{ "Accuracy": 68.22, "Time": [ 19.874830772150013, 9.636567386332576 ], "Device": "GeForce GTX 1080 Ti", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize", "BadColor", "BadSharpness", "BadContrast", "BadBrightness" ], "Log": [ { "epoch": 1, "train_loss": 2.253265142440796, "val_loss": 2.2384932041168213, "acc": 19.43, "time": 31.080854586999997, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.5389195084571838, "m": 1.0 }, { "p": 0.46678993105888367, "m": 1.0 }, { "p": 0.5287100076675415, "m": 1.0 }, { "p": 0.47520506381988525, "m": 1.0 }, { "p": 0.47890979051589966, "m": 1.0 }, { "p": 0.482636958360672, "m": 1.0 }, { "p": 0.513480007648468, "m": 1.0 }, { "p": 0.5093511343002319, "m": 1.0 }, { "p": 0.4951133728027344, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 }, { "p": 0.5, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.163769483566284, "val_loss": 2.2155916690826416, "acc": 17.13, "time": 10.062434351, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.5444168448448181, "m": 1.0 }, { "p": 0.4539542496204376, "m": 1.0 }, { "p": 0.5429990291595459, "m": 1.0 }, { "p": 0.4593353271484375, "m": 1.0 }, { "p": 0.4612814784049988, "m": 1.0 }, { "p": 0.4630620777606964, "m": 1.0 }, { "p": 0.535209059715271, "m": 1.0 }, { "p": 0.533482551574707, "m": 1.0 }, { "p": 0.468298077583313, "m": 1.0 }, { "p": 0.5297837853431702, "m": 1.0 }, { "p": 0.5276980996131897, "m": 1.0 }, { "p": 0.5254045128822327, "m": 1.0 }, { "p": 0.4771326780319214, "m": 1.0 }, { "p": 0.47995665669441223, "m": 1.0 }, { "p": 0.4831101894378662, "m": 1.0 }, { "p": 0.5133596062660217, "m": 1.0 }, { "p": 0.4905955493450165, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.1412065029144287, "val_loss": 2.0301289558410645, "acc": 29.06, "time": 26.02399201, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.5156976580619812, "m": 1.0 }, { "p": 0.48505058884620667, "m": 1.0 }, { "p": 0.5189773440361023, "m": 1.0 }, { "p": 0.4295017421245575, "m": 1.0 }, { "p": 0.48169806599617004, "m": 1.0 }, { "p": 0.43641650676727295, "m": 1.0 }, { "p": 0.5252093076705933, "m": 1.0 }, { "p": 0.526475191116333, "m": 1.0 }, { "p": 0.46647313237190247, "m": 1.0 }, { "p": 0.5374884605407715, "m": 1.0 }, { "p": 0.5414877533912659, "m": 1.0 }, { "p": 0.5407178401947021, "m": 1.0 }, { "p": 0.46012622117996216, "m": 1.0 }, { "p": 0.4610697329044342, "m": 1.0 }, { "p": 0.46213436126708984, "m": 1.0 }, { "p": 0.5366542935371399, "m": 1.0 }, { "p": 0.4647253453731537, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.0291452407836914, "val_loss": 1.9018489122390747, "acc": 31.91, "time": 14.009734594999998, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.49358439445495605, "m": 1.0 }, { "p": 0.49151670932769775, "m": 1.0 }, { "p": 0.5061940550804138, "m": 1.0 }, { "p": 0.4123241603374481, "m": 1.0 }, { "p": 0.4995649456977844, "m": 1.0 }, { "p": 0.415211021900177, "m": 1.0 }, { "p": 0.505163311958313, "m": 1.0 }, { "p": 0.5007714033126831, "m": 1.0 }, { "p": 0.48757320642471313, "m": 1.0 }, { "p": 0.5154557824134827, "m": 1.0 }, { "p": 0.5603582859039307, "m": 1.0 }, { "p": 0.5689631104469299, "m": 1.0 }, { "p": 0.4269756078720093, "m": 1.0 }, { "p": 0.4315461814403534, "m": 1.0 }, { "p": 0.44580337405204773, "m": 1.0 }, { "p": 0.5243543386459351, "m": 1.0 }, { "p": 0.4461977183818817, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.7602288722991943, "val_loss": 1.7842905521392822, "acc": 36.33, "time": 22.006210866000004, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.4614306688308716, "m": 1.0 }, { "p": 0.4570077061653137, "m": 1.0 }, { "p": 0.5442355871200562, "m": 1.0 }, { "p": 0.44601497054100037, "m": 1.0 }, { "p": 0.4684171974658966, "m": 1.0 }, { "p": 0.43932127952575684, "m": 1.0 }, { "p": 0.5271713137626648, "m": 1.0 }, { "p": 0.48094287514686584, "m": 1.0 }, { "p": 0.5053260326385498, "m": 1.0 }, { "p": 0.494707316160202, "m": 1.0 }, { "p": 0.5736333727836609, "m": 1.0 }, { "p": 0.5828484892845154, "m": 1.0 }, { "p": 0.4079604744911194, "m": 1.0 }, { "p": 0.4119141101837158, "m": 1.0 }, { "p": 0.434976726770401, "m": 1.0 }, { "p": 0.5007055401802063, "m": 1.0 }, { "p": 0.42848995327949524, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.787244200706482, "val_loss": 1.677758812904358, "acc": 35.93, "time": 18.531226296, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.435367226600647, "m": 1.0 }, { "p": 0.45655494928359985, "m": 1.0 }, { "p": 0.5666112899780273, "m": 1.0 }, { "p": 0.46361789107322693, "m": 1.0 }, { "p": 0.44806167483329773, "m": 1.0 }, { "p": 0.46028614044189453, "m": 1.0 }, { "p": 0.5524311065673828, "m": 1.0 }, { "p": 0.465347558259964, "m": 1.0 }, { "p": 0.5242859125137329, "m": 1.0 }, { "p": 0.4597712755203247, "m": 1.0 }, { "p": 0.6067682504653931, "m": 1.0 }, { "p": 0.5508414506912231, "m": 1.0 }, { "p": 0.3664845824241638, "m": 1.0 }, { "p": 0.3720880150794983, "m": 1.0 }, { "p": 0.4591587781906128, "m": 1.0 }, { "p": 0.4665895700454712, "m": 1.0 }, { "p": 0.41138336062431335, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 2.0361251831054688, "val_loss": 1.6953281164169312, "acc": 41.25, "time": 18.769386201999993, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.4082096815109253, "m": 1.0 }, { "p": 0.48918119072914124, "m": 1.0 }, { "p": 0.6088393330574036, "m": 1.0 }, { "p": 0.4617425501346588, "m": 1.0 }, { "p": 0.4154958724975586, "m": 1.0 }, { "p": 0.4956548810005188, "m": 1.0 }, { "p": 0.5428783297538757, "m": 1.0 }, { "p": 0.4726451635360718, "m": 1.0 }, { "p": 0.5561401844024658, "m": 1.0 }, { "p": 0.4463561177253723, "m": 1.0 }, { "p": 0.6171215176582336, "m": 1.0 }, { "p": 0.5309538841247559, "m": 1.0 }, { "p": 0.34639620780944824, "m": 1.0 }, { "p": 0.3496115803718567, "m": 1.0 }, { "p": 0.4785524010658264, "m": 1.0 }, { "p": 0.4398263394832611, "m": 1.0 }, { "p": 0.39641666412353516, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.8439669609069824, "val_loss": 1.656295657157898, "acc": 43.97, "time": 22.246623096999997, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.37288063764572144, "m": 1.0 }, { "p": 0.4970706105232239, "m": 1.0 }, { "p": 0.6215584874153137, "m": 1.0 }, { "p": 0.4632411301136017, "m": 1.0 }, { "p": 0.4000426232814789, "m": 1.0 }, { "p": 0.5151903033256531, "m": 1.0 }, { "p": 0.5324673652648926, "m": 1.0 }, { "p": 0.48280271887779236, "m": 1.0 }, { "p": 0.5887066125869751, "m": 1.0 }, { "p": 0.4424420893192291, "m": 1.0 }, { "p": 0.613193690776825, "m": 1.0 }, { "p": 0.48874810338020325, "m": 1.0 }, { "p": 0.33993828296661377, "m": 1.0 }, { "p": 0.3086124062538147, "m": 1.0 }, { "p": 0.47681254148483276, "m": 1.0 }, { "p": 0.4035904109477997, "m": 1.0 }, { "p": 0.38741233944892883, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.5011192560195923, "val_loss": 1.4673458337783813, "acc": 46.01, "time": 14.60483203199999, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.33894646167755127, "m": 1.0 }, { "p": 0.4929283559322357, "m": 1.0 }, { "p": 0.6156620383262634, "m": 1.0 }, { "p": 0.47586897015571594, "m": 1.0 }, { "p": 0.3587539494037628, "m": 1.0 }, { "p": 0.5477783679962158, "m": 1.0 }, { "p": 0.4989853501319885, "m": 1.0 }, { "p": 0.44896411895751953, "m": 1.0 }, { "p": 0.596755862236023, "m": 1.0 }, { "p": 0.44448575377464294, "m": 1.0 }, { "p": 0.6297252774238586, "m": 1.0 }, { "p": 0.48600807785987854, "m": 1.0 }, { "p": 0.3300265073776245, "m": 1.0 }, { "p": 0.2891956567764282, "m": 1.0 }, { "p": 0.47432541847229004, "m": 1.0 }, { "p": 0.3806542456150055, "m": 1.0 }, { "p": 0.38227513432502747, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.6908690929412842, "val_loss": 1.578486442565918, "acc": 44.45, "time": 25.84612076900001, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.3259754180908203, "m": 1.0 }, { "p": 0.49765095114707947, "m": 1.0 }, { "p": 0.6024274826049805, "m": 1.0 }, { "p": 0.4663536548614502, "m": 1.0 }, { "p": 0.33837082982063293, "m": 1.0 }, { "p": 0.563066303730011, "m": 1.0 }, { "p": 0.48000451922416687, "m": 1.0 }, { "p": 0.4230395257472992, "m": 1.0 }, { "p": 0.5973016619682312, "m": 1.0 }, { "p": 0.44826364517211914, "m": 1.0 }, { "p": 0.6600023508071899, "m": 1.0 }, { "p": 0.5184197425842285, "m": 1.0 }, { "p": 0.2879124879837036, "m": 1.0 }, { "p": 0.2719726860523224, "m": 1.0 }, { "p": 0.4516633450984955, "m": 1.0 }, { "p": 0.3436712920665741, "m": 1.0 }, { "p": 0.353189617395401, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.45947265625, "val_loss": 1.4456242322921753, "acc": 49.44, "time": 10.551586031999989, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.32116764783859253, "m": 1.0 }, { "p": 0.5047222375869751, "m": 1.0 }, { "p": 0.5830651521682739, "m": 1.0 }, { "p": 0.42901578545570374, "m": 1.0 }, { "p": 0.31204983592033386, "m": 1.0 }, { "p": 0.5663758516311646, "m": 1.0 }, { "p": 0.49190670251846313, "m": 1.0 }, { "p": 0.38430070877075195, "m": 1.0 }, { "p": 0.6302280426025391, "m": 1.0 }, { "p": 0.44249171018600464, "m": 1.0 }, { "p": 0.6680054068565369, "m": 1.0 }, { "p": 0.5264503359794617, "m": 1.0 }, { "p": 0.26566338539123535, "m": 1.0 }, { "p": 0.2598993182182312, "m": 1.0 }, { "p": 0.4407294690608978, "m": 1.0 }, { "p": 0.32363879680633545, "m": 1.0 }, { "p": 0.33280256390571594, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.1951043605804443, "val_loss": 1.32374107837677, "acc": 50.78, "time": 30.517660459999973, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.28609150648117065, "m": 1.0 }, { "p": 0.5263301134109497, "m": 1.0 }, { "p": 0.5967848896980286, "m": 1.0 }, { "p": 0.3942994773387909, "m": 1.0 }, { "p": 0.2905830442905426, "m": 1.0 }, { "p": 0.5661470293998718, "m": 1.0 }, { "p": 0.49826768040657043, "m": 1.0 }, { "p": 0.36352893710136414, "m": 1.0 }, { "p": 0.6539071202278137, "m": 1.0 }, { "p": 0.4364330768585205, "m": 1.0 }, { "p": 0.6677755117416382, "m": 1.0 }, { "p": 0.5230129361152649, "m": 1.0 }, { "p": 0.2451363503932953, "m": 1.0 }, { "p": 0.22861634194850922, "m": 1.0 }, { "p": 0.39619773626327515, "m": 1.0 }, { "p": 0.29668062925338745, "m": 1.0 }, { "p": 0.279825359582901, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.61076819896698, "val_loss": 1.2802979946136475, "acc": 54.01, "time": 6.907836191000001, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.26147979497909546, "m": 1.0 }, { "p": 0.5445711612701416, "m": 1.0 }, { "p": 0.6195623874664307, "m": 1.0 }, { "p": 0.3551100194454193, "m": 1.0 }, { "p": 0.2574673593044281, "m": 1.0 }, { "p": 0.5578346848487854, "m": 1.0 }, { "p": 0.5041453838348389, "m": 1.0 }, { "p": 0.34336012601852417, "m": 1.0 }, { "p": 