p": 0.0004334990226197988, "m": 0.7009956240653992 }, { "p": 0.025111710652709007, "m": 0.2092059701681137 }, { "p": 0.005581802222877741, "m": 0.31862983107566833 }, { "p": 0.0004334990226197988, "m": 1.0 }, { "p": 0.0004334990226197988, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 2.3342843055725098, "val_loss": 0.9640920162200928, "acc": 66.35, "time": 138.7584705679992, "param": [ { "p": 0.15806007385253906, "m": 1.0 }, { "p": 0.0004445309459697455, "m": 1.0 }, { "p": 0.05608648806810379, "m": 1.0 }, { "p": 0.0787329450249672, "m": 0.8302716612815857 }, { "p": 0.0007271742797456682, "m": 0.9272814989089966 }, { "p": 0.0004445309459697455, "m": 0.7593669295310974 }, { "p": 0.03678802028298378, "m": 0.7062674164772034 }, { "p": 0.0020912776235491037, "m": 0.8753663301467896 }, { "p": 0.0651087835431099, "m": 1.0 }, { "p": 0.10135596990585327, "m": 0.1083553358912468 }, { "p": 0.12017068266868591, "m": 1.0 }, { "p": 0.10875047743320465, "m": 0.9999233484268188 }, { "p": 0.21089714765548706, "m": 1.0 }, { "p": 0.00519565399736166, "m": 1.0 }, { "p": 0.0004445309459697455, "m": 0.5985658168792725 }, { "p": 0.0004445309459697455, "m": 0.5818139910697937 }, { "p": 0.0004445309459697455, "m": 0.3387812674045563 }, { "p": 0.0004445309459697455, "m": 0.8662453889846802 }, { "p": 0.0004445309459697455, "m": 0.7418438792228699 }, { "p": 0.00230698985978961, "m": 0.26024341583251953 }, { "p": 0.04972778260707855, "m": 0.4148235321044922 }, { "p": 0.0004445309459697455, "m": 1.0 }, { "p": 0.0004445309459697455, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 2.227738857269287, "val_loss": 0.9533919095993042, "acc": 65.74, "time": 139.54820684599963, "param": [ { "p": 0.24447356164455414, "m": 1.0 }, { "p": 0.0004325097252149135, "m": 1.0 }, { "p": 0.0004325097252149135, "m": 1.0 }, { "p": 0.0004325097252149135, "m": 0.9279768466949463 }, { "p": 0.01093712355941534, "m": 0.872886061668396 }, { "p": 0.0004325097252149135, "m": 0.9429875016212463 }, { "p": 0.014712964184582233, "m": 0.8121152520179749 }, { "p": 0.07544206827878952, "m": 0.8701153993606567 }, { "p": 0.08084584027528763, "m": 0.992834210395813 }, { "p": 0.05582164600491524, "m": 0.156366765499115 }, { "p": 0.10663621127605438, "m": 0.983235776424408 }, { "p": 0.1582925021648407, "m": 1.0 }, { "p": 0.16971169412136078, "m": 1.0 }, { "p": 0.024422479793429375, "m": 1.0 }, { "p": 0.0004325097252149135, "m": 0.5234330296516418 }, { "p": 0.0004325097252149135, "m": 0.6136660575866699 }, { "p": 0.0004325097252149135, "m": 0.45106884837150574 }, { "p": 0.0004325097252149135, "m": 0.9749718308448792 }, { "p": 0.0004325097252149135, "m": 0.77118980884552 }, { "p": 0.032737720757722855, "m": 0.3268074095249176 }, { "p": 0.010143936611711979, "m": 0.39769846200942993 }, { "p": 0.0004325097252149135, "m": 1.0 }, { "p": 0.011497334577143192, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 2.283843994140625, "val_loss": 0.8353054523468018, "acc": 66.45, "time": 138.5713644769994, "param": [ { "p": 0.22711865603923798, "m": 1.0 }, { "p": 0.0004325412155594677, "m": 1.0 }, { "p": 0.07117192447185516, "m": 1.0 }, { "p": 0.016101326793432236, "m": 0.9854716062545776 }, { "p": 0.0004325412155594677, "m": 0.7867676019668579 }, { "p": 0.0004325412155594677, "m": 0.9304471611976624 }, { "p": 0.08505243808031082, "m": 0.7611727714538574 }, { "p": 0.059974491596221924, "m": 0.9204744100570679 }, { "p": 0.12021143734455109, "m": 0.9954105019569397 }, { "p": 0.0449896901845932, "m": 0.10670911520719528 }, { "p": 0.05754408985376358, "m": 0.9991574883460999 }, { "p": 0.11396191269159317, "m": 1.0 }, { "p": 0.11324476450681686, "m": 1.0 }, { "p": 0.0004325412155594677, "m": 1.0 }, { "p": 0.0004325412155594677, "m": 0.4238022565841675 }, { "p": 0.0004325412155594677, "m": 0.6993123888969421 }, { "p": 0.0004325412155594677, "m": 0.5187523365020752 }, { "p": 0.0004325412155594677, "m": 0.9046515822410583 }, { "p": 0.0004325412155594677, "m": 0.7207331657409668 }, { "p": 0.012845589779317379, "m": 0.21059392392635345 }, { "p": 0.07011507451534271, "m": 0.3979146182537079 }, { "p": 0.0004325412155594677, "m": 1.0 }, { "p": 0.0033433858770877123, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 2.2311620712280273, "val_loss": 0.9350584745407104, "acc": 66.78, "time": 137.73587428500014, "param": [ { "p": 0.25092053413391113, "m": 1.0 }, { "p": 0.0009377396781928837, "m": 1.0 }, { "p": 0.06135713681578636, "m": 1.0 }, { "p": 0.00043098744936287403, "m": 0.8921355605125427 }, { "p": 0.00043098744936287403, "m": 0.7226941585540771 }, { "p": 0.012151024304330349, "m": 0.907708466053009 }, { "p": 0.049586985260248184, "m": 0.7674593329429626 }, { "p": 0.009495082311332226, "m": 1.0 }, { "p": 0.09228720515966415, "m": 1.0 }, { "p": 0.08177530765533447, "m": 0.10000000149011612 }, { "p": 0.15757673978805542, "m": 1.0 }, { "p": 0.10865873098373413, "m": 0.9983364343643188 }, { "p": 0.12294154614210129, "m": 1.0 }, { "p": 0.00043098744936287403, "m": 1.0 }, { "p": 0.021273456513881683, "m": 0.4124094247817993 }, { "p": 0.00043098744936287403, "m": 0.6776551604270935 }, { "p": 0.00043098744936287403, "m": 0.4055790603160858 }, { "p": 0.00043098744936287403, "m": 0.8899520039558411 }, { "p": 0.00043098744936287403, "m": 0.7446811199188232 }, { "p": 0.016554269939661026, "m": 0.28652793169021606 }, { "p": 0.006498951464891434, "m": 0.4398241937160492 }, { "p": 0.00043098744936287403, "m": 1.0 }, { "p": 0.004537584260106087, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 2.1789796352386475, "val_loss": 0.9406508207321167, "acc": 66.0, "time": 137.48449507900023, "param": [ { "p": 0.10773389041423798, "m": 1.0 }, { "p": 0.0004330649389885366, "m": 1.0 }, { "p": 0.08349514752626419, "m": 1.0 }, { "p": 0.0004330649389885366, "m": 0.9335160851478577 }, { "p": 0.0013533449964597821, "m": 0.6593440175056458 }, { "p": 0.004064501728862524, "m": 0.7819770574569702 }, { "p": 0.10151661932468414, "m": 0.9142065644264221 }, { "p": 0.018168460577726364, "m": 0.967206597328186 }, { "p": 0.08264567703008652, "m": 1.0 }, { "p": 0.09574324637651443, "m": 0.1368686705827713 }, { "p": 0.09242044389247894, "m": 0.9896467924118042 }, { "p": 0.1133878231048584, "m": 1.0 }, { "p": 0.1964513510465622, "m": 1.0 }, { "p": 0.012927672825753689, "m": 1.0 }, { "p": 0.0004330649389885366, "m": 0.3121267557144165 }, { "p": 0.0004330649389885366, "m": 0.6152303814888 }, { "p": 0.0004330649389885366, "m": 0.5685474276542664 }, { "p": 0.0004330649389885366, "m": 0.8831828832626343 }, { "p": 0.0004330649389885366, "m": 0.7369416356086731 }, { "p": 0.0022982899099588394, "m": 0.12672732770442963 }, { "p": 0.007740688044577837, "m": 0.3883510231971741 }, { "p": 0.006225777789950371, "m": 1.0 }, { "p": 0.07079559564590454, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 2.201730489730835, "val_loss": 0.8622848391532898, "acc": 66.85, "time": 136.1689236910006, "param": [ { "p": 0.09381723403930664, "m": 1.0 }, { "p": 0.000431633903644979, "m": 1.0 }, { "p": 0.045121073722839355, "m": 1.0 }, { "p": 0.000431633903644979, "m": 0.9037965536117554 }, { "p": 0.02425108663737774, "m": 0.6551476120948792 }, { "p": 0.000431633903644979, "m": 0.8051917552947998 }, { "p": 0.13925538957118988, "m": 0.7889159917831421 }, { "p": 0.07283417135477066, "m": 0.9743362069129944 }, { "p": 0.07566770911216736, "m": 0.9646486639976501 }, { "p": 0.08836627751588821, "m": 0.12345661222934723 }, { "p": 0.06964769214391708, "m": 0.9945983290672302 }, { "p": 0.17027810215950012, "m": 