{ "Accuracy": 74.85, "Time": [ 348.3436514662788, 13.735419474213044, 69819.32888772199 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.354270935058594, "val_loss": 2.0940513610839844, "acc": 19.48, "time": 330.0892325449968, "param": [ { "p": 0.0714176744222641, "m": 1.0 }, { "p": 0.09098917245864868, "m": 1.0 }, { "p": 0.08054619282484055, "m": 1.0 }, { "p": 0.08440622687339783, "m": 1.0 }, { "p": 0.05492005497217178, "m": 1.0 }, { "p": 0.06018278747797012, "m": 1.0 }, { "p": 0.07445801049470901, "m": 1.0 }, { "p": 0.04134828969836235, "m": 1.0 }, { "p": 0.08849901705980301, "m": 1.0 }, { "p": 0.09117305278778076, "m": 1.0 }, { "p": 0.07234028726816177, "m": 1.0 }, { "p": 0.07777615636587143, "m": 1.0 }, { "p": 0.062009040266275406, "m": 1.0 }, { "p": 0.049933914095163345, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 3.9717421531677246, "val_loss": 1.7687349319458008, "acc": 35.24, "time": 403.03464751294814, "param": [ { "p": 0.07539895176887512, "m": 1.0 }, { "p": 0.02855398878455162, "m": 1.0 }, { "p": 0.09017440676689148, "m": 1.0 }, { "p": 0.11409445852041245, "m": 1.0 }, { "p": 0.07928036153316498, "m": 1.0 }, { "p": 0.037027060985565186, "m": 1.0 }, { "p": 0.044783320277929306, "m": 1.0 }, { "p": 0.030218368396162987, "m": 1.0 }, { "p": 0.09288006275892258, "m": 1.0 }, { "p": 0.12041899561882019, "m": 1.0 }, { "p": 0.08583731949329376, "m": 1.0 }, { "p": 0.11781469732522964, "m": 1.0 }, { "p": 0.08278541266918182, "m": 1.0 }, { "p": 0.0007324863690882921, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.8552868366241455, "val_loss": 1.6932874917984009, "acc": 41.89, "time": 348.0974594519939, "param": [ { "p": 0.07356017082929611, "m": 1.0 }, { "p": 0.0007115894695743918, "m": 1.0 }, { "p": 0.06931751221418381, "m": 1.0 }, { "p": 0.12050847709178925, "m": 1.0 }, { "p": 0.07036294043064117, "m": 1.0 }, { "p": 0.016046376898884773, "m": 1.0 }, { "p": 0.0014754215953871608, "m": 1.0 }, { "p": 0.010347653180360794, "m": 1.0 }, { "p": 0.0738876461982727, "m": 1.0 }, { "p": 0.1554996371269226, "m": 1.0 }, { "p": 0.10332777351140976, "m": 1.0 }, { "p": 0.2054271250963211, "m": 1.0 }, { "p": 0.09881610423326492, "m": 1.0 }, { "p": 0.0007115894695743918, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.314462900161743, "val_loss": 1.6354117393493652, "acc": 42.2, "time": 343.69290875899605, "param": [ { "p": 0.07498523592948914, "m": 1.0 }, { "p": 0.0007123186369426548, "m": 1.0 }, { "p": 0.08882137387990952, "m": 1.0 }, { "p": 0.11266731470823288, "m": 1.0 }, { "p": 0.047401100397109985, "m": 1.0 }, { "p": 0.0007123186369426548, "m": 1.0 }, { "p": 0.03465224429965019, "m": 1.0 }, { "p": 0.0007123186369426548, "m": 1.0 }, { "p": 0.06709565222263336, "m": 1.0 }, { "p": 0.15801461040973663, "m": 1.0 }, { "p": 0.09921512752771378, "m": 1.0 }, { "p": 0.2088119238615036, "m": 1.0 }, { "p": 0.08957227319478989, "m": 1.0 }, { "p": 