{ "Accuracy": 70.76, "Time": [ 139.49819561957614, 10.720279573003454 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.3326544761657715, "val_loss": 2.258340835571289, "acc": 11.6, "time": 149.61493586597499, "param": [ { "p": 0.02497975528240204, "m": 1.0 }, { "p": 0.05552911013364792, "m": 1.0 }, { "p": 0.1258149892091751, "m": 1.0 }, { "p": 0.11101896315813065, "m": 1.0 }, { "p": 0.13186928629875183, "m": 1.0 }, { "p": 0.06485182046890259, "m": 1.0 }, { "p": 0.12332721054553986, "m": 1.0 }, { "p": 0.05340145528316498, "m": 1.0 }, { "p": 0.025268543511629105, "m": 1.0 }, { "p": 0.05936671793460846, "m": 1.0 }, { "p": 0.07865148037672043, "m": 1.0 }, { "p": 0.03852110356092453, "m": 1.0 }, { "p": 0.10293763875961304, "m": 1.0 }, { "p": 0.0044618891552090645, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.2279226779937744, "val_loss": 2.1484780311584473, "acc": 23.05, "time": 129.3174279910745, "param": [ { "p": 0.16983185708522797, "m": 1.0 }, { "p": 0.0911761075258255, "m": 1.0 }, { "p": 0.08378256112337112, "m": 1.0 }, { "p": 0.03425804525613785, "m": 1.0 }, { "p": 0.0987543985247612, "m": 1.0 }, { "p": 0.03532058373093605, "m": 1.0 }, { "p": 0.08352242410182953, "m": 1.0 }, { "p": 0.07340828329324722, "m": 1.0 }, { "p": 0.04930941015481949, "m": 1.0 }, { "p": 0.03872593864798546, "m": 1.0 }, { "p": 0.15353503823280334, "m": 1.0 }, { "p": 0.02810925431549549, "m": 1.0 }, { "p": 0.020275630056858063, "m": 1.0 }, { "p": 0.039990395307540894, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.2169606685638428, "val_loss": 2.0946502685546875, "acc": 27.75, "time": 149.2499915000517, "param": [ { "p": 0.07241521030664444, "m": 1.0 }, { "p": 0.08434877544641495, "m": 1.0 }, { "p": 0.10085564851760864, "m": 1.0 }, { "p": 0.08251915872097015, "m": 1.0 }, { "p": 0.07111632823944092, "m": 1.0 }, { "p": 0.0672030821442604, "m": 1.0 }, { "p": 0.04068487882614136, "m": 1.0 }, { "p": 0.07052695751190186, "m": 1.0 }, { "p": 0.055655837059020996, "m": 1.0 }, { "p": 0.10351812094449997, "m": 1.0 }, { "p": 0.10422342270612717, "m": 1.0 }, { "p": 0.053374290466308594, "m": 1.0 }, { "p": 0.0767112448811531, "m": 1.0 }, { "p": 0.01684705540537834, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.1454782485961914, "val_loss": 2.046255588531494, "acc": 26.75, "time": 141.82424363004975, "param": [ { "p": 0.0787590816617012, "m": 1.0 }, { "p": 0.06444589793682098, "m": 1.0 }, { "p": 0.08976565301418304, "m": 1.0 }, { "p": 0.06703269481658936, "m": 1.0 }, { "p": 0.06594311445951462, "m": 1.0 }, { "p": 0.07109137624502182, "m": 1.0 }, { "p": 0.07256833463907242, "m": 1.0 }, { "p": 0.09008165448904037, "m": 1.0 }, { "p": 0.07875824719667435, "m": 1.0 }, { "p": 0.045509036630392075, "m": 1.0 }, { "p": 0.0800243616104126, "m": 1.0 }, { "p": 0.07775327563285828, "m": 1.0 }, { "p": 0.07021673023700714, "m": 1.0 }, { "p": 0.048050593584775925, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 2.024280309677124, "val_loss": 1.9244027137756348, "acc": 31.87, "time": 134.13711882196367, "param": [ { "p": 0.08262470364570618, "m": 1.0 }, { "p": 0.06332003325223923, "m": 1.0 }, { "p": 0.08319436758756638, "m": 1.0 }, { "p": 0.10554377734661102, "m": 1.0 }, { "p": 0.03454018384218216, "m": 1.0 }, { "p": 0.047659214586019516, "m": 1.0 }, { "p": 0.12400203198194504, "m": 1.0 }, { "p": 0.057027898728847504, "m": 1.0 }, { "p": 0.06444890052080154, "m": 1.0 }, { "p": 0.07214684039354324, "m": 1.0 }, { "p": 0.1198844462633133, "m": 1.0 }, { "p": 0.06217426434159279, "m": 1.0 }, { "p": 0.05127881467342377, "m": 1.0 }, { "p": 0.03215457871556282, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 2.052280902862549, "val_loss": 1.8318288326263428, "acc": 36.04, "time": 126.5711928360397, "param": [ { "p": 0.10049125552177429, "m": 1.0 }, { "p": 0.06820088624954224, "m": 1.0 }, { "p": 0.0741710290312767, "m": 1.0 }, { "p": 0.06635475158691406, "m": 1.0 }, { "p": 0.03986947610974312, "m": 1.0 }, { "p": 0.06428996473550797, "m": 1.0 }, { "p": 0.08928562700748444, "m": 1.0 }, { "p": 0.07153315097093582, "m": 1.0 }, { "p": 0.07428938895463943, "m": 1.0 }, { "p": 0.07486311346292496, "m": 1.0 }, { "p": 0.07001441717147827, "m": 1.0 }, { "p": 0.0881461501121521, "m": 1.0 }, { "p": 0.06564632058143616, "m": 1.0 }, { "p": 0.05284442752599716, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 2.0581462383270264, "val_loss": 1.8151092529296875, "acc": 35.52, "time": 130.90260018699337, "param": [ { "p": 0.11972271651029587, "m": 1.0 }, { "p": 0.09769805520772934, "m": 1.0 }, { "p": 0.05638560280203819, "m": 1.0 }, { "p": 0.013569164089858532, "m": 1.0 }, { "p": 0.03238198161125183, "m": 1.0 }, { "p": 0.07686938345432281, "m": 1.0 }, { "p": 0.03806329146027565, "m": 1.0 }, { "p": 0.07309329509735107, "m": 1.0 }, { "p": 0.051338981837034225, "m": 1.0 }, { "p": 0.1297580599784851, "m": 1.0 }, { "p": 0.09392973780632019, "m": 1.0 }, { "p": 0.06767579168081284, "m": 1.0 }, { "p": 0.08163050562143326, "m": 1.0 }, { "p": 0.06788328289985657, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 2.0016989707946777, "val_loss": 1.7938016653060913, "acc": 39.79, "time": 142.32458461693022, "param": [ { "p": 0.07975710928440094, "m": 1.0 }, { "p": 0.1009957492351532, "m": 1.0 }, { "p": 0.05758395045995712, "m": 1.0 }, { "p": 0.049031514674425125, "m": 1.0 }, { "p": 0.00042095777462236583, "m": 1.0 }, { "p": 0.05918709188699722, "m": 1.0 }, { "p": 0.05705291032791138, "m": 1.0 }, { "p": 0.07005771994590759, "m": 1.0 }, { "p": 0.06392356008291245, "m": 1.0 }, { "p": 0.11499159038066864, "m": 1.0 }, { "p": 0.10867458581924438, "m": 1.0 }, { "p": 0.07023301720619202, "m": 1.0 }, { "p": 0.09349991381168365, "m": 1.0 }, { "p": 0.07459031045436859, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 2.0042202472686768, "val_loss": 1.6860215663909912, "acc": 39.95, "time": 128.84695776703302, "param": [ { "p": 0.05528983846306801, "m": 1.0 }, { "p": 0.08615712821483612, "m": 1.0 }, { "p": 0.0857786238193512, "m": 1.0 }, { "p": 0.013966542668640614, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07796566188335419, "m": 1.0 }, { "p": 0.10102896392345428, "m": 1.0 }, { "p": 0.06817664951086044, "m": 1.0 }, { "p": 0.08580268919467926, "m": 1.0 }, { "p": 0.11411481350660324, "m": 1.0 }, { "p": 0.09283453226089478, "m": 1.0 }, { "p": 0.04621286690235138, "m": 1.0 }, { "p": 0.0912279337644577, "m": 1.0 }, { "p": 0.08144374936819077, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.9785140752792358, "val_loss": 1.708223819732666, "acc": 37.47, "time": 146.2686540830182, "param": [ { "p": 0.08043292909860611, "m": 1.0 }, { "p": 0.08468632400035858, "m": 1.0 }, { "p": 0.04295552894473076, "m": 1.0 }, { "p": 0.058777958154678345, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11310447007417679, "m": 1.0 }, { "p": 0.06381383538246155, "m": 1.0 }, { "p": 0.04412374645471573, "m": 1.0 }, { "p": 0.06172793731093407, "m": 1.0 }, { "p": 0.06292207539081573, "m": 1.0 }, { "p": 0.1342780888080597, "m": 1.0 }, { "p": 0.11302187293767929, "m": 1.0 }, { "p": 0.08760341256856918, "m": 1.0 }, { "p": 0.0525517575442791, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.8970763683319092, "val_loss": 1.5926334857940674, "acc": 42.31, "time": 148.18940035195556, "param": [ { "p": 0.10696124285459518, "m": 1.0 }, { "p": 0.030954323709011078, "m": 1.0 }, { "p": 0.07052431255578995, "m": 1.0 }, { "p": 0.06302934885025024, "m": 1.0 }, { "p": 0.02643514983355999, "m": 1.0 }, { "p": 0.09370477497577667, "m": 1.0 }, { "p": 0.06593411415815353, "m": 1.0 }, { "p": 0.07960721850395203, "m": 1.0 }, { "p": 0.03427464887499809, "m": 1.0 }, { "p": 0.10213282704353333, "m": 1.0 }, { "p": 0.06281274557113647, "m": 1.0 }, { "p": 0.11471957713365555, "m": 1.0 }, { "p": 0.07675808668136597, "m": 1.0 }, { "p": 0.07215173542499542, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.7850878238677979, "val_loss": 1.6458977460861206, "acc": 42.53, "time": 129.7085970879998, "param": [ { "p": 0.07489808648824692, "m": 1.0 }, { "p": 0.05410631373524666, "m": 1.0 }, { "p": 0.10710682719945908, "m": 1.0 }, { "p": 0.05143686383962631, "m": 1.0 }, { "p": 0.03510262817144394, "m": 1.0 }, { "p": 0.08330926299095154, "m": 1.0 }, { "p": 0.09910137206315994, "m": 1.0 }, { "p": 0.04506621137261391, "m": 1.0 }, { "p": 0.0717388466000557, "m": 1.0 }, { "p": 0.06566323339939117, "m": 1.0 }, { "p": 0.062218837440013885, "m": 1.0 }, { "p": 0.10395415127277374, "m": 1.0 }, { "p": 0.08451943844556808, "m": 1.0 }, { "p": 0.0617779940366745, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.9889373779296875, "val_loss": 1.61724853515625, "acc": 42.13, "time": 126.73136082000565, "param": [ { "p": 0.057377494871616364, "m": 1.0 }, { "p": 0.05867953225970268, "m": 1.0 }, { "p": 0.07646609097719193, "m": 1.0 }, { "p": 0.05030218884348869, "m": 1.0 }, { "p": 0.02175070159137249, "m": 1.0 }, { "p": 0.08388878405094147, "m": 1.0 }, { "p": 0.0867169052362442, "m": 1.0 }, { "p": 0.06725854426622391, "m": 1.0 }, { "p": 0.06939606368541718, "m": 1.0 }, { "p": 0.10262706130743027, "m": 1.0 }, { "p": 0.055940765887498856, "m": 1.0 }, { "p": 0.10755423456430435, "m": 1.0 }, { "p": 0.06557988375425339, "m": 1.0 }, { "p": 0.09646179527044296, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.8242288827896118, "val_loss": 1.7474347352981567, "acc": 43.51, "time": 147.22519254905637, "param": [ { "p": 0.09182867407798767, "m": 1.0 }, { "p": 0.07751799374818802, "m": 1.0 }, { "p": 0.07145514339208603, "m": 1.0 }, { "p": 0.04954948648810387, "m": 1.0 }, { "p": 0.05175795033574104, "m": 1.0 }, { "p": 0.07887459546327591, "m": 1.0 }, { "p": 0.07902251183986664, "m": 1.0 }, { "p": 0.07962889969348907, "m": 1.0 }, { "p": 0.07695066928863525, "m": 1.0 }, { "p": 0.09709996730089188, "m": 1.0 }, { "p": 0.05470763146877289, "m": 1.0 }, { "p": 0.09167027473449707, "m": 1.0 }, { "p": 0.06932403147220612, "m": 1.0 }, { "p": 0.030612286180257797, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 2.0247647762298584, "val_loss": 1.5774177312850952, "acc": 45.42, "time": 127.68204963800963, "param": [ { "p": 0.0944095179438591, "m": 1.0 }, { "p": 0.039135776460170746, "m": 1.0 }, { "p": 0.07503408193588257, "m": 1.0 }, { "p": 0.045866306871175766, "m": 1.0 }, { "p": 0.04982537403702736, "m": 1.0 }, { "p": 0.08774656802415848, "m": 1.0 }, { "p": 0.05935798957943916, "m": 1.0 }, { "p": 0.08665063977241516, "m": 1.0 }, { "p": 0.08536926656961441, "m": 1.0 }, { "p": 0.07921528816223145, "m": 1.0 }, { "p": 0.08901556581258774, "m": 1.0 }, { "p": 0.07752036303281784, "m": 1.0 }, { "p": 0.07362085580825806, "m": 1.0 }, { "p": 0.05723252147436142, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.8027892112731934, "val_loss": 1.3936933279037476, "acc": 45.91, "time": 132.91757041297387, "param": [ { "p": 0.07933969795703888, "m": 1.0 }, { "p": 0.036060675978660583, "m": 1.0 }, { "p": 0.09772007912397385, "m": 1.0 }, { "p": 0.0794120579957962, "m": 1.0 }, { "p": 0.0723889023065567, "m": 1.0 }, { "p": 0.07461993396282196, "m": 1.0 }, { "p": 0.06127382442355156, "m": 1.0 }, { "p": 0.07093285024166107, "m": 1.0 }, { "p": 0.06826381385326385, "m": 1.0 }, { "p": 0.09963912516832352, "m": 1.0 }, { "p": 0.06881367415189743, "m": 1.0 }, { "p": 0.07647184282541275, "m": 1.0 }, { "p": 0.06352793425321579, "m": 1.0 }, { "p": 0.05153556168079376, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.7686914205551147, "val_loss": 1.465430736541748, "acc": 47.76, "time": 132.8373605159577, "param": [ { "p": 0.08919891715049744, "m": 1.0 }, { "p": 0.04844173789024353, "m": 1.0 }, { "p": 0.09924579411745071, "m": 1.0 }, { "p": 0.06351760029792786, "m": 1.0 }, { "p": 0.01795942150056362, "m": 1.0 }, { "p": 0.09140390902757645, "m": 1.0 }, { "p": 0.022662067785859108, "m": 1.0 }, { "p": 0.06859758496284485, "m": 1.0 }, { "p": 0.07848569005727768, "m": 1.0 }, { "p": 0.07501693069934845, "m": 1.0 }, { "p": 0.09009616822004318, "m": 1.0 }, { "p": 0.09721282869577408, "m": 1.0 }, { "p": 0.06817626953125, "m": 1.0 }, { "p": 0.08998510241508484, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.906007170677185, "val_loss": 1.5158005952835083, "acc": 46.41, "time": 151.9841786979232, "param": [ { "p": 0.10282984375953674, "m": 1.0 }, { "p": 0.05273919180035591, "m": 1.0 }, { "p": 0.09220604598522186, "m": 1.0 }, { "p": 0.0820423811674118, "m": 1.0 }, { "p": 0.025459812954068184, "m": 1.0 }, { "p": 0.08353766798973083, "m": 1.0 }, { "p": 0.04918888956308365, "m": 1.0 }, { "p": 0.05532071366906166, "m": 1.0 }, { "p": 0.07130180299282074, "m": 1.0 }, { "p": 0.1314917504787445, "m": 1.0 }, { "p": 0.0641225278377533, "m": 1.0 }, { "p": 0.08215349912643433, "m": 1.0 }, { "p": 0.07411972433328629, "m": 1.0 }, { "p": 0.033486124128103256, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.857533574104309, "val_loss": 1.4076590538024902, "acc": 48.16, "time": 127.6492478789296, "param": [ { "p": 0.11231984198093414, "m": 1.0 }, { "p": 0.01539643481373787, "m": 1.0 }, { "p": 0.13583548367023468, "m": 1.0 }, { "p": 0.0404159352183342, "m": 1.0 }, { "p": 0.035969916731119156, "m": 1.0 }, { "p": 0.10339570790529251, "m": 1.0 }, { "p": 0.07504341751337051, "m": 1.0 }, { "p": 0.11230527609586716, "m": 