1.0 }, { "p": 0.17229346930980682, "m": 1.0 }, { "p": 0.000431633903644979, "m": 1.0 }, { "p": 0.000431633903644979, "m": 0.3215116858482361 }, { "p": 0.000431633903644979, "m": 0.6659328937530518 }, { "p": 0.000431633903644979, "m": 0.6052145957946777 }, { "p": 0.000431633903644979, "m": 0.8323473930358887 }, { "p": 0.000431633903644979, "m": 0.791462779045105 }, { "p": 0.01230312418192625, "m": 0.14984844624996185 }, { "p": 0.0014718875754624605, "m": 0.31133437156677246 }, { "p": 0.000431633903644979, "m": 1.0 }, { "p": 0.03037657029926777, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 2.039202928543091, "val_loss": 0.9081006646156311, "acc": 67.13, "time": 136.6071560849996, "param": [ { "p": 0.15177400410175323, "m": 1.0 }, { "p": 0.0004340856976341456, "m": 1.0 }, { "p": 0.06417252868413925, "m": 1.0 }, { "p": 0.0275706984102726, "m": 0.8890599012374878 }, { "p": 0.0004340856976341456, "m": 0.5990656614303589 }, { "p": 0.0004340856976341456, "m": 0.93886798620224 }, { "p": 0.0884782075881958, "m": 0.7074350118637085 }, { "p": 0.05132061988115311, "m": 0.9189669489860535 }, { "p": 0.0004340856976341456, "m": 0.9996823668479919 }, { "p": 0.0675504058599472, "m": 0.1289522349834442 }, { "p": 0.14788155257701874, "m": 0.9926918745040894 }, { "p": 0.10360207408666611, "m": 1.0 }, { "p": 0.25469160079956055, "m": 1.0 }, { "p": 0.0005788477137684822, "m": 1.0 }, { "p": 0.0004340856976341456, "m": 0.3425092399120331 }, { "p": 0.0013603124534711242, "m": 0.6439864635467529 }, { "p": 0.0031537802424281836, "m": 0.5714563727378845 }, { "p": 0.0004340856976341456, "m": 0.9797764420509338 }, { "p": 0.0008584443130530417, "m": 0.628732442855835 }, { "p": 0.0021001549903303385, "m": 0.1280238777399063 }, { "p": 0.0004340856976341456, "m": 0.3137112259864807 }, { "p": 0.0004340856976341456, "m": 1.0 }, { "p": 0.03143414109945297, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.9490660429000854, "val_loss": 0.8800064325332642, "acc": 66.73, "time": 136.66227034900112, "param": [ { "p": 0.14950630068778992, "m": 1.0 }, { "p": 0.0004245400778017938, "m": 1.0 }, { "p": 0.06605768203735352, "m": 1.0 }, { "p": 0.026937343180179596, "m": 0.8827310800552368 }, { "p": 0.0004245400778017938, "m": 0.7402681708335876 }, { "p": 0.002869579941034317, "m": 0.885134220123291 }, { "p": 0.09135561436414719, "m": 0.6154415607452393 }, { "p": 0.0659390538930893, "m": 0.872402012348175 }, { "p": 0.08197896182537079, "m": 1.0 }, { "p": 0.09565190225839615, "m": 0.10000000149011612 }, { "p": 0.11794830858707428, "m": 1.0 }, { "p": 0.14771641790866852, "m": 1.0 }, { "p": 0.11986549943685532, "m": 1.0 }, { "p": 0.0004245400778017938, "m": 1.0 }, { "p": 0.0004245400778017938, "m": 0.32868692278862 }, { "p": 0.0004245400778017938, "m": 0.6208261251449585 }, { "p": 0.0004245400778017938, "m": 0.6314975023269653 }, { "p": 0.0004245400778017938, "m": 0.8971567153930664 }, { "p": 0.0004245400778017938, "m": 0.6090919375419617 }, { "p": 0.000835831684526056, "m": 0.1644582599401474 }, { "p": 0.018350346013903618, "m": 0.416839063167572 }, { "p": 0.0004245400778017938, "m": 1.0 }, { "p": 0.011166478507220745, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 2.4010915756225586, "val_loss": 0.8792485594749451, "acc": 67.1, "time": 139.4841574689999, "param": [ { "p": 0.06024188920855522, "m": 1.0 }, { "p": 0.006976728327572346, "m": 1.0 }, { "p": 0.06511807441711426, "m": 1.0 }, { "p": 0.0009670380386523902, "m": 0.7334185242652893 }, { "p": 0.0004504123644437641, "m": 0.6331993341445923 }, { "p": 0.0004504123644437641, "m": 0.90911865234375 }, { "p": 0.07482066750526428, "m": 0.580087423324585 }, { "p": 0.10562454164028168, "m": 0.9373471736907959 }, { "p": 0.10885058343410492, "m": 1.0 }, { "p": 0.07757383584976196, "m": 0.10000000149011612 }, { "p": 0.15841099619865417, "m": 1.0 }, { "p": 0.10460163652896881, "m": 1.0 }, { "p": 0.20978692173957825, "m": 1.0 }, { "p": 0.0004504123644437641, "m": 1.0 }, { "p": 0.0004504123644437641, "m": 0.3080812692642212 }, { "p": 0.0004504123644437641, "m": 0.6889992356300354 }, { "p": 0.0004504123644437641, "m": 0.656805157661438 }, { "p": 0.0004504123644437641, "m": 0.8827317357063293 }, { "p": 0.0004504123644437641, "m": 0.58259516954422 }, { "p": 0.0004504123644437641, "m": 0.15514221787452698 }, { "p": 0.020143363624811172, "m": 0.30051812529563904 }, { "p": 0.0004504123644437641, "m": 1.0 }, { "p": 0.002379846293479204, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 2.324542999267578, "val_loss": 0.8852795362472534, "acc": 66.54, "time": 136.99460273600016, "param": [ { "p": 0.07143700122833252, "m": 1.0 }, { "p": 0.0004388929810374975, "m": 1.0 }, { "p": 0.06970421224832535, "m": 1.0 }, { "p": 0.052678946405649185, "m": 0.7805880308151245 }, { "p": 0.019433988258242607, "m": 0.5842677354812622 }, { "p": 0.004990382120013237, "m": 0.8596503734588623 }, { "p": 0.09994058310985565, "m": 0.4129454493522644 }, { "p": 0.0004388929810374975, "m": 0.9753862619400024 }, { "p": 0.09065736830234528, "m": 0.9750646352767944 }, { "p": 0.11774445325136185, "m": 0.1293048858642578 }, { "p": 0.07081162929534912, "m": 1.0 }, { "p": 0.12395818531513214, "m": 1.0 }, { "p": 0.10403552651405334, "m": 1.0 }, { "p": 0.01593910902738571, "m": 1.0 }, { "p": 0.040499188005924225, "m": 0.23694032430648804 }, { "p": 0.0004388929810374975, "m": 0.6124476194381714 }, { "p": 0.0004388929810374975, "m": 0.7522674798965454 }, { "p": 0.0004388929810374975, "m": 0.8225623965263367 }, { "p": 0.0004388929810374975, "m": 0.5070450305938721 }, { "p": 0.04077647253870964, "m": 0.2258337140083313 }, { "p": 0.02369736135005951, "m": 0.32414546608924866 }, { "p": 0.005142863839864731, "m": 1.0 }, { "p": 0.04591941833496094, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.8833670616149902, "val_loss": 0.922905683517456, "acc": 66.91, "time": 142.63949706700078, "param": [ { "p": 0.09459026902914047, "m": 1.0 }, { "p": 0.0004348915535956621, "m": 1.0 }, { "p": 0.002167528960853815, "m": 1.0 }, { "p": 0.0004348915535956621, "m": 0.7230190634727478 }, { "p": 0.0004348915535956621, "m": 0.624439001083374 }, { "p": 0.0004348915535956621, "m": 0.9023095369338989 }, { "p": 0.1763429343700409, "m": 0.5117341876029968 }, { "p": 0.12310539186000824, "m": 0.9861811995506287 }, { "p": 0.12886568903923035, "m": 1.0 }, { "p": 0.11753544956445694, "m": 0.10000000149011612 }, { "p": 0.007525773718953133, "m": 0.9924473166465759 }, { "p": 0.17272555828094482, "m": 1.0 }, { "p": 0.1542804092168808, "m": 1.0 }, { "p": 0.0004348915535956621, "m": 1.0 }, { "p": 0.0004348915535956621, "m": 0.2631271183490753 }, { "p": 0.0004348915535956621, "m": 0.6466455459594727 }, { "p": 0.0004348915535956621, "m": 0.6861425042152405 }, { "p": 0.0004348915535956621, "m": 0.9614720940589905 }, { "p": 0.0004348915535956621, "m": 0.5966934561729431 }, { "p": 0.0004348915535956621, "m": 0.2612276077270508 }, { "p": 0.017207643017172813, "m": 0.2950114607810974 }, { "p": 0.0004348915535956621, "m": 1.0 }, { "p": 0.0004348915535956621, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 2.0740413665771484, "val_loss": 1.048404574394226, "acc": 66.57, "time": 139.5945025990004, "param": [ { "p": 0.18631191551685333, "m": 1.0 }, { "p": 0.00043244045809842646, "m": 1.0 }, { "p": 0.09068295359611511, "m": 1.0 }, { "p": 0.024352243170142174, "m": 0.7136109471321106 }, { "p": 0.00043244045809842646, "m": 0.49590447545051575 }, { "p": 0.00043244045809842646, "m": 0.9563651084899902 }, { "p": 0.10631497204303741, "m": 