{ "Accuracy": 72.17, "Time": [ 126.6934318659346, 6.6786614635542545 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.2655045986175537, "val_loss": 2.2792141437530518, "acc": 10.85, "time": 130.99535535206087, "param": [ { "p": 0.09763048589229584, "m": 1.0 }, { "p": 0.13136756420135498, "m": 1.0 }, { "p": 0.03293276205658913, "m": 1.0 }, { "p": 0.04871384799480438, "m": 0.9975813627243042 }, { "p": 0.069913849234581, "m": 0.9952889084815979 }, { "p": 0.04111984372138977, "m": 0.9953782558441162 }, { "p": 0.16210775077342987, "m": 0.9999039173126221 }, { "p": 0.119159035384655, "m": 1.0 }, { "p": 0.07484957575798035, "m": 0.9836671948432922 }, { "p": 0.07511188834905624, "m": 1.0 }, { "p": 0.029177367687225342, "m": 0.9966347217559814 }, { "p": 0.05691065639257431, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06100534647703171, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.0520999431610107, "val_loss": 2.0480427742004395, "acc": 24.31, "time": 115.64444764400832, "param": [ { "p": 0.15151070058345795, "m": 1.0 }, { "p": 0.05280490219593048, "m": 1.0 }, { "p": 0.06722915917634964, "m": 1.0 }, { "p": 0.14072462916374207, "m": 0.9637061357498169 }, { "p": 0.10154647380113602, "m": 0.8120967149734497 }, { "p": 0.009571568109095097, "m": 0.9133468866348267 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02070160210132599, "m": 0.9882781505584717 }, { "p": 0.058750055730342865, "m": 0.912344753742218 }, { "p": 0.11891663074493408, "m": 0.9251325130462646 }, { "p": 0.06511779129505157, "m": 1.0 }, { "p": 0.006212097126990557, "m": 1.0 }, { "p": 0.08665671944618225, "m": 1.0 }, { "p": 0.12025770545005798, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.3920576572418213, "val_loss": 1.8043285608291626, "acc": 33.5, "time": 114.89162324508652, "param": [ { "p": 0.1043226346373558, "m": 1.0 }, { "p": 0.028188446536660194, "m": 1.0 }, { "p": 0.02935345098376274, "m": 1.0 }, { "p": 0.06346143782138824, "m": 0.9675143957138062 }, { "p": 0.09403254836797714, "m": 0.7460861206054688 }, { "p": 0.08065187931060791, "m": 0.7005945444107056 }, { "p": 0.05436825007200241, "m": 1.0 }, { "p": 0.08274871110916138, "m": 1.0 }, { "p": 0.059339769184589386, "m": 0.9988144636154175 }, { "p": 0.15069986879825592, "m": 0.7366823554039001 }, { "p": 0.0682925134897232, "m": 1.0 }, { "p": 0.0625603049993515, "m": 1.0 }, { "p": 0.08704404532909393, "m": 1.0 }, { "p": 0.034936171025037766, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.7518458366394043, "val_loss": 1.786484718322754, "acc": 37.04, "time": 117.46061415388249, "param": [ { "p": 0.05965976044535637, "m": 1.0 }, { "p": 0.04327290877699852, "m": 1.0 }, { "p": 0.04975809156894684, "m": 1.0 }, { "p": 0.10548748075962067, "m": 0.8963659405708313 }, { "p": 0.02508428320288658, "m": 0.9410930871963501 }, { "p": 0.08452393859624863, "m": 0.6304734349250793 }, { "p": 0.08608852326869965, "m": 0.9706620573997498 }, { "p": 0.09615233540534973, "m": 0.6306397318840027 }, { "p": 0.05379674583673477, "m": 1.0 }, { "p": 0.0645909383893013, "m": 0.6064586043357849 }, { "p": 0.05420834198594093, "m": 0.9986913800239563 }, { "p": 0.07800953090190887, "m": 1.0 }, { "p": 0.09121185541152954, "m": 1.0 }, { "p": 0.10815531015396118, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.7619472742080688, "val_loss": 1.6608450412750244, "acc": 41.3, "time": 119.0025977671612, "param": [ { "p": 0.09154550731182098, "m": 1.0 }, { "p": 0.06267593801021576, "m": 1.0 }, { "p": 0.07459907233715057, "m": 1.0 }, { "p": 0.06509260088205338, "m": 0.8292699456214905 }, { "p": 0.046396009624004364, "m": 0.917270302772522 }, { "p": 0.11414799839258194, "m": 0.9088321924209595 }, { "p": 0.03496495261788368, "m": 0.9588518142700195 }, { "p": 0.08800195902585983, "m": 0.7084198594093323 }, { "p": 0.040353063493967056, "m": 0.987226128578186 }, { "p": 0.14013993740081787, "m": 0.5795093178749084 }, { "p": 0.08275636285543442, "m": 1.0 }, { "p": 0.04140754044055939, "m": 0.999189555644989 }, { "p": 0.1080947071313858, "m": 1.0 }, { "p": 0.009824324399232864, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.5696182250976562, "val_loss": 1.5326530933380127, "acc": 43.42, "time": 114.01502593187615, "param": [ { "p": 0.0747714638710022, "m": 1.0 }, { "p": 0.06864769756793976, "m": 1.0 }, { "p": 0.06905228644609451, "m": 1.0 }, { "p": 0.07779709994792938, "m": 0.898945689201355 }, { "p": 0.0623525008559227, "m": 0.8116703033447266 }, { "p": 0.07755280286073685, "m": 0.9039044380187988 }, { "p": 0.08594783395528793, "m": 0.9093193411827087 }, { "p": 0.10213915258646011, "m": 0.7445904612541199 }, { "p": 0.051444921642541885, "m": 0.9964284300804138 }, { "p": 0.09162254631519318, "m": 0.48162025213241577 }, { "p": 0.05730936676263809, "m": 0.9983460307121277 }, { "p": 0.08113400638103485, "m": 1.0 }, { "p": 0.0627175122499466, "m": 1.0 }, { "p": 0.0375107079744339, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.685546875, "val_loss": 1.5073280334472656, "acc": 46.17, "time": 113.28022284898907, "param": [ { "p": 0.08654322475194931, "m": 1.0 }, { "p": 0.030690070241689682, "m": 1.0 }, { "p": 0.050168268382549286, "m": 1.0 }, { "p": 0.05332142859697342, "m": 0.8559473752975464 }, { "p": 0.048938166350126266, "m": 0.61018967628479 }, { "p": 0.10594937205314636, "m": 0.9901008009910583 }, { "p": 0.030206238850951195, "m": 0.8497732281684875 }, { "p": 0.09410618245601654, "m": 0.9876977205276489 }, { "p": 0.09118755161762238, "m": 1.0 }, { "p": 0.11687379330396652, "m": 0.42447254061698914 }, { "p": 0.07382604479789734, "m": 1.0 }, { "p": 0.0399724505841732, "m": 0.9814274311065674 }, { "p": 0.08855833113193512, "m": 1.0 }, { "p": 0.08965891599655151, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.552500605583191, "val_loss": 1.4820539951324463, "acc": 46.94, "time": 128.50272310408764, "param": [ { "p": 0.07693875581026077, "m": 1.0 }, { "p": 0.05396866053342819, "m": 1.0 }, { "p": 0.05152348428964615, "m": 1.0 }, { "p": 0.09365085512399673, "m": 0.7798023819923401 }, { "p": 0.018255898728966713, "m": 0.4415653347969055 }, { "p": 0.07041702419519424, "m": 1.0 }, { "p": 0.09819894284009933, "m": 0.8000001907348633 }, { "p": 0.08670303225517273, "m": 0.9965483546257019 }, { "p": 0.0739353820681572, "m": 0.9936776757240295 }, { "p": 0.09172036498785019, "m": 0.4421525299549103 }, { "p": 0.06094742566347122, "m": 0.9931623935699463 }, { "p": 0.07907205075025558, "m": 1.0 }, { "p": 0.10779178887605667, "m": 1.0 }, { "p": 0.03687630221247673, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.6134850978851318, "val_loss": 1.5340766906738281, "acc": 49.84, "time": 131.26480578701012, "param": [ { "p": 0.13985827565193176, "m": 1.0 }, { "p": 0.03524801880121231, "m": 1.0 }, { "p": 0.07968194037675858, "m": 1.0 }, { "p": 0.10344664752483368, "m": 0.8200708627700806 }, { "p": 0.03596373274922371, "m": 0.3851703703403473 }, { "p": 0.10520660132169724, "m": 0.8815619349479675 }, { "p": 0.060824256390333176, "m": 0.8656196594238281 }, { "p": 0.04527345672249794, "m": 0.9993692636489868 }, { "p": 0.05650754272937775, "m": 0.980899453163147 }, { "p": 0.06989379972219467, "m": 0.5068283677101135 }, { "p": 0.08576970547437668, "m": 1.0 }, { "p": 0.07068263739347458, "m": 1.0 }, { "p": 0.07205956429243088, "m": 1.0 }, { "p": 0.03958384320139885, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.6209520101547241, "val_loss": 1.36650812625885, "acc": 50.78, "time": 130.61854754411615, "param": [ { "p": 0.08755777776241302, "m": 1.0 }, { "p": 0.02873799577355385, "m": 1.0 }, { "p": 0.12379757314920425, "m": 1.0 }, { "p": 0.09991463273763657, "m": 0.7009308338165283 }, { "p": 0.04718437045812607, "m": 0.1329539269208908 }, { "p": 0.07967088371515274, "m": 0.9245079159736633 }, { "p": 0.0638311356306076, "m": 0.7915447950363159 }, { "p": 0.06394454091787338, "m": 0.9975124001502991 }, { "p": 0.09558877348899841, "m": 1.0 }, { "p": 0.09846051037311554, "m": 0.5625957250595093 }, { "p": 0.026836548000574112, "m": 0.9960644841194153 }, { "p": 0.05404828488826752, "m": 1.0 }, { "p": 0.08137860149145126, "m": 1.0 }, { "p": 0.04904841259121895, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.2510558366775513, "val_loss": 1.260462999343872, "acc": 51.28, "time": 130.57860891195014, "param": [ { "p": 0.0730988010764122, "m": 1.0 }, { "p": 0.046117153018713, "m": 1.0 }, { "p": 0.04816964641213417, "m": 1.0 }, { "p": 0.08620894700288773, "m": 0.7401784062385559 }, { "p": 0.058393944054841995, "m": 0.1262429803609848 }, { "p": 0.07333073765039444, "m": 0.7645198106765747 }, { "p": 0.08092373609542847, "m": 0.7495579719543457 }, { "p": 0.06398465484380722, "m": 0.9996773600578308 }, { "p": 0.08674836158752441, "m": 1.0 }, { "p": 0.09041807055473328, "m": 0.6218494772911072 }, { "p": 0.05825478583574295, "m": 1.0 }, { "p": 0.083346426486969, "m": 0.9760764837265015 }, { "p": 0.08616385608911514, "m": 1.0 }, { "p": 0.0648409053683281, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.7455875873565674, "val_loss": 1.368219017982483, "acc": 52.83, "time": 127.32440518401563, "param": [ { "p": 0.1264105588197708, "m": 1.0 }, { "p": 0.038551535457372665, "m": 1.0 }, { "p": 0.09152695536613464, "m": 1.0 }, { "p": 0.11747803539037704, "m": 0.9390180110931396 }, { "p": 0.0497528500854969, "m": 0.11524434387683868 }, { "p": 0.05821412056684494, "m": 0.8722476959228516 }, { "p": 0.0816182866692543, "m": 0.7059082984924316 }, { "p": 0.08151969313621521, "m": 0.9670977592468262 }, { "p": 0.0481184720993042, "m": 0.9713618159294128 }, { "p": 0.08110778778791428, "m": 0.715038537979126 }, { "p": 0.04777125269174576, "m": 0.9850094318389893 }, { "p": 0.06734663248062134, "m": 1.0 }, { "p": 0.07009625434875488, "m": 1.0 }, { "p": 0.04048757627606392, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.3477060794830322, "val_loss": 1.3280020952224731, "acc": 54.0, "time": 126.40705059887841, "param": [ { "p": 0.08475508540868759, "m": 1.0 }, { "p": 0.05664728954434395, "m": 1.0 }, { "p": 0.07499779760837555, "m": 1.0 }, { "p": 0.04866878688335419, "m": 0.898565411567688 }, { "p": 0.06057005748152733, "m": 0.15910200774669647 }, { "p": 0.0824500098824501, "m": 0.9298484325408936 }, { "p": 0.07997395098209381, "m": 0.782541811466217 }, { "p": 0.08749198168516159, "m": 1.0 }, { "p": 0.08080034703016281, "m": 1.0 }, { "p": 0.06240632385015488, "m": 0.7823682427406311 }, { "p": 0.06174162030220032, "m": 1.0 }, { "p": 0.07457027584314346, "m": 1.0 }, { "p": 0.09452420473098755, "m": 1.0 }, { "p": 0.050402190536260605, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.4820131063461304, "val_loss": 1.356755256652832, "acc": 54.52, "time": 115.16944252396934, "param": [ { "p": 0.09198983013629913, "m": 1.0 }, { "p": 0.0441468209028244, "m": 1.0 }, { "p": 0.09105611592531204, "m": 1.0 }, { "p": 0.08144611120223999, "m": 0.8936967253684998 }, { "p": 0.03326534479856491, "m": 0.17207063734531403 }, { "p": 0.05571713671088219, "m": 0.9140549898147583 }, { "p": 0.12284468859434128, "m": 0.6945119500160217 }, { "p": 0.07333732396364212, "m": 0.9995847344398499 }, { "p": 0.07759157568216324, "m": 1.0 }, { "p": 0.06661243736743927, "m": 0.8104998469352722 }, { "p": 0.029691630974411964, "m": 1.0 }, { "p": 0.07468520849943161, "m": 1.0 }, { "p": 0.07761682569980621, "m": 1.0 }, { "p": 0.07999882102012634, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.342877984046936, "val_loss": 1.2949011325836182, "acc": 55.95, "time": 131.30430445703678, "param": [ { "p": 0.11194732785224915, "m": 1.0 }, { "p": 0.037441495805978775, "m": 1.0 }, { "p": 0.03381475806236267, "m": 1.0 }, { "p": 0.07957932353019714, "m": 0.934015154838562 }, { "p": 0.07986726611852646, "m": 0.12427513301372528 }, { "p": 0.04240894690155983, "m": 0.8474541902542114 }, { "p": 0.0945499986410141, "m": 0.7602014541625977 }, { "p": 0.08991935104131699, "m": 1.0 }, { "p": 0.08426151424646378, "m": 1.0 }, { "p": 0.09391846507787704, "m": 0.8252620697021484 }, { "p": 0.06328245997428894, "m": 1.0 }, { "p": 0.06811709702014923, "m": 1.0 }, { "p": 0.06403844803571701, "m": 1.0 }, { "p": 0.056853555142879486, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.164949893951416, "val_loss": 1.2429335117340088, "acc": 56.4, "time": 117.76642249105498, "param": [ { "p": 0.09217523038387299, "m": 1.0 }, { "p": 0.03867032006382942, "m": 1.0 }, { "p": 0.07700426876544952, "m": 1.0 }, { "p": 0.08181025087833405, "m": 1.0 }, { "p": 0.062157344073057175, "m": 0.09499670565128326 }, { "p": 0.07060175389051437, "m": 0.7433092594146729 }, { "p": 0.06189391762018204, "m": 0.7760991454124451 }, { "p": 0.09544946253299713, "m": 1.0 }, { "p": 0.05431797355413437, "m": 0.9942472577095032 }, { "p": 0.07740563899278641, "m": 0.8790565729141235 }, { "p": 0.06107695773243904, "m": 0.9900520443916321 }, { "p": 0.09744130074977875, "m": 1.0 }, { "p": 0.07246048748493195, "m": 1.0 }, { "p": 0.05753510817885399, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.4385119676589966, "val_loss": 1.250274658203125, "acc": 57.2, "time": 120.33273650705814, "param": [ { "p": 0.06213798373937607, "m": 1.0 }, { "p": 0.021019024774432182, "m": 1.0 }, { "p": 0.06818874180316925, "m": 1.0 }, { "p": 0.08979383856058121, "m": 0.9965015053749084 }, { "p": 0.07429005950689316, "m": 0.13410168886184692 }, { "p": 0.05858349800109863, "m": 0.8759689927101135 }, { "p": 0.07683996111154556, "m": 0.7937381863594055 }, { "p": 0.10151303559541702, "m": 0.9842370748519897 }, { "p": 0.09818048775196075, "m": 1.0 }, { "p": 0.07595666497945786, "m": 0.8909323215484619 }, { "p": 0.0771358460187912, "m": 1.0 }, { "p": 0.07385311275720596, "m": 1.0 }, { "p": 0.06472214311361313, "m": 1.0 }, { "p": 0.05778561905026436, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.28851318359375, "val_loss": 1.2018524408340454, "acc": 56.26, "time": 132.36945174797438, "param": [ { "p": 0.07524707913398743, "m": 1.0 }, { "p": 0.056037452071905136, "m": 1.0 }, { "p": 0.09453041106462479, "m": 1.0 }, { "p": 0.03554395213723183, "m": 0.9195817708969116 }, { "p": 0.04816238954663277, "m": 0.1347210705280304 }, { "p": 0.060833871364593506, "m": 0.9206145405769348 }, { "p": 0.07876886427402496, "m": 0.8135334849357605 }, { "p": 0.10245876014232635, "m": 1.0 }, { "p": 0.09216026961803436, "m": 0.9964361190795898 }, { "p": 0.08954886347055435, "m": 0.8347986936569214 }, { "p": 0.045716267079114914, "m": 0.9858754277229309 }, { "p": 0.086713507771492, "m": 1.0 }, { "p": 0.09100207686424255, "m": 1.0 }, { "p": 0.043276216834783554, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.40336275100708, "val_loss": 1.1262949705123901, "acc": 59.21, "time": 132.3452612948604, "param": [ { "p": 0.05419046804308891, "m": 1.0 }, { "p": 0.036155372858047485, "m": 1.0 }, { "p": 0.07987993955612183, "m": 1.0 }, { "p": 0.06671390682458878, "m": 0.911516010761261 }, { "p": 0.06688259541988373, "m": 0.18885646760463715 }, { "p": 0.042898766696453094, "m": 0.8610385060310364 }, { "p": 0.0806511715054512, "m": 0.868071973323822 }, { "p": 0.08670809119939804, "m": 0.9715781211853027 }, { "p": 0.087994284927845, "m": 1.0 }, { "p": 0.07121306657791138, "m": 0.8216659426689148 }, { "p": 0.08408413082361221, "m": 1.0 }, { "p": 0.08568979054689407, "m": 1.0 }, { "p": 0.06874766200780869, "m": 