0.016626207157969475, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.3534889221191406, "val_loss": 1.4272117614746094, "acc": 47.12, "time": 353.39190232695546, "param": [ { "p": 0.09951706975698471, "m": 1.0 }, { "p": 0.0007093488820828497, "m": 1.0 }, { "p": 0.12093175947666168, "m": 1.0 }, { "p": 0.09203297644853592, "m": 1.0 }, { "p": 0.008827794343233109, "m": 1.0 }, { "p": 0.0015757735818624496, "m": 1.0 }, { "p": 0.050218239426612854, "m": 1.0 }, { "p": 0.025395702570676804, "m": 1.0 }, { "p": 0.05032174289226532, "m": 1.0 }, { "p": 0.16495612263679504, "m": 1.0 }, { "p": 0.07463721185922623, "m": 1.0 }, { "p": 0.20364190638065338, "m": 1.0 }, { "p": 0.10652496665716171, "m": 1.0 }, { "p": 0.0007093488820828497, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.6025238037109375, "val_loss": 1.5867199897766113, "acc": 46.61, "time": 341.670466955984, "param": [ { "p": 0.10717698186635971, "m": 1.0 }, { "p": 0.0007121894741430879, "m": 1.0 }, { "p": 0.11339842528104782, "m": 1.0 }, { "p": 0.07751849293708801, "m": 1.0 }, { "p": 0.05657145008444786, "m": 1.0 }, { "p": 0.02181672491133213, "m": 1.0 }, { "p": 0.05461465194821358, "m": 1.0 }, { "p": 0.02529221773147583, "m": 1.0 }, { "p": 0.07093314081430435, "m": 1.0 }, { "p": 0.12975452840328217, "m": 1.0 }, { "p": 0.08361244201660156, "m": 1.0 }, { "p": 0.15317508578300476, "m": 1.0 }, { "p": 0.09844740480184555, "m": 1.0 }, { "p": 0.006976232398301363, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.4433507919311523, "val_loss": 1.4491060972213745, "acc": 47.88, "time": 370.699766667909, "param": [ { "p": 0.1384810209274292, "m": 1.0 }, { "p": 0.0007079208153299987, "m": 1.0 }, { "p": 0.13722696900367737, "m": 1.0 }, { "p": 0.04862477257847786, "m": 1.0 }, { "p": 0.034846339374780655, "m": 1.0 }, { "p": 0.0007079208153299987, "m": 1.0 }, { "p": 0.0717962235212326, "m": 1.0 }, { "p": 0.008475239388644695, "m": 1.0 }, { "p": 0.09666251391172409, "m": 1.0 }, { "p": 0.12293276190757751, "m": 1.0 }, { "p": 0.08220101147890091, "m": 1.0 }, { "p": 0.15008766949176788, "m": 1.0 }, { "p": 0.0963788777589798, "m": 1.0 }, { "p": 0.010870836675167084, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 3.1387441158294678, "val_loss": 1.2657437324523926, "acc": 50.73, "time": 375.6022032540059, "param": [ { "p": 0.11847270280122757, "m": 1.0 }, { "p": 0.02504577673971653, "m": 1.0 }, { "p": 0.14703811705112457, "m": 1.0 }, { "p": 0.07500062882900238, "m": 1.0 }, { "p": 0.03886209428310394, "m": 1.0 }, { "p": 0.007446295116096735, "m": 1.0 }, { "p": 0.08457762748003006, "m": 1.0 }, { "p": 0.014774634502828121, "m": 1.0 }, { "p": 0.06720917671918869, "m": 1.0 }, { "p": 0.0862073227763176, "m": 1.0 }, { "p": 0.08640318363904953, "m": 1.0 }, { "p": 0.12607631087303162, "m": 1.0 }, { "p": 0.12217944860458374, "m": 1.0 }, { "p": 0.0007067706319503486, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.561382293701172, "val_loss": 