0.651302695274353 }, { "p": 0.00043244045809842646, "m": 0.9998897314071655 }, { "p": 0.08773724734783173, "m": 1.0 }, { "p": 0.14449694752693176, "m": 0.10000000149011612 }, { "p": 0.07710716873407364, "m": 0.9847737550735474 }, { "p": 0.08056189864873886, "m": 1.0 }, { "p": 0.10975567996501923, "m": 1.0 }, { "p": 0.006520341150462627, "m": 1.0 }, { "p": 0.00831720232963562, "m": 0.13325051963329315 }, { "p": 0.00043244045809842646, "m": 0.6283401250839233 }, { "p": 0.00043244045809842646, "m": 0.7196394801139832 }, { "p": 0.00043244045809842646, "m": 0.9091324210166931 }, { "p": 0.00043244045809842646, "m": 0.7277137041091919 }, { "p": 0.00043244045809842646, "m": 0.2799075245857239 }, { "p": 0.03675244376063347, "m": 0.3277747631072998 }, { "p": 0.00043244045809842646, "m": 1.0 }, { "p": 0.03676479309797287, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 2.4645044803619385, "val_loss": 0.9141666889190674, "acc": 66.72, "time": 133.53718482699878, "param": [ { "p": 0.15730002522468567, "m": 1.0 }, { "p": 0.0010440031765028834, "m": 1.0 }, { "p": 0.08086709678173065, "m": 1.0 }, { "p": 0.05663662031292915, "m": 0.771747350692749 }, { "p": 0.0004335990524850786, "m": 0.5139098167419434 }, { "p": 0.0004335990524850786, "m": 0.9999057054519653 }, { "p": 0.014584141783416271, "m": 0.6604122519493103 }, { "p": 0.05318311229348183, "m": 1.0 }, { "p": 0.06281138956546783, "m": 1.0 }, { "p": 0.15503931045532227, "m": 0.10000000149011612 }, { "p": 0.004144207574427128, "m": 1.0 }, { "p": 0.09666693955659866, "m": 1.0 }, { "p": 0.25126779079437256, "m": 1.0 }, { "p": 0.0004335990524850786, "m": 1.0 }, { "p": 0.006444391794502735, "m": 0.1414373815059662 }, { "p": 0.0004335990524850786, "m": 0.6339669823646545 }, { "p": 0.0004335990524850786, "m": 0.8090910911560059 }, { "p": 0.0004335990524850786, "m": 0.9445361495018005 }, { "p": 0.0004335990524850786, "m": 0.6881826519966125 }, { "p": 0.01481627207249403, "m": 0.28933534026145935 }, { "p": 0.018002880737185478, "m": 0.39893636107444763 }, { "p": 0.0004335990524850786, "m": 1.0 }, { "p": 0.023723233491182327, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 2.116804599761963, "val_loss": 0.835910975933075, "acc": 65.78, "time": 135.91473539099934, "param": [ { "p": 0.1733948141336441, "m": 1.0 }, { "p": 0.0017596844118088484, "m": 1.0 }, { "p": 0.04977727308869362, "m": 1.0 }, { "p": 0.033817924559116364, "m": 0.7859497666358948 }, { "p": 0.033919017761945724, "m": 0.5975642800331116 }, { "p": 0.012092582881450653, "m": 0.9476955533027649 }, { "p": 0.056651096791028976, "m": 0.6722383499145508 }, { "p": 0.08958940207958221, "m": 0.9066952466964722 }, { "p": 0.09615977108478546, "m": 1.0 }, { "p": 0.11667639762163162, "m": 0.10000000149011612 }, { "p": 0.09378740191459656, "m": 1.0 }, { "p": 0.07051185518503189, "m": 1.0 }, { "p": 0.08657535910606384, "m": 1.0 }, { "p": 0.0004288174386601895, "m": 1.0 }, { "p": 0.0004288174386601895, "m": 0.2077091783285141 }, { "p": 0.0004288174386601895, "m": 0.7116765379905701 }, { "p": 0.0004288174386601895, "m": 0.8525469899177551 }, { "p": 0.0004288174386601895, "m": 0.9476820230484009 }, { "p": 0.0004288174386601895, "m": 0.5917614102363586 }, { "p": 0.027484141290187836, "m": 0.2861896753311157 }, { "p": 0.04845953732728958, "m": 0.44432175159454346 }, { "p": 0.0004288174386601895, "m": 1.0 }, { "p": 0.006342138629406691, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 2.3162455558776855, "val_loss": 1.054145097732544, "acc": 66.65, "time": 129.23408577100054, "param": [ { "p": 0.12826624512672424, "m": 1.0 }, { "p": 0.00042473702342249453, "m": 1.0 }, { "p": 0.020313067361712456, "m": 1.0 }, { "p": 0.05854365602135658, "m": 0.7827659249305725 }, { "p": 0.0018426539609208703, "m": 0.5392448306083679 }, { "p": 0.01668427512049675, "m": 0.9686493873596191 }, { "p": 0.09095291793346405, "m": 0.5865717530250549 }, { "p": 0.040325991809368134, "m": 0.8772221803665161 }, { "p": 0.08426716923713684, "m": 1.0 }, { "p": 0.09799224138259888, "m": 0.10768025368452072 }, { "p": 0.10187052190303802, "m": 0.9990230798721313 }, { "p": 0.11078089475631714, "m": 0.9993977546691895 }, { "p": 0.15002277493476868, "m": 1.0 }, { "p": 0.02283286862075329, "m": 1.0 }, { "p": 0.00042473702342249453, "m": 0.22803038358688354 }, { "p": 0.00042473702342249453, "m": 0.5901156663894653 }, { "p": 0.00042473702342249453, "m": 0.7723053097724915 }, { "p": 0.00042473702342249453, "m": 0.9812182188034058 }, { "p": 0.00042473702342249453, "m": 0.4427449703216553 }, { "p": 0.030695222318172455, "m": 0.3671659231185913 }, { "p": 0.04121183231472969, "m": 0.5887467861175537 }, { "p": 0.00042473702342249453, "m": 1.0 }, { "p": 0.00042473702342249453, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 2.666691541671753, "val_loss": 0.9708278179168701, "acc": 67.93, "time": 132.65459613599887, "param": [ { "p": 0.18873164057731628, "m": 1.0 }, { "p": 0.00043331453343853354, "m": 1.0 }, { "p": 0.01168721541762352, "m": 1.0 }, { "p": 0.00043331453343853354, "m": 0.6784175634384155 }, { "p": 0.004529498517513275, "m": 0.429208904504776 }, { "p": 0.018489070236682892, "m": 0.8954452872276306 }, { "p": 0.12527215480804443, "m": 0.5227741003036499 }, { "p": 0.025993455201387405, "m": 0.8515581488609314 }, { "p": 0.06741633266210556, "m": 0.9756423234939575 }, { "p": 0.17502783238887787, "m": 0.10579211264848709 }, { "p": 0.07062698155641556, "m": 0.9992205500602722 }, { "p": 0.0704997330904007, "m": 1.0 }, { "p": 0.22204092144966125, "m": 1.0 }, { "p": 0.00043331453343853354, "m": 1.0 }, { "p": 0.0015467052580788732, "m": 0.20225490629673004 }, { "p": 0.00043331453343853354, "m": 0.5174470543861389 }, { "p": 0.00043331453343853354, "m": 0.7376951575279236 }, { "p": 0.00043331453343853354, "m": 0.9431639909744263 }, { "p": 0.0034516872838139534, "m": 0.5131701231002808 }, { "p": 0.00043331453343853354, "m": 0.32158610224723816 }, { "p": 0.010787020437419415, "m": 0.5683997869491577 }, { "p": 0.00043331453343853354, "m": 1.0 }, { "p": 0.00043331453343853354, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 2.1868791580200195, "val_loss": 0.8758410811424255, "acc": 67.43, "time": 135.4135037119995, "param": [ { "p": 0.14617127180099487, "m": 1.0 }, { "p": 0.0004811552935279906, "m": 1.0 }, { "p": 0.08706271648406982, "m": 1.0 }, { "p": 0.06528448313474655, "m": 0.6448591947555542 }, { "p": 0.0008417729986831546, "m": 0.4162314832210541 }, { "p": 0.0004347558715380728, "m": 0.8870502710342407 }, { "p": 0.11107580363750458, "m": 0.49726226925849915 }, { "p": 0.016923198476433754, "m": 0.8497456312179565 }, { "p": 0.08878199756145477, "m": 0.9836351871490479 }, { "p": 0.11032827943563461, "m": 0.10000000149011612 }, { "p": 0.0813857838511467, "m": 1.0 }, { "p": 0.11783305555582047, "m": 1.0 }, { "p": 0.07646853476762772, "m": 1.0 }, { "p": 0.013485295698046684, "m": 1.0 }, { "p": 0.013945271261036396, "m": 0.29681462049484253 }, { "p": 0.0042592608369886875, "m": 0.5404535531997681 }, { "p": 0.0004347558715380728, "m": 0.7480812072753906 }, { "p": 0.0004347558715380728, "m": 0.8687186241149902 }, { "p": 0.0004347558715380728, "m": 0.34911853075027466 }, { "p": 0.0004347558715380728, "m": 0.22435972094535828 }, { "p": 0.0004347558715380728, "m": 0.5118961334228516 }, { "p": 0.0004347558715380728, "m": 1.0 }, { "p": 0.06262895464897156, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 2.121385335922241, "val_loss": 0.8954725861549377, "acc": 68.08, "time": 134.0534212549992, "param": [ { "p": 0.1483820527791977, "m": 1.0 }, { "p": 0.0004315708065405488, "m": 1.0 }, { "p": 0.01715872995555401, "m": 1.0 }, { "p": 0.05617727339267731, "m": 0.6728495955467224 }, { "p": 0.0194774828851223, "m": 0.2719232141971588 }, { "p": 0.0004315708065405488, "m": 0.9065848588943481 }, { "p": 0.09595335274934769, "m": 0.42758598923683167 }, { "p": 0.022723091766238213, "m": 0.9039406180381775 }, { "p": 0.13112331926822662, "m": 1.0 }, { "p": 0.10714657604694366, "m": 0.10000000149011612 }, { "p": 0.08059245347976685, "m": 1.0 }, { "p": 0.15510575473308563, "m": 1.0 }, { "p": 0.10773930698633194, "m": 1.0 }, { "p": 0.003810807364061475, "m": 1.0 }, { "p": 0.0004315708065405488, "m": 0.36710578203201294 }, { "p": 0.0004315708065405488, "m": 0.5381711721420288 }, { "p": 0.0004315708065405488, "m": 0.7716917395591736 }, { "p": 0.0004315708065405488, "m": 0.7683544158935547 }, { "p": 0.0004315708065405488, "m": 0.46130940318107605 }, { "p": 0.03604183718562126, "m": 0.17569777369499207 }, { "p": 0.0004315708065405488, "m": 0.4676918685436249 }, { "p": 0.0004315708065405488, "m": 1.0 }, { "p": 0.014683910645544529, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 2.3136396408081055, "val_loss": 0.8998172879219055, "acc": 67.48, "time": 136.67471985500015, "param": [ { "p": 0.08756328374147415, "m": 1.0 }, { "p": 0.0004331472155172378, "m": 1.0 }, { "p": 0.06558874994516373, "m": 1.0 }, { "p": 0.05247191712260246, "m": 0.5986747741699219 }, { "p": 0.038199130445718765, "m": 0.19931140542030334 }, { "p": 0.0017867860151454806, "m": 0.8854858875274658 }, { "p": 0.12381570041179657, "m": 0.36920660734176636 }, { "p": 0.09335176646709442, "m": 0.7795626521110535 }, { "p": 0.0709628164768219, "m": 0.9394427537918091 }, { "p": 0.050209891051054, "m": 0.12519951164722443 }, { "p": 0.04875759780406952, "m": 0.990612804889679 }, { "p": 0.12340542674064636, "m": 0.9991860389709473 }, { "p": 0.10355930775403976, "m": 1.0 }, { "p": 0.003839183133095503, "m": 1.0 }, { "p": 0.02255658060312271, "m": 0.3634285032749176 }, { "p": 0.0004331472155172378, "m": 0.506521463394165 }, { "p": 0.0004331472155172378, "m": 0.7888369560241699 }, { "p": 0.0004331472155172378, "m": 0.7496482133865356 }, { "p": 0.0004331472155172378, "m": 0.359773725271225 }, { "p": 0.0009733731276355684, "m": 0.22478288412094116 }, { "p": 0.08097967505455017, "m": 0.3493697941303253 }, { "p": 0.0004331472155172378, "m": 1.0 }, { "p": 0.029380125924944878, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 2.098891258239746, "val_loss": 0.9996781349182129, "acc": 67.97, "time": 138.47623470100007, "param": [ { "p": 0.09129589051008224, "m": 1.0 }, { "p": 0.0004278022679500282, "m": 1.0 }, { "p": 0.03845652565360069, "m": 1.0 }, { "p": 0.010470164939761162, "m": 0.6269721388816833 }, { "p": 0.06246235594153404, "m": 0.27231499552726746 }, { "p": 0.0008446428691968322, "m": 0.8113356828689575 }, { "p": 0.05771651491522789, "m": 0.42350730299949646 }, { "p": 0.09504587948322296, "m": 0.796110987663269 }, { "p": 0.09220016747713089, "m": 0.9729043841362 }, { "p": 0.11527533829212189, "m": 0.1221507117152214 }, { "p": 0.0952586829662323, "m": 1.0 }, { "p": 0.09379848837852478, "m": 1.0 }, { "p": 0.08682746440172195, "m": 1.0 }, { "p": 0.015593260526657104, "m": 1.0 }, { "p": 0.0004278022679500282, "m": 0.49164050817489624 }, { "p": 0.0004278022679500282, "m": 0.46818846464157104 }, { "p": 0.0020313458517193794, "m": 0.7696506977081299 }, { "p": 0.0004278022679500282, "m": 0.9097647666931152 }, { "p": 0.0004278022679500282, "m": 0.340109258890152 }, { "p": 0.060329239815473557, "m": 0.2334098368883133 }, { "p": 0.06039045378565788, "m": 0.21998517215251923 }, { "p": 0.0004278022679500282, "m": 1.0 }, { "p": 0.019436795264482498, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 2.719869375228882, "val_loss": 1.0012565851211548, "acc": 67.58, "time": 135.95961778899982, "param": [ { "p": 0.08585264533758163, "m": 1.0 }, { "p": 0.005307640880346298, "m": 1.0 }, { "p": 0.07063736021518707, "m": 1.0 }, { "p": 0.05657937750220299, "m": 0.6522618532180786 }, { "p": 0.052648141980171204, "m": 0.10436559468507767 }, { "p": 0.008377231657505035, "m": 0.8098030686378479 }, { "p": 0.00043171318247914314, "m": 0.40857604146003723 }, { "p": 0.07085291296243668, "m": 0.9187783002853394 }, { "p": 0.12207428365945816, "m": 0.9995852708816528 }, { "p": 0.087135910987854, "m": 0.1030343621969223 }, { "p": 0.04602668806910515, "m": 1.0 }, { "p": 0.1118801161646843, "m": 1.0 }, { "p": 0.12191365659236908, "m": 1.0 }, { "p": 0.007159107364714146, "m": 1.0 }, { "p": 0.00043171318247914314, "m": 0.4970798194408417 }, { "p": 0.00043171318247914314, "m": 0.5590322017669678 }, { "p": 0.00043171318247914314, "m": 0.8091355562210083 }, { "p": 0.00043171318247914314, "m": 0.9486672878265381 }, { "p": 0.0030469526536762714, "m": 0.3465522825717926 }, { "p": 0.046460095793008804, "m": 0.12167924642562866 }, { "p": 0.06321299821138382, "m": 0.38486048579216003 }, { "p": 0.00043171318247914314, "m": 1.0 }, { "p": 0.03824475780129433, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 2.2070810794830322, "val_loss": 0.9427703619003296, "acc": 67.42, "time": 135.4781282389995, "param": [ { "p": 0.05250860005617142, "m": 1.0 }, { "p": 0.0008835531771183014, "m": 1.0 }, { "p": 0.04892845079302788, "m": 1.0 }, { "p": 0.007683036848902702, "m": 0.6248276233673096 }, { "p": 0.08996816724538803, "m": 0.16224078834056854 }, { "p": 0.0011205478804185987, "m": 0.9098589420318604 }, { "p": 0.05356871336698532, "m": 0.44659164547920227 }, { "p": 0.03851127624511719, "m": 0.9390577673912048 }, { "p": 0.05773499235510826, "m": 0.9790506958961487 }, { "p": 0.1348648965358734, "m": 0.12286069989204407 }, { "p": 0.14020302891731262, "m": 0.9968785047531128 }, { "p": 0.12977324426174164, "m": 1.0 }, { "p": 0.12710469961166382, "m": 1.0 }, { "p": 0.0004299996071495116, "m": 1.0 }, { "p": 0.0004299996071495116, "m": 0.39368152618408203 }, { "p": 0.0004299996071495116, "m": 0.6447729468345642 }, { "p": 0.0004299996071495116, "m": 0.7662307620048523 }, { "p": 0.001768089714460075, "m": 0.814447283744812 }, { "p": 0.0004299996071495116, "m": 0.3449246287345886 }, { "p": 0.005454243626445532, "m": 0.2300390899181366 }, { "p": 0.06034301593899727, "m": 0.3274049460887909 }, { "p": 0.0004299996071495116, "m": 1.0 }, { "p": 0.04700155183672905, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.9502685070037842, "val_loss": 0.8980652689933777, "acc": 66.73, "time": 135.61762904499847, "param": [ { "p": 0.02068023383617401, "m": 1.0 }, { "p": 0.0004318350984249264, "m": 1.0 }, { "p": 0.05046629160642624, "m": 1.0 }, { "p": 0.05062049999833107, "m": 0.43770354986190796 }, { "p": 0.0664195790886879, "m": 0.21809561550617218 }, { "p": 0.0004318350984249264, "m": 0.9911903142929077 }, { "p": 0.11753974854946136, "m": 0.3817844092845917 }, { "p": 0.007816937752068043, "m": 1.0 }, { "p": 0.08644001185894012, "m": 1.0 }, { "p": 0.09944971650838852, "m": 0.1530311405658722 }, { "p": 0.06516770273447037, "m": 1.0 }, { "p": 0.14036470651626587, "m": 1.0 }, { "p": 0.06492601335048676, "m": 1.0 }, { "p": 0.006046958267688751, "m": 1.0 }, { "p": 0.0004318350984249264, "m": 0.4628324508666992 }, { "p": 0.0004318350984249264, "m": 0.7124195694923401 }, { "p": 0.0004318350984249264, "m": 0.7988455295562744 }, { "p": 0.0004318350984249264, "m": 0.7647596597671509 }, { "p": 0.0004318350984249264, "m": 0.2761901319026947 }, { "p": 0.04424223676323891, "m": 0.11671441048383713 }, { "p": 0.13365717232227325, "m": 0.37040120363235474 }, { "p": 0.0004318350984249264, "m": 1.0 }, { "p": 0.04270756244659424, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 2.1115915775299072, "val_loss": 0.8931310772895813, "acc": 68.03, "time": 134.5077645250003, "param": [ { "p": 0.1635461002588272, "m": 1.0 }, { "p": 0.00043909961823374033, "m": 1.0 }, { "p": 0.035149771720170975, "m": 1.0 }, { "p": 0.040103841572999954, "m": 0.3806845247745514 }, { "p": 0.07398942112922668, "m": 0.2199520468711853 }, { "p": 0.00043909961823374033, "m": 0.9440346956253052 }, { "p": 0.0521879717707634, "m": 0.5179415345191956 }, { "p": 0.00043909961823374033, "m": 0.9281167984008789 }, { "p": 0.029163718223571777, "m": 0.9959191083908081 }, { "p": 0.13736554980278015, "m": 0.10000000149011612 }, { "p": 0.17683149874210358, "m": 1.0 }, { "p": 0.10955678671598434, "m": 1.0 }, { "p": 0.12755362689495087, "m": 1.0 }, { "p": 0.00043909961823374033, "m": 1.0 }, { "p": 0.00043909961823374033, "m": 0.5010308027267456 }, { "p": 0.00043909961823374033, "m": 0.6677195429801941 }, { "p": 0.00043909961823374033, "m": 0.885569155216217 }, { "p": 0.00043909961823374033, "m": 0.8916623592376709 }, { "p": 0.00043909961823374033, "m": 0.2495555579662323 }, { "p": 0.02006375975906849, "m": 0.11264929920434952 }, { "p": 0.017631569877266884, "m": 0.49868088960647583 }, { "p": 0.00043909961823374033, "m": 1.0 }, { "p": 0.012465505860745907, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 2.115802526473999, "val_loss": 0.9111371636390686, "acc": 67.45, "time": 134.03170873400086, "param": [ { "p": 0.18164242804050446, "m": 1.0 }, { "p": 0.0054534622468054295, "m": 1.0 }, { "p": 0.01568532921373844, "m": 1.0 }, { "p": 0.003089493839070201, "m": 0.32254889607429504 }, { "p": 0.006211023777723312, "m": 0.3304475247859955 }, { "p": 0.0011047320440411568, "m": 0.9463068246841431 }, { "p": 0.07139652222394943, "m": 0.5272929072380066 }, { "p": 0.06919360160827637, "m": 0.8999622464179993 }, { "p": 0.140669584274292, "m": 0.999061107635498 }, { "p": 0.1276894360780716, "m": 0.17842450737953186 }, { "p": 0.09580126404762268, "m": 0.9862614870071411 }, { "p": 0.18427574634552002, "m": 1.0 }, { "p": 0.0024112588725984097, "m": 1.0 }, { "p": 0.00043014175025746226, "m": 1.0 }, { "p": 0.013669743202626705, "m": 0.5003662705421448 }, { "p": 0.00043014175025746226, "m": 0.67873615026474 }, { "p": 0.00043014175025746226, "m": 0.8779157400131226 }, { "p": 0.00043014175025746226, "m": 0.9994772672653198 }, { "p": 0.00043014175025746226, "m": 0.2205793708562851 }, { "p": 0.01579314097762108, "m": 0.1096067726612091 }, { "p": 0.03373448923230171, "m": 0.3219417631626129 }, { "p": 0.00043014175025746226, "m": 1.0 }, { "p": 0.029597938060760498, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.7216802835464478, "val_loss": 0.8995433449745178, "acc": 67.6, "time": 134.58027930200114, "param": [ { "p": 0.11299648880958557, "m": 1.0 }, { "p": 0.0060907951556146145, "m": 1.0 }, { "p": 0.040987931191921234, "m": 1.0 }, { "p": 0.000429116771556437, "m": 0.3829572796821594 }, { "p": 0.029084933921694756, "m": 0.26452338695526123 }, { "p": 0.012017871253192425, "m": 0.9029685258865356 }, { "p": 0.08235856890678406, "m": 0.4691962003707886 }, { "p": 0.07865546643733978, "m": 1.0 }, { "p": 0.05944604054093361, "m": 0.9909511208534241 }, { "p": 0.13753846287727356, "m": 0.10000000149011612 }, { "p": 0.05005253106355667, "m": 1.0 }, { "p": 0.19824963808059692, "m": 1.0 }, { "p": 0.05783816799521446, "m": 1.0 }, { "p": 0.025546813383698463, "m": 1.0 }, { "p": 0.000429116771556437, "m": 0.4429306089878082 }, { "p": 0.0019683786667883396, "m": 0.6445168256759644 }, { "p": 0.000429116771556437, "m": 0.8810226321220398 }, { "p": 0.000429116771556437, "m": 0.9130392670631409 }, { "p": 0.000429116771556437, "m": 0.15858159959316254 }, { "p": 0.022563878446817398, "m": 0.1447974443435669 }, { "p": 0.05413700267672539, "m": 0.17434149980545044 }, { "p": 0.000429116771556437, "m": 1.0 }, { "p": 0.027892421931028366, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.9550286531448364, "val_loss": 0.8939938545227051, "acc": 67.68, "time": 137.87308341300013, "param": [ { "p": 0.09322287887334824, "m": 1.0 }, { "p": 0.00043008170905523, "m": 1.0 }, { "p": 0.06778835505247116, "m": 1.0 }, { "p": 0.046360306441783905, "m": 0.4341052770614624 }, { "p": 0.052109189331531525, "m": 0.11672817915678024 }, { "p": 0.00043008170905523, "m": 0.9724643230438232 }, { "p": 0.06393301486968994, "m": 0.5222907662391663 }, { "p": 0.06642922759056091, "m": 0.7522448301315308 }, { "p": 0.1051023006439209, "m": 1.0 }, { "p": 0.06580035388469696, "m": 0.10000000149011612 }, { "p": 0.08813457190990448, "m": 1.0 }, { "p": 0.07824008166790009, "m": 1.0 }, { "p": 0.07656694948673248, "m": 1.0 }, { "p": 0.007242838852107525, "m": 1.0 }, { "p": 0.015483680181205273, "m": 0.45632824301719666 }, { "p": 0.00043008170905523, "m": 0.6238048672676086 }, { "p": 0.00043008170905523, "m": 0.9079824686050415 }, { "p": 0.00043008170905523, "m": 0.8542652726173401 }, { "p": 0.00043008170905523, "m": 0.23789097368717194 }, { "p": 0.02209894172847271, "m": 0.18472665548324585 }, { "p": 0.11593196541070938, "m": 0.25400325655937195 }, { "p": 0.00043008170905523, "m": 1.0 }, { "p": 0.03254490718245506, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 2.2102808952331543, "val_loss": 0.9868561625480652, "acc": 68.79, "time": 136.43842273600058, "param": [ { "p": 0.12999428808689117, "m": 1.0 }, { "p": 0.0004191997286397964, "m": 1.0 }, { "p": 0.07495944201946259, "m": 1.0 }, { "p": 0.03913295269012451, "m": 0.48545125126838684 }, { "p": 0.00646275794133544, "m": 0.15760880708694458 }, { "p": 0.0004191997286397964, "m": 0.9672496318817139 }, { "p": 0.18519745767116547, "m": 0.5017950534820557 }, { "p": 0.04503190889954567, "m": 0.7360992431640625 }, { "p": 0.07680052518844604, "m": 0.9799633026123047 }, { "p": 0.07170000672340393, "m": 0.10000000149011612 }, { "p": 0.052996084094047546, "m": 1.0 }, { "p": 0.09566433727741241, "m": 1.0 }, { "p": 0.09922578930854797, "m": 1.0 }, { "p": 0.000501912843901664, "m": 1.0 }, { "p": 0.0004191997286397964, "m": 0.45215409994125366 }, { "p": 0.0004191997286397964, "m": 0.6239018440246582 }, { "p": 0.0004191997286397964, "m": 0.8604469299316406 }, { "p": 0.0004191997286397964, "m": 0.8250598907470703 }, { "p": 0.0004191997286397964, "m": 0.10000000149011612 }, { "p": 0.03835894912481308, "m": 0.1348821222782135 }, { "p": 0.055018384009599686, "m": 0.24038413166999817 }, { "p": 0.0004191997286397964, "m": 1.0 }, { "p": 0.02560172975063324, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 2.002288818359375, "val_loss": 0.9744852781295776, "acc": 68.36, "time": 132.2892752050011, "param": [ { "p": 0.07004436105489731, "m": 1.0 }, { "p": 0.005549613852053881, "m": 1.0 }, { "p": 0.05214925855398178, "m": 1.0 }, { "p": 0.04037978872656822, "m": 0.4517250061035156 }, { "p": 0.04679892212152481, "m": 0.22499363124370575 }, { "p": 0.02501511387526989, "m": 0.9372152090072632 }, { "p": 0.0344148725271225, "m": 0.3730718791484833 }, { "p": 0.13074947893619537, "m": 0.7326366901397705 }, { "p": 0.04502696171402931, "m": 0.9428602457046509 }, { "p": 0.06569325923919678, "m": 0.10000000149011612 }, { "p": 0.06195049732923508, "m": 1.0 }, { "p": 0.15316198766231537, "m": 1.0 }, { "p": 0.16179323196411133, "m": 1.0 }, { "p": 0.00042136915726587176, "m": 1.0 }, { "p": 0.00042136915726587176, "m": 0.3105231523513794 }, { "p": 