1.0 }, { "p": 0.08819068968296051, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.1885987520217896, "val_loss": 1.2353999614715576, "acc": 59.65, "time": 126.44468626985326, "param": [ { "p": 0.12069512903690338, "m": 1.0 }, { "p": 0.033705875277519226, "m": 1.0 }, { "p": 0.09805390983819962, "m": 1.0 }, { "p": 0.08514488488435745, "m": 0.9632419347763062 }, { "p": 0.08932159841060638, "m": 0.1806509643793106 }, { "p": 0.06476237624883652, "m": 0.7341077327728271 }, { "p": 0.05879630893468857, "m": 0.76887047290802 }, { "p": 0.033303402364254, "m": 0.9733476042747498 }, { "p": 0.06731940805912018, "m": 0.9968302845954895 }, { "p": 0.07767299562692642, "m": 0.8526352643966675 }, { "p": 0.04310533404350281, "m": 0.9733222723007202 }, { "p": 0.06615757197141647, "m": 1.0 }, { "p": 0.10752902179956436, "m": 1.0 }, { "p": 0.05443231016397476, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.1095631122589111, "val_loss": 1.2556089162826538, "acc": 60.17, "time": 111.3103356109932, "param": [ { "p": 0.10373063385486603, "m": 1.0 }, { "p": 0.042355407029390335, "m": 1.0 }, { "p": 0.07694453746080399, "m": 1.0 }, { "p": 0.037476152181625366, "m": 0.9961115121841431 }, { "p": 0.05346013605594635, "m": 0.1695764809846878 }, { "p": 0.07648196071386337, "m": 0.8104974627494812 }, { "p": 0.06838442385196686, "m": 0.7705562114715576 }, { "p": 0.0706399455666542, "m": 1.0 }, { "p": 0.0801566019654274, "m": 1.0 }, { "p": 0.10024738311767578, "m": 0.8345274329185486 }, { "p": 0.08554405719041824, "m": 0.9991377592086792 }, { "p": 0.0835217833518982, "m": 1.0 }, { "p": 0.07766003161668777, "m": 1.0 }, { "p": 0.04339700564742088, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.232312798500061, "val_loss": 1.2138975858688354, "acc": 60.55, "time": 119.72413447289728, "param": [ { "p": 0.06334754824638367, "m": 1.0 }, { "p": 0.05070854723453522, "m": 1.0 }, { "p": 0.0719655454158783, "m": 1.0 }, { "p": 0.06080624461174011, "m": 0.8575901985168457 }, { "p": 0.06807105243206024, "m": 0.19661551713943481 }, { "p": 0.06049742549657822, "m": 0.7659297585487366 }, { "p": 0.05876071751117706, "m": 0.7543677687644958 }, { "p": 0.07196967303752899, "m": 0.9769319891929626 }, { "p": 0.07519059628248215, "m": 0.9894245862960815 }, { "p": 0.08830145001411438, "m": 0.8427965044975281 }, { "p": 0.08432341367006302, "m": 1.0 }, { "p": 0.08862696588039398, "m": 1.0 }, { "p": 0.08199054002761841, "m": 1.0 }, { "p": 0.07544032484292984, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 0.9876251816749573, "val_loss": 1.1021804809570312, "acc": 61.44, "time": 127.82252244814299, "param": [ { "p": 0.10541459172964096, "m": 1.0 }, { "p": 0.02733387053012848, "m": 1.0 }, { "p": 0.09679907560348511, "m": 1.0 }, { "p": 0.08679384738206863, "m": 0.9905532002449036 }, { "p": 0.037097860127687454, "m": 0.22970493137836456 }, { "p": 0.06432043761014938, "m": 0.8104826807975769 }, { "p": 0.08911063522100449, "m": 0.6803837418556213 }, { "p": 0.049857497215270996, "m": 0.9807353615760803 }, { "p": 0.0669851154088974, "m": 1.0 }, { "p": 0.09634849429130554, "m": 0.8339536786079407 }, { "p": 0.07399588823318481, "m": 1.0 }, { "p": 0.09403862804174423, "m": 1.0 }, { "p": 0.0597718171775341, "m": 1.0 }, { "p": 0.052132319658994675, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.1994504928588867, "val_loss": 1.023850440979004, "acc": 61.2, "time": 118.97682635998353, "param": [ { "p": 0.07039898633956909, "m": 1.0 }, { "p": 0.02812483161687851, "m": 1.0 }, { "p": 0.11680512130260468, "m": 1.0 }, { "p": 0.06026609614491463, "m": 0.9248546957969666 }, { "p": 0.08486326783895493, "m": 0.17037144303321838 }, { "p": 0.05135856941342354, "m": 0.7727888822555542 }, { "p": 0.0911903977394104, "m": 0.8086305260658264 }, { "p": 0.062456078827381134, "m": 0.9965735673904419 }, { "p": 0.07914840430021286, "m": 1.0 }, { "p": 0.07550081610679626, "m": 0.8092528581619263 }, { "p": 0.06539199501276016, "m": 0.999876856803894 }, { "p": 0.09631966054439545, "m": 1.0 }, { "p": 0.07422373443841934, "m": 1.0 }, { "p": 0.04395198076963425, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.0441136360168457, "val_loss": 1.112036108970642, "acc": 62.59, "time": 127.8572033320088, "param": [ { "p": 0.08324199169874191, "m": 1.0 }, { "p": 0.0505044050514698, "m": 1.0 }, { "p": 0.05927613005042076, "m": 1.0 }, { "p": 0.08426234871149063, "m": 0.9023304581642151 }, { "p": 0.060688458383083344, "m": 0.24608108401298523 }, { "p": 0.05806379392743111, "m": 0.7921103835105896 }, { "p": 0.09196741878986359, "m": 0.9299636483192444 }, { "p": 0.07461018860340118, "m": 1.0 }, { "p": 0.04453359916806221, "m": 0.9460614323616028 }, { "p": 0.0891205370426178, "m": 0.7931718826293945 }, { "p": 0.07071957737207413, "m": 0.9967319369316101 }, { "p": 0.08684252947568893, "m": 1.0 }, { "p": 0.09095935523509979, "m": 1.0 }, { "p": 0.055209629237651825, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 0.975967526435852, "val_loss": 1.1850422620773315, "acc": 62.2, "time": 131.0837868298404, "param": [ { "p": 0.07185909897089005, "m": 1.0 }, { "p": 0.009348364546895027, "m": 1.0 }, { "p": 0.09967952966690063, "m": 1.0 }, { "p": 0.06317722052335739, "m": 0.9097345471382141 }, { "p": 0.07369881868362427, "m": 0.21643319725990295 }, { "p": 0.08579304814338684, "m": 0.7623676061630249 }, { "p": 0.04851574823260307, "m": 0.8346582055091858 }, { "p": 0.0998249277472496, "m": 0.9898003339767456 }, { "p": 0.06642775237560272, "m": 0.9989603757858276 }, { "p": 0.05551588535308838, "m": 0.9093403816223145 }, { "p": 0.08638691902160645, "m": 1.0 }, { "p": 0.12910449504852295, "m": 1.0 }, { "p": 0.054530635476112366, "m": 1.0 }, { "p": 0.05613752081990242, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.1147737503051758, "val_loss": 1.137416124343872, "acc": 61.39, "time": 120.52861194708385, "param": [ { "p": 0.08658331632614136, "m": 1.0 }, { "p": 0.03646817430853844, "m": 1.0 }, { "p": 0.08435064554214478, "m": 1.0 }, { "p": 0.06259014457464218, "m": 0.8364554643630981 }, { "p": 0.04527171701192856, "m": 0.28848910331726074 }, { "p": 0.09863224625587463, "m": 0.8625850677490234 }, { "p": 0.08294500410556793, "m": 0.9178013205528259 }, { "p": 0.07256440073251724, "m": 0.9598720073699951 }, { "p": 0.07500486820936203, "m": 0.9999926090240479 }, { "p": 0.0650980994105339, "m": 0.9585955142974854 }, { "p": 0.07187189906835556, "m": 1.0 }, { "p": 0.08937367051839828, "m": 1.0 }, { "p": 0.057906828820705414, "m": 1.0 }, { "p": 0.07133901119232178, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.1470732688903809, "val_loss": 1.0508099794387817, "acc": 64.48, "time": 126.95914238900878, "param": [ { "p": 0.0785888135433197, "m": 1.0 }, { "p": 0.046419281512498856, "m": 1.0 }, { "p": 0.06573435664176941, "m": 1.0 }, { "p": 0.08239372819662094, "m": 0.8521033525466919 }, { "p": 0.07546254247426987, "m": 0.2223602682352066 }, { "p": 0.07118817418813705, "m": 0.9872430562973022 }, { "p": 0.06083570793271065, "m": 0.8749973773956299 }, { "p": 0.07441429048776627, "m": 0.9138184189796448 }, { "p": 0.05452664569020271, "m": 0.9479560256004333 }, { "p": 0.087309829890728, "m": 0.8564387559890747 }, { "p": 0.06113097071647644, "m": 0.9990412592887878 }, { "p": 0.0844733864068985, "m": 1.0 }, { "p": 0.10203567147254944, "m": 1.0 }, { "p": 0.05548660457134247, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 0.8690560460090637, "val_loss": 0.9741935133934021, "acc": 63.32, "time": 126.56580439093523, "param": [ { "p": 0.08158258348703384, "m": 1.0 }, { "p": 0.0400165431201458, "m": 1.0 }, { "p": 0.07234997302293777, "m": 1.0 }, { "p": 0.03689895197749138, "m": 0.8418233394622803 }, { "p": 0.06448254734277725, "m": 0.12271082401275635 }, { "p": 0.11648131161928177, "m": 0.9411847591400146 }, { "p": 0.051579706370830536, "m": 0.9433929324150085 }, { "p": 0.07134247571229935, "m": 1.0 }, { "p": 0.0794893205165863, "m": 0.8682915568351746 }, { "p": 0.08431708067655563, "m": 0.8262853622436523 }, { "p": 0.052759427577257156, "m": 0.9576831459999084 }, { "p": 0.08925767242908478, "m": 1.0 }, { "p": 0.09622012823820114, "m": 1.0 }, { "p": 0.06322228908538818, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.0078750848770142, "val_loss": 0.9610520005226135, "acc": 64.39, "time": 126.08892379002646, "param": [ { "p": 0.07517223060131073, "m": 1.0 }, { "p": 0.06983537971973419, "m": 1.0 }, { "p": 0.11482556164264679, "m": 1.0 }, { "p": 0.050067126750946045, "m": 0.8208395838737488 }, { "p": 0.04718344286084175, "m": 0.1566903293132782 }, { "p": 0.0833192989230156, "m": 0.937311053276062 }, { "p": 0.08072302490472794, "m": 0.9890874028205872 }, { "p": 0.08747882395982742, "m": 0.9982912540435791 }, { "p": 0.0711180567741394, "m": 0.9870124459266663 }, { "p": 0.09164872020483017, "m": 0.8207535147666931 }, { "p": 0.05710886791348457, "m": 0.9812933802604675 }, { "p": 0.07431475073099136, "m": 1.0 }, { "p": 0.05827975273132324, "m": 1.0 }, { "p": 0.03892487287521362, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.077017068862915, "val_loss": 0.9984404444694519, "acc": 64.64, "time": 123.08776706596836, "param": [ { "p": 0.06891132146120071, "m": 1.0 }, { "p": 0.04695328325033188, "m": 1.0 }, { "p": 0.08014217764139175, "m": 1.0 }, { "p": 0.05467481166124344, "m": 0.8014801740646362 }, { "p": 0.05648050829768181, "m": 0.16258056461811066 }, { "p": 0.06526747345924377, "m": 1.0 }, { "p": 0.06401398777961731, "m": 0.9222345352172852 }, { "p": 0.05429660901427269, "m": 0.8844486474990845 }, { "p": 0.09708449989557266, "m": 1.0 }, { "p": 0.08366680890321732, "m": 0.847075879573822 }, { "p": 0.07840774208307266, "m": 1.0 }, { "p": 0.08736526966094971, "m": 1.0 }, { "p": 0.0938161164522171, "m": 1.0 }, { "p": 0.06891932338476181, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.0254267454147339, "val_loss": 0.9775275588035583, "acc": 63.33, "time": 117.60515105491504, "param": [ { "p": 0.09107079356908798, "m": 1.0 }, { "p": 0.04876893386244774, "m": 1.0 }, { "p": 0.08027522265911102, "m": 1.0 }, { "p": 0.0974028930068016, "m": 0.7650880813598633 }, { "p": 0.014125771820545197, "m": 0.3385187089443207 }, { "p": 0.06376909464597702, "m": 0.9578272104263306 }, { "p": 0.04597274959087372, "m": 0.9537055492401123 }, { "p": 0.054381951689720154, "m": 0.9266226291656494 }, { "p": 0.08633573353290558, "m": 0.975338339805603 }, { "p": 0.05706228315830231, "m": 0.8898335099220276 }, { "p": 0.0989675521850586, "m": 1.0 }, { "p": 0.08303466439247131, "m": 1.0 }, { "p": 0.091035857796669, "m": 1.0 }, { "p": 0.0877964124083519, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.0736749172210693, "val_loss": 1.0741339921951294, "acc": 65.2, "time": 125.96283153514378, "param": [ { "p": 0.08847042918205261, "m": 1.0 }, { "p": 0.06517130881547928, "m": 1.0 }, { "p": 0.09803919494152069, "m": 1.0 }, { "p": 0.04106573387980461, "m": 0.8571990728378296 }, { "p": 0.05755563825368881, "m": 0.23381942510604858 }, { "p": 0.06220386549830437, "m": 0.9750918745994568 }, { "p": 0.047732654958963394, "m": 0.9527309536933899 }, { "p": 0.07639593631029129, "m": 0.9940568804740906 }, { "p": 0.08565456420183182, "m": 0.9848771095275879 }, { "p": 0.08313027769327164, "m": 0.973229169845581 }, { "p": 0.05437343195080757, "m": 0.9875960350036621 }, { "p": 0.08234100788831711, "m": 1.0 }, { "p": 0.08303516358137131, "m": 1.0 }, { "p": 0.07483076304197311, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 0.8025867342948914, "val_loss": 0.9320188760757446, "acc": 64.93, "time": 122.32058116211556, "param": [ { "p": 0.08539198338985443, "m": 1.0 }, { "p": 0.02784716710448265, "m": 1.0 }, { "p": 0.08250324428081512, "m": 1.0 }, { "p": 0.05512923374772072, "m": 0.8411417603492737 }, { "p": 0.07176804542541504, "m": 0.19696789979934692 }, { "p": 0.04978231340646744, "m": 0.9773308038711548 }, { "p": 0.09301885217428207, "m": 0.9114555716514587 }, { "p": 0.07471819967031479, "m": 0.983931839466095 }, { "p": 0.05219217389822006, "m": 0.93119877576828 }, { "p": 0.07379214465618134, "m": 0.9645805954933167 }, { "p": 0.08339646458625793, "m": 0.997599184513092 }, { "p": 0.07448536157608032, "m": 1.0 }, { "p": 0.10661479085683823, "m": 1.0 }, { "p": 0.06935998797416687, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.030178189277649, "val_loss": 1.0106005668640137, "acc": 65.21, "time": 111.0813917198684, "param": [ { "p": 0.0905212014913559, "m": 1.0 }, { "p": 0.040805451571941376, "m": 1.0 }, { "p": 0.08642076700925827, "m": 1.0 }, { "p": 0.04975062981247902, "m": 0.8243070840835571 }, { "p": 0.05438166484236717, "m": 0.1273980438709259 }, { "p": 0.0632796660065651, "m": 0.8187490105628967 }, { "p": 0.0641457587480545, "m": 0.9481897354125977 }, { "p": 0.09245220571756363, "m": 0.9976396560668945 }, { "p": 0.0655306875705719, "m": 0.974495530128479 }, { "p": 0.0728224664926529, "m": 0.9962405562400818 }, { "p": 0.07518120110034943, "m": 1.0 }, { "p": 0.08947957307100296, "m": 1.0 }, { "p": 0.077382393181324, "m": 1.0 }, { "p": 0.07784632593393326, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 0.9453169107437134, "val_loss": 0.911064863204956, "acc": 66.62, "time": 130.6387403209228, "param": [ { "p": 0.07523844391107559, "m": 1.0 }, { "p": 0.054121244698762894, "m": 1.0 }, { "p": 0.07082464545965195, "m": 1.0 }, { "p": 0.057963281869888306, "m": 0.8740256428718567 }, { "p": 0.06321319192647934, "m": 0.2009584754705429 }, { "p": 0.08404374867677689, "m": 0.7517294883728027 }, { "p": 0.0726715475320816, "m": 0.9955719709396362 }, { "p": 0.08740399777889252, "m": 0.9045732617378235 }, { "p": 0.0669865682721138, "m": 0.9995983839035034 }, { "p": 0.05197347700595856, "m": 0.9231277108192444 }, { "p": 0.07706467807292938, "m": 1.0 }, { "p": 0.10067074745893478, "m": 1.0 }, { "p": 0.06635361164808273, "m": 1.0 }, { "p": 0.07147082686424255, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.210888385772705, "val_loss": 0.9894905090332031, "acc": 66.2, "time": 111.52439066790976, "param": [ { "p": 0.07758494466543198, "m": 1.0 }, { "p": 0.05160839483141899, "m": 1.0 }, { "p": 0.06447400152683258, "m": 1.0 }, { "p": 0.04763728007674217, "m": 0.9375101327896118 }, { "p": 0.08257899433374405, "m": 0.11350630968809128 }, { "p": 0.09871736168861389, "m": 0.7278124690055847 }, { "p": 0.10381487756967545, "m": 0.999835729598999 }, { "p": 0.062149640172719955, "m": 0.9060949683189392 }, { "p": 0.06308409571647644, "m": 1.0 }, { "p": 0.05584431812167168, "m": 0.8055328726768494 }, { "p": 0.0668623298406601, "m": 1.0 }, { "p": 0.08810078352689743, "m": 0.9981647729873657 }, { "p": 0.0777391642332077, "m": 1.0 }, { "p": 0.05980375409126282, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.1160775423049927, "val_loss": 1.093003273010254, "acc": 66.34, "time": 120.20377397211269, "param": [ { "p": 0.09772928804159164, "m": 1.0 }, { "p": 0.04350430890917778, "m": 1.0 }, { "p": 0.05166534334421158, "m": 1.0 }, { "p": 0.03848482668399811, "m": 0.9276534914970398 }, { "p": 0.07048928737640381, "m": 0.25322338938713074 }, { "p": 0.08684496581554413, "m": 0.7354692220687866 }, { "p": 0.07591111958026886, "m": 0.9701516032218933 }, { "p": 0.08932846039533615, "m": 0.9981658458709717 }, { "p": 0.05882241949439049, "m": 1.0 }, { "p": 0.08488631248474121, "m": 0.8569800853729248 }, { "p": 0.051788099110126495, "m": 0.9950723648071289 }, { "p": 0.08882983028888702, "m": 1.0 }, { "p": 0.09792613983154297, "m": 1.0 }, { "p": 0.06378956884145737, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 0.9347221255302429, "val_loss": 0.9914795160293579, "acc": 66.39, "time": 130.4044485471677, "param": [ { "p": 0.08313854783773422, "m": 1.0 }, { "p": 0.061188261955976486, "m": 1.0 }, { "p": 0.07746836543083191, "m": 1.0 }, { "p": 0.04521617293357849, "m": 0.8921735882759094 }, { "p": 0.06033271178603172, "m": 0.18111538887023926 }, { "p": 0.05553414300084114, "m": 0.7279788255691528 }, { "p": 0.0847204178571701, "m": 0.9174556136131287 }, { "p": 0.080747090280056, "m": 0.9907927513122559 }, { "p": 0.08855222165584564, "m": 1.0 }, { "p": 0.06391596794128418, "m": 0.8763983249664307 }, { "p": 0.06783868372440338, "m": 0.9734275937080383 }, { "p": 0.05268939584493637, "m": 1.0 }, { "p": 0.07772502303123474, "m": 1.0 }, { "p": 0.10093294829130173, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 0.8669651746749878, "val_loss": 1.033363699913025, "acc": 66.26, "time": 131.81410526111722, "param": [ { "p": 0.09932532906532288, "m": 1.0 }, { "p": 0.0366942472755909, "m": 1.0 }, { "p": 0.09883356839418411, "m": 1.0 }, { "p": 0.0681871771812439, "m": 0.8952491283416748 }, { "p": 0.0637083500623703, "m": 0.28361624479293823 }, { "p": 0.05143246427178383, "m": 0.7387118935585022 }, { "p": 0.05700022354722023, "m": 0.7970072627067566 }, { "p": 0.07963210344314575, "m": 0.92131108045578 }, { "p": 0.04091164469718933, "m": 0.9444144368171692 }, { "p": 0.07523783296346664, "m": 0.8303106427192688 }, { "p": 0.08596782386302948, "m": 0.9570900201797485 }, { "p": 0.09353621304035187, "m": 1.0 }, { "p": 0.07847563177347183, "m": 1.0 }, { "p": 0.07105741649866104, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 0.8011105060577393, "val_loss": 0.916835367679596, "acc": 66.9, "time": 131.73533106804825, "param": [ { "p": 0.08146259933710098, "m": 1.0 }, { "p": 0.058097004890441895, "m": 1.0 }, { "p": 0.07953198999166489, "m": 1.0 }, { "p": 0.04656480252742767, "m": 0.9122951626777649 }, { "p": 0.07652965933084488, "m": 0.2049473226070404 }, { "p": 0.05192971229553223, "m": 0.8045383095741272 }, { "p": 0.07630293816328049, "m": 0.991782009601593 }, { "p": 0.0623474083840847, "m": 0.9103364944458008 }, { "p": 0.06749346852302551, "m": 1.0 }, { "p": 0.10086328536272049, "m": 0.7389779090881348 }, { "p": 0.05503816530108452, "m": 1.0 }, { "p": 0.07573501765727997, "m": 1.0 }, { "p": 0.075444795191288, "m": 1.0 }, { "p": 0.09265916794538498, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.078378438949585, "val_loss": 1.0264679193496704, "acc": 64.5, "time": 130.24537830101326, "param": [ { "p": 0.07380185276269913, "m": 1.0 }, { "p": 0.06164116784930229, "m": 1.0 }, { "p": 0.06467875838279724, "m": 1.0 }, { "p": 0.07805053144693375, "m": 1.0 }, { "p": 0.07443099468946457, "m": 0.300679087638855 }, { "p": 0.07767436653375626, "m": 0.7770688533782959 }, { "p": 0.057419855147600174, "m": 1.0 }, { "p": 0.06221665441989899, "m": 0.8180598020553589 }, { "p": 0.09255389869213104, "m": 1.0 }, { "p": 0.07791448384523392, "m": 0.85059654712677 }, { "p": 0.0687030702829361, "m": 0.9974530339241028 }, { "p": 0.06497559696435928, "m": 0.9985535144805908 }, { "p": 0.10074270516633987, "m": 1.0 }, { "p": 0.04519616812467575, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 0.7941679358482361, "val_loss": 0.9335018396377563, "acc": 67.37, "time": 133.61963080009446, "param": [ { "p": 0.09451925754547119, "m": 1.0 }, { "p": 0.033092107623815536, "m": 1.0 }, { "p": 0.07553213089704514, "m": 1.0 }, { "p": 0.0667424276471138, "m": 1.0 }, { "p": 0.048084281384944916, "m": 0.38137850165367126 }, { "p": 0.08606286346912384, "m": 0.7897390723228455 }, { "p": 0.07664089649915695, "m": 0.9796503782272339 }, { "p": 0.05259492248296738, "m": 0.8931663036346436 }, { "p": 0.07416830211877823, "m": 1.0 }, { "p": 0.08679461479187012, "m": 0.8977185487747192 }, { "p": 0.07591031491756439, "m": 1.0 }, { "p": 0.07752527296543121, "m": 1.0 }, { "p": 0.0705360695719719, "m": 1.0 }, { "p": 0.08179653435945511, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.9625719785690308, "val_loss": 1.0344624519348145, "acc": 67.55, "time": 136.92690707789734, "param": [ { "p": 0.06768206506967545, "m": 1.0 }, { "p": 0.040291689336299896, "m": 1.0 }, { "p": 0.06800486147403717, "m": 1.0 }, { "p": 0.07580877840518951, "m": 1.0 }, { "p": 0.08605149388313293, "m": 0.343071311712265 }, { "p": 0.0812307819724083, "m": 0.5774556994438171 }, { "p": 0.06495045125484467, "m": 0.9856138229370117 }, { "p": 0.07484842091798782, "m": 0.9419384002685547 }, { "p": 0.058307819068431854, "m": 1.0 }, { "p": 0.08030601590871811, "m": 1.0 }, { "p": 0.07067759335041046, "m": 0.9913544654846191 }, { "p": 0.06251902133226395, "m": 1.0 }, { "p": 0.09185706079006195, "m": 1.0 }, { "p": 0.07746382057666779, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 0.9737682342529297, "val_loss": 0.9168364405632019, "acc": 67.96, "time": 135.00207193894312, "param": [ { "p": 0.07965178042650223, "m": 1.0 }, { "p": 0.05197896808385849, "m": 1.0 }, { "p": 0.0581618994474411, "m": 1.0 }, { "p": 0.029559621587395668, "m": 0.9777311086654663 }, { "p": 0.07718347758054733, "m": 0.4553612172603607 }, { "p": 0.06553757935762405, "m": 0.5899025797843933 }, { "p": 0.06306925415992737, "m": 0.9811913371086121 }, { "p": 0.10187742114067078, "m": 0.9218177199363708 }, { "p": 0.08147328346967697, "m": 1.0 }, { "p": 0.09287597984075546, "m": 0.9982949495315552 }, { "p": 0.0749540627002716, "m": 0.9875690937042236 }, { "p": 0.09120021015405655, "m": 1.0 }, { "p": 0.09495647251605988, "m": 1.0 }, { "p": 0.03751993551850319, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 0.8593840003013611, "val_loss": 0.9390457272529602, "acc": 67.77, "time": 130.82911340892315, "param": [ { "p": 0.07166791707277298, "m": 1.0 }, { "p": 0.08612696826457977, "m": 1.0 }, { "p": 0.10194775462150574, "m": 1.0 }, { "p": 0.053995341062545776, "m": 0.9953049421310425 }, { "p": 0.0798235610127449, "m": 0.3645324409008026 }, { "p": 0.0635363906621933, "m": 0.5461909770965576 }, { "p": 0.08270235359668732, "m": 0.9952892065048218 }, { "p": 0.06580822914838791, "m": 0.9242842197418213 }, { "p": 0.0605153888463974, "m": 1.0 }, { "p": 0.0638369545340538, "m": 0.9856775403022766 }, { "p": 0.06280674040317535, "m": 1.0 }, { "p": 0.07132620364427567, "m": 1.0 }, { "p": 0.07798274606466293, "m": 1.0 }, { "p": 0.057923365384340286, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 0.8450210094451904, "val_loss": 0.8900884985923767, "acc": 67.25, "time": 128.41791001195088, "param": [ { "p": 0.07687830924987793, "m": 1.0 }, { "p": 0.04578516259789467, "m": 1.0 }, { "p": 0.056424934417009354, "m": 1.0 }, { "p": 0.07312370091676712, "m": 0.8933199644088745 }, { "p": 0.06207028403878212, "m": 0.5178164839744568 }, { "p": 0.08069510757923126, "m": 0.6719577312469482 }, { "p": 0.05996786057949066, "m": 0.9949266314506531 }, { "p": 0.05335596948862076, "m": 0.8338151574134827 }, { "p": 0.061006054282188416, "m": 0.9920667409896851 }, { "p": 0.08062729984521866, "m": 0.9937705397605896 }, { "p": 0.09984055161476135, "m": 1.0 }, { "p": 0.07849860191345215, "m": 1.0 }, { "p": 0.07711169868707657, "m": 1.0 }, { "p": 0.09461455047130585, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 0.9710339307785034, "val_loss": 0.9153607487678528, "acc": 69.06, "time": 133.05019243992865, "param": [ { "p": 0.06924131512641907, "m": 1.0 }, { "p": 0.03795599937438965, "m": 1.0 }, { "p": 0.07537220418453217, "m": 1.0 }, { "p": 0.04300421476364136, "m": 0.8661108016967773 }, { "p": 0.10196041315793991, "m": 0.44515255093574524 }, { "p": 0.06506838649511337, "m": 0.7117413282394409 }, { "p": 0.05512026697397232, "m": 0.9765597581863403 }, { "p": 0.09198019653558731, "m": 0.9689874649047852 }, { "p": 0.01786433532834053, "m": 0.9527843594551086 }, { "p": 0.09270235896110535, "m": 0.9992988705635071 }, { "p": 0.08494879305362701, "m": 0.9924702048301697 }, { "p": 0.09377000480890274, "m": 1.0 }, { "p": 0.07928536087274551, "m": 1.0 }, { "p": 0.09172616899013519, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 0.5364606380462646, "val_loss": 0.890576958656311, "acc": 67.74, "time": 131.66238778294064, "param": [ { "p": 0.08844517171382904, "m": 1.0 }, { "p": 0.0640038400888443, "m": 1.0 }, { "p": 0.05918401852250099, "m": 1.0 }, { "p": 0.016542570665478706, "m": 0.9492968916893005 }, { "p": 0.06245183199644089, "m": 0.45700210332870483 }, { "p": 0.07390861213207245, "m": 0.7855325937271118 }, { "p": 0.08352408558130264, "m": 0.9513567090034485 }, { "p": 0.09642738103866577, "m": 0.9315873384475708 }, { "p": 0.07184898108243942, "m": 0.9812448620796204 }, { "p": 0.10325828194618225, "m": 0.9997752904891968 }, { "p": 0.09467808902263641, "m": 0.9421762824058533 }, { "p": 0.06285110116004944, "m": 1.0 }, { "p": 0.11236592382192612, "m": 1.0 }, { "p": 0.010510160587728024, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 0.7009305357933044, "val_loss": 0.9337400197982788, "acc": 67.79, "time": 132.51468222914264, "param": [ { "p": 0.0925448089838028, "m": 1.0 }, { "p": 0.02078946679830551, "m": 1.0 }, { "p": 0.09060929715633392, "m": 1.0 }, { "p": 0.07045800983905792, "m": 0.9015542268753052 }, { "p": 0.041139379143714905, "m": 0.46703341603279114 }, { "p": 0.08243358880281448, "m": 0.7466108202934265 }, { "p": 0.08024770766496658, "m": 1.0 }, { "p": 0.08106276392936707, "m": 0.9325359463691711 }, { "p": 0.07950958609580994, "m": 0.9810205101966858 }, { "p": 0.1035802885890007, "m": 0.9708660244941711 }, { "p": 0.06200646236538887, "m": 0.9853606224060059 }, { "p": 0.05839226394891739, "m": 1.0 }, { "p": 0.06393558531999588, "m": 1.0 }, { "p": 0.07329076528549194, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 0.7810854911804199, "val_loss": 0.9913432598114014, "acc": 68.68, "time": 131.06605011597276, "param": [ { "p": 0.08643105626106262, "m": 1.0 }, { "p": 0.06228667125105858, "m": 1.0 }, { "p": 0.06857556849718094, "m": 1.0 }, { "p": 0.0506892092525959, "m": 0.8441100716590881 }, { "p": 0.05475463345646858, "m": 0.6115649938583374 }, { "p": 0.08267484605312347, "m": 0.6666277050971985 }, { "p": 0.048984281718730927, "m": 0.9710678458213806 }, { "p": 0.08055098354816437, "m": 0.9442193508148193 }, { "p": 0.06143474951386452, "m": 0.994813084602356 }, { "p": 0.08130069077014923, "m": 0.9115499258041382 }, { "p": 0.09750688821077347, "m": 1.0 }, { "p": 0.08842956274747849, "m": 1.0 }, { "p": 0.0731758326292038, "m": 1.0 }, { "p": 0.06320500373840332, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 0.9100187420845032, "val_loss": 0.9963966012001038, "acc": 68.32, "time": 122.66236599883996, "param": [ { "p": 0.07535696774721146, "m": 1.0 }, { "p": 0.04567411541938782, "m": 1.0 }, { "p": 0.04358018934726715, "m": 1.0 }, { "p": 0.0680425837635994, "m": 0.860831618309021 }, { "p": 0.04974144324660301, "m": 0.639702558517456 }, { "p": 0.08996383100748062, "m": 0.7017517685890198 }, { "p": 0.0653831958770752, "m": 0.9950669407844543 }, { "p": 0.06985632330179214, "m": 0.9739805459976196 }, { "p": 0.062249649316072464, "m": 0.9912181496620178 }, { "p": 0.08221937716007233, "m": 0.9062021374702454 }, { "p": 0.09209021925926208, "m": 1.0 }, { "p": 0.08352886885404587, "m": 1.0 }, { "p": 0.09247735142707825, "m": 1.0 }, { "p": 0.07983586937189102, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.5494429469108582, "val_loss": 1.024675726890564, "acc": 69.01, "time": 110.83312770095654, "param": [ { "p": 0.0796344205737114, "m": 1.0 }, { "p": 0.06467895954847336, "m": 1.0 }, { "p": 0.05718168243765831, "m": 1.0 }, { "p": 0.06850815564393997, "m": 0.8426257371902466 }, { "p": 0.04967570677399635, "m": 0.6973215937614441 }, { "p": 0.08778423070907593, "m": 0.6787758469581604 }, { "p": 0.05959833785891533, "m": 0.959304690361023 }, { "p": 0.09789621084928513, "m": 0.9478920698165894 }, { "p": 0.07294845581054688, "m": 1.0 }, { "p": 0.10009051114320755, "m": 0.9109520316123962 }, { "p": 0.052053067833185196, "m": 0.9752289652824402 }, { "p": 0.08418066799640656, "m": 1.0 }, { "p": 0.07110679894685745, "m": 1.0 }, { "p": 0.05466284602880478, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 0.7590610384941101, "val_loss": 0.8886774182319641, "acc": 68.95, "time": 111.862569604069, "param": [ { "p": 0.10433889180421829, "m": 1.0 }, { "p": 0.057924579828977585, "m": 1.0 }, { "p": 0.07090950012207031, "m": 1.0 }, { "p": 0.05181262269616127, "m": 0.9586807489395142 }, { "p": 0.06367985159158707, "m": 0.7355976700782776 }, { "p": 0.06519759446382523, "m": 0.7444624900817871 }, { "p": 0.05416294187307358, "m": 0.9581705331802368 }, { "p": 0.08484575897455215, "m": 0.9106287360191345 }, { "p": 0.09182963520288467, "m": 0.9628617167472839 }, { "p": 0.07861844450235367, "m": 0.8978631496429443 }, { "p": 0.060294896364212036, "m": 0.9340444207191467 }, { "p": 0.0857885554432869, "m": 0.9995964169502258 }, { "p": 0.09065932035446167, "m": 1.0 }, { "p": 0.03993741795420647, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.800270140171051, "val_loss": 0.7835462093353271, "acc": 69.19, "time": 129.0121658919379, "param": [ { "p": 0.10531174391508102, "m": 1.0 }, { "p": 0.05939260870218277, "m": 1.0 }, { "p": 0.1002591922879219, "m": 1.0 }, { "p": 0.046351391822099686, "m": 0.8429973721504211 }, { "p": 0.062497325241565704, "m": 0.6011800765991211 }, { "p": 0.06559788435697556, "m": 0.6271684169769287 }, { "p": 0.050392407923936844, "m": 0.9528361558914185 }, { "p": 0.03876342251896858, "m": 0.8726351261138916 }, { "p": 0.07674174755811691, "m": 1.0 }, { "p": 0.0772746130824089, "m": 0.9175552725791931 }, { "p": 0.06765609234571457, "m": 0.9470521211624146 }, { "p": 0.09390601515769958, "m": 1.0 }, { "p": 0.0775693953037262, "m": 1.0 }, { "p": 0.0782860592007637, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.7858307957649231, "val_loss": 0.9695853590965271, "acc": 68.35, "time": 132.63880172208883, "param": [ { "p": 0.09297820925712585, "m": 1.0 }, { "p": 0.06515494734048843, "m": 1.0 }, { "p": 0.07554611563682556, "m": 1.0 }, { "p": 0.0685000941157341, "m": 0.8574186563491821 }, { "p": 0.05271803215146065, "m": 0.6618941426277161 }, { "p": 0.06271716952323914, "m": 0.5565229058265686 }, { "p": 0.0624840147793293, "m": 1.0 }, { "p": 0.05741852521896362, "m": 0.8446937799453735 }, { "p": 0.11246876418590546, "m": 1.0 }, { "p": 0.07126644998788834, "m": 1.0 }, { "p": 0.06887922435998917, "m": 0.9934693574905396 }, { "p": 0.06835133582353592, "m": 1.0 }, { "p": 0.09092165529727936, "m": 1.0 }, { "p": 0.05059552192687988, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.7460325360298157, "val_loss": 0.9484703540802002, "acc": 68.21, "time": 133.1965140530374, "param": [ { "p": 0.06604834645986557, "m": 1.0 }, { "p": 0.06224071979522705, "m": 1.0 }, { "p": 0.07225047796964645, "m": 1.0 }, { "p": 0.07297848165035248, "m": 0.9514574408531189 }, { "p": 0.06600221991539001, "m": 0.6683189272880554 }, { "p": 0.10030575841665268, "m": 0.4236990809440613 }, { "p": 0.0650281310081482, "m": 1.0 }, { "p": 0.0600295327603817, "m": 0.7354156374931335 }, { "p": 