1.258827567100525, "acc": 53.62, "time": 362.82509108807426, "param": [ { "p": 0.1128014475107193, "m": 1.0 }, { "p": 0.0007165478891693056, "m": 1.0 }, { "p": 0.1296040266752243, "m": 1.0 }, { "p": 0.09001529961824417, "m": 1.0 }, { "p": 0.050334349274635315, "m": 1.0 }, { "p": 0.029958544299006462, "m": 1.0 }, { "p": 0.059951186180114746, "m": 1.0 }, { "p": 0.03448478505015373, "m": 1.0 }, { "p": 0.08749987185001373, "m": 1.0 }, { "p": 0.11091823875904083, "m": 1.0 }, { "p": 0.0692964643239975, "m": 1.0 }, { "p": 0.11550166457891464, "m": 1.0 }, { "p": 0.10820099711418152, "m": 1.0 }, { "p": 0.0007165478891693056, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 3.0510411262512207, "val_loss": 1.3474935293197632, "acc": 52.76, "time": 366.6596210690914, "param": [ { "p": 0.13114796578884125, "m": 1.0 }, { "p": 0.0007163275149650872, "m": 1.0 }, { "p": 0.13591593503952026, "m": 1.0 }, { "p": 0.1029578447341919, "m": 1.0 }, { "p": 0.020853795111179352, "m": 1.0 }, { "p": 0.010953575372695923, "m": 1.0 }, { "p": 0.07075522094964981, "m": 1.0 }, { "p": 0.025234326720237732, "m": 1.0 }, { "p": 0.0487247072160244, "m": 1.0 }, { "p": 0.11950775235891342, "m": 1.0 }, { "p": 0.06688304245471954, "m": 1.0 }, { "p": 0.13855989277362823, "m": 1.0 }, { "p": 0.1270732581615448, "m": 1.0 }, { "p": 0.0007163275149650872, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 2.9616122245788574, "val_loss": 1.4983673095703125, "acc": 49.88, "time": 348.397409337922, "param": [ { "p": 0.12600211799144745, "m": 1.0 }, { "p": 0.0007192033808678389, "m": 1.0 }, { "p": 0.1151171401143074, "m": 1.0 }, { "p": 0.08831565082073212, "m": 1.0 }, { "p": 0.0017658101860433817, "m": 1.0 }, { "p": 0.02938382513821125, "m": 1.0 }, { "p": 0.06633838266134262, "m": 1.0 }, { "p": 0.04418790340423584, "m": 1.0 }, { "p": 0.08447977155447006, "m": 1.0 }, { "p": 0.1261330097913742, "m": 1.0 }, { "p": 0.08803873509168625, "m": 1.0 }, { "p": 0.1120753213763237, "m": 1.0 }, { "p": 0.1167239099740982, "m": 1.0 }, { "p": 0.0007192033808678389, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 2.768918991088867, "val_loss": 1.214842677116394, "acc": 53.13, "time": 380.4269341180334, "param": [ { "p": 0.12046805024147034, "m": 1.0 }, { "p": 0.011325142346322536, "m": 1.0 }, { "p": 0.12463518232107162, "m": 1.0 }, { "p": 0.09781217575073242, "m": 1.0 }, { "p": 0.043337028473615646, "m": 1.0 }, { "p": 0.0007129411096684635, "m": 1.0 }, { "p": 0.06556808203458786, "m": 1.0 }, { "p": 0.04831554740667343, "m": 1.0 }, { "p": 0.08722152560949326, "m": 1.0 }, { "p": 0.10656735301017761, "m": 1.0 }, { "p": 0.09190559387207031, "m": 1.0 }, { "p": 0.08945293724536896, "m": 1.0 }, { "p": 0.11196550726890564, "m": 1.0 }, { "p": 0.0007129411096684635, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.7301931381225586, "val_loss": 1.3449883460998535, "acc": 54.41, "time": 378.92930384899955, "param": [ { "p": 0.10983768105506897, "m": 