0.00042136915726587176, "m": 0.6001847386360168 }, { "p": 0.0015954443952068686, "m": 0.830340564250946 }, { "p": 0.00042136915726587176, "m": 0.842851996421814 }, { "p": 0.006332676857709885, "m": 0.10651767998933792 }, { "p": 0.05951555445790291, "m": 0.12313354015350342 }, { "p": 0.037300895899534225, "m": 0.17206019163131714 }, { "p": 0.00042136915726587176, "m": 1.0 }, { "p": 0.00042136915726587176, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.9212265014648438, "val_loss": 0.9607635736465454, "acc": 67.97, "time": 131.89568396200048, "param": [ { "p": 0.10554570704698563, "m": 1.0 }, { "p": 0.0004355002602096647, "m": 1.0 }, { "p": 0.06818792223930359, "m": 1.0 }, { "p": 0.042467255145311356, "m": 0.4695621728897095 }, { "p": 0.07148965448141098, "m": 0.10000000149011612 }, { "p": 0.026146292686462402, "m": 0.920587956905365 }, { "p": 0.10044870525598526, "m": 0.3415069878101349 }, { "p": 0.031736645847558975, "m": 0.6882720589637756 }, { "p": 0.10614455491304398, "m": 1.0 }, { "p": 0.031644951552152634, "m": 0.10000000149011612 }, { "p": 0.12004391849040985, "m": 0.9932870268821716 }, { "p": 0.04607146605849266, "m": 1.0 }, { "p": 0.09434640407562256, "m": 1.0 }, { "p": 0.019188376143574715, "m": 1.0 }, { "p": 0.013065203092992306, "m": 0.1799541860818863 }, { "p": 0.02197895757853985, "m": 0.5392999053001404 }, { "p": 0.004817040171474218, "m": 0.8294637799263 }, { "p": 0.0004355002602096647, "m": 0.9199545383453369 }, { "p": 0.0004355002602096647, "m": 0.10404656082391739 }, { "p": 0.0004355002602096647, "m": 0.11382344365119934 }, { "p": 0.07287268340587616, "m": 0.1460242122411728 }, { "p": 0.005888409446924925, "m": 1.0 }, { "p": 0.016174014657735825, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 2.0943140983581543, "val_loss": 0.7779451012611389, "acc": 67.89, "time": 135.73164780600018, "param": [ { "p": 0.10801135748624802, "m": 1.0 }, { "p": 0.0004266506584826857, "m": 1.0 }, { "p": 0.06958907842636108, "m": 1.0 }, { "p": 0.10098635405302048, "m": 0.536808967590332 }, { "p": 0.0628603920340538, "m": 0.17549532651901245 }, { "p": 0.0004266506584826857, "m": 0.862882673740387 }, { "p": 0.08029504120349884, "m": 0.514049768447876 }, { "p": 0.050896018743515015, "m": 0.579036295413971 }, { "p": 0.05783049017190933, "m": 0.99587082862854 }, { "p": 0.07291840016841888, "m": 0.11537478119134903 }, { "p": 0.08652099221944809, "m": 0.9872244596481323 }, { "p": 0.10173159092664719, "m": 1.0 }, { "p": 0.10473959147930145, "m": 1.0 }, { "p": 0.009235383942723274, "m": 1.0 }, { "p": 0.0004266506584826857, "m": 0.18119803071022034 }, { "p": 0.0004266506584826857, "m": 0.5859794616699219 }, { "p": 0.0004266506584826857, "m": 0.7335333824157715 }, { "p": 0.0004266506584826857, "m": 0.9213525056838989 }, { "p": 0.0004266506584826857, "m": 0.10027969628572464 }, { "p": 0.006363607477396727, "m": 0.10000000149011612 }, { "p": 0.008325280621647835, "m": 0.15310145914554596 }, { "p": 0.0004266506584826857, "m": 1.0 }, { "p": 0.07628345489501953, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 2.0061347484588623, "val_loss": 0.853610634803772, "acc": 68.73, "time": 133.9691652040001, "param": [ { "p": 0.08459967374801636, "m": 1.0 }, { "p": 0.0010908927069976926, "m": 1.0 }, { "p": 0.038927111774683, "m": 1.0 }, { "p": 0.05176001787185669, "m": 0.5386645793914795 }, { "p": 0.07847300916910172, "m": 0.14196792244911194 }, { "p": 0.04940330982208252, "m": 0.929469883441925 }, { "p": 0.07898760586977005, "m": 0.4728817641735077 }, { "p": 0.04085038974881172, "m": 0.709242582321167 }, { "p": 0.094007708132267, "m": 1.0 }, { "p": 0.061353713274002075, "m": 0.10000000149011612 }, { "p": 0.08251171559095383, "m": 1.0 }, { "p": 0.06955341249704361, "m": 1.0 }, { "p": 0.13432058691978455, "m": 1.0 }, { "p": 0.04619342088699341, "m": 1.0 }, { "p": 0.0012099026935175061, "m": 0.2508629858493805 }, { "p": 0.0004210345505271107, "m": 0.49286332726478577 }, { "p": 0.0004210345505271107, "m": 0.740916907787323 }, { "p": 0.0004210345505271107, "m": 0.8842232823371887 }, { "p": 0.0007300109136849642, "m": 0.1190810427069664 }, { "p": 0.04802730679512024, "m": 0.24687808752059937 }, { "p": 0.035895101726055145, "m": 0.23917266726493835 }, { "p": 0.0004210345505271107, "m": 1.0 }, { "p": 0.0004210345505271107, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.9572972059249878, "val_loss": 0.8214901685714722, "acc": 68.43, "time": 136.3247373640006, "param": [ { "p": 0.11981073766946793, "m": 1.0 }, { "p": 0.039854541420936584, "m": 1.0 }, { "p": 0.06532610207796097, "m": 1.0 }, { "p": 0.06271331757307053, "m": 0.5348247289657593 }, { "p": 0.09788336604833603, "m": 0.17918601632118225 }, { "p": 0.004058345686644316, "m": 0.917878270149231 }, { "p": 0.06158703565597534, "m": 0.3502509891986847 }, { "p": 0.049142397940158844, "m": 0.6248959898948669 }, { "p": 0.07097925990819931, "m": 1.0 }, { "p": 0.031130323186516762, "m": 0.13820594549179077 }, { "p": 0.06499824672937393, "m": 0.9989379644393921 }, { "p": 0.03633459657430649, "m": 0.9926857352256775 }, { "p": 0.14449872076511383, "m": 1.0 }, { "p": 0.03746770694851875, "m": 1.0 }, { "p": 0.0033722324296832085, "m": 0.12196957319974899 }, { "p": 0.00042467613820917904, "m": 0.4529684782028198 }, { "p": 0.00042467613820917904, "m": 0.7764312624931335 }, { "p": 0.00042467613820917904, "m": 0.985615074634552 }, { "p": 0.00042467613820917904, "m": 0.11556286364793777 }, { "p": 0.014439286664128304, "m": 0.17296189069747925 }, { "p": 0.06765201687812805, "m": 0.2515375316143036 }, { "p": 0.0028591244481503963, "m": 1.0 }, { "p": 0.024194037541747093, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 2.1305577754974365, "val_loss": 0.8734053373336792, "acc": 67.68, "time": 134.36106237500098, "param": [ { "p": 0.11745428293943405, "m": 1.0 }, { "p": 0.002588285133242607, "m": 1.0 }, { "p": 0.08441899716854095, "m": 1.0 }, { "p": 0.02235495112836361, "m": 0.46218839287757874 }, { "p": 0.0018511514645069838, "m": 0.31015264987945557 }, { "p": 0.009759294800460339, "m": 1.0 }, { "p": 0.07618692517280579, "m": 0.3360556960105896 }, { "p": 0.04904936999082565, "m": 0.6201886534690857 }, { "p": 0.08131853491067886, "m": 0.992164671421051 }, { "p": 0.09235166013240814, "m": 0.10000000149011612 }, { "p": 0.09899961948394775, "m": 1.0 }, { "p": 0.10566506534814835, "m": 1.0 }, { "p": 0.12438245862722397, "m": 1.0 }, { "p": 0.00043005734914913774, "m": 1.0 }, { "p": 0.0031431654933840036, "m": 0.1268458068370819 }, { "p": 0.00043005734914913774, "m": 0.400306761264801 }, { "p": 0.00043005734914913774, "m": 0.8132160305976868 }, { "p": 0.00043005734914913774, "m": 0.9807091355323792 }, { "p": 0.00043005734914913774, "m": 0.21738986670970917 }, { "p": 0.044794175773859024, "m": 0.12445389479398727 }, { "p": 0.0305370781570673, "m": 0.2023124396800995 }, { "p": 0.00043005734914913774, "m": 1.0 }, { "p": 0.05256479233503342, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 2.3028831481933594, "val_loss": 0.8089842796325684, "acc": 67.95, "time": 135.6532830870001, "param": [ { "p": 0.11597810685634613, "m": 1.0 }, { "p": 0.0004266741161700338, "m": 1.0 }, { "p": 0.023873457685112953, "m": 1.0 }, { "p": 0.0371212475001812, "m": 0.4160229563713074 }, { "p": 0.0004266741161700338, "m": 0.21116915345191956 }, { "p": 0.0004266741161700338, "m": 0.996077299118042 }, { "p": 0.03391020745038986, "m": 0.3271011710166931 }, { "p": 0.04704176262021065, "m": 0.6967490911483765 }, { "p": 0.1444370299577713, "m": 0.9613268971443176 }, { "p": 0.08284419775009155, "m": 0.12579494714736938 }, { "p": 0.08069918304681778, "m": 1.0 }, { "p": 0.10425300896167755, "m": 1.0 }, { "p": 0.14794935286045074, "m": 1.0 }, { "p": 0.039546169340610504, "m": 1.0 }, { "p": 0.011472213082015514, "m": 0.18920186161994934 }, { "p": 0.0004266741161700338, "m": 0.4861811697483063 }, { "p": 0.0004266741161700338, "m": 0.9283486604690552 }, { "p": 0.0004266741161700338, "m": 0.9685242176055908 }, { "p": 0.0004266741161700338, "m": 0.34066009521484375 }, { "p": 0.017710097134113312, "m": 0.10000000149011612 }, { "p": 0.03695065528154373, "m": 0.12267021089792252 }, { "p": 0.0004266741161700338, "m": 1.0 }, { "p": 0.0727999210357666, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 2.034172534942627, "val_loss": 0.96283358335495, "acc": 69.03, "time": 131.8771530009999, "param": [ { "p": 0.09114119410514832, "m": 1.0 }, { "p": 0.0238189734518528, "m": 1.0 }, { "p": 0.06989871710538864, "m": 1.0 }, { "p": 0.04698610678315163, "m": 0.701734185218811 }, { "p": 0.0654597282409668, "m": 0.1695728898048401 }, { "p": 0.0029558136593550444, "m": 0.9879844188690186 }, { "p": 0.07186984270811081, "m": 0.3443613648414612 }, { "p": 0.06364331394433975, "m": 0.7221920490264893 }, { "p": 0.034903477877378464, "m": 1.0 }, { "p": 0.0583922304213047, "m": 0.10488492995500565 }, { "p": 0.099287249147892, "m": 1.0 }, { "p": 0.12512409687042236, "m": 1.0 }, { "p": 0.11121466010808945, "m": 1.0 }, { "p": 0.01500698458403349, "m": 1.0 }, { "p": 0.00042309905984438956, "m": 0.24502144753932953 }, { "p": 0.0026993153151124716, "m": 0.5174764394760132 }, { "p": 0.00042309905984438956, "m": 0.9635065793991089 }, { "p": 0.00042309905984438956, "m": 0.8436383605003357 }, { "p": 0.004517504945397377, "m": 0.33870092034339905 }, { "p": 0.011727854609489441, "m": 0.13612216711044312 }, { "p": 0.0633724257349968, "m": 0.2332533597946167 }, { "p": 0.00042309905984438956, "m": 1.0 }, { "p": 0.03628815338015556, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 2.149322032928467, "val_loss": 0.810551106929779, "acc": 69.1, "time": 134.06816761899972, "param": [ { "p": 0.05861007422208786, "m": 1.0 }, { "p": 0.00849371962249279, "m": 1.0 }, { "p": 0.08567932993173599, "m": 1.0 }, { "p": 0.09192800521850586, "m": 0.6695713996887207 }, { "p": 0.06244572624564171, "m": 0.14438897371292114 }, { "p": 0.01447146013379097, "m": 0.9832406044006348 }, { "p": 0.14623157680034637, "m": 0.3082379996776581 }, { "p": 0.060108765959739685, "m": 0.7823888659477234 }, { "p": 0.0628216490149498, "m": 1.0 }, { "p": 0.08040017634630203, "m": 0.12722840905189514 }, { "p": 0.04165394604206085, "m": 0.9392471313476562 }, { "p": 0.07609868794679642, "m": 1.0 }, { "p": 0.08889030665159225, "m": 1.0 }, { "p": 0.03460264205932617, "m": 1.0 }, { "p": 0.00042798262438736856, "m": 0.2877804934978485 }, { "p": 0.0017234169645234942, "m": 0.5991572737693787 }, { "p": 0.00042798262438736856, "m": 0.9773138761520386 }, { "p": 0.00042798262438736856, "m": 0.7587515711784363 }, { "p": 0.00042798262438736856, "m": 0.27539244294166565 }, { "p": 0.005125085357576609, "m": 0.10007360577583313 }, { "p": 0.07814768701791763, "m": 0.14003068208694458 }, { "p": 0.00042798262438736856, "m": 1.0 }, { "p": 0.00042798262438736856, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 2.46364426612854, "val_loss": 1.000924825668335, "acc": 68.37, "time": 134.13792480899974, "param": [ { "p": 0.027828386053442955, "m": 1.0 }, { "p": 0.02776092104613781, "m": 1.0 }, { "p": 0.07077839970588684, "m": 1.0 }, { "p": 0.059177760034799576, "m": 0.6819866895675659 }, { "p": 0.0646553561091423, "m": 0.1832697093486786 }, { "p": 0.024416645988821983, "m": 0.976825475692749 }, { "p": 0.051072683185338974, "m": 0.15793651342391968 }, { "p": 0.09213605523109436, "m": 0.8559443950653076 }, { "p": 0.07440698891878128, "m": 0.9435291290283203 }, { "p": 0.05068592354655266, "m": 0.11386183649301529 }, { "p": 0.10616448521614075, "m": 1.0 }, { "p": 0.05173484981060028, "m": 1.0 }, { "p": 0.10479089617729187, "m": 1.0 }, { "p": 0.04374592751264572, "m": 1.0 }, { "p": 0.008572696708142757, "m": 0.1564306616783142 }, { "p": 0.0009358816896565259, "m": 0.5393500924110413 }, { "p": 0.0004170869360677898, "m": 0.994019091129303 }, { "p": 0.0004170869360677898, "m": 0.9200884699821472 }, { "p": 0.0010022737551480532, "m": 0.2906360626220703 }, { "p": 0.04115559160709381, "m": 0.15041834115982056 }, { "p": 0.043109845370054245, "m": 0.22979779541492462 }, { "p": 0.001965837087482214, "m": 1.0 }, { "p": 0.05306847393512726, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 2.416775941848755, "val_loss": 0.8598304390907288, "acc": 68.97, "time": 134.38258396399942, "param": [ { "p": 0.18141762912273407, "m": 1.0 }, { "p": 0.00042739621130749583, "m": 1.0 }, { "p": 0.05960117653012276, "m": 1.0 }, { "p": 0.052752844989299774, "m": 0.8878425359725952 }, { "p": 0.053669046610593796, "m": 0.14838795363903046 }, { "p": 0.0013071646681055427, "m": 0.7630024552345276 }, { "p": 0.09403686225414276, "m": 0.24953146278858185 }, { "p": 0.04692466929554939, "m": 0.967500627040863 }, { "p": 0.06266729533672333, "m": 1.0 }, { "p": 0.0631047859787941, "m": 0.10018569976091385 }, { "p": 0.010524219833314419, "m": 1.0 }, { "p": 0.0885205939412117, "m": 0.9987697005271912 }, { "p": 0.1216745525598526, "m": 1.0 }, { "p": 0.017640359699726105, "m": 1.0 }, { "p": 0.005569830071181059, "m": 0.17269226908683777 }, { "p": 0.00042739621130749583, "m": 0.5777785778045654 }, { "p": 0.00042739621130749583, "m": 0.9761938452720642 }, { "p": 0.00042739621130749583, "m": 0.9591941237449646 }, { "p": 0.00042739621130749583, "m": 0.301540344953537 }, { "p": 0.027832774445414543, "m": 0.1992403268814087 }, { "p": 0.04262902960181236, "m": 0.3203766345977783 }, { "p": 0.00042739621130749583, "m": 1.0 }, { "p": 0.06756287068128586, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.965975284576416, "val_loss": 0.8793415427207947, "acc": 68.85, "time": 135.61626259100012, "param": [ { "p": 0.0981389582157135, "m": 1.0 }, { "p": 0.0004133062029723078, "m": 1.0 }, { "p": 0.049884822219610214, "m": 1.0 }, { "p": 0.014986387453973293, "m": 0.6242995858192444 }, { "p": 0.03944247588515282, "m": 0.20828965306282043 }, { "p": 0.04456278681755066, "m": 0.7513206601142883 }, { "p": 0.06338594853878021, "m": 0.3191855251789093 }, { "p": 0.06989669799804688, "m": 0.9904511570930481 }, { "p": 0.09107915312051773, "m": 1.0 }, { "p": 0.10218928754329681, "m": 0.16422440111637115 }, { "p": 0.10316278040409088, "m": 0.9935401082038879 }, { "p": 0.1488918960094452, "m": 1.0 }, { "p": 0.0589369498193264, "m": 1.0 }, { "p": 0.037420604377985, "m": 1.0 }, { "p": 0.0007684588781557977, "m": 0.18828877806663513 }, { "p": 0.0004133062029723078, "m": 0.6541720628738403 }, { "p": 0.001686200499534607, "m": 0.9078847765922546 }, { "p": 0.0015839904081076384, "m": 0.9846594333648682 }, { "p": 0.001985024893656373, "m": 0.42419999837875366 }, { "p": 0.0004133062029723078, "m": 0.13332310318946838 }, { "p": 0.0384155809879303, "m": 0.3404737710952759 }, { "p": 0.009848261252045631, "m": 1.0 }, { "p": 0.02249380759894848, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.8042185306549072, "val_loss": 0.8293927311897278, "acc": 68.98, "time": 133.1495457460005, "param": [ { "p": 0.09619438648223877, "m": 1.0 }, { "p": 0.00042966598994098604, "m": 1.0 }, { "p": 0.09023482352495193, "m": 1.0 }, { "p": 0.02261672541499138, "m": 0.5234720706939697 }, { "p": 0.07623804360628128, "m": 