0.05034526437520981, "m": 0.8962851166725159 }, { "p": 0.07761659473180771, "m": 0.9647329449653625 }, { "p": 0.06787572056055069, "m": 0.9834996461868286 }, { "p": 0.08891228586435318, "m": 1.0 }, { "p": 0.0685008317232132, "m": 1.0 }, { "p": 0.08186553418636322, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 0.6622668504714966, "val_loss": 0.826972246170044, "acc": 68.95, "time": 129.87065670103766, "param": [ { "p": 0.08266311138868332, "m": 1.0 }, { "p": 0.03658058121800423, "m": 1.0 }, { "p": 0.06872513890266418, "m": 1.0 }, { "p": 0.05205419659614563, "m": 1.0 }, { "p": 0.08926884829998016, "m": 0.5761350393295288 }, { "p": 0.06958117336034775, "m": 0.4080788195133209 }, { "p": 0.054344289004802704, "m": 1.0 }, { "p": 0.08242496848106384, "m": 0.7742112278938293 }, { "p": 0.06037813052535057, "m": 0.9946063756942749 }, { "p": 0.06309431791305542, "m": 0.9889490604400635 }, { "p": 0.09210258722305298, "m": 1.0 }, { "p": 0.08036397397518158, "m": 0.9994288682937622 }, { "p": 0.0907219797372818, "m": 1.0 }, { "p": 0.07769671082496643, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.8169417977333069, "val_loss": 0.9493936896324158, "acc": 68.91, "time": 126.05943530402146, "param": [ { "p": 0.06594358384609222, "m": 1.0 }, { "p": 0.05041205883026123, "m": 1.0 }, { "p": 0.05496886000037193, "m": 1.0 }, { "p": 0.12530913949012756, "m": 0.8615749478340149 }, { "p": 0.05672159418463707, "m": 0.8170375227928162 }, { "p": 0.09915144741535187, "m": 0.4536859691143036 }, { "p": 0.03897164389491081, "m": 0.9057166576385498 }, { "p": 0.06799905747175217, "m": 1.0 }, { "p": 0.07292599976062775, "m": 0.9817238450050354 }, { "p": 0.062474701553583145, "m": 1.0 }, { "p": 0.05397899076342583, "m": 0.9366613626480103 }, { "p": 0.07648257166147232, "m": 0.999014675617218 }, { "p": 0.09552651643753052, "m": 1.0 }, { "p": 0.07913390547037125, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 0.7067597508430481, "val_loss": 0.8843494653701782, "acc": 68.73, "time": 127.25460345903412, "param": [ { "p": 0.06959839165210724, "m": 1.0 }, { "p": 0.06929786503314972, "m": 1.0 }, { "p": 0.08243999630212784, "m": 1.0 }, { "p": 0.03949689120054245, "m": 0.8368235230445862 }, { "p": 0.0740501880645752, "m": 0.9046567678451538 }, { "p": 0.08434467017650604, "m": 0.19400763511657715 }, { "p": 0.080882728099823, "m": 0.9071182608604431 }, { "p": 0.05413899943232536, "m": 0.9500512480735779 }, { "p": 0.09285467118024826, "m": 1.0 }, { "p": 0.06621594727039337, "m": 1.0 }, { "p": 0.07094588130712509, "m": 0.9226861000061035 }, { "p": 0.06678386777639389, "m": 1.0 }, { "p": 0.08358526974916458, "m": 1.0 }, { "p": 0.06536451727151871, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 0.7096825838088989, "val_loss": 0.9161080718040466, "acc": 69.36, "time": 125.60381270200014, "param": [ { "p": 0.09145508706569672, "m": 1.0 }, { "p": 0.053683895617723465, "m": 1.0 }, { "p": 0.08297614008188248, "m": 1.0 }, { "p": 0.06069810688495636, "m": 0.7946051955223083 }, { "p": 0.05031752958893776, "m": 0.8765782117843628 }, { "p": 0.06533439457416534, "m": 0.2910822629928589 }, { "p": 0.06664245575666428, "m": 0.8712180256843567 }, { "p": 0.08450689911842346, "m": 0.9617829322814941 }, { "p": 0.07496681064367294, "m": 1.0 }, { "p": 0.08556313067674637, "m": 0.9346364140510559 }, { "p": 0.08132432401180267, "m": 0.9470891356468201 }, { "p": 0.07952196896076202, "m": 1.0 }, { "p": 0.0706387385725975, "m": 1.0 }, { "p": 0.052370406687259674, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 0.7304521203041077, "val_loss": 0.9238617420196533, "acc": 69.51, "time": 132.19624074804597, "param": [ { "p": 0.09520454704761505, "m": 1.0 }, { "p": 0.054982125759124756, "m": 1.0 }, { "p": 0.07948490232229233, "m": 1.0 }, { "p": 0.07762517035007477, "m": 0.8923249244689941 }, { "p": 0.08631092309951782, "m": 0.7396615147590637 }, { "p": 0.08652476966381073, "m": 0.31707483530044556 }, { "p": 0.04102318361401558, "m": 0.9276588559150696 }, { "p": 0.04079565033316612, "m": 0.9054833650588989 }, { "p": 0.07554756104946136, "m": 0.9991679787635803 }, { "p": 0.055601563304662704, "m": 0.9108209609985352 }, { "p": 0.06860397756099701, "m": 0.9391312599182129 }, { "p": 0.07808574289083481, "m": 1.0 }, { "p": 0.12007366120815277, "m": 1.0 }, { "p": 0.040136296302080154, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.6434723734855652, "val_loss": 0.8473503589630127, "acc": 68.97, "time": 127.44190044491552, "param": [ { "p": 0.05696770176291466, "m": 1.0 }, { "p": 0.06603831052780151, "m": 1.0 }, { "p": 0.09470132738351822, "m": 1.0 }, { "p": 0.04999852925539017, "m": 0.934972882270813 }, { "p": 0.05694148689508438, "m": 0.6006733775138855 }, { "p": 0.08022767305374146, "m": 0.41679587960243225 }, { "p": 0.06757998466491699, "m": 0.9951923489570618 }, { "p": 0.056662000715732574, "m": 1.0 }, { "p": 0.09194397926330566, "m": 0.917058527469635 }, { "p": 0.0846475139260292, "m": 0.9225983619689941 }, { "p": 0.046854469925165176, "m": 0.9133623838424683 }, { "p": 0.08877823501825333, "m": 1.0 }, { "p": 0.10210048407316208, "m": 1.0 }, { "p": 0.056558411568403244, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 0.47919848561286926, "val_loss": 1.0082194805145264, "acc": 69.92, "time": 122.28368885419331, "param": [ { "p": 0.07596015930175781, "m": 1.0 }, { "p": 0.036339838057756424, "m": 1.0 }, { "p": 0.05097738653421402, "m": 1.0 }, { "p": 0.0712326392531395, "m": 0.8294826745986938 }, { "p": 0.047870934009552, "m": 0.7187181711196899 }, { "p": 0.10238751024007797, "m": 0.5146961808204651 }, { "p": 0.09379807114601135, "m": 1.0 }, { "p": 0.05528334900736809, "m": 0.9665752649307251 }, { "p": 0.09313564002513885, "m": 0.9403702020645142 }, { "p": 0.08408234268426895, "m": 1.0 }, { "p": 0.07311339676380157, "m": 1.0 }, { "p": 0.07154557853937149, "m": 1.0 }, { "p": 0.0844564139842987, "m": 1.0 }, { "p": 0.05981680378317833, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 0.643494725227356, "val_loss": 0.9546065330505371, "acc": 69.49, "time": 131.39967997698113, "param": [ { "p": 0.0794193223118782, "m": 1.0 }, { "p": 0.06896025687456131, "m": 1.0 }, { "p": 0.0688372552394867, "m": 1.0 }, { "p": 0.04328816756606102, "m": 0.8329492211341858 }, { "p": 0.058057401329278946, "m": 0.7003471255302429 }, { "p": 0.07628043740987778, "m": 0.41303619742393494 }, { "p": 0.0914875939488411, "m": 0.8293188810348511 }, { "p": 0.08523152023553848, "m": 0.9230253100395203 }, { "p": 0.07868855446577072, "m": 0.9879012703895569 }, { "p": 0.07620777934789658, "m": 0.9638910293579102 }, { "p": 0.05976789444684982, "m": 0.9972442984580994 }, { "p": 0.05835578590631485, "m": 0.9995180368423462 }, { "p": 0.07933640480041504, "m": 1.0 }, { "p": 0.07608171552419662, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 0.6201930642127991, "val_loss": 0.7238009572029114, "acc": 69.57, "time": 131.54039068007842, "param": [ { "p": 0.086771659553051, "m": 1.0 }, { "p": 0.0641358271241188, "m": 1.0 }, { "p": 0.062002211809158325, "m": 1.0 }, { "p": 0.05390572175383568, "m": 0.7993892431259155 }, { "p": 0.06753545999526978, "m": 0.872464120388031 }, { "p": 0.06161126866936684, "m": 0.523602306842804 }, { "p": 0.08071920275688171, "m": 0.9094552993774414 }, { "p": 0.07379444688558578, "m": 0.9118462800979614 }, { "p": 0.05855872854590416, "m": 0.9907479286193848 }, { "p": 0.05292030796408653, "m": 1.0 }, { "p": 0.08658849447965622, "m": 1.0 }, { "p": 0.08930087834596634, "m": 1.0 }, { "p": 0.09734192490577698, "m": 1.0 }, { "p": 0.06481398642063141, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.5641098022460938, "val_loss": 0.7673701047897339, "acc": 70.05, "time": 128.8122212968301, "param": [ { "p": 0.08772216737270355, "m": 1.0 }, { "p": 0.06726175546646118, "m": 1.0 }, { "p": 0.05183135345578194, "m": 1.0 }, { "p": 0.07226680219173431, "m": 0.944269597530365 }, { "p": 0.06787518411874771, "m": 0.8834264874458313 }, { "p": 0.06178514286875725, "m": 0.5947000980377197 }, { "p": 0.06767766177654266, "m": 0.9621626138687134 }, { "p": 0.03603333607316017, "m": 0.9795759916305542 }, { "p": 0.0805569589138031, "m": 0.9601194262504578 }, { "p": 0.05713163688778877, "m": 0.9703725576400757 }, { "p": 0.07393979281187057, "m": 1.0 }, { "p": 0.09046069532632828, "m": 1.0 }, { "p": 0.11518923938274384, "m": 1.0 }, { "p": 0.07026828825473785, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.763043224811554, "val_loss": 1.0743519067764282, "acc": 69.16, "time": 132.3598775449209, "param": [ { "p": 0.09453488886356354, "m": 1.0 }, { "p": 0.06499513238668442, "m": 1.0 }, { "p": 0.046117402613162994, "m": 1.0 }, { "p": 0.05045381560921669, "m": 0.8500232100486755 }, { "p": 0.08935972303152084, "m": 0.8639558553695679 }, { "p": 0.054475024342536926, "m": 0.4745784103870392 }, { "p": 0.06846138089895248, "m": 0.8545717000961304 }, { "p": 0.06259403377771378, "m": 0.9766425490379333 }, { "p": 0.07832366228103638, "m": 1.0 }, { "p": 0.07416833192110062, "m": 0.9738063216209412 }, { "p": 0.06327483803033829, "m": 0.9914953708648682 }, { "p": 0.06341467052698135, "m": 0.9997506737709045 }, { "p": 0.0992141142487526, "m": 1.0 }, { "p": 0.0906129702925682, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.735350489616394, "val_loss": 0.8701290488243103, "acc": 69.37, "time": 129.45763482293114, "param": [ { "p": 0.07447707653045654, "m": 1.0 }, { "p": 0.05094938725233078, "m": 1.0 }, { "p": 0.11323291808366776, "m": 1.0 }, { "p": 0.022929612547159195, "m": 0.8322141766548157 }, { "p": 0.09113839268684387, "m": 0.9984939694404602 }, { "p": 0.07605843245983124, "m": 0.5333502888679504 }, { "p": 0.05055776238441467, "m": 0.8868712782859802 }, { "p": 0.03346527740359306, "m": 0.9967378973960876 }, { "p": 0.08660619705915451, "m": 1.0 }, { "p": 0.06375213712453842, "m": 0.9902271032333374 }, { "p": 0.06505687534809113, "m": 1.0 }, { "p": 0.08695312589406967, "m": 1.0 }, { "p": 0.09966875612735748, "m": 1.0 }, { "p": 0.08515407890081406, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.5708210468292236, "val_loss": 1.0319830179214478, "acc": 69.19, "time": 130.90266403509304, "param": [ { "p": 0.11219429224729538, "m": 1.0 }, { "p": 0.05183602496981621, "m": 1.0 }, { "p": 0.08312440663576126, "m": 1.0 }, { "p": 0.05150657147169113, "m": 0.7830823659896851 }, { "p": 0.06223214417695999, "m": 1.0 }, { "p": 0.051531948149204254, "m": 0.5509828329086304 }, { "p": 0.06687244772911072, "m": 0.919260561466217 }, { "p": 0.09230761975049973, "m": 0.8779031038284302 }, { "p": 0.07982031255960464, "m": 0.9641952514648438 }, { "p": 0.07336713373661041, "m": 0.9921149611473083 }, { "p": 0.041647497564554214, "m": 0.9784284234046936 }, { "p": 0.07499906420707703, "m": 1.0 }, { "p": 0.0855165421962738, "m": 1.0 }, { "p": 0.073044054210186, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.7656005620956421, "val_loss": 0.7772058844566345, "acc": 70.42, "time": 125.09167393203825, "param": [ { "p": 0.07338877022266388, "m": 1.0 }, { "p": 0.06920678168535233, "m": 1.0 }, { "p": 0.0697486624121666, "m": 1.0 }, { "p": 0.06411691009998322, "m": 0.78289794921875 }, { "p": 0.053411662578582764, "m": 1.0 }, { "p": 0.09042348712682724, "m": 0.5079131126403809 }, { "p": 0.07337967306375504, "m": 0.9056714177131653 }, { "p": 0.06569322943687439, "m": 0.8291813135147095 }, { "p": 0.0408661849796772, "m": 0.9990295767784119 }, { "p": 0.08093541860580444, "m": 1.0 }, { "p": 0.0962252989411354, "m": 0.9829346537590027 }, { "p": 0.05954995006322861, "m": 0.9940692782402039 }, { "p": 0.09713942557573318, "m": 1.0 }, { "p": 0.06591454893350601, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.6261113286018372, "val_loss": 0.8284490704536438, "acc": 69.44, "time": 132.65196046000347, "param": [ { "p": 0.07472395151853561, "m": 1.0 }, { "p": 0.054684631526470184, "m": 1.0 }, { "p": 0.07756808400154114, "m": 1.0 }, { "p": 0.059859421104192734, "m": 0.7965739965438843 }, { "p": 0.042019397020339966, "m": 0.9708027839660645 }, { "p": 0.09179580956697464, "m": 0.3758479654788971 }, { "p": 0.09547993540763855, "m": 0.9330533742904663 }, { "p": 0.06986355036497116, "m": 0.8664302825927734 }, { "p": 0.05069256201386452, "m": 0.9991531372070312 }, { "p": 0.056080009788274765, "m": 0.999531626701355 }, { "p": 0.08174276351928711, "m": 0.8935021162033081 }, { "p": 0.06943109631538391, "m": 1.0 }, { "p": 0.08147779107093811, "m": 1.0 }, { "p": 0.09458094090223312, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.6047056913375854, "val_loss": 0.8590690493583679, "acc": 69.85, "time": 125.54219863191247, "param": [ { "p": 0.0736880898475647, "m": 1.0 }, { "p": 0.07437367737293243, "m": 1.0 }, { "p": 0.07455486804246902, "m": 1.0 }, { "p": 0.057362936437129974, "m": 0.7878506183624268 }, { "p": 0.08781281113624573, "m": 0.986846923828125 }, { "p": 0.07674234360456467, "m": 0.22128421068191528 }, { "p": 0.04310609772801399, "m": 0.9620524048805237 }, { "p": 0.08932237327098846, "m": 0.7940975427627563 }, { "p": 0.10627899318933487, "m": 0.9953876733779907 }, { "p": 0.05826856568455696, "m": 0.9683873057365417 }, { "p": 0.06287692487239838, "m": 0.9639281034469604 }, { "p": 0.0694236308336258, "m": 1.0 }, { "p": 0.057069554924964905, "m": 1.0 }, { "p": 0.06911903619766235, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.579051673412323, "val_loss": 1.0600305795669556, "acc": 69.18, "time": 122.51349813304842, "param": [ { "p": 0.08919688314199448, "m": 1.0 }, { "p": 0.04533230885863304, "m": 1.0 }, { "p": 0.06159743666648865, "m": 1.0 }, { "p": 0.08004087209701538, "m": 0.9483542442321777 }, { "p": 0.05883786827325821, "m": 0.9803032875061035 }, { "p": 0.0751865953207016, "m": 0.1919434368610382 }, { "p": 0.07867234200239182, "m": 0.885230302810669 }, { "p": 0.06127917394042015, "m": 0.8383272290229797 }, { "p": 0.08027458935976028, "m": 0.9943791627883911 }, { "p": 0.08998645842075348, "m": 0.9947748184204102 }, { "p": 0.0786048099398613, "m": 0.8683781027793884 }, { "p": 0.05796156823635101, "m": 1.0 }, { "p": 0.08722170442342758, "m": 1.0 }, { "p": 0.0558074489235878, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.6123611330986023, "val_loss": 1.0027945041656494, "acc": 69.73, "time": 122.61727735796012, "param": [ { "p": 0.08235466480255127, "m": 1.0 }, { "p": 0.04393940791487694, "m": 1.0 }, { "p": 0.09425570070743561, "m": 1.0 }, { "p": 0.051360197365283966, "m": 0.9621978998184204 }, { "p": 0.057469531893730164, "m": 0.9450575709342957 }, { "p": 0.05545583367347717, "m": 0.17926336824893951 }, { "p": 0.06792803108692169, "m": 0.8306008577346802 }, { "p": 0.09046435356140137, "m": 0.8528220653533936 }, { "p": 0.05095243453979492, "m": 0.9779528975486755 }, { "p": 0.07086212933063507, "m": 0.9624077081680298 }, { "p": 0.0995049923658371, "m": 0.8964109420776367 }, { "p": 0.07419127970933914, "m": 1.0 }, { "p": 0.06551709771156311, "m": 1.0 }, { "p": 0.095744289457798, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.36739709973335266, "val_loss": 1.0052062273025513, "acc": 69.77, "time": 129.34127343911678, "param": [ { "p": 0.08568918704986572, "m": 1.0 }, { "p": 0.01853182725608349, "m": 1.0 }, { "p": 0.0841946080327034, "m": 1.0 }, { "p": 0.06431382149457932, "m": 0.8816524147987366 }, { "p": 0.02222219854593277, "m": 0.808521568775177 }, { "p": 0.08070667088031769, "m": 0.12794309854507446 }, { "p": 0.0999767854809761, "m": 0.9800493121147156 }, { "p": 0.08738312125205994, "m": 0.9917594790458679 }, { "p": 0.08113744109869003, "m": 1.0 }, { "p": 0.09469971805810928, "m": 0.9623429179191589 }, { "p": 0.034894708544015884, "m": 0.925683319568634 }, { "p": 0.09284570813179016, "m": 1.0 }, { "p": 0.10011885315179825, "m": 1.0 }, { "p": 0.05328526347875595, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.6176162362098694, "val_loss": 1.0552033185958862, "acc": 69.45, "time": 131.91867705108598, "param": [ { "p": 0.08086786419153214, "m": 1.0 }, { "p": 0.04757080227136612, "m": 1.0 }, { "p": 0.07819942384958267, "m": 1.0 }, { "p": 0.054325055330991745, "m": 0.8634900450706482 }, { "p": 0.051657866686582565, "m": 0.4801911413669586 }, { "p": 0.08020732551813126, "m": 0.18876084685325623 }, { "p": 0.11456327885389328, "m": 0.9891622066497803 }, { "p": 0.07512670010328293, "m": 0.95591139793396 }, { "p": 0.06065680831670761, "m": 0.9994784593582153 }, { "p": 0.06736600399017334, "m": 0.8783164024353027 }, { "p": 0.06916040927171707, "m": 0.9582650661468506 }, { "p": 0.0815247967839241, "m": 1.0 }, { "p": 0.07824946939945221, "m": 1.0 }, { "p": 0.06052418053150177, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.4950314164161682, "val_loss": 1.0013190507888794, "acc": 70.3, "time": 124.33218290191144, "param": [ { "p": 0.08792348951101303, "m": 1.0 }, { "p": 0.08240162581205368, "m": 1.0 }, { "p": 0.07890080660581589, "m": 1.0 }, { "p": 0.08714846521615982, "m": 0.7775273323059082 }, { "p": 0.05815634876489639, "m": 0.3000718355178833 }, { "p": 0.08885403722524643, "m": 0.37781599164009094 }, { "p": 0.0603836365044117, "m": 1.0 }, { "p": 0.028549855574965477, "m": 0.8448193073272705 }, { "p": 0.08844898641109467, "m": 1.0 }, { "p": 0.08675365149974823, "m": 0.9482672810554504 }, { "p": 0.08883451670408249, "m": 0.9956194758415222 }, { "p": 0.048125818371772766, "m": 1.0 }, { "p": 0.06328732520341873, "m": 1.0 }, { "p": 0.05223136767745018, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 0.6769769787788391, "val_loss": 1.0535708665847778, "acc": 69.1, "time": 120.77671062317677, "param": [ { "p": 0.0753873735666275, "m": 1.0 }, { "p": 0.08494614064693451, "m": 1.0 }, { "p": 0.06367947906255722, "m": 1.0 }, { "p": 0.04802600294351578, "m": 0.6501373648643494 }, { "p": 0.08489435911178589, "m": 0.22285377979278564 }, { "p": 0.0787975862622261, "m": 0.2811673879623413 }, { "p": 0.02167990617454052, "m": 0.9457545280456543 }, { "p": 0.08990362286567688, "m": 0.8265753984451294 }, { "p": 0.07688454538583755, "m": 0.9820497035980225 }, { "p": 0.05938844010233879, "m": 0.9644035696983337 }, { "p": 0.06465736776590347, "m": 0.9909663796424866 }, { "p": 0.10468180477619171, "m": 1.0 }, { "p": 0.09740413725376129, "m": 1.0 }, { "p": 0.04966922849416733, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.5503552556037903, "val_loss": 0.8651471138000488, "acc": 69.15, "time": 115.73212373093702, "param": [ { "p": 0.0557764433324337, "m": 1.0 }, { "p": 0.06591776758432388, "m": 1.0 }, { "p": 0.052492063492536545, "m": 1.0 }, { "p": 0.07486064732074738, "m": 0.8602451086044312 }, { "p": 0.055793486535549164, "m": 0.17618201673030853 }, { "p": 0.08645189553499222, "m": 0.4382389187812805 }, { "p": 0.06892454624176025, "m": 0.8710852861404419 }, { "p": 0.07782018184661865, "m": 0.9851847290992737 }, { "p": 0.0634947195649147, "m": 0.9977798461914062 }, { "p": 0.07815741747617722, "m": 0.8444884419441223 }, { "p": 0.07901989668607712, "m": 1.0 }, { "p": 0.07262248545885086, "m": 0.9995924234390259 }, { "p": 0.08113882690668106, "m": 1.0 }, { "p": 0.08752956986427307, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.6410816311836243, "val_loss": 1.0320961475372314, "acc": 70.75, "time": 122.72913183597848, "param": [ { "p": 0.08617322891950607, "m": 1.0 }, { "p": 0.05125773698091507, "m": 1.0 }, { "p": 0.06876054406166077, "m": 1.0 }, { "p": 0.04101525992155075, "m": 0.9502912163734436 }, { "p": 0.06432429701089859, "m": 0.20825928449630737 }, { "p": 0.0821179747581482, "m": 0.5468505024909973 }, { "p": 0.08411474525928497, "m": 0.9353915452957153 }, { "p": 0.0783715769648552, "m": 1.0 }, { "p": 0.08584393560886383, "m": 0.9901978373527527 }, { "p": 0.06886792927980423, "m": 0.9102967977523804 }, { "p": 0.07612145692110062, "m": 0.9835461974143982 }, { "p": 0.05857674777507782, "m": 1.0 }, { "p": 0.0631224513053894, "m": 1.0 }, { "p": 0.09133207052946091, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.7091842293739319, "val_loss": 0.9001163244247437, "acc": 69.37, "time": 118.15374763403088, "param": [ { "p": 0.07190205901861191, "m": 1.0 }, { "p": 0.0732211098074913, "m": 1.0 }, { "p": 0.08617639541625977, "m": 1.0 }, { "p": 0.07134558260440826, "m": 0.9262951612472534 }, { "p": 0.04473531246185303, "m": 0.2784953713417053 }, { "p": 0.06632687896490097, "m": 0.6191317439079285 }, { "p": 0.09284213930368423, "m": 1.0 }, { "p": 0.0790446400642395, "m": 0.9883114695549011 }, { "p": 0.0831599086523056, "m": 0.9428385496139526 }, { "p": 0.06997907906770706, "m": 0.9488621950149536 }, { "p": 0.08202487975358963, "m": 1.0 }, { "p": 0.07362470030784607, "m": 1.0 }, { "p": 0.0412568598985672, "m": 1.0 }, { "p": 0.06436049938201904, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.4878792464733124, "val_loss": 1.0125024318695068, "acc": 69.36, "time": 124.97863468690775, "param": [ { "p": 0.09214095771312714, "m": 1.0 }, { "p": 0.09161777049303055, "m": 1.0 }, { "p": 0.07853463292121887, "m": 1.0 }, { "p": 0.028311701491475105, "m": 0.9166922569274902 }, { "p": 0.06502562016248703, "m": 0.3811327815055847 }, { "p": 0.07028453052043915, "m": 0.771511435508728 }, { "p": 0.06000090017914772, "m": 1.0 }, { "p": 0.0887518897652626, "m": 0.9755802750587463 }, { "p": 0.09960087388753891, "m": 0.9812785387039185 }, { "p": 0.052589934319257736, "m": 0.9190182685852051 }, { "p": 0.07670828700065613, "m": 1.0 }, { "p": 0.07906501740217209, "m": 1.0 }, { "p": 0.0602385476231575, "m": 1.0 }, { "p": 0.05712936446070671, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.6302952170372009, "val_loss": 0.8124085068702698, "acc": 70.36, "time": 128.43941867607646, "param": [ { "p": 0.09480994194746017, "m": 1.0 }, { "p": 0.08357273042201996, "m": 1.0 }, { "p": 0.07825671136379242, "m": 1.0 }, { "p": 0.051143828779459, "m": 0.935204029083252 }, { "p": 0.060534216463565826, "m": 0.3601267337799072 }, { "p": 0.08500754833221436, "m": 0.8512690663337708 }, { "p": 0.061970315873622894, "m": 0.9697008728981018 }, { "p": 0.06267042458057404, "m": 0.8358690738677979 }, { "p": 0.0528726689517498, "m": 0.9274172782897949 }, { "p": 0.06901612877845764, "m": 0.9198278784751892 }, { "p": 0.07991012930870056, "m": 0.9969428777694702 }, { "p": 0.07509823888540268, "m": 0.9966705441474915 }, { "p": 0.09284792095422745, "m": 1.0 }, { "p": 0.05228917673230171, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.6368656754493713, "val_loss": 0.901612401008606, "acc": 70.24, "time": 134.75987924518995, "param": [ { "p": 0.06852257251739502, "m": 1.0 }, { "p": 0.05403176695108414, "m": 1.0 }, { "p": 0.0801009088754654, "m": 1.0 }, { "p": 0.08401019871234894, "m": 0.9473788738250732 }, { "p": 0.07402157783508301, "m": 0.3775408864021301 }, { "p": 0.08492369949817657, "m": 0.8925668001174927 }, { "p": 0.05736086517572403, "m": 0.8998098373413086 }, { "p": 0.017605962231755257, "m": 0.8316578269004822 }, { "p": 0.06922903656959534, "m": 0.9884332418441772 }, { "p": 0.07460223138332367, "m": 0.9253703951835632 }, { "p": 0.06346006691455841, "m": 0.9240678548812866 }, { "p": 0.08305850625038147, "m": 1.0 }, { "p": 0.09129583835601807, "m": 1.0 }, { "p": 0.09777680039405823, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.6737837195396423, "val_loss": 0.8937663435935974, "acc": 70.1, "time": 131.9356096428819, "param": [ { "p": 0.10240869969129562, "m": 1.0 }, { "p": 0.06764551252126694, "m": 1.0 }, { "p": 0.07953087240457535, "m": 1.0 }, { "p": 0.044957198202610016, "m": 0.9310342073440552 }, { "p": 0.07336251437664032, "m": 0.48689424991607666 }, { "p": 0.048535194247961044, "m": 0.7625297904014587 }, { "p": 0.07556170225143433, "m": 0.9719458222389221 }, { "p": 0.07471265643835068, "m": 0.9692162275314331 }, { "p": 0.060454197227954865, "m": 0.9943187832832336 }, { "p": 0.0474107563495636, "m": 0.9793727993965149 }, { "p": 0.10172346979379654, "m": 1.0 }, { "p": 0.07141263782978058, "m": 1.0 }, { "p": 0.06930430978536606, "m": 1.0 }, { "p": 0.08298036456108093, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.7236446738243103, "val_loss": 0.9365277290344238, "acc": 70.99, "time": 124.293328396976, "param": [ { "p": 0.059040769934654236, "m": 1.0 }, { "p": 0.06328531354665756, "m": 1.0 }, { "p": 0.08153709769248962, "m": 1.0 }, { "p": 0.07207471877336502, "m": 0.9396966695785522 }, { "p": 0.030030928552150726, "m": 0.4347515404224396 }, { "p": 0.11147936433553696, "m": 0.878254771232605 }, { "p": 0.07237934321165085, "m": 0.9437333345413208 }, { "p": 0.05892108753323555, "m": 1.0 }, { "p": 0.053025197237730026, "m": 0.9651439785957336 }, { "p": 0.06217094138264656, "m": 0.9447682499885559 }, { "p": 0.09221670031547546, "m": 0.9953219890594482 }, { "p": 0.09195561707019806, "m": 1.0 }, { "p": 0.06926490366458893, "m": 1.0 }, { "p": 0.08261788636445999, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.6039737462997437, "val_loss": 0.999915599822998, "acc": 69.81, "time": 135.94110353593715, "param": [ { "p": 0.08002422749996185, "m": 1.0 }, { "p": 0.08989585191011429, "m": 1.0 }, { "p": 0.102210134267807, "m": 1.0 }, { "p": 0.06141610071063042, "m": 0.822751522064209 }, { "p": 0.07427217811346054, "m": 0.44788268208503723 }, { "p": 0.08725729584693909, "m": 0.941496729850769 }, { "p": 0.04556480795145035, "m": 0.9905139207839966 }, { "p": 0.05233864486217499, "m": 1.0 }, { "p": 0.04894788935780525, "m": 0.9323066473007202 }, { "p": 0.07126668840646744, "m": 0.9922343492507935 }, { "p": 0.05806215479969978, "m": 0.9742127060890198 }, { "p": 0.0920809954404831, "m": 1.0 }, { "p": 0.0740501657128334, "m": 1.0 }, { "p": 0.06261274963617325, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.652270495891571, "val_loss": 0.908679187297821, "acc": 70.76, "time": 135.97163651091978, "param": [ { "p": 0.08123423904180527, "m": 1.0 }, { "p": 0.05337654426693916, "m": 1.0 }, { "p": 0.084862120449543, "m": 1.0 }, { "p": 0.0805206373333931, "m": 0.9034625291824341 }, { "p": 0.04738133028149605, "m": 0.4338666796684265 }, { "p": 0.08707074075937271, "m": 0.9605042934417725 }, { "p": 0.048072874546051025, "m": 0.9044932126998901 }, { "p": 0.07791997492313385, "m": 0.9958788156509399 }, { "p": 0.07814514636993408, "m": 0.815514087677002 }, { "p": 0.06793083250522614, "m": 0.996300220489502 }, { "p": 0.08382856100797653, "m": 0.9612029194831848 }, { "p": 0.08389278501272202, "m": 0.9993423223495483 }, { "p": 0.07604191452264786, "m": 1.0 }, { "p": 0.04972227290272713, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.6239036917686462, "val_loss": 0.9762148857116699, "acc": 70.44, "time": 130.17984936502762, "param": [ { "p": 0.07689420878887177, "m": 1.0 }, { "p": 0.09341660887002945, "m": 1.0 }, { "p": 0.05467035621404648, "m": 1.0 }, { "p": 0.03254277631640434, "m": 0.989404022693634 }, { "p": 0.07594626396894455, "m": 0.3395903408527374 }, { "p": 0.09790431708097458, "m": 0.9268466830253601 }, { "p": 0.05744270607829094, "m": 0.9547826647758484 }, { "p": 0.07678170502185822, "m": 0.9313136339187622 }, { "p": 0.0721047967672348, "m": 0.8194676041603088 }, { "p": 0.0825681984424591, "m": 0.9019939303398132 }, { "p": 0.06154470145702362, "m": 1.0 }, { "p": 0.07786815613508224, "m": 1.0 }, { "p": 0.0637553259730339, "m": 1.0 }, { "p": 0.07655996829271317, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.4121609330177307, "val_loss": 0.7457767724990845, "acc": 70.02, "time": 136.5456350040622, "param": [ { "p": 0.0809715986251831, "m": 1.0 }, { "p": 0.07599480450153351, "m": 1.0 }, { "p": 0.06575771421194077, "m": 1.0 }, { "p": 0.023349814116954803, "m": 0.9523405432701111 }, { "p": 0.0530121773481369, "m": 0.32386913895606995 }, { "p": 0.06711530685424805, "m": 0.9354646801948547 }, { "p": 0.07215604931116104, "m": 1.0 }, { "p": 0.08083906769752502, "m": 0.9510406255722046 }, { "p": 0.06949236989021301, "m": 0.8587536811828613 }, { "p": 0.08216910809278488, "m": 0.9238596558570862 }, { "p": 0.06763205677270889, "m": 0.8705975413322449 }, { "p": 0.0856604054570198, "m": 1.0 }, { "p": 0.09978543221950531, "m": 1.0 }, { "p": 0.07606403529644012, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.7895927429199219, "val_loss": 0.9531416296958923, "acc": 69.87, "time": 133.6423378509935, "param": [ { "p": 0.05738459900021553, "m": 1.0 }, { "p": 0.04912984371185303, "m": 1.0 }, { "p": 0.07280916720628738, "m": 1.0 }, { "p": 0.08626221120357513, "m": 0.9569511413574219 }, { "p": 0.07055038958787918, "m": 0.4246842563152313 }, { "p": 0.05217292159795761, "m": 0.8889607191085815 }, { "p": 0.05857229232788086, "m": 0.9481081962585449 }, { "p": 0.09045541286468506, "m": 1.0 }, { "p": 0.08413051813840866, "m": 0.8818702101707458 }, { "p": 0.06987722963094711, "m": 0.8358449935913086 }, { "p": 0.07848796993494034, "m": 0.9417691826820374 }, { "p": 0.0781472846865654, "m": 0.9707151651382446 }, { "p": 0.0621773824095726, "m": 1.0 }, { "p": 0.0898427665233612, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.4429740011692047, "val_loss": 0.8910727500915527, "acc": 70.15, "time": 133.07848141621798, "param": [ { "p": 0.057425357401371, "m": 1.0 }, { "p": 0.06613484770059586, "m": 1.0 }, { "p": 0.10923393070697784, "m": 1.0 }, { "p": 0.032821208238601685, "m": 0.8687483668327332 }, { "p": 0.07424254715442657, "m": 0.46856245398521423 }, { "p": 0.06467106193304062, "m": 0.9113216996192932 }, { "p": 0.06888073682785034, "m": 0.8987215161323547 }, { "p": 0.05883943289518356, "m": 1.0 }, { "p": 0.061246369034051895, "m": 0.9320855736732483 }, { "p": 0.08711963891983032, "m": 0.9205158948898315 }, { "p": 0.08331713080406189, "m": 0.9833005666732788 }, { "p": 0.06160779669880867, "m": 0.9955593347549438 }, { "p": 0.08749734610319138, "m": 1.0 }, { "p": 0.08696259558200836, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.49478042125701904, "val_loss": 0.8530311584472656, "acc": 70.83, "time": 131.6217275490053, "param": [ { "p": 0.08239574730396271, "m": 1.0 }, { "p": 0.08261527121067047, "m": 1.0 }, { "p": 0.08058036863803864, "m": 1.0 }, { "p": 0.0600261352956295, "m": 0.8505802750587463 }, { "p": 0.06474129110574722, "m": 0.4177592992782593 }, { "p": 0.07350827753543854, "m": 0.929433286190033 }, { "p": 0.08815512806177139, "m": 0.9156566858291626 }, { "p": 0.08592848479747772, "m": 0.9908357262611389 }, { "p": 0.06937425583600998, "m": 0.8944507837295532 }, { "p": 0.10300586372613907, "m": 0.9101713299751282 }, { "p": 0.049900639802217484, "m": 0.917628288269043 }, { "p": 0.039685770869255066, "m": 1.0 }, { "p": 0.06844088435173035, "m": 1.0 }, { "p": 0.05164181441068649, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.39472708106040955, "val_loss": 0.9116337895393372, "acc": 69.87, "time": 131.01596997492015, "param": [ { "p": 0.08599480241537094, "m": 1.0 }, { "p": 0.0696033164858818, "m": 1.0 }, { "p": 0.054243091493844986, "m": 1.0 }, { "p": 0.10979078710079193, "m": 0.8204699754714966 }, { "p": 0.052562836557626724, "m": 0.44549280405044556 }, { "p": 0.06391870975494385, "m": 0.8906843662261963 }, { "p": 0.05053739249706268, "m": 0.9942745566368103 }, { "p": 0.07103659212589264, "m": 0.9583373665809631 }, { "p": 0.08022548258304596, "m": 0.8992955684661865 }, { "p": 0.05167433246970177, "m": 0.9615672826766968 }, { "p": 0.06431236118078232, "m": 0.9660733938217163 }, { "p": 0.09207039326429367, "m": 1.0 }, { "p": 0.07998889684677124, "m": 1.0 }, { "p": 0.0740409567952156, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.6773396730422974, "val_loss": 0.9475240111351013, "acc": 70.71, "time": 132.07880614791065, "param": [ { "p": 0.09400483220815659, "m": 1.0 }, { "p": 0.06400582939386368, "m": 1.0 }, { "p": 0.07336616516113281, "m": 1.0 }, { "p": 0.09435652941465378, "m": 0.8640425801277161 }, { "p": 0.03966565802693367, "m": 0.42442601919174194 }, { "p": 0.07856475561857224, "m": 0.8687047362327576 }, { "p": 0.077902652323246, "m": 1.0 }, { "p": 0.0681171640753746, "m": 0.9837365746498108 }, { "p": 0.0512402281165123, "m": 0.9914243221282959 }, { "p": 0.07339608669281006, "m": 0.9824367761611938 }, { "p": 0.06914450973272324, "m": 0.9940024018287659 }, { "p": 0.06295567750930786, "m": 1.0 }, { "p": 0.07417410612106323, "m": 1.0 }, { "p": 0.07910580933094025, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.6065567135810852, "val_loss": 0.9001965522766113, "acc": 70.81, "time": 133.4719016640447, "param": [ { "p": 0.06670065224170685, "m": 1.0 }, { "p": 0.0692104771733284, "m": 1.0 }, { "p": 0.07481545954942703, "m": 1.0 }, { "p": 0.05237733945250511, "m": 0.8959665894508362 }, { "p": 0.06541198492050171, "m": 0.4552741050720215 }, { "p": 0.06597642600536346, "m": 0.879012405872345 }, { "p": 0.09452415257692337, "m": 1.0 }, { "p": 0.08081477880477905, "m": 0.9107844233512878 }, { "p": 0.0834137499332428, "m": 0.9444859027862549 }, { "p": 0.0717465877532959, "m": 0.9642471075057983 }, { "p": 0.057005077600479126, "m": 0.9798048734664917 }, { "p": 0.08364883810281754, "m": 1.0 }, { "p": 0.06605510413646698, "m": 1.0 }, { "p": 0.06829933077096939, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.7235732674598694, "val_loss": 0.9996020793914795, "acc": 69.59, "time": 112.60047281393781, "param": [ { "p": 0.05167195945978165, "m": 1.0 }, { "p": 0.08443205803632736, "m": 1.0 }, { "p": 0.14572124183177948, "m": 1.0 }, { "p": 0.02214433066546917, "m": 0.9188275933265686 }, { "p": 0.029046373441815376, "m": 0.5005497932434082 }, { "p": 0.07030780613422394, "m": 0.84429532289505 }, { "p": 0.06292898207902908, "m": 0.9316797852516174 }, { "p": 0.07193553447723389, "m": 0.9453741312026978 }, { "p": 0.07941918075084686, "m": 0.9622660279273987 }, { "p": 0.0733504593372345, "m": 0.9987558722496033 }, { "p": 0.09326925873756409, "m": 0.9329845905303955 }, { "p": 0.07868766039609909, "m": 1.0 }, { "p": 0.07364679872989655, "m": 1.0 }, { "p": 0.06343837082386017, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.7342581748962402, "val_loss": 0.9223266839981079, "acc": 71.33, "time": 129.8011489820201, "param": [ { "p": 0.0693294033408165, "m": 1.0 }, { "p": 0.0828663632273674, "m": 1.0 }, { "p": 0.07169853150844574, "m": 1.0 }, { "p": 0.07949895411729813, "m": 0.8108412027359009 }, { "p": 0.048363640904426575, "m": 0.33351221680641174 }, { "p": 0.07594512403011322, "m": 0.8713086247444153 }, { "p": 0.08532512933015823, "m": 0.9909433126449585 }, { "p": 0.09124356508255005, "m": 0.968460738658905 }, { "p": 0.04235975816845894, "m": 0.8716269135475159 }, { "p": 0.05702100694179535, "m": 0.9836707711219788 }, { "p": 0.08132793009281158, "m": 0.8965473771095276 }, { "p": 0.08255940675735474, "m": 1.0 }, { "p": 0.08343098312616348, "m": 1.0 }, { "p": 0.04903017729520798, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.54287189245224, "val_loss": 0.9558852314949036, "acc": 70.76, "time": 127.44128752592951, "param": [ { "p": 0.0543552003800869, "m": 1.0 }, { "p": 0.0763859748840332, "m": 1.0 }, { "p": 0.09093528985977173, "m": 1.0 }, { "p": 0.06605099886655807, "m": 0.7584708333015442 }, { "p": 0.09146837890148163, "m": 0.3293612003326416 }, { "p": 0.04502952843904495, "m": 0.9578315615653992 }, { "p": 0.07802946865558624, "m": 0.9460527300834656 }, { "p": 0.06518442183732986, "m": 0.9962975382804871 }, { "p": 0.09797195345163345, "m": 0.99478679895401 }, { "p": 0.0670742467045784, "m": 0.9398180842399597 }, { "p": 0.03642963245511055, "m": 0.9287552833557129 }, { "p": 0.05659204348921776, "m": 1.0 }, { "p": 0.08623805642127991, "m": 1.0 }, { "p": 0.08825485408306122, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.3984638750553131, "val_loss": 1.03321373462677, "acc": 70.85, "time": 136.88802650012076, "param": [ { "p": 0.056779421865940094, "m": 1.0 }, { "p": 0.07391132414340973, "m": 1.0 }, { "p": 0.05055200308561325, "m": 1.0 }, { "p": 0.08035609126091003, "m": 0.86939537525177 }, { "p": 0.07218597084283829, "m": 0.2093811184167862 }, { "p": 0.07309938967227936, "m": 0.9304212331771851 }, { "p": 0.0465366430580616, "m": 0.9978254437446594 }, { "p": 0.07507602125406265, "m": 0.9681237936019897 }, { "p": 0.10360564291477203, "m": 1.0 }, { "p": 0.09272056072950363, "m": 0.9809725880622864 }, { "p": 0.04382496327161789, "m": 0.9142873883247375 }, { "p": 0.07132579386234283, "m": 1.0 }, { "p": 0.07349158078432083, "m": 1.0 }, { "p": 0.08653468638658524, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.5680603384971619, "val_loss": 0.8735608458518982, "acc": 69.6, "time": 127.79053119011223, "param": [ { "p": 0.06471560895442963, "m": 1.0 }, { "p": 0.07831082493066788, "m": 1.0 }, { "p": 0.055221229791641235, "m": 1.0 }, { "p": 0.08121349662542343, "m": 0.9632368683815002 }, { "p": 0.052881792187690735, "m": 0.2583134174346924 }, { "p": 0.08587836474180222, "m": 0.8805329203605652 }, { "p": 0.09559599310159683, "m": 0.9929751753807068 }, { "p": 0.06956618279218674, "m": 0.9651972055435181 }, { "p": 0.07690717279911041, "m": 0.9993804693222046 }, { "p": 0.06906681507825851, "m": 0.8549937009811401 }, { "p": 0.049145281314849854, "m": 0.9219528436660767 }, { "p": 0.07233061641454697, "m": 1.0 }, { "p": 0.07281124591827393, "m": 1.0 }, { "p": 0.07635541260242462, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.5093308091163635, "val_loss": 0.8462604880332947, "acc": 70.58, "time": 131.09645578404889, "param": [ { "p": 0.07822518050670624, "m": 1.0 }, { "p": 0.0725344717502594, "m": 1.0 }, { "p": 0.06032459810376167, "m": 1.0 }, { "p": 0.07031773775815964, "m": 0.9790566563606262 }, { "p": 0.049083296209573746, "m": 0.13685795664787292 }, { "p": 0.0867702066898346, "m": 0.9209532141685486 }, { "p": 0.06535555422306061, "m": 0.8978251218795776 }, { "p": 0.06243249401450157, "m": 0.9270545840263367 }, { "p": 0.09270475804805756, "m": 1.0 }, { "p": 0.06394380331039429, "m": 0.909665048122406 }, { "p": 0.07771637290716171, "m": 1.0 }, { "p": 0.07746632397174835, "m": 1.0 }, { "p": 0.08251366019248962, "m": 1.0 }, { "p": 0.06061164289712906, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.6154990196228027, "val_loss": 1.0297447443008423, "acc": 70.17, "time": 129.80216603004374, "param": [ { "p": 0.05800802633166313, "m": 1.0 }, { "p": 0.08482483774423599, "m": 1.0 }, { "p": 0.05999234318733215, "m": 1.0 }, { "p": 0.06762756407260895, "m": 1.0 }, { "p": 0.05396674573421478, "m": 0.10560894757509232 }, { "p": 0.0765482559800148, "m": 0.8208274245262146 }, { "p": 0.07020849734544754, "m": 0.8901318311691284 }, { "p": 0.06343186646699905, "m": 0.857953667640686 }, { "p": 0.07127973437309265, "m": 1.0 }, { "p": 0.07133270055055618, "m": 0.9156589508056641 }, { "p": 0.07791132479906082, "m": 1.0 }, { "p": 0.08083973824977875, "m": 1.0 }, { "p": 0.07905959337949753, "m": 1.0 }, { "p": 0.08496870845556259, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.3858543634414673, "val_loss": 0.8460425734519958, "acc": 70.52, "time": 114.2360101309605, "param": [ { "p": 0.08234886825084686, "m": 1.0 }, { "p": 0.09417809545993805, "m": 1.0 }, { "p": 0.032072216272354126, "m": 1.0 }, { "p": 0.04889437183737755, "m": 0.9742386341094971 }, { "p": 0.04334891587495804, "m": 0.18886010348796844 }, { "p": 0.06507440656423569, "m": 0.8437635898590088 }, { "p": 0.05174650996923447, "m": 1.0 }, { "p": 0.09484207630157471, "m": 0.93746018409729 }, { "p": 0.06457573175430298, "m": 0.9877486228942871 }, { "p": 0.09144666790962219, "m": 0.8485972285270691 }, { "p": 0.08988940715789795, "m": 0.8494449257850647 }, { "p": 0.07268767058849335, "m": 1.0 }, { "p": 0.06268972158432007, "m": 1.0 }, { "p": 0.10620535910129547, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.5456703305244446, "val_loss": 0.8175587058067322, "acc": 70.92, "time": 122.6768781049177, "param": [ { "p": 0.06257379800081253, "m": 1.0 }, { "p": 0.0515439547598362, "m": 1.0 }, { "p": 0.0876607671380043, "m": 1.0 }, { "p": 0.04812389612197876, "m": 0.904923141002655 }, { "p": 0.09357061237096786, "m": 0.3258683681488037 }, { "p": 0.0452628992497921, "m": 0.9180526733398438 }, { "p": 0.09693961590528488, "m": 0.9575545191764832 }, { "p": 0.07162602990865707, "m": 0.9150851368904114 }, { "p": 0.07465726137161255, "m": 1.0 }, { "p": 0.08180980384349823, "m": 0.8772892951965332 }, { "p": 0.08423932641744614, "m": 0.9058520793914795 }, { "p": 0.059756383299827576, "m": 0.994659960269928 }, { "p": 0.06412465870380402, "m": 1.0 }, { "p": 0.0781109407544136, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.2644500434398651, "val_loss": 0.9031519293785095, "acc": 71.26, "time": 129.26163355913013, "param": [ { "p": 0.0798332542181015, "m": 1.0 }, { "p": 0.05391905456781387, "m": 1.0 }, { "p": 0.08153718709945679, "m": 1.0 }, { "p": 0.07117336988449097, "m": 0.9805049896240234 }, { "p": 0.11482696235179901, "m": 0.2885614335536957 }, { "p": 0.10225937515497208, "m": 0.7924343347549438 }, { "p": 0.08004500716924667, "m": 1.0 }, { "p": 0.06885598599910736, "m": 0.8557180166244507 }, { "p": 0.0515541173517704, "m": 0.9562429189682007 }, { "p": 0.07918469607830048, "m": 0.9035608172416687 }, { "p": 0.049684204161167145, "m": 0.9982302784919739 }, { "p": 0.05451694503426552, "m": 0.9791135191917419 }, { "p": 0.05451609566807747, "m": 1.0 }, { "p": 0.05809378996491432, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.5374640822410583, "val_loss": 0.9621014595031738, "acc": 71.07, "time": 133.53220448596403, "param": [ { "p": 0.06284433603286743, "m": 1.0 }, { "p": 0.08456552773714066, "m": 1.0 }, { "p": 0.08800125867128372, "m": 1.0 }, { "p": 0.07829739153385162, "m": 1.0 }, { "p": 0.06455729156732559, "m": 0.28671687841415405 }, { "p": 0.06459624320268631, "m": 0.7491856217384338 }, { "p": 0.08114995807409286, "m": 1.0 }, { "p": 0.06404723972082138, "m": 0.8778769373893738 }, { "p": 0.0802658200263977, "m": 1.0 }, { "p": 0.040643785148859024, "m": 0.903048038482666 }, { "p": 0.06874532252550125, "m": 0.9951493144035339 }, { "p": 0.08326101303100586, "m": 0.98280930519104 }, { "p": 0.06946136057376862, "m": 1.0 }, { "p": 0.06956341117620468, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.39083534479141235, "val_loss": 0.914203941822052, "acc": 70.96, "time": 132.52238191617653, "param": [ { "p": 0.0763842985033989, "m": 1.0 }, { "p": 0.08782482147216797, "m": 1.0 }, { "p": 0.09336602687835693, "m": 1.0 }, { "p": 0.08045478165149689, "m": 0.9349668025970459 }, { "p": 0.07121346145868301, "m": 0.22279125452041626 }, { "p": 0.05044278874993324, "m": 0.7456172108650208 }, { "p": 0.05284038558602333, "m": 0.9826414585113525 }, { "p": 0.04500870406627655, "m": 0.9623587131500244 }, { "p": 0.06025376543402672, "m": 0.9931203722953796 }, { "p": 0.07280370593070984, "m": 0.9634107947349548 }, { "p": 0.06868225336074829, "m": 0.8926191926002502 }, { "p": 0.09248572587966919, "m": 1.0 }, { "p": 0.08639054000377655, "m": 1.0 }, { "p": 0.0618487112224102, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.43154874444007874, "val_loss": 0.9256142377853394, "acc": 70.75, "time": 131.3214601969812, "param": [ { "p": 0.0689786821603775, "m": 1.0 }, { "p": 0.06011410057544708, "m": 1.0 }, { "p": 0.0823959931731224, "m": 1.0 }, { "p": 0.0774339810013771, "m": 0.956361711025238 }, { "p": 0.07728633284568787, "m": 0.16467438638210297 }, { "p": 0.05434113368391991, "m": 0.7801739573478699 }, { "p": 0.06464090943336487, "m": 0.9413613677024841 }, { "p": 0.06962601095438004, "m": 0.9592422842979431 }, { "p": 0.06231648847460747, "m": 0.9657458066940308 }, { "p": 0.10354120284318924, "m": 0.8909536600112915 }, { "p": 0.05165504664182663, "m": 0.8648497462272644 }, { "p": 0.07160194218158722, "m": 1.0 }, { "p": 0.0664345994591713, "m": 1.0 }, { "p": 0.08963359147310257, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.567190408706665, "val_loss": 0.7875751256942749, "acc": 69.84, "time": 119.41206813394092, "param": [ { "p": 0.05874257907271385, "m": 1.0 }, { "p": 0.08868805319070816, "m": 1.0 }, { "p": 0.07915815711021423, "m": 1.0 }, { "p": 0.04801485314965248, "m": 0.9403440952301025 }, { "p": 0.05775334686040878, "m": 0.236834317445755 }, { "p": 0.07049529999494553, "m": 0.8043678402900696 }, { "p": 0.08953151106834412, "m": 0.9306734204292297 }, { "p": 0.07786665856838226, "m": 0.8511916399002075 }, { "p": 0.07415647059679031, "m": 0.8770778179168701 }, { "p": 0.05993898585438728, "m": 0.9600333571434021 }, { "p": 0.06160590425133705, "m": 0.8968925476074219 }, { "p": 0.06237933039665222, "m": 1.0 }, { "p": 0.06244099512696266, "m": 1.0 }, { "p": 0.10922782123088837, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.33702734112739563, "val_loss": 0.7562055587768555, "acc": 70.82, "time": 131.11159868096001, "param": [ { "p": 0.08586832135915756, "m": 1.0 }, { "p": 0.05971892923116684, "m": 1.0 }, { "p": 0.09938626736402512, "m": 1.0 }, { "p": 0.07235316932201385, "m": 0.9167596101760864 }, { "p": 0.03695431351661682, "m": 0.12804846465587616 }, { "p": 0.09382819384336472, "m": 0.6898906826972961 }, { "p": 0.05876896530389786, "m": 0.941267192363739 }, { "p": 0.0486895851790905, "m": 0.9752938151359558 }, { "p": 0.10551681369543076, "m": 0.9954328536987305 }, { "p": 0.061034224927425385, "m": 0.993800163269043 }, { "p": 0.08120749145746231, "m": 0.8392226099967957 }, { "p": 0.08834532648324966, "m": 1.0 }, { "p": 0.061218515038490295, "m": 1.0 }, { "p": 0.047109898179769516, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.32789772748947144, "val_loss": 0.9977707266807556, "acc": 70.95, "time": 130.67192782112397, "param": [ { "p": 0.08328423649072647, "m": 1.0 }, { "p": 0.053385715931653976, "m": 1.0 }, { "p": 0.05644650757312775, "m": 1.0 }, { "p": 0.07869242131710052, "m": 0.9481855034828186 }, { "p": 0.09544193744659424, "m": 0.1630312204360962 }, { "p": 0.09356921166181564, "m": 0.6444399356842041 }, { "p": 0.07601897418498993, "m": 0.7819274663925171 }, { "p": 0.04619622230529785, "m": 0.9935385584831238 }, { "p": 0.07345264405012131, "m": 0.9975218176841736 }, { "p": 0.06911228597164154, "m": 0.8817902207374573 }, { "p": 0.07569824159145355, "m": 0.8548670411109924 }, { "p": 