1.0 }, { "p": 0.03743063285946846, "m": 1.0 }, { "p": 0.10547493398189545, "m": 1.0 }, { "p": 0.0415756031870842, "m": 1.0 }, { "p": 0.10508038103580475, "m": 1.0 }, { "p": 0.060599178075790405, "m": 1.0 }, { "p": 0.01915730908513069, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.9535274505615234, "val_loss": 1.4630752801895142, "acc": 49.04, "time": 131.1417384929955, "param": [ { "p": 0.06942801922559738, "m": 1.0 }, { "p": 0.054946254938840866, "m": 1.0 }, { "p": 0.08561138063669205, "m": 1.0 }, { "p": 0.042968977242708206, "m": 1.0 }, { "p": 0.046144649386405945, "m": 1.0 }, { "p": 0.09949001669883728, "m": 1.0 }, { "p": 0.08771981298923492, "m": 1.0 }, { "p": 0.053291890770196915, "m": 1.0 }, { "p": 0.07966578751802444, "m": 1.0 }, { "p": 0.10337892174720764, "m": 1.0 }, { "p": 0.05665326863527298, "m": 1.0 }, { "p": 0.08237703889608383, "m": 1.0 }, { "p": 0.08598139882087708, "m": 1.0 }, { "p": 0.05234253406524658, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.7317593097686768, "val_loss": 1.5304726362228394, "acc": 47.27, "time": 129.599854944041, "param": [ { "p": 0.06898175179958344, "m": 1.0 }, { "p": 0.07301198691129684, "m": 1.0 }, { "p": 0.07803153991699219, "m": 1.0 }, { "p": 0.06715987622737885, "m": 1.0 }, { "p": 0.038965269923210144, "m": 1.0 }, { "p": 0.08539941161870956, "m": 1.0 }, { "p": 0.08576076477766037, "m": 1.0 }, { "p": 0.04815398156642914, "m": 1.0 }, { "p": 0.06573235988616943, "m": 1.0 }, { "p": 0.09275753051042557, "m": 1.0 }, { "p": 0.05648357421159744, "m": 1.0 }, { "p": 0.07246330380439758, "m": 1.0 }, { "p": 0.10860281437635422, "m": 1.0 }, { "p": 0.05849580094218254, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.7388510704040527, "val_loss": 1.4347422122955322, "acc": 49.34, "time": 146.2955994469812, "param": [ { "p": 0.08120285719633102, "m": 1.0 }, { "p": 0.062062762677669525, "m": 1.0 }, { "p": 0.0737532302737236, "m": 1.0 }, { "p": 0.05810584872961044, "m": 1.0 }, { "p": 0.07130979001522064, "m": 1.0 }, { "p": 0.08227601647377014, "m": 1.0 }, { "p": 0.06271001696586609, "m": 1.0 }, { "p": 0.08005110919475555, "m": 1.0 }, { "p": 0.06925134360790253, "m": 1.0 }, { "p": 0.06548231095075607, "m": 1.0 }, { "p": 0.05762617662549019, "m": 1.0 }, { "p": 0.08671410381793976, "m": 1.0 }, { "p": 0.08598534017801285, "m": 1.0 }, { "p": 0.06346898525953293, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.5799707174301147, "val_loss": 1.4740291833877563, "acc": 47.57, "time": 147.9796609049663, "param": [ { "p": 0.1041107177734375, "m": 1.0 }, { "p": 0.04058999568223953, "m": 1.0 }, { "p": 0.10561905056238174, "m": 1.0 }, { "p": 0.03483515977859497, "m": 1.0 }, { "p": 0.008089622482657433, "m": 1.0 }, { "p": 0.0560883954167366, "m": 1.0 }, { "p": 0.06718982011079788, "m": 1.0 }, { "p": 0.07098536938428879, "m": 1.0 }, { "p": 0.07929497212171555, "m": 1.0 }, { "p": 0.10702251642942429, "m": 1.0 }, { "p": 0.053856417536735535, "m": 1.0 }, { "p": 0.11253602057695389, "m": 1.0 }, { "p": 0.11854313313961029, "m": 1.0 }, { "p": 0.04123890399932861, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.7061775922775269, "val_loss": 1.3838392496109009, "acc": 52.29, "time": 153.60773273091763, "param": [ { "p": 0.08024503290653229, "m": 1.0 }, { "p": 0.0672243982553482, "m": 1.0 }, { "p": 0.09079894423484802, "m": 1.0 }, { "p": 0.06707150489091873, "m": 1.0 }, { "p": 0.03707009553909302, "m": 1.0 }, { "p": 0.08767546713352203, "m": 1.0 }, { "p": 0.07621366530656815, "m": 1.0 }, { "p": 0.07297715544700623, "m": 1.0 }, { "p": 0.05097033828496933, "m": 1.0 }, { "p": 0.07550253719091415, "m": 1.0 }, { "p": 0.05623624846339226, "m": 1.0 }, { "p": 0.09128689765930176, "m": 1.0 }, { "p": 0.09425030648708344, "m": 1.0 }, { "p": 0.05247742310166359, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.51973295211792, "val_loss": 1.2921446561813354, "acc": 53.14, "time": 128.93346728896722, "param": [ { "p": 0.07173321396112442, "m": 1.0 }, { "p": 0.05874277651309967, "m": 1.0 }, { "p": 0.06837578862905502, "m": 1.0 }, { "p": 0.05174781754612923, "m": 1.0 }, { "p": 0.05248837172985077, "m": 1.0 }, { "p": 0.07732202112674713, "m": 1.0 }, { "p": 0.05664784461259842, "m": 1.0 }, { "p": 0.05321531370282173, "m": 1.0 }, { "p": 0.07454920560121536, "m": 1.0 }, { "p": 0.11176352947950363, "m": 1.0 }, { "p": 0.0751163512468338, "m": 1.0 }, { "p": 0.07503924518823624, "m": 1.0 }, { "p": 0.10723871737718582, "m": 1.0 }, { "p": 0.06601972132921219, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.5982705354690552, "val_loss": 1.4261877536773682, "acc": 52.17, "time": 129.15061757096555, "param": [ { "p": 0.053136713802814484, "m": 1.0 }, { "p": 0.07024374604225159, "m": 1.0 }, { "p": 0.09722067415714264, "m": 1.0 }, { "p": 0.0757400244474411, "m": 1.0 }, { "p": 0.053372714668512344, "m": 1.0 }, { "p": 0.07275446504354477, "m": 1.0 }, { "p": 0.08707940578460693, "m": 1.0 }, { "p": 0.06142129749059677, "m": 1.0 }, { "p": 0.07683495432138443, "m": 1.0 }, { "p": 0.07100409269332886, "m": 1.0 }, { "p": 0.06716465950012207, "m": 1.0 }, { "p": 0.08834715187549591, "m": 1.0 }, { "p": 0.07715825736522675, "m": 1.0 }, { "p": 0.04852177947759628, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.7866413593292236, "val_loss": 1.3548592329025269, "acc": 53.16, "time": 143.28547901904676, "param": [ { "p": 0.06558428704738617, "m": 1.0 }, { "p": 0.053996872156858444, "m": 1.0 }, { "p": 0.08118194341659546, "m": 1.0 }, { "p": 0.043650705367326736, "m": 1.0 }, { "p": 0.04739394411444664, "m": 1.0 }, { "p": 0.07877767086029053, "m": 1.0 }, { "p": 0.07590632140636444, "m": 1.0 }, { "p": 0.04032749682664871, "m": 1.0 }, { "p": 0.07456175237894058, "m": 1.0 }, { "p": 0.1046474352478981, "m": 1.0 }, { "p": 0.07118269801139832, "m": 1.0 }, { "p": 0.09453330188989639, "m": 1.0 }, { "p": 0.09859861433506012, "m": 1.0 }, { "p": 0.06965693831443787, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.6174733638763428, "val_loss": 1.2812601327896118, "acc": 54.66, "time": 148.6149397280533, "param": [ { "p": 0.07934888452291489, "m": 1.0 }, { "p": 0.05816096439957619, "m": 1.0 }, { "p": 0.08431721478700638, "m": 1.0 }, { "p": 0.08162176609039307, "m": 1.0 }, { "p": 0.05658917874097824, "m": 1.0 }, { "p": 0.07495251297950745, "m": 1.0 }, { "p": 0.0751497820019722, "m": 1.0 }, { "p": 0.05975039303302765, "m": 1.0 }, { "p": 0.07434912770986557, "m": 1.0 }, { "p": 0.07323379814624786, "m": 1.0 }, { "p": 0.04838717728853226, "m": 1.0 }, { "p": 0.08559942990541458, "m": 1.0 }, { "p": 0.08952398598194122, "m": 1.0 }, { "p": 0.05901574715971947, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.577882170677185, "val_loss": 1.265601634979248, "acc": 54.49, "time": 154.09176830598153, "param": [ { "p": 0.10697814077138901, "m": 1.0 }, { "p": 0.05942871794104576, "m": 1.0 }, { "p": 0.08323419094085693, "m": 1.0 }, { "p": 0.06171413138508797, "m": 1.0 }, { "p": 0.0604822151362896, "m": 1.0 }, { "p": 0.05452959984540939, "m": 1.0 }, { "p": 0.07895045727491379, "m": 1.0 }, { "p": 0.06491588801145554, "m": 1.0 }, { "p": 0.07748277485370636, "m": 1.0 }, { "p": 0.08110897243022919, "m": 1.0 }, { "p": 0.058551184833049774, "m": 1.0 }, { "p": 0.08433393388986588, "m": 1.0 }, { "p": 0.07704264670610428, "m": 1.0 }, { "p": 0.05124719440937042, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.6464486122131348, "val_loss": 1.3630222082138062, "acc": 49.53, "time": 129.39754653093405, "param": [ { "p": 0.07840120792388916, "m": 1.0 }, { "p": 0.06340501457452774, "m": 1.0 }, { "p": 0.05580269917845726, "m": 1.0 }, { "p": 0.07380056381225586, "m": 1.0 }, { "p": 0.03359495475888252, "m": 1.0 }, { "p": 0.0777817964553833, "m": 1.0 }, { "p": 0.08352451026439667, "m": 1.0 }, { "p": 0.07676727324724197, "m": 1.0 }, { "p": 0.062281664460897446, "m": 1.0 }, { "p": 0.10124560445547104, "m": 1.0 }, { "p": 0.07040945440530777, "m": 1.0 }, { "p": 0.08869154006242752, "m": 1.0 }, { "p": 0.08167404681444168, "m": 1.0 }, { "p": 0.05261976271867752, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.6558845043182373, "val_loss": 1.2182408571243286, "acc": 54.96, "time": 131.42908210901078, "param": [ { "p": 0.08114282786846161, "m": 1.0 }, { "p": 0.05735870078206062, "m": 1.0 }, { "p": 0.0810646340250969, "m": 1.0 }, { "p": 0.06635607779026031, "m": 1.0 }, { "p": 0.06995870172977448, "m": 1.0 }, { "p": 0.06336136162281036, "m": 1.0 }, { "p": 0.0914020985364914, "m": 1.0 }, { "p": 0.06317699700593948, "m": 1.0 }, { "p": 0.06566844880580902, "m": 1.0 }, { "p": 0.0813697800040245, "m": 1.0 }, { "p": 0.07187841832637787, "m": 1.0 }, { "p": 0.07617688924074173, "m": 1.0 }, { "p": 0.07686609774827957, "m": 1.0 }, { "p": 0.05421896651387215, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.5300301313400269, "val_loss": 1.3159356117248535, "acc": 54.48, "time": 141.55864598194603, "param": [ { "p": 0.06387144327163696, "m": 1.0 }, { "p": 0.07526662200689316, "m": 1.0 }, { "p": 0.09330404549837112, "m": 1.0 }, { "p": 0.05359051004052162, "m": 1.0 }, { "p": 0.039393093436956406, "m": 1.0 }, { "p": 0.0669582262635231, "m": 1.0 }, { "p": 0.10658112913370132, "m": 1.0 }, { "p": 0.07593593746423721, "m": 1.0 }, { "p": 0.06583744287490845, "m": 1.0 }, { "p": 0.09874313324689865, "m": 1.0 }, { "p": 0.06680222600698471, "m": 1.0 }, { "p": 0.09033537656068802, "m": 1.0 }, { "p": 0.0776306614279747, "m": 1.0 }, { "p": 0.02575005032122135, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.8937913179397583, "val_loss": 1.317722201347351, "acc": 55.16, "time": 135.13038856594358, "param": [ { "p": 0.07452771812677383, "m": 1.0 }, { "p": 0.06155549734830856, "m": 1.0 }, { "p": 0.0904218778014183, "m": 1.0 }, { "p": 0.04670866206288338, "m": 1.0 }, { "p": 0.05853681638836861, "m": 1.0 }, { "p": 0.09264674782752991, "m": 1.0 }, { "p": 0.06493827700614929, "m": 1.0 }, { "p": 0.059846438467502594, "m": 1.0 }, { "p": 0.0824921578168869, "m": 1.0 }, { "p": 0.085106760263443, "m": 1.0 }, { "p": 0.06976806372404099, "m": 1.0 }, { "p": 0.07289715111255646, "m": 1.0 }, { "p": 0.09353917092084885, "m": 1.0 }, { "p": 0.04701469466090202, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.510467767715454, "val_loss": 1.4433612823486328, "acc": 53.56, "time": 161.5422225809889, "param": [ { "p": 0.07392007112503052, "m": 1.0 }, { "p": 0.06397061049938202, "m": 1.0 }, { "p": 0.07936659455299377, "m": 1.0 }, { "p": 0.03493491932749748, "m": 1.0 }, { "p": 0.05587188899517059, "m": 1.0 }, { "p": 0.06103251874446869, "m": 1.0 }, { "p": 0.07049800455570221, "m": 1.0 }, { "p": 0.07693438977003098, "m": 1.0 }, { "p": 0.07654328644275665, "m": 1.0 }, { "p": 0.08365855365991592, "m": 1.0 }, { "p": 0.0867820456624031, "m": 1.0 }, { "p": 0.07702760398387909, "m": 1.0 }, { "p": 0.09764382988214493, "m": 1.0 }, { "p": 0.06181563064455986, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.7591290473937988, "val_loss": 1.3010296821594238, "acc": 55.03, "time": 155.49623888696078, "param": [ { "p": 0.06736573576927185, "m": 1.0 }, { "p": 0.04922914505004883, "m": 1.0 }, { "p": 0.09120897948741913, "m": 1.0 }, { "p": 0.06390689313411713, "m": 1.0 }, { "p": 0.0628618523478508, "m": 1.0 }, { "p": 0.04536130651831627, "m": 1.0 }, { "p": 0.06348752230405807, "m": 1.0 }, { "p": 0.08181397616863251, "m": 1.0 }, { "p": 0.08462901413440704, "m": 1.0 }, { "p": 0.09015558660030365, "m": 1.0 }, { "p": 0.06741679459810257, "m": 1.0 }, { "p": 0.08719906955957413, "m": 1.0 }, { "p": 0.08368634432554245, "m": 1.0 }, { "p": 0.061677686870098114, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.6005719900131226, "val_loss": 1.1652731895446777, "acc": 56.47, "time": 157.77264136599842, "param": [ { "p": 0.07860913127660751, "m": 1.0 }, { "p": 0.06229940801858902, "m": 1.0 }, { "p": 0.07105189561843872, "m": 1.0 }, { "p": 0.03329240158200264, "m": 1.0 }, { "p": 0.0667869970202446, "m": 1.0 }, { "p": 0.06901195645332336, "m": 1.0 }, { "p": 0.09721197932958603, "m": 1.0 }, { "p": 0.07157128304243088, "m": 1.0 }, { "p": 0.05848413333296776, "m": 1.0 }, { "p": 0.06939717382192612, "m": 1.0 }, { "p": 0.07349994778633118, "m": 1.0 }, { "p": 0.10337989777326584, "m": 1.0 }, { "p": 0.08704831451177597, "m": 1.0 }, { "p": 0.05835554748773575, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.5421746969223022, "val_loss": 1.2984226942062378, "acc": 56.75, "time": 152.47249488707166, "param": [ { "p": 0.08113016188144684, "m": 1.0 }, { "p": 0.07800650596618652, "m": 1.0 }, { "p": 0.06783630698919296, "m": 1.0 }, { "p": 0.06382836401462555, "m": 1.0 }, { "p": 0.029582269489765167, "m": 1.0 }, { "p": 0.07250189781188965, "m": 1.0 }, { "p": 0.07496316730976105, "m": 1.0 }, { "p": 0.04002264142036438, "m": 1.0 }, { "p": 0.0808519646525383, "m": 1.0 }, { "p": 0.07000008970499039, "m": 1.0 }, { "p": 0.09027764201164246, "m": 1.0 }, { "p": 0.08985475450754166, "m": 1.0 }, { "p": 0.08550580590963364, "m": 1.0 }, { "p": 0.07563845068216324, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.4315518140792847, "val_loss": 1.2496941089630127, "acc": 56.86, "time": 143.2128350539133, "param": [ { "p": 0.066518634557724, "m": 1.0 }, { "p": 0.056607652455568314, "m": 1.0 }, { "p": 0.11660473048686981, "m": 1.0 }, { "p": 