{ "Accuracy": 73.94, "Time": [ 137.2843829812399, 28.720553215726415, 20773.674515486 ], "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.250589847564697, "val_loss": 2.1161298751831055, "acc": 23.54, "time": 108.490191261, "param": [ { "p": 0.10952487587928772, "m": 1.0 }, { "p": 0.1337684541940689, "m": 1.0 }, { "p": 0.0930318683385849, "m": 1.0 }, { "p": 0.04436999559402466, "m": 0.9890463948249817 }, { "p": 0.0, "m": 0.9227614402770996 }, { "p": 0.0, "m": 0.8093072175979614 }, { "p": 0.0637931376695633, "m": 0.9695912599563599 }, { "p": 0.1930077075958252, "m": 0.9694955348968506 }, { "p": 0.0, "m": 0.8773741722106934 }, { "p": 0.0, "m": 0.9953757524490356 }, { "p": 0.03553750365972519, "m": 0.9118484854698181 }, { "p": 0.2482357770204544, "m": 1.0 }, { "p": 0.07873070240020752, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 4.147204399108887, "val_loss": 1.824507236480713, "acc": 36.53, "time": 120.516636987, "param": [ { "p": 0.0905546098947525, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08301112055778503, "m": 1.0 }, { "p": 0.0518241748213768, "m": 0.9466885924339294 }, { "p": 0.0, "m": 0.9441473484039307 }, { "p": 0.0, "m": 0.8683698773384094 }, { "p": 0.12195367366075516, "m": 0.9784862399101257 }, { "p": 0.14816975593566895, "m": 0.9960830211639404 }, { "p": 0.03599410504102707, "m": 0.8782044053077698 }, { "p": 0.07031303644180298, "m": 0.9387527108192444 }, { "p": 0.0155717134475708, "m": 0.8939689993858337 }, { "p": 0.2357827126979828, "m": 0.9865604043006897 }, { "p": 0.14682504534721375, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.905953884124756, "val_loss": 1.7420778274536133, "acc": 38.34, "time": 124.79317895500003, "param": [ { "p": 0.09919627010822296, "m": 1.0 }, { "p": 0.10767121613025665, "m": 1.0 }, { "p": 0.11334048211574554, "m": 1.0 }, { "p": 0.013473686762154102, "m": 0.8199162483215332 }, { "p": 0.018373893573880196, "m": 0.9929895997047424 }, { "p": 0.0, "m": 0.7812016606330872 }, { "p": 0.061367303133010864, "m": 0.8648789525032043 }, { "p": 0.14755034446716309, "m": 0.9549505710601807 }, { "p": 0.0013829437084496021, "m": 0.8888547420501709 }, { "p": 0.09255670011043549, "m": 0.8441236615180969 }, { "p": 0.07166723161935806, "m": 0.9006009697914124 }, { "p": 0.1805756539106369, "m": 0.9194664359092712 }, { "p": 0.09284432977437973, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.6231656074523926, "val_loss": 1.756089448928833, "acc": 38.6, "time": 125.382816434, "param": [ { "p": 0.08607689291238785, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11845564097166061, "m": 1.0 }, { "p": 0.09613131731748581, "m": 0.862105667591095 }, { "p": 0.0, "m": 0.9823170900344849 }, { "p": 0.016802595928311348, "m": 0.86940598487854 }, { "p": 0.03267664089798927, "m": 0.9509651064872742 }, { "p": 0.07932788133621216, "m": 0.8252549767494202 }, { "p": 0.06337085366249084, "m": 0.9617019295692444 }, { "p": 0.13932251930236816, "m": 0.7735388278961182 }, { "p": 0.08048927038908005, "m": 0.9972661137580872 }, { "p": 0.1767440140247345, "m": 0.9424754977226257 }, { "p": 0.11060239374637604, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.4448676109313965, "val_loss": 1.5975407361984253, "acc": 43.7, "time": 142.56494056399998, "param": [ { "p": 0.099863201379776, "m": 1.0 }, { "p": 0.0016862727934494615, "m": 1.0 }, { "p": 0.08029048889875412, "m": 1.0 }, { "p": 0.062462784349918365, "m": 0.8037251830101013 }, { "p": 0.0, "m": 0.9128605723381042 }, { "p": 0.007907558232545853, "m": 0.608589768409729 }, { "p": 0.07203452289104462, "m": 0.8882887363433838 }, { "p": 0.08742708712816238, "m": 0.9991074800491333 }, { "p": 0.06654004007577896, "m": 1.0 }, { "p": 0.1727026104927063, "m": 0.695808470249176 }, { "p": 0.06252413988113403, "m": 1.0 }, { "p": 0.18742015957832336, "m": 0.9999538064002991 }, { "p": 0.09808748215436935, "m": 1.0 }, { "p": 0.0010536208283156157, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.3543148040771484, "val_loss": 1.4558066129684448, "acc": 46.85, "time": 144.96783568699993, "param": [ { "p": 0.10321780294179916, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09348125010728836, "m": 1.0 }, { "p": 0.06403869390487671, "m": 0.8269174098968506 }, { "p": 0.00039168333751149476, "m": 0.8429309129714966 }, { "p": 0.0, "m": 0.6798255443572998 }, { "p": 0.09704434126615524, "m": 0.7513173222541809 }, { "p": 0.08847085386514664, "m": 0.9805095195770264 }, { "p": 0.058550842106342316, "m": 0.991710364818573 }, { "p": 0.13748107850551605, "m": 0.5582436919212341 }, { "p": 0.09545518457889557, "m": 0.9999933242797852 }, { "p": 0.13360846042633057, "m": 0.999890923500061 }, { "p": 0.1282598078250885, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.329622268676758, "val_loss": 1.499470829963684, "acc": 50.62, "time": 142.44894110500002, "param": [ { "p": 0.11446522176265717, "m": 1.0 }, { "p": 0.019702473655343056, "m": 1.0 }, { "p": 0.09264616668224335, "m": 1.0 }, { "p": 0.08908941596746445, "m": 0.9758901596069336 }, { "p": 0.0, "m": 0.809622049331665 }, { "p": 0.00666511757299304, "m": 0.6936611533164978 }, { "p": 0.08107564598321915, "m": 0.9029586911201477 }, { "p": 0.08708426356315613, "m": 0.9430307149887085 }, { "p": 0.05325945094227791, "m": 1.0 }, { "p": 0.13947643339633942, "m": 0.3918763995170593 }, { "p": 0.06436992436647415, "m": 0.9880483746528625 }, { "p": 0.14278163015842438, "m": 1.0 }, { "p": 0.10938433557748795, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 3.2136707305908203, "val_loss": 1.3681983947753906, "acc": 51.41, "time": 145.98200512100004, "param": [ { "p": 0.1344226449728012, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13838599622249603, "m": 1.0 }, { "p": 0.07247201353311539, "m": 0.8133053779602051 }, { "p": 0.0, "m": 0.7434945106506348 }, { "p": 0.015294721350073814, "m": 0.7003960609436035 }, { "p": 0.05655847117304802, "m": 0.822292149066925 }, { "p": 0.02330729179084301, "m": 1.0 }, { "p": 0.005669824779033661, "m": 0.9968768358230591 }, { "p": 0.13886180520057678, "m": 0.23295976221561432 }, { "p": 0.03656875342130661, "m": 1.0 }, { "p": 0.20758555829524994, "m": 1.0 }, { "p": 0.17087289690971375, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.273601531982422, "val_loss": 1.4072926044464111, "acc": 51.18, "time": 145.3609387209999, "param": [ { "p": 0.1367156207561493, "m": 1.0 }, { "p": 0.0009865870233625174, "m": 1.0 }, { "p": 0.09049098193645477, "m": 1.0 }, { "p": 0.10164773464202881, "m": 0.8980430364608765 }, { "p": 0.010262813419103622, "m": 0.7428128719329834 }, { "p": 0.0180275347083807, "m": 0.6662092208862305 }, { "p": 0.10480641573667526, "m": 0.920540452003479 }, { "p": 0.07098550349473953, "m": 0.9961508512496948 }, { "p": 0.022625554352998734, "m": 1.0 }, { "p": 0.13534075021743774, "m": 0.22118599712848663 }, { "p": 0.042289070785045624, "m": 1.0 }, { "p": 0.14035537838935852, "m": 0.998153567314148 }, { "p": 0.12546604871749878, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 3.3455333709716797, "val_loss": 1.31829035282135, "acc": 53.41, "time": 144.8313738050001, "param": [ { "p": 0.1295933872461319, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12900318205356598, "m": 1.0 }, { "p": 0.046593230217695236, "m": 0.8436465263366699 }, { "p": 0.0, "m": 0.6423782706260681 }, { "p": 0.0, "m": 0.6238037347793579 }, { "p": 0.19474372267723083, "m": 0.8293846845626831 }, { "p": 0.05325925722718239, "m": 0.9678152203559875 }, { "p": 0.05134433135390282, "m": 1.0 }, { "p": 0.13927464187145233, "m": 0.004831748083233833 }, { "p": 0.0, "m": 0.9982550740242004 }, { "p": 0.07154043018817902, "m": 1.0 }, { "p": 0.18464790284633636, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 2.7992610931396484, "val_loss": 1.3086000680923462, "acc": 53.94, "time": 145.97559159499997, "param": [ { "p": 0.11150172352790833, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15073326230049133, "m": 1.0 }, { "p": 0.03859309107065201, "m": 0.7611954212188721 }, { "p": 0.002278307219967246, "m": 0.6282957792282104 }, { "p": 0.023628659546375275, "m": 0.6011784672737122 }, { "p": 0.11191049963235855, "m": 0.5900672674179077 }, { "p": 0.04622093588113785, "m": 0.9940326809883118 }, { "p": 0.04363349825143814, "m": 1.0 }, { "p": 0.09670011699199677, "m": 0.010784387588500977 }, { "p": 0.07912388443946838, "m": 1.0 }, { "p": 0.11455743759870529, "m": 0.9979365468025208 }, { "p": 0.18111859261989594, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 3.1890015602111816, "val_loss": 1.21634840965271, "acc": 59.07, "time": 145.06664318499998, "param": [ { "p": 0.24241001904010773, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15574312210083008, "m": 1.0 }, { "p": 0.074191614985466, "m": 0.7669419050216675 }, { "p": 0.0, "m": 0.5054236054420471 }, { "p": 0.0, "m": 0.750706672668457 }, { "p": 0.10382695496082306, "m": 0.808626651763916 }, { "p": 0.05773394927382469, "m": 0.9887431263923645 }, { "p": 0.006689163390547037, "m": 1.0 }, { "p": 0.047850728034973145, "m": 0.0016661006957292557 }, { "p": 0.016410373151302338, "m": 1.0 }, { "p": 0.1333954632282257, "m": 1.0 }, { "p": 0.16174854338169098, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.992119312286377, "val_loss": 1.149091362953186, "acc": 56.39, "time": 144.35305450600003, "param": [ { "p": 0.15815147757530212, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13317842781543732, "m": 1.0 }, { "p": 0.06302249431610107, "m": 0.7487776279449463 }, { "p": 0.014476599171757698, "m": 0.4750519394874573 }, { "p": 0.0, "m": 0.676684558391571 }, { "p": 0.07814725488424301, "m": 0.9162985682487488 }, { "p": 0.07712651044130325, "m": 0.930875301361084 }, { "p": 0.09571262449026108, "m": 1.0 }, { "p": 0.09022025018930435, "m": 0.0 }, { "p": 0.03077438659965992, "m": 1.0 }, { "p": 0.11512330919504166, "m": 1.0 }, { "p": 0.14306840300559998, "m": 1.0 }, { "p": 0.0009983422933146358, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.8163034915924072, "val_loss": 1.1647117137908936, "acc": 58.05, "time": 146.72511655699986, "param": [ { "p": 0.14349205791950226, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.090264230966568, "m": 1.0 }, { "p": 0.053478140383958817, "m": 0.8213511109352112 }, { "p": 0.0315384641289711, "m": 0.4552538990974426 }, { "p": 0.0, "m": 0.6741775274276733 }, { "p": 0.12639515101909637, "m": 1.0 }, { "p": 0.05122361704707146, "m": 0.9183849096298218 }, { "p": 0.08395382016897202, "m": 1.0 }, { "p": 0.05364680290222168, "m": 0.04186713322997093 }, { "p": 0.08159204572439194, "m": 0.9998660087585449 }, { "p": 0.14017918705940247, "m": 1.0 }, { "p": 0.14423643052577972, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 3.233290433883667, "val_loss": 1.1819181442260742, "acc": 60.73, "time": 145.35392617000002, "param": [ { "p": 0.1863517165184021, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07456500828266144, "m": 1.0 }, { "p": 0.0, "m": 0.7731804847717285 }, { "p": 0.0, "m": 0.5287111401557922 }, { "p": 0.0, "m": 0.7356022000312805 }, { "p": 0.15182676911354065, "m": 1.0 }, { "p": 0.024640075862407684, "m": 1.0 }, { "p": 0.006584037095308304, "m": 0.9936567544937134 }, { "p": 0.03583049774169922, "m": 0.0 }, { "p": 0.10989443212747574, "m": 1.0 }, { "p": 0.17519474029541016, "m": 1.0 }, { "p": 0.235112726688385, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.8744821548461914, "val_loss": 1.260836124420166, "acc": 58.96, "time": 146.0817709879998, "param": [ { "p": 0.297353059053421, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.030471352860331535, "m": 1.0 }, { "p": 0.0, "m": 0.841657817363739 }, { "p": 0.005802427418529987, "m": 0.5047620534896851 }, { "p": 0.0, "m": 0.7152174711227417 }, { "p": 0.10339052230119705, "m": 1.0 }, { "p": 0.0, "m": 0.9926288723945618 }, { "p": 0.0, "m": 0.9932040572166443 }, { "p": 0.04064967483282089, "m": 0.0341702364385128 }, { "p": 0.028807340189814568, "m": 0.9927353858947754 }, { "p": 0.2560393512248993, "m": 1.0 }, { "p": 0.2374863177537918, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.404912233352661, "val_loss": 1.0314600467681885, "acc": 61.15, "time": 145.83977682799969, "param": [ { "p": 0.1860877126455307, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13342106342315674, "m": 1.0 }, { "p": 0.047773927450180054, "m": 0.747550904750824 }, { "p": 0.0, "m": 0.4517013132572174 }, { "p": 0.014433358795940876, "m": 0.5448946356773376 }, { "p": 0.08588728308677673, "m": 0.9995112419128418 }, { "p": 0.041657883673906326, "m": 1.0 }, { "p": 0.06488145142793655, "m": 0.983617901802063 }, { "p": 0.09901382774114609, "m": 0.0 }, { "p": 0.04982404038310051, "m": 0.9671789407730103 }, { "p": 0.1446482241153717, "m": 1.0 }, { "p": 0.13237117230892181, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.9296905994415283, "val_loss": 1.145543098449707, "acc": 62.25, "time": 144.07581563199983, "param": [ { "p": 0.10279671847820282, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10129853338003159, "m": 1.0 }, { "p": 0.0824877992272377, "m": 0.7530515193939209 }, { "p": 0.03792367875576019, "m": 0.3246820569038391 }, { "p": 0.017459988594055176, "m": 0.5482240319252014 }, { "p": 0.1142047569155693, "m": 0.9756761193275452 }, { "p": 0.03302709758281708, "m": 0.9279330968856812 }, { "p": 0.0547206811606884, "m": 0.9877604842185974 }, { "p": 0.11722149699926376, "m": 0.0 }, { "p": 0.09099701792001724, "m": 0.9977811574935913 }, { "p": 0.15289349853992462, "m": 1.0 }, { "p": 0.09496864676475525, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 2.3932106494903564, "val_loss": 1.0209530591964722, "acc": 62.12, "time": 143.5100104779999, "param": [ { "p": 0.1108037605881691, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09518122673034668, "m": 1.0 }, { "p": 0.09508677572011948, "m": 0.8839525580406189 }, { "p": 0.029772959649562836, "m": 0.5033168792724609 }, { "p": 0.02974686026573181, "m": 0.5127964615821838 }, { "p": 0.09532975405454636, "m": 0.978503942489624 }, { "p": 0.08748871833086014, "m": 0.9677979350090027 }, { "p": 0.08343831449747086, "m": 1.0 }, { "p": 0.05680038407444954, "m": 0.02990046702325344 }, { "p": 0.0771469920873642, "m": 1.0 }, { "p": 0.1315462440252304, "m": 0.9953147172927856 }, { "p": 0.10765814036130905, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 2.830259323120117, "val_loss": 1.0493155717849731, "acc": 63.16, "time": 145.5949920439998, "param": [ { "p": 0.1578976958990097, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08789324015378952, "m": 1.0 }, { "p": 0.051940836012363434, "m": 0.9048288464546204 }, { "p": 0.0, "m": 0.6221154928207397 }, { "p": 0.0026856684125959873, "m": 0.5836669206619263 }, { "p": 0.15330803394317627, "m": 