0.0830349549651146, "m": 1.0 }, { "p": 0.07776642590761185, "m": 1.0 }, { "p": 0.0379001758992672, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.5308517813682556, "val_loss": 0.8766937851905823, "acc": 70.9, "time": 129.8294060069602, "param": [ { "p": 0.08401617407798767, "m": 1.0 }, { "p": 0.06636359542608261, "m": 1.0 }, { "p": 0.07610269635915756, "m": 1.0 }, { "p": 0.08267752081155777, "m": 1.0 }, { "p": 0.0712852030992508, "m": 0.10900793224573135 }, { "p": 0.0679738000035286, "m": 0.617036759853363 }, { "p": 0.044568441808223724, "m": 0.8589824438095093 }, { "p": 0.01385593879967928, "m": 0.9792695045471191 }, { "p": 0.06427479535341263, "m": 0.9023683667182922 }, { "p": 0.09099555760622025, "m": 0.9537177085876465 }, { "p": 0.08155699074268341, "m": 0.9389359951019287 }, { "p": 0.08881686627864838, "m": 0.9998568296432495 }, { "p": 0.08358673006296158, "m": 1.0 }, { "p": 0.083925761282444, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.5238364934921265, "val_loss": 0.7938013672828674, "acc": 70.6, "time": 124.5976081090048, "param": [ { "p": 0.09216000884771347, "m": 1.0 }, { "p": 0.09479586035013199, "m": 1.0 }, { "p": 0.09692391008138657, "m": 1.0 }, { "p": 0.044797006994485855, "m": 0.930400013923645 }, { "p": 0.03514516353607178, "m": 0.13884657621383667 }, { "p": 0.06305844336748123, "m": 0.7921591997146606 }, { "p": 0.08124372363090515, "m": 0.8694019913673401 }, { "p": 0.08106516301631927, "m": 0.9706540703773499 }, { "p": 0.07928741723299026, "m": 1.0 }, { "p": 0.07895423471927643, "m": 0.8042816519737244 }, { "p": 0.05652964860200882, "m": 0.9981998801231384 }, { "p": 0.06104736775159836, "m": 1.0 }, { "p": 0.061276353895664215, "m": 1.0 }, { "p": 0.0737156942486763, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.6416544914245605, "val_loss": 1.1310349702835083, "acc": 70.77, "time": 111.4139433898963, "param": [ { "p": 0.07311038672924042, "m": 1.0 }, { "p": 0.102989062666893, "m": 1.0 }, { "p": 0.04508669674396515, "m": 1.0 }, { "p": 0.0501583032310009, "m": 0.9637508392333984 }, { "p": 0.10898223519325256, "m": 0.22423714399337769 }, { "p": 0.09347443282604218, "m": 0.7488155961036682 }, { "p": 0.06941499561071396, "m": 0.7478168606758118 }, { "p": 0.04932038486003876, "m": 0.8613348603248596 }, { "p": 0.04705143719911575, "m": 0.9147326350212097 }, { "p": 0.04907049983739853, "m": 0.9154362082481384 }, { "p": 0.06882699579000473, "m": 0.9327694177627563 }, { "p": 0.09305010735988617, "m": 1.0 }, { "p": 0.06622958928346634, "m": 1.0 }, { "p": 0.08323494344949722, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.6237826943397522, "val_loss": 1.1675293445587158, "acc": 70.98, "time": 111.49400365608744, "param": [ { "p": 0.06304233521223068, "m": 1.0 }, { "p": 0.04439883306622505, "m": 1.0 }, { "p": 0.09628214687108994, "m": 1.0 }, { "p": 0.07139085978269577, "m": 0.9934622049331665 }, { "p": 0.1156221479177475, "m": 0.2371152937412262 }, { "p": 0.05392846465110779, "m": 0.7268880605697632 }, { "p": 0.06887594610452652, "m": 0.945275604724884 }, { "p": 0.06837774813175201, "m": 0.7875345945358276 }, { "p": 0.07065349817276001, "m": 0.9639778137207031 }, { "p": 0.0782555341720581, "m": 0.954544186592102 }, { "p": 0.06482162326574326, "m": 1.0 }, { "p": 0.05430186539888382, "m": 0.9973700046539307 }, { "p": 0.09106816351413727, "m": 1.0 }, { "p": 0.058980878442525864, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.4484802186489105, "val_loss": 0.9569830298423767, "acc": 70.91, "time": 127.33145887195133, "param": [ { "p": 0.08751408755779266, "m": 1.0 }, { "p": 0.09797520190477371, "m": 1.0 }, { "p": 0.0635768249630928, "m": 1.0 }, { "p": 0.05198732763528824, "m": 0.8902090191841125 }, { "p": 0.09228362888097763, "m": 0.4686027467250824 }, { "p": 0.047187935560941696, "m": 0.534731924533844 }, { "p": 0.07743174582719803, "m": 0.9917293787002563 }, { "p": 0.04956463351845741, "m": 0.7823522686958313 }, { "p": 0.09139370173215866, "m": 1.0 }, { "p": 0.06365640461444855, "m": 0.9438297152519226 }, { "p": 0.051883514970541, "m": 0.972301185131073 }, { "p": 0.05866987258195877, "m": 0.9425836205482483 }, { "p": 0.07904677838087082, "m": 1.0 }, { "p": 0.08782833069562912, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.5646920204162598, "val_loss": 1.0080196857452393, "acc": 70.58, "time": 132.31205914285965, "param": [ { "p": 0.05617719143629074, "m": 1.0 }, { "p": 0.08307307213544846, "m": 1.0 }, { "p": 0.06658618897199631, "m": 1.0 }, { "p": 0.06402537226676941, "m": 0.9425064921379089 }, { "p": 0.07659260183572769, "m": 0.345603346824646 }, { "p": 0.06592531502246857, "m": 0.6066935658454895 }, { "p": 0.0867936760187149, "m": 1.0 }, { "p": 0.07735849171876907, "m": 0.8526417016983032 }, { "p": 0.0507449172437191, "m": 0.9785847067832947 }, { "p": 0.06681632250547409, "m": 1.0 }, { "p": 0.07314800471067429, "m": 1.0 }, { "p": 0.10156544297933578, "m": 0.9639159440994263 }, { "p": 0.06796497106552124, "m": 1.0 }, { "p": 0.0632285475730896, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.4706844091415405, "val_loss": 0.9000403881072998, "acc": 70.63, "time": 130.35379570815712, "param": [ { "p": 0.07094736397266388, "m": 1.0 }, { "p": 0.08483909070491791, "m": 1.0 }, { "p": 0.05845528468489647, "m": 1.0 }, { "p": 0.08559402823448181, "m": 0.9824020862579346 }, { "p": 0.0829763114452362, "m": 0.20523285865783691 }, { "p": 0.07248752564191818, "m": 0.6897914409637451 }, { "p": 0.052468013018369675, "m": 0.9454663991928101 }, { "p": 0.04924727603793144, "m": 1.0 }, { "p": 0.06898339837789536, "m": 0.9591507315635681 }, { "p": 0.0620354600250721, "m": 0.9664098024368286 }, { "p": 0.0857066884636879, "m": 1.0 }, { "p": 0.08026924729347229, "m": 0.9860594868659973 }, { "p": 0.0450495183467865, "m": 1.0 }, { "p": 0.10094084590673447, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.44321945309638977, "val_loss": 0.9181264042854309, "acc": 71.12, "time": 132.40715550002642, "param": [ { "p": 0.055289339274168015, "m": 1.0 }, { "p": 0.07107754796743393, "m": 1.0 }, { "p": 0.08250641822814941, "m": 1.0 }, { "p": 0.08381705731153488, "m": 0.8430151343345642 }, { "p": 0.016898449510335922, "m": 0.10327550023794174 }, { "p": 0.08095287531614304, "m": 0.6917824149131775 }, { "p": 0.07504458725452423, "m": 0.9126690626144409 }, { "p": 0.10892108827829361, "m": 1.0 }, { "p": 0.05423035845160484, "m": 0.9932162165641785 }, { "p": 0.058781642466783524, "m": 0.9543820023536682 }, { "p": 0.07703251391649246, "m": 0.9645773768424988 }, { "p": 0.07554367184638977, "m": 0.9786996841430664 }, { "p": 0.08483381569385529, "m": 1.0 }, { "p": 0.07507053762674332, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.30843472480773926, "val_loss": 1.2465623617172241, "acc": 70.99, "time": 131.33900514198467, "param": [ { "p": 0.06842905282974243, "m": 1.0 }, { "p": 0.09293932467699051, "m": 1.0 }, { "p": 0.11109612882137299, "m": 1.0 }, { "p": 0.03907857835292816, "m": 0.7640916705131531 }, { "p": 0.02303832769393921, "m": 0.139040008187294 }, { "p": 0.10097310692071915, "m": 0.9103394746780396 }, { "p": 0.058665838092565536, "m": 0.9807727932929993 }, { "p": 0.06017957627773285, "m": 0.9264153838157654 }, { "p": 0.08663540333509445, "m": 0.9866914749145508 }, { "p": 0.054509326815605164, "m": 0.9870679378509521 }, { "p": 0.06603369116783142, "m": 0.9838881492614746 }, { "p": 0.09571070224046707, "m": 1.0 }, { "p": 0.09802498668432236, "m": 1.0 }, { "p": 0.04468606039881706, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.4102992117404938, "val_loss": 1.0427159070968628, "acc": 70.89, "time": 124.24513571592979, "param": [ { "p": 0.07884737849235535, "m": 1.0 }, { "p": 0.11439386755228043, "m": 1.0 }, { "p": 0.0713869035243988, "m": 1.0 }, { "p": 0.061691056936979294, "m": 0.8490667939186096 }, { "p": 0.044602710753679276, "m": 0.23566290736198425 }, { "p": 0.07945119589567184, "m": 0.990412712097168 }, { "p": 0.03930427134037018, "m": 0.9999507665634155 }, { "p": 0.07306761294603348, "m": 1.0 }, { "p": 0.08684774488210678, "m": 1.0 }, { "p": 0.07462995499372482, "m": 0.9663082957267761 }, { "p": 0.057799406349658966, "m": 1.0 }, { "p": 0.08236870914697647, "m": 0.9949081540107727 }, { "p": 0.09796325117349625, "m": 1.0 }, { "p": 0.03764597326517105, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.2746801972389221, "val_loss": 1.1673167943954468, "acc": 71.02, "time": 118.96648433897644, "param": [ { "p": 0.08122216910123825, "m": 1.0 }, { "p": 0.09374053031206131, "m": 1.0 }, { "p": 0.07897493243217468, "m": 1.0 }, { "p": 0.08862936496734619, "m": 0.7737423777580261 }, { "p": 0.06950030475854874, "m": 0.21619775891304016 }, { "p": 0.05795494467020035, "m": 0.9634310603141785 }, { "p": 0.05286597087979317, "m": 0.9348915219306946 }, { "p": 0.05310105159878731, "m": 0.9999735355377197 }, { "p": 0.06606756895780563, "m": 0.8882191181182861 }, { "p": 0.04905224218964577, "m": 0.9843043088912964 }, { "p": 0.08973243087530136, "m": 1.0 }, { "p": 0.07623957097530365, "m": 0.99836665391922 }, { "p": 0.07739818096160889, "m": 1.0 }, { "p": 0.06552081555128098, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.4490904211997986, "val_loss": 0.9309148788452148, "acc": 70.57, "time": 115.91115223895758, "param": [ { "p": 0.05023841932415962, "m": 1.0 }, { "p": 0.07499712705612183, "m": 1.0 }, { "p": 0.08296909183263779, "m": 1.0 }, { "p": 0.06987323611974716, "m": 0.7855406999588013 }, { "p": 0.08758016675710678, "m": 0.29859018325805664 }, { "p": 0.0656883716583252, "m": 0.974701464176178 }, { "p": 0.08547518402338028, "m": 0.9685360193252563 }, { "p": 0.07730627804994583, "m": 0.9298332333564758 }, { "p": 0.05805196985602379, "m": 0.9626392722129822 }, { "p": 0.08253777772188187, "m": 0.9649900794029236 }, { "p": 0.05501529201865196, "m": 0.9510113000869751 }, { "p": 0.048943717032670975, "m": 1.0 }, { "p": 0.06313276290893555, "m": 1.0 }, { "p": 0.09819062799215317, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.27385950088500977, "val_loss": 0.9595738053321838, "acc": 70.74, "time": 133.22629404207692, "param": [ { "p": 0.06464596837759018, "m": 1.0 }, { "p": 0.07187436521053314, "m": 1.0 }, { "p": 0.08941326290369034, "m": 1.0 }, { "p": 0.05525900050997734, "m": 0.8566234111785889 }, { "p": 0.04347844794392586, "m": 0.575448751449585 }, { "p": 0.07248397171497345, "m": 0.9562626481056213 }, { "p": 0.07400103658437729, "m": 1.0 }, { "p": 0.09615696966648102, "m": 0.9991772770881653 }, { "p": 0.09315421432256699, "m": 0.9785451889038086 }, { "p": 0.039673466235399246, "m": 0.9975910186767578 }, { "p": 0.0758080706000328, "m": 1.0 }, { "p": 0.06501664221286774, "m": 0.9976691007614136 }, { "p": 0.0653570294380188, "m": 1.0 }, { "p": 0.09367752075195312, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.4526901841163635, "val_loss": 0.9697961211204529, "acc": 71.11, "time": 131.7211043878924, "param": [ { "p": 0.05938788875937462, "m": 1.0 }, { "p": 0.06474138051271439, "m": 1.0 }, { "p": 0.0741252452135086, "m": 1.0 }, { "p": 0.04451054707169533, "m": 0.8628796339035034 }, { "p": 0.11413057893514633, "m": 0.4418999254703522 }, { "p": 0.03931739926338196, "m": 0.9716833829879761 }, { "p": 0.0542701818048954, "m": 0.9404968619346619 }, { "p": 0.06532617658376694, "m": 0.9472886919975281 }, { "p": 0.08180397003889084, "m": 0.9593551158905029 }, { "p": 0.06989490240812302, "m": 0.9679895043373108 }, { "p": 0.04567855969071388, "m": 0.8916966915130615 }, { "p": 0.0944269672036171, "m": 1.0 }, { "p": 0.08646867424249649, "m": 1.0 }, { "p": 0.10591751337051392, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.38393136858940125, "val_loss": 0.6844435930252075, "acc": 70.88, "time": 120.31594807305373, "param": [ { "p": 0.055150970816612244, "m": 1.0 }, { "p": 0.06706003099679947, "m": 1.0 }, { "p": 0.11921404302120209, "m": 1.0 }, { "p": 0.06021636351943016, "m": 0.8786859512329102 }, { "p": 0.0658084899187088, "m": 0.421741247177124 }, { "p": 0.08343338221311569, "m": 0.9918420314788818 }, { "p": 0.07690279930830002, "m": 0.9734366536140442 }, { "p": 0.06390400975942612, "m": 0.9634453058242798 }, { "p": 0.062443818897008896, "m": 1.0 }, { "p": 0.057233478873968124, "m": 0.9092925786972046 }, { "p": 0.058368537575006485, "m": 0.9126434326171875 }, { "p": 0.06037353724241257, "m": 0.9980990290641785 }, { "p": 0.1101640835404396, "m": 1.0 }, { "p": 0.059726450592279434, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.49581488966941833, "val_loss": 0.8469378352165222, "acc": 71.32, "time": 134.02527125785127, "param": [ { "p": 0.08435888588428497, "m": 1.0 }, { "p": 0.09078235179185867, "m": 1.0 }, { "p": 0.07027853280305862, "m": 1.0 }, { "p": 0.08553948998451233, "m": 0.8127034306526184 }, { "p": 0.06703367084264755, "m": 0.40229982137680054 }, { "p": 0.05921582505106926, "m": 0.9824501872062683 }, { "p": 0.04773479700088501, "m": 0.9259943962097168 }, { "p": 0.1094689816236496, "m": 0.8828541040420532 }, { "p": 0.0543484166264534, "m": 0.9585089087486267 }, { "p": 0.07212768495082855, "m": 0.8088615536689758 }, { "p": 0.048647791147232056, "m": 0.8912245631217957 }, { "p": 0.07713919878005981, "m": 1.0 }, { "p": 0.062209345400333405, "m": 1.0 }, { "p": 0.0711149349808693, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.30357640981674194, "val_loss": 0.8941546678543091, "acc": 72.17, "time": 131.7695746209938, "param": [ { "p": 0.09086643159389496, "m": 1.0 }, { "p": 0.09126558154821396, "m": 1.0 }, { "p": 0.05223356932401657, "m": 1.0 }, { "p": 0.05917014181613922, "m": 0.9590608477592468 }, { "p": 0.0641699805855751, "m": 0.31648769974708557 }, { "p": 0.09436459839344025, "m": 0.930579662322998 }, { "p": 0.06322301179170609, "m": 0.8956051468849182 }, { "p": 0.040767233818769455, "m": 0.8279432058334351 }, { "p": 0.0968695729970932, "m": 0.8847599029541016 }, { "p": 0.05010862275958061, "m": 0.7896972298622131 }, { "p": 0.06704698503017426, "m": 0.8500458002090454 }, { "p": 0.10163018107414246, "m": 0.9964125156402588 }, { "p": 0.0785248875617981, "m": 1.0 }, { "p": 0.04975929856300354, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.5073636174201965, "val_loss": 0.9278544187545776, "acc": 71.85, "time": 129.94230297999457, "param": [ { "p": 0.06299331784248352, "m": 1.0 }, { "p": 0.1007080227136612, "m": 1.0 }, { "p": 0.08589742332696915, "m": 1.0 }, { "p": 0.07598874717950821, "m": 0.9890128374099731 }, { "p": 0.08918234705924988, "m": 0.3655972182750702 }, { "p": 0.07608300447463989, "m": 0.7856523990631104 }, { "p": 0.05913609266281128, "m": 0.8212495446205139 }, { "p": 0.06852158904075623, "m": 0.9248535633087158 }, { "p": 0.08464840054512024, "m": 0.9635599851608276 }, { "p": 0.04776829481124878, "m": 0.7330493927001953 }, { "p": 0.06327154487371445, "m": 0.9956662058830261 }, { "p": 0.07879786938428879, "m": 0.9989339709281921 }, { "p": 0.06998907029628754, "m": 1.0 }, { "p": 0.03701430559158325, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.3152008354663849, "val_loss": 0.8401533961296082, "acc": 70.98, "time": 125.16872380906716, "param": [ { "p": 0.08926769345998764, "m": 1.0 }, { "p": 0.07951518148183823, "m": 1.0 }, { "p": 0.07681106775999069, "m": 1.0 }, { "p": 0.07511334121227264, "m": 0.9576901793479919 }, { "p": 0.0937822163105011, "m": 0.3809596002101898 }, { "p": 