0.0656760185956955, "m": 1.0 }, { "p": 0.07186472415924072, "m": 1.0 }, { "p": 0.0585583858191967, "m": 1.0 }, { "p": 0.04840441048145294, "m": 1.0 }, { "p": 0.06210422143340111, "m": 1.0 }, { "p": 0.06883816421031952, "m": 1.0 }, { "p": 0.10767308622598648, "m": 1.0 }, { "p": 0.08054877072572708, "m": 1.0 }, { "p": 0.08586344122886658, "m": 1.0 }, { "p": 0.05305306613445282, "m": 1.0 }, { "p": 0.05768471956253052, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.58680260181427, "val_loss": 1.139256238937378, "acc": 58.35, "time": 149.5390000710031, "param": [ { "p": 0.08148705214262009, "m": 1.0 }, { "p": 0.0632324293255806, "m": 1.0 }, { "p": 0.07144919037818909, "m": 1.0 }, { "p": 0.05792718380689621, "m": 1.0 }, { "p": 0.05422240123152733, "m": 1.0 }, { "p": 0.05368758738040924, "m": 1.0 }, { "p": 0.08524543046951294, "m": 1.0 }, { "p": 0.08237523585557938, "m": 1.0 }, { "p": 0.07657131552696228, "m": 1.0 }, { "p": 0.06886303424835205, "m": 1.0 }, { "p": 0.0690816193819046, "m": 1.0 }, { "p": 0.08785674721002579, "m": 1.0 }, { "p": 0.08522278815507889, "m": 1.0 }, { "p": 0.06277785450220108, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.5783096551895142, "val_loss": 1.227103590965271, "acc": 58.56, "time": 133.80623004899826, "param": [ { "p": 0.08312199264764786, "m": 1.0 }, { "p": 0.05711070075631142, "m": 1.0 }, { "p": 0.08883833885192871, "m": 1.0 }, { "p": 0.048373814672231674, "m": 1.0 }, { "p": 0.05341864377260208, "m": 1.0 }, { "p": 0.03792440891265869, "m": 1.0 }, { "p": 0.09488596767187119, "m": 1.0 }, { "p": 0.079046331346035, "m": 1.0 }, { "p": 0.05916329845786095, "m": 1.0 }, { "p": 0.08369913697242737, "m": 1.0 }, { "p": 0.07165451347827911, "m": 1.0 }, { "p": 0.09156496077775955, "m": 1.0 }, { "p": 0.0830749049782753, "m": 1.0 }, { "p": 0.06812294572591782, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.6769564151763916, "val_loss": 1.2005164623260498, "acc": 55.72, "time": 129.43757507798728, "param": [ { "p": 0.10209213942289352, "m": 1.0 }, { "p": 0.04539741203188896, "m": 1.0 }, { "p": 0.07529845833778381, "m": 1.0 }, { "p": 0.0818452388048172, "m": 1.0 }, { "p": 0.0719023197889328, "m": 1.0 }, { "p": 0.06399524211883545, "m": 1.0 }, { "p": 0.07644655555486679, "m": 1.0 }, { "p": 0.06736832112073898, "m": 1.0 }, { "p": 0.04779130592942238, "m": 1.0 }, { "p": 0.08635473251342773, "m": 1.0 }, { "p": 0.07376282662153244, "m": 1.0 }, { "p": 0.07553530484437943, "m": 1.0 }, { "p": 0.0861092209815979, "m": 1.0 }, { "p": 0.04610090330243111, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.7009268999099731, "val_loss": 1.1127736568450928, "acc": 58.33, "time": 136.13368268101476, "param": [ { "p": 0.08649751543998718, "m": 1.0 }, { "p": 0.043908439576625824, "m": 1.0 }, { "p": 0.08909330517053604, "m": 1.0 }, { "p": 0.05824730545282364, "m": 1.0 }, { "p": 0.07003182172775269, "m": 1.0 }, { "p": 0.03809202089905739, "m": 1.0 }, { "p": 0.06040878966450691, "m": 1.0 }, { "p": 0.07208526879549026, "m": 1.0 }, { "p": 0.10472243279218674, "m": 1.0 }, { "p": 0.10383418947458267, "m": 1.0 }, { "p": 0.07466768473386765, "m": 1.0 }, { "p": 0.06192496791481972, "m": 1.0 }, { "p": 0.07136021554470062, "m": 1.0 }, { "p": 0.06512599438428879, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.7464901208877563, "val_loss": 1.1278377771377563, "acc": 59.44, "time": 139.24279012496118, "param": [ { "p": 0.0833919420838356, "m": 1.0 }, { "p": 0.06616237014532089, "m": 1.0 }, { "p": 0.09671688079833984, "m": 1.0 }, { "p": 0.05386621132493019, "m": 1.0 }, { "p": 0.053106438368558884, "m": 1.0 }, { "p": 0.06353786587715149, "m": 1.0 }, { "p": 0.059691280126571655, "m": 1.0 }, { "p": 0.06840404868125916, "m": 1.0 }, { "p": 0.08832494169473648, "m": 1.0 }, { "p": 0.07215014845132828, "m": 1.0 }, { "p": 0.07068628817796707, "m": 1.0 }, { "p": 0.07940751314163208, "m": 1.0 }, { "p": 0.08203253149986267, "m": 1.0 }, { "p": 0.0625215619802475, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.7365940809249878, "val_loss": 1.1517987251281738, "acc": 58.27, "time": 136.39142096205615, "param": [ { "p": 0.08975882083177567, "m": 1.0 }, { "p": 0.05120064318180084, "m": 1.0 }, { "p": 0.07213863730430603, "m": 1.0 }, { "p": 0.056195568293333054, "m": 1.0 }, { "p": 0.06372352689504623, "m": 1.0 }, { "p": 0.05887883901596069, "m": 1.0 }, { "p": 0.061432648450136185, "m": 1.0 }, { "p": 0.0802750363945961, "m": 1.0 }, { "p": 0.08229078352451324, "m": 1.0 }, { "p": 0.0667712539434433, "m": 1.0 }, { "p": 0.08458350598812103, "m": 1.0 }, { "p": 0.08117324113845825, "m": 1.0 }, { "p": 0.08909052610397339, "m": 1.0 }, { "p": 0.06248704344034195, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.6700918674468994, "val_loss": 1.1046007871627808, "acc": 58.74, "time": 126.58117502904497, "param": [ { "p": 0.07323039323091507, "m": 1.0 }, { "p": 0.06582233309745789, "m": 1.0 }, { "p": 0.07361472398042679, "m": 1.0 }, { "p": 0.06602352857589722, "m": 1.0 }, { "p": 0.043672237545251846, "m": 1.0 }, { "p": 0.07713644206523895, "m": 1.0 }, { "p": 0.07247236371040344, "m": 1.0 }, { "p": 0.06371418386697769, "m": 1.0 }, { "p": 0.08692450821399689, "m": 1.0 }, { "p": 0.07711728662252426, "m": 1.0 }, { "p": 0.06832118332386017, "m": 1.0 }, { "p": 0.07680120319128036, "m": 1.0 }, { "p": 0.08343184739351273, "m": 1.0 }, { "p": 0.07171767950057983, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.533197283744812, "val_loss": 1.133194088935852, "acc": 59.6, "time": 132.58030870510265, "param": [ { "p": 0.10871106386184692, "m": 1.0 }, { "p": 0.05790546536445618, "m": 1.0 }, { "p": 0.08538329601287842, "m": 1.0 }, { "p": 0.05447230115532875, "m": 1.0 }, { "p": 0.0677604004740715, "m": 1.0 }, { "p": 0.05246499180793762, "m": 1.0 }, { "p": 0.07625667750835419, "m": 1.0 }, { "p": 0.06190216913819313, "m": 1.0 }, { "p": 0.06912941485643387, "m": 1.0 }, { "p": 0.06636877357959747, "m": 1.0 }, { "p": 0.07324216514825821, "m": 1.0 }, { "p": 0.0658426582813263, "m": 1.0 }, { "p": 0.0791950449347496, "m": 1.0 }, { "p": 0.08136553317308426, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.580214023590088, "val_loss": 1.2464816570281982, "acc": 57.19, "time": 127.678834825987, "param": [ { "p": 0.0751185342669487, "m": 1.0 }, { "p": 0.06383631378412247, "m": 1.0 }, { "p": 0.06773089617490768, "m": 1.0 }, { "p": 0.038367971777915955, "m": 1.0 }, { "p": 0.07107789069414139, "m": 1.0 }, { "p": 0.0834478810429573, "m": 1.0 }, { "p": 0.0578383207321167, "m": 1.0 }, { "p": 0.06456455588340759, "m": 1.0 }, { "p": 0.07293551415205002, "m": 1.0 }, { "p": 0.08934934437274933, "m": 1.0 }, { "p": 0.07193968445062637, "m": 1.0 }, { "p": 0.09549901634454727, "m": 1.0 }, { "p": 0.08455155044794083, "m": 1.0 }, { "p": 0.063742496073246, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.5227150917053223, "val_loss": 1.1402668952941895, "acc": 58.81, "time": 127.15577680501156, "param": [ { "p": 0.095472052693367, "m": 1.0 }, { "p": 0.06462229043245316, "m": 1.0 }, { "p": 0.0777842327952385, "m": 1.0 }, { "p": 0.03773846477270126, "m": 1.0 }, { "p": 0.058411307632923126, "m": 1.0 }, { "p": 0.059610508382320404, "m": 1.0 }, { "p": 0.08385924249887466, "m": 1.0 }, { "p": 0.05639433488249779, "m": 1.0 }, { "p": 0.06967175006866455, "m": 1.0 }, { "p": 0.08866753429174423, "m": 1.0 }, { "p": 0.0937766432762146, "m": 1.0 }, { "p": 0.06958138942718506, "m": 1.0 }, { "p": 0.0894739106297493, "m": 1.0 }, { "p": 0.05493634194135666, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.635248064994812, "val_loss": 1.3441060781478882, "acc": 58.7, "time": 145.88429729198106, "param": [ { "p": 0.08860781788825989, "m": 1.0 }, { "p": 0.06309641152620316, "m": 1.0 }, { "p": 0.0678539052605629, "m": 1.0 }, { "p": 0.06751926988363266, "m": 1.0 }, { "p": 0.03956085816025734, "m": 1.0 }, { "p": 0.048066385090351105, "m": 1.0 }, { "p": 0.06854212284088135, "m": 1.0 }, { "p": 0.0899912640452385, "m": 1.0 }, { "p": 0.06123865023255348, "m": 1.0 }, { "p": 0.09351638704538345, "m": 1.0 }, { "p": 0.06729128956794739, "m": 1.0 }, { "p": 0.09635390341281891, "m": 1.0 }, { "p": 0.09072522819042206, "m": 1.0 }, { "p": 0.05763654410839081, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.6695924997329712, "val_loss": 1.0756797790527344, "acc": 59.58, "time": 129.6882022509817, "param": [ { "p": 0.10235071182250977, "m": 1.0 }, { "p": 0.07652001082897186, "m": 1.0 }, { "p": 0.08541224896907806, "m": 1.0 }, { "p": 0.04941428825259209, "m": 1.0 }, { "p": 0.057557351887226105, "m": 1.0 }, { "p": 0.056340429931879044, "m": 1.0 }, { "p": 0.07704731822013855, "m": 1.0 }, { "p": 0.08014479279518127, "m": 1.0 }, { "p": 0.04719821736216545, "m": 1.0 }, { "p": 0.09283150732517242, "m": 1.0 }, { "p": 0.05949890613555908, "m": 1.0 }, { "p": 0.07706882059574127, "m": 1.0 }, { "p": 0.07049398124217987, "m": 1.0 }, { "p": 0.06812142580747604, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.4527547359466553, "val_loss": 1.1817365884780884, "acc": 61.3, "time": 134.83929755503777, "param": [ { "p": 0.0644892156124115, "m": 1.0 }, { "p": 0.0684109777212143, "m": 1.0 }, { "p": 0.09483111649751663, "m": 1.0 }, { "p": 0.0605526864528656, "m": 1.0 }, { "p": 0.06467229872941971, "m": 1.0 }, { "p": 0.08710191398859024, "m": 1.0 }, { "p": 0.06805051863193512, "m": 1.0 }, { "p": 0.07231851667165756, "m": 1.0 }, { "p": 0.08882580697536469, "m": 1.0 }, { "p": 0.06846953183412552, "m": 1.0 }, { "p": 0.07264970242977142, "m": 1.0 }, { "p": 0.0708942711353302, "m": 1.0 }, { "p": 0.06612594425678253, "m": 1.0 }, { "p": 0.05260739475488663, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.6628295183181763, "val_loss": 1.1713191270828247, "acc": 60.21, "time": 129.79946052399464, "param": [ { "p": 0.07318327575922012, "m": 1.0 }, { "p": 0.06645824015140533, "m": 1.0 }, { "p": 0.0769420936703682, "m": 1.0 }, { "p": 0.06273376941680908, "m": 1.0 }, { "p": 0.06741464138031006, "m": 1.0 }, { "p": 0.04976813122630119, "m": 1.0 }, { "p": 0.06919557601213455, "m": 1.0 }, { "p": 0.05762985348701477, "m": 1.0 }, { "p": 0.06567355990409851, "m": 1.0 }, { "p": 0.07659769058227539, "m": 1.0 }, { "p": 0.06548073142766953, "m": 1.0 }, { "p": 0.0998559445142746, "m": 1.0 }, { "p": 0.08074348419904709, "m": 1.0 }, { "p": 0.08832308650016785, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.7040525674819946, "val_loss": 1.0755184888839722, "acc": 60.73, "time": 145.1319586589234, "param": [ { "p": 0.08454668521881104, "m": 1.0 }, { "p": 0.06278903037309647, "m": 1.0 }, { "p": 0.0987766832113266, "m": 1.0 }, { "p": 0.07298219203948975, "m": 1.0 }, { "p": 0.04656628519296646, "m": 1.0 }, { "p": 0.06873287260532379, "m": 1.0 }, { "p": 0.06731732934713364, "m": 1.0 }, { "p": 0.07049989700317383, "m": 1.0 }, { "p": 0.06152269244194031, "m": 1.0 }, { "p": 0.07754141837358475, "m": 1.0 }, { "p": 0.08090012520551682, "m": 1.0 }, { "p": 0.07987132668495178, "m": 1.0 }, { "p": 0.07173000276088715, "m": 1.0 }, { "p": 0.056223440915346146, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.5601458549499512, "val_loss": 1.0592694282531738, "acc": 62.15, "time": 132.96475165104493, "param": [ { "p": 0.08002959936857224, "m": 1.0 }, { "p": 0.050657711923122406, "m": 1.0 }, { "p": 0.09387476742267609, "m": 1.0 }, { "p": 0.051742568612098694, "m": 1.0 }, { "p": 0.06202172115445137, "m": 1.0 }, { "p": 0.057522326707839966, "m": 1.0 }, { "p": 0.08865981549024582, "m": 1.0 }, { "p": 0.06939132511615753, "m": 1.0 }, { "p": 0.0791122242808342, "m": 1.0 }, { "p": 0.09368059039115906, "m": 1.0 }, { "p": 0.062827467918396, "m": 1.0 }, { "p": 0.06410572677850723, "m": 1.0 }, { "p": 0.0895862728357315, "m": 1.0 }, { "p": 0.05678799748420715, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.5242691040039062, "val_loss": 1.0617057085037231, "acc": 61.44, "time": 151.90213053603657, "param": [ { "p": 0.09737922996282578, "m": 1.0 }, { "p": 0.0608457513153553, "m": 1.0 }, { "p": 0.07432789355516434, "m": 1.0 }, { "p": 0.049004748463630676, "m": 1.0 }, { "p": 0.062144841998815536, "m": 1.0 }, { "p": 0.06298904120922089, "m": 1.0 }, { "p": 0.07214615494012833, "m": 1.0 }, { "p": 0.0796085000038147, "m": 1.0 }, { "p": 0.06652981042861938, "m": 1.0 }, { "p": 0.07379187643527985, "m": 1.0 }, { "p": 0.06730452924966812, "m": 1.0 }, { "p": 0.07670408487319946, "m": 1.0 }, { "p": 0.08911527693271637, "m": 1.0 }, { "p": 0.06810829043388367, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.502144455909729, "val_loss": 1.0803660154342651, "acc": 60.11, "time": 142.75017147895414, "param": [ { "p": 0.06364139169454575, "m": 1.0 }, { "p": 0.07258384674787521, "m": 1.0 }, { "p": 0.08180537819862366, "m": 1.0 }, { "p": 0.056010808795690536, "m": 1.0 }, { "p": 0.05701778829097748, "m": 1.0 }, { "p": 0.08421629667282104, "m": 1.0 }, { "p": 0.0909024104475975, "m": 1.0 }, { "p": 0.06832317262887955, "m": 1.0 }, { "p": 0.05435807257890701, "m": 1.0 }, { "p": 0.06970325857400894, "m": 1.0 }, { "p": 0.08089540898799896, "m": 1.0 }, { "p": 0.048267025500535965, "m": 1.0 }, { "p": 0.08272304385900497, "m": 1.0 }, { "p": 0.08955211192369461, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.4800355434417725, "val_loss": 1.13057541847229, "acc": 61.23, "time": 