1.0 }, { "p": 0.08755430579185486, "m": 0.9966762065887451 }, { "p": 0.04815678671002388, "m": 1.0 }, { "p": 0.09584547579288483, "m": 0.008784045465290546 }, { "p": 0.0018290802836418152, "m": 0.9748153686523438 }, { "p": 0.12536855041980743, "m": 1.0 }, { "p": 0.1875203251838684, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 2.7059030532836914, "val_loss": 0.8996812105178833, "acc": 64.29, "time": 145.08662873100002, "param": [ { "p": 0.2401353269815445, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09386826306581497, "m": 1.0 }, { "p": 0.0, "m": 0.9803037643432617 }, { "p": 0.0, "m": 0.6689910292625427 }, { "p": 0.0, "m": 0.6412453055381775 }, { "p": 0.12129072099924088, "m": 0.9642559289932251 }, { "p": 0.07092630863189697, "m": 1.0 }, { "p": 0.06760232150554657, "m": 0.9987927079200745 }, { "p": 0.14229167997837067, "m": 0.015854157507419586 }, { "p": 0.0, "m": 0.9897518157958984 }, { "p": 0.13050344586372375, "m": 1.0 }, { "p": 0.13338196277618408, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.573610782623291, "val_loss": 1.0873878002166748, "acc": 64.51, "time": 146.38769701899992, "param": [ { "p": 0.18330518901348114, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1291065663099289, "m": 1.0 }, { "p": 0.003942110110074282, "m": 1.0 }, { "p": 0.0, "m": 0.6561738848686218 }, { "p": 0.0, "m": 0.6941957473754883 }, { "p": 0.1203572079539299, "m": 1.0 }, { "p": 0.10843652486801147, "m": 1.0 }, { "p": 0.0684257298707962, "m": 1.0 }, { "p": 0.10630640387535095, "m": 0.0 }, { "p": 0.05845487117767334, "m": 1.0 }, { "p": 0.07788429409265518, "m": 1.0 }, { "p": 0.14378105103969574, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.1456446647644043, "val_loss": 1.0516873598098755, "acc": 63.96, "time": 147.1771981830002, "param": [ { "p": 0.16611440479755402, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10593191534280777, "m": 1.0 }, { "p": 0.03161270543932915, "m": 0.9092667102813721 }, { "p": 0.0, "m": 0.6910967826843262 }, { "p": 0.0, "m": 0.7710735201835632 }, { "p": 0.14472556114196777, "m": 0.9661245942115784 }, { "p": 0.0524723157286644, "m": 1.0 }, { "p": 0.06418836861848831, "m": 1.0 }, { "p": 0.04773533716797829, "m": 0.02490154840052128 }, { "p": 0.030417118221521378, "m": 1.0 }, { "p": 0.1480109542608261, "m": 1.0 }, { "p": 0.20879128575325012, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.766792058944702, "val_loss": 1.0699412822723389, "acc": 64.82, "time": 148.70003066599975, "param": [ { "p": 0.13693246245384216, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13021746277809143, "m": 1.0 }, { "p": 0.002161019016057253, "m": 0.8477332592010498 }, { "p": 0.0, "m": 0.7813483476638794 }, { "p": 0.017082735896110535, "m": 0.631595253944397 }, { "p": 0.16509734094142914, "m": 0.9607207775115967 }, { "p": 0.06384925544261932, "m": 0.9998254776000977 }, { "p": 0.05009035766124725, "m": 1.0 }, { "p": 0.10984555631875992, "m": 4.19737261836417e-05 }, { "p": 0.09281735122203827, "m": 1.0 }, { "p": 0.11638062447309494, "m": 0.9996716380119324 }, { "p": 0.11552581936120987, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 2.1289453506469727, "val_loss": 1.0330184698104858, "acc": 64.35, "time": 146.5406094699997, "param": [ { "p": 0.11193491518497467, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1478753238916397, "m": 1.0 }, { "p": 0.0053247022442519665, "m": 0.9293570518493652 }, { "p": 0.0, "m": 0.8438147902488708 }, { "p": 0.0, "m": 0.7154451608657837 }, { "p": 0.09625712782144547, "m": 0.8276082873344421 }, { "p": 0.05926048383116722, "m": 1.0 }, { "p": 0.06165444105863571, "m": 1.0 }, { "p": 0.06826093047857285, "m": 0.0 }, { "p": 0.10818299651145935, "m": 1.0 }, { "p": 0.16435487568378448, "m": 1.0 }, { "p": 0.1758417934179306, "m": 1.0 }, { "p": 0.0010523918317630887, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.4524927139282227, "val_loss": 1.1335948705673218, "acc": 64.37, "time": 146.0246531949997, "param": [ { "p": 0.18340367078781128, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06885190308094025, "m": 1.0 }, { "p": 0.02427365817129612, "m": 0.8827321529388428 }, { "p": 0.019966769963502884, "m": 0.6963904500007629 }, { "p": 0.011117180809378624, "m": 0.7541166543960571 }, { "p": 0.11616997420787811, "m": 1.0 }, { "p": 0.0655619278550148, "m": 1.0 }, { "p": 0.06475161761045456, "m": 1.0 }, { "p": 0.04996166005730629, "m": 0.0009652413427829742 }, { "p": 0.0817718356847763, "m": 0.9986321330070496 }, { "p": 0.17683540284633636, "m": 1.0 }, { "p": 0.13733439147472382, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 2.3702831268310547, "val_loss": 1.0030958652496338, "acc": 65.69, "time": 147.60057320400028, "param": [ { "p": 0.18421369791030884, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08230804651975632, "m": 1.0 }, { "p": 0.04292554408311844, "m": 0.8958874940872192 }, { "p": 0.0, "m": 0.7451331615447998 }, { "p": 0.0, "m": 0.6478341817855835 }, { "p": 0.11113112419843674, "m": 1.0 }, { "p": 0.07726266235113144, "m": 0.9997094869613647 }, { "p": 0.05787424370646477, "m": 1.0 }, { "p": 0.04427158832550049, "m": 0.024823172017931938 }, { "p": 0.08922716975212097, "m": 1.0 }, { "p": 0.11892354488372803, "m": 1.0 }, { "p": 0.18575705587863922, "m": 1.0 }, { "p": 0.006105421110987663, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.490483283996582, "val_loss": 0.948025107383728, "acc": 65.64, "time": 148.25840010399997, "param": [ { "p": 0.10539909452199936, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10003384947776794, "m": 1.0 }, { "p": 0.04020033776760101, "m": 0.9224608540534973 }, { "p": 0.0, "m": 0.6216365098953247 }, { "p": 0.0, "m": 0.6844621300697327 }, { "p": 0.0841589942574501, "m": 0.961495041847229 }, { "p": 0.07919999212026596, "m": 1.0 }, { "p": 0.077827088534832, "m": 0.996695876121521 }, { "p": 0.0704575628042221, "m": 0.0007654298678971827 }, { "p": 0.14237968623638153, "m": 1.0 }, { "p": 0.11226212978363037, "m": 1.0 }, { "p": 0.18403692543506622, "m": 1.0 }, { "p": 0.004044282715767622, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 2.616302013397217, "val_loss": 1.0497021675109863, "acc": 65.55, "time": 146.13225134599998, "param": [ { "p": 0.13223309814929962, "m": 1.0 }, { "p": 0.011715097352862358, "m": 1.0 }, { "p": 0.14513252675533295, "m": 1.0 }, { "p": 0.017649628221988678, "m": 0.9201151132583618 }, { "p": 0.00027833852800540626, "m": 0.5925403833389282 }, { "p": 0.0, "m": 0.7440288066864014 }, { "p": 0.09325280785560608, "m": 0.9594244360923767 }, { "p": 0.10785099118947983, "m": 0.9575938582420349 }, { "p": 0.08969178050756454, "m": 1.0 }, { "p": 0.09168459475040436, "m": 0.03361696004867554 }, { "p": 0.08403085917234421, "m": 0.9882380962371826 }, { "p": 0.0859522894024849, "m": 1.0 }, { "p": 0.13987399637699127, "m": 1.0 }, { "p": 0.0006540340255014598, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 2.314802885055542, "val_loss": 1.0568684339523315, "acc": 66.57, "time": 124.37312478999957, "param": [ { "p": 0.1569802165031433, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10947262495756149, "m": 1.0 }, { "p": 0.08930578082799911, "m": 0.8332487344741821 }, { "p": 0.027940848842263222, "m": 0.6876192092895508 }, { "p": 0.0, "m": 0.9482370018959045 }, { "p": 0.05406152456998825, "m": 0.9826816916465759 }, { "p": 0.045333683490753174, "m": 1.0 }, { "p": 0.11345174163579941, "m": 0.9808657169342041 }, { "p": 0.1167055144906044, "m": 0.007709176279604435 }, { "p": 0.0799616202712059, "m": 0.9468581676483154 }, { "p": 0.0785142183303833, "m": 1.0 }, { "p": 0.12341927736997604, "m": 1.0 }, { "p": 0.004852939397096634, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.1268982887268066, "val_loss": 0.928490936756134, "acc": 65.74, "time": 121.11293345900049, "param": [ { "p": 0.12775300443172455, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1135885939002037, "m": 1.0 }, { "p": 0.07938306033611298, "m": 0.8235564827919006 }, { "p": 0.021543674170970917, "m": 0.8252601027488708 }, { "p": 0.0, "m": 0.9889708161354065 }, { "p": 0.05706340819597244, "m": 0.9740542769432068 }, { "p": 0.07555796205997467, "m": 0.9698885083198547 }, { "p": 0.04726657271385193, "m": 1.0 }, { "p": 0.06897231191396713, "m": 0.008367706090211868 }, { "p": 0.12454255670309067, "m": 1.0 }, { "p": 0.13105376064777374, "m": 1.0 }, { "p": 0.14449533820152283, "m": 1.0 }, { "p": 0.008779865689575672, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 2.011359453201294, "val_loss": 0.8999360203742981, "acc": 67.58, "time": 123.3301686750001, "param": [ { "p": 0.12077555805444717, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13354143500328064, "m": 1.0 }, { "p": 0.03127884119749069, "m": 0.8214371800422668 }, { "p": 0.0, "m": 0.9008162021636963 }, { "p": 0.00427815318107605, "m": 0.9387198090553284 }, { "p": 0.08965090662240982, "m": 0.8708527088165283 }, { "p": 0.05451410263776779, "m": 0.9876714944839478 }, { "p": 0.07080448418855667, "m": 0.9836706519126892 }, { "p": 0.10036323219537735, "m": 8.07796823210083e-05 }, { "p": 0.06138317286968231, "m": 0.983909547328949 }, { "p": 0.10863186419010162, "m": 1.0 }, { "p": 0.22477824985980988, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.9825907945632935, "val_loss": 1.0019055604934692, "acc": 66.88, "time": 123.88944926800013, "param": [ { "p": 0.12037704139947891, "m": 1.0 }, { "p": 0.030379654839634895, "m": 1.0 }, { "p": 0.125651553273201, "m": 1.0 }, { "p": 0.026100605726242065, "m": 0.7536221742630005 }, { "p": 0.013570014387369156, "m": 0.9644460678100586 }, { "p": 0.027243539690971375, "m": 0.7799967527389526 }, { "p": 0.08259584754705429, "m": 0.9803134799003601 }, { "p": 0.0751960426568985, "m": 0.9459336400032043 }, { "p": 0.07186806946992874, "m": 1.0 }, { "p": 0.09045654535293579, "m": 0.0 }, { "p": 0.09688881039619446, "m": 1.0 }, { "p": 0.07895467430353165, "m": 1.0 }, { "p": 0.16071757674217224, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 2.2776966094970703, "val_loss": 0.9695289731025696, "acc": 67.49, "time": 126.19626709499971, "param": [ { "p": 0.16978847980499268, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11487659811973572, "m": 1.0 }, { "p": 0.0, "m": 0.8142094016075134 }, { "p": 0.0, "m": 0.8199036717414856 }, { "p": 0.0, "m": 0.7750001549720764 }, { "p": 0.09900158643722534, "m": 0.9023489356040955 }, { "p": 0.018122512847185135, "m": 1.0 }, { "p": 0.08664549887180328, "m": 1.0 }, { "p": 0.08726861327886581, "m": 0.0 }, { "p": 0.14658068120479584, "m": 0.997534990310669 }, { "p": 0.10428952425718307, "m": 1.0 }, { "p": 0.15955834090709686, "m": 1.0 }, { "p": 0.013868154026567936, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 2.228597640991211, "val_loss": 0.9359928369522095, "acc": 67.62, "time": 121.25536915199973, "param": [ { "p": 0.11643727123737335, "m": 1.0 }, { "p": 4.5181743189459667e-05, "m": 1.0 }, { "p": 0.19326217472553253, "m": 1.0 }, { "p": 0.03861408680677414, "m": 0.8805346488952637 }, { "p": 0.0, "m": 0.8604130148887634 }, { "p": 0.0, "m": 0.8443849086761475 }, { "p": 0.06318196654319763, "m": 0.7753815054893494 }, { "p": 0.04275890439748764, "m": 0.9905181527137756 }, { "p": 0.05451982095837593, "m": 0.9530770182609558 }, { "p": 0.1088528260588646, "m": 0.03638146072626114 }, { "p": 0.10566168278455734, "m": 1.0 }, { "p": 0.1185351237654686, "m": 1.0 }, { "p": 0.15813103318214417, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 2.4059672355651855, "val_loss": 0.9945884943008423, "acc": 67.0, "time": 123.42393277700012, "param": [ { "p": 0.10023844987154007, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12828229367733002, "m": 1.0 }, { "p": 0.07946117967367172, "m": 0.8441479802131653 }, { "p": 0.004683538805693388, "m": 0.8028045892715454 }, { "p": 0.007977050729095936, "m": 0.9407862424850464 }, { "p": 0.10106852650642395, "m": 0.7900090217590332 }, { "p": 0.08462885767221451, "m": 1.0 }, { "p": 0.05953511595726013, "m": 0.9925628900527954 }, { "p": 0.09599164128303528, "m": 0.022527355700731277 }, { "p": 0.0501752607524395, "m": 0.9733868837356567 }, { "p": 0.1983974128961563, "m": 1.0 }, { "p": 0.08306527882814407, "m": 1.0 }, { "p": 0.006495334208011627, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 2.4138035774230957, "val_loss": 1.0118749141693115, "acc": 68.11, "time": 124.26090013000066, "param": [ { "p": 0.14586466550827026, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10174806416034698, "m": 1.0 }, { "p": 0.02809605561196804, "m": 0.7595414519309998 }, { "p": 0.02706562913954258, "m": 0.6561859846115112 }, { "p": 0.0, "m": 0.9192850589752197 }, { "p": 0.11294307559728622, "m": 0.8372550010681152 }, { "p": 0.03532553091645241, "m": 0.9778175950050354 }, { "p": 0.06893513351678848, "m": 1.0 }, { "p": 0.08741123974323273, "m": 0.015712536871433258 }, { "p": 0.1047513335943222, "m": 1.0 }, { "p": 0.16123820841312408, "m": 1.0 }, { "p": 0.12662100791931152, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.8692554235458374, "val_loss": 0.8885167241096497, "acc": 67.65, "time": 126.48566369800028, "param": [ { "p": 0.11772701889276505, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.20254415273666382, "m": 1.0 }, { "p": 0.00872111227363348, "m": 0.8805868625640869 }, { "p": 0.0, "m": 0.6384736895561218 }, { "p": 0.0, "m": 0.8854283690452576 }, { "p": 0.08221439272165298, "m": 0.942312479019165 }, { "p": 0.006918012164533138, "m": 0.9099332094192505 }, { "p": 0.05779917538166046, "m": 0.9923714995384216 }, { "p": 0.09896784275770187, "m": 0.017878638580441475 }, { "p": 0.11892305314540863, "m": 0.990885853767395 }, { "p": 0.10988492518663406, "m": 1.0 }, { "p": 0.19630032777786255, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 2.5022172927856445, "val_loss": 0.9115646481513977, "acc": 68.06, "time": 187.94598569200025, "param": [ { "p": 0.15730658173561096, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12001822888851166, "m": 1.0 }, { "p": 0.026909060776233673, "m": 0.7446359395980835 }, { "p": 0.0, "m": 0.7030351161956787 }, { "p": 0.03656838461756706, "m": 0.8044463992118835 }, { "p": 0.0834023505449295, "m": 0.9329130053520203 }, { "p": 0.06603667885065079, "m": 0.9981768727302551 }, { "p": 0.054703086614608765, "m": 0.984054446220398 }, { "p": 0.11853154003620148, "m": 0.0 }, { "p": 0.08000339567661285, "m": 0.9910432696342468 }, { "p": 0.11264102905988693, "m": 1.0 }, { "p": 0.13619661331176758, "m": 1.0 }, { "p": 0.00768298702314496, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 2.1859042644500732, "val_loss": 0.9649283289909363, "acc": 67.61, "time": 197.81274068099992, "param": [ { "p": 0.15434874594211578, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.017221644520759583, "m": 