1.0 }, { "p": 0.0007049024570733309, "m": 1.0 }, { "p": 0.10834907740354538, "m": 1.0 }, { "p": 0.10490377247333527, "m": 1.0 }, { "p": 0.049591533839702606, "m": 1.0 }, { "p": 0.02370365895330906, "m": 1.0 }, { "p": 0.06833716481924057, "m": 1.0 }, { "p": 0.03413880243897438, "m": 1.0 }, { "p": 0.09137766063213348, "m": 1.0 }, { "p": 0.11746184527873993, "m": 1.0 }, { "p": 0.09763292968273163, "m": 1.0 }, { "p": 0.09124168008565903, "m": 1.0 }, { "p": 0.1017388179898262, "m": 1.0 }, { "p": 0.0009804561268538237, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.897240161895752, "val_loss": 1.2395617961883545, "acc": 55.63, "time": 379.07099428994115, "param": [ { "p": 0.1204196885228157, "m": 1.0 }, { "p": 0.002407998777925968, "m": 1.0 }, { "p": 0.12465371936559677, "m": 1.0 }, { "p": 0.09526686370372772, "m": 1.0 }, { "p": 0.024201955646276474, "m": 1.0 }, { "p": 0.0007092362502589822, "m": 1.0 }, { "p": 0.07609393447637558, "m": 1.0 }, { "p": 0.05441533029079437, "m": 1.0 }, { "p": 0.08145935833454132, "m": 1.0 }, { "p": 0.1218215748667717, "m": 1.0 }, { "p": 0.08685161173343658, "m": 1.0 }, { "p": 0.11718092858791351, "m": 1.0 }, { "p": 0.093808613717556, "m": 1.0 }, { "p": 0.0007092362502589822, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 2.9122700691223145, "val_loss": 1.214356541633606, "acc": 59.44, "time": 361.42598356003873, "param": [ { "p": 0.11036611348390579, "m": 1.0 }, { "p": 0.0007038892945274711, "m": 1.0 }, { "p": 0.11247850954532623, "m": 1.0 }, { "p": 0.07094030827283859, "m": 1.0 }, { "p": 0.0497172474861145, "m": 1.0 }, { "p": 0.011672424152493477, "m": 1.0 }, { "p": 0.08090470731258392, "m": 1.0 }, { "p": 0.04903601482510567, "m": 1.0 }, { "p": 0.08330048620700836, "m": 1.0 }, { "p": 0.12324502319097519, "m": 1.0 }, { "p": 0.08210445195436478, "m": 1.0 }, { "p": 0.10221710801124573, "m": 1.0 }, { "p": 0.10538342595100403, "m": 1.0 }, { "p": 0.01793036237359047, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.5739870071411133, "val_loss": 1.2276110649108887, "acc": 58.81, "time": 398.0182942090323, "param": [ { "p": 0.11839143186807632, "m": 1.0 }, { "p": 0.004262723959982395, "m": 1.0 }, { "p": 0.1167202964425087, "m": 1.0 }, { "p": 0.09687423706054688, "m": 1.0 }, { "p": 0.04773395135998726, "m": 1.0 }, { "p": 0.0038102627731859684, "m": 1.0 }, { "p": 0.06857692450284958, "m": 1.0 }, { "p": 0.0614611953496933, "m": 1.0 }, { "p": 0.09315161406993866, "m": 1.0 }, { "p": 0.10744676738977432, "m": 1.0 }, { "p": 0.06718535721302032, "m": 1.0 }, { "p": 0.09803713858127594, "m": 1.0 }, { "p": 0.11060738563537598, "m": 1.0 }, { "p": 0.00574065325781703, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.6142385005950928, "val_loss": 1.0431724786758423, "acc": 61.75, "time": 367.53670987300575, "param": [ { "p": 0.11043453216552734, "m": 1.0 }, { "p": 0.0007040788768790662, "m": 1.0 }, { "p": 0.12162009626626968, "m": 