148.61560616304632, "param": [ { "p": 0.08374442905187607, "m": 1.0 }, { "p": 0.07088159024715424, "m": 1.0 }, { "p": 0.09255631268024445, "m": 1.0 }, { "p": 0.04887497425079346, "m": 1.0 }, { "p": 0.047011807560920715, "m": 1.0 }, { "p": 0.06636705994606018, "m": 1.0 }, { "p": 0.07489857077598572, "m": 1.0 }, { "p": 0.05279141291975975, "m": 1.0 }, { "p": 0.06985031068325043, "m": 1.0 }, { "p": 0.08874411880970001, "m": 1.0 }, { "p": 0.06386752426624298, "m": 1.0 }, { "p": 0.09562952071428299, "m": 1.0 }, { "p": 0.07459306716918945, "m": 1.0 }, { "p": 0.07018929719924927, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.6550219058990479, "val_loss": 1.1085237264633179, "acc": 61.6, "time": 156.78582106996328, "param": [ { "p": 0.09549104422330856, "m": 1.0 }, { "p": 0.04576258733868599, "m": 1.0 }, { "p": 0.07774161547422409, "m": 1.0 }, { "p": 0.021879125386476517, "m": 1.0 }, { "p": 0.06850668787956238, "m": 1.0 }, { "p": 0.06735289841890335, "m": 1.0 }, { "p": 0.08160603791475296, "m": 1.0 }, { "p": 0.068759486079216, "m": 1.0 }, { "p": 0.06457188725471497, "m": 1.0 }, { "p": 0.07872997224330902, "m": 1.0 }, { "p": 0.06025075912475586, "m": 1.0 }, { "p": 0.08009175211191177, "m": 1.0 }, { "p": 0.09940406680107117, "m": 1.0 }, { "p": 0.08985206484794617, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.6836059093475342, "val_loss": 1.11715829372406, "acc": 61.99, "time": 156.86129981605336, "param": [ { "p": 0.07313372194766998, "m": 1.0 }, { "p": 0.06379960477352142, "m": 1.0 }, { "p": 0.09379646927118301, "m": 1.0 }, { "p": 0.054774217307567596, "m": 1.0 }, { "p": 0.07311472296714783, "m": 1.0 }, { "p": 0.05061850696802139, "m": 1.0 }, { "p": 0.06653349846601486, "m": 1.0 }, { "p": 0.07937914878129959, "m": 1.0 }, { "p": 0.05970529094338417, "m": 1.0 }, { "p": 0.0664711594581604, "m": 1.0 }, { "p": 0.06974285840988159, "m": 1.0 }, { "p": 0.08693499118089676, "m": 1.0 }, { "p": 0.08314326405525208, "m": 1.0 }, { "p": 0.07885248959064484, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.4588782787322998, "val_loss": 1.1115005016326904, "acc": 61.72, "time": 155.72444120806176, "param": [ { "p": 0.06757847219705582, "m": 1.0 }, { "p": 0.05553954094648361, "m": 1.0 }, { "p": 0.09847868233919144, "m": 1.0 }, { "p": 0.06948668509721756, "m": 1.0 }, { "p": 0.04421268776059151, "m": 1.0 }, { "p": 0.07962151616811752, "m": 1.0 }, { "p": 0.08119706064462662, "m": 1.0 }, { "p": 0.06568845361471176, "m": 1.0 }, { "p": 0.06780637800693512, "m": 1.0 }, { "p": 0.05477386713027954, "m": 1.0 }, { "p": 0.0843382328748703, "m": 1.0 }, { "p": 0.08368398994207382, "m": 1.0 }, { "p": 0.07885021716356277, "m": 1.0 }, { "p": 0.06874416768550873, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.400972604751587, "val_loss": 1.0692660808563232, "acc": 61.16, "time": 154.13924960198347, "param": [ { "p": 0.10860200226306915, "m": 1.0 }, { "p": 0.06089072301983833, "m": 1.0 }, { "p": 0.0697065070271492, "m": 1.0 }, { "p": 0.04364311322569847, "m": 1.0 }, { "p": 0.06010610610246658, "m": 1.0 }, { "p": 0.07889172434806824, "m": 1.0 }, { "p": 0.05387378856539726, "m": 1.0 }, { "p": 0.07693048566579819, "m": 1.0 }, { "p": 0.07608222216367722, "m": 1.0 }, { "p": 0.06979034841060638, "m": 1.0 }, { "p": 0.07990238070487976, "m": 1.0 }, { "p": 0.06926804780960083, "m": 1.0 }, { "p": 0.08481857180595398, "m": 1.0 }, { "p": 0.0674939826130867, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.5577267408370972, "val_loss": 1.1377291679382324, "acc": 62.05, "time": 165.06619171903003, "param": [ { "p": 0.07149697840213776, "m": 1.0 }, { "p": 0.06796512752771378, "m": 1.0 }, { "p": 0.08524707704782486, "m": 1.0 }, { "p": 0.05451662093400955, "m": 1.0 }, { "p": 0.05211237445473671, "m": 1.0 }, { "p": 0.06918171048164368, "m": 1.0 }, { "p": 0.07640469819307327, "m": 1.0 }, { "p": 0.06651795655488968, "m": 1.0 }, { "p": 0.07639526575803757, "m": 1.0 }, { "p": 0.0833844393491745, "m": 1.0 }, { "p": 0.08105464279651642, "m": 1.0 }, { "p": 0.07066536694765091, "m": 1.0 }, { "p": 0.07725986838340759, "m": 1.0 }, { "p": 0.06779784709215164, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.2313281297683716, "val_loss": 0.9928181171417236, "acc": 63.33, "time": 155.70544524898287, "param": [ { "p": 0.07455235719680786, "m": 1.0 }, { "p": 0.06109302118420601, "m": 1.0 }, { "p": 0.08464811742305756, "m": 1.0 }, { "p": 0.06408488005399704, "m": 1.0 }, { "p": 0.06178971007466316, "m": 1.0 }, { "p": 0.06351834535598755, "m": 1.0 }, { "p": 0.06338594108819962, "m": 1.0 }, { "p": 0.0522279366850853, "m": 1.0 }, { "p": 0.07070218026638031, "m": 1.0 }, { "p": 0.090863898396492, "m": 1.0 }, { "p": 0.0912465900182724, "m": 1.0 }, { "p": 0.06407768279314041, "m": 1.0 }, { "p": 0.09430646151304245, "m": 1.0 }, { "p": 0.06350284069776535, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.4954617023468018, "val_loss": 1.0664713382720947, "acc": 63.12, "time": 127.73750889196526, "param": [ { "p": 0.06572478264570236, "m": 1.0 }, { "p": 0.072644904255867, "m": 1.0 }, { "p": 0.09333156049251556, "m": 1.0 }, { "p": 0.05193657428026199, "m": 1.0 }, { "p": 0.05255836248397827, "m": 1.0 }, { "p": 0.0728055089712143, "m": 1.0 }, { "p": 0.07276080548763275, "m": 1.0 }, { "p": 0.079716257750988, "m": 1.0 }, { "p": 0.062067922204732895, "m": 1.0 }, { "p": 0.07571844756603241, "m": 1.0 }, { "p": 0.08624541014432907, "m": 1.0 }, { "p": 0.051270704716444016, "m": 1.0 }, { "p": 0.08989459276199341, "m": 1.0 }, { "p": 0.073324054479599, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.4960039854049683, "val_loss": 0.9371634721755981, "acc": 64.18, "time": 128.95144336496014, "param": [ { "p": 0.0753471627831459, "m": 1.0 }, { "p": 0.06793054938316345, "m": 1.0 }, { "p": 0.07551594823598862, "m": 1.0 }, { "p": 0.07821307331323624, "m": 1.0 }, { "p": 0.0637194812297821, "m": 1.0 }, { "p": 0.06754370778799057, "m": 1.0 }, { "p": 0.06022040173411369, "m": 1.0 }, { "p": 0.06380132585763931, "m": 1.0 }, { "p": 0.06504351645708084, "m": 1.0 }, { "p": 0.07869771867990494, "m": 1.0 }, { "p": 0.07809801399707794, "m": 1.0 }, { "p": 0.06765303015708923, "m": 1.0 }, { "p": 0.08339039236307144, "m": 1.0 }, { "p": 0.07482574135065079, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.4507217407226562, "val_loss": 1.0254124402999878, "acc": 63.76, "time": 134.92997128504794, "param": [ { "p": 0.07646455615758896, "m": 1.0 }, { "p": 0.08020275831222534, "m": 1.0 }, { "p": 0.07419951260089874, "m": 1.0 }, { "p": 0.08140653371810913, "m": 1.0 }, { "p": 0.07302640378475189, "m": 1.0 }, { "p": 0.07203055173158646, "m": 1.0 }, { "p": 0.04212525859475136, "m": 1.0 }, { "p": 0.08639536052942276, "m": 1.0 }, { "p": 0.07347217202186584, "m": 1.0 }, { "p": 0.06772126257419586, "m": 1.0 }, { "p": 0.06926850229501724, "m": 1.0 }, { "p": 0.08378331363201141, "m": 1.0 }, { "p": 0.0648026093840599, "m": 1.0 }, { "p": 0.05510120093822479, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.4791287183761597, "val_loss": 1.0930618047714233, "acc": 61.84, "time": 133.48920351697598, "param": [ { "p": 0.08926107734441757, "m": 1.0 }, { "p": 0.07830632477998734, "m": 1.0 }, { "p": 0.08184655755758286, "m": 1.0 }, { "p": 0.057540588080883026, "m": 1.0 }, { "p": 0.08300520479679108, "m": 1.0 }, { "p": 0.06941483914852142, "m": 1.0 }, { "p": 0.06106879934668541, "m": 1.0 }, { "p": 0.07172934710979462, "m": 1.0 }, { "p": 0.07782700657844543, "m": 1.0 }, { "p": 0.06384532898664474, "m": 1.0 }, { "p": 0.058557577431201935, "m": 1.0 }, { "p": 0.0760195329785347, "m": 1.0 }, { "p": 0.07086268067359924, "m": 1.0 }, { "p": 0.06071515381336212, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.6253679990768433, "val_loss": 1.055765986442566, "acc": 62.67, "time": 160.896414063056, "param": [ { "p": 0.08152680844068527, "m": 1.0 }, { "p": 0.06184864044189453, "m": 1.0 }, { "p": 0.09990247339010239, "m": 1.0 }, { "p": 0.05628254637122154, "m": 1.0 }, { "p": 0.05847436562180519, "m": 1.0 }, { "p": 0.06345177441835403, "m": 1.0 }, { "p": 0.050810329616069794, "m": 1.0 }, { "p": 0.0709492564201355, "m": 1.0 }, { "p": 0.08448714017868042, "m": 1.0 }, { "p": 0.06256910413503647, "m": 1.0 }, { "p": 0.06946898251771927, "m": 1.0 }, { "p": 0.06600500643253326, "m": 1.0 }, { "p": 0.09264450520277023, "m": 1.0 }, { "p": 0.08157901465892792, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.5300960540771484, "val_loss": 1.135974645614624, "acc": 63.74, "time": 160.87067804695107, "param": [ { "p": 0.08736099302768707, "m": 1.0 }, { "p": 0.06234975531697273, "m": 1.0 }, { "p": 0.08397240191698074, "m": 1.0 }, { "p": 0.06478537619113922, "m": 1.0 }, { "p": 0.06029840558767319, "m": 1.0 }, { "p": 0.07078062742948532, "m": 1.0 }, { "p": 0.06313882023096085, "m": 1.0 }, { "p": 0.0705450102686882, "m": 1.0 }, { "p": 0.055860456079244614, "m": 1.0 }, { "p": 0.08222921937704086, "m": 1.0 }, { "p": 0.06850112974643707, "m": 1.0 }, { "p": 0.07900712639093399, "m": 1.0 }, { "p": 0.07232776284217834, "m": 1.0 }, { "p": 0.07884292304515839, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.5154176950454712, "val_loss": 0.9180117845535278, "acc": 63.45, "time": 131.99310613202397, "param": [ { "p": 0.054132506251335144, "m": 1.0 }, { "p": 0.060358427464962006, "m": 1.0 }, { "p": 0.08254969120025635, "m": 1.0 }, { "p": 0.0507345050573349, "m": 1.0 }, { "p": 0.055949777364730835, "m": 1.0 }, { "p": 0.07575872540473938, "m": 1.0 }, { "p": 0.06622366607189178, "m": 1.0 }, { "p": 0.056207623332738876, "m": 1.0 }, { "p": 0.06247323378920555, "m": 1.0 }, { "p": 0.09295161813497543, "m": 1.0 }, { "p": 0.08116885274648666, "m": 1.0 }, { "p": 0.08475484699010849, "m": 1.0 }, { "p": 0.08579187095165253, "m": 1.0 }, { "p": 0.09094470739364624, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.568715214729309, "val_loss": 0.9931135177612305, "acc": 63.27, "time": 131.2862536329776, "param": [ { "p": 0.07225215435028076, "m": 1.0 }, { "p": 0.07306242734193802, "m": 1.0 }, { "p": 0.06805121898651123, "m": 1.0 }, { "p": 0.06678062677383423, "m": 1.0 }, { "p": 0.0524580143392086, "m": 1.0 }, { "p": 0.06776759028434753, "m": 1.0 }, { "p": 0.06520569324493408, "m": 1.0 }, { "p": 0.07130136340856552, "m": 1.0 }, { "p": 0.07650099694728851, "m": 1.0 }, { "p": 0.0698983445763588, "m": 1.0 }, { "p": 0.07473105192184448, "m": 1.0 }, { "p": 0.0832187831401825, "m": 1.0 }, { "p": 0.0869290679693222, "m": 1.0 }, { "p": 0.0718427300453186, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.6165789365768433, "val_loss": 0.9759117364883423, "acc": 63.36, "time": 134.66928542300593, "param": [ { "p": 0.07640258222818375, "m": 1.0 }, { "p": 0.07644592970609665, "m": 1.0 }, { "p": 0.05320429429411888, "m": 1.0 }, { "p": 0.05874374508857727, "m": 1.0 }, { "p": 0.06322856992483139, "m": 1.0 }, { "p": 0.07341744750738144, "m": 1.0 }, { "p": 0.0773187056183815, "m": 1.0 }, { "p": 0.05230039358139038, "m": 1.0 }, { "p": 0.07896443456411362, "m": 1.0 }, { "p": 0.08673762530088425, "m": 1.0 }, { "p": 0.0571218878030777, "m": 1.0 }, { "p": 0.08600527048110962, "m": 1.0 }, { "p": 0.08335116505622864, "m": 1.0 }, { "p": 0.07675792276859283, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.4214839935302734, "val_loss": 0.9401597380638123, "acc": 64.68, "time": 130.14255016995594, "param": [ { "p": 0.09220602363348007, "m": 1.0 }, { "p": 0.06715322285890579, "m": 1.0 }, { "p": 0.06576328724622726, "m": 1.0 }, { "p": 0.06785766035318375, "m": 1.0 }, { "p": 0.07549113035202026, "m": 1.0 }, { "p": 0.06770805269479752, "m": 1.0 }, { "p": 0.07660682499408722, "m": 1.0 }, { "p": 0.05905432999134064, "m": 1.0 }, { "p": 0.058635372668504715, "m": 1.0 }, { "p": 0.07300786674022675, "m": 1.0 }, { "p": 0.08227469027042389, "m": 1.0 }, { "p": 0.06708111613988876, "m": 1.0 }, { "p": 0.08161039650440216, "m": 1.0 }, { "p": 0.06555000692605972, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.1886777877807617, "val_loss": 1.0456337928771973, "acc": 64.39, "time": 129.49246632494032, "param": [ { "p": 0.0683683305978775, "m": 1.0 }, { "p": 0.07361837476491928, "m": 1.0 }, { "p": 0.07984559237957001, "m": 1.0 }, { "p": 0.05691790208220482, "m": 1.0 }, { "p": 0.07126926630735397, "m": 1.0 }, { "p": 0.048379331827163696, "m": 1.0 }, { "p": 0.06396985799074173, "m": 1.0 }, { "p": 0.05582320690155029, "m": 1.0 }, { "p": 0.06227145344018936, "m": 1.0 }, { "p": 0.09165758639574051, "m": 1.0 }, { "p": 0.07899771630764008, "m": 1.0 }, { "p": 0.09091096371412277, "m": 1.0 }, { "p": 0.09085233509540558, "m": 1.0 }, { "p": 0.06711813062429428, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.6340937614440918, "val_loss": 0.9721813201904297, "acc": 63.99, "time": 129.69531923695467, "param": [ { "p": 0.07451201230287552, "m": 1.0 }, { "p": 0.052362412214279175, "m": 1.0 }, { "p": 0.06922394782304764, "m": 1.0 }, { "p": 0.06327838450670242, "m": 1.0 }, { "p": 0.0655786395072937, "m": 1.0 }, { "p": 0.06305710226297379, "m": 1.0 }, { "p": 0.08642309904098511, "m": 1.0 }, { "p": 0.06996547430753708, "m": 1.0 }, { "p": 0.0559031181037426, "m": 1.0 }, { "p": 0.08674827218055725, "m": 1.0 }, { "p": 0.09290356934070587, "m": 1.0 }, { "p": 0.07783448696136475, "m": 1.0 }, { "p": 0.08637868613004684, "m": 