0.6301996111869812, "m": 1.0 }, { "p": 0.4216930866241455, "m": 1.0 }, { "p": 0.6752491593360901, "m": 1.0 }, { "p": 0.5313019156455994, "m": 1.0 }, { "p": 0.2187374234199524, "m": 1.0 }, { "p": 0.20198409259319305, "m": 1.0 }, { "p": 0.37580379843711853, "m": 1.0 }, { "p": 0.2843096852302551, "m": 1.0 }, { "p": 0.25041019916534424, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.366537094116211, "val_loss": 1.3062827587127686, "acc": 52.76, "time": 36.63939863500002, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.21180973947048187, "m": 1.0 }, { "p": 0.5296621322631836, "m": 1.0 }, { "p": 0.6128616333007812, "m": 1.0 }, { "p": 0.3158882260322571, "m": 1.0 }, { "p": 0.2323777824640274, "m": 1.0 }, { "p": 0.5542383193969727, "m": 1.0 }, { "p": 0.5041247010231018, "m": 1.0 }, { "p": 0.33431196212768555, "m": 1.0 }, { "p": 0.6147068738937378, "m": 1.0 }, { "p": 0.41188862919807434, "m": 1.0 }, { "p": 0.6820937395095825, "m": 1.0 }, { "p": 0.5423586964607239, "m": 1.0 }, { "p": 0.18485260009765625, "m": 1.0 }, { "p": 0.15960489213466644, "m": 1.0 }, { "p": 0.35524052381515503, "m": 1.0 }, { "p": 0.27737048268318176, "m": 1.0 }, { "p": 0.23702457547187805, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.2520968914031982, "val_loss": 1.4916751384735107, "acc": 51.59, "time": 5.849514801999987, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1847575455904007, "m": 1.0 }, { "p": 0.516682505607605, "m": 1.0 }, { "p": 0.6021343469619751, "m": 1.0 }, { "p": 0.28148141503334045, "m": 1.0 }, { "p": 0.20723992586135864, "m": 1.0 }, { "p": 0.5522443652153015, "m": 1.0 }, { "p": 0.4916502833366394, "m": 1.0 }, { "p": 0.30832165479660034, "m": 1.0 }, { "p": 0.5908279418945312, "m": 1.0 }, { "p": 0.3856690227985382, "m": 1.0 }, { "p": 0.685934841632843, "m": 1.0 }, { "p": 0.5712882876396179, "m": 1.0 }, { "p": 0.16241222620010376, "m": 1.0 }, { "p": 0.12300964444875717, "m": 1.0 }, { "p": 0.3419381082057953, "m": 1.0 }, { "p": 0.2717079222202301, "m": 1.0 }, { "p": 0.23152054846286774, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.1803913116455078, "val_loss": 1.1465312242507935, "acc": 54.83, "time": 34.778797481000026, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.15429852902889252, "m": 1.0 }, { "p": 0.47533559799194336, "m": 1.0 }, { "p": 0.5581130981445312, "m": 1.0 }, { "p": 0.2395191639661789, "m": 1.0 }, { "p": 0.1784050613641739, "m": 1.0 }, { "p": 0.5430113673210144, "m": 1.0 }, { "p": 0.47932863235473633, "m": 1.0 }, { "p": 0.3036726117134094, "m": 1.0 }, { "p": 0.5798808336257935, "m": 1.0 }, { "p": 0.37118828296661377, "m": 1.0 }, { "p": 0.6878171563148499, "m": 1.0 }, { "p": 0.5952587723731995, "m": 1.0 }, { "p": 0.14640645682811737, "m": 1.0 }, { "p": 0.08327935636043549, "m": 1.0 }, { "p": 0.32523858547210693, "m": 1.0 }, { "p": 0.25449714064598083, "m": 1.0 }, { "p": 0.19880443811416626, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.4944286346435547, "val_loss": 1.2848652601242065, "acc": 55.66, "time": 6.317456561000029, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14058613777160645, "m": 1.0 }, { "p": 0.45236217975616455, "m": 1.0 }, { "p": 0.528056800365448, "m": 1.0 }, { "p": 0.20851410925388336, "m": 1.0 }, { "p": 0.15197184681892395, "m": 1.0 }, { "p": 0.5285171866416931, "m": 1.0 }, { "p": 0.4578809142112732, "m": 1.0 }, { "p": 0.331900030374527, "m": 1.0 }, { "p": 0.5427995324134827, "m": 1.0 }, { "p": 0.3616490662097931, "m": 1.0 }, { "p": 0.6668317317962646, "m": 1.0 }, { "p": 0.5820268392562866, "m": 1.0 }, { "p": 0.1288989782333374, "m": 1.0 }, { "p": 0.04703691601753235, "m": 1.0 }, { "p": 0.29764795303344727, "m": 1.0 }, { "p": 0.2451355904340744, "m": 1.0 }, { "p": 0.18692944943904877, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.1392823457717896, "val_loss": 1.1539069414138794, "acc": 58.07, "time": 32.10690417000001, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1085016280412674, "m": 1.0 }, { "p": 0.4568452537059784, "m": 1.0 }, { "p": 0.5254877805709839, "m": 1.0 }, { "p": 0.17762918770313263, "m": 1.0 }, { "p": 0.13166269659996033, "m": 1.0 }, { "p": 0.5453266501426697, "m": 1.0 }, { "p": 0.4575146436691284, "m": 1.0 }, { "p": 0.3254408538341522, "m": 1.0 }, { "p": 0.5207961797714233, "m": 1.0 }, { "p": 0.35754668712615967, "m": 1.0 }, { "p": 0.6545881628990173, "m": 1.0 }, { "p": 0.5696007013320923, "m": 1.0 }, { "p": 0.11630829423666, "m": 1.0 }, { "p": 0.016420304775238037, "m": 1.0 }, { "p": 0.2598804533481598, "m": 1.0 }, { "p": 0.23582904040813446, "m": 1.0 }, { "p": 0.18858841061592102, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.0859477519989014, "val_loss": 1.1039543151855469, "acc": 56.72, "time": 10.213043134000031, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.09285993874073029, "m": 1.0 }, { "p": 0.45968565344810486, "m": 1.0 }, { "p": 0.5261348485946655, "m": 1.0 }, { "p": 0.15952740609645844, "m": 1.0 }, { "p": 0.11865215748548508, "m": 1.0 }, { "p": 0.5699571967124939, "m": 1.0 }, { "p": 0.4678637981414795, "m": 1.0 }, { "p": 0.282852441072464, "m": 1.0 }, { "p": 0.47475939989089966, "m": 1.0 }, { "p": 0.3567788898944855, "m": 1.0 }, { "p": 0.6283503770828247, "m": 1.0 }, { "p": 0.5253013968467712, "m": 1.0 }, { "p": 0.08167929202318192, "m": 1.0 }, { "p": 0.031040934845805168, "m": 1.0 }, { "p": 0.2454414814710617, "m": 1.0 }, { "p": 0.22805631160736084, "m": 1.0 }, { "p": 0.19219231605529785, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 0.8874815106391907, "val_loss": 1.1783185005187988, "acc": 59.17, "time": 27.95426669699998, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.07193073630332947, "m": 1.0 }, { "p": 0.4552806615829468, "m": 1.0 }, { "p": 0.5217052698135376, "m": 1.0 }, { "p": 0.11875453591346741, "m": 1.0 }, { "p": 0.1165989339351654, "m": 1.0 }, { "p": 0.5878942012786865, "m": 1.0 }, { "p": 0.4632328748703003, "m": 1.0 }, { "p": 0.25004854798316956, "m": 1.0 }, { "p": 0.4559328258037567, "m": 1.0 }, { "p": 0.36384648084640503, "m": 1.0 }, { "p": 0.6162504553794861, "m": 1.0 }, { "p": 0.5006823539733887, "m": 1.0 }, { "p": 0.058639317750930786, "m": 1.0 }, { "p": 0.05037323385477066, "m": 1.0 }, { "p": 0.2401922196149826, "m": 1.0 }, { "p": 0.21977539360523224, "m": 1.0 }, { "p": 0.20025593042373657, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 0.9967013597488403, "val_loss": 1.1312172412872314, "acc": 59.26, "time": 14.255654778999997, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.06412122398614883, "m": 1.0 }, { "p": 0.44828879833221436, "m": 1.0 }, { "p": 0.5195819735527039, "m": 1.0 }, { "p": 0.09658949822187424, "m": 1.0 }, { "p": 0.11675833910703659, "m": 1.0 }, { "p": 0.5991164445877075, "m": 1.0 }, { "p": 0.4544566869735718, "m": 1.0 }, { "p": 0.2167862504720688, "m": 1.0 }, { "p": 0.4473735988140106, "m": 1.0 }, { "p": 0.404905766248703, "m": 1.0 }, { "p": 0.654850959777832, "m": 1.0 }, { "p": 0.5192967653274536, "m": 1.0 }, { "p": 0.042166806757450104, "m": 1.0 }, { "p": 0.042803116142749786, "m": 1.0 }, { "p": 0.2634257972240448, "m": 1.0 }, { "p": 0.20538926124572754, "m": 1.0 }, { "p": 0.20579281449317932, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.0234113931655884, "val_loss": 1.2240724563598633, "acc": 59.37, "time": 22.576038737999966, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.062194038182497025, "m": 1.0 }, { "p": 0.4183540344238281, "m": 1.0 }, { "p": 0.5001828670501709, "m": 1.0 }, { "p": 0.06310916692018509, "m": 1.0 }, { "p": 0.11397513747215271, "m": 1.0 }, { "p": 0.6007904410362244, "m": 1.0 }, { "p": 0.47963249683380127, "m": 1.0 }, { "p": 0.21790717542171478, "m": 1.0 }, { "p": 0.4549115300178528, "m": 1.0 }, { "p": 0.42120036482810974, "m": 1.0 }, { "p": 0.6661674976348877, "m": 1.0 }, { "p": 0.5288784503936768, "m": 1.0 }, { "p": 0.03432663530111313, "m": 1.0 }, { "p": 0.03503609448671341, "m": 1.0 }, { "p": 0.2853880226612091, "m": 1.0 }, { "p": 0.19089458882808685, "m": 1.0 }, { "p": 0.21096277236938477, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 0.9184858202934265, "val_loss": 1.165147066116333, "acc": 59.79, "time": 18.884161677999998, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.0509270615875721, "m": 1.0 }, { "p": 0.4124985635280609, "m": 1.0 }, { "p": 0.48944664001464844, "m": 1.0 }, { "p": 0.04791863262653351, "m": 1.0 }, { "p": 0.11236697435379028, "m": 1.0 }, { "p": 0.6005870699882507, "m": 1.0 }, { "p": 0.5040279030799866, "m": 1.0 }, { "p": 0.22969946265220642, "m": 1.0 }, { "p": 0.47185975313186646, "m": 1.0 }, { "p": 0.42759642004966736, "m": 1.0 }, { "p": 0.6497576832771301, "m": 1.0 }, { "p": 0.5063052773475647, "m": 1.0 }, { "p": 0.015301610343158245, "m": 1.0 }, { "p": 0.09792707115411758, "m": 1.0 }, { "p": 0.2832401990890503, "m": 1.0 }, { "p": 0.20018140971660614, "m": 1.0 }, { "p": 0.19108545780181885, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 0.8734805583953857, "val_loss": 1.0946344137191772, "acc": 62.17, "time": 19.667957343000012, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.033069685101509094, "m": 1.0 }, { "p": 0.4237467050552368, "m": 1.0 }, { "p": 0.46949318051338196, "m": 1.0 }, { "p": 0.05149081349372864, "m": 1.0 }, { "p": 0.1239892914891243, "m": 1.0 }, { "p": 0.5988444685935974, "m": 1.0 }, { "p": 0.49641984701156616, "m": 1.0 }, { "p": 0.2561042606830597, "m": 1.0 }, { "p": 0.44215744733810425, "m": 1.0 }, { "p": 0.4284599721431732, "m": 1.0 }, { "p": 0.6311131119728088, "m": 1.0 }, { "p": 0.4926567077636719, "m": 1.0 }, { "p": 0.006532603874802589, "m": 1.0 }, { "p": 0.13452760875225067, "m": 1.0 }, { "p": 0.2790040969848633, "m": 1.0 }, { "p": 0.21141794323921204, "m": 1.0 }, { "p": 0.16586211323738098, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.229322075843811, "val_loss": 1.172202229499817, "acc": 60.69, "time": 22.124080182000057, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.0485837385058403, "m": 1.0 }, { "p": 0.3989640176296234, "m": 1.0 }, { "p": 0.4504479467868805, "m": 1.0 }, { "p": 0.06231912225484848, "m": 1.0 }, { "p": 0.1295362263917923, "m": 1.0 }, { "p": 0.5978605151176453, "m": 1.0 }, { "p": 0.4880247116088867, "m": 1.0 }, { "p": 0.27747267484664917, "m": 1.0 }, { "p": 0.40159890055656433, "m": 1.0 }, { "p": 0.42666834592819214, "m": 1.0 }, { "p": 0.5964545011520386, "m": 1.0 }, { "p": 0.4629620313644409, "m": 1.0 }, { "p": 0.0461629219353199, "m": 1.0 }, { "p": 0.14200013875961304, "m": 1.0 }, { "p": 0.27489644289016724, "m": 1.0 }, { "p": 0.22467026114463806, "m": 1.0 }, { "p": 0.17562878131866455, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.250622272491455, "val_loss": 