1.0 }, { "p": 0.09454096108675003, "m": 1.0 }, { "p": 0.01564016193151474, "m": 1.0 }, { "p": 0.004003605339676142, "m": 1.0 }, { "p": 0.07838594913482666, "m": 1.0 }, { "p": 0.05230729281902313, "m": 1.0 }, { "p": 0.09607303142547607, "m": 1.0 }, { "p": 0.10815852135419846, "m": 1.0 }, { "p": 0.09889718890190125, "m": 1.0 }, { "p": 0.11017651110887527, "m": 1.0 }, { "p": 0.10835397243499756, "m": 1.0 }, { "p": 0.0007040788768790662, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.219339370727539, "val_loss": 1.0892417430877686, "acc": 60.98, "time": 373.70785149699077, "param": [ { "p": 0.10786517709493637, "m": 1.0 }, { "p": 0.018168097361922264, "m": 1.0 }, { "p": 0.11064831912517548, "m": 1.0 }, { "p": 0.082962766289711, "m": 1.0 }, { "p": 0.05168725177645683, "m": 1.0 }, { "p": 0.0053499373607337475, "m": 1.0 }, { "p": 0.07056564092636108, "m": 1.0 }, { "p": 0.06261881440877914, "m": 1.0 }, { "p": 0.07151642441749573, "m": 1.0 }, { "p": 0.12366751581430435, "m": 1.0 }, { "p": 0.08633604645729065, "m": 1.0 }, { "p": 0.10567399114370346, "m": 1.0 }, { "p": 0.10223860293626785, "m": 1.0 }, { "p": 0.0007013252470642328, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 3.052149772644043, "val_loss": 1.099057674407959, "acc": 62.34, "time": 366.9192230470944, "param": [ { "p": 0.10199455171823502, "m": 1.0 }, { "p": 0.00401168642565608, "m": 1.0 }, { "p": 0.12177778035402298, "m": 1.0 }, { "p": 0.09641125798225403, "m": 1.0 }, { "p": 0.045067574828863144, "m": 1.0 }, { "p": 0.021832814440131187, "m": 1.0 }, { "p": 0.05868210271000862, "m": 1.0 }, { "p": 0.04936379939317703, "m": 1.0 }, { "p": 0.07524196803569794, "m": 1.0 }, { "p": 0.11337373405694962, "m": 1.0 }, { "p": 0.0859818384051323, "m": 1.0 }, { "p": 0.12135962396860123, "m": 1.0 }, { "p": 0.1041932925581932, "m": 1.0 }, { "p": 0.0007078943308442831, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 2.57792067527771, "val_loss": 1.2255327701568604, "acc": 59.92, "time": 358.25677507393993, "param": [ { "p": 0.10063726454973221, "m": 1.0 }, { "p": 0.013938562013208866, "m": 1.0 }, { "p": 0.11435016244649887, "m": 1.0 }, { "p": 0.07481992989778519, "m": 1.0 }, { "p": 0.045603614300489426, "m": 1.0 }, { "p": 0.008649922907352448, "m": 1.0 }, { "p": 0.06839331984519958, "m": 1.0 }, { "p": 0.06071839481592178, "m": 1.0 }, { "p": 0.09168236702680588, "m": 1.0 }, { "p": 0.11959816515445709, "m": 1.0 }, { "p": 0.08972101658582687, "m": 1.0 }, { "p": 0.10890136659145355, "m": 1.0 }, { "p": 0.09961032122373581, "m": 1.0 }, { "p": 0.003375597530975938, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 2.5925776958465576, "val_loss": 1.0316179990768433, "acc": 62.78, "time": 371.933135226951, "param": [ { "p": 0.11057426035404205, "m": 1.0 }, { "p": 0.0013172794133424759, "m": 1.0 }, { "p": 0.09980837255716324, "m": 1.0 }, { "p": 0.09307078272104263, "m": 1.0 }, { "p": 0.055779822170734406, "m": 1.0 }, { "p": 