1.0 }, { "p": 0.016119608655571938, "m": 0.7725366353988647 }, { "p": 0.0, "m": 0.7102017998695374 }, { "p": 0.0, "m": 0.8020039200782776 }, { "p": 0.14555124938488007, "m": 0.9506005644798279 }, { "p": 0.046922843903303146, "m": 0.9685497879981995 }, { "p": 0.06542135030031204, "m": 0.974389910697937 }, { "p": 0.10167204588651657, "m": 0.06280826032161713 }, { "p": 0.11545977741479874, "m": 0.9828349351882935 }, { "p": 0.12335723638534546, "m": 1.0 }, { "p": 0.1786523163318634, "m": 1.0 }, { "p": 0.035273171961307526, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 2.2580854892730713, "val_loss": 0.9211704730987549, "acc": 68.02, "time": 202.72197568699994, "param": [ { "p": 0.10386450588703156, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.16050542891025543, "m": 1.0 }, { "p": 0.048414427787065506, "m": 0.990054190158844 }, { "p": 0.007745578419417143, "m": 0.7291871309280396 }, { "p": 0.012394368648529053, "m": 0.8738223910331726 }, { "p": 0.10369932651519775, "m": 0.9843074083328247 }, { "p": 0.0577017143368721, "m": 0.981018602848053 }, { "p": 0.058703240007162094, "m": 0.9528003931045532 }, { "p": 0.13986046612262726, "m": 0.0 }, { "p": 0.06718103587627411, "m": 0.9889033436775208 }, { "p": 0.12944313883781433, "m": 1.0 }, { "p": 0.11048679798841476, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 2.1481590270996094, "val_loss": 0.99222731590271, "acc": 68.27, "time": 201.21202270700087, "param": [ { "p": 0.09357970952987671, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12587767839431763, "m": 1.0 }, { "p": 0.0, "m": 0.9993988871574402 }, { "p": 0.00896220188587904, "m": 0.737633228302002 }, { "p": 0.032915614545345306, "m": 0.8386486768722534 }, { "p": 0.08853171765804291, "m": 0.9826482534408569 }, { "p": 0.05090148374438286, "m": 1.0 }, { "p": 0.10022233426570892, "m": 0.8770022392272949 }, { "p": 0.09267320483922958, "m": 0.02052384614944458 }, { "p": 0.0661870464682579, "m": 0.9282042384147644 }, { "p": 0.18556253612041473, "m": 1.0 }, { "p": 0.1362691968679428, "m": 1.0 }, { "p": 0.018317295238375664, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 2.1163547039031982, "val_loss": 0.9023938775062561, "acc": 68.96, "time": 198.19987350199972, "param": [ { "p": 0.0929349809885025, "m": 1.0 }, { "p": 0.004661234095692635, "m": 1.0 }, { "p": 0.1648286134004593, "m": 1.0 }, { "p": 0.02266639471054077, "m": 1.0 }, { "p": 0.0058607785031199455, "m": 0.7870703935623169 }, { "p": 0.019822442904114723, "m": 0.9477260708808899 }, { "p": 0.04140087589621544, "m": 0.9042088985443115 }, { "p": 0.03752882406115532, "m": 0.9959278106689453 }, { "p": 0.1280854195356369, "m": 1.0 }, { "p": 0.07886068522930145, "m": 0.0 }, { "p": 0.10293992608785629, "m": 1.0 }, { "p": 0.1908196061849594, "m": 0.9996292591094971 }, { "p": 0.10959023237228394, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 2.232775926589966, "val_loss": 0.8373367786407471, "acc": 67.89, "time": 196.27936901000066, "param": [ { "p": 0.13477163016796112, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11397569626569748, "m": 1.0 }, { "p": 0.022579381242394447, "m": 0.9352154731750488 }, { "p": 0.011686366982758045, "m": 0.7641521692276001 }, { "p": 0.004958967212587595, "m": 0.855768620967865 }, { "p": 0.09365498274564743, "m": 0.8840278387069702 }, { "p": 0.05912262573838234, "m": 0.9789119362831116 }, { "p": 0.081060491502285, "m": 0.9106185436248779 }, { "p": 0.10196485370397568, "m": 0.00020404408860486 }, { "p": 0.039366714656353, "m": 0.9132570028305054 }, { "p": 0.1630040407180786, "m": 1.0 }, { "p": 0.1621932089328766, "m": 1.0 }, { "p": 0.011661087162792683, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 2.004617929458618, "val_loss": 0.9418172836303711, "acc": 68.94, "time": 198.9030053059996, "param": [ { "p": 0.14811713993549347, "m": 1.0 }, { "p": 0.03395747393369675, "m": 1.0 }, { "p": 0.08621399104595184, "m": 1.0 }, { "p": 0.041174888610839844, "m": 0.92267906665802 }, { "p": 0.0214578527957201, "m": 0.6240436434745789 }, { "p": 0.0, "m": 0.9075307846069336 }, { "p": 0.07051905244588852, "m": 0.7984404563903809 }, { "p": 0.07026275992393494, "m": 0.9896757006645203 }, { "p": 0.07826917618513107, "m": 0.9449091553688049 }, { "p": 0.12062760442495346, "m": 0.005569072440266609 }, { "p": 0.07489784061908722, "m": 0.9209602475166321 }, { "p": 0.11960412561893463, "m": 1.0 }, { "p": 0.11912420392036438, "m": 1.0 }, { "p": 0.015773830935359, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 2.169534683227539, "val_loss": 0.9823550581932068, "acc": 69.17, "time": 206.84513080099987, "param": [ { "p": 0.1156807690858841, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15033064782619476, "m": 1.0 }, { "p": 0.0, "m": 0.8905349373817444 }, { "p": 0.0, "m": 0.7037609219551086 }, { "p": 0.01343894936144352, "m": 0.9504901766777039 }, { "p": 0.02317287214100361, "m": 0.7857906222343445 }, { "p": 0.045990344136953354, "m": 0.9838786125183105 }, { "p": 0.03209520876407623, "m": 0.9820656776428223 }, { "p": 0.13719888031482697, "m": 0.0 }, { "p": 0.14777451753616333, "m": 0.9780608415603638 }, { "p": 0.14120039343833923, "m": 1.0 }, { "p": 0.19311745464801788, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 2.1357009410858154, "val_loss": 0.8830731511116028, "acc": 69.25, "time": 201.7697730330001, "param": [ { "p": 0.1388956904411316, "m": 1.0 }, { "p": 0.011874740943312645, "m": 1.0 }, { "p": 0.13881966471672058, "m": 1.0 }, { "p": 0.02305147424340248, "m": 0.998238742351532 }, { "p": 0.050955284386873245, "m": 0.6754740476608276 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08319263160228729, "m": 0.8550600409507751 }, { "p": 0.03358272463083267, "m": 1.0 }, { "p": 0.10146155953407288, "m": 1.0 }, { "p": 0.09731084108352661, "m": 0.032472703605890274 }, { "p": 0.060474153608083725, "m": 0.974075198173523 }, { "p": 0.10654435306787491, "m": 1.0 }, { "p": 0.1293858289718628, "m": 1.0 }, { "p": 0.024450961500406265, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 2.038360595703125, "val_loss": 0.9358204007148743, "acc": 68.35, "time": 206.41497920599977, "param": [ { "p": 0.08314239233732224, "m": 1.0 }, { "p": 0.012895900756120682, "m": 1.0 }, { "p": 0.10068920999765396, "m": 1.0 }, { "p": 0.058233294636011124, "m": 0.9094781875610352 }, { "p": 0.05950596183538437, "m": 0.7358989715576172 }, { "p": 0.020313991233706474, "m": 0.9180375933647156 }, { "p": 0.08014369010925293, "m": 0.9438379406929016 }, { "p": 0.05956616997718811, "m": 0.9862504601478577 }, { "p": 0.07846086472272873, "m": 0.9990361928939819 }, { "p": 0.11149867624044418, "m": 0.0011719735339283943 }, { "p": 0.09303561598062515, "m": 1.0 }, { "p": 0.09108942002058029, "m": 1.0 }, { "p": 0.15142478048801422, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 2.042848587036133, "val_loss": 0.9695562124252319, "acc": 68.61, "time": 204.67933494799945, "param": [ { "p": 0.13425850868225098, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09713075309991837, "m": 1.0 }, { "p": 0.01951662264764309, "m": 0.945503830909729 }, { "p": 0.009296909905970097, "m": 0.7790657877922058 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05968206375837326, "m": 1.0 }, { "p": 0.05329713970422745, "m": 1.0 }, { "p": 0.09059230238199234, "m": 0.996560275554657 }, { "p": 0.14163637161254883, "m": 0.004831297788769007 }, { "p": 0.08246927708387375, "m": 1.0 }, { "p": 0.1090800017118454, "m": 1.0 }, { "p": 0.16178539395332336, "m": 1.0 }, { "p": 0.04125462844967842, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 2.143411636352539, "val_loss": 0.8166543841362, "acc": 69.04, "time": 201.63122259200009, "param": [ { "p": 0.13851232826709747, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14292381703853607, "m": 1.0 }, { "p": 0.0, "m": 0.883211612701416 }, { "p": 0.010977428406476974, "m": 0.7808898687362671 }, { "p": 0.007310593966394663, "m": 0.9366891384124756 }, { "p": 0.06256251782178879, "m": 0.9904733300209045 }, { "p": 0.02931930497288704, "m": 0.982894241809845 }, { "p": 0.10913549363613129, "m": 0.9520309567451477 }, { "p": 0.12096238881349564, "m": 0.04188583046197891 }, { "p": 0.12469694018363953, "m": 1.0 }, { "p": 0.1162644475698471, "m": 1.0 }, { "p": 0.12154413014650345, "m": 1.0 }, { "p": 0.015790633857250214, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 2.1185734272003174, "val_loss": 0.9401019811630249, "acc": 69.73, "time": 173.2259611339996, "param": [ { "p": 0.14706121385097504, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08927979320287704, "m": 1.0 }, { "p": 0.05835606902837753, "m": 0.9218595027923584 }, { "p": 0.006399183068424463, "m": 0.6646378636360168 }, { "p": 0.0028273523785173893, "m": 0.9864283204078674 }, { "p": 0.07292785495519638, "m": 0.9224418997764587 }, { "p": 0.020126376301050186, "m": 0.9912678003311157 }, { "p": 0.11632430553436279, "m": 0.9389221668243408 }, { "p": 0.09119117259979248, "m": 0.0 }, { "p": 0.06883503496646881, "m": 0.9981350898742676 }, { "p": 0.11523758620023727, "m": 1.0 }, { "p": 0.1854841560125351, "m": 1.0 }, { "p": 0.025949930772185326, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.9514435529708862, "val_loss": 0.8302987813949585, "acc": 69.6, "time": 117.34311060500022, "param": [ { "p": 0.17769017815589905, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11268427968025208, "m": 1.0 }, { "p": 0.00744158448651433, "m": 0.9608089327812195 }, { "p": 0.0, "m": 0.7648712396621704 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11442571878433228, "m": 0.9372153878211975 }, { "p": 0.004233713261783123, "m": 0.9245357513427734 }, { "p": 0.13422171771526337, "m": 0.9596720337867737 }, { "p": 0.09414730966091156, "m": 0.05151831731200218 }, { "p": 0.04890871047973633, "m": 0.9977937936782837 }, { "p": 0.11782637238502502, "m": 1.0 }, { "p": 0.188420370221138, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 2.320054054260254, "val_loss": 0.8936988711357117, "acc": 69.55, "time": 114.88379185500071, "param": [ { "p": 0.14501114189624786, "m": 1.0 }, { "p": 0.017386939376592636, "m": 1.0 }, { "p": 0.08179212361574173, "m": 1.0 }, { "p": 0.02605535089969635, "m": 0.8368682265281677 }, { "p": 0.0, "m": 0.7492734789848328 }, { "p": 0.0, "m": 0.9811941981315613 }, { "p": 0.07042144238948822, "m": 0.9457101225852966 }, { "p": 0.06365064531564713, "m": 0.9822904467582703 }, { "p": 0.13444361090660095, "m": 1.0 }, { "p": 0.10904822498559952, "m": 0.05372963845729828 }, { "p": 0.06020858883857727, "m": 0.9546611309051514 }, { "p": 0.09539119154214859, "m": 1.0 }, { "p": 0.17696575820446014, "m": 1.0 }, { "p": 0.01962491311132908, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 2.3271145820617676, "val_loss": 0.8099253177642822, "acc": 68.76, "time": 120.16219357699993, "param": [ { "p": 0.16697758436203003, "m": 1.0 }, { "p": 0.0012545945355668664, "m": 1.0 }, { "p": 0.12971894443035126, "m": 1.0 }, { "p": 0.04977424070239067, "m": 0.9393515586853027 }, { "p": 0.015570302493870258, "m": 0.778415322303772 }, { "p": 0.003950523212552071, "m": 0.9945111274719238 }, { "p": 0.07560140639543533, "m": 1.0 }, { "p": 0.08401015400886536, "m": 1.0 }, { "p": 0.0962165892124176, "m": 0.9446943402290344 }, { "p": 0.09071037173271179, "m": 0.08534557372331619 }, { "p": 0.11980170756578445, "m": 0.9676910042762756 }, { "p": 0.08034676313400269, "m": 0.9997498989105225 }, { "p": 0.06940475851297379, "m": 1.0 }, { "p": 0.01666199043393135, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.9918789863586426, "val_loss": 0.9086496829986572, "acc": 69.49, "time": 119.66158554600042, "param": [ { "p": 0.12526296079158783, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11362393200397491, "m": 1.0 }, { "p": 0.01308433711528778, "m": 0.998775839805603 }, { "p": 0.0, "m": 0.746863067150116 }, { "p": 0.0, "m": 0.9993084073066711 }, { "p": 0.044987261295318604, "m": 0.8966601490974426 }, { "p": 0.04663066565990448, "m": 1.0 }, { "p": 0.09341563284397125, "m": 1.0 }, { "p": 0.19915363192558289, "m": 0.0 }, { "p": 0.08160700649023056, "m": 1.0 }, { "p": 0.08490592986345291, "m": 1.0 }, { "p": 0.19732868671417236, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 2.0611774921417236, "val_loss": 0.9280397295951843, "acc": 69.76, "time": 116.05702953400032, "param": [ { "p": 0.0828544870018959, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13046009838581085, "m": 1.0 }, { "p": 0.024038808420300484, "m": 0.8829188346862793 }, { "p": 0.002898877253755927, "m": 0.8342710733413696 }, { "p": 0.0, "m": 0.9889700412750244 }, { "p": 0.09556977450847626, "m": 0.7893935441970825 }, { "p": 0.0645621120929718, "m": 1.0 }, { "p": 0.0847608894109726, "m": 0.9666435122489929 }, { "p": 0.12762849032878876, "m": 0.0 }, { "p": 0.09008163958787918, "m": 0.9851338267326355 }, { "p": 0.13684548437595367, "m": 1.0 }, { "p": 0.14819231629371643, "m": 1.0 }, { "p": 0.012107017450034618, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.9336292743682861, "val_loss": 0.8744702339172363, "acc": 69.96, "time": 114.90017434600122, "param": [ { "p": 0.10390360653400421, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10368220508098602, "m": 1.0 }, { "p": 0.01928658038377762, "m": 0.870262086391449 }, { "p": 0.0, "m": 0.8452566266059875 }, { "p": 0.0, "m": 0.9944679141044617 }, { "p": 0.03364070877432823, "m": 0.8110726475715637 }, { "p": 0.056107282638549805, "m": 1.0 }, { "p": 0.0891040489077568, "m": 0.9979251623153687 }, { "p": 0.11560129374265671, "m": 0.023588640615344048 }, { "p": 0.10316412150859833, "m": 1.0 }, { "p": 0.14581169188022614, "m": 1.0 }, { "p": 0.17634029686450958, "m": 1.0 }, { "p": 0.05335819348692894, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.9143009185791016, "val_loss": 0.9965516924858093, "acc": 69.1, "time": 123.53930309800126, "param": [ { "p": 0.11469491571187973, "m": 1.0 }, { "p": 0.003791776020079851, "m": 1.0 }, { "p": 0.14434343576431274, "m": 1.0 }, { "p": 0.0, "m": 0.8603399395942688 }, { "p": 0.028116347268223763, "m": 0.7484042048454285 }, { "p": 0.0, "m": 0.9305000901222229 }, { "p": 0.06374344974756241, "m": 0.7394305467605591 }, { "p": 0.03596645966172218, "m": 1.0 }, { "p": 0.05827958881855011, "m": 0.9794779419898987 }, { "p": 0.11317957192659378, "m": 0.020754743367433548 }, { "p": 0.06947682052850723, "m": 0.9764607548713684 }, { "p": 0.16479738056659698, "m": 1.0 }, { "p": 0.14995218813419342, "m": 1.0 }, { "p": 0.053657978773117065, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 2.513701915740967, "val_loss": 0.9497260451316833, "acc": 69.58, "time": 118.7811627430001, "param": [ { "p": 