0.1953967660665512 }, { "p": 0.02908741869032383, "m": 0.758817195892334 }, { "p": 0.09481866657733917, "m": 0.4510249197483063 }, { "p": 0.035747624933719635, "m": 0.8302662372589111 }, { "p": 0.08441410213708878, "m": 0.9763479232788086 }, { "p": 0.09943757206201553, "m": 0.16219936311244965 }, { "p": 0.13698212802410126, "m": 0.9961974620819092 }, { "p": 0.11677197366952896, "m": 1.0 }, { "p": 0.10300204157829285, "m": 1.0 }, { "p": 0.0013877790188416839, "m": 1.0 }, { "p": 0.00042966598994098604, "m": 0.23253954946994781 }, { "p": 0.00042966598994098604, "m": 0.6599381566047668 }, { "p": 0.00042966598994098604, "m": 0.9353641867637634 }, { "p": 0.00042966598994098604, "m": 0.9651223421096802 }, { "p": 0.00042966598994098604, "m": 0.5677546858787537 }, { "p": 0.00042966598994098604, "m": 0.14022524654865265 }, { "p": 0.0012926858616992831, "m": 0.2732415795326233 }, { "p": 0.00042966598994098604, "m": 1.0 }, { "p": 0.008336953818798065, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 2.1792750358581543, "val_loss": 0.8942050337791443, "acc": 69.07, "time": 136.51363430899983, "param": [ { "p": 0.04985009878873825, "m": 1.0 }, { "p": 0.00042298276093788445, "m": 1.0 }, { "p": 0.07288571447134018, "m": 1.0 }, { "p": 0.05476655066013336, "m": 0.48498767614364624 }, { "p": 0.08444738388061523, "m": 0.24033239483833313 }, { "p": 0.005002506542950869, "m": 0.795476496219635 }, { "p": 0.12287164479494095, "m": 0.508937418460846 }, { "p": 0.02635226957499981, "m": 0.8613768219947815 }, { "p": 0.05042029544711113, "m": 0.8798576593399048 }, { "p": 0.042957860976457596, "m": 0.18181848526000977 }, { "p": 0.09025037288665771, "m": 0.9382021427154541 }, { "p": 0.13362795114517212, "m": 1.0 }, { "p": 0.10923849046230316, "m": 1.0 }, { "p": 0.04355841875076294, "m": 1.0 }, { "p": 0.003391566686332226, "m": 0.14262798428535461 }, { "p": 0.00042298276093788445, "m": 0.6449884176254272 }, { "p": 0.00042298276093788445, "m": 0.9200815558433533 }, { "p": 0.00042298276093788445, "m": 0.8974319100379944 }, { "p": 0.00042298276093788445, "m": 0.5677582025527954 }, { "p": 0.004730339162051678, "m": 0.14341378211975098 }, { "p": 0.06937450915575027, "m": 0.27158406376838684 }, { "p": 0.00042298276093788445, "m": 1.0 }, { "p": 0.03373612090945244, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.7862052917480469, "val_loss": 0.922609269618988, "acc": 69.01, "time": 132.98411293400022, "param": [ { "p": 0.2129140943288803, "m": 1.0 }, { "p": 0.0004355774726718664, "m": 1.0 }, { "p": 0.025509200990200043, "m": 1.0 }, { "p": 0.12724271416664124, "m": 0.6466748118400574 }, { "p": 0.0004355774726718664, "m": 0.25825318694114685 }, { "p": 0.0004355774726718664, "m": 0.867452085018158 }, { "p": 0.074908047914505, "m": 0.5120185613632202 }, { "p": 0.04922858253121376, "m": 0.8345403075218201 }, { "p": 0.0766792744398117, "m": 0.9842602610588074 }, { "p": 0.08104140311479568, "m": 0.18753746151924133 }, { "p": 0.03793254867196083, "m": 1.0 }, { "p": 0.07290663570165634, "m": 1.0 }, { "p": 0.109944649040699, "m": 1.0 }, { "p": 0.03824847936630249, "m": 1.0 }, { "p": 0.009804288856685162, "m": 0.11330142617225647 }, { "p": 0.0004355774726718664, "m": 0.6842727661132812 }, { "p": 0.0004355774726718664, "m": 0.8871158361434937 }, { "p": 0.0004355774726718664, "m": 0.8600443005561829 }, { "p": 0.0004355774726718664, "m": 0.5539568662643433 }, { "p": 0.014117876999080181, "m": 0.2740204334259033 }, { "p": 0.03586709871888161, "m": 0.44229254126548767 }, { "p": 0.0004355774726718664, "m": 1.0 }, { "p": 0.03017064556479454, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 2.0481584072113037, "val_loss": 0.9046834111213684, "acc": 68.31, "time": 135.40293119499984, "param": [ { "p": 0.10468428581953049, "m": 1.0 }, { "p": 0.013281786814332008, "m": 1.0 }, { "p": 0.053604066371917725, "m": 1.0 }, { "p": 0.005531406495720148, "m": 0.6635677814483643 }, { "p": 0.001986247720196843, "m": 0.4652775228023529 }, { "p": 0.004048504400998354, "m": 0.8360363841056824 }, { "p": 0.08883852511644363, "m": 0.45452630519866943 }, { "p": 0.04243101552128792, "m": 0.9422123432159424 }, { "p": 0.016936229541897774, "m": 1.0 }, { "p": 0.103675477206707, "m": 0.12371274828910828 }, { "p": 0.09770018607378006, "m": 0.9994078874588013 }, { "p": 0.12325780838727951, "m": 1.0 }, { "p": 0.11138193309307098, "m": 1.0 }, { "p": 0.040059760212898254, "m": 1.0 }, { "p": 0.049271512776613235, "m": 0.10885070264339447 }, { "p": 0.0013734587701037526, "m": 0.6519226431846619 }, { "p": 0.00042326771654188633, "m": 0.9420909285545349 }, { "p": 0.00042326771654188633, "m": 0.8302302360534668 }, { "p": 0.00042326771654188633, "m": 0.42779991030693054 }, { "p": 0.055994484573602676, "m": 0.19251899421215057 }, { "p": 0.06786348670721054, "m": 0.5477967858314514 }, { "p": 0.00042326771654188633, "m": 1.0 }, { "p": 0.016386836767196655, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.6332449913024902, "val_loss": 1.0888609886169434, "acc": 67.92, "time": 133.1921030859994, "param": [ { "p": 0.07029111683368683, "m": 1.0 }, { "p": 0.00603628670796752, "m": 1.0 }, { "p": 0.014329749159514904, "m": 1.0 }, { "p": 0.0616961233317852, "m": 0.614955723285675 }, { "p": 0.0004326316702645272, "m": 0.5036528706550598 }, { "p": 0.00277161062695086, "m": 0.9137482643127441 }, { "p": 0.10791902244091034, "m": 0.4015669524669647 }, { "p": 0.07430573552846909, "m": 0.8425641059875488 }, { "p": 0.12622928619384766, "m": 0.9902850389480591 }, { "p": 0.10970436781644821, "m": 0.10143087804317474 }, { "p": 0.05606101453304291, "m": 1.0 }, { "p": 0.13701856136322021, "m": 1.0 }, { "p": 0.11992543190717697, "m": 1.0 }, { "p": 0.0004326316702645272, "m": 1.0 }, { "p": 0.005674455314874649, "m": 0.11749308556318283 }, { "p": 0.009759308770298958, "m": 0.6425536274909973 }, { "p": 0.0004326316702645272, "m": 0.8640794157981873 }, { "p": 0.0004326316702645272, "m": 0.843538761138916 }, { "p": 0.0004326316702645272, "m": 0.4367234408855438 }, { "p": 0.0528978556394577, "m": 0.10000000149011612 }, { "p": 0.028860384598374367, "m": 0.46191516518592834 }, { "p": 0.0004326316702645272, "m": 1.0 }, { "p": 0.013924065977334976, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 2.7528340816497803, "val_loss": 0.8097368478775024, "acc": 69.46, "time": 133.4131095490011, "param": [ { "p": 0.10861852020025253, "m": 1.0 }, { "p": 0.0004256693064235151, "m": 1.0 }, { "p": 0.04418200999498367, "m": 1.0 }, { "p": 0.06020063906908035, "m": 0.4910968542098999 }, { "p": 0.007488512899726629, "m": 0.45859289169311523 }, { "p": 0.0004256693064235151, "m": 0.9934422373771667 }, { "p": 0.11563082784414291, "m": 0.42835211753845215 }, { "p": 0.06265778839588165, "m": 0.8425191640853882 }, { "p": 0.059333644807338715, "m": 0.9114975929260254 }, { "p": 0.03966200351715088, "m": 0.10000000149011612 }, { "p": 0.03434576839208603, "m": 0.9835119843482971 }, { "p": 0.1599491685628891, "m": 1.0 }, { "p": 0.08664744347333908, "m": 1.0 }, { "p": 0.03821612149477005, "m": 1.0 }, { "p": 0.02524048089981079, "m": 0.10000000149011612 }, { "p": 0.0015043994644656777, "m": 0.6564376950263977 }, { "p": 0.0004256693064235151, "m": 0.7744744420051575 }, { "p": 0.0004256693064235151, "m": 0.8686588406562805 }, { "p": 0.0004256693064235151, "m": 0.5205119252204895 }, { "p": 0.02875892072916031, "m": 0.17218869924545288 }, { "p": 0.08352866768836975, "m": 0.37449124455451965 }, { "p": 0.0004256693064235151, "m": 1.0 }, { "p": 0.041481081396341324, "m": 1.0 } ] } ] }