0.02730526775121689, "m": 1.0 }, { "p": 0.06774675846099854, "m": 1.0 }, { "p": 0.05615272745490074, "m": 1.0 }, { "p": 0.09246339648962021, "m": 1.0 }, { "p": 0.11632028222084045, "m": 1.0 }, { "p": 0.07644893229007721, "m": 1.0 }, { "p": 0.1094084158539772, "m": 1.0 }, { "p": 0.09289778023958206, "m": 1.0 }, { "p": 0.0007059307536110282, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.670222759246826, "val_loss": 1.005439281463623, "acc": 63.16, "time": 362.79347606701776, "param": [ { "p": 0.11977963149547577, "m": 1.0 }, { "p": 0.0007092132582329214, "m": 1.0 }, { "p": 0.10518740862607956, "m": 1.0 }, { "p": 0.0665205642580986, "m": 1.0 }, { "p": 0.05257289484143257, "m": 1.0 }, { "p": 0.03172094747424126, "m": 1.0 }, { "p": 0.06950539350509644, "m": 1.0 }, { "p": 0.05726458877325058, "m": 1.0 }, { "p": 0.07496991753578186, "m": 1.0 }, { "p": 0.11760599911212921, "m": 1.0 }, { "p": 0.050093889236450195, "m": 1.0 }, { "p": 0.1268986016511917, "m": 1.0 }, { "p": 0.11590389907360077, "m": 1.0 }, { "p": 0.011267125606536865, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.5227129459381104, "val_loss": 1.1186244487762451, "acc": 62.41, "time": 366.8886745190248, "param": [ { "p": 0.10469965636730194, "m": 1.0 }, { "p": 0.000706454215105623, "m": 1.0 }, { "p": 0.1220470666885376, "m": 1.0 }, { "p": 0.09608566015958786, "m": 1.0 }, { "p": 0.029201017692685127, "m": 1.0 }, { "p": 0.02172224223613739, "m": 1.0 }, { "p": 0.0628683790564537, "m": 1.0 }, { "p": 0.0435296893119812, "m": 1.0 }, { "p": 0.09307627379894257, "m": 1.0 }, { "p": 0.10901191085577011, "m": 1.0 }, { "p": 0.07965829223394394, "m": 1.0 }, { "p": 0.10330088436603546, "m": 1.0 }, { "p": 0.1019594743847847, "m": 1.0 }, { "p": 0.032132916152477264, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.6232192516326904, "val_loss": 0.9713435769081116, "acc": 63.75, "time": 342.24693375104107, "param": [ { "p": 0.10029761493206024, "m": 1.0 }, { "p": 0.0006962010520510375, "m": 1.0 }, { "p": 0.10068968683481216, "m": 1.0 }, { "p": 0.06174242123961449, "m": 1.0 }, { "p": 0.03357115760445595, "m": 1.0 }, { "p": 0.010657343082129955, "m": 1.0 }, { "p": 0.07398141920566559, "m": 1.0 }, { "p": 0.056585270911455154, "m": 1.0 }, { "p": 0.10386860370635986, "m": 1.0 }, { "p": 0.13546115159988403, "m": 1.0 }, { "p": 0.08591518551111221, "m": 1.0 }, { "p": 0.1110139936208725, "m": 1.0 }, { "p": 0.10106968134641647, "m": 1.0 }, { "p": 0.024450339376926422, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 2.091430187225342, "val_loss": 1.048518180847168, "acc": 64.68, "time": 355.46422983706, "param": [ { "p": 0.11923741549253464, "m": 1.0 }, { "p": 0.01324710063636303, "m": 1.0 }, { "p": 0.09932149946689606, "m": 1.0 }, { "p": 0.09311388432979584, "m": 1.0 }, { "p": 0.06248054280877113, "m": 1.0 }, { "p": 0.0007109136786311865, "m": 1.0 }, { "p": 0.06871545314788818, "m": 1.0 }, { "p": 0.0377526618540287, "m": 