1.0 }, { "p": 0.05583084747195244, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.5136100053787231, "val_loss": 1.054580807685852, "acc": 63.4, "time": 158.8612744139973, "param": [ { "p": 0.07266368716955185, "m": 1.0 }, { "p": 0.08285923302173615, "m": 1.0 }, { "p": 0.07903572916984558, "m": 1.0 }, { "p": 0.056447722017765045, "m": 1.0 }, { "p": 0.04666151478886604, "m": 1.0 }, { "p": 0.05453798174858093, "m": 1.0 }, { "p": 0.058638796210289, "m": 1.0 }, { "p": 0.07287730276584625, "m": 1.0 }, { "p": 0.07185753434896469, "m": 1.0 }, { "p": 0.06845881789922714, "m": 1.0 }, { "p": 0.08393651247024536, "m": 1.0 }, { "p": 0.10229804366827011, "m": 1.0 }, { "p": 0.08053039014339447, "m": 1.0 }, { "p": 0.06919675320386887, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.2802128791809082, "val_loss": 0.9324390888214111, "acc": 64.37, "time": 154.68678691796958, "param": [ { "p": 0.08163250237703323, "m": 1.0 }, { "p": 0.06304007768630981, "m": 1.0 }, { "p": 0.08247169107198715, "m": 1.0 }, { "p": 0.06135619059205055, "m": 1.0 }, { "p": 0.07918208092451096, "m": 1.0 }, { "p": 0.06111948937177658, "m": 1.0 }, { "p": 0.07630513608455658, "m": 1.0 }, { "p": 0.061671458184719086, "m": 1.0 }, { "p": 0.07497710734605789, "m": 1.0 }, { "p": 0.06520422548055649, "m": 1.0 }, { "p": 0.06217049062252045, "m": 1.0 }, { "p": 0.08269103616476059, "m": 1.0 }, { "p": 0.06964126974344254, "m": 1.0 }, { "p": 0.07853727042675018, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.2834910154342651, "val_loss": 1.0102463960647583, "acc": 64.16, "time": 159.37593056994956, "param": [ { "p": 0.08346264809370041, "m": 1.0 }, { "p": 0.06265819072723389, "m": 1.0 }, { "p": 0.08925727754831314, "m": 1.0 }, { "p": 0.05850645899772644, "m": 1.0 }, { "p": 0.06719040870666504, "m": 1.0 }, { "p": 0.057305555790662766, "m": 1.0 }, { "p": 0.04392402246594429, "m": 1.0 }, { "p": 0.0846257284283638, "m": 1.0 }, { "p": 0.08992399275302887, "m": 1.0 }, { "p": 0.0697542354464531, "m": 1.0 }, { "p": 0.0672779306769371, "m": 1.0 }, { "p": 0.07053406536579132, "m": 1.0 }, { "p": 0.08700402081012726, "m": 1.0 }, { "p": 0.068575419485569, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.2715507745742798, "val_loss": 0.954806923866272, "acc": 65.23, "time": 156.18937072798144, "param": [ { "p": 0.08419196307659149, "m": 1.0 }, { "p": 0.056631769984960556, "m": 1.0 }, { "p": 0.09781996160745621, "m": 1.0 }, { "p": 0.0490683913230896, "m": 1.0 }, { "p": 0.04111962392926216, "m": 1.0 }, { "p": 0.0676029771566391, "m": 1.0 }, { "p": 0.06321734935045242, "m": 1.0 }, { "p": 0.051690950989723206, "m": 1.0 }, { "p": 0.044261377304792404, "m": 1.0 }, { "p": 0.07590454816818237, "m": 1.0 }, { "p": 0.10334400832653046, "m": 1.0 }, { "p": 0.09159998595714569, "m": 1.0 }, { "p": 0.1074199378490448, "m": 1.0 }, { "p": 0.06612715125083923, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.5131756067276, "val_loss": 1.0317003726959229, "acc": 65.78, "time": 157.81697179505136, "param": [ { "p": 0.09095952659845352, "m": 1.0 }, { "p": 0.053005192428827286, "m": 1.0 }, { "p": 0.08041344583034515, "m": 1.0 }, { "p": 0.04945012927055359, "m": 1.0 }, { "p": 0.07789590209722519, "m": 1.0 }, { "p": 0.07317566871643066, "m": 1.0 }, { "p": 0.06506632268428802, "m": 1.0 }, { "p": 0.06036476418375969, "m": 1.0 }, { "p": 0.088177390396595, "m": 1.0 }, { "p": 0.0561402253806591, "m": 1.0 }, { "p": 0.09040744602680206, "m": 1.0 }, { "p": 0.0819171890616417, "m": 1.0 }, { "p": 0.0735543966293335, "m": 1.0 }, { "p": 0.05947241559624672, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.4773588180541992, "val_loss": 0.9625199437141418, "acc": 65.28, "time": 146.3007680149749, "param": [ { "p": 0.07921481132507324, "m": 1.0 }, { "p": 0.04436696320772171, "m": 1.0 }, { "p": 0.09357627481222153, "m": 1.0 }, { "p": 0.0597609281539917, "m": 1.0 }, { "p": 0.06386447697877884, "m": 1.0 }, { "p": 0.07919742912054062, "m": 1.0 }, { "p": 0.06124160438776016, "m": 1.0 }, { "p": 0.07841058820486069, "m": 1.0 }, { "p": 0.05929180979728699, "m": 1.0 }, { "p": 0.07932381331920624, "m": 1.0 }, { "p": 0.084275983273983, "m": 1.0 }, { "p": 0.07727260142564774, "m": 1.0 }, { "p": 0.07975377142429352, "m": 1.0 }, { "p": 0.06044894829392433, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.411926507949829, "val_loss": 0.9701581597328186, "acc": 64.92, "time": 149.50726055097766, "param": [ { "p": 0.07857482880353928, "m": 1.0 }, { "p": 0.05576120316982269, "m": 1.0 }, { "p": 0.06800664961338043, "m": 1.0 }, { "p": 0.06791607290506363, "m": 1.0 }, { "p": 0.07278943061828613, "m": 1.0 }, { "p": 0.057461511343717575, "m": 1.0 }, { "p": 0.07621225714683533, "m": 1.0 }, { "p": 0.05836813524365425, "m": 1.0 }, { "p": 0.07171102613210678, "m": 1.0 }, { "p": 0.08970432728528976, "m": 1.0 }, { "p": 0.08001583814620972, "m": 1.0 }, { "p": 0.0765974149107933, "m": 1.0 }, { "p": 0.07492679357528687, "m": 1.0 }, { "p": 0.07195457816123962, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.278707504272461, "val_loss": 0.9221843481063843, "acc": 65.67, "time": 129.243388705072, "param": [ { "p": 0.09797749668359756, "m": 1.0 }, { "p": 0.03309377282857895, "m": 1.0 }, { "p": 0.08620810508728027, "m": 1.0 }, { "p": 0.062263499945402145, "m": 1.0 }, { "p": 0.06537065654993057, "m": 1.0 }, { "p": 0.0357692651450634, "m": 1.0 }, { "p": 0.08034148067235947, "m": 1.0 }, { "p": 0.07394110411405563, "m": 1.0 }, { "p": 0.08108188956975937, "m": 1.0 }, { "p": 0.07677114754915237, "m": 1.0 }, { "p": 0.07555905729532242, "m": 1.0 }, { "p": 0.0855761244893074, "m": 1.0 }, { "p": 0.09730149060487747, "m": 1.0 }, { "p": 0.04874495416879654, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.514485478401184, "val_loss": 1.0297236442565918, "acc": 66.26, "time": 133.394894459052, "param": [ { "p": 0.08214761316776276, "m": 1.0 }, { "p": 0.05477657541632652, "m": 1.0 }, { "p": 0.09163760393857956, "m": 1.0 }, { "p": 0.035693276673555374, "m": 1.0 }, { "p": 0.06082475557923317, "m": 1.0 }, { "p": 0.06476201862096786, "m": 1.0 }, { "p": 0.0715077742934227, "m": 1.0 }, { "p": 0.07086220383644104, "m": 1.0 }, { "p": 0.05794382095336914, "m": 1.0 }, { "p": 0.07683049142360687, "m": 1.0 }, { "p": 0.08371977508068085, "m": 1.0 }, { "p": 0.0993218868970871, "m": 1.0 }, { "p": 0.08307882398366928, "m": 1.0 }, { "p": 0.06689339876174927, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.4249584674835205, "val_loss": 0.9552111029624939, "acc": 65.92, "time": 151.70052186900284, "param": [ { "p": 0.07866114377975464, "m": 1.0 }, { "p": 0.06378800421953201, "m": 1.0 }, { "p": 0.08690120279788971, "m": 1.0 }, { "p": 0.0701541006565094, "m": 1.0 }, { "p": 0.056669048964977264, "m": 1.0 }, { "p": 0.06382131576538086, "m": 1.0 }, { "p": 0.06430971622467041, "m": 1.0 }, { "p": 0.041035208851099014, "m": 1.0 }, { "p": 0.08033198863267899, "m": 1.0 }, { "p": 0.08856985718011856, "m": 1.0 }, { "p": 0.06300409883260727, "m": 1.0 }, { "p": 0.08569305390119553, "m": 1.0 }, { "p": 0.07783927023410797, "m": 1.0 }, { "p": 0.07922206819057465, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.5693607330322266, "val_loss": 0.8805016875267029, "acc": 65.78, "time": 138.64990553201642, "param": [ { "p": 0.09290159493684769, "m": 1.0 }, { "p": 0.03451048582792282, "m": 1.0 }, { "p": 0.07649428397417068, "m": 1.0 }, { "p": 0.05334391072392464, "m": 1.0 }, { "p": 0.05286956951022148, "m": 1.0 }, { "p": 0.07629043608903885, "m": 1.0 }, { "p": 0.07535301148891449, "m": 1.0 }, { "p": 0.06094828620553017, "m": 1.0 }, { "p": 0.07902941852807999, "m": 1.0 }, { "p": 0.08791515976190567, "m": 1.0 }, { "p": 0.0783119946718216, "m": 1.0 }, { "p": 0.0814218744635582, "m": 1.0 }, { "p": 0.07662668824195862, "m": 1.0 }, { "p": 0.07398326694965363, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.290028691291809, "val_loss": 1.035345196723938, "acc": 66.06, "time": 126.39190516597591, "param": [ { "p": 0.08817064762115479, "m": 1.0 }, { "p": 0.05650632083415985, "m": 1.0 }, { "p": 0.08826135843992233, "m": 1.0 }, { "p": 0.04704751446843147, "m": 1.0 }, { "p": 0.05517007037997246, "m": 1.0 }, { "p": 0.07978275418281555, "m": 1.0 }, { "p": 0.08478197455406189, "m": 1.0 }, { "p": 0.08228456974029541, "m": 1.0 }, { "p": 0.067377008497715, "m": 1.0 }, { "p": 0.070885069668293, "m": 1.0 }, { "p": 0.06895102560520172, "m": 1.0 }, { "p": 0.07998905330896378, "m": 1.0 }, { "p": 0.06927037984132767, "m": 1.0 }, { "p": 0.061522215604782104, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.513087272644043, "val_loss": 0.9186768531799316, "acc": 66.05, "time": 145.3195904090535, "param": [ { "p": 0.07350301742553711, "m": 1.0 }, { "p": 0.06001277267932892, "m": 1.0 }, { "p": 0.09459972381591797, "m": 1.0 }, { "p": 0.0541011281311512, "m": 1.0 }, { "p": 0.07337623834609985, "m": 1.0 }, { "p": 0.08608992397785187, "m": 1.0 }, { "p": 0.07266650348901749, "m": 1.0 }, { "p": 0.07802826911211014, "m": 1.0 }, { "p": 0.0817827358841896, "m": 1.0 }, { "p": 0.054817602038383484, "m": 1.0 }, { "p": 0.06598545610904694, "m": 1.0 }, { "p": 0.07929862290620804, "m": 1.0 }, { "p": 0.07364939898252487, "m": 1.0 }, { "p": 0.052088648080825806, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.2953150272369385, "val_loss": 0.9014030694961548, "acc": 65.27, "time": 135.32827626692597, "param": [ { "p": 0.07597973942756653, "m": 1.0 }, { "p": 0.055520836263895035, "m": 1.0 }, { "p": 0.07727152854204178, "m": 1.0 }, { "p": 0.06061197817325592, "m": 1.0 }, { "p": 0.05399130657315254, "m": 1.0 }, { "p": 0.07074856013059616, "m": 1.0 }, { "p": 0.06913714110851288, "m": 1.0 }, { "p": 0.07015107572078705, "m": 1.0 }, { "p": 0.08157550543546677, "m": 1.0 }, { "p": 0.08122135698795319, "m": 1.0 }, { "p": 0.06480710953474045, "m": 1.0 }, { "p": 0.06684339046478271, "m": 1.0 }, { "p": 0.1024700403213501, "m": 1.0 }, { "p": 0.0696704089641571, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.4356008768081665, "val_loss": 0.9666391015052795, "acc": 65.48, "time": 151.01582297100686, "param": [ { "p": 0.06801509857177734, "m": 1.0 }, { "p": 0.08024581521749496, "m": 1.0 }, { "p": 0.08083020895719528, "m": 1.0 }, { "p": 0.05662429332733154, "m": 1.0 }, { "p": 0.07702542096376419, "m": 1.0 }, { "p": 0.07254833728075027, "m": 1.0 }, { "p": 0.07172296196222305, "m": 1.0 }, { "p": 0.05013570934534073, "m": 1.0 }, { "p": 0.08050251007080078, "m": 1.0 }, { "p": 0.06586257368326187, "m": 1.0 }, { "p": 0.07213211804628372, "m": 1.0 }, { "p": 0.07729065418243408, "m": 1.0 }, { "p": 0.07764045894145966, "m": 1.0 }, { "p": 0.06942387670278549, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.4640108346939087, "val_loss": 0.9982498288154602, "acc": 66.13, "time": 128.36379783402663, "param": [ { "p": 0.08971062302589417, "m": 1.0 }, { "p": 0.03101164661347866, "m": 1.0 }, { "p": 0.09388817101716995, "m": 1.0 }, { "p": 0.027485350146889687, "m": 1.0 }, { "p": 0.061122599989175797, "m": 1.0 }, { "p": 0.08955615758895874, "m": 1.0 }, { "p": 0.09100905060768127, "m": 1.0 }, { "p": 0.04185336455702782, "m": 1.0 }, { "p": 0.04821327328681946, "m": 1.0 }, { "p": 0.10975990444421768, "m": 1.0 }, { "p": 0.049019403755664825, "m": 1.0 }, { "p": 0.08721283823251724, "m": 1.0 }, { "p": 0.10250996053218842, "m": 1.0 }, { "p": 0.07764749228954315, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.4180469512939453, "val_loss": 0.8548790216445923, "acc": 66.19, "time": 127.2034894709941, "param": [ { "p": 0.0908847525715828, "m": 1.0 }, { "p": 0.06933847814798355, "m": 1.0 }, { "p": 0.09261571615934372, "m": 1.0 }, { "p": 0.0355435349047184, "m": 1.0 }, { "p": 0.06326021254062653, "m": 1.0 }, { "p": 0.06602172553539276, "m": 1.0 }, { "p": 0.07607874274253845, "m": 1.0 }, { "p": 0.052704691886901855, "m": 1.0 }, { "p": 0.06756871938705444, "m": 1.0 }, { "p": 0.0901041328907013, "m": 1.0 }, { "p": 0.07396509498357773, "m": 1.0 }, { "p": 0.06365205347537994, "m": 1.0 }, { "p": 0.08439914137125015, "m": 1.0 }, { "p": 0.07386300712823868, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.3602498769760132, "val_loss": 1.0542511940002441, "acc": 65.85, "time": 140.88261852995493, "param": [ { "p": 0.09068455547094345, "m": 1.0 }, { "p": 0.06794571876525879, "m": 1.0 }, { "p": 0.05611034855246544, "m": 1.0 }, { "p": 0.04519521817564964, "m": 1.0 }, { "p": 0.05609040707349777, "m": 1.0 }, { "p": 0.05847694352269173, "m": 1.0 }, { "p": 0.0889027863740921, "m": 1.0 }, { "p": 0.06819936633110046, "m": 1.0 }, { "p": 0.05595020204782486, "m": 1.0 }, { "p": 0.07798531651496887, "m": 1.0 }, { "p": 0.08794509619474411, "m": 1.0 }, { "p": 0.09135526418685913, "m": 1.0 }, { "p": 0.08407365530729294, "m": 1.0 }, { "p": 0.0710851401090622, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.5082393884658813, "val_loss": 1.017696738243103, "acc": 67.05, "time": 148.80770656093955, "param": [ { "p": 0.09789155423641205, "m": 1.0 }, { "p": 0.06714342534542084, "m": 1.0 }, { "p": 0.08731285482645035, "m": 1.0 }, { "p": 0.040489744395017624, "m": 1.0 }, { "p": 0.0657753199338913, "m": 1.0 }, { "p": 0.04776909202337265, "m": 1.0 }, { "p": 0.07343202084302902, "m": 1.0 }, { "p": 0.08027926832437515, "m": 1.0 }, { "p": 0.08564113080501556, "m": 