0.0340864434838295, "m": 0.6934929490089417 }, { "p": 0.07726288586854935, "m": 0.9079155325889587 }, { "p": 0.07339368760585785, "m": 0.9295839071273804 }, { "p": 0.05444520711898804, "m": 0.8480175137519836 }, { "p": 0.09132174402475357, "m": 0.7932981252670288 }, { "p": 0.0736996978521347, "m": 0.9449048042297363 }, { "p": 0.08450713753700256, "m": 0.99812912940979 }, { "p": 0.049691341817379, "m": 1.0 }, { "p": 0.047102343291044235, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.5203601121902466, "val_loss": 0.9078328609466553, "acc": 71.77, "time": 130.48839350813068, "param": [ { "p": 0.07883698493242264, "m": 1.0 }, { "p": 0.07418431341648102, "m": 1.0 }, { "p": 0.06664679199457169, "m": 1.0 }, { "p": 0.06684695929288864, "m": 0.9740185737609863 }, { "p": 0.05967901274561882, "m": 0.2934599816799164 }, { "p": 0.07480834424495697, "m": 0.6378520131111145 }, { "p": 0.08298079669475555, "m": 1.0 }, { "p": 0.08343257755041122, "m": 0.9533104300498962 }, { "p": 0.06615495681762695, "m": 0.8094996213912964 }, { "p": 0.0913737416267395, "m": 0.9190153479576111 }, { "p": 0.07379568368196487, "m": 1.0 }, { "p": 0.08535199612379074, "m": 0.9942374229431152 }, { "p": 0.035940982401371, "m": 1.0 }, { "p": 0.05996685475111008, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.5655816197395325, "val_loss": 1.1218397617340088, "acc": 71.37, "time": 129.57795088202693, "param": [ { "p": 0.07711809873580933, "m": 1.0 }, { "p": 0.07605277746915817, "m": 1.0 }, { "p": 0.10936363786458969, "m": 1.0 }, { "p": 0.11086208373308182, "m": 1.0 }, { "p": 0.06534125655889511, "m": 0.3450341522693634 }, { "p": 0.05251161381602287, "m": 0.7029244303703308 }, { "p": 0.0787683054804802, "m": 0.9452586770057678 }, { "p": 0.08844470232725143, "m": 0.964141845703125 }, { "p": 0.06812948733568192, "m": 0.9586893916130066 }, { "p": 0.044567182660102844, "m": 0.7736688852310181 }, { "p": 0.014066589996218681, "m": 0.9966935515403748 }, { "p": 0.07531744986772537, "m": 1.0 }, { "p": 0.08358293026685715, "m": 1.0 }, { "p": 0.05587388202548027, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.6525853872299194, "val_loss": 0.8605179786682129, "acc": 70.68, "time": 125.26755303796381, "param": [ { "p": 0.08166816830635071, "m": 1.0 }, { "p": 0.06350197643041611, "m": 1.0 }, { "p": 0.07855037599802017, "m": 1.0 }, { "p": 0.04863777756690979, "m": 0.8678709864616394 }, { "p": 0.09595590084791183, "m": 0.5511804223060608 }, { "p": 0.07545260339975357, "m": 0.7030786871910095 }, { "p": 0.004958250559866428, "m": 0.9191033244132996 }, { "p": 0.07225905358791351, "m": 0.8926931023597717 }, { "p": 0.09099201112985611, "m": 1.0 }, { "p": 0.055497270077466965, "m": 0.8782831430435181 }, { "p": 0.09650246053934097, "m": 0.9973117113113403 }, { "p": 0.08044493198394775, "m": 1.0 }, { "p": 0.07804647088050842, "m": 1.0 }, { "p": 0.07753276824951172, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.6619194149971008, "val_loss": 1.0446616411209106, "acc": 71.12, "time": 126.67248331592418, "param": [ { "p": 0.08860218524932861, "m": 1.0 }, { "p": 0.06780099123716354, "m": 1.0 }, { "p": 0.06892315298318863, "m": 1.0 }, { "p": 0.05340401083230972, "m": 0.7601940035820007 }, { "p": 0.0786924958229065, "m": 0.5176241993904114 }, { "p": 0.08064623177051544, "m": 0.7908210754394531 }, { "p": 0.08369694650173187, "m": 0.9914616346359253 }, { "p": 0.05109309032559395, "m": 0.8586866855621338 }, { "p": 0.07631998509168625, "m": 0.9342689514160156 }, { "p": 0.05984741821885109, "m": 0.958903431892395 }, { "p": 0.08786317706108093, "m": 0.9946420788764954 }, { "p": 0.06609611213207245, "m": 1.0 }, { "p": 0.06680546700954437, "m": 1.0 }, { "p": 0.07020870596170425, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.3637392222881317, "val_loss": 1.07671320438385, "acc": 71.45, "time": 123.37468160898425, "param": [ { "p": 0.06976442784070969, "m": 1.0 }, { "p": 0.08833587914705276, "m": 1.0 }, { "p": 0.11370755732059479, "m": 1.0 }, { "p": 0.0514693446457386, "m": 0.7486544251441956 }, { "p": 0.07943600416183472, "m": 0.487091988325119 }, { "p": 0.05657535046339035, "m": 0.8285454511642456 }, { "p": 0.06334204226732254, "m": 0.8811752200126648 }, { "p": 0.09663015604019165, "m": 0.9635754823684692 }, { "p": 0.06499502062797546, "m": 0.9440187215805054 }, { "p": 0.05321860313415527, "m": 0.895338237285614 }, { "p": 0.08120008558034897, "m": 0.9964836835861206 }, { "p": 0.061796169728040695, "m": 0.9966945648193359 }, { "p": 0.07590373605489731, "m": 1.0 }, { "p": 0.04362557828426361, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.34717586636543274, "val_loss": 0.9402021169662476, "acc": 71.72, "time": 113.23004679009318, "param": [ { "p": 0.04981266334652901, "m": 1.0 }, { "p": 0.051119185984134674, "m": 1.0 }, { "p": 0.0893421396613121, "m": 1.0 }, { "p": 0.0353936031460762, "m": 0.7604896426200867 }, { "p": 0.0646241307258606, "m": 0.5309920907020569 }, { "p": 0.09041360020637512, "m": 0.6912129521369934 }, { "p": 0.07809501141309738, "m": 0.9443744421005249 }, { "p": 0.07779750972986221, "m": 0.9923228025436401 }, { "p": 0.09266354888677597, "m": 0.9641294479370117 }, { "p": 0.0902545303106308, "m": 1.0 }, { "p": 0.07177887856960297, "m": 0.8807361721992493 }, { "p": 0.03883379325270653, "m": 0.9990589618682861 }, { "p": 0.09134580940008163, "m": 1.0 }, { "p": 0.0785256028175354, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.3964393138885498, "val_loss": 1.0470463037490845, "acc": 70.96, "time": 125.86254565394484, "param": [ { "p": 0.07327639311552048, "m": 1.0 }, { "p": 0.08852013200521469, "m": 1.0 }, { "p": 0.07664375007152557, "m": 1.0 }, { "p": 0.06518056988716125, "m": 0.8012857437133789 }, { "p": 0.06094936281442642, "m": 0.5904396772384644 }, { "p": 0.06689004600048065, "m": 0.43042871356010437 }, { "p": 0.054580092430114746, "m": 0.8852433562278748 }, { "p": 0.0718734934926033, "m": 0.8667786717414856 }, { "p": 0.09757030010223389, "m": 0.9751169085502625 }, { "p": 0.06372658163309097, "m": 0.9962636232376099 }, { "p": 0.07253124564886093, "m": 0.9176380038261414 }, { "p": 0.03690870478749275, "m": 1.0 }, { "p": 0.10176979005336761, "m": 1.0 }, { "p": 0.06957951188087463, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.31320303678512573, "val_loss": 0.9565709829330444, "acc": 71.16, "time": 131.24509577592835, "param": [ { "p": 0.08041394501924515, "m": 1.0 }, { "p": 0.06672675907611847, "m": 1.0 }, { "p": 0.0792098343372345, "m": 1.0 }, { "p": 0.07607550173997879, "m": 0.8851038813591003 }, { "p": 0.07658226042985916, "m": 0.4926745891571045 }, { "p": 0.0422089658677578, "m": 0.3489935100078583 }, { "p": 0.04902715981006622, "m": 0.9180991649627686 }, { "p": 0.08522218465805054, "m": 0.9989034533500671 }, { "p": 0.0629204511642456, "m": 0.9960952401161194 }, { "p": 0.08060111850500107, "m": 0.9452885985374451 }, { "p": 0.06254009902477264, "m": 0.9910083413124084 }, { "p": 0.06318402290344238, "m": 0.9996814727783203 }, { "p": 0.09735385328531265, "m": 1.0 }, { "p": 0.07793386280536652, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.29993653297424316, "val_loss": 0.9472035765647888, "acc": 71.66, "time": 123.09580588992685, "param": [ { "p": 0.08242134749889374, "m": 1.0 }, { "p": 0.09658936411142349, "m": 1.0 }, { "p": 0.07296382635831833, "m": 1.0 }, { "p": 0.10008158534765244, "m": 0.9030097723007202 }, { "p": 0.0615268312394619, "m": 0.3922179043292999 }, { "p": 0.05795872583985329, "m": 0.24506457149982452 }, { "p": 0.054566819220781326, "m": 0.9517813324928284 }, { "p": 0.054300032556056976, "m": 0.9979379773139954 }, { "p": 0.03562796488404274, "m": 0.9538508057594299 }, { "p": 0.10841219872236252, "m": 0.9978162050247192 }, { "p": 0.06203925609588623, "m": 0.957953691482544 }, { "p": 0.05701236426830292, "m": 0.9994564652442932 }, { "p": 0.06859143078327179, "m": 1.0 }, { "p": 0.08790820837020874, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.32019466161727905, "val_loss": 0.994377851486206, "acc": 70.15, "time": 132.8353981061373, "param": [ { "p": 0.0796046182513237, "m": 1.0 }, { "p": 0.10231544077396393, "m": 1.0 }, { "p": 0.1024276614189148, "m": 1.0 }, { "p": 0.06944050639867783, "m": 0.752533495426178 }, { "p": 0.09504494071006775, "m": 0.3687666952610016 }, { "p": 0.017484676092863083, "m": 0.33025825023651123 }, { "p": 0.06515468657016754, "m": 0.9992141127586365 }, { "p": 0.022707080468535423, "m": 0.8456137180328369 }, { "p": 0.0733615905046463, "m": 1.0 }, { "p": 0.06384315341711044, "m": 0.9680730700492859 }, { "p": 0.06547366082668304, "m": 0.939210057258606 }, { "p": 0.08933299034833908, "m": 1.0 }, { "p": 0.08122814446687698, "m": 1.0 }, { "p": 0.0725809708237648, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.4425310790538788, "val_loss": 0.9707419276237488, "acc": 71.44, "time": 132.1788614569232, "param": [ { "p": 0.06722266227006912, "m": 1.0 }, { "p": 0.07657663524150848, "m": 1.0 }, { "p": 0.06851131469011307, "m": 1.0 }, { "p": 0.0866040587425232, "m": 0.8535184860229492 }, { "p": 0.06354405730962753, "m": 0.4550324082374573 }, { "p": 0.06596410274505615, "m": 0.34567540884017944 }, { "p": 0.06921470165252686, "m": 0.9177753329277039 }, { "p": 0.09880946576595306, "m": 0.9540037512779236 }, { "p": 0.0386771596968174, "m": 1.0 }, { "p": 0.038348667323589325, "m": 0.935744047164917 }, { "p": 0.07954660803079605, "m": 0.9734818339347839 }, { "p": 0.07951784133911133, "m": 1.0 }, { "p": 0.09959292411804199, "m": 1.0 }, { "p": 0.06786968559026718, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.45788055658340454, "val_loss": 0.8864114284515381, "acc": 72.08, "time": 136.8287632970605, "param": [ { "p": 0.0714162141084671, "m": 1.0 }, { "p": 0.06690610200166702, "m": 1.0 }, { "p": 0.06681092828512192, "m": 1.0 }, { "p": 0.0652080625295639, "m": 0.7902374267578125 }, { "p": 0.08216692507266998, "m": 0.4030373692512512 }, { "p": 0.04371081292629242, "m": 0.24421319365501404 }, { "p": 0.03412900120019913, "m": 0.8402191400527954 }, { "p": 0.08174532651901245, "m": 0.953701913356781 }, { "p": 0.0751032903790474, "m": 1.0 }, { "p": 0.0664585754275322, "m": 0.9206621050834656 }, { "p": 0.0702284723520279, "m": 1.0 }, { "p": 0.08403681963682175, "m": 1.0 }, { "p": 0.10784346610307693, "m": 1.0 }, { "p": 0.0842360332608223, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.24203099310398102, "val_loss": 0.9163299202919006, "acc": 71.36, "time": 133.9660022011958, "param": [ { "p": 0.08072477579116821, "m": 1.0 }, { "p": 0.0512968972325325, "m": 1.0 }, { "p": 0.07250931113958359, "m": 1.0 }, { "p": 0.05593174695968628, "m": 0.8434216976165771 }, { "p": 0.08384300768375397, "m": 0.3263224959373474 }, { "p": 0.06373601406812668, "m": 0.24692468345165253 }, { "p": 0.03633493185043335, "m": 0.8449068665504456 }, { "p": 0.07369592785835266, "m": 0.9363187551498413 }, { "p": 0.06743964552879333, "m": 1.0 }, { "p": 0.078667551279068, "m": 1.0 }, { "p": 0.0784444510936737, "m": 0.9115649461746216 }, { "p": 0.08883703500032425, "m": 0.9926037192344666 }, { "p": 0.08608260750770569, "m": 1.0 }, { "p": 0.082456074655056, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.4258236587047577, "val_loss": 0.985392153263092, "acc": 71.57, "time": 119.90009136684239, "param": [ { "p": 0.057167164981365204, "m": 1.0 }, { "p": 0.09747564792633057, "m": 1.0 }, { "p": 0.06660740822553635, "m": 1.0 }, { "p": 0.09103766828775406, "m": 0.7998142838478088 }, { "p": 0.06853852421045303, "m": 0.45579051971435547 }, { "p": 0.06254838407039642, "m": 0.4868674874305725 }, { "p": 0.06261508166790009, "m": 0.9615839123725891 }, { "p": 0.03718255087733269, "m": 0.8547248840332031 }, { "p": 0.014606119133532047, "m": 0.9914752244949341 }, { "p": 0.06498122215270996, "m": 0.9392485618591309 }, { "p": 0.0767255648970604, "m": 0.9978395700454712 }, { "p": 0.11073625087738037, "m": 0.9981659054756165 }, { "p": 0.1018529087305069, "m": 1.0 }, { "p": 0.08792555332183838, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.49873605370521545, "val_loss": 0.97400963306427, "acc": 71.35, "time": 119.19363023899496, "param": [ { "p": 0.09626162052154541, "m": 1.0 }, { "p": 0.08038396388292313, "m": 1.0 }, { "p": 0.0884796604514122, "m": 1.0 }, { "p": 0.03007420524954796, "m": 0.7211548686027527 }, { "p": 0.06560592353343964, "m": 0.29122194647789 }, { "p": 0.07250262051820755, "m": 0.5389958024024963 }, { "p": 0.08029988408088684, "m": 0.997408926486969 }, { "p": 0.06473518162965775, "m": 0.9066500067710876 }, { "p": 0.10633059591054916, "m": 0.9992658495903015 }, { "p": 0.06662838160991669, "m": 0.94952791929245 }, { "p": 0.06330177932977676, "m": 0.917798638343811 }, { "p": 0.06878317147493362, "m": 0.9975687265396118 }, { "p": 0.06379518657922745, "m": 1.0 }, { "p": 0.05281774327158928, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.3918057978153229, "val_loss": 0.99346923828125, "acc": 71.26, "time": 132.63073222897947, "param": [ { "p": 0.06222732365131378, "m": 1.0 }, { "p": 0.08080312609672546, "m": 1.0 }, { "p": 0.08658545464277267, "m": 1.0 }, { "p": 0.07923786342144012, "m": 0.8069943785667419 }, { "p": 0.07621212303638458, "m": 0.3893817365169525 }, { "p": 0.08888287097215652, "m": 0.7029634714126587 }, { "p": 0.07822992652654648, "m": 0.8605912327766418 }, { "p": 0.025724275037646294, "m": 0.8608872890472412 }, { "p": 0.11345912516117096, "m": 0.9620169997215271 }, { "p": 0.02992270700633526, "m": 0.9370548129081726 }, { "p": 0.05665361508727074, "m": 0.9162321090698242 }, { "p": 0.046848978847265244, "m": 0.966194212436676 }, { "p": 0.10518696159124374, "m": 1.0 }, { "p": 0.07002553343772888, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.39426642656326294, "val_loss": 1.0627789497375488, "acc": 70.93, "time": 132.80631318385713, "param": [ { "p": 0.05284559726715088, "m": 1.0 }, { "p": 0.10572361201047897, "m": 1.0 }, { "p": 0.0752616599202156, "m": 1.0 }, { "p": 0.07718584686517715, "m": 0.7645787596702576 }, { "p": 0.06345055997371674, "m": 0.3188129663467407 }, { "p": 0.049516916275024414, "m": 0.6821668744087219 }, { "p": 0.008099865168333054, "m": 0.8886711597442627 }, { "p": 0.06337099522352219, "m": 0.8950865268707275 }, { "p": 0.10613514482975006, "m": 1.0 }, { "p": 0.08660981804132462, "m": 0.9713133573532104 }, { "p": 0.08354643732309341, "m": 0.8545140624046326 }, { "p": 0.08333933353424072, "m": 0.9985433220863342 }, { "p": 0.07757653295993805, "m": 1.0 }, { "p": 0.06733768433332443, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.5652881264686584, "val_loss": 1.0847742557525635, "acc": 70.28, "time": 121.23216414195485, "param": [ { "p": 0.07077271491289139, "m": 1.0 }, { "p": 0.11255459487438202, "m": 1.0 }, { "p": 0.07367877662181854, "m": 1.0 }, { "p": 0.09904681891202927, "m": 0.7787202596664429 }, { "p": 0.07460842281579971, "m": 0.32664355635643005 }, { "p": 0.0715600848197937, "m": 0.6751735806465149 }, { "p": 0.06737015396356583, "m": 0.9023588299751282 }, { "p": 0.05845879018306732, "m": 0.9084676504135132 }, { "p": 0.04128008335828781, "m": 0.9468874335289001 }, { "p": 0.04810929670929909, "m": 0.9999392032623291 }, { "p": 0.07757508009672165, "m": 0.9463801383972168 }, { "p": 0.04023665562272072, "m": 1.0 }, { "p": 0.08564996719360352, "m": 1.0 }, { "p": 0.07909850776195526, "m": 1.0 } ] } ] }