0.16931462287902832, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14561009407043457, "m": 1.0 }, { "p": 0.0023284009657800198, "m": 0.9014039039611816 }, { "p": 0.010727191343903542, "m": 0.7999526262283325 }, { "p": 0.010116991586983204, "m": 0.8916764259338379 }, { "p": 0.08053406327962875, "m": 0.8910577893257141 }, { "p": 0.019861292093992233, "m": 1.0 }, { "p": 0.025050044059753418, "m": 0.8957275152206421 }, { "p": 0.13857343792915344, "m": 0.0 }, { "p": 0.07551614940166473, "m": 1.0 }, { "p": 0.15752001106739044, "m": 1.0 }, { "p": 0.15328297019004822, "m": 1.0 }, { "p": 0.011564674787223339, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 2.198352813720703, "val_loss": 0.8797562718391418, "acc": 69.27, "time": 118.5986200770003, "param": [ { "p": 0.14384829998016357, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10654878616333008, "m": 1.0 }, { "p": 0.039100006222724915, "m": 0.9564145803451538 }, { "p": 0.01933896914124489, "m": 0.9386796951293945 }, { "p": 0.03128703683614731, "m": 0.7510725259780884 }, { "p": 0.08179932832717896, "m": 0.8976662158966064 }, { "p": 0.0651320368051529, "m": 1.0 }, { "p": 0.06043542921543121, "m": 0.8922401666641235 }, { "p": 0.08766362071037292, "m": 0.0 }, { "p": 0.09270374476909637, "m": 0.9812185764312744 }, { "p": 0.11022839695215225, "m": 1.0 }, { "p": 0.1619143784046173, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.814176082611084, "val_loss": 0.9631987810134888, "acc": 70.06, "time": 120.7377028310002, "param": [ { "p": 0.1354389637708664, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11416471004486084, "m": 1.0 }, { "p": 0.01670742966234684, "m": 0.9304847717285156 }, { "p": 0.0, "m": 0.8713748455047607 }, { "p": 9.863520972430706e-05, "m": 0.8732537627220154 }, { "p": 0.07638664543628693, "m": 1.0 }, { "p": 0.03603189438581467, "m": 0.9263150095939636 }, { "p": 0.14977820217609406, "m": 0.9871115684509277 }, { "p": 0.13298115134239197, "m": 0.00223643914796412 }, { "p": 0.1156347393989563, "m": 1.0 }, { "p": 0.09562873095273972, "m": 1.0 }, { "p": 0.12714897096157074, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 2.1883857250213623, "val_loss": 0.9354004859924316, "acc": 70.42, "time": 113.45088005699836, "param": [ { "p": 0.12660552561283112, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07883825898170471, "m": 1.0 }, { "p": 0.0006416409160010517, "m": 0.8647251129150391 }, { "p": 0.0, "m": 0.9609394073486328 }, { "p": 0.01615399681031704, "m": 0.8641589879989624 }, { "p": 0.10280536860227585, "m": 0.9864722490310669 }, { "p": 0.04817970469594002, "m": 1.0 }, { "p": 0.05445323511958122, "m": 0.92076176404953 }, { "p": 0.18347316980361938, "m": 0.0 }, { "p": 0.0936744213104248, "m": 0.9634644985198975 }, { "p": 0.10540731996297836, "m": 1.0 }, { "p": 0.18976733088493347, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.7349822521209717, "val_loss": 0.9740108847618103, "acc": 69.81, "time": 119.25340474099903, "param": [ { "p": 0.04112199321389198, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10525734722614288, "m": 1.0 }, { "p": 0.047662533819675446, "m": 0.818752110004425 }, { "p": 0.0, "m": 0.827204167842865 }, { "p": 0.011652227491140366, "m": 0.9799145460128784 }, { "p": 0.1164049506187439, "m": 0.9767270684242249 }, { "p": 0.027220603078603745, "m": 1.0 }, { "p": 0.12144577503204346, "m": 0.9404440522193909 }, { "p": 0.07359325885772705, "m": 0.04684669151902199 }, { "p": 0.14312447607517242, "m": 0.9492217302322388 }, { "p": 0.1197233572602272, "m": 1.0 }, { "p": 0.19186373054981232, "m": 1.0 }, { "p": 0.0009298201184719801, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.936311960220337, "val_loss": 0.9087916016578674, "acc": 70.35, "time": 117.72980255400034, "param": [ { "p": 0.10840977728366852, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07215191423892975, "m": 1.0 }, { "p": 0.06880823522806168, "m": 0.8347249627113342 }, { "p": 0.016455352306365967, "m": 0.8872404098510742 }, { "p": 0.04357591271400452, "m": 0.9643837213516235 }, { "p": 0.10143989324569702, "m": 0.9998749494552612 }, { "p": 0.014776806347072124, "m": 1.0 }, { "p": 0.09230528026819229, "m": 0.9671496748924255 }, { "p": 0.09953401237726212, "m": 0.13215816020965576 }, { "p": 0.07837722450494766, "m": 0.9783994555473328 }, { "p": 0.10931353271007538, "m": 1.0 }, { "p": 0.15106214582920074, "m": 1.0 }, { "p": 0.04378985986113548, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.9653640985488892, "val_loss": 0.8705858588218689, "acc": 69.32, "time": 117.44663955800024, "param": [ { "p": 0.1255139708518982, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11177850514650345, "m": 1.0 }, { "p": 0.037065405398607254, "m": 0.742175281047821 }, { "p": 0.0, "m": 0.8977354168891907 }, { "p": 0.0016429101815447211, "m": 0.9038465619087219 }, { "p": 0.1131848618388176, "m": 0.987716794013977 }, { "p": 0.04564342275261879, "m": 0.9726391434669495 }, { "p": 0.10662084072828293, "m": 0.9809746146202087 }, { "p": 0.07614010572433472, "m": 0.03857385367155075 }, { "p": 0.12024755030870438, "m": 0.9157835245132446 }, { "p": 0.08299611508846283, "m": 1.0 }, { "p": 0.16574063897132874, "m": 1.0 }, { "p": 0.013425665907561779, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 2.013948917388916, "val_loss": 0.8964487314224243, "acc": 69.73, "time": 117.91392058299971, "param": [ { "p": 0.14502207934856415, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09900963306427002, "m": 1.0 }, { "p": 0.037745602428913116, "m": 0.9123876690864563 }, { "p": 0.010890944860875607, "m": 0.7779550552368164 }, { "p": 0.0, "m": 0.9783509373664856 }, { "p": 0.08060690760612488, "m": 1.0 }, { "p": 0.005502781365066767, "m": 0.8643237352371216 }, { "p": 0.11453273892402649, "m": 0.9593334794044495 }, { "p": 0.13490478694438934, "m": 0.04625027999281883 }, { "p": 0.12306391447782516, "m": 0.9031798243522644 }, { "p": 0.07781898975372314, "m": 1.0 }, { "p": 0.1709015965461731, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.877322793006897, "val_loss": 0.9028165340423584, "acc": 69.08, "time": 117.35697271900062, "param": [ { "p": 0.13658271729946136, "m": 1.0 }, { "p": 0.04029083997011185, "m": 1.0 }, { "p": 0.13457641005516052, "m": 1.0 }, { "p": 0.017613576725125313, "m": 0.8882866501808167 }, { "p": 0.03233310580253601, "m": 0.8405442237854004 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0617787130177021, "m": 0.9768404364585876 }, { "p": 0.07189405709505081, "m": 0.9209756255149841 }, { "p": 0.08707605302333832, "m": 0.9980326294898987 }, { "p": 0.08677362650632858, "m": 0.13565471768379211 }, { "p": 0.0730866864323616, "m": 0.9983599185943604 }, { "p": 0.08980811387300491, "m": 1.0 }, { "p": 0.16818609833717346, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.5718364715576172, "val_loss": 0.9856739044189453, "acc": 70.14, "time": 109.2330271360006, "param": [ { "p": 0.10947421193122864, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09051866829395294, "m": 1.0 }, { "p": 0.0560901015996933, "m": 0.8512449264526367 }, { "p": 0.023328647017478943, "m": 0.9472113251686096 }, { "p": 0.0, "m": 1.0 }, { "p": 0.015516458079218864, "m": 0.9999562501907349 }, { "p": 0.0008902635890990496, "m": 0.9593915939331055 }, { "p": 0.10736925154924393, "m": 0.9893142580986023 }, { "p": 0.07882259041070938, "m": 0.16882744431495667 }, { "p": 0.09175895154476166, "m": 0.9510806798934937 }, { "p": 0.12881873548030853, "m": 1.0 }, { "p": 0.23533743619918823, "m": 1.0 }, { "p": 0.06207463517785072, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.8382444381713867, "val_loss": 0.9190382957458496, "acc": 70.52, "time": 110.5758791290009, "param": [ { "p": 0.11035440117120743, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0911773219704628, "m": 1.0 }, { "p": 0.0, "m": 0.8931187987327576 }, { "p": 0.0, "m": 0.8815590739250183 }, { "p": 0.044114161282777786, "m": 0.9319862723350525 }, { "p": 0.06152721866965294, "m": 0.9378088712692261 }, { "p": 0.008830542676150799, "m": 0.9743639230728149 }, { "p": 0.15542350709438324, "m": 0.9796115159988403 }, { "p": 0.16223980486392975, "m": 0.09464526176452637 }, { "p": 0.10566098988056183, "m": 1.0 }, { "p": 0.09800514578819275, "m": 1.0 }, { "p": 0.151817187666893, "m": 1.0 }, { "p": 0.010849613696336746, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.8858574628829956, "val_loss": 0.859016478061676, "acc": 70.32, "time": 112.12817009100036, "param": [ { "p": 0.1121496632695198, "m": 1.0 }, { "p": 0.0031511953566223383, "m": 1.0 }, { "p": 0.1496208757162094, "m": 1.0 }, { "p": 0.0004951177397742867, "m": 0.9834219813346863 }, { "p": 0.0023876093327999115, "m": 0.7920416593551636 }, { "p": 0.0, "m": 0.9993466138839722 }, { "p": 0.07665958255529404, "m": 0.9328150153160095 }, { "p": 0.03469131514430046, "m": 0.9537757039070129 }, { "p": 0.11800391227006912, "m": 0.8493425846099854 }, { "p": 0.06824227422475815, "m": 0.13995040953159332 }, { "p": 0.10803746432065964, "m": 0.9219608902931213 }, { "p": 0.14890295267105103, "m": 1.0 }, { "p": 0.09715063869953156, "m": 1.0 }, { "p": 0.08050738275051117, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.7376664876937866, "val_loss": 0.9844508767127991, "acc": 70.43, "time": 112.41646418699929, "param": [ { "p": 0.13251306116580963, "m": 1.0 }, { "p": 0.02369585633277893, "m": 1.0 }, { "p": 0.12996762990951538, "m": 1.0 }, { "p": 0.06733433902263641, "m": 0.9535313844680786 }, { "p": 0.0027645782101899385, "m": 0.8812892436981201 }, { "p": 0.0, "m": 0.9993380308151245 }, { "p": 0.07307847589254379, "m": 0.9579567313194275 }, { "p": 0.028470944613218307, "m": 0.9964380264282227 }, { "p": 0.08604899793863297, "m": 0.9351878762245178 }, { "p": 0.11239361763000488, "m": 0.12031887471675873 }, { "p": 0.04227915033698082, "m": 0.9442311525344849 }, { "p": 0.10057581961154938, "m": 1.0 }, { "p": 0.19000642001628876, "m": 1.0 }, { "p": 0.010871175676584244, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 2.091174602508545, "val_loss": 0.826792299747467, "acc": 69.69, "time": 117.9038337639995, "param": [ { "p": 0.16589389741420746, "m": 1.0 }, { "p": 0.006858707871288061, "m": 1.0 }, { "p": 0.10774802416563034, "m": 1.0 }, { "p": 0.023622406646609306, "m": 0.9921633005142212 }, { "p": 0.0011818085331469774, "m": 0.7583281993865967 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1023469939827919, "m": 0.95252925157547 }, { "p": 0.03287826478481293, "m": 0.9436509609222412 }, { "p": 0.10185734927654266, "m": 1.0 }, { "p": 0.14242541790008545, "m": 0.08171816170215607 }, { "p": 0.07118651270866394, "m": 1.0 }, { "p": 0.0828595981001854, "m": 1.0 }, { "p": 0.1123151108622551, "m": 1.0 }, { "p": 0.0488259382545948, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.7447896003723145, "val_loss": 0.7276502251625061, "acc": 70.35, "time": 110.77506484699916, "param": [ { "p": 0.13128380477428436, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10715915262699127, "m": 1.0 }, { "p": 0.0, "m": 0.939680278301239 }, { "p": 0.03964025527238846, "m": 0.7132540941238403 }, { "p": 0.0, "m": 0.98979651927948 }, { "p": 0.09911710023880005, "m": 0.997901439666748 }, { "p": 0.05798279866576195, "m": 0.9866613745689392 }, { "p": 0.058422502130270004, "m": 0.9253119826316833 }, { "p": 0.09782321751117706, "m": 0.12846651673316956 }, { "p": 0.07968959957361221, "m": 0.9328013062477112 }, { "p": 0.11768615990877151, "m": 1.0 }, { "p": 0.18008114397525787, "m": 1.0 }, { "p": 0.031114233657717705, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.8658685684204102, "val_loss": 0.6788771152496338, "acc": 70.47, "time": 117.83809192900117, "param": [ { "p": 0.13280493021011353, "m": 1.0 }, { "p": 0.016188127920031548, "m": 1.0 }, { "p": 0.08160340785980225, "m": 1.0 }, { "p": 0.020136592909693718, "m": 0.9241741895675659 }, { "p": 0.0063429116271436214, "m": 0.748928964138031 }, { "p": 0.04909272864460945, "m": 0.8986764550209045 }, { "p": 0.12481652945280075, "m": 1.0 }, { "p": 0.09528227150440216, "m": 0.9993813633918762 }, { "p": 0.014040828682482243, "m": 0.9691733121871948 }, { "p": 0.08862420171499252, "m": 0.0015916746342554688 }, { "p": 0.08951332420110703, "m": 1.0 }, { "p": 0.11026737093925476, "m": 1.0 }, { "p": 0.10721369087696075, "m": 1.0 }, { "p": 0.06407299637794495, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 2.0120081901550293, "val_loss": 0.935717761516571, "acc": 70.23, "time": 108.8351208619988, "param": [ { "p": 0.16775889694690704, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10856840014457703, "m": 1.0 }, { "p": 0.051129259169101715, "m": 0.9632152915000916 }, { "p": 0.0, "m": 0.7089787721633911 }, { "p": 0.0, "m": 0.9271709322929382 }, { "p": 0.11133155971765518, "m": 1.0 }, { "p": 0.05356220901012421, "m": 1.0 }, { "p": 0.0235111266374588, "m": 0.9229100346565247 }, { "p": 0.06864835321903229, "m": 0.0 }, { "p": 0.10697957128286362, "m": 1.0 }, { "p": 0.11473312973976135, "m": 1.0 }, { "p": 0.16792914271354675, "m": 1.0 }, { "p": 0.02584841474890709, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 2.3170156478881836, "val_loss": 0.7808694243431091, "acc": 70.54, "time": 113.41860289100077, "param": [ { "p": 0.15075695514678955, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10530419647693634, "m": 1.0 }, { "p": 0.0021949911024421453, "m": 1.0 }, { "p": 0.029040638357400894, "m": 0.7048608064651489 }, { "p": 0.002508772537112236, "m": 0.8208773732185364 }, { "p": 0.10044994205236435, "m": 1.0 }, { "p": 0.02283870242536068, "m": 0.9989650249481201 }, { "p": 0.08337292820215225, "m": 0.9875503182411194 }, { "p": 0.1451009213924408, "m": 0.004574615973979235 }, { "p": 0.06665030866861343, "m": 0.9178714752197266 }, { "p": 0.11773847043514252, "m": 1.0 }, { "p": 0.16519154608249664, "m": 1.0 }, { "p": 0.00885153841227293, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.9276434183120728, "val_loss": 0.7814929485321045, "acc": 71.08, "time": 116.75654152099924, "param": [ { "p": 0.09699249267578125, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06939565390348434, "m": 1.0 }, { "p": 0.0344039648771286, "m": 0.9548234939575195 }, { "p": 0.02343694120645523, "m": 0.5728480219841003 }, { "p": 0.0611690878868103, "m": 0.8608781695365906 }, { "p": 0.09575586020946503, "m": 0.9675962328910828 }, { "p": 0.02241111546754837, "m": 0.8251559138298035 }, { "p": 0.06411740183830261, "m": 0.9128895401954651 }, { "p": 0.07468537986278534, "m": 0.0 }, { "p": 0.08852829784154892, "m": 0.991916835308075 }, { "p": 0.12060461938381195, "m": 1.0 }, { "p": 0.2185254842042923, "m": 1.0 }, { "p": 0.029973682016134262, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.9324039220809937, "val_loss": 0.8045733571052551, "acc": 70.6, "time": 113.05351901599897, "param": [ { "p": 0.16197887063026428, "m": 1.0 }, { "p": 0.021088406443595886, "m": 1.0 }, { "p": 0.07153169810771942, "m": 1.0 }, { "p": 0.03565027192234993, "m": 0.8869090676307678 }, { "p": 0.04153718426823616, "m": 0.692009449005127 }, { "p": 0.02318635582923889, "m": 0.9090936183929443 }, { "p": 0.04373558610677719, "m": 0.9874221086502075 }, { "p": 0.08614098280668259, "m": 0.9236088991165161 }, { "p": 0.09633968770503998, "m": 1.0 }, { "p": 0.0929964929819107, "m": 0.02919308841228485 }, { "p": 0.08352956175804138, "m": 0.9980524778366089 }, { "p": 0.10248593240976334, "m": 1.0 }, { "p": 0.12607647478580475, "m": 1.0 }, { "p": 0.013722502626478672, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.6961191892623901, "val_loss": 0.8942398428916931, "acc": 70.77, "time": 117.0090990080007, "param": [ { "p": 0.10894624143838882, "m": 1.0 }, { "p": 0.005289217457175255, "m": 1.0 }, { "p": 0.07419458031654358, "m": 1.0 }, { "p": 0.006237768568098545, "m": 0.9942943453788757 }, { "p": 0.03284331411123276, "m": 0.7266468405723572 }, { "p": 0.0002972373622469604, "m": 0.9147545099258423 }, { "p": 0.13922424614429474, "m": 0.9719841480255127 }, { "p": 0.06901832669973373, "m": 0.9954932928085327 }, { "p": 0.07074551284313202, "m": 0.8366948366165161 }, { "p": 0.0835273414850235, "m": 0.049359843134880066 }, { "p": 0.10495845228433609, "m": 0.8818424940109253 }, { "p": 0.11597564071416855, "m": 1.0 }, { "p": 0.11177948862314224, "m": 1.0 }, { "p": 0.0769626647233963, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 2.0088489055633545, "val_loss": 0.9661685824394226, "acc": 68.73, "time": 109.38780629099892, "param": [ { "p": 0.08074057847261429, "m": 1.0 }, { "p": 0.0023166167084127665, "m": 1.0 }, { "p": 0.09255462884902954, "m": 1.0 }, { "p": 0.04532812163233757, "m": 0.950245201587677 }, { "p": 0.024312542751431465, "m": 0.8143294453620911 }, { "p": 0.008150588721036911, "m": 0.9314813613891602 }, { "p": 0.07093647122383118, "m": 0.9805564880371094 }, { "p": 0.06081588193774223, "m": 0.9674456715583801 }, { "p": 0.12008623778820038, "m": 0.9390588998794556 }, { "p": 0.09772137552499771, "m": 0.016942813992500305 }, { "p": 0.12353170663118362, "m": 0.9986082911491394 }, { "p": 0.09037183225154877, "m": 1.0 }, { "p": 0.13666747510433197, "m": 1.0 }, { "p": 0.04646594822406769, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.6040613651275635, "val_loss": 0.8230621814727783, "acc": 70.81, "time": 115.61547695399895, "param": [ { "p": 0.16040880978107452, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11254418641328812, "m": 1.0 }, { "p": 0.0, "m": 0.9852248430252075 }, { "p": 0.010885759256780148, "m": 0.7456988096237183 }, { "p": 0.0, "m": 0.959721565246582 }, { "p": 0.09753744304180145, "m": 0.9705495238304138 }, { "p": 0.04864342510700226, "m": 0.9843131899833679 }, { "p": 0.1494680792093277, "m": 0.9831063747406006 }, { "p": 0.0998494029045105, "m": 0.035157520323991776 }, { "p": 0.09381671249866486, "m": 0.9198148846626282 }, { "p": 0.07601873576641083, "m": 1.0 }, { "p": 0.15082742273807526, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.7215813398361206, "val_loss": 0.7734163403511047, "acc": 70.51, "time": 114.93244156299988, "param": [ { "p": 0.16350500285625458, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.095323346555233, "m": 1.0 }, { "p": 0.018557043746113777, "m": 0.976414144039154 }, { "p": 0.040214888751506805, "m": 0.6553924083709717 }, { "p": 0.0, "m": 0.953027606010437 }, { "p": 0.08300288766622543, "m": 0.9155446290969849 }, { "p": 0.0760885700583458, "m": 0.9150061011314392 }, { "p": 0.08371829241514206, "m": 0.9136707782745361 }, { "p": 0.11336743086576462, "m": 0.0 }, { "p": 0.08102064579725266, "m": 0.9408716559410095 }, { "p": 0.10176931321620941, "m": 1.0 }, { "p": 0.14304643869400024, "m": 1.0 }, { "p": 0.00038617069367319345, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.9388060569763184, "val_loss": 0.9953159093856812, "acc": 70.77, "time": 112.34402104299988, "param": [ { "p": 0.12741559743881226, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10688550770282745, "m": 1.0 }, { "p": 0.028795477002859116, "m": 1.0 }, { "p": 0.05751428380608559, "m": 0.6673678755760193 }, { "p": 0.0, "m": 0.9602996110916138 }, { "p": 0.09858647733926773, "m": 0.8541168570518494 }, { "p": 0.03464417904615402, "m": 0.9798772931098938 }, { "p": 0.07025955617427826, "m": 0.8795226812362671 }, { "p": 0.0961763858795166, "m": 0.0168807003647089 }, { "p": 0.10222743451595306, "m": 0.9035861492156982 }, { "p": 0.07147663086652756, "m": 1.0 }, { "p": 0.16723382472991943, "m": 1.0 }, { "p": 0.038784731179475784, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 2.294560670852661, "val_loss": 0.8444678783416748, "acc": 71.26, "time": 116.43967648000034, "param": [ { "p": 0.1437585949897766, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1384560912847519, "m": 1.0 }, { "p": 0.052365921437740326, "m": 0.8487982749938965 }, { "p": 0.017245054244995117, "m": 0.6216234564781189 }, { "p": 0.016082720831036568, "m": 0.9819436073303223 }, { "p": 0.08867078274488449, "m": 0.9766915440559387 }, { "p": 0.0, "m": 0.9640322327613831 }, { "p": 0.08048379421234131, "m": 0.9546928405761719 }, { "p": 0.13676439225673676, "m": 0.010971869342029095 }, { "p": 0.03876423463225365, "m": 0.9839521646499634 }, { "p": 0.11586277186870575, "m": 1.0 }, { "p": 0.16542397439479828, "m": 1.0 }, { "p": 0.006121513899415731, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 2.2647597789764404, "val_loss": 0.8342542052268982, "acc": 71.32, "time": 110.36024117799934, "param": [ { "p": 0.10917932540178299, "m": 1.0 }, { "p": 0.022775406017899513, "m": 1.0 }, { "p": 0.11232228577136993, "m": 1.0 }, { "p": 0.045267585664987564, "m": 0.8837679028511047 }, { "p": 0.032519638538360596, "m": 0.6367151141166687 }, { "p": 0.008572814054787159, "m": 0.9686848521232605 }, { "p": 0.061322785913944244, "m": 0.8910905122756958 }, { "p": 0.08288323879241943, "m": 1.0 }, { "p": 0.11124389618635178, "m": 0.9314043521881104 }, { "p": 0.07417669147253036, "m": 0.03641710802912712 }, { "p": 0.08806965500116348, "m": 0.9414611458778381 }, { "p": 0.09500204026699066, "m": 1.0 }, { "p": 0.10968977212905884, "m": 1.0 }, { "p": 0.04697493836283684, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.87857985496521, "val_loss": 0.9109901189804077, "acc": 72.06, "time": 116.71675109399985, "param": [ { "p": 0.0825825184583664, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12339404225349426, "m": 1.0 }, { "p": 0.02823755331337452, "m": 1.0 }, { "p": 0.0007171417819336057, "m": 0.7244274616241455 }, { "p": 0.0, "m": 0.9199620485305786 }, { "p": 0.09669262170791626, "m": 0.8315947651863098 }, { "p": 0.02697509154677391, "m": 1.0 }, { "p": 0.05641082301735878, "m": 0.9703605771064758 }, { "p": 0.1748804748058319, "m": 0.015311933122575283 }, { "p": 0.07968689501285553, "m": 0.9996680021286011 }, { "p": 0.14526985585689545, "m": 1.0 }, { "p": 0.1456591635942459, "m": 1.0 }, { "p": 0.039493873715400696, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.5348100662231445, "val_loss": 0.7641318440437317, "acc": 70.81, "time": 115.28240233299948, "param": [ { "p": 0.1559770107269287, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17797289788722992, "m": 1.0 }, { "p": 0.0, "m": 0.8860681056976318 }, { "p": 0.0, "m": 0.7476590871810913 }, { "p": 0.01705649122595787, "m": 0.9157822132110596 }, { "p": 0.127374067902565, "m": 0.7584708333015442 }, { "p": 0.0, "m": 0.9924712777137756 }, { "p": 0.0654115080833435, "m": 0.9255999326705933 }, { "p": 0.093370720744133, "m": 0.0068199667148292065 }, { "p": 0.08546692132949829, "m": 0.9418795108795166 }, { "p": 0.07056160271167755, "m": 1.0 }, { "p": 0.2056334763765335, "m": 1.0 }, { "p": 0.0011753356084227562, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.9937576055526733, "val_loss": 0.8250837326049805, "acc": 71.43, "time": 119.80200180300017, "param": [ { "p": 0.12714670598506927, "m": 1.0 }, { "p": 0.00042621014290489256, "m": 1.0 }, { "p": 0.10583124309778214, "m": 1.0 }, { "p": 0.0571819543838501, "m": 0.8605987429618835 }, { "p": 0.012775834649801254, "m": 0.6636119484901428 }, { "p": 0.00939165148884058, "m": 0.9647530317306519 }, { "p": 0.06637698411941528, "m": 0.775682270526886 }, { "p": 0.011574545875191689, "m": 0.9906594753265381 }, { "p": 0.1267840564250946, "m": 0.9945098161697388 }, { "p": 0.0972098633646965, "m": 0.046382416039705276 }, { "p": 0.08918456733226776, "m": 0.9531683921813965 }, { "p": 0.08077523112297058, "m": 1.0 }, { "p": 0.17915582656860352, "m": 1.0 }, { "p": 0.036185212433338165, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.5640132427215576, "val_loss": 0.9057833552360535, "acc": 71.64, "time": 116.07812497800114, "param": [ { "p": 0.2046082764863968, "m": 1.0 }, { "p": 0.00046728321467526257, "m": 1.0 }, { "p": 0.09974827617406845, "m": 1.0 }, { "p": 0.041692476719617844, "m": 0.8534837365150452 }, { "p": 0.001629859209060669, "m": 0.6324253082275391 }, { "p": 0.01773444004356861, "m": 1.0 }, { "p": 0.08716768771409988, "m": 0.7965306043624878 }, { "p": 0.05483240261673927, "m": 0.968498170375824 }, { "p": 0.06654074043035507, "m": 0.8645482063293457 }, { "p": 0.10955942422151566, "m": 0.0734604001045227 }, { "p": 0.13833461701869965, "m": 1.0 }, { "p": 0.026716826483607292, "m": 1.0 }, { "p": 0.1242641732096672, "m": 1.0 }, { "p": 0.026703426614403725, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 2.0302178859710693, "val_loss": 0.7633512616157532, "acc": 72.17, "time": 119.25412498600053, "param": [ { "p": 0.08614114671945572, "m": 1.0 }, { "p": 0.010860461741685867, "m": 1.0 }, { "p": 0.07039022445678711, "m": 1.0 }, { "p": 0.04549166187644005, "m": 0.9551162123680115 }, { "p": 0.028218712657690048, "m": 0.6817401051521301 }, { "p": 0.05068981274962425, "m": 1.0 }, { "p": 0.10561642050743103, "m": 0.8856446743011475 }, { "p": 0.021641315892338753, "m": 0.9808005094528198 }, { "p": 0.10817901045084, "m": 0.9995542764663696 }, { "p": 0.0791226178407669, "m": 0.06319631636142731 }, { "p": 0.09734613448381424, "m": 1.0 }, { "p": 0.08510378003120422, "m": 1.0 }, { "p": 0.14093780517578125, "m": 1.0 }, { "p": 0.07026081532239914, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.7320938110351562, "val_loss": 0.8215274810791016, "acc": 72.31, "time": 120.74476933500046, "param": [ { "p": 0.09003008157014847, "m": 1.0 }, { "p": 0.037743743509054184, "m": 1.0 }, { "p": 0.06942005455493927, "m": 1.0 }, { "p": 0.01607266440987587, "m": 0.9839358329772949 }, { "p": 0.03938647359609604, "m": 0.6571804881095886 }, { "p": 0.010570090264081955, "m": 0.9433403611183167 }, { "p": 0.13055530190467834, "m": 0.8226339817047119 }, { "p": 0.03390756621956825, "m": 0.8937093615531921 }, { "p": 0.10808229446411133, "m": 1.0 }, { "p": 0.075588159263134, "m": 0.01799200288951397 }, { "p": 0.060005296021699905, "m": 1.0 }, { "p": 0.11465796083211899, "m": 1.0 }, { "p": 0.16002888977527618, "m": 1.0 }, { "p": 0.053951445966959, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.5602569580078125, "val_loss": 0.8165460228919983, "acc": 71.47, "time": 114.22519386199929, "param": [ { "p": 0.11379264295101166, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07043175399303436, "m": 1.0 }, { "p": 0.0, "m": 0.9101975560188293 }, { "p": 0.005644479766488075, "m": 0.6705564260482788 }, { "p": 0.0074828797951340675, "m": 0.9528540372848511 }, { "p": 0.09051696211099625, "m": 0.7904388904571533 }, { "p": 0.05704815685749054, "m": 0.7853987812995911 }, { "p": 0.16217227280139923, "m": 0.9447665214538574 }, { "p": 0.11779358237981796, "m": 0.0 }, { "p": 0.10032343119382858, "m": 0.9538078308105469 }, { "p": 0.09025855362415314, "m": 1.0 }, { "p": 0.18453525006771088, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.938735842704773, "val_loss": 0.8073698282241821, "acc": 71.92, "time": 122.49751492799987, "param": [ { "p": 0.1412688046693802, "m": 1.0 }, { "p": 0.024753421545028687, "m": 1.0 }, { "p": 0.07731956243515015, "m": 1.0 }, { "p": 0.0012736060889437795, "m": 0.9500979781150818 }, { "p": 0.03032863885164261, "m": 0.6131703853607178 }, { "p": 0.0069642215967178345, "m": 0.9796433448791504 }, { "p": 0.10461004823446274, "m": 0.780014157295227 }, { "p": 0.04950661212205887, "m": 0.8011528849601746 }, { "p": 0.050689443945884705, "m": 0.9630535840988159 }, { "p": 0.0767178013920784, "m": 0.07308968901634216 }, { "p": 0.110804483294487, "m": 0.9025850892066956 }, { "p": 0.13039293885231018, "m": 1.0 }, { "p": 0.1573023796081543, "m": 1.0 }, { "p": 0.03806798532605171, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.6908633708953857, "val_loss": 0.8646126985549927, "acc": 72.04, "time": 114.10240837899983, "param": [ { "p": 0.10101838409900665, "m": 1.0 }, { "p": 0.012237712740898132, "m": 1.0 }, { "p": 0.056565772742033005, "m": 1.0 }, { "p": 0.05801595747470856, "m": 0.9894157648086548 }, { "p": 0.02545091137290001, "m": 0.5939565896987915 }, { "p": 0.0017818518681451678, "m": 0.9964599013328552 }, { "p": 0.0573367103934288, "m": 0.8837907314300537 }, { "p": 0.07238471508026123, "m": 0.9194512367248535 }, { "p": 0.10681332647800446, "m": 0.9485483169555664 }, { "p": 0.1183445006608963, "m": 0.09861758351325989 }, { "p": 0.06696692109107971, "m": 0.9187450408935547 }, { "p": 0.08687843382358551, "m": 1.0 }, { "p": 0.14854584634304047, "m": 1.0 }, { "p": 0.08765899389982224, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 2.153412342071533, "val_loss": 0.7409384250640869, "acc": 71.13, "time": 115.22040658100013, "param": [ { "p": 0.11589153856039047, "m": 1.0 }, { "p": 0.0009204886737279594, "m": 1.0 }, { "p": 0.025963695719838142, "m": 1.0 }, { "p": 0.020044736564159393, "m": 0.9207773208618164 }, { "p": 0.02415744960308075, "m": 0.5938681364059448 }, { "p": 0.0, "m": 0.9416121244430542 }, { "p": 0.1595834493637085, "m": 0.9626038074493408 }, { "p": 0.021540826186537743, "m": 0.9609343409538269 }, { "p": 0.11896596103906631, "m": 0.9662049412727356 }, { "p": 0.07688126713037491, "m": 0.11897233128547668 }, { "p": 0.06204778328537941, "m": 0.8215926885604858 }, { "p": 0.12403447926044464, "m": 1.0 }, { "p": 0.1935269981622696, "m": 1.0 }, { "p": 0.0564412996172905, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.6094138622283936, "val_loss": 0.8735936880111694, "acc": 71.6, "time": 113.8084357630014, "param": [ { "p": 0.0984613224864006, "m": 1.0 }, { "p": 0.02519983798265457, "m": 1.0 }, { "p": 0.1124713346362114, "m": 1.0 }, { "p": 0.05475979670882225, "m": 0.9131578207015991 }, { "p": 0.00684212613850832, "m": 0.6226268410682678 }, { "p": 