1.0 }, { "p": 0.05979417636990547, "m": 1.0 }, { "p": 0.12420640140771866, "m": 1.0 }, { "p": 0.0942600816488266, "m": 1.0 }, { "p": 0.11024417728185654, "m": 1.0 }, { "p": 0.09217161685228348, "m": 1.0 }, { "p": 0.02474406361579895, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.6317367553710938, "val_loss": 1.0081783533096313, "acc": 61.99, "time": 334.66422290494666, "param": [ { "p": 0.0948486477136612, "m": 1.0 }, { "p": 0.0006971880793571472, "m": 1.0 }, { "p": 0.09229102730751038, "m": 1.0 }, { "p": 0.09159205108880997, "m": 1.0 }, { "p": 0.06754425168037415, "m": 1.0 }, { "p": 0.028005072847008705, "m": 1.0 }, { "p": 0.058854684233665466, "m": 1.0 }, { "p": 0.05825614929199219, "m": 1.0 }, { "p": 0.0922069177031517, "m": 1.0 }, { "p": 0.09851861000061035, "m": 1.0 }, { "p": 0.085230752825737, "m": 1.0 }, { "p": 0.11280100792646408, "m": 1.0 }, { "p": 0.11002092063426971, "m": 1.0 }, { "p": 0.009132632985711098, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 2.6341590881347656, "val_loss": 1.083965539932251, "acc": 64.06, "time": 348.5615499049891, "param": [ { "p": 0.10824033617973328, "m": 1.0 }, { "p": 0.009391721338033676, "m": 1.0 }, { "p": 0.09204132854938507, "m": 1.0 }, { "p": 0.07373512536287308, "m": 1.0 }, { "p": 0.043723225593566895, "m": 1.0 }, { "p": 0.0184558667242527, "m": 1.0 }, { "p": 0.05963142216205597, "m": 1.0 }, { "p": 0.04600757360458374, "m": 1.0 }, { "p": 0.07764628529548645, "m": 1.0 }, { "p": 0.11637258529663086, "m": 1.0 }, { "p": 0.1062500849366188, "m": 1.0 }, { "p": 0.12613767385482788, "m": 1.0 }, { "p": 0.1097465455532074, "m": 1.0 }, { "p": 0.012620250694453716, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.4664411544799805, "val_loss": 1.0755560398101807, "acc": 65.37, "time": 350.47416433203034, "param": [ { "p": 0.09358397871255875, "m": 1.0 }, { "p": 0.014797758311033249, "m": 1.0 }, { "p": 0.10392388701438904, "m": 1.0 }, { "p": 0.10325053334236145, "m": 1.0 }, { "p": 0.07055945694446564, "m": 1.0 }, { "p": 0.02475154586136341, "m": 1.0 }, { "p": 0.06253513693809509, "m": 1.0 }, { "p": 0.042376309633255005, "m": 1.0 }, { "p": 0.0664418637752533, "m": 1.0 }, { "p": 0.0989534929394722, "m": 1.0 }, { "p": 0.09025169163942337, "m": 1.0 }, { "p": 0.11760103702545166, "m": 1.0 }, { "p": 0.0865379348397255, "m": 1.0 }, { "p": 0.02443542145192623, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 2.488677978515625, "val_loss": 0.9984356760978699, "acc": 65.34, "time": 350.7536995570408, "param": [ { "p": 0.10632075369358063, "m": 1.0 }, { "p": 0.009491384029388428, "m": 1.0 }, { "p": 0.11677194386720657, "m": 1.0 }, { "p": 0.08593481779098511, "m": 1.0 }, { "p": 0.016345515847206116, "m": 1.0 }, { "p": 0.0031816752161830664, "m": 1.0 }, { "p": 0.06829804182052612, "m": 1.0 }, { "p": 0.04996463283896446, "m": 1.0 }, { "p": 0.07722429931163788, "m": 1.0 }, { "p": 0.12295893579721451, "m": 1.0 }, { "p": 