1.0 }, { "p": 0.05841059237718582, "m": 1.0 }, { "p": 0.05854737386107445, "m": 1.0 }, { "p": 0.08360491693019867, "m": 1.0 }, { "p": 0.09053400903940201, "m": 1.0 }, { "p": 0.06316866725683212, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.3870141506195068, "val_loss": 0.9237359762191772, "acc": 67.23, "time": 157.3095569430152, "param": [ { "p": 0.07950158417224884, "m": 1.0 }, { "p": 0.07520389556884766, "m": 1.0 }, { "p": 0.08026987314224243, "m": 1.0 }, { "p": 0.06546769291162491, "m": 1.0 }, { "p": 0.05912889167666435, "m": 1.0 }, { "p": 0.06458795070648193, "m": 1.0 }, { "p": 0.08037108927965164, "m": 1.0 }, { "p": 0.07787757366895676, "m": 1.0 }, { "p": 0.060022566467523575, "m": 1.0 }, { "p": 0.06403342634439468, "m": 1.0 }, { "p": 0.05111798644065857, "m": 1.0 }, { "p": 0.08331683278083801, "m": 1.0 }, { "p": 0.08087858557701111, "m": 1.0 }, { "p": 0.07822191715240479, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.3150155544281006, "val_loss": 0.972621738910675, "acc": 65.55, "time": 154.19606619293336, "param": [ { "p": 0.07619254291057587, "m": 1.0 }, { "p": 0.06960644572973251, "m": 1.0 }, { "p": 0.08964124321937561, "m": 1.0 }, { "p": 0.0778694674372673, "m": 1.0 }, { "p": 0.04888815060257912, "m": 1.0 }, { "p": 0.07109533995389938, "m": 1.0 }, { "p": 0.05664006993174553, "m": 1.0 }, { "p": 0.06894100457429886, "m": 1.0 }, { "p": 0.06653423607349396, "m": 1.0 }, { "p": 0.07111472636461258, "m": 1.0 }, { "p": 0.07102175801992416, "m": 1.0 }, { "p": 0.09167669713497162, "m": 1.0 }, { "p": 0.08279035240411758, "m": 1.0 }, { "p": 0.05798795446753502, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.3979759216308594, "val_loss": 1.0441495180130005, "acc": 65.47, "time": 155.59260592900682, "param": [ { "p": 0.07592213153839111, "m": 1.0 }, { "p": 0.06163167580962181, "m": 1.0 }, { "p": 0.07254615426063538, "m": 1.0 }, { "p": 0.06933222711086273, "m": 1.0 }, { "p": 0.06585954874753952, "m": 1.0 }, { "p": 0.05289853736758232, "m": 1.0 }, { "p": 0.08108531683683395, "m": 1.0 }, { "p": 0.06308794766664505, "m": 1.0 }, { "p": 0.06867557764053345, "m": 1.0 }, { "p": 0.09096211194992065, "m": 1.0 }, { "p": 0.06408602744340897, "m": 1.0 }, { "p": 0.09694342315196991, "m": 1.0 }, { "p": 0.07394006848335266, "m": 1.0 }, { "p": 0.06302929669618607, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.4312664270401, "val_loss": 0.9688122272491455, "acc": 66.89, "time": 144.3704554719152, "param": [ { "p": 0.07148296386003494, "m": 1.0 }, { "p": 0.05149149149656296, "m": 1.0 }, { "p": 0.08442356437444687, "m": 1.0 }, { "p": 0.07974281907081604, "m": 1.0 }, { "p": 0.037078857421875, "m": 1.0 }, { "p": 0.038999177515506744, "m": 1.0 }, { "p": 0.06751935184001923, "m": 1.0 }, { "p": 0.08750500530004501, "m": 1.0 }, { "p": 0.07598789781332016, "m": 1.0 }, { "p": 0.08109623193740845, "m": 1.0 }, { "p": 0.06740013509988785, "m": 1.0 }, { "p": 0.08876770734786987, "m": 1.0 }, { "p": 0.06527772545814514, "m": 1.0 }, { "p": 0.10322707891464233, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.3344385623931885, "val_loss": 0.843675971031189, "acc": 66.88, "time": 136.350392616936, "param": [ { "p": 0.0778566300868988, "m": 1.0 }, { "p": 0.04553517326712608, "m": 1.0 }, { "p": 0.088526152074337, "m": 1.0 }, { "p": 0.043773822486400604, "m": 1.0 }, { "p": 0.08437992632389069, "m": 1.0 }, { "p": 0.05133136361837387, "m": 1.0 }, { "p": 0.05518331378698349, "m": 1.0 }, { "p": 0.07704579830169678, "m": 1.0 }, { "p": 0.06115982308983803, "m": 1.0 }, { "p": 0.07377472519874573, "m": 1.0 }, { "p": 0.08260257542133331, "m": 1.0 }, { "p": 0.09316176176071167, "m": 1.0 }, { "p": 0.09844205528497696, "m": 1.0 }, { "p": 0.06722692400217056, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.594594955444336, "val_loss": 0.9444020390510559, "acc": 66.76, "time": 129.58991837198846, "param": [ { "p": 0.08304823935031891, "m": 1.0 }, { "p": 0.08977491408586502, "m": 1.0 }, { "p": 0.07830115407705307, "m": 1.0 }, { "p": 0.05051890388131142, "m": 1.0 }, { "p": 0.0726710855960846, "m": 1.0 }, { "p": 0.06512231379747391, "m": 1.0 }, { "p": 0.05088707059621811, "m": 1.0 }, { "p": 0.06058097258210182, "m": 1.0 }, { "p": 0.08598063886165619, "m": 1.0 }, { "p": 0.07348103821277618, "m": 1.0 }, { "p": 0.08037716150283813, "m": 1.0 }, { "p": 0.08570826053619385, "m": 1.0 }, { "p": 0.07856983691453934, "m": 1.0 }, { "p": 0.04497842490673065, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.4081838130950928, "val_loss": 1.028050184249878, "acc": 65.03, "time": 130.1349328350043, "param": [ { "p": 0.07831330597400665, "m": 1.0 }, { "p": 0.07069995999336243, "m": 1.0 }, { "p": 0.0726875439286232, "m": 1.0 }, { "p": 0.06250004470348358, "m": 1.0 }, { "p": 0.052508577704429626, "m": 1.0 }, { "p": 0.06256294250488281, "m": 1.0 }, { "p": 0.07823299616575241, "m": 1.0 }, { "p": 0.06892604380846024, "m": 1.0 }, { "p": 0.08951868861913681, "m": 1.0 }, { "p": 0.09237092733383179, "m": 1.0 }, { "p": 0.05909198522567749, "m": 1.0 }, { "p": 0.056214578449726105, "m": 1.0 }, { "p": 0.08277879655361176, "m": 1.0 }, { "p": 0.0735936239361763, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.2978030443191528, "val_loss": 0.9409835934638977, "acc": 66.44, "time": 156.2563515260117, "param": [ { "p": 0.07536765187978745, "m": 1.0 }, { "p": 0.05104473978281021, "m": 1.0 }, { "p": 0.08914623409509659, "m": 1.0 }, { "p": 0.0639079213142395, "m": 1.0 }, { "p": 0.0709884911775589, "m": 1.0 }, { "p": 0.07762143760919571, "m": 1.0 }, { "p": 0.06795897334814072, "m": 1.0 }, { "p": 0.06031350791454315, "m": 1.0 }, { "p": 0.08375580608844757, "m": 1.0 }, { "p": 0.07361476868391037, "m": 1.0 }, { "p": 0.07925090193748474, "m": 1.0 }, { "p": 0.07010804116725922, "m": 1.0 }, { "p": 0.09655828773975372, "m": 1.0 }, { "p": 0.04036320745944977, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.6189450025558472, "val_loss": 0.8697012066841125, "acc": 67.8, "time": 143.59743520594202, "param": [ { "p": 0.08671285957098007, "m": 1.0 }, { "p": 0.05539172887802124, "m": 1.0 }, { "p": 0.08844802528619766, "m": 1.0 }, { "p": 0.0548904649913311, "m": 1.0 }, { "p": 0.05147978290915489, "m": 1.0 }, { "p": 0.07873125374317169, "m": 1.0 }, { "p": 0.06593769043684006, "m": 1.0 }, { "p": 0.04162361100316048, "m": 1.0 }, { "p": 0.08084382861852646, "m": 1.0 }, { "p": 0.08691763877868652, "m": 1.0 }, { "p": 0.05258547514677048, "m": 1.0 }, { "p": 0.066230908036232, "m": 1.0 }, { "p": 0.09481190145015717, "m": 1.0 }, { "p": 0.09539487957954407, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.189026117324829, "val_loss": 0.8834925293922424, "acc": 67.0, "time": 155.55230465892237, "param": [ { "p": 0.10067038238048553, "m": 1.0 }, { "p": 0.0702497661113739, "m": 1.0 }, { "p": 0.0829230397939682, "m": 1.0 }, { "p": 0.05223287269473076, "m": 1.0 }, { "p": 0.04403354600071907, "m": 1.0 }, { "p": 0.057656899094581604, "m": 1.0 }, { "p": 0.08783265948295593, "m": 1.0 }, { "p": 0.04090653359889984, "m": 1.0 }, { "p": 0.06671176105737686, "m": 1.0 }, { "p": 0.10373178124427795, "m": 1.0 }, { "p": 0.056863874197006226, "m": 1.0 }, { "p": 0.0910954475402832, "m": 1.0 }, { "p": 0.0646289810538292, "m": 1.0 }, { "p": 0.08046255260705948, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.4693241119384766, "val_loss": 0.9544054269790649, "acc": 66.98, "time": 149.56991109496448, "param": [ { "p": 0.08164486289024353, "m": 1.0 }, { "p": 0.061489369720220566, "m": 1.0 }, { "p": 0.07060567289590836, "m": 1.0 }, { "p": 0.06796137988567352, "m": 1.0 }, { "p": 0.055334627628326416, "m": 1.0 }, { "p": 0.07167673856019974, "m": 1.0 }, { "p": 0.09380143880844116, "m": 1.0 }, { "p": 0.06408184766769409, "m": 1.0 }, { "p": 0.07899857312440872, "m": 1.0 }, { "p": 0.0633515790104866, "m": 1.0 }, { "p": 0.07156432420015335, "m": 1.0 }, { "p": 0.09526209533214569, "m": 1.0 }, { "p": 0.06716067343950272, "m": 1.0 }, { "p": 0.0570668987929821, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.4778915643692017, "val_loss": 0.9129400849342346, "acc": 67.57, "time": 153.02162386791315, "param": [ { "p": 0.08930610865354538, "m": 1.0 }, { "p": 0.07043971121311188, "m": 1.0 }, { "p": 0.09105624258518219, "m": 1.0 }, { "p": 0.05061307176947594, "m": 1.0 }, { "p": 0.05729503184556961, "m": 1.0 }, { "p": 0.07634609192609787, "m": 1.0 }, { "p": 0.047482483088970184, "m": 1.0 }, { "p": 0.07319789379835129, "m": 1.0 }, { "p": 0.06589853763580322, "m": 1.0 }, { "p": 0.08189653605222702, "m": 1.0 }, { "p": 0.07740963995456696, "m": 1.0 }, { "p": 0.07496907562017441, "m": 1.0 }, { "p": 0.07821143418550491, "m": 1.0 }, { "p": 0.06587828695774078, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.352522850036621, "val_loss": 0.7928025722503662, "acc": 67.54, "time": 140.7673972779885, "param": [ { "p": 0.10284321755170822, "m": 1.0 }, { "p": 0.06990695744752884, "m": 1.0 }, { "p": 0.06797747313976288, "m": 1.0 }, { "p": 0.057298269122838974, "m": 1.0 }, { "p": 0.05044904351234436, "m": 1.0 }, { "p": 0.036837782710790634, "m": 1.0 }, { "p": 0.06600727885961533, "m": 1.0 }, { "p": 0.07556397467851639, "m": 1.0 }, { "p": 0.09251334518194199, "m": 1.0 }, { "p": 0.07250456511974335, "m": 1.0 }, { "p": 0.08434264361858368, "m": 1.0 }, { "p": 0.06384287774562836, "m": 1.0 }, { "p": 0.081800676882267, "m": 1.0 }, { "p": 0.07811184972524643, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.404651165008545, "val_loss": 0.8486418128013611, "acc": 68.05, "time": 139.63457936991472, "param": [ { "p": 0.08314616233110428, "m": 1.0 }, { "p": 0.05908389389514923, "m": 1.0 }, { "p": 0.0995330885052681, "m": 1.0 }, { "p": 0.03529370203614235, "m": 1.0 }, { "p": 0.050917696207761765, "m": 1.0 }, { "p": 0.06634407490491867, "m": 1.0 }, { "p": 0.06285157054662704, "m": 1.0 }, { "p": 0.08613011240959167, "m": 1.0 }, { "p": 0.05940035358071327, "m": 1.0 }, { "p": 0.07663913071155548, "m": 1.0 }, { "p": 0.07682686299085617, "m": 1.0 }, { "p": 0.10620284080505371, "m": 1.0 }, { "p": 0.08858470618724823, "m": 1.0 }, { "p": 0.04904584959149361, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.2693284749984741, "val_loss": 0.899488091468811, "acc": 67.16, "time": 129.2963193069445, "param": [ { "p": 0.08449418097734451, "m": 1.0 }, { "p": 0.08743082731962204, "m": 1.0 }, { "p": 0.07087984681129456, "m": 1.0 }, { "p": 0.06774337589740753, "m": 1.0 }, { "p": 0.04114260524511337, "m": 1.0 }, { "p": 0.05977528542280197, "m": 1.0 }, { "p": 0.08856925368309021, "m": 1.0 }, { "p": 0.07793384790420532, "m": 1.0 }, { "p": 0.06552508473396301, "m": 1.0 }, { "p": 0.08235954493284225, "m": 1.0 }, { "p": 0.07779740542173386, "m": 1.0 }, { "p": 0.06809475272893906, "m": 1.0 }, { "p": 0.07026039808988571, "m": 1.0 }, { "p": 0.05799368396401405, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.3001855611801147, "val_loss": 0.9335931539535522, "acc": 68.08, "time": 128.01174032501876, "param": [ { "p": 0.09619997441768646, "m": 1.0 }, { "p": 0.06597428023815155, "m": 1.0 }, { "p": 0.06616837531328201, "m": 1.0 }, { "p": 0.029752518981695175, "m": 1.0 }, { "p": 0.07396437972784042, "m": 1.0 }, { "p": 0.08315271139144897, "m": 1.0 }, { "p": 0.08063214272260666, "m": 1.0 }, { "p": 0.06054618954658508, "m": 1.0 }, { "p": 0.0832066759467125, "m": 1.0 }, { "p": 0.09366249293088913, "m": 1.0 }, { "p": 0.06511448323726654, "m": 1.0 }, { "p": 0.06456423550844193, "m": 1.0 }, { "p": 0.07652109861373901, "m": 1.0 }, { "p": 0.06054042652249336, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.3252859115600586, "val_loss": 1.0198765993118286, "acc": 67.66, "time": 128.47660597902723, "param": [ { "p": 0.09213194996118546, "m": 1.0 }, { "p": 0.05638973042368889, "m": 1.0 }, { "p": 0.07849983870983124, "m": 1.0 }, { "p": 0.04607757180929184, "m": 1.0 }, { "p": 0.08348136395215988, "m": 1.0 }, { "p": 0.06569305062294006, "m": 1.0 }, { "p": 0.062140222638845444, "m": 1.0 }, { "p": 0.07147417217493057, "m": 1.0 }, { "p": 0.06714291870594025, "m": 1.0 }, { "p": 0.06672845780849457, "m": 1.0 }, { "p": 0.06669974327087402, "m": 1.0 }, { "p": 0.07508265972137451, "m": 1.0 }, { "p": 0.10237039625644684, "m": 1.0 }, { "p": 0.06608805060386658, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.3678600788116455, "val_loss": 0.887196958065033, "acc": 68.11, "time": 130.96431354701053, "param": [ { "p": 0.07378111779689789, "m": 1.0 }, { "p": 0.054647430777549744, "m": 1.0 }, { "p": 0.08064516633749008, "m": 1.0 }, { "p": 0.06561890989542007, "m": 1.0 }, { "p": 0.06678506731987, "m": 1.0 }, { "p": 0.07222138345241547, "m": 1.0 }, { "p": 0.07000407576560974, "m": 1.0 }, { "p": 0.06630228459835052, "m": 1.0 }, { "p": 0.08550752699375153, "m": 1.0 }, { "p": 0.08040975779294968, "m": 1.0 }, { "p": 0.08176198601722717, "m": 1.0 }, { "p": 0.07693123072385788, "m": 1.0 }, { "p": 0.07153453677892685, "m": 1.0 }, { "p": 0.05384951829910278, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.424282193183899, "val_loss": 0.8715247511863708, "acc": 67.48, "time": 134.0256798589835, "param": [ { "p": 0.081526018679142, "m": 1.0 }, { "p": 0.06969843059778214, "m": 1.0 }, { "p": 0.06503747403621674, "m": 1.0 }, { "p": 0.06582014262676239, "m": 1.0 }, { "p": 0.05677647143602371, "m": 