0.033804383128881454, "m": 1.0 }, { "p": 0.06585779041051865, "m": 1.0 }, { "p": 0.04022716358304024, "m": 1.0 }, { "p": 0.1361922174692154, "m": 1.0 }, { "p": 0.11108211427927017, "m": 0.08961814641952515 }, { "p": 0.07625158876180649, "m": 0.9003430604934692 }, { "p": 0.08354531228542328, "m": 1.0 }, { "p": 0.10151926428079605, "m": 1.0 }, { "p": 0.05378572642803192, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.9403382539749146, "val_loss": 0.9268068075180054, "acc": 71.93, "time": 118.68298740099999, "param": [ { "p": 0.16166044771671295, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06348726898431778, "m": 1.0 }, { "p": 0.005280185490846634, "m": 0.8873907923698425 }, { "p": 0.009109282866120338, "m": 0.6503180861473083 }, { "p": 0.016830479726195335, "m": 0.9713004231452942 }, { "p": 0.0759756937623024, "m": 0.970130443572998 }, { "p": 0.050714801996946335, "m": 1.0 }, { "p": 0.15253661572933197, "m": 1.0 }, { "p": 0.0990687906742096, "m": 0.06955288350582123 }, { "p": 0.08183683454990387, "m": 0.9879747033119202 }, { "p": 0.05733166262507439, "m": 1.0 }, { "p": 0.18140479922294617, "m": 1.0 }, { "p": 0.04476311057806015, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.9730761051177979, "val_loss": 0.8412632346153259, "acc": 72.7, "time": 112.53582262199961, "param": [ { "p": 0.08780867606401443, "m": 1.0 }, { "p": 0.05418417230248451, "m": 1.0 }, { "p": 0.10263243317604065, "m": 1.0 }, { "p": 0.07102236151695251, "m": 0.8911982178688049 }, { "p": 0.02562212198972702, "m": 0.6959139108657837 }, { "p": 0.027430042624473572, "m": 0.8233469724655151 }, { "p": 0.046699266880750656, "m": 0.9640594124794006 }, { "p": 0.06202545762062073, "m": 1.0 }, { "p": 0.062192801386117935, "m": 0.896344780921936 }, { "p": 0.10370179265737534, "m": 0.0 }, { "p": 0.09679703414440155, "m": 1.0 }, { "p": 0.10840138792991638, "m": 1.0 }, { "p": 0.1188851073384285, "m": 1.0 }, { "p": 0.03259722888469696, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.8858866691589355, "val_loss": 0.6833704710006714, "acc": 72.75, "time": 123.60371387600026, "param": [ { "p": 0.1257019191980362, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06668488681316376, "m": 1.0 }, { "p": 0.016120992600917816, "m": 0.865367591381073 }, { "p": 0.024981634691357613, "m": 0.5751407742500305 }, { "p": 0.0, "m": 0.8619340062141418 }, { "p": 0.08813931792974472, "m": 0.927839994430542 }, { "p": 0.023522058501839638, "m": 1.0 }, { "p": 0.12350662797689438, "m": 0.9347683787345886 }, { "p": 0.10151095688343048, "m": 0.014558329246938229 }, { "p": 0.0796969011425972, "m": 0.9450539350509644 }, { "p": 0.15280401706695557, "m": 1.0 }, { "p": 0.1545388102531433, "m": 1.0 }, { "p": 0.04279197007417679, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.3480089902877808, "val_loss": 0.7509071230888367, "acc": 71.68, "time": 133.34798607700031, "param": [ { "p": 0.10604191571474075, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09996134042739868, "m": 1.0 }, { "p": 0.024006547406315804, "m": 0.8876784443855286 }, { "p": 0.0004135897324886173, "m": 0.5991349816322327 }, { "p": 0.01830257475376129, "m": 0.888039231300354 }, { "p": 0.05377643182873726, "m": 0.9163522124290466 }, { "p": 0.007827273570001125, "m": 0.9452040791511536 }, { "p": 0.10249590873718262, "m": 0.907932460308075 }, { "p": 0.08804892748594284, "m": 0.025540577247738838 }, { "p": 0.10232917964458466, "m": 0.9498031139373779 }, { "p": 0.13550443947315216, "m": 1.0 }, { "p": 0.22310364246368408, "m": 1.0 }, { "p": 0.03818823769688606, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.6794228553771973, "val_loss": 0.9021744132041931, "acc": 72.28, "time": 189.51135478300057, "param": [ { "p": 0.09294990450143814, "m": 1.0 }, { "p": 0.015727801248431206, "m": 1.0 }, { "p": 0.06693420559167862, "m": 1.0 }, { "p": 0.03767571970820427, "m": 0.8566993474960327 }, { "p": 0.04690960794687271, "m": 0.6640092730522156 }, { "p": 0.014608795754611492, "m": 0.7203779220581055 }, { "p": 0.09405598789453506, "m": 0.8833270072937012 }, { "p": 0.09593073278665543, "m": 1.0 }, { "p": 0.10779333859682083, "m": 0.9822860956192017 }, { "p": 0.10804392397403717, "m": 0.06166806071996689 }, { "p": 0.10964861512184143, "m": 0.9434053897857666 }, { "p": 0.039400290697813034, "m": 1.0 }, { "p": 0.1393074095249176, "m": 1.0 }, { "p": 0.031013699248433113, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.8253124952316284, "val_loss": 0.858796238899231, "acc": 72.72, "time": 186.2168173150003, "param": [ { "p": 0.15286885201931, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12838266789913177, "m": 1.0 }, { "p": 0.023410720750689507, "m": 0.8539077639579773 }, { "p": 0.0, "m": 0.7248202562332153 }, { "p": 0.024307573214173317, "m": 0.9284428358078003 }, { "p": 0.06702552735805511, "m": 0.7476661205291748 }, { "p": 0.024686839431524277, "m": 0.9395955204963684 }, { "p": 0.0597703754901886, "m": 0.8731790781021118 }, { "p": 0.10882213711738586, "m": 0.0 }, { "p": 0.10747428238391876, "m": 1.0 }, { "p": 0.061777327209711075, "m": 1.0 }, { "p": 0.2019677460193634, "m": 1.0 }, { "p": 0.0395059734582901, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.8733259439468384, "val_loss": 0.8385232090950012, "acc": 71.82, "time": 191.07014154700119, "param": [ { "p": 0.07198858261108398, "m": 1.0 }, { "p": 0.03521678224205971, "m": 1.0 }, { "p": 0.09943883866071701, "m": 1.0 }, { "p": 0.051269758492708206, "m": 0.921450674533844 }, { "p": 0.037102825939655304, "m": 0.8309184908866882 }, { "p": 0.032748203724622726, "m": 0.8612288236618042 }, { "p": 0.07189561426639557, "m": 0.7221101522445679 }, { "p": 0.07519977539777756, "m": 1.0 }, { "p": 0.08234110474586487, "m": 0.8646865487098694 }, { "p": 0.10376359522342682, "m": 0.019339412450790405 }, { "p": 0.06555089354515076, "m": 0.955864667892456 }, { "p": 0.08959753066301346, "m": 1.0 }, { "p": 0.12220152467489243, "m": 1.0 }, { "p": 0.061684925109148026, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.7517733573913574, "val_loss": 0.804848313331604, "acc": 71.94, "time": 195.20182037299855, "param": [ { "p": 0.12373610585927963, "m": 1.0 }, { "p": 0.0052445679903030396, "m": 1.0 }, { "p": 0.10289359092712402, "m": 1.0 }, { "p": 0.011878163553774357, "m": 0.9583237767219543 }, { "p": 0.0214984267950058, "m": 0.8258879780769348 }, { "p": 0.023450255393981934, "m": 0.9093642830848694 }, { "p": 0.09466928243637085, "m": 0.8138425946235657 }, { "p": 0.005286939907819033, "m": 0.9669294357299805 }, { "p": 0.08041323721408844, "m": 0.8469250202178955 }, { "p": 0.12505437433719635, "m": 0.03875688463449478 }, { "p": 0.10835231095552444, "m": 0.9173624515533447 }, { "p": 0.1863013058900833, "m": 1.0 }, { "p": 0.11122144758701324, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.8830162286758423, "val_loss": 0.8390172123908997, "acc": 72.11, "time": 192.23054966699965, "param": [ { "p": 0.08998563140630722, "m": 1.0 }, { "p": 0.050230108201503754, "m": 1.0 }, { "p": 0.07986164093017578, "m": 1.0 }, { "p": 0.0544598251581192, "m": 0.8041292428970337 }, { "p": 0.045736163854599, "m": 0.6210614442825317 }, { "p": 0.01036576647311449, "m": 0.9627771973609924 }, { "p": 0.12339438498020172, "m": 0.6356818675994873 }, { "p": 0.0330551378428936, "m": 0.9989725351333618 }, { "p": 0.1082599014043808, "m": 0.992963433265686 }, { "p": 0.07184641808271408, "m": 0.0 }, { "p": 0.09253352135419846, "m": 0.9998283982276917 }, { "p": 0.09247153997421265, "m": 1.0 }, { "p": 0.0772201344370842, "m": 1.0 }, { "p": 0.07057981193065643, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.6831215620040894, "val_loss": 0.8340814113616943, "acc": 71.28, "time": 190.67179419100103, "param": [ { "p": 0.10267551988363266, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12051847577095032, "m": 1.0 }, { "p": 0.0143907954916358, "m": 0.7591232061386108 }, { "p": 0.002462412929162383, "m": 0.6036763787269592 }, { "p": 0.0001625125005375594, "m": 1.0 }, { "p": 0.16083450615406036, "m": 0.6593452095985413 }, { "p": 0.023752253502607346, "m": 0.9033209085464478 }, { "p": 0.08828650414943695, "m": 0.9209164977073669 }, { "p": 0.08718159049749374, "m": 0.005360399838536978 }, { "p": 0.07540593296289444, "m": 1.0 }, { "p": 0.10284179449081421, "m": 1.0 }, { "p": 0.14518655836582184, "m": 1.0 }, { "p": 0.07630117237567902, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 2.0268781185150146, "val_loss": 0.9204087853431702, "acc": 72.11, "time": 192.0544217759998, "param": [ { "p": 0.0804411917924881, "m": 1.0 }, { "p": 0.03537187725305557, "m": 1.0 }, { "p": 0.09449251741170883, "m": 1.0 }, { "p": 0.09294511377811432, "m": 0.7341058254241943 }, { "p": 0.0608547069132328, "m": 0.6189819574356079 }, { "p": 0.0014518562238663435, "m": 0.9958958029747009 }, { "p": 0.11722776293754578, "m": 0.6279842853546143 }, { "p": 0.03438318520784378, "m": 0.8951137661933899 }, { "p": 0.06977880746126175, "m": 0.9810817241668701 }, { "p": 0.09516897052526474, "m": 0.0 }, { "p": 0.10209548473358154, "m": 0.973909318447113 }, { "p": 0.06941460072994232, "m": 1.0 }, { "p": 0.11211881041526794, "m": 1.0 }, { "p": 0.03425508365035057, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.5129406452178955, "val_loss": 0.631610095500946, "acc": 71.31, "time": 193.53640171400002, "param": [ { "p": 0.1315118670463562, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09870927035808563, "m": 1.0 }, { "p": 0.05458346754312515, "m": 0.818594753742218 }, { "p": 0.0, "m": 0.5383243560791016 }, { "p": 0.009775182232260704, "m": 1.0 }, { "p": 0.09216592460870743, "m": 0.7428799867630005 }, { "p": 0.0498260036110878, "m": 0.8519055247306824 }, { "p": 0.0991716980934143, "m": 0.9740591049194336 }, { "p": 0.11623828858137131, "m": 0.035055309534072876 }, { "p": 0.08419177681207657, "m": 0.9439173340797424 }, { "p": 0.11039981245994568, "m": 1.0 }, { "p": 0.12724106013774872, "m": 1.0 }, { "p": 0.02618560753762722, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 2.0620648860931396, "val_loss": 0.8061152696609497, "acc": 72.09, "time": 191.90674814699923, "param": [ { "p": 0.10794691741466522, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11542291939258575, "m": 1.0 }, { "p": 0.04993758723139763, "m": 0.8019520044326782 }, { "p": 0.09028105437755585, "m": 0.45077431201934814 }, { "p": 0.02444545552134514, "m": 0.9884431958198547 }, { "p": 0.12870439887046814, "m": 0.8620540499687195 }, { "p": 0.022725259885191917, "m": 0.8555269837379456 }, { "p": 0.053980257362127304, "m": 0.8943505883216858 }, { "p": 0.10249721258878708, "m": 0.0595075860619545 }, { "p": 0.054567061364650726, "m": 0.9384454488754272 }, { "p": 0.10310740023851395, "m": 1.0 }, { "p": 0.09796979278326035, "m": 1.0 }, { "p": 0.04841462895274162, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.7836540937423706, "val_loss": 0.7539284825325012, "acc": 72.35, "time": 192.64832722000028, "param": [ { "p": 0.1375252604484558, "m": 1.0 }, { "p": 0.04056618735194206, "m": 1.0 }, { "p": 0.1287573277950287, "m": 1.0 }, { "p": 0.026460833847522736, "m": 0.7031195759773254 }, { "p": 0.0, "m": 0.5630156993865967 }, { "p": 0.0, "m": 0.9576208591461182 }, { "p": 0.07495635002851486, "m": 0.9706112742424011 }, { "p": 0.06030896678566933, "m": 0.9243759512901306 }, { "p": 0.08416298776865005, "m": 0.9554111957550049 }, { "p": 0.08875038474798203, "m": 0.05287742614746094 }, { "p": 0.06882265955209732, "m": 0.9594970941543579 }, { "p": 0.12002133578062057, "m": 1.0 }, { "p": 0.1612534075975418, "m": 1.0 }, { "p": 0.008414403535425663, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.948993444442749, "val_loss": 0.7264819145202637, "acc": 72.56, "time": 193.246558593999, "param": [ { "p": 0.10332825034856796, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08749113976955414, "m": 1.0 }, { "p": 0.11311671137809753, "m": 0.9192050099372864 }, { "p": 0.016179660335183144, "m": 0.586103618144989 }, { "p": 0.0020075442735105753, "m": 0.9932575821876526 }, { "p": 0.08189784735441208, "m": 0.9644442796707153 }, { "p": 0.02913651615381241, "m": 0.956613302230835 }, { "p": 0.10791633278131485, "m": 0.9459261298179626 }, { "p": 0.1193351149559021, "m": 0.0 }, { "p": 0.10020091384649277, "m": 0.8386270403862 }, { "p": 0.11531907320022583, "m": 1.0 }, { "p": 0.09889963269233704, "m": 1.0 }, { "p": 0.02517120912671089, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.5465363264083862, "val_loss": 0.682672917842865, "acc": 73.68, "time": 195.5141038540005, "param": [ { "p": 0.1399756520986557, "m": 1.0 }, { "p": 0.04249056056141853, "m": 1.0 }, { "p": 0.04647773876786232, "m": 1.0 }, { "p": 0.06981522589921951, "m": 0.8656843900680542 }, { "p": 0.017487099394202232, "m": 0.6651066541671753 }, { "p": 0.001773199299350381, "m": 0.9984976649284363 }, { "p": 0.09041132777929306, "m": 0.9984750151634216 }, { "p": 0.04738388583064079, "m": 0.9922869205474854 }, { "p": 0.09465144574642181, "m": 0.9249964952468872 }, { "p": 0.08705587685108185, "m": 0.0030241829808801413 }, { "p": 0.11188769340515137, "m": 0.9265013933181763 }, { "p": 0.11052200198173523, "m": 1.0 }, { "p": 0.12124548852443695, "m": 1.0 }, { "p": 0.018822811543941498, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.7315818071365356, "val_loss": 0.8926330208778381, "acc": 72.59, "time": 191.9132574060004, "param": [ { "p": 0.15598568320274353, "m": 1.0 }, { "p": 0.036369528621435165, "m": 1.0 }, { "p": 0.12420372664928436, "m": 1.0 }, { "p": 0.0, "m": 0.8731911182403564 }, { "p": 0.04206274449825287, "m": 0.6652301549911499 }, { "p": 0.009324830025434494, "m": 0.9824492335319519 }, { "p": 0.060738228261470795, "m": 0.9986279606819153 }, { "p": 0.05395655706524849, "m": 0.9429017305374146 }, { "p": 0.12927868962287903, "m": 0.9763530492782593 }, { "p": 0.07293159514665604, "m": 0.0391959547996521 }, { "p": 0.08350621163845062, "m": 0.8952364921569824 }, { "p": 0.08152960240840912, "m": 1.0 }, { "p": 0.14977814257144928, "m": 1.0 }, { "p": 0.00033450269256718457, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.5743837356567383, "val_loss": 0.842712938785553, "acc": 72.48, "time": 152.59296400899984, "param": [ { "p": 0.16206176578998566, "m": 1.0 }, { "p": 0.01011511217802763, "m": 1.0 }, { "p": 0.11890280991792679, "m": 1.0 }, { "p": 0.0036665834486484528, "m": 0.871672511100769 }, { "p": 0.04652264341711998, "m": 0.5210819840431213 }, { "p": 0.0, "m": 0.9743208289146423 }, { "p": 0.05015982314944267, "m": 0.9945033192634583 }, { "p": 0.09180203080177307, "m": 0.8886397480964661 }, { "p": 0.05900348722934723, "m": 0.930718719959259 }, { "p": 0.09219270944595337, "m": 0.0 }, { "p": 0.09367212653160095, "m": 0.8701665997505188 }, { "p": 