1.1289023160934448, "acc": 60.96, "time": 15.030735813999968, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.07257456332445145, "m": 1.0 }, { "p": 0.351900190114975, "m": 1.0 }, { "p": 0.4178900122642517, "m": 1.0 }, { "p": 0.11532259732484818, "m": 1.0 }, { "p": 0.12171123176813126, "m": 1.0 }, { "p": 0.5966396927833557, "m": 1.0 }, { "p": 0.4681970477104187, "m": 1.0 }, { "p": 0.2558560073375702, "m": 1.0 }, { "p": 0.3854736089706421, "m": 1.0 }, { "p": 0.4337961673736572, "m": 1.0 }, { "p": 0.5741037726402283, "m": 1.0 }, { "p": 0.44072985649108887, "m": 1.0 }, { "p": 0.06836976855993271, "m": 1.0 }, { "p": 0.14442192018032074, "m": 1.0 }, { "p": 0.27284103631973267, "m": 1.0 }, { "p": 0.23265591263771057, "m": 1.0 }, { "p": 0.18941102921962738, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.1497915983200073, "val_loss": 1.0755283832550049, "acc": 62.75, "time": 27.423424897000018, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08201387524604797, "m": 1.0 }, { "p": 0.3365939259529114, "m": 1.0 }, { "p": 0.3953884541988373, "m": 1.0 }, { "p": 0.12952980399131775, "m": 1.0 }, { "p": 0.111845001578331, "m": 1.0 }, { "p": 0.5960928201675415, "m": 1.0 }, { "p": 0.4574398994445801, "m": 1.0 }, { "p": 0.2379482388496399, "m": 1.0 }, { "p": 0.3790615499019623, "m": 1.0 }, { "p": 0.44280552864074707, "m": 1.0 }, { "p": 0.5542808175086975, "m": 1.0 }, { "p": 0.40841978788375854, "m": 1.0 }, { "p": 0.11082390695810318, "m": 1.0 }, { "p": 0.13500253856182098, "m": 1.0 }, { "p": 0.25590261816978455, "m": 1.0 }, { "p": 0.23021525144577026, "m": 1.0 }, { "p": 0.1979234218597412, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.0428749322891235, "val_loss": 1.1081693172454834, "acc": 61.85, "time": 10.7932317289999, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08571892231702805, "m": 1.0 }, { "p": 0.3331630825996399, "m": 1.0 }, { "p": 0.3742519021034241, "m": 1.0 }, { "p": 0.11993811279535294, "m": 1.0 }, { "p": 0.07293210178613663, "m": 1.0 }, { "p": 0.5723981857299805, "m": 1.0 }, { "p": 0.4263726472854614, "m": 1.0 }, { "p": 0.2141181081533432, "m": 1.0 }, { "p": 0.4247416853904724, "m": 1.0 }, { "p": 0.41873472929000854, "m": 1.0 }, { "p": 0.5647761821746826, "m": 1.0 }, { "p": 0.40668854117393494, "m": 1.0 }, { "p": 0.1177263930439949, "m": 1.0 }, { "p": 0.12861448526382446, "m": 1.0 }, { "p": 0.24796906113624573, "m": 1.0 }, { "p": 0.22826296091079712, "m": 1.0 }, { "p": 0.20224052667617798, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 0.8673083186149597, "val_loss": 1.0871622562408447, "acc": 62.39, "time": 30.549256585999956, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1203668937087059, "m": 1.0 }, { "p": 0.3420777916908264, "m": 1.0 }, { "p": 0.36329472064971924, "m": 1.0 }, { "p": 0.11882930248975754, "m": 1.0 }, { "p": 0.05601571127772331, "m": 1.0 }, { "p": 0.5568674802780151, "m": 1.0 }, { "p": 0.4120415151119232, "m": 1.0 }, { "p": 0.2017485350370407, "m": 1.0 }, { "p": 0.4577769935131073, "m": 1.0 }, { "p": 0.39537546038627625, "m": 1.0 }, { "p": 0.5833929181098938, "m": 1.0 }, { "p": 0.4200648367404938, "m": 1.0 }, { "p": 0.0982525572180748, "m": 1.0 }, { "p": 0.11232488602399826, "m": 1.0 }, { "p": 0.23603682219982147, "m": 1.0 }, { "p": 0.2109435647726059, "m": 1.0 }, { "p": 0.18028785288333893, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 0.8673328757286072, "val_loss": 1.1637545824050903, "acc": 63.31, "time": 6.901486467000041, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1443597376346588, "m": 1.0 }, { "p": 0.3507435619831085, "m": 1.0 }, { "p": 0.3569139838218689, "m": 1.0 }, { "p": 0.12180428951978683, "m": 1.0 }, { "p": 0.045892756432294846, "m": 1.0 }, { "p": 0.5188689231872559, "m": 1.0 }, { "p": 0.3586338460445404, "m": 1.0 }, { "p": 0.1839645951986313, "m": 1.0 }, { "p": 0.4868035316467285, "m": 1.0 }, { "p": 0.3766206204891205, "m": 1.0 }, { "p": 0.564189076423645, "m": 1.0 }, { "p": 0.46090343594551086, "m": 1.0 }, { "p": 0.09384176880121231, "m": 1.0 }, { "p": 0.11731751263141632, "m": 1.0 }, { "p": 0.23502129316329956, "m": 1.0 }, { "p": 0.20283648371696472, "m": 1.0 }, { "p": 0.16744981706142426, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 0.7708580493927002, "val_loss": 1.0186302661895752, "acc": 62.7, "time": 35.77999224400003, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14343784749507904, "m": 1.0 }, { "p": 0.3668592870235443, "m": 1.0 }, { "p": 0.34021493792533875, "m": 1.0 }, { "p": 0.12631963193416595, "m": 1.0 }, { "p": 0.054388780146837234, "m": 1.0 }, { "p": 0.4994548559188843, "m": 1.0 }, { "p": 0.32875773310661316, "m": 1.0 }, { "p": 0.17595729231834412, "m": 1.0 }, { "p": 0.5010762214660645, "m": 1.0 }, { "p": 0.36625799536705017, "m": 1.0 }, { "p": 0.5433095693588257, "m": 1.0 }, { "p": 0.5050640106201172, "m": 1.0 }, { "p": 0.09627535939216614, "m": 1.0 }, { "p": 0.14492642879486084, "m": 1.0 }, { "p": 0.2537369132041931, "m": 1.0 }, { "p": 0.1858401596546173, "m": 1.0 }, { "p": 0.12898394465446472, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 0.7866560816764832, "val_loss": 1.0712459087371826, "acc": 63.62, "time": 5.875287596000021, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14124511182308197, "m": 1.0 }, { "p": 0.3771587610244751, "m": 1.0 }, { "p": 0.32652756571769714, "m": 1.0 }, { "p": 0.1307351142168045, "m": 1.0 }, { "p": 0.07362576574087143, "m": 1.0 }, { "p": 0.4819028675556183, "m": 1.0 }, { "p": 0.27156105637550354, "m": 1.0 }, { "p": 0.2680266499519348, "m": 1.0 }, { "p": 0.4709193706512451, "m": 1.0 }, { "p": 0.345664381980896, "m": 1.0 }, { "p": 0.5422815680503845, "m": 1.0 }, { "p": 0.4864201545715332, "m": 1.0 }, { "p": 0.1175919696688652, "m": 1.0 }, { "p": 0.15098023414611816, "m": 1.0 }, { "p": 0.2632254362106323, "m": 1.0 }, { "p": 0.17388533055782318, "m": 1.0 }, { "p": 0.11125312000513077, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 0.6394121646881104, "val_loss": 1.1733558177947998, "acc": 63.87, "time": 33.70762416599996, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.087033711373806, "m": 1.0 }, { "p": 0.3277800977230072, "m": 1.0 }, { "p": 0.31731119751930237, "m": 1.0 }, { "p": 0.1601245105266571, "m": 1.0 }, { "p": 0.10654815286397934, "m": 1.0 }, { "p": 0.4752006530761719, "m": 1.0 }, { "p": 0.25594761967658997, "m": 1.0 }, { "p": 0.3049667775630951, "m": 1.0 }, { "p": 0.4562917649745941, "m": 1.0 }, { "p": 0.3346383571624756, "m": 1.0 }, { "p": 0.5441136956214905, "m": 1.0 }, { "p": 0.4610159695148468, "m": 1.0 }, { "p": 0.14204370975494385, "m": 1.0 }, { "p": 0.14721323549747467, "m": 1.0 }, { "p": 0.27168214321136475, "m": 1.0 }, { "p": 0.14206239581108093, "m": 1.0 }, { "p": 0.08101768791675568, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 0.8709743022918701, "val_loss": 1.2871090173721313, "acc": 63.01, "time": 6.2639024559999825, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.06158842891454697, "m": 1.0 }, { "p": 0.2989145815372467, "m": 1.0 }, { "p": 0.3124934136867523, "m": 1.0 }, { "p": 0.1855432391166687, "m": 1.0 }, { "p": 0.13949060440063477, "m": 1.0 }, { "p": 0.4728393256664276, "m": 1.0 }, { "p": 0.2653678357601166, "m": 1.0 }, { "p": 0.3227483630180359, "m": 1.0 }, { "p": 0.4779469966888428, "m": 1.0 }, { "p": 0.2995055615901947, "m": 1.0 }, { "p": 0.4907175302505493, "m": 1.0 }, { "p": 0.44930100440979004, "m": 1.0 }, { "p": 0.14835302531719208, "m": 1.0 }, { "p": 0.15616782009601593, "m": 1.0 }, { "p": 0.266482412815094, "m": 1.0 }, { "p": 0.12852028012275696, "m": 1.0 }, { "p": 0.07616348564624786, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 0.6700448393821716, "val_loss": 1.0172680616378784, "acc": 64.68, "time": 32.416302212999994, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08324530720710754, "m": 1.0 }, { "p": 0.23352503776550293, "m": 1.0 }, { "p": 0.2787773609161377, "m": 1.0 }, { "p": 0.19683673977851868, "m": 1.0 }, { "p": 0.14908748865127563, "m": 1.0 }, { "p": 0.4642809331417084, "m": 1.0 }, { "p": 0.26108023524284363, "m": 1.0 }, { "p": 0.33497220277786255, "m": 1.0 }, { "p": 0.4812008738517761, "m": 1.0 }, { "p": 0.2833109498023987, "m": 1.0 }, { "p": 0.4601605236530304, "m": 1.0 }, { "p": 0.44415727257728577, "m": 1.0 }, { "p": 0.1491733193397522, "m": 1.0 }, { "p": 0.16792108118534088, "m": 1.0 }, { "p": 0.2535901963710785, "m": 1.0 }, { "p": 0.12095265835523605, "m": 1.0 }, { "p": 0.11074335873126984, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 0.6425544619560242, "val_loss": 1.1329535245895386, "acc": 61.91, "time": 10.196310264999966, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.09040877968072891, "m": 1.0 }, { "p": 0.2036457359790802, "m": 1.0 }, { "p": 0.2599034011363983, "m": 1.0 }, { "p": 0.2016812562942505, "m": 1.0 }, { "p": 0.15117500722408295, "m": 1.0 }, { "p": 0.45490166544914246, "m": 1.0 }, { "p": 0.24922847747802734, "m": 1.0 }, { "p": 0.3514767289161682, "m": 1.0 }, { "p": 0.4552197754383087, "m": 1.0 }, { "p": 0.2103133648633957, "m": 1.0 }, { "p": 0.429421991109848, "m": 1.0 }, { "p": 0.4501578211784363, "m": 1.0 }, { "p": 0.169314906001091, "m": 1.0 }, { "p": 0.16374431550502777, "m": 1.0 }, { "p": 0.25221526622772217, "m": 1.0 }, { "p": 0.11400331556797028, "m": 1.0 }, { "p": 0.13320279121398926, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 0.46843746304512024, "val_loss": 1.1190917491912842, "acc": 65.31, "time": 28.04230674600001, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08616844564676285, "m": 1.0 }, { "p": 0.16967636346817017, "m": 1.0 }, { "p": 0.24665841460227966, "m": 1.0 }, { "p": 0.22336740791797638, "m": 1.0 }, { "p": 0.1885816901922226, "m": 1.0 }, { "p": 0.4712006151676178, "m": 1.0 }, { "p": 0.2552470266819, "m": 1.0 }, { "p": 0.3580089509487152, "m": 1.0 }, { "p": 0.43336233496665955, "m": 1.0 }, { "p": 0.1773216724395752, "m": 1.0 }, { "p": 0.4158916175365448, "m": 1.0 }, { "p": 0.45393121242523193, "m": 1.0 }, { "p": 0.18338952958583832, "m": 1.0 }, { "p": 0.15769656002521515, "m": 1.0 }, { "p": 0.2545904517173767, "m": 1.0 }, { "p": 0.10622681677341461, "m": 1.0 }, { "p": 0.16184715926647186, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 0.6376811861991882, "val_loss": 1.0116523504257202, "acc": 64.12, "time": 14.51485432100003, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08457586169242859, "m": 1.0 }, { "p": 0.1699741929769516, "m": 1.0 }, { "p": 0.24100156128406525, "m": 1.0 }, { "p": 0.23537850379943848, "m": 1.0 }, { "p": 0.21464449167251587, "m": 1.0 }, { "p": 0.4876098334789276, "m": 1.0 }, { "p": 0.26602914929389954, "m": 1.0 }, { "p": 