1.0 }, { "p": 0.0769493505358696, "m": 1.0 }, { "p": 0.07059221714735031, "m": 1.0 }, { "p": 0.08111641556024551, "m": 1.0 }, { "p": 0.06676488369703293, "m": 1.0 }, { "p": 0.06759663671255112, "m": 1.0 }, { "p": 0.07441157847642899, "m": 1.0 }, { "p": 0.0753651037812233, "m": 1.0 }, { "p": 0.08816421031951904, "m": 1.0 }, { "p": 0.060181066393852234, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.2846968173980713, "val_loss": 0.8896737694740295, "acc": 66.3, "time": 128.66435696498957, "param": [ { "p": 0.079673632979393, "m": 1.0 }, { "p": 0.0547712966799736, "m": 1.0 }, { "p": 0.07500366866588593, "m": 1.0 }, { "p": 0.054844945669174194, "m": 1.0 }, { "p": 0.0603855736553669, "m": 1.0 }, { "p": 0.07056885957717896, "m": 1.0 }, { "p": 0.06923913210630417, "m": 1.0 }, { "p": 0.0710233524441719, "m": 1.0 }, { "p": 0.07463837414979935, "m": 1.0 }, { "p": 0.08124925196170807, "m": 1.0 }, { "p": 0.06449263542890549, "m": 1.0 }, { "p": 0.08179208636283875, "m": 1.0 }, { "p": 0.07853395491838455, "m": 1.0 }, { "p": 0.08378323912620544, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.4496967792510986, "val_loss": 0.84669429063797, "acc": 67.92, "time": 132.0792093030177, "param": [ { "p": 0.07707430422306061, "m": 1.0 }, { "p": 0.06099528819322586, "m": 1.0 }, { "p": 0.09915486723184586, "m": 1.0 }, { "p": 0.060514744371175766, "m": 1.0 }, { "p": 0.058481086045503616, "m": 1.0 }, { "p": 0.04259587824344635, "m": 1.0 }, { "p": 0.06612570583820343, "m": 1.0 }, { "p": 0.06652956455945969, "m": 1.0 }, { "p": 0.09116428345441818, "m": 1.0 }, { "p": 0.09669111669063568, "m": 1.0 }, { "p": 0.06893660128116608, "m": 1.0 }, { "p": 0.058382391929626465, "m": 1.0 }, { "p": 0.08486896753311157, "m": 1.0 }, { "p": 0.0684853047132492, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.460856556892395, "val_loss": 0.9003992676734924, "acc": 67.64, "time": 135.43536711891647, "param": [ { "p": 0.07909981161355972, "m": 1.0 }, { "p": 0.09380846470594406, "m": 1.0 }, { "p": 0.09020257741212845, "m": 1.0 }, { "p": 0.05553419888019562, "m": 1.0 }, { "p": 0.0705125629901886, "m": 1.0 }, { "p": 0.0449729785323143, "m": 1.0 }, { "p": 0.05596660450100899, "m": 1.0 }, { "p": 0.05675565078854561, "m": 1.0 }, { "p": 0.08942543715238571, "m": 1.0 }, { "p": 0.07004689425230026, "m": 1.0 }, { "p": 0.0873958021402359, "m": 1.0 }, { "p": 0.06820783019065857, "m": 1.0 }, { "p": 0.09138408303260803, "m": 1.0 }, { "p": 0.0466870442032814, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.2317711114883423, "val_loss": 0.8698288798332214, "acc": 68.95, "time": 128.54536072304472, "param": [ { "p": 0.08300931006669998, "m": 1.0 }, { "p": 0.06602086871862411, "m": 1.0 }, { "p": 0.08862993121147156, "m": 1.0 }, { "p": 0.05799940973520279, "m": 1.0 }, { "p": 0.04027778282761574, "m": 1.0 }, { "p": 0.08929407596588135, "m": 1.0 }, { "p": 0.06054949760437012, "m": 1.0 }, { "p": 0.07379677891731262, "m": 1.0 }, { "p": 0.07453212887048721, "m": 1.0 }, { "p": 0.07651830464601517, "m": 1.0 }, { "p": 0.07199608534574509, "m": 1.0 }, { "p": 0.06543055921792984, "m": 1.0 }, { "p": 0.08015721291303635, "m": 1.0 }, { "p": 0.07178808003664017, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.3125017881393433, "val_loss": 0.9703272581100464, "acc": 68.34, "time": 138.25568310695235, "param": [ { "p": 0.06838825345039368, "m": 1.0 }, { "p": 0.05366897210478783, "m": 1.0 }, { "p": 0.09178708493709564, "m": 1.0 }, { "p": 0.05507788434624672, "m": 1.0 }, { "p": 0.047963712364435196, "m": 1.0 }, { "p": 0.043413545936346054, "m": 1.0 }, { "p": 0.07629720121622086, "m": 1.0 }, { "p": 0.07956024259328842, "m": 1.0 }, { "p": 0.09712765365839005, "m": 1.0 }, { "p": 0.08238695561885834, "m": 1.0 }, { "p": 0.08326566219329834, "m": 1.0 }, { "p": 0.07131391763687134, "m": 1.0 }, { "p": 0.08939746767282486, "m": 1.0 }, { "p": 0.060351453721523285, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.193533182144165, "val_loss": 0.9648994207382202, "acc": 67.47, "time": 127.46288869692944, "param": [ { "p": 0.09155140817165375, "m": 1.0 }, { "p": 0.06913165003061295, "m": 1.0 }, { "p": 0.08045095950365067, "m": 1.0 }, { "p": 0.0477004237473011, "m": 1.0 }, { "p": 0.05860130488872528, "m": 1.0 }, { "p": 0.07599632441997528, "m": 1.0 }, { "p": 0.06569871306419373, "m": 1.0 }, { "p": 0.06909302622079849, "m": 1.0 }, { "p": 0.06376440078020096, "m": 1.0 }, { "p": 0.08129879832267761, "m": 1.0 }, { "p": 0.07140084356069565, "m": 1.0 }, { "p": 0.07318854331970215, "m": 1.0 }, { "p": 0.08226217329502106, "m": 1.0 }, { "p": 0.06986132264137268, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.3231110572814941, "val_loss": 0.8745619654655457, "acc": 67.63, "time": 141.696190602961, "param": [ { "p": 0.08999958634376526, "m": 1.0 }, { "p": 0.05948631837964058, "m": 1.0 }, { "p": 0.08190393447875977, "m": 1.0 }, { "p": 0.0757678672671318, "m": 1.0 }, { "p": 0.05234808474779129, "m": 1.0 }, { "p": 0.06338854134082794, "m": 1.0 }, { "p": 0.05777519568800926, "m": 1.0 }, { "p": 0.06961619108915329, "m": 1.0 }, { "p": 0.0698464885354042, "m": 1.0 }, { "p": 0.08783390372991562, "m": 1.0 }, { "p": 0.08244375139474869, "m": 1.0 }, { "p": 0.08022358268499374, "m": 1.0 }, { "p": 0.07810778170824051, "m": 1.0 }, { "p": 0.05125884339213371, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.4264200925827026, "val_loss": 0.8893635272979736, "acc": 68.67, "time": 133.88983659993391, "param": [ { "p": 0.06164609640836716, "m": 1.0 }, { "p": 0.07389501482248306, "m": 1.0 }, { "p": 0.10294584184885025, "m": 1.0 }, { "p": 0.04694966971874237, "m": 1.0 }, { "p": 0.03493301197886467, "m": 1.0 }, { "p": 0.04691391438245773, "m": 1.0 }, { "p": 0.08631809055805206, "m": 1.0 }, { "p": 0.07755612581968307, "m": 1.0 }, { "p": 0.06417497247457504, "m": 1.0 }, { "p": 0.0780402421951294, "m": 1.0 }, { "p": 0.07400255650281906, "m": 1.0 }, { "p": 0.07645978033542633, "m": 1.0 }, { "p": 0.09740210324525833, "m": 1.0 }, { "p": 0.07876253128051758, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.290345549583435, "val_loss": 0.9731939435005188, "acc": 68.86, "time": 133.6310503669083, "param": [ { "p": 0.0827629342675209, "m": 1.0 }, { "p": 0.07335726916790009, "m": 1.0 }, { "p": 0.11698921024799347, "m": 1.0 }, { "p": 0.047025591135025024, "m": 1.0 }, { "p": 0.051699962466955185, "m": 1.0 }, { "p": 0.03928786516189575, "m": 1.0 }, { "p": 0.08517303317785263, "m": 1.0 }, { "p": 0.06569988280534744, "m": 1.0 }, { "p": 0.02956635318696499, "m": 1.0 }, { "p": 0.09579621255397797, "m": 1.0 }, { "p": 0.062759168446064, "m": 1.0 }, { "p": 0.07119830697774887, "m": 1.0 }, { "p": 0.0988800972700119, "m": 1.0 }, { "p": 0.07980404794216156, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.2246607542037964, "val_loss": 0.9196856617927551, "acc": 69.03, "time": 131.54779038392007, "param": [ { "p": 0.08337707072496414, "m": 1.0 }, { "p": 0.06032426655292511, "m": 1.0 }, { "p": 0.08183104544878006, "m": 1.0 }, { "p": 0.05923238769173622, "m": 1.0 }, { "p": 0.04372376203536987, "m": 1.0 }, { "p": 0.04574410989880562, "m": 1.0 }, { "p": 0.06699683517217636, "m": 1.0 }, { "p": 0.0843210518360138, "m": 1.0 }, { "p": 0.07253029942512512, "m": 1.0 }, { "p": 0.09476421028375626, "m": 1.0 }, { "p": 0.07417872548103333, "m": 1.0 }, { "p": 0.07083216309547424, "m": 1.0 }, { "p": 0.10376781970262527, "m": 1.0 }, { "p": 0.05837629735469818, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.3137670755386353, "val_loss": 0.9274455904960632, "acc": 68.37, "time": 128.83026415889617, "param": [ { "p": 0.07683824002742767, "m": 1.0 }, { "p": 0.07263778895139694, "m": 1.0 }, { "p": 0.08164083957672119, "m": 1.0 }, { "p": 0.06066020950675011, "m": 1.0 }, { "p": 0.05503738671541214, "m": 1.0 }, { "p": 0.0603284128010273, "m": 1.0 }, { "p": 0.08572781831026077, "m": 1.0 }, { "p": 0.0767262727022171, "m": 1.0 }, { "p": 0.07726341485977173, "m": 1.0 }, { "p": 0.06935549527406693, "m": 1.0 }, { "p": 0.06736557930707932, "m": 1.0 }, { "p": 0.07804106920957565, "m": 1.0 }, { "p": 0.09262259304523468, "m": 1.0 }, { "p": 0.04575486481189728, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.3426541090011597, "val_loss": 0.8646722435951233, "acc": 68.92, "time": 126.60137054498773, "param": [ { "p": 0.07034647464752197, "m": 1.0 }, { "p": 0.05322039872407913, "m": 1.0 }, { "p": 0.12359944730997086, "m": 1.0 }, { "p": 0.02026674710214138, "m": 1.0 }, { "p": 0.0538964606821537, "m": 1.0 }, { "p": 0.06512952595949173, "m": 1.0 }, { "p": 0.06914633512496948, "m": 1.0 }, { "p": 0.06280284374952316, "m": 1.0 }, { "p": 0.08174322545528412, "m": 1.0 }, { "p": 0.08768574148416519, "m": 1.0 }, { "p": 0.07632333040237427, "m": 1.0 }, { "p": 0.0827515497803688, "m": 1.0 }, { "p": 0.10147558152675629, "m": 1.0 }, { "p": 0.051612384617328644, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.238966464996338, "val_loss": 0.8439401984214783, "acc": 68.78, "time": 138.5006767299492, "param": [ { "p": 0.0860995203256607, "m": 1.0 }, { "p": 0.06267756223678589, "m": 1.0 }, { "p": 0.10427577048540115, "m": 1.0 }, { "p": 0.056294187903404236, "m": 1.0 }, { "p": 0.060590602457523346, "m": 1.0 }, { "p": 0.04956728592514992, "m": 1.0 }, { "p": 0.07572320848703384, "m": 1.0 }, { "p": 0.04729662090539932, "m": 1.0 }, { "p": 0.05536820739507675, "m": 1.0 }, { "p": 0.09315179288387299, "m": 1.0 }, { "p": 0.0803980901837349, "m": 1.0 }, { "p": 0.06695187091827393, "m": 1.0 }, { "p": 0.08894429355859756, "m": 1.0 }, { "p": 0.07266098260879517, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.4182865619659424, "val_loss": 0.824061393737793, "acc": 68.91, "time": 128.85341341607273, "param": [ { "p": 0.09529301524162292, "m": 1.0 }, { "p": 0.06452304869890213, "m": 1.0 }, { "p": 0.0875653624534607, "m": 1.0 }, { "p": 0.038618918508291245, "m": 1.0 }, { "p": 0.057328544557094574, "m": 1.0 }, { "p": 0.061298299580812454, "m": 1.0 }, { "p": 0.06360366195440292, "m": 1.0 }, { "p": 0.09068934619426727, "m": 1.0 }, { "p": 0.08206485211849213, "m": 1.0 }, { "p": 0.069271519780159, "m": 1.0 }, { "p": 0.08067259192466736, "m": 1.0 }, { "p": 0.07514282315969467, "m": 1.0 }, { "p": 0.08690788596868515, "m": 1.0 }, { "p": 0.04702019318938255, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.1182113885879517, "val_loss": 0.9705469012260437, "acc": 68.44, "time": 136.35947750799824, "param": [ { "p": 0.08027656376361847, "m": 1.0 }, { "p": 0.05841710418462753, "m": 1.0 }, { "p": 0.07369948923587799, "m": 1.0 }, { "p": 0.06922707706689835, "m": 1.0 }, { "p": 0.05355212837457657, "m": 1.0 }, { "p": 0.04930994659662247, "m": 1.0 }, { "p": 0.07757028937339783, "m": 1.0 }, { "p": 0.06956164538860321, "m": 1.0 }, { "p": 0.07503864169120789, "m": 1.0 }, { "p": 0.06828653067350388, "m": 1.0 }, { "p": 0.07862726598978043, "m": 1.0 }, { "p": 0.07490838319063187, "m": 1.0 }, { "p": 0.08653485774993896, "m": 1.0 }, { "p": 0.0849899873137474, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.1664702892303467, "val_loss": 0.8030605316162109, "acc": 69.67, "time": 139.42833921290003, "param": [ { "p": 0.08615557104349136, "m": 1.0 }, { "p": 0.06775161623954773, "m": 1.0 }, { "p": 0.06863170862197876, "m": 1.0 }, { "p": 0.04542165249586105, "m": 1.0 }, { "p": 0.056253135204315186, "m": 1.0 }, { "p": 0.06753744184970856, "m": 1.0 }, { "p": 0.06710457801818848, "m": 1.0 }, { "p": 0.07116995006799698, "m": 1.0 }, { "p": 0.07306714355945587, "m": 1.0 }, { "p": 0.08044636249542236, "m": 1.0 }, { "p": 0.07354897260665894, "m": 1.0 }, { "p": 0.0555616095662117, "m": 1.0 }, { "p": 0.10108516365289688, "m": 1.0 }, { "p": 0.08626502007246017, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.260387659072876, "val_loss": 0.7772323489189148, "acc": 69.23, "time": 135.4736298249336, "param": [ { "p": 0.07694116234779358, "m": 1.0 }, { "p": 0.05579519644379616, "m": 1.0 }, { "p": 0.07180716842412949, "m": 1.0 }, { "p": 0.059392862021923065, "m": 1.0 }, { "p": 0.03864046186208725, "m": 1.0 }, { "p": 0.05403837189078331, "m": 1.0 }, { "p": 0.06483758240938187, "m": 1.0 }, { "p": 0.09628009051084518, "m": 1.0 }, { "p": 0.0801376923918724, "m": 1.0 }, { "p": 0.06536166369915009, "m": 1.0 }, { "p": 0.08350677788257599, "m": 1.0 }, { "p": 0.074429452419281, "m": 1.0 }, { "p": 0.07809410244226456, "m": 1.0 }, { "p": 0.10073734819889069, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.4594658613204956, "val_loss": 0.8358123302459717, "acc": 68.62, "time": 143.1505246279994, "param": [ { "p": 0.06620714068412781, "m": 1.0 }, { "p": 0.08514279127120972, "m": 1.0 }, { "p": 0.07071011513471603, "m": 1.0 }, { "p": 0.06902524083852768, "m": 1.0 }, { "p": 0.0652971863746643, "m": 1.0 }, { "p": 0.08579883724451065, "m": 1.0 }, { "p": 0.06474042683839798, "m": 1.0 }, { "p": 0.06233977526426315, "m": 1.0 }, { "p": 0.07075534015893936, "m": 1.0 }, { "p": 0.06296677887439728, "m": 1.0 }, { "p": 0.07298240810632706, "m": 1.0 }, { "p": 0.07760167866945267, "m": 1.0 }, { "p": 0.08406846225261688, "m": 1.0 }, { "p": 0.062363870441913605, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.3586759567260742, "val_loss": 0.8081417083740234, "acc": 69.77, "time": 128.29538947704714, "param": [ { "p": 0.06942953914403915, "m": 