0.12384091317653656, "m": 1.0 }, { "p": 0.14004777371883392, "m": 1.0 }, { "p": 0.008012233301997185, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.4777164459228516, "val_loss": 0.854103684425354, "acc": 73.19, "time": 122.75293923299796, "param": [ { "p": 0.11568845063447952, "m": 1.0 }, { "p": 0.0006670151487924159, "m": 1.0 }, { "p": 0.10688816010951996, "m": 1.0 }, { "p": 0.05095135420560837, "m": 0.9748948812484741 }, { "p": 0.03659515455365181, "m": 0.2550448179244995 }, { "p": 0.027166135609149933, "m": 0.9904730916023254 }, { "p": 0.07014928758144379, "m": 0.9970065355300903 }, { "p": 0.05886147543787956, "m": 0.9094432592391968 }, { "p": 0.07629495859146118, "m": 0.9304024577140808 }, { "p": 0.06248614192008972, "m": 0.08997605741024017 }, { "p": 0.09920976310968399, "m": 0.935870885848999 }, { "p": 0.1394164115190506, "m": 1.0 }, { "p": 0.1080363318324089, "m": 1.0 }, { "p": 0.047589316964149475, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.4554210901260376, "val_loss": 0.7933321595191956, "acc": 72.5, "time": 122.70818893499745, "param": [ { "p": 0.1667899638414383, "m": 1.0 }, { "p": 0.00018385102157481015, "m": 1.0 }, { "p": 0.08598816394805908, "m": 1.0 }, { "p": 0.002487810794264078, "m": 0.8969491720199585 }, { "p": 0.05447309464216232, "m": 0.30309247970581055 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04698507860302925, "m": 0.9362136721611023 }, { "p": 0.04851418361067772, "m": 0.8430881500244141 }, { "p": 0.0742102861404419, "m": 0.8559354543685913 }, { "p": 0.05775788053870201, "m": 0.06949879974126816 }, { "p": 0.11172748357057571, "m": 0.9834375381469727 }, { "p": 0.17527978122234344, "m": 1.0 }, { "p": 0.09977325052022934, "m": 1.0 }, { "p": 0.07582919299602509, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.392855167388916, "val_loss": 0.833248496055603, "acc": 72.97, "time": 122.03497632499784, "param": [ { "p": 0.12155559659004211, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0803651511669159, "m": 1.0 }, { "p": 0.0, "m": 0.8546068668365479 }, { "p": 0.12829285860061646, "m": 0.17391742765903473 }, { "p": 0.023831957951188087, "m": 1.0 }, { "p": 0.10743263363838196, "m": 0.8353005647659302 }, { "p": 0.01823355071246624, "m": 0.8172274231910706 }, { "p": 0.12611687183380127, "m": 0.894888699054718 }, { "p": 0.10202012211084366, "m": 0.04068455472588539 }, { "p": 0.07654495537281036, "m": 0.9920636415481567 }, { "p": 0.05480099096894264, "m": 1.0 }, { "p": 0.14885209500789642, "m": 1.0 }, { "p": 0.011953228153288364, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.4406499862670898, "val_loss": 0.7341651320457458, "acc": 72.55, "time": 122.37352964499951, "param": [ { "p": 0.13168080151081085, "m": 1.0 }, { "p": 0.06940320134162903, "m": 1.0 }, { "p": 0.07075905799865723, "m": 1.0 }, { "p": 0.08401566743850708, "m": 0.8974769711494446 }, { "p": 0.08593747019767761, "m": 0.10171744227409363 }, { "p": 0.0, "m": 0.9970850944519043 }, { "p": 0.06728362292051315, "m": 0.825577437877655 }, { "p": 0.054203301668167114, "m": 0.7785914540290833 }, { "p": 0.04153997078537941, "m": 0.9581506252288818 }, { "p": 0.07466466724872589, "m": 0.10961364209651947 }, { "p": 0.0576963797211647, "m": 0.9217365384101868 }, { "p": 0.10438252985477448, "m": 1.0 }, { "p": 0.09479115903377533, "m": 1.0 }, { "p": 0.06364215165376663, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.5258846282958984, "val_loss": 0.9361690878868103, "acc": 70.79, "time": 122.53917719899982, "param": [ { "p": 0.15342745184898376, "m": 1.0 }, { "p": 0.04519642889499664, "m": 1.0 }, { "p": 0.09554203599691391, "m": 1.0 }, { "p": 0.005009726155549288, "m": 0.9582935571670532 }, { "p": 0.018797200173139572, "m": 0.20262759923934937 }, { "p": 0.02491103857755661, "m": 0.9177897572517395 }, { "p": 0.08906649798154831, "m": 0.8786913156509399 }, { "p": 0.04385191574692726, "m": 0.8650062084197998 }, { "p": 0.07216048240661621, "m": 0.9539242386817932 }, { "p": 0.1003413051366806, "m": 0.21931792795658112 }, { "p": 0.025720620527863503, "m": 0.9126548767089844 }, { "p": 0.08813831955194473, "m": 1.0 }, { "p": 0.18654349446296692, "m": 1.0 }, { "p": 0.0512935072183609, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.7081305980682373, "val_loss": 0.7668344378471375, "acc": 72.11, "time": 122.84404904700204, "param": [ { "p": 0.10368169844150543, "m": 1.0 }, { "p": 0.0012169108958914876, "m": 1.0 }, { "p": 0.12009969353675842, "m": 1.0 }, { "p": 0.009189923293888569, "m": 0.9322771430015564 }, { "p": 0.09391584992408752, "m": 0.19607850909233093 }, { "p": 0.011277323588728905, "m": 0.9549276232719421 }, { "p": 0.06610018759965897, "m": 0.8031187653541565 }, { "p": 0.05906729772686958, "m": 0.977174699306488 }, { "p": 0.12788847088813782, "m": 0.8745907545089722 }, { "p": 0.1158689558506012, "m": 0.26343661546707153 }, { "p": 0.08072814345359802, "m": 0.9751318097114563 }, { "p": 0.11007476598024368, "m": 1.0 }, { "p": 0.0879243016242981, "m": 1.0 }, { "p": 0.012966593727469444, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.6004266738891602, "val_loss": 0.747061014175415, "acc": 72.73, "time": 123.3645137429994, "param": [ { "p": 0.11599934101104736, "m": 1.0 }, { "p": 0.001655197818763554, "m": 1.0 }, { "p": 0.11314611881971359, "m": 1.0 }, { "p": 0.015586955472826958, "m": 0.8282535672187805 }, { "p": 0.06253812462091446, "m": 0.21905635297298431 }, { "p": 0.045814838260412216, "m": 0.997103214263916 }, { "p": 0.1112174317240715, "m": 0.8484055399894714 }, { "p": 0.04440775513648987, "m": 0.9168609380722046 }, { "p": 0.09540069103240967, "m": 0.9025903940200806 }, { "p": 0.13016913831233978, "m": 0.22083604335784912 }, { "p": 0.07804547995328903, "m": 0.992487370967865 }, { "p": 0.1089550107717514, "m": 1.0 }, { "p": 0.07685225456953049, "m": 1.0 }, { "p": 0.00021167736849747598, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.6691120862960815, "val_loss": 0.7572947144508362, "acc": 72.34, "time": 122.38411100599842, "param": [ { "p": 0.14430342614650726, "m": 1.0 }, { "p": 0.035151589661836624, "m": 1.0 }, { "p": 0.10412672907114029, "m": 1.0 }, { "p": 0.01571224071085453, "m": 0.8985928297042847 }, { "p": 0.0, "m": 0.2945111393928528 }, { "p": 0.012173592112958431, "m": 0.9231204390525818 }, { "p": 0.0650748685002327, "m": 0.8323423862457275 }, { "p": 0.07738680392503738, "m": 1.0 }, { "p": 0.09763534367084503, "m": 0.9787073135375977 }, { "p": 0.08546178042888641, "m": 0.20274774730205536 }, { "p": 0.09916789084672928, "m": 0.8643783926963806 }, { "p": 0.07809486240148544, "m": 1.0 }, { "p": 0.12931284308433533, "m": 1.0 }, { "p": 0.05639802664518356, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.275854229927063, "val_loss": 0.9111773371696472, "acc": 72.23, "time": 122.58203575800144, "param": [ { "p": 0.11298587173223495, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11048527806997299, "m": 1.0 }, { "p": 0.00451313704252243, "m": 0.8393416404724121 }, { "p": 0.05802501365542412, "m": 0.24993054568767548 }, { "p": 0.030833201482892036, "m": 0.9918656349182129 }, { "p": 0.10191335529088974, "m": 0.8119449615478516 }, { "p": 0.01438660267740488, "m": 0.9864469766616821 }, { "p": 0.0972701907157898, "m": 0.8973296284675598 }, { "p": 0.13975465297698975, "m": 0.13162575662136078 }, { "p": 0.07683829963207245, "m": 0.9048303365707397 }, { "p": 0.08873843401670456, "m": 1.0 }, { "p": 0.12503685057163239, "m": 1.0 }, { "p": 0.0392192043364048, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.342517375946045, "val_loss": 0.7851012945175171, "acc": 72.97, "time": 119.43312784599766, "param": [ { "p": 0.06712393462657928, "m": 1.0 }, { "p": 0.03938715159893036, "m": 1.0 }, { "p": 0.10798563808202744, "m": 1.0 }, { "p": 0.03089018352329731, "m": 0.7648917436599731 }, { "p": 0.0631316751241684, "m": 0.2533849775791168 }, { "p": 0.002732648514211178, "m": 0.9944108724594116 }, { "p": 0.07253088802099228, "m": 0.8481906056404114 }, { "p": 0.06040402129292488, "m": 1.0 }, { "p": 0.062195785343647, "m": 0.87871253490448 }, { "p": 0.11732105165719986, "m": 0.08599185198545456 }, { "p": 0.09264722466468811, "m": 0.8915906548500061 }, { "p": 0.09694019705057144, "m": 1.0 }, { "p": 0.11724553257226944, "m": 1.0 }, { "p": 0.0694640725851059, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.4221068620681763, "val_loss": 0.8847981691360474, "acc": 73.23, "time": 121.4234220790022, "param": [ { "p": 0.13921067118644714, "m": 1.0 }, { "p": 0.000293520133709535, "m": 1.0 }, { "p": 0.13015496730804443, "m": 1.0 }, { "p": 0.0, "m": 0.9274727702140808 }, { "p": 0.08048918843269348, "m": 0.27089083194732666 }, { "p": 0.0009571786504238844, "m": 0.9972368478775024 }, { "p": 0.0696592926979065, "m": 0.7871153950691223 }, { "p": 0.02009071409702301, "m": 1.0 }, { "p": 0.07139145582914352, "m": 0.8792355060577393 }, { "p": 0.08450718969106674, "m": 0.257117360830307 }, { "p": 0.12652355432510376, "m": 0.8791947364807129 }, { "p": 0.09474334865808487, "m": 0.998876690864563 }, { "p": 0.1290801465511322, "m": 1.0 }, { "p": 0.05289875343441963, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.7248609066009521, "val_loss": 0.6956623196601868, "acc": 72.14, "time": 120.62385239599826, "param": [ { "p": 0.10833337157964706, "m": 1.0 }, { "p": 0.033375632017850876, "m": 1.0 }, { "p": 0.12030081450939178, "m": 1.0 }, { "p": 0.04261482506990433, "m": 0.9233124256134033 }, { "p": 0.06848622113466263, "m": 0.346171110868454 }, { "p": 0.014790769666433334, "m": 0.8389084339141846 }, { "p": 0.09499501436948776, "m": 0.875535786151886 }, { "p": 0.015203314833343029, "m": 0.9685909748077393 }, { "p": 0.10497665405273438, "m": 0.9367504715919495 }, { "p": 0.08373840898275375, "m": 0.32008078694343567 }, { "p": 0.015160691924393177, "m": 0.8949421644210815 }, { "p": 0.0836268961429596, "m": 1.0 }, { "p": 0.13266251981258392, "m": 1.0 }, { "p": 0.08173493295907974, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.4983328580856323, "val_loss": 0.761803150177002, "acc": 72.89, "time": 123.5483056310004, "param": [ { "p": 0.09192278981208801, "m": 1.0 }, { "p": 0.02979782037436962, "m": 1.0 }, { "p": 0.06924490630626678, "m": 1.0 }, { "p": 0.05107918381690979, "m": 0.8286190629005432 }, { "p": 0.057460613548755646, "m": 0.37274378538131714 }, { "p": 0.015343159437179565, "m": 0.8390578031539917 }, { "p": 0.058571334928274155, "m": 0.7593231201171875 }, { "p": 0.09332208335399628, "m": 1.0 }, { "p": 0.13100115954875946, "m": 1.0 }, { "p": 0.07529344409704208, "m": 0.30294069647789 }, { "p": 0.10228028148412704, "m": 0.9312108159065247 }, { "p": 0.07475242763757706, "m": 1.0 }, { "p": 0.10915899276733398, "m": 1.0 }, { "p": 0.04077180102467537, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.6496855020523071, "val_loss": 0.8835811614990234, "acc": 72.77, "time": 121.57279649100019, "param": [ { "p": 0.10107456892728806, "m": 1.0 }, { "p": 0.037940721958875656, "m": 1.0 }, { "p": 0.08981385827064514, "m": 1.0 }, { "p": 0.060390595346689224, "m": 0.8040568232536316 }, { "p": 0.07054780423641205, "m": 0.3981093764305115 }, { "p": 0.025720901787281036, "m": 0.8135694861412048 }, { "p": 0.06158467382192612, "m": 0.7900220155715942 }, { "p": 0.04493236541748047, "m": 0.9390855431556702 }, { "p": 0.07067415118217468, "m": 0.9724834561347961 }, { "p": 0.10261331498622894, "m": 0.2527373135089874 }, { "p": 0.09901101142168045, "m": 0.9943386316299438 }, { "p": 0.09676201641559601, "m": 1.0 }, { "p": 0.0729789286851883, "m": 1.0 }, { "p": 0.0659550130367279, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.71580970287323, "val_loss": 0.8514071106910706, "acc": 72.8, "time": 126.65910575999806, "param": [ { "p": 0.07692542672157288, "m": 1.0 }, { "p": 0.05523228645324707, "m": 1.0 }, { "p": 0.07226379960775375, "m": 1.0 }, { "p": 0.05357319861650467, "m": 0.7296585440635681 }, { "p": 0.08028468489646912, "m": 0.3167857527732849 }, { "p": 0.09001065790653229, "m": 0.7862675189971924 }, { "p": 0.08835476636886597, "m": 0.7430331707000732 }, { "p": 0.08594764769077301, "m": 0.7529216408729553 }, { "p": 0.06305517256259918, "m": 0.8444771766662598 }, { "p": 0.05983101576566696, "m": 0.24146433174610138 }, { "p": 0.06500746309757233, "m": 0.9246828556060791 }, { "p": 0.07227600365877151, "m": 1.0 }, { "p": 0.10433986037969589, "m": 1.0 }, { "p": 0.03289801999926567, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.3687673807144165, "val_loss": 0.8095277547836304, "acc": 73.44, "time": 119.00274008699853, "param": [ { "p": 0.09409397840499878, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03682062774896622, "m": 1.0 }, { "p": 0.06040102243423462, "m": 0.7397487759590149 }, { "p": 0.08842246979475021, "m": 0.1673114150762558 }, { "p": 0.053030405193567276, "m": 0.8845854997634888 }, { "p": 0.09426172822713852, "m": 0.6421375274658203 }, { "p": 0.03161020576953888, "m": 0.9583057165145874 }, { "p": 0.0912850946187973, "m": 0.9200913310050964 }, { "p": 0.08910159021615982, "m": 0.3079080879688263 }, { "p": 0.08432669937610626, "m": 0.8453695774078369 }, { "p": 0.10645318776369095, "m": 1.0 }, { "p": 0.1180076003074646, "m": 1.0 }, { "p": 0.0521853007376194, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.609410047531128, "val_loss": 0.7020851373672485, "acc": 72.71, "time": 118.03261627100073, "param": [ { "p": 0.08726878464221954, "m": 1.0 }, { "p": 0.035597771406173706, "m": 1.0 }, { "p": 0.10184867680072784, "m": 1.0 }, { "p": 0.060890667140483856, "m": 0.7975756525993347 }, { "p": 0.08736863732337952, "m": 0.06915667653083801 }, { "p": 0.05371370166540146, "m": 0.9879602193832397 }, { "p": 0.06571293622255325, "m": 0.5748786330223083 }, { "p": 0.07278648018836975, "m": 0.9958004355430603 }, { "p": 0.09844069182872772, "m": 0.9451644420623779 }, { "p": 0.05558103322982788, "m": 0.38144779205322266 }, { "p": 0.07600321620702744, "m": 0.812404215335846 }, { "p": 0.06599751114845276, "m": 1.0 }, { "p": 0.07200124114751816, "m": 1.0 }, { "p": 0.06678864359855652, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.5761603116989136, "val_loss": 0.8585916757583618, "acc": 73.12, "time": 117.73995201700018, "param": [ { "p": 0.0875961035490036, "m": 1.0 }, { "p": 0.05530605837702751, "m": 1.0 }, { "p": 0.09342551976442337, "m": 1.0 }, { "p": 0.02332412451505661, "m": 0.8405300974845886 }, { "p": 0.04729808494448662, "m": 0.05620795115828514 }, { "p": 0.032959967851638794, "m": 1.0 }, { "p": 0.05871571600437164, "m": 0.7079014778137207 }, { "p": 0.06972292810678482, "m": 0.9478017091751099 }, { "p": 0.09507623314857483, "m": 0.9322285652160645 }, { "p": 0.05563747510313988, "m": 0.4136170744895935 }, { "p": 0.08653689175844193, "m": 0.8015238046646118 }, { "p": 0.10661987960338593, "m": 1.0 }, { "p": 0.11176566779613495, "m": 1.0 }, { "p": 0.07601536810398102, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.3904244899749756, "val_loss": 0.7993000745773315, "acc": 72.59, "time": 118.77349907700045, "param": [ { "p": 0.07246644794940948, "m": 1.0 }, { "p": 0.03817736357450485, "m": 1.0 }, { "p": 0.07295891642570496, "m": 1.0 }, { "p": 0.01818161830306053, "m": 0.7749270796775818 }, { "p": 0.03710529953241348, "m": 0.17484910786151886 }, { "p": 0.0, "m": 0.9656240940093994 }, { "p": 0.0797516405582428, "m": 0.7277280688285828 }, { "p": 0.08859497308731079, "m": 0.9318227767944336 }, { "p": 0.10812658816576004, "m": 0.9614763855934143 }, { "p": 0.08415831625461578, "m": 0.48296019434928894 }, { "p": 0.11900530010461807, "m": 0.8713583946228027 }, { "p": 0.107894167304039, "m": 1.0 }, { "p": 0.08481372892856598, "m": 1.0 }, { "p": 0.0887657105922699, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.6417107582092285, "val_loss": 0.7881213426589966, "acc": 72.52, "time": 123.8628151749981, "param": [ { "p": 0.10764779150485992, "m": 1.0 }, { "p": 0.034748319536447525, "m": 1.0 }, { "p": 0.07925572991371155, "m": 1.0 }, { "p": 0.0955670177936554, "m": 0.9040859937667847 }, { "p": 0.0626651793718338, "m": 0.2975805997848511 }, { "p": 0.0, "m": 0.9190199375152588 }, { "p": 0.10553688555955887, "m": 0.6555710434913635 }, { "p": 0.02816474810242653, "m": 0.8801342844963074 }, { "p": 0.05855892598628998, "m": 0.8818590044975281 }, { "p": 0.08819420635700226, "m": 0.5315332412719727 }, { "p": 0.10672029107809067, "m": 1.0 }, { "p": 0.06664418429136276, "m": 1.0 }, { "p": 0.10314883291721344, "m": 1.0 }, { "p": 0.06314780563116074, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.4093408584594727, "val_loss": 0.9006069302558899, "acc": 72.01, "time": 122.74374880699906, "param": [ { "p": 0.1037069708108902, "m": 1.0 }, { "p": 0.03249279037117958, "m": 1.0 }, { "p": 0.10520473122596741, "m": 1.0 }, { "p": 0.03215104714035988, "m": 0.7964808940887451 }, { "p": 0.047484416514635086, "m": 0.37213489413261414 }, { "p": 0.010424376465380192, "m": 0.9126278162002563 }, { "p": 0.054062873125076294, "m": 0.6920761466026306 }, { "p": 0.04026047885417938, "m": 0.8834177255630493 }, { "p": 0.11776874214410782, "m": 0.9614700078964233 }, { "p": 0.10271379351615906, "m": 0.5845919847488403 }, { "p": 0.050280649214982986, "m": 0.8784285187721252 }, { "p": 0.13007496297359467, "m": 1.0 }, { "p": 0.1318286806344986, "m": 1.0 }, { "p": 0.04154544696211815, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.2807884216308594, "val_loss": 0.7413195967674255, "acc": 72.78, "time": 126.24772650399973, "param": [ { "p": 0.13547596335411072, "m": 1.0 }, { "p": 0.017662392929196358, "m": 1.0 }, { "p": 0.10259758681058884, "m": 1.0 }, { "p": 0.006393930409103632, "m": 0.6855002045631409 }, { "p": 0.07788233458995819, "m": 0.3471073508262634 }, { "p": 0.027954554185271263, "m": 0.6771008372306824 }, { "p": 0.09537554532289505, "m": 0.7404744029045105 }, { "p": 0.020812300965189934, "m": 0.8779774308204651 }, { "p": 0.09363202005624771, "m": 0.9935828447341919 }, { "p": 0.05783028528094292, "m": 0.6359193921089172 }, { "p": 0.09971026331186295, "m": 0.9491949081420898 }, { "p": 0.08682196587324142, "m": 1.0 }, { "p": 0.12370550632476807, "m": 1.0 }, { "p": 0.05414534732699394, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.7338002920150757, "val_loss": 0.7735260128974915, "acc": 72.81, "time": 122.94515849799791, "param": [ { "p": 0.11056743562221527, "m": 1.0 }, { "p": 0.030390780419111252, "m": 1.0 }, { "p": 0.07497289776802063, "m": 1.0 }, { "p": 0.08225230127573013, "m": 0.821254312992096 }, { "p": 0.01012629084289074, "m": 0.5282329320907593 }, { "p": 0.030171968042850494, "m": 0.7970320582389832 }, { "p": 0.06148786097764969, "m": 0.6762479543685913 }, { "p": 0.06410295516252518, "m": 0.9167221784591675 }, { "p": 0.10089167952537537, "m": 0.9258965253829956 }, { "p": 0.056847769767045975, "m": 0.6789219379425049 }, { "p": 0.12295204401016235, "m": 0.8958584070205688 }, { "p": 0.06639306992292404, "m": 1.0 }, { "p": 0.09986525774002075, "m": 1.0 }, { "p": 0.08897773176431656, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.5465121269226074, "val_loss": 0.7739933729171753, "acc": 73.06, "time": 137.95164728800228, "param": [ { "p": 0.10716177523136139, "m": 1.0 }, { "p": 0.039305783808231354, "m": 1.0 }, { "p": 0.08341177552938461, "m": 1.0 }, { "p": 0.0027894065715372562, "m": 0.9331570863723755 }, { "p": 0.0, "m": 0.5682011842727661 }, { "p": 0.007460893131792545, "m": 0.7758933901786804 }, { "p": 0.13295292854309082, "m": 0.8051633238792419 }, { "p": 0.0026289725210517645, "m": 0.7698615193367004 }, { "p": 0.07301849126815796, "m": 0.8996152877807617 }, { "p": 0.10606572777032852, "m": 0.6683889031410217 }, { "p": 0.08990839868783951, "m": 0.878686249256134 }, { "p": 0.12035756558179855, "m": 1.0 }, { "p": 0.1589020937681198, "m": 1.0 }, { "p": 0.07603625953197479, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.569576621055603, "val_loss": 0.8067165017127991, "acc": 72.91, "time": 122.51993646199844, "param": [ { "p": 0.09500204771757126, "m": 1.0 }, { "p": 0.06096385791897774, "m": 1.0 }, { "p": 0.07878416776657104, "m": 1.0 }, { "p": 0.03842685744166374, "m": 1.0 }, { "p": 0.048365551978349686, "m": 0.3853152394294739 }, { "p": 0.003245983039960265, "m": 0.736059308052063 }, { "p": 0.08883706480264664, "m": 0.7736468315124512 }, { "p": 0.06448826193809509, "m": 0.8372789621353149 }, { "p": 0.09380932152271271, "m": 0.9365740418434143 }, { "p": 0.10571268945932388, "m": 0.7172949910163879 }, { "p": 0.08842598646879196, "m": 1.0 }, { "p": 0.08094051480293274, "m": 1.0 }, { "p": 0.09371046721935272, "m": 1.0 }, { "p": 0.05928724631667137, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.425230860710144, "val_loss": 0.7733004689216614, "acc": 73.61, "time": 122.37881930300136, "param": [ { "p": 0.11844660341739655, "m": 1.0 }, { "p": 0.037141140550374985, "m": 1.0 }, { "p": 0.14252395927906036, "m": 1.0 }, { "p": 0.01593654789030552, "m": 0.9478096961975098 }, { "p": 0.01365375891327858, "m": 0.47662293910980225 }, { "p": 0.03804093226790428, "m": 0.7571825981140137 }, { "p": 0.08101491630077362, "m": 0.7642999291419983 }, { "p": 0.07434281706809998, "m": 0.8485673069953918 }, { "p": 0.0631692185997963, "m": 0.9920060038566589 }, { "p": 0.11302096396684647, "m": 0.7309566140174866 }, { "p": 0.10798409581184387, "m": 0.9919706583023071 }, { "p": 0.06912529468536377, "m": 1.0 }, { "p": 0.1177065446972847, "m": 1.0 }, { "p": 0.007893277332186699, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.37066650390625, "val_loss": 0.7296029925346375, "acc": 73.3, "time": 136.10451695699885, "param": [ { "p": 0.10943477600812912, "m": 1.0 }, { "p": 0.041083142161369324, "m": 1.0 }, { "p": 0.09087101370096207, "m": 1.0 }, { "p": 0.012946313247084618, "m": 0.822776198387146 }, { "p": 0.048195187002420425, "m": 0.5579653978347778 }, { "p": 0.013453807681798935, "m": 0.8800440430641174 }, { "p": 0.10299863666296005, "m": 0.8268254995346069 }, { "p": 0.06378515809774399, "m": 0.8287649154663086 }, { "p": 0.10341030359268188, "m": 1.0 }, { "p": 0.12498611956834793, "m": 0.756232738494873 }, { "p": 0.08437488228082657, "m": 0.9698424935340881 }, { "p": 0.09048504382371902, "m": 1.0 }, { "p": 0.08325031399726868, "m": 1.0 }, { "p": 0.03072531335055828, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.348390817642212, "val_loss": 0.8413172364234924, "acc": 73.2, "time": 121.76045379800053, "param": [ { "p": 0.0973828136920929, "m": 1.0 }, { "p": 0.0070988829247653484, "m": 1.0 }, { "p": 0.11165082454681396, "m": 1.0 }, { "p": 0.019736213609576225, "m": 0.8607808947563171 }, { "p": 0.05563953146338463, "m": 0.4235544204711914 }, { "p": 0.013067466206848621, "m": 0.9573715925216675 }, { "p": 0.06185721978545189, "m": 0.7582955956459045 }, { "p": 0.0810331478714943, "m": 1.0 }, { "p": 0.04285915940999985, "m": 1.0 }, { "p": 0.12781992554664612, "m": 0.7150553464889526 }, { "p": 0.0763772502541542, "m": 0.9954702258110046 }, { "p": 0.0779428705573082, "m": 1.0 }, { "p": 0.14590494334697723, "m": 1.0 }, { "p": 0.08162976056337357, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.5459966659545898, "val_loss": 0.7901660799980164, "acc": 73.22, "time": 123.75286553799742, "param": [ { "p": 0.1335354894399643, "m": 1.0 }, { "p": 0.020641768351197243, "m": 1.0 }, { "p": 0.09672008454799652, "m": 1.0 }, { "p": 0.041046008467674255, "m": 0.9356540441513062 }, { "p": 0.010750473476946354, "m": 0.4606086015701294 }, { "p": 0.027913814410567284, "m": 0.8603508472442627 }, { "p": 0.11991441249847412, "m": 0.8003693222999573 }, { "p": 0.03868931531906128, "m": 0.9872163534164429 }, { "p": 0.09071457386016846, "m": 1.0 }, { "p": 0.08718927204608917, "m": 0.6739252209663391 }, { "p": 0.06057096645236015, "m": 1.0 }, { "p": 0.11670122295618057, "m": 1.0 }, { "p": 0.09090644866228104, "m": 1.0 }, { "p": 0.06470617651939392, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.896643877029419, "val_loss": 0.7969257831573486, "acc": 72.71, "time": 123.20020667300196, "param": [ { "p": 0.06328064203262329, "m": 1.0 }, { "p": 0.06940606981515884, "m": 1.0 }, { "p": 0.10058648884296417, "m": 1.0 }, { "p": 0.07085029035806656, "m": 0.9744797945022583 }, { "p": 0.033080197870731354, "m": 0.5467845797538757 }, { "p": 0.0419686920940876, "m": 1.0 }, { "p": 0.07372049242258072, "m": 0.805342972278595 }, { "p": 0.0753224566578865, "m": 0.9988145232200623 }, { "p": 0.09468027204275131, "m": 1.0 }, { "p": 0.06381160020828247, "m": 0.6540756225585938 }, { "p": 0.0922842025756836, "m": 1.0 }, { "p": 0.08202037960290909, "m": 1.0 }, { "p": 0.09261014312505722, "m": 1.0 }, { "p": 0.04637804627418518, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.5625591278076172, "val_loss": 0.8020123243331909, "acc": 72.7, "time": 134.46059772999797, "param": [ { "p": 0.1082799956202507, "m": 1.0 }, { "p": 0.014102553017437458, "m": 1.0 }, { "p": 0.08286473900079727, "m": 1.0 }, { "p": 0.0336788110435009, "m": 0.9651561379432678 }, { "p": 0.043505072593688965, "m": 0.41414305567741394 }, { "p": 0.05837602540850639, "m": 1.0 }, { "p": 0.05670253559947014, "m": 0.7588990330696106 }, { "p": 0.08303257822990417, "m": 0.9523910284042358 }, { "p": 0.0522858127951622, "m": 0.9656550884246826 }, { "p": 0.10121550410985947, "m": 0.6762546300888062 }, { "p": 0.07535608857870102, "m": 0.8822461366653442 }, { "p": 0.08110346645116806, "m": 1.0 }, { "p": 0.1472734659910202, "m": 1.0 }, { "p": 0.06222323700785637, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.7633994817733765, "val_loss": 0.810681939125061, "acc": 73.94, "time": 121.24151470200013, "param": [ { "p": 0.09157455712556839, "m": 1.0 }, { "p": 0.025309398770332336, "m": 1.0 }, { "p": 0.14274205267429352, "m": 1.0 }, { "p": 0.04010314866900444, "m": 0.934317409992218 }, { "p": 0.05144280195236206, "m": 0.4519127309322357 }, { "p": 0.01609807275235653, "m": 1.0 }, { "p": 0.05544460564851761, "m": 0.7263284921646118 }, { "p": 0.07160834968090057, "m": 0.966810405254364 }, { "p": 0.07337499409914017, "m": 0.9955519437789917 }, { "p": 0.12323591113090515, "m": 0.648211658000946 }, { "p": 0.06213069334626198, "m": 0.9377579689025879 }, { "p": 0.09569147229194641, "m": 1.0 }, { "p": 0.09085553884506226, "m": 1.0 }, { "p": 0.060388434678316116, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.5639301538467407, "val_loss": 0.7248592376708984, "acc": 73.49, "time": 118.84759790300086, "param": [ { "p": 0.10015015304088593, "m": 1.0 }, { "p": 0.0036404053680598736, "m": 1.0 }, { "p": 0.09876057505607605, "m": 1.0 }, { "p": 0.047129709273576736, "m": 0.9691892862319946 }, { "p": 0.06380701810121536, "m": 0.3577405512332916 }, { "p": 0.011794064193964005, "m": 0.9767924547195435 }, { "p": 0.12170615047216415, "m": 0.7519263625144958 }, { "p": 0.015307473950088024, "m": 0.9645359516143799 }, { "p": 0.11049910634756088, "m": 1.0 }, { "p": 0.09269389510154724, "m": 0.6579830050468445 }, { "p": 0.0409027561545372, "m": 1.0 }, { "p": 0.1073703020811081, "m": 1.0 }, { "p": 0.11426535993814468, "m": 1.0 }, { "p": 0.0719730406999588, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.8281219005584717, "val_loss": 0.7792255282402039, "acc": 72.25, "time": 119.99958407600207, "param": [ { "p": 0.0825904980301857, "m": 1.0 }, { "p": 0.027686433866620064, "m": 1.0 }, { "p": 0.056229908019304276, "m": 1.0 }, { "p": 0.02514810673892498, "m": 0.8582277894020081 }, { "p": 0.02695123851299286, "m": 0.3217916190624237 }, { "p": 0.008427360095083714, "m": 1.0 }, { "p": 0.04839237779378891, "m": 0.5923861861228943 }, { "p": 0.058825790882110596, "m": 1.0 }, { "p": 0.14434407651424408, "m": 1.0 }, { "p": 0.1064029335975647, "m": 0.6077086329460144 }, { "p": 0.1058645248413086, "m": 0.9402679800987244 }, { "p": 0.11061231791973114, "m": 1.0 }, { "p": 0.1520249992609024, "m": 1.0 }, { "p": 0.04649937525391579, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.7381038665771484, "val_loss": 0.6190091967582703, "acc": 73.51, "time": 119.49915173999761, "param": [ { "p": 0.08630185574293137, "m": 1.0 }, { "p": 0.056005895137786865, "m": 1.0 }, { "p": 0.09869115054607391, "m": 1.0 }, { "p": 0.06056775525212288, "m": 0.9479760527610779 }, { "p": 0.09375570714473724, "m": 0.3052588999271393 }, { "p": 0.019136641174554825, "m": 0.9570475220680237 }, { "p": 0.07741927355527878, "m": 0.6175854206085205 }, { "p": 0.04992099478840828, "m": 0.9572826027870178 }, { "p": 0.050214849412441254, "m": 0.8693990707397461 }, { "p": 0.08434916287660599, "m": 0.6466407179832458 }, { "p": 0.0770077109336853, "m": 0.9077785015106201 }, { "p": 0.09723717719316483, "m": 1.0 }, { "p": 0.0829094797372818, "m": 1.0 }, { "p": 0.06648238003253937, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.2079010009765625, "val_loss": 0.8002042174339294, "acc": 73.42, "time": 121.89810867399865, "param": [ { "p": 0.07261078804731369, "m": 1.0 }, { "p": 0.05654522031545639, "m": 1.0 }, { "p": 0.14441978931427002, "m": 1.0 }, { "p": 0.035539157688617706, "m": 0.9489174485206604 }, { "p": 0.03012862056493759, "m": 0.28229179978370667 }, { "p": 0.03837274760007858, "m": 0.9977500438690186 }, { "p": 0.14492963254451752, "m": 0.6872065663337708 }, { "p": 0.03584021329879761, "m": 0.8926846385002136 }, { "p": 0.06764295697212219, "m": 0.9397080540657043 }, { "p": 0.10445055365562439, "m": 0.6284453272819519 }, { "p": 0.07934943586587906, "m": 0.9390562772750854 }, { "p": 0.08844766020774841, "m": 1.0 }, { "p": 0.0886133536696434, "m": 1.0 }, { "p": 0.013109800405800343, "m": 1.0 } ] } ] }