0.36062225699424744, "m": 1.0 }, { "p": 0.39871299266815186, "m": 1.0 }, { "p": 0.14241446554660797, "m": 1.0 }, { "p": 0.4374018609523773, "m": 1.0 }, { "p": 0.47719451785087585, "m": 1.0 }, { "p": 0.19930098950862885, "m": 1.0 }, { "p": 0.15103766322135925, "m": 1.0 }, { "p": 0.23026296496391296, "m": 1.0 }, { "p": 0.10890056192874908, "m": 1.0 }, { "p": 0.1843031942844391, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 0.4907456934452057, "val_loss": 1.2755919694900513, "acc": 64.55, "time": 23.233908557000063, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08412061631679535, "m": 1.0 }, { "p": 0.24063293635845184, "m": 1.0 }, { "p": 0.20672786235809326, "m": 1.0 }, { "p": 0.22917281091213226, "m": 1.0 }, { "p": 0.20958542823791504, "m": 1.0 }, { "p": 0.44767293334007263, "m": 1.0 }, { "p": 0.2688354551792145, "m": 1.0 }, { "p": 0.3635728657245636, "m": 1.0 }, { "p": 0.38677191734313965, "m": 1.0 }, { "p": 0.14816777408123016, "m": 1.0 }, { "p": 0.45336082577705383, "m": 1.0 }, { "p": 0.48800867795944214, "m": 1.0 }, { "p": 0.20738376677036285, "m": 1.0 }, { "p": 0.14709171652793884, "m": 1.0 }, { "p": 0.20806464552879333, "m": 1.0 }, { "p": 0.11446712166070938, "m": 1.0 }, { "p": 0.20733541250228882, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.0656356811523438, "val_loss": 1.1930468082427979, "acc": 64.59, "time": 18.943349508999972, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.09520427137613297, "m": 1.0 }, { "p": 0.2799673080444336, "m": 1.0 }, { "p": 0.2058144062757492, "m": 1.0 }, { "p": 0.22589848935604095, "m": 1.0 }, { "p": 0.20490583777427673, "m": 1.0 }, { "p": 0.4175899922847748, "m": 1.0 }, { "p": 0.26922154426574707, "m": 1.0 }, { "p": 0.3662465512752533, "m": 1.0 }, { "p": 0.38422420620918274, "m": 1.0 }, { "p": 0.194075807929039, "m": 1.0 }, { "p": 0.49831125140190125, "m": 1.0 }, { "p": 0.5030000805854797, "m": 1.0 }, { "p": 0.21631591022014618, "m": 1.0 }, { "p": 0.13113436102867126, "m": 1.0 }, { "p": 0.18666964769363403, "m": 1.0 }, { "p": 0.08011198788881302, "m": 1.0 }, { "p": 0.20679345726966858, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 0.7340641617774963, "val_loss": 1.1560903787612915, "acc": 65.85, "time": 18.515043472000002, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1138584315776825, "m": 1.0 }, { "p": 0.32127508521080017, "m": 1.0 }, { "p": 0.27029794454574585, "m": 1.0 }, { "p": 0.18710434436798096, "m": 1.0 }, { "p": 0.19236493110656738, "m": 1.0 }, { "p": 0.4138305187225342, "m": 1.0 }, { "p": 0.30109676718711853, "m": 1.0 }, { "p": 0.3618871867656708, "m": 1.0 }, { "p": 0.38987448811531067, "m": 1.0 }, { "p": 0.21725980937480927, "m": 1.0 }, { "p": 0.519603431224823, "m": 1.0 }, { "p": 0.5109778642654419, "m": 1.0 }, { "p": 0.22026674449443817, "m": 1.0 }, { "p": 0.122329942882061, "m": 1.0 }, { "p": 0.174333855509758, "m": 1.0 }, { "p": 0.04834388941526413, "m": 1.0 }, { "p": 0.19902408123016357, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.0039560794830322, "val_loss": 1.2043848037719727, "acc": 64.43, "time": 23.29665566799997, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13566361367702484, "m": 1.0 }, { "p": 0.3327587842941284, "m": 1.0 }, { "p": 0.28247418999671936, "m": 1.0 }, { "p": 0.17537765204906464, "m": 1.0 }, { "p": 0.18661954998970032, "m": 1.0 }, { "p": 0.4137694239616394, "m": 1.0 }, { "p": 0.32345259189605713, "m": 1.0 }, { "p": 0.3574705421924591, "m": 1.0 }, { "p": 0.3973299264907837, "m": 1.0 }, { "p": 0.2328861504793167, "m": 1.0 }, { "p": 0.5360698103904724, "m": 1.0 }, { "p": 0.5248574018478394, "m": 1.0 }, { "p": 0.20442955195903778, "m": 1.0 }, { "p": 0.11999620497226715, "m": 1.0 }, { "p": 0.12244410067796707, "m": 1.0 }, { "p": 0.021076299250125885, "m": 1.0 }, { "p": 0.1553656905889511, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 0.5520526170730591, "val_loss": 1.0734866857528687, "acc": 63.48, "time": 15.010619404999943, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.15561869740486145, "m": 1.0 }, { "p": 0.3312380909919739, "m": 1.0 }, { "p": 0.25777047872543335, "m": 1.0 }, { "p": 0.18894457817077637, "m": 1.0 }, { "p": 0.1689983755350113, "m": 1.0 }, { "p": 0.4161083996295929, "m": 1.0 }, { "p": 0.3810724914073944, "m": 1.0 }, { "p": 0.3463783264160156, "m": 1.0 }, { "p": 0.359684556722641, "m": 1.0 }, { "p": 0.2692042291164398, "m": 1.0 }, { "p": 0.5648869276046753, "m": 1.0 }, { "p": 0.5243128538131714, "m": 1.0 }, { "p": 0.19604460895061493, "m": 1.0 }, { "p": 0.11916492134332657, "m": 1.0 }, { "p": 0.09379394352436066, "m": 1.0 }, { "p": 0.005783454515039921, "m": 1.0 }, { "p": 0.11792716383934021, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.5990744829177856, "val_loss": 1.2018253803253174, "acc": 63.69, "time": 27.747256795, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.158203125, "m": 1.0 }, { "p": 0.3222726881504059, "m": 1.0 }, { "p": 0.26390767097473145, "m": 1.0 }, { "p": 0.19686569273471832, "m": 1.0 }, { "p": 0.1626661866903305, "m": 1.0 }, { "p": 0.41720736026763916, "m": 1.0 }, { "p": 0.4122820794582367, "m": 1.0 }, { "p": 0.3391232192516327, "m": 1.0 }, { "p": 0.3246303200721741, "m": 1.0 }, { "p": 0.3072114586830139, "m": 1.0 }, { "p": 0.6045609712600708, "m": 1.0 }, { "p": 0.5106709599494934, "m": 1.0 }, { "p": 0.18160587549209595, "m": 1.0 }, { "p": 0.11303906887769699, "m": 1.0 }, { "p": 0.1461716592311859, "m": 1.0 }, { "p": 0.09277091175317764, "m": 1.0 }, { "p": 0.11277371644973755, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 0.34789222478866577, "val_loss": 1.343659520149231, "acc": 64.36, "time": 10.769611811999994, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.15659382939338684, "m": 1.0 }, { "p": 0.31216955184936523, "m": 1.0 }, { "p": 0.2864173948764801, "m": 1.0 }, { "p": 0.20577523112297058, "m": 1.0 }, { "p": 0.16322694718837738, "m": 1.0 }, { "p": 0.381835013628006, "m": 1.0 }, { "p": 0.4102069139480591, "m": 1.0 }, { "p": 0.3367622196674347, "m": 1.0 }, { "p": 0.3628818094730377, "m": 1.0 }, { "p": 0.33940044045448303, "m": 1.0 }, { "p": 0.600094735622406, "m": 1.0 }, { "p": 0.5143430233001709, "m": 1.0 }, { "p": 0.17137405276298523, "m": 1.0 }, { "p": 0.11053606867790222, "m": 1.0 }, { "p": 0.17159174382686615, "m": 1.0 }, { "p": 0.14325857162475586, "m": 1.0 }, { "p": 0.11370783299207687, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 0.7342646718025208, "val_loss": 1.1257858276367188, "acc": 64.69, "time": 30.961779108999963, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.11905273050069809, "m": 1.0 }, { "p": 0.3378918766975403, "m": 1.0 }, { "p": 0.30181318521499634, "m": 1.0 }, { "p": 0.2186480462551117, "m": 1.0 }, { "p": 0.1624762862920761, "m": 1.0 }, { "p": 0.37494727969169617, "m": 1.0 }, { "p": 0.4083004593849182, "m": 1.0 }, { "p": 0.3359208405017853, "m": 1.0 }, { "p": 0.39400556683540344, "m": 1.0 }, { "p": 0.3606584072113037, "m": 1.0 }, { "p": 0.582572877407074, "m": 1.0 }, { "p": 0.5272400975227356, "m": 1.0 }, { "p": 0.15715089440345764, "m": 1.0 }, { "p": 0.10905401408672333, "m": 1.0 }, { "p": 0.1136244460940361, "m": 1.0 }, { "p": 0.157179057598114, "m": 1.0 }, { "p": 0.19245946407318115, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 0.4584888219833374, "val_loss": 1.2618337869644165, "acc": 64.45, "time": 6.922613563000027, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.09289047867059708, "m": 1.0 }, { "p": 0.36281219124794006, "m": 1.0 }, { "p": 0.3130131661891937, "m": 1.0 }, { "p": 0.23559142649173737, "m": 1.0 }, { "p": 0.1600092202425003, "m": 1.0 }, { "p": 0.4083464741706848, "m": 1.0 }, { "p": 0.43752893805503845, "m": 1.0 }, { "p": 0.3284033536911011, "m": 1.0 }, { "p": 0.4300169348716736, "m": 1.0 }, { "p": 0.35791030526161194, "m": 1.0 }, { "p": 0.6000497341156006, "m": 1.0 }, { "p": 0.5391669869422913, "m": 1.0 }, { "p": 0.1638067662715912, "m": 1.0 }, { "p": 0.11706174910068512, "m": 1.0 }, { "p": 0.08318284153938293, "m": 1.0 }, { "p": 0.16219455003738403, "m": 1.0 }, { "p": 0.23712942004203796, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 0.3643023669719696, "val_loss": 1.0625548362731934, "acc": 65.33, "time": 35.39315981000004, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.06362155079841614, "m": 1.0 }, { "p": 0.3935689926147461, "m": 1.0 }, { "p": 0.3031233549118042, "m": 1.0 }, { "p": 0.24018554389476776, "m": 1.0 }, { "p": 0.16745616495609283, "m": 1.0 }, { "p": 0.41229555010795593, "m": 1.0 }, { "p": 0.4463569223880768, "m": 1.0 }, { "p": 0.32490548491477966, "m": 1.0 }, { "p": 0.44832542538642883, "m": 1.0 }, { "p": 0.3533984124660492, "m": 1.0 }, { "p": 0.6190671324729919, "m": 1.0 }, { "p": 0.5492449998855591, "m": 1.0 }, { "p": 0.1819419413805008, "m": 1.0 }, { "p": 0.1394224613904953, "m": 1.0 }, { "p": 0.03162427991628647, "m": 1.0 }, { "p": 0.1631137579679489, "m": 1.0 }, { "p": 0.23781178891658783, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 0.6153815984725952, "val_loss": 1.3998810052871704, "acc": 64.18, "time": 5.922841854999888, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.04880308732390404, "m": 1.0 }, { "p": 0.412129282951355, "m": 1.0 }, { "p": 0.2921121418476105, "m": 1.0 }, { "p": 0.2403717339038849, "m": 1.0 }, { "p": 0.18104976415634155, "m": 1.0 }, { "p": 0.3933525085449219, "m": 1.0 }, { "p": 0.43619003891944885, "m": 1.0 }, { "p": 0.3261982500553131, "m": 1.0 }, { "p": 0.44963228702545166, "m": 1.0 }, { "p": 0.319588303565979, "m": 1.0 }, { "p": 0.6329405307769775, "m": 1.0 }, { "p": 0.5409595966339111, "m": 1.0 }, { "p": 0.16734366118907928, "m": 1.0 }, { "p": 0.14704358577728271, "m": 1.0 }, { "p": 0.039821088314056396, "m": 1.0 }, { "p": 0.16128882765769958, "m": 1.0 }, { "p": 0.2367967814207077, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 0.34341827034950256, "val_loss": 1.0985790491104126, "acc": 65.43, "time": 34.462286719000076, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.037702661007642746, "m": 1.0 }, { "p": 0.45616403222084045, "m": 1.0 }, { "p": 0.29990530014038086, "m": 1.0 }, { "p": 0.25571274757385254, "m": 1.0 }, { "p": 0.20303873717784882, "m": 1.0 }, { "p": 0.38714638352394104, "m": 1.0 }, { "p": 0.43797290325164795, "m": 1.0 }, { "p": 0.3242858946323395, "m": 1.0 }, { "p": 0.4496976137161255, "m": 1.0 }, { "p": 0.3007040321826935, "m": 1.0 }, { "p": 0.6403670907020569, "m": 1.0 }, { "p": 0.531600296497345, "m": 1.0 }, { "p": 0.1445460319519043, "m": 1.0 }, { "p": 0.14857079088687897, "m": 1.0 }, { "p": 0.10663077235221863, "m": 1.0 }, { "p": 0.1493077278137207, "m": 1.0 }, { "p": 0.22357714176177979, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 0.4228671193122864, "val_loss": 1.2190804481506348, "acc": 64.73, "time": 6.279033662000074, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.03294603154063225, "m": 1.0 }, { "p": 0.4798823893070221, "m": 1.0 }, { "p": 0.30670976638793945, "m": 1.0 }, { "p": 0.26934927701950073, "m": 1.0 }, { "p": 0.2247559130191803, "m": 1.0 }, { "p": 0.3862663805484772, "m": 1.0 }, { "p": 0.45158177614212036, "m": 1.0 }, { "p": 0.31106632947921753, "m": 1.0 }, { "p": 0.4555652141571045, "m": 1.0 }, { "p": 0.3602535128593445, "m": 1.0 }, { "p": 0.6584570407867432, "m": 1.0 }, { "p": 0.5342884063720703, "m": 1.0 }, { "p": 0.1236610859632492, "m": 1.0 }, { "p": 0.16257554292678833, "m": 1.0 }, { "p": 0.14464840292930603, "m": 1.0 }, { "p": 0.14178885519504547, "m": 1.0 }, { "p": 0.21582141518592834, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 0.29870253801345825, "val_loss": 1.4473024606704712, "acc": 65.97, "time": 31.427986565000083, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.11718568950891495, "m": 1.0 }, { "p": 0.4909857213497162, "m": 1.0 }, { "p": 0.27530840039253235, "m": 1.0 }, { "p": 0.22380729019641876, "m": 1.0 }, { "p": 0.2385772168636322, "m": 1.0 }, { "p": 0.40570539236068726, "m": 1.0 }, { "p": 0.4610879719257355, "m": 1.0 }, { "p": 0.31034985184669495, "m": 1.0 }, { "p": 0.44982394576072693, "m": 1.0 }, { "p": 0.38870346546173096, "m": 1.0 }, { "p": 0.6682127714157104, "m": 1.0 }, { "p": 0.5373098850250244, "m": 1.0 }, { "p": 0.10951157659292221, "m": 1.0 }, { "p": 0.17860426008701324, "m": 1.0 }, { "p": 0.17453110218048096, "m": 1.0 }, { "p": 0.13253509998321533, "m": 1.0 }, { "p": 0.19953511655330658, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.7161380052566528, "val_loss": 1.347793698310852, "acc": 63.89, "time": 10.317954164999946, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1474989354610443, "m": 1.0 }, { "p": 0.49547654390335083, "m": 1.0 }, { "p": 0.25702208280563354, "m": 1.0 }, { "p": 0.1902087926864624, "m": 1.0 }, { "p": 0.2466430366039276, "m": 1.0 }, { "p": 0.4288756549358368, "m": 1.0 }, { "p": 0.4701001048088074, "m": 1.0 }, { "p": 0.3200607895851135, "m": 1.0 }, { "p": 0.4061310589313507, "m": 1.0 }, { "p": 0.3768288195133209, "m": 1.0 }, { "p": 0.6613849401473999, "m": 1.0 }, { "p": 0.5601376295089722, "m": 1.0 }, { "p": 0.09096331894397736, "m": 1.0 }, { "p": 0.18672314286231995, "m": 1.0 }, { "p": 0.19483214616775513, "m": 1.0 }, { "p": 0.13622267544269562, "m": 1.0 }, { "p": 0.1762409210205078, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 0.13640783727169037, "val_loss": 1.060763955116272, "acc": 65.78, "time": 26.64066720699998, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1453765481710434, "m": 1.0 }, { "p": 0.46268895268440247, "m": 1.0 }, { "p": 0.23962824046611786, "m": 1.0 }, { "p": 0.2246095985174179, "m": 1.0 }, { "p": 0.23555408418178558, "m": 1.0 }, { "p": 0.44105958938598633, "m": 1.0 }, { "p": 0.4452211558818817, "m": 1.0 }, { "p": 0.3148232698440552, "m": 1.0 }, { "p": 0.38006216287612915, "m": 1.0 }, { "p": 0.3697798550128937, "m": 1.0 }, { "p": 0.6578975915908813, "m": 1.0 }, { "p": 0.5728813409805298, "m": 1.0 }, { "p": 0.07967090606689453, "m": 1.0 }, { "p": 0.19082091748714447, "m": 1.0 }, { "p": 0.20953615009784698, "m": 1.0 }, { "p": 0.14694157242774963, "m": 1.0 }, { "p": 0.1293000429868698, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.40329039096832275, "val_loss": 1.1718573570251465, "acc": 63.86, "time": 14.626283160999947, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13335905969142914, "m": 1.0 }, { "p": 0.4507030248641968, "m": 1.0 }, { "p": 0.2320324033498764, "m": 1.0 }, { "p": 0.24643324315547943, "m": 1.0 }, { "p": 0.22680023312568665, "m": 1.0 }, { "p": 0.4473819434642792, "m": 1.0 }, { "p": 0.41314443945884705, "m": 1.0 }, { "p": 0.3013070523738861, "m": 1.0 }, { "p": 0.3498559296131134, "m": 1.0 }, { "p": 0.3546852469444275, "m": 1.0 }, { "p": 0.6296916604042053, "m": 1.0 }, { "p": 0.5801702737808228, "m": 1.0 }, { "p": 0.0648501068353653, "m": 1.0 }, { "p": 0.19678637385368347, "m": 1.0 }, { "p": 0.21861663460731506, "m": 1.0 }, { "p": 0.14058639109134674, "m": 1.0 }, { "p": 0.10523130744695663, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.09255477786064148, "val_loss": 1.3448699712753296, "acc": 66.32, "time": 23.413835402999894, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.10364077985286713, "m": 1.0 }, { "p": 0.4504672586917877, "m": 1.0 }, { "p": 0.19287775456905365, "m": 1.0 }, { "p": 0.25620797276496887, "m": 1.0 }, { "p": 0.219701886177063, "m": 1.0 }, { "p": 0.4435063600540161, "m": 1.0 }, { "p": 0.3958527445793152, "m": 1.0 }, { "p": 0.29246580600738525, "m": 1.0 }, { "p": 0.3376978635787964, "m": 1.0 }, { "p": 0.34207141399383545, "m": 1.0 }, { "p": 0.6127743721008301, "m": 1.0 }, { "p": 0.5832013487815857, "m": 1.0 }, { "p": 0.05721971020102501, "m": 1.0 }, { "p": 0.20047228038311005, "m": 1.0 }, { "p": 0.22382977604866028, "m": 1.0 }, { "p": 0.1298014521598816, "m": 1.0 }, { "p": 0.08861416578292847, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.9158456921577454, "val_loss": 1.2480863332748413, "acc": 65.12, "time": 18.215529439999955, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.09968189895153046, "m": 1.0 }, { "p": 0.4463772475719452, "m": 1.0 }, { "p": 0.1721411496400833, "m": 1.0 }, { "p": 0.2601311206817627, "m": 1.0 }, { "p": 0.2162775993347168, "m": 1.0 }, { "p": 0.4400232136249542, "m": 1.0 }, { "p": 0.3867226839065552, "m": 1.0 }, { "p": 0.2862170338630676, "m": 1.0 }, { "p": 0.3325284719467163, "m": 1.0 }, { "p": 0.32215437293052673, "m": 1.0 }, { "p": 0.5759435296058655, "m": 1.0 }, { "p": 0.5977585911750793, "m": 1.0 }, { "p": 0.06533199548721313, "m": 1.0 }, { "p": 0.1877478063106537, "m": 1.0 }, { "p": 0.22923977673053741, "m": 1.0 }, { "p": 0.11128924041986465, "m": 1.0 }, { "p": 0.05924350395798683, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 0.3488544821739197, "val_loss": 1.1572085618972778, "acc": 66.22, "time": 19.685640596999974, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.10787028819322586, "m": 1.0 }, { "p": 0.4358382225036621, "m": 1.0 }, { "p": 0.13623329997062683, "m": 1.0 }, { "p": 0.2568027079105377, "m": 1.0 }, { "p": 0.21540431678295135, "m": 1.0 }, { "p": 0.4014386832714081, "m": 1.0 }, { "p": 0.3693313002586365, "m": 1.0 }, { "p": 0.282265841960907, "m": 1.0 }, { "p": 0.3413960337638855, "m": 1.0 }, { "p": 0.2981831133365631, "m": 1.0 }, { "p": 0.5643059015274048, "m": 1.0 }, { "p": 0.6029040217399597, "m": 1.0 }, { "p": 0.06935471296310425, "m": 1.0 }, { "p": 0.18027940392494202, "m": 1.0 }, { "p": 0.23240044713020325, "m": 1.0 }, { "p": 0.09691175073385239, "m": 1.0 }, { "p": 0.029778946191072464, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.8023521304130554, "val_loss": 1.2117986679077148, "acc": 65.35, "time": 23.486153607000006, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.07548321783542633, "m": 1.0 }, { "p": 0.43105798959732056, "m": 1.0 }, { "p": 0.12060011923313141, "m": 1.0 }, { "p": 0.26129263639450073, "m": 1.0 }, { "p": 0.2150978296995163, "m": 1.0 }, { "p": 0.37980151176452637, "m": 1.0 }, { "p": 0.3582477569580078, "m": 1.0 }, { "p": 0.2799685597419739, "m": 1.0 }, { "p": 0.3534261882305145, "m": 1.0 }, { "p": 0.2683074474334717, "m": 1.0 }, { "p": 0.565989077091217, "m": 1.0 }, { "p": 0.6020461320877075, "m": 1.0 }, { "p": 0.052881643176078796, "m": 1.0 }, { "p": 0.16021156311035156, "m": 1.0 }, { "p": 0.23230254650115967, "m": 1.0 }, { "p": 0.06860917061567307, "m": 1.0 }, { "p": 0.013173514045774937, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 0.09510834515094757, "val_loss": 1.3519293069839478, "acc": 66.51, "time": 14.927182822000077, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.03483991697430611, "m": 1.0 }, { "p": 0.4283599555492401, "m": 1.0 }, { "p": 0.11097469925880432, "m": 1.0 }, { "p": 0.29289117455482483, "m": 1.0 }, { "p": 0.2593502700328827, "m": 1.0 }, { "p": 0.41826772689819336, "m": 1.0 }, { "p": 0.33077606558799744, "m": 1.0 }, { "p": 0.2898506820201874, "m": 1.0 }, { "p": 0.36835166811943054, "m": 1.0 }, { "p": 0.2493738830089569, "m": 1.0 }, { "p": 0.569250762462616, "m": 1.0 }, { "p": 0.5990095138549805, "m": 1.0 }, { "p": 0.06131824105978012, "m": 1.0 }, { "p": 0.15104787051677704, "m": 1.0 }, { "p": 0.23203009366989136, "m": 1.0 }, { "p": 0.05051558092236519, "m": 1.0 }, { "p": 0.004144877195358276, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 0.27812594175338745, "val_loss": 1.1229257583618164, "acc": 64.28, "time": 27.03337873700002, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.07065528631210327, "m": 1.0 }, { "p": 0.4277501404285431, "m": 1.0 }, { "p": 0.15331034362316132, "m": 1.0 }, { "p": 0.30805447697639465, "m": 1.0 }, { "p": 0.27593496441841125, "m": 1.0 }, { "p": 0.4369012713432312, "m": 1.0 }, { "p": 0.31596478819847107, "m": 1.0 }, { "p": 0.2970534861087799, "m": 1.0 }, { "p": 0.37928929924964905, "m": 1.0 }, { "p": 0.23627905547618866, "m": 1.0 }, { "p": 0.5738248825073242, "m": 1.0 }, { "p": 0.5917844176292419, "m": 1.0 }, { "p": 0.141299769282341, "m": 1.0 }, { "p": 0.1105552613735199, "m": 1.0 }, { "p": 0.21936407685279846, "m": 1.0 }, { "p": 0.06171858683228493, "m": 1.0 }, { "p": 0.09484928846359253, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 0.09399410337209702, "val_loss": 1.4257229566574097, "acc": 65.54, "time": 10.61201555599996, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.11047136038541794, "m": 1.0 }, { "p": 0.427862286567688, "m": 1.0 }, { "p": 0.22829332947731018, "m": 1.0 }, { "p": 0.32022419571876526, "m": 1.0 }, { "p": 0.2785894274711609, "m": 1.0 }, { "p": 0.4542555510997772, "m": 1.0 }, { "p": 0.3198685050010681, "m": 1.0 }, { "p": 0.2991468012332916, "m": 1.0 }, { "p": 0.4115455150604248, "m": 1.0 }, { "p": 0.23769140243530273, "m": 1.0 }, { "p": 0.5810145139694214, "m": 1.0 }, { "p": 0.5929333567619324, "m": 1.0 }, { "p": 0.1735227257013321, "m": 1.0 }, { "p": 0.09278056025505066, "m": 1.0 }, { "p": 0.21344952285289764, "m": 1.0 }, { "p": 0.06930951029062271, "m": 1.0 }, { "p": 0.15949490666389465, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.4402278661727905, "val_loss": 1.2948155403137207, "acc": 64.58, "time": 32.00360611800011, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1517104059457779, "m": 1.0 }, { "p": 0.4542515277862549, "m": 1.0 }, { "p": 0.27265676856040955, "m": 1.0 }, { "p": 0.3111193776130676, "m": 1.0 }, { "p": 0.28094473481178284, "m": 1.0 }, { "p": 0.4536609351634979, "m": 1.0 }, { "p": 0.3221345543861389, "m": 1.0 }, { "p": 0.29983896017074585, "m": 1.0 }, { "p": 0.4328201115131378, "m": 1.0 }, { "p": 0.24150468409061432, "m": 1.0 }, { "p": 0.588068962097168, "m": 1.0 }, { "p": 0.5984222888946533, "m": 1.0 }, { "p": 0.1881600320339203, "m": 1.0 }, { "p": 0.07593964785337448, "m": 1.0 }, { "p": 0.17256006598472595, "m": 1.0 }, { "p": 0.06340183317661285, "m": 1.0 }, { "p": 0.17997615039348602, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 0.23672901093959808, "val_loss": 1.4704619646072388, "acc": 65.15, "time": 6.931583315000125, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.17578142881393433, "m": 1.0 }, { "p": 0.47771531343460083, "m": 1.0 }, { "p": 0.30180737376213074, "m": 1.0 }, { "p": 0.2899874448776245, "m": 1.0 }, { "p": 0.28480765223503113, "m": 1.0 }, { "p": 0.4153798520565033, "m": 1.0 }, { "p": 0.33696448802948, "m": 1.0 }, { "p": 0.2977406084537506, "m": 1.0 }, { "p": 0.4408474862575531, "m": 1.0 }, { "p": 0.23440486192703247, "m": 1.0 }, { "p": 0.6050794124603271, "m": 1.0 }, { "p": 0.584564745426178, "m": 1.0 }, { "p": 0.20305746793746948, "m": 1.0 }, { "p": 0.08162014186382294, "m": 1.0 }, { "p": 0.15477216243743896, "m": 1.0 }, { "p": 0.06041409820318222, "m": 1.0 }, { "p": 0.1871480941772461, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 0.24136961996555328, "val_loss": 1.0130584239959717, "acc": 65.98, "time": 34.18056768800011, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.16556675732135773, "m": 1.0 }, { "p": 0.48333150148391724, "m": 1.0 }, { "p": 0.3128474950790405, "m": 1.0 }, { "p": 0.27884894609451294, "m": 1.0 }, { "p": 0.2896275222301483, "m": 1.0 }, { "p": 0.41451185941696167, "m": 1.0 }, { "p": 0.3428942561149597, "m": 1.0 }, { "p": 0.2967391312122345, "m": 1.0 }, { "p": 0.44393688440322876, "m": 1.0 }, { "p": 0.2289704531431198, "m": 1.0 }, { "p": 0.6188402771949768, "m": 1.0 }, { "p": 0.5665721297264099, "m": 1.0 }, { "p": 0.22049978375434875, "m": 1.0 }, { "p": 0.11126840114593506, "m": 1.0 }, { "p": 0.13864021003246307, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18607808649539948, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 0.38624435663223267, "val_loss": 1.241561770439148, "acc": 66.32, "time": 5.872790154000086, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.15812955796718597, "m": 1.0 }, { "p": 0.48442694544792175, "m": 1.0 }, { "p": 0.3169839084148407, "m": 1.0 }, { "p": 0.272238552570343, "m": 1.0 }, { "p": 0.29570332169532776, "m": 1.0 }, { "p": 0.4457132816314697, "m": 1.0 }, { "p": 0.3458586037158966, "m": 1.0 }, { "p": 0.320360392332077, "m": 1.0 }, { "p": 0.42642852663993835, "m": 1.0 }, { "p": 0.22030694782733917, "m": 1.0 }, { "p": 0.6172304749488831, "m": 1.0 }, { "p": 0.5774528384208679, "m": 1.0 }, { "p": 0.22948354482650757, "m": 1.0 }, { "p": 0.1325385719537735, "m": 1.0 }, { "p": 0.14024125039577484, "m": 1.0 }, { "p": 0.0115485405549407, "m": 1.0 }, { "p": 0.18536460399627686, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.0992865189909935, "val_loss": 1.4675136804580688, "acc": 66.16, "time": 34.48651424000013, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1394875943660736, "m": 1.0 }, { "p": 0.4707738757133484, "m": 1.0 }, { "p": 0.31487008929252625, "m": 1.0 }, { "p": 0.2922515869140625, "m": 1.0 }, { "p": 0.2891426682472229, "m": 1.0 }, { "p": 0.45890432596206665, "m": 1.0 }, { "p": 0.34187284111976624, "m": 1.0 }, { "p": 0.3281185030937195, "m": 1.0 }, { "p": 0.4181542694568634, "m": 1.0 }, { "p": 0.21577177941799164, "m": 1.0 }, { "p": 0.6144389510154724, "m": 1.0 }, { "p": 0.5906437635421753, "m": 1.0 }, { "p": 0.23469287157058716, "m": 1.0 }, { "p": 0.1531042456626892, "m": 1.0 }, { "p": 0.15855154395103455, "m": 1.0 }, { "p": 0.07552427053451538, "m": 1.0 }, { "p": 0.1634840965270996, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.6673141121864319, "val_loss": 1.26203191280365, "acc": 65.79, "time": 6.288825514999871, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13099752366542816, "m": 1.0 }, { "p": 0.46296536922454834, "m": 1.0 }, { "p": 0.3128897249698639, "m": 1.0 }, { "p": 0.31134599447250366, "m": 1.0 }, { "p": 0.2795582711696625, "m": 1.0 }, { "p": 0.46530798077583313, "m": 1.0 }, { "p": 0.32881662249565125, "m": 1.0 }, { "p": 0.32350581884384155, "m": 1.0 }, { "p": 0.4227156937122345, "m": 1.0 }, { "p": 0.24253515899181366, "m": 1.0 }, { "p": 0.5774160623550415, "m": 1.0 }, { "p": 0.5995492339134216, "m": 1.0 }, { "p": 0.22607947885990143, "m": 1.0 }, { "p": 0.14791762828826904, "m": 1.0 }, { "p": 0.16934961080551147, "m": 1.0 }, { "p": 0.10216956585645676, "m": 1.0 }, { "p": 0.15487998723983765, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.1376832127571106, "val_loss": 1.390872836112976, "acc": 66.8, "time": 30.081190071000037, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.07699580490589142, "m": 1.0 }, { "p": 0.49560120701789856, "m": 1.0 }, { "p": 0.30820250511169434, "m": 1.0 }, { "p": 0.3427903354167938, "m": 1.0 }, { "p": 0.28836262226104736, "m": 1.0 }, { "p": 0.483135461807251, "m": 1.0 }, { "p": 0.309957891702652, "m": 1.0 }, { "p": 0.32279691100120544, "m": 1.0 }, { "p": 0.4221703112125397, "m": 1.0 }, { "p": 0.2551751732826233, "m": 1.0 }, { "p": 0.5566387176513672, "m": 1.0 }, { "p": 0.6041902303695679, "m": 1.0 }, { "p": 0.21740111708641052, "m": 1.0 }, { "p": 0.13549937307834625, "m": 1.0 }, { "p": 0.17817535996437073, "m": 1.0 }, { "p": 0.11619624495506287, "m": 1.0 }, { "p": 0.15129496157169342, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.576371967792511, "val_loss": 1.2412358522415161, "acc": 65.2, "time": 10.373572781999883, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.06268086284399033, "m": 1.0 }, { "p": 0.5110808610916138, "m": 1.0 }, { "p": 0.3056837022304535, "m": 1.0 }, { "p": 0.3624979555606842, "m": 1.0 }, { "p": 0.29806312918663025, "m": 1.0 }, { "p": 0.5021376013755798, "m": 1.0 }, { "p": 0.28516870737075806, "m": 1.0 }, { "p": 0.3249676525592804, "m": 1.0 }, { "p": 0.4099627137184143, "m": 1.0 }, { "p": 0.263801246881485, "m": 1.0 }, { "p": 0.5720222592353821, "m": 1.0 }, { "p": 0.5903913974761963, "m": 1.0 }, { "p": 0.1992371678352356, "m": 1.0 }, { "p": 0.1303604245185852, "m": 1.0 }, { "p": 0.17607106268405914, "m": 1.0 }, { "p": 0.1215648353099823, "m": 1.0 }, { "p": 0.15036281943321228, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.09372571110725403, "val_loss": 1.158909797668457, "acc": 66.79, "time": 27.337297959999887, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.09214060753583908, "m": 1.0 }, { "p": 0.45865848660469055, "m": 1.0 }, { "p": 0.3004036545753479, "m": 1.0 }, { "p": 0.384147047996521, "m": 1.0 }, { "p": 0.3071819543838501, "m": 1.0 }, { "p": 0.49933940172195435, "m": 1.0 }, { "p": 0.25944092869758606, "m": 1.0 }, { "p": 0.31791892647743225, "m": 1.0 }, { "p": 0.40664204955101013, "m": 1.0 }, { "p": 0.2688221037387848, "m": 1.0 }, { "p": 0.5798265337944031, "m": 1.0 }, { "p": 0.5822595357894897, "m": 1.0 }, { "p": 0.1875695288181305, "m": 1.0 }, { "p": 0.12821029126644135, "m": 1.0 }, { "p": 0.17088589072227478, "m": 1.0 }, { "p": 0.12351447343826294, "m": 1.0 }, { "p": 0.1510489284992218, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.37896040081977844, "val_loss": 1.1504547595977783, "acc": 65.5, "time": 14.146974059000058, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.10326959192752838, "m": 1.0 }, { "p": 0.4421937167644501, "m": 1.0 }, { "p": 0.2980121076107025, "m": 1.0 }, { "p": 0.39505550265312195, "m": 1.0 }, { "p": 0.31239333748817444, "m": 1.0 }, { "p": 0.4931468069553375, "m": 1.0 }, { "p": 0.2367948591709137, "m": 1.0 }, { "p": 0.305162250995636, "m": 1.0 }, { "p": 0.4085923433303833, "m": 1.0 }, { "p": 0.2792612910270691, "m": 1.0 }, { "p": 0.5777466297149658, "m": 1.0 }, { "p": 0.5625355243682861, "m": 1.0 }, { "p": 0.1705002337694168, "m": 1.0 }, { "p": 0.12342782318592072, "m": 1.0 }, { "p": 0.18784911930561066, "m": 1.0 }, { "p": 0.13551703095436096, "m": 1.0 }, { "p": 0.14948588609695435, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.027875466272234917, "val_loss": 1.216235876083374, "acc": 67.78, "time": 23.510734548999835, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.10674279183149338, "m": 1.0 }, { "p": 0.45654454827308655, "m": 1.0 }, { "p": 0.29328465461730957, "m": 1.0 }, { "p": 0.38621556758880615, "m": 1.0 }, { "p": 0.30483847856521606, "m": 1.0 }, { "p": 0.46280384063720703, "m": 1.0 }, { "p": 0.26121050119400024, "m": 1.0 }, { "p": 0.30405858159065247, "m": 1.0 }, { "p": 0.41407373547554016, "m": 1.0 }, { "p": 0.2712426781654358, "m": 1.0 }, { "p": 0.5725473761558533, "m": 1.0 }, { "p": 0.5535645484924316, "m": 1.0 }, { "p": 0.16163498163223267, "m": 1.0 }, { "p": 0.12033992260694504, "m": 1.0 }, { "p": 0.20394596457481384, "m": 1.0 }, { "p": 0.1490332931280136, "m": 1.0 }, { "p": 0.14655590057373047, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.8403498530387878, "val_loss": 1.2739816904067993, "acc": 66.57, "time": 18.678132375000132, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.11996964365243912, "m": 1.0 }, { "p": 0.44620341062545776, "m": 1.0 }, { "p": 0.2914445698261261, "m": 1.0 }, { "p": 0.381762832403183, "m": 1.0 }, { "p": 0.3002045750617981, "m": 1.0 }, { "p": 0.4423137605190277, "m": 1.0 }, { "p": 0.2873360216617584, "m": 1.0 }, { "p": 0.30667644739151, "m": 1.0 }, { "p": 0.4221911132335663, "m": 1.0 }, { "p": 0.2410775125026703, "m": 1.0 }, { "p": 0.547941267490387, "m": 1.0 }, { "p": 0.5547773838043213, "m": 1.0 }, { "p": 0.15402133762836456, "m": 1.0 }, { "p": 0.11635392904281616, "m": 1.0 }, { "p": 0.20599974691867828, "m": 1.0 }, { "p": 0.1529056876897812, "m": 1.0 }, { "p": 0.14098604023456573, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.5311710834503174, "val_loss": 1.5312635898590088, "acc": 67.57, "time": 18.81355229000019, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14016689360141754, "m": 1.0 }, { "p": 0.40652865171432495, "m": 1.0 }, { "p": 0.2907695770263672, "m": 1.0 }, { "p": 0.36933887004852295, "m": 1.0 }, { "p": 0.27703654766082764, "m": 1.0 }, { "p": 0.4634193480014801, "m": 1.0 }, { "p": 0.31504422426223755, "m": 1.0 }, { "p": 0.29845839738845825, "m": 1.0 }, { "p": 0.4116882085800171, "m": 1.0 }, { "p": 0.21350297331809998, "m": 1.0 }, { "p": 0.5365137457847595, "m": 1.0 }, { "p": 0.5514695048332214, "m": 1.0 }, { "p": 0.15072916448116302, "m": 1.0 }, { "p": 0.1143089011311531, "m": 1.0 }, { "p": 0.20549295842647552, "m": 1.0 }, { "p": 0.1537158042192459, "m": 1.0 }, { "p": 0.1353360414505005, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.847804844379425, "val_loss": 1.0794386863708496, "acc": 65.35, "time": 22.69901121099997, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.1453603059053421, "m": 1.0 }, { "p": 0.3785021901130676, "m": 1.0 }, { "p": 0.288002073764801, "m": 1.0 }, { "p": 0.3660466969013214, "m": 1.0 }, { "p": 0.2663556933403015, "m": 1.0 }, { "p": 0.47676870226860046, "m": 1.0 }, { "p": 0.331280380487442, "m": 1.0 }, { "p": 0.29064109921455383, "m": 1.0 }, { "p": 0.3968481719493866, "m": 1.0 }, { "p": 0.1827465146780014, "m": 1.0 }, { "p": 0.528012216091156, "m": 1.0 }, { "p": 0.5307118892669678, "m": 1.0 }, { "p": 0.15451985597610474, "m": 1.0 }, { "p": 0.12898781895637512, "m": 1.0 }, { "p": 0.19567812979221344, "m": 1.0 }, { "p": 0.15531040728092194, "m": 1.0 }, { "p": 0.13409759104251862, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.09932505339384079, "val_loss": 1.0320472717285156, "acc": 65.61, "time": 14.499131133999981, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14526911079883575, "m": 1.0 }, { "p": 0.3517039716243744, "m": 1.0 }, { "p": 0.28132879734039307, "m": 1.0 }, { "p": 0.3728158175945282, "m": 1.0 }, { "p": 0.2557791471481323, "m": 1.0 }, { "p": 0.49878230690956116, "m": 1.0 }, { "p": 0.3654560148715973, "m": 1.0 }, { "p": 0.27513447403907776, "m": 1.0 }, { "p": 0.3801945447921753, "m": 1.0 }, { "p": 0.1744803488254547, "m": 1.0 }, { "p": 0.5275788903236389, "m": 1.0 }, { "p": 0.5213332772254944, "m": 1.0 }, { "p": 0.1489565521478653, "m": 1.0 }, { "p": 0.13590247929096222, "m": 1.0 }, { "p": 0.19015756249427795, "m": 1.0 }, { "p": 0.1563284695148468, "m": 1.0 }, { "p": 0.13409695029258728, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.5395126938819885, "val_loss": 1.279078722000122, "acc": 65.15, "time": 27.329959203000044, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14387217164039612, "m": 1.0 }, { "p": 0.3510715663433075, "m": 1.0 }, { "p": 0.2856231927871704, "m": 1.0 }, { "p": 0.3716827929019928, "m": 1.0 }, { "p": 0.254239946603775, "m": 1.0 }, { "p": 0.5086637139320374, "m": 1.0 }, { "p": 0.38368716835975647, "m": 1.0 }, { "p": 0.26522761583328247, "m": 1.0 }, { "p": 0.368278443813324, "m": 1.0 }, { "p": 0.17419812083244324, "m": 1.0 }, { "p": 0.5310683250427246, "m": 1.0 }, { "p": 0.5148459672927856, "m": 1.0 }, { "p": 0.11052647978067398, "m": 1.0 }, { "p": 0.1289191097021103, "m": 1.0 }, { "p": 0.1760583072900772, "m": 1.0 }, { "p": 0.15899202227592468, "m": 1.0 }, { "p": 0.13602517545223236, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 0.05359508469700813, "val_loss": 1.29143488407135, "acc": 66.7, "time": 10.773073319000105, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14264801144599915, "m": 1.0 }, { "p": 0.35854852199554443, "m": 1.0 }, { "p": 0.2960397005081177, "m": 1.0 }, { "p": 0.36280032992362976, "m": 1.0 }, { "p": 0.2669939696788788, "m": 1.0 }, { "p": 0.5220435857772827, "m": 1.0 }, { "p": 0.4089162349700928, "m": 1.0 }, { "p": 0.23832520842552185, "m": 1.0 }, { "p": 0.3823806941509247, "m": 1.0 }, { "p": 0.1769096404314041, "m": 1.0 }, { "p": 0.5226197242736816, "m": 1.0 }, { "p": 0.49653491377830505, "m": 1.0 }, { "p": 0.10603605210781097, "m": 1.0 }, { "p": 0.12755103409290314, "m": 1.0 }, { "p": 0.1696399599313736, "m": 1.0 }, { "p": 0.16042973101139069, "m": 1.0 }, { "p": 0.13737443089485168, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.5326421856880188, "val_loss": 1.0756982564926147, "acc": 66.06, "time": 31.616867232999994, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.16023576259613037, "m": 1.0 }, { "p": 0.38050851225852966, "m": 1.0 }, { "p": 0.301428884267807, "m": 1.0 }, { "p": 0.36227989196777344, "m": 1.0 }, { "p": 0.2688850462436676, "m": 1.0 }, { "p": 0.5277166962623596, "m": 1.0 }, { "p": 0.42015236616134644, "m": 1.0 }, { "p": 0.22377915680408478, "m": 1.0 }, { "p": 0.39368578791618347, "m": 1.0 }, { "p": 0.1793750822544098, "m": 1.0 }, { "p": 0.5116179585456848, "m": 1.0 }, { "p": 0.46941065788269043, "m": 1.0 }, { "p": 0.12779882550239563, "m": 1.0 }, { "p": 0.134023055434227, "m": 1.0 }, { "p": 0.13571162521839142, "m": 1.0 }, { "p": 0.16474880278110504, "m": 1.0 }, { "p": 0.14308837056159973, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.30901744961738586, "val_loss": 1.399816870689392, "acc": 67.16, "time": 6.904187416000013, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.17268821597099304, "m": 1.0 }, { "p": 0.39857369661331177, "m": 1.0 }, { "p": 0.30456915497779846, "m": 1.0 }, { "p": 0.3658119738101959, "m": 1.0 }, { "p": 0.2627151310443878, "m": 1.0 }, { "p": 0.5322152972221375, "m": 1.0 }, { "p": 0.41521674394607544, "m": 1.0 }, { "p": 0.20622365176677704, "m": 1.0 }, { "p": 0.40117841958999634, "m": 1.0 }, { "p": 0.14858445525169373, "m": 1.0 }, { "p": 0.514717698097229, "m": 1.0 }, { "p": 0.47045549750328064, "m": 1.0 }, { "p": 0.14561252295970917, "m": 1.0 }, { "p": 0.1298159658908844, "m": 1.0 }, { "p": 0.12187172472476959, "m": 1.0 }, { "p": 0.16672219336032867, "m": 1.0 }, { "p": 0.1462293118238449, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.12560445070266724, "val_loss": 1.1139450073242188, "acc": 66.39, "time": 35.53070379399992, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.15150921046733856, "m": 1.0 }, { "p": 0.3941609859466553, "m": 1.0 }, { "p": 0.2906395494937897, "m": 1.0 }, { "p": 0.36335450410842896, "m": 1.0 }, { "p": 0.26186758279800415, "m": 1.0 }, { "p": 0.5490697026252747, "m": 1.0 }, { "p": 0.4144832193851471, "m": 1.0 }, { "p": 0.19846130907535553, "m": 1.0 }, { "p": 0.40464460849761963, "m": 1.0 }, { "p": 0.1267465204000473, "m": 1.0 }, { "p": 0.5196146368980408, "m": 1.0 }, { "p": 0.480001300573349, "m": 1.0 }, { "p": 0.16435478627681732, "m": 1.0 }, { "p": 0.11312956362962723, "m": 1.0 }, { "p": 0.11348088830709457, "m": 1.0 }, { "p": 0.17578260600566864, "m": 1.0 }, { "p": 0.13782061636447906, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.2256801575422287, "val_loss": 1.2606114149093628, "acc": 66.39, "time": 5.873232929000096, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13867482542991638, "m": 1.0 }, { "p": 0.388894259929657, "m": 1.0 }, { "p": 0.2776471674442291, "m": 1.0 }, { "p": 0.35938307642936707, "m": 1.0 }, { "p": 0.2635154128074646, "m": 1.0 }, { "p": 0.5893639922142029, "m": 1.0 }, { "p": 0.4203466773033142, "m": 1.0 }, { "p": 0.19750413298606873, "m": 1.0 }, { "p": 0.40380600094795227, "m": 1.0 }, { "p": 0.13680613040924072, "m": 1.0 }, { "p": 0.5370417237281799, "m": 1.0 }, { "p": 0.47089317440986633, "m": 1.0 }, { "p": 0.1718776971101761, "m": 1.0 }, { "p": 0.09809023141860962, "m": 1.0 }, { "p": 0.10523403435945511, "m": 1.0 }, { "p": 0.17944207787513733, "m": 1.0 }, { "p": 0.1338028609752655, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.06622614711523056, "val_loss": 1.1741095781326294, "acc": 66.82, "time": 34.58614904900014, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13423025608062744, "m": 1.0 }, { "p": 0.35847362875938416, "m": 1.0 }, { "p": 0.2687326967716217, "m": 1.0 }, { "p": 0.3711751401424408, "m": 1.0 }, { "p": 0.2585699260234833, "m": 1.0 }, { "p": 0.5966449975967407, "m": 1.0 }, { "p": 0.41878339648246765, "m": 1.0 }, { "p": 0.1910623162984848, "m": 1.0 }, { "p": 0.4033117890357971, "m": 1.0 }, { "p": 0.14399076998233795, "m": 1.0 }, { "p": 0.5486412048339844, "m": 1.0 }, { "p": 0.4609401822090149, "m": 1.0 }, { "p": 0.1749732792377472, "m": 1.0 }, { "p": 0.08143285661935806, "m": 1.0 }, { "p": 0.0909193679690361, "m": 1.0 }, { "p": 0.1814836710691452, "m": 1.0 }, { "p": 0.13929879665374756, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.5961208343505859, "val_loss": 1.2984362840652466, "acc": 65.58, "time": 6.302115900999979, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13253699243068695, "m": 1.0 }, { "p": 0.34162428975105286, "m": 1.0 }, { "p": 0.2640647888183594, "m": 1.0 }, { "p": 0.3824281692504883, "m": 1.0 }, { "p": 0.25225260853767395, "m": 1.0 }, { "p": 0.5887787342071533, "m": 1.0 }, { "p": 0.40956684947013855, "m": 1.0 }, { "p": 0.15732723474502563, "m": 1.0 }, { "p": 0.3897193372249603, "m": 1.0 }, { "p": 0.18177708983421326, "m": 1.0 }, { "p": 0.5638454556465149, "m": 1.0 }, { "p": 0.444254070520401, "m": 1.0 }, { "p": 0.18330518901348114, "m": 1.0 }, { "p": 0.06972271203994751, "m": 1.0 }, { "p": 0.0710008442401886, "m": 1.0 }, { "p": 0.18188759684562683, "m": 1.0 }, { "p": 0.13887618482112885, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.1270054429769516, "val_loss": 1.3663032054901123, "acc": 67.37, "time": 31.618944015000125, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08440718054771423, "m": 1.0 }, { "p": 0.3399241864681244, "m": 1.0 }, { "p": 0.24515174329280853, "m": 1.0 }, { "p": 0.36183086037635803, "m": 1.0 }, { "p": 0.2591743469238281, "m": 1.0 }, { "p": 0.5919396281242371, "m": 1.0 }, { "p": 0.39888796210289, "m": 1.0 }, { "p": 0.14304734766483307, "m": 1.0 }, { "p": 0.3772965669631958, "m": 1.0 }, { "p": 0.19919632375240326, "m": 1.0 }, { "p": 0.5716532468795776, "m": 1.0 }, { "p": 0.43378400802612305, "m": 1.0 }, { "p": 0.19010739028453827, "m": 1.0 }, { "p": 0.061066847294569016, "m": 1.0 }, { "p": 0.045090410858392715, "m": 1.0 }, { "p": 0.18116624653339386, "m": 1.0 }, { "p": 0.12548908591270447, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.4767836034297943, "val_loss": 1.2732186317443848, "acc": 66.64, "time": 10.128118244999996, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.0661822259426117, "m": 1.0 }, { "p": 0.3396308422088623, "m": 1.0 }, { "p": 0.2347726672887802, "m": 1.0 }, { "p": 0.34606802463531494, "m": 1.0 }, { "p": 0.26655450463294983, "m": 1.0 }, { "p": 0.5980650186538696, "m": 1.0 }, { "p": 0.38575929403305054, "m": 1.0 }, { "p": 0.1350133866071701, "m": 1.0 }, { "p": 0.33585381507873535, "m": 1.0 }, { "p": 0.19242288172245026, "m": 1.0 }, { "p": 0.5699228048324585, "m": 1.0 }, { "p": 0.47193145751953125, "m": 1.0 }, { "p": 0.2033746987581253, "m": 1.0 }, { "p": 0.03941158577799797, "m": 1.0 }, { "p": 0.03972272574901581, "m": 1.0 }, { "p": 0.17810022830963135, "m": 1.0 }, { "p": 0.12066207081079483, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.03446350619196892, "val_loss": 1.3348675966262817, "acc": 67.64, "time": 27.917060514000013, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.06203589588403702, "m": 1.0 }, { "p": 0.36094704270362854, "m": 1.0 }, { "p": 0.2317911833524704, "m": 1.0 }, { "p": 0.34605592489242554, "m": 1.0 }, { "p": 0.29093581438064575, "m": 1.0 }, { "p": 0.6146280169487, "m": 1.0 }, { "p": 0.384339302778244, "m": 1.0 }, { "p": 0.1254691481590271, "m": 1.0 }, { "p": 0.31343215703964233, "m": 1.0 }, { "p": 0.18751052021980286, "m": 1.0 }, { "p": 0.5688837766647339, "m": 1.0 }, { "p": 0.4942241907119751, "m": 1.0 }, { "p": 0.21183286607265472, "m": 1.0 }, { "p": 0.02185226045548916, "m": 1.0 }, { "p": 0.04135574400424957, "m": 1.0 }, { "p": 0.17337943613529205, "m": 1.0 }, { "p": 0.11967594921588898, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.2182770073413849, "val_loss": 1.3990159034729004, "acc": 66.35, "time": 14.411344664000126, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.08165666460990906, "m": 1.0 }, { "p": 0.373274028301239, "m": 1.0 }, { "p": 0.2307080179452896, "m": 1.0 }, { "p": 0.34712648391723633, "m": 1.0 }, { "p": 0.30709609389305115, "m": 1.0 }, { "p": 0.628153920173645, "m": 1.0 }, { "p": 0.3866937756538391, "m": 1.0 }, { "p": 0.1136353462934494, "m": 1.0 }, { "p": 0.2907605767250061, "m": 1.0 }, { "p": 0.17393286526203156, "m": 1.0 }, { "p": 0.5645651817321777, "m": 1.0 }, { "p": 0.498178631067276, "m": 1.0 }, { "p": 0.21150639653205872, "m": 1.0 }, { "p": 0.006903095170855522, "m": 1.0 }, { "p": 0.07823467254638672, "m": 1.0 }, { "p": 0.155924454331398, "m": 1.0 }, { "p": 0.1311921924352646, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.02760479226708412, "val_loss": 1.2194726467132568, "acc": 67.88, "time": 23.80870403100016, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13673736155033112, "m": 1.0 }, { "p": 0.3986680209636688, "m": 1.0 }, { "p": 0.239931121468544, "m": 1.0 }, { "p": 0.31445732712745667, "m": 1.0 }, { "p": 0.30065521597862244, "m": 1.0 }, { "p": 0.6293160915374756, "m": 1.0 }, { "p": 0.41263896226882935, "m": 1.0 }, { "p": 0.11129511892795563, "m": 1.0 }, { "p": 0.2951469421386719, "m": 1.0 }, { "p": 0.16691447794437408, "m": 1.0 }, { "p": 0.5649604797363281, "m": 1.0 }, { "p": 0.4993622899055481, "m": 1.0 }, { "p": 0.21074368059635162, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11068543791770935, "m": 1.0 }, { "p": 0.13686130940914154, "m": 1.0 }, { "p": 0.15074948966503143, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.6293910145759583, "val_loss": 0.9986563324928284, "acc": 67.37, "time": 18.037706608000008, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14761479198932648, "m": 1.0 }, { "p": 0.39266541600227356, "m": 1.0 }, { "p": 0.2509014904499054, "m": 1.0 }, { "p": 0.2991853654384613, "m": 1.0 }, { "p": 0.2959083020687103, "m": 1.0 }, { "p": 0.6284979581832886, "m": 1.0 }, { "p": 0.43523335456848145, "m": 1.0 }, { "p": 0.11217105388641357, "m": 1.0 }, { "p": 0.31361472606658936, "m": 1.0 }, { "p": 0.1603448987007141, "m": 1.0 }, { "p": 0.5758252739906311, "m": 1.0 }, { "p": 0.4932098984718323, "m": 1.0 }, { "p": 0.22101055085659027, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10032680630683899, "m": 1.0 }, { "p": 0.14984743297100067, "m": 1.0 }, { "p": 0.1473373919725418, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.5650939345359802, "val_loss": 1.180600643157959, "acc": 68.22, "time": 17.659532313, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13840623199939728, "m": 1.0 }, { "p": 0.3547813296318054, "m": 1.0 }, { "p": 0.2930866777896881, "m": 1.0 }, { "p": 0.28342553973197937, "m": 1.0 }, { "p": 0.3317416310310364, "m": 1.0 }, { "p": 0.615741491317749, "m": 1.0 }, { "p": 0.4499042332172394, "m": 1.0 }, { "p": 0.13384303450584412, "m": 1.0 }, { "p": 0.305586576461792, "m": 1.0 }, { "p": 0.14763036370277405, "m": 1.0 }, { "p": 0.5811298489570618, "m": 1.0 }, { "p": 0.4916199743747711, "m": 1.0 }, { "p": 0.22582238912582397, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08917161822319031, "m": 1.0 }, { "p": 0.1650923788547516, "m": 1.0 }, { "p": 0.1373370885848999, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.1208418607711792, "val_loss": 1.1423896551132202, "acc": 65.65, "time": 21.587903244000017, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13037307560443878, "m": 1.0 }, { "p": 0.3345443606376648, "m": 1.0 }, { "p": 0.3092815577983856, "m": 1.0 }, { "p": 0.28221380710601807, "m": 1.0 }, { "p": 0.34859684109687805, "m": 1.0 }, { "p": 0.6085838079452515, "m": 1.0 }, { "p": 0.45743823051452637, "m": 1.0 }, { "p": 0.1529267132282257, "m": 1.0 }, { "p": 0.29049742221832275, "m": 1.0 }, { "p": 0.12982460856437683, "m": 1.0 }, { "p": 0.5855702757835388, "m": 1.0 }, { "p": 0.49518048763275146, "m": 1.0 }, { "p": 0.2041628509759903, "m": 1.0 }, { "p": 0.10411974787712097, "m": 1.0 }, { "p": 0.055910319089889526, "m": 1.0 }, { "p": 0.16257187724113464, "m": 1.0 }, { "p": 0.12934590876102448, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.1088806763291359, "val_loss": 1.142140507698059, "acc": 65.95, "time": 14.218163659999846, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.12375612556934357, "m": 1.0 }, { "p": 0.319756418466568, "m": 1.0 }, { "p": 0.31498152017593384, "m": 1.0 }, { "p": 0.30716532468795776, "m": 1.0 }, { "p": 0.364507257938385, "m": 1.0 }, { "p": 0.5917301177978516, "m": 1.0 }, { "p": 0.4765355587005615, "m": 1.0 }, { "p": 0.16341401636600494, "m": 1.0 }, { "p": 0.3074980080127716, "m": 1.0 }, { "p": 0.10560646653175354, "m": 1.0 }, { "p": 0.5921818614006042, "m": 1.0 }, { "p": 0.49166932702064514, "m": 1.0 }, { "p": 0.19043277204036713, "m": 1.0 }, { "p": 0.15268400311470032, "m": 1.0 }, { "p": 0.0378648117184639, "m": 1.0 }, { "p": 0.15897203981876373, "m": 1.0 }, { "p": 0.1241910457611084, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.36569979786872864, "val_loss": 1.176148533821106, "acc": 65.06, "time": 25.844007696000062, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.13468247652053833, "m": 1.0 }, { "p": 0.3202918767929077, "m": 1.0 }, { "p": 0.31905707716941833, "m": 1.0 }, { "p": 0.32387226819992065, "m": 1.0 }, { "p": 0.37037256360054016, "m": 1.0 }, { "p": 0.5840816497802734, "m": 1.0 }, { "p": 0.48681893944740295, "m": 1.0 }, { "p": 0.168445885181427, "m": 1.0 }, { "p": 0.32553428411483765, "m": 1.0 }, { "p": 0.08260883390903473, "m": 1.0 }, { "p": 0.6009344458580017, "m": 1.0 }, { "p": 0.47935745120048523, "m": 1.0 }, { "p": 0.15795540809631348, "m": 1.0 }, { "p": 0.1677830070257187, "m": 1.0 }, { "p": 0.015043823048472404, "m": 1.0 }, { "p": 0.15450437366962433, "m": 1.0 }, { "p": 0.10301939398050308, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.02586738020181656, "val_loss": 1.2872422933578491, "acc": 67.07, "time": 10.169870532000004, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14567500352859497, "m": 1.0 }, { "p": 0.3254496157169342, "m": 1.0 }, { "p": 0.32298868894577026, "m": 1.0 }, { "p": 0.3459389805793762, "m": 1.0 }, { "p": 0.37087544798851013, "m": 1.0 }, { "p": 0.5153077840805054, "m": 1.0 }, { "p": 0.4826537072658539, "m": 1.0 }, { "p": 0.15545618534088135, "m": 1.0 }, { "p": 0.3532732129096985, "m": 1.0 }, { "p": 0.04146793112158775, "m": 1.0 }, { "p": 0.6120520234107971, "m": 1.0 }, { "p": 0.47927936911582947, "m": 1.0 }, { "p": 0.15230529010295868, "m": 1.0 }, { "p": 0.17585168778896332, "m": 1.0 }, { "p": 0.004935482982546091, "m": 1.0 }, { "p": 0.15222427248954773, "m": 1.0 }, { "p": 0.08883953839540482, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.47595152258872986, "val_loss": 1.2403498888015747, "acc": 66.15, "time": 30.494357212000068, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14432178437709808, "m": 1.0 }, { "p": 0.3465012013912201, "m": 1.0 }, { "p": 0.3420126438140869, "m": 1.0 }, { "p": 0.3596409857273102, "m": 1.0 }, { "p": 0.36300501227378845, "m": 1.0 }, { "p": 0.4924956262111664, "m": 1.0 }, { "p": 0.48040643334388733, "m": 1.0 }, { "p": 0.14776845276355743, "m": 1.0 }, { "p": 0.37049123644828796, "m": 1.0 }, { "p": 0.009393373504281044, "m": 1.0 }, { "p": 0.6224316358566284, "m": 1.0 }, { "p": 0.48523181676864624, "m": 1.0 }, { "p": 0.16579286754131317, "m": 1.0 }, { "p": 0.19017864763736725, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14096613228321075, "m": 1.0 }, { "p": 0.08157587796449661, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.3096245527267456, "val_loss": 1.4367048740386963, "acc": 67.54, "time": 6.818716597000275, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.14205124974250793, "m": 1.0 }, { "p": 0.3641979396343231, "m": 1.0 }, { "p": 0.36315545439720154, "m": 1.0 }, { "p": 0.3714248239994049, "m": 1.0 }, { "p": 0.34192758798599243, "m": 1.0 }, { "p": 0.504369854927063, "m": 1.0 }, { "p": 0.4859907329082489, "m": 1.0 }, { "p": 0.08627229183912277, "m": 1.0 }, { "p": 0.3550136387348175, "m": 1.0 }, { "p": 0.017760317772626877, "m": 1.0 }, { "p": 0.628588080406189, "m": 1.0 }, { "p": 0.4887973368167877, "m": 1.0 }, { "p": 0.18002067506313324, "m": 1.0 }, { "p": 0.1977183073759079, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1357836276292801, "m": 1.0 }, { "p": 0.07843781262636185, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.0848560705780983, "val_loss": 1.1707748174667358, "acc": 67.35, "time": 32.29496607100009, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.12015026062726974, "m": 1.0 }, { "p": 0.36945322155952454, "m": 1.0 }, { "p": 0.38748812675476074, "m": 1.0 }, { "p": 0.385535329580307, "m": 1.0 }, { "p": 0.3268495202064514, "m": 1.0 }, { "p": 0.5075209736824036, "m": 1.0 }, { "p": 0.4906769096851349, "m": 1.0 }, { "p": 0.05782351642847061, "m": 1.0 }, { "p": 0.34508782625198364, "m": 1.0 }, { "p": 0.027473606169223785, "m": 1.0 }, { "p": 0.6320390105247498, "m": 1.0 }, { "p": 0.4911629259586334, "m": 1.0 }, { "p": 0.19691234827041626, "m": 1.0 }, { "p": 0.2050052285194397, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11149419844150543, "m": 1.0 }, { "p": 0.09986267983913422, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.1855122148990631, "val_loss": 1.1357606649398804, "acc": 67.28, "time": 5.7886351239999385, "param": [ { "p": 0.5, "m": 1.0 }, { "p": 0.10792464017868042, "m": 1.0 }, { "p": 0.370994508266449, "m": 1.0 }, { "p": 0.4049912691116333, "m": 1.0 }, { "p": 0.39850160479545593, "m": 1.0 }, { "p": 0.3122989237308502, "m": 1.0 }, { "p": 0.505437433719635, "m": 1.0 }, { "p": 0.5053946375846863, "m": 1.0 }, { "p": 0.030610783025622368, "m": 1.0 }, { "p": 0.3593862056732178, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.6328911185264587, "m": 1.0 }, { "p": 0.4773849546909332, "m": 1.0 }, { "p": 0.19073905050754547, "m": 1.0 }, { "p": 0.2030295878648758, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10322016477584839, "m": 1.0 }, { "p": 0.10994596779346466, "m": 1.0 } ] } ] }