1.0 }, { "p": 0.06549090147018433, "m": 1.0 }, { "p": 0.07786579430103302, "m": 1.0 }, { "p": 0.06173042953014374, "m": 1.0 }, { "p": 0.08213527500629425, "m": 1.0 }, { "p": 0.05967346578836441, "m": 1.0 }, { "p": 0.05799229070544243, "m": 1.0 }, { "p": 0.07440419495105743, "m": 1.0 }, { "p": 0.0689036026597023, "m": 1.0 }, { "p": 0.07633724808692932, "m": 1.0 }, { "p": 0.08426443487405777, "m": 1.0 }, { "p": 0.0705581083893776, "m": 1.0 }, { "p": 0.08096058666706085, "m": 1.0 }, { "p": 0.07025405019521713, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.1957263946533203, "val_loss": 0.9013469219207764, "acc": 69.36, "time": 127.49211478000507, "param": [ { "p": 0.09888853132724762, "m": 1.0 }, { "p": 0.04237246513366699, "m": 1.0 }, { "p": 0.10355591028928757, "m": 1.0 }, { "p": 0.057898879051208496, "m": 1.0 }, { "p": 0.0587446354329586, "m": 1.0 }, { "p": 0.06086735054850578, "m": 1.0 }, { "p": 0.053763434290885925, "m": 1.0 }, { "p": 0.05367793142795563, "m": 1.0 }, { "p": 0.06433934718370438, "m": 1.0 }, { "p": 0.06647489219903946, "m": 1.0 }, { "p": 0.07585626095533371, "m": 1.0 }, { "p": 0.10046425461769104, "m": 1.0 }, { "p": 0.09073074907064438, "m": 1.0 }, { "p": 0.07236524671316147, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.23714280128479, "val_loss": 0.9195848703384399, "acc": 69.01, "time": 127.73225839994848, "param": [ { "p": 0.0871434137225151, "m": 1.0 }, { "p": 0.05804312974214554, "m": 1.0 }, { "p": 0.08359172940254211, "m": 1.0 }, { "p": 0.05429781973361969, "m": 1.0 }, { "p": 0.03578133136034012, "m": 1.0 }, { "p": 0.06533677875995636, "m": 1.0 }, { "p": 0.09104130417108536, "m": 1.0 }, { "p": 0.05695344880223274, "m": 1.0 }, { "p": 0.09833797067403793, "m": 1.0 }, { "p": 0.07888412475585938, "m": 1.0 }, { "p": 0.10340458154678345, "m": 1.0 }, { "p": 0.06807827949523926, "m": 1.0 }, { "p": 0.06407637894153595, "m": 1.0 }, { "p": 0.05502976104617119, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.2051960229873657, "val_loss": 0.8163796067237854, "acc": 68.72, "time": 127.06548001500778, "param": [ { "p": 0.08709566295146942, "m": 1.0 }, { "p": 0.07725962996482849, "m": 1.0 }, { "p": 0.07889676839113235, "m": 1.0 }, { "p": 0.0571218878030777, "m": 1.0 }, { "p": 0.05371083691716194, "m": 1.0 }, { "p": 0.05584409832954407, "m": 1.0 }, { "p": 0.06649771332740784, "m": 1.0 }, { "p": 0.08770623058080673, "m": 1.0 }, { "p": 0.06931184977293015, "m": 1.0 }, { "p": 0.07577593624591827, "m": 1.0 }, { "p": 0.05081350356340408, "m": 1.0 }, { "p": 0.07451407611370087, "m": 1.0 }, { "p": 0.10550830513238907, "m": 1.0 }, { "p": 0.059943534433841705, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.4050768613815308, "val_loss": 0.8067869544029236, "acc": 69.52, "time": 135.25205304508563, "param": [ { "p": 0.07904627919197083, "m": 1.0 }, { "p": 0.06818895041942596, "m": 1.0 }, { "p": 0.07883671671152115, "m": 1.0 }, { "p": 0.040426574647426605, "m": 1.0 }, { "p": 0.06478387117385864, "m": 1.0 }, { "p": 0.06052786856889725, "m": 1.0 }, { "p": 0.08061601221561432, "m": 1.0 }, { "p": 0.06913051009178162, "m": 1.0 }, { "p": 0.06650654971599579, "m": 1.0 }, { "p": 0.06864521652460098, "m": 1.0 }, { "p": 0.0613987036049366, "m": 1.0 }, { "p": 0.08981733024120331, "m": 1.0 }, { "p": 0.08334819972515106, "m": 1.0 }, { "p": 0.08872717618942261, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.424602746963501, "val_loss": 0.8012628555297852, "acc": 69.24, "time": 151.58381807501428, "param": [ { "p": 0.08554477244615555, "m": 1.0 }, { "p": 0.059471238404512405, "m": 1.0 }, { "p": 0.07205775380134583, "m": 1.0 }, { "p": 0.05844724550843239, "m": 1.0 }, { "p": 0.07303616404533386, "m": 1.0 }, { "p": 0.09204449504613876, "m": 1.0 }, { "p": 0.06332049518823624, "m": 1.0 }, { "p": 0.0693739578127861, "m": 1.0 }, { "p": 0.06015676632523537, "m": 1.0 }, { "p": 0.07868435978889465, "m": 1.0 }, { "p": 0.07055975496768951, "m": 1.0 }, { "p": 0.06835603713989258, "m": 1.0 }, { "p": 0.09212784469127655, "m": 1.0 }, { "p": 0.056819215416908264, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.3456387519836426, "val_loss": 0.9819744825363159, "acc": 69.99, "time": 127.5542017489206, "param": [ { "p": 0.0779438242316246, "m": 1.0 }, { "p": 0.06470058858394623, "m": 1.0 }, { "p": 0.07804562151432037, "m": 1.0 }, { "p": 0.04990158975124359, "m": 1.0 }, { "p": 0.05281054228544235, "m": 1.0 }, { "p": 0.0537496916949749, "m": 1.0 }, { "p": 0.0927220955491066, "m": 1.0 }, { "p": 0.05981821194291115, "m": 1.0 }, { "p": 0.08317036926746368, "m": 1.0 }, { "p": 0.07063169032335281, "m": 1.0 }, { "p": 0.07562520354986191, "m": 1.0 }, { "p": 0.06835754215717316, "m": 1.0 }, { "p": 0.08942176401615143, "m": 1.0 }, { "p": 0.0831013172864914, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.2646609544754028, "val_loss": 0.830506443977356, "acc": 69.69, "time": 135.9145635230234, "param": [ { "p": 0.07915684580802917, "m": 1.0 }, { "p": 0.06934861838817596, "m": 1.0 }, { "p": 0.07406608760356903, "m": 1.0 }, { "p": 0.059667669236660004, "m": 1.0 }, { "p": 0.05491596832871437, "m": 1.0 }, { "p": 0.06591648608446121, "m": 1.0 }, { "p": 0.0678306370973587, "m": 1.0 }, { "p": 0.09424827992916107, "m": 1.0 }, { "p": 0.06706735491752625, "m": 1.0 }, { "p": 0.07698594033718109, "m": 1.0 }, { "p": 0.07177126407623291, "m": 1.0 }, { "p": 0.07422890514135361, "m": 1.0 }, { "p": 0.08198047429323196, "m": 1.0 }, { "p": 0.06281550228595734, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.2623127698898315, "val_loss": 0.8961544632911682, "acc": 69.62, "time": 147.81443949695677, "param": [ { "p": 0.09284684807062149, "m": 1.0 }, { "p": 0.06803480535745621, "m": 1.0 }, { "p": 0.07917632162570953, "m": 1.0 }, { "p": 0.06653156876564026, "m": 1.0 }, { "p": 0.036583010107278824, "m": 1.0 }, { "p": 0.07817012816667557, "m": 1.0 }, { "p": 0.06546665728092194, "m": 1.0 }, { "p": 0.06750506162643433, "m": 1.0 }, { "p": 0.07951301336288452, "m": 1.0 }, { "p": 0.07039105147123337, "m": 1.0 }, { "p": 0.08612111955881119, "m": 1.0 }, { "p": 0.0861193984746933, "m": 1.0 }, { "p": 0.07247155904769897, "m": 1.0 }, { "p": 0.0510694794356823, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.3059203624725342, "val_loss": 0.9365358352661133, "acc": 69.81, "time": 131.416793609038, "param": [ { "p": 0.06739456951618195, "m": 1.0 }, { "p": 0.07425560057163239, "m": 1.0 }, { "p": 0.07486645877361298, "m": 1.0 }, { "p": 0.06508611887693405, "m": 1.0 }, { "p": 0.04651379957795143, "m": 1.0 }, { "p": 0.07076438516378403, "m": 1.0 }, { "p": 0.10738492757081985, "m": 1.0 }, { "p": 0.04949375241994858, "m": 1.0 }, { "p": 0.0640065148472786, "m": 1.0 }, { "p": 0.07108112424612045, "m": 1.0 }, { "p": 0.07288704812526703, "m": 1.0 }, { "p": 0.07114053517580032, "m": 1.0 }, { "p": 0.07862255722284317, "m": 1.0 }, { "p": 0.08650266379117966, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.3375887870788574, "val_loss": 1.0479815006256104, "acc": 67.72, "time": 140.8387626890326, "param": [ { "p": 0.0842338278889656, "m": 1.0 }, { "p": 0.04204177483916283, "m": 1.0 }, { "p": 0.07413441687822342, "m": 1.0 }, { "p": 0.056573979556560516, "m": 1.0 }, { "p": 0.05625523626804352, "m": 1.0 }, { "p": 0.06618054956197739, "m": 1.0 }, { "p": 0.09975572675466537, "m": 1.0 }, { "p": 0.07010863721370697, "m": 1.0 }, { "p": 0.03929571807384491, "m": 1.0 }, { "p": 0.10339470207691193, "m": 1.0 }, { "p": 0.0641539990901947, "m": 1.0 }, { "p": 0.07371065765619278, "m": 1.0 }, { "p": 0.0976896733045578, "m": 1.0 }, { "p": 0.07247111201286316, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.3555060625076294, "val_loss": 0.8800806403160095, "acc": 69.79, "time": 130.1780439550057, "param": [ { "p": 0.09519266337156296, "m": 1.0 }, { "p": 0.045109983533620834, "m": 1.0 }, { "p": 0.09050459414720535, "m": 1.0 }, { "p": 0.060435857623815536, "m": 1.0 }, { "p": 0.06226073205471039, "m": 1.0 }, { "p": 0.07086588442325592, "m": 1.0 }, { "p": 0.08828331530094147, "m": 1.0 }, { "p": 0.06655385345220566, "m": 1.0 }, { "p": 0.06933458894491196, "m": 1.0 }, { "p": 0.06294602155685425, "m": 1.0 }, { "p": 0.08716095983982086, "m": 1.0 }, { "p": 0.06927621364593506, "m": 1.0 }, { "p": 0.08410317450761795, "m": 1.0 }, { "p": 0.0479721799492836, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.3779525756835938, "val_loss": 0.7585241794586182, "acc": 70.76, "time": 128.95973414299078, "param": [ { "p": 0.08057496696710587, "m": 1.0 }, { "p": 0.055064231157302856, "m": 1.0 }, { "p": 0.07617393881082535, "m": 1.0 }, { "p": 0.05181446671485901, "m": 1.0 }, { "p": 0.06381350010633469, "m": 1.0 }, { "p": 0.06215887889266014, "m": 1.0 }, { "p": 0.07856224477291107, "m": 1.0 }, { "p": 0.05733291432261467, "m": 1.0 }, { "p": 0.08087078481912613, "m": 1.0 }, { "p": 0.077364981174469, "m": 1.0 }, { "p": 0.07722540199756622, "m": 1.0 }, { "p": 0.07996564358472824, "m": 1.0 }, { "p": 0.09025160223245621, "m": 1.0 }, { "p": 0.06882648169994354, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.438976764678955, "val_loss": 0.926435112953186, "acc": 69.21, "time": 127.2908005840145, "param": [ { "p": 0.08938846737146378, "m": 1.0 }, { "p": 0.06325652450323105, "m": 1.0 }, { "p": 0.10159097611904144, "m": 1.0 }, { "p": 0.044501256197690964, "m": 1.0 }, { "p": 0.06804981827735901, "m": 1.0 }, { "p": 0.07955560833215714, "m": 1.0 }, { "p": 0.07063845545053482, "m": 1.0 }, { "p": 0.06361807137727737, "m": 1.0 }, { "p": 0.07570257782936096, "m": 1.0 }, { "p": 0.07651665061712265, "m": 1.0 }, { "p": 0.05634591728448868, "m": 1.0 }, { "p": 0.07189707458019257, "m": 1.0 }, { "p": 0.07126066088676453, "m": 1.0 }, { "p": 0.06767799705266953, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.31927490234375, "val_loss": 0.8479387164115906, "acc": 70.26, "time": 127.63983359094709, "param": [ { "p": 0.08169670403003693, "m": 1.0 }, { "p": 0.05911942198872566, "m": 1.0 }, { "p": 0.0897945910692215, "m": 1.0 }, { "p": 0.017841441556811333, "m": 1.0 }, { "p": 0.04776698723435402, "m": 1.0 }, { "p": 0.0749664381146431, "m": 1.0 }, { "p": 0.07890132814645767, "m": 1.0 }, { "p": 0.07304808497428894, "m": 1.0 }, { "p": 0.0735645666718483, "m": 1.0 }, { "p": 0.106305330991745, "m": 1.0 }, { "p": 0.05781828984618187, "m": 1.0 }, { "p": 0.09764353930950165, "m": 1.0 }, { "p": 0.08078895509243011, "m": 1.0 }, { "p": 0.0607442669570446, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.4246255159378052, "val_loss": 0.8886439204216003, "acc": 70.26, "time": 151.35683874599636, "param": [ { "p": 0.07907161116600037, "m": 1.0 }, { "p": 0.053443655371665955, "m": 1.0 }, { "p": 0.0677318423986435, "m": 1.0 }, { "p": 0.06046358495950699, "m": 1.0 }, { "p": 0.07941112667322159, "m": 1.0 }, { "p": 0.07200044393539429, "m": 1.0 }, { "p": 0.06033965200185776, "m": 1.0 }, { "p": 0.0710768848657608, "m": 1.0 }, { "p": 0.07739502191543579, "m": 1.0 }, { "p": 0.07005494087934494, "m": 1.0 }, { "p": 0.07694060355424881, "m": 1.0 }, { "p": 0.0815700814127922, "m": 1.0 }, { "p": 0.07942479848861694, "m": 1.0 }, { "p": 0.07107582688331604, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.2545945644378662, "val_loss": 0.7631788849830627, "acc": 70.16, "time": 144.8885099759791, "param": [ { "p": 0.06460833549499512, "m": 1.0 }, { "p": 0.05260827764868736, "m": 1.0 }, { "p": 0.07093489170074463, "m": 1.0 }, { "p": 0.06007912755012512, "m": 1.0 }, { "p": 0.08806372433900833, "m": 1.0 }, { "p": 0.057763636112213135, "m": 1.0 }, { "p": 0.08431852608919144, "m": 1.0 }, { "p": 0.08522768318653107, "m": 1.0 }, { "p": 0.10056823492050171, "m": 1.0 }, { "p": 0.06797642260789871, "m": 1.0 }, { "p": 0.06553947180509567, "m": 1.0 }, { "p": 0.06275364756584167, "m": 1.0 }, { "p": 0.0806916132569313, "m": 1.0 }, { "p": 0.05886644124984741, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.1806199550628662, "val_loss": 0.8375988602638245, "acc": 69.99, "time": 130.33491060708184, "param": [ { "p": 0.08097302913665771, "m": 1.0 }, { "p": 0.0714322105050087, "m": 1.0 }, { "p": 0.0912347286939621, "m": 1.0 }, { "p": 0.0546034574508667, "m": 1.0 }, { "p": 0.05034838989377022, "m": 1.0 }, { "p": 0.07024446129798889, "m": 1.0 }, { "p": 0.0839337408542633, "m": 1.0 }, { "p": 0.056706927716732025, "m": 1.0 }, { "p": 0.05910995975136757, "m": 1.0 }, { "p": 0.06923174113035202, "m": 1.0 }, { "p": 0.09411368519067764, "m": 1.0 }, { "p": 0.08872281759977341, "m": 1.0 }, { "p": 0.073201984167099, "m": 1.0 }, { "p": 0.056142814457416534, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.3786801099777222, "val_loss": 0.7554826140403748, "acc": 70.46, "time": 155.70195659797173, "param": [ { "p": 0.08978220820426941, "m": 1.0 }, { "p": 0.06833312660455704, "m": 1.0 }, { "p": 0.07381415367126465, "m": 1.0 }, { "p": 0.022369787096977234, "m": 1.0 }, { "p": 0.08237212151288986, "m": 1.0 }, { "p": 0.052878737449645996, "m": 1.0 }, { "p": 0.07525122165679932, "m": 1.0 }, { "p": 0.08127181977033615, "m": 1.0 }, { "p": 0.07984992861747742, "m": 1.0 }, { "p": 0.08247362822294235, "m": 1.0 }, { "p": 0.07550342381000519, "m": 1.0 }, { "p": 0.07557658851146698, "m": 1.0 }, { "p": 0.0828656330704689, "m": 1.0 }, { "p": 0.05765770003199577, "m": 1.0 } ] } ] }