0.10110791027545929, "m": 1.0 }, { "p": 0.12499603629112244, "m": 1.0 }, { "p": 0.11668623983860016, "m": 1.0 }, { "p": 0.0007178009254857898, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.756604552268982, "val_loss": 1.0017400979995728, "acc": 66.18, "time": 344.750057379948, "param": [ { "p": 0.10000046342611313, "m": 1.0 }, { "p": 0.000698586052749306, "m": 1.0 }, { "p": 0.10403362661600113, "m": 1.0 }, { "p": 0.0944935604929924, "m": 1.0 }, { "p": 0.029656315222382545, "m": 1.0 }, { "p": 0.0413627102971077, "m": 1.0 }, { "p": 0.0644359290599823, "m": 1.0 }, { "p": 0.055348023772239685, "m": 1.0 }, { "p": 0.08573394268751144, "m": 1.0 }, { "p": 0.10811121016740799, "m": 1.0 }, { "p": 0.09334098547697067, "m": 1.0 }, { "p": 0.10771869868040085, "m": 1.0 }, { "p": 0.0979635939002037, "m": 1.0 }, { "p": 0.01710241287946701, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.2672276496887207, "val_loss": 0.9651049971580505, "acc": 66.83, "time": 370.6183695900254, "param": [ { "p": 0.12628993391990662, "m": 1.0 }, { "p": 0.0007042100769467652, "m": 1.0 }, { "p": 0.10502053052186966, "m": 1.0 }, { "p": 0.06009591743350029, "m": 1.0 }, { "p": 0.03792860358953476, "m": 1.0 }, { "p": 0.0007042100769467652, "m": 1.0 }, { "p": 0.061057914048433304, "m": 1.0 }, { "p": 0.062246259301900864, "m": 1.0 }, { "p": 0.07495637983083725, "m": 1.0 }, { "p": 0.13694986701011658, "m": 1.0 }, { "p": 0.09178196638822556, "m": 1.0 }, { "p": 0.10928131639957428, "m": 1.0 }, { "p": 0.10673481971025467, "m": 1.0 }, { "p": 0.02624797262251377, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 2.2306647300720215, "val_loss": 1.0341981649398804, "acc": 64.02, "time": 347.882886250969, "param": [ { "p": 0.1156778335571289, "m": 1.0 }, { "p": 0.012447402812540531, "m": 1.0 }, { "p": 0.09273044764995575, "m": 1.0 }, { "p": 0.10299287736415863, "m": 1.0 }, { "p": 0.0396130308508873, "m": 1.0 }, { "p": 0.021662255749106407, "m": 1.0 }, { "p": 0.06817285716533661, "m": 1.0 }, { "p": 0.0642714649438858, "m": 1.0 }, { "p": 0.09881201386451721, "m": 1.0 }, { "p": 0.11114327609539032, "m": 1.0 }, { "p": 0.07689889520406723, "m": 1.0 }, { "p": 0.11233483254909515, "m": 1.0 }, { "p": 0.08252859860658646, "m": 1.0 }, { "p": 0.0007141734822653234, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 2.243433952331543, "val_loss": 0.9835054278373718, "acc": 65.99, "time": 364.8092399800662, "param": [ { "p": 0.11040351539850235, "m": 1.0 }, { "p": 0.011427030898630619, "m": 1.0 }, { "p": 0.08093078434467316, "m": 1.0 }, { "p": 0.07669168710708618, "m": 1.0 }, { "p": 0.028676293790340424, "m": 1.0 }, { "p": 0.04335368052124977, "m": 1.0 }, { "p": 0.05314986780285835, "m": 1.0 }, { "p": 0.05501435697078705, "m": 1.0 }, { "p": 0.0952085554599762, "m": 1.0 }, { "p": 0.10591443628072739, "m": 1.0 }, { "p": 0.08269637078046799, "m": 1.0 }, { "p": 0.11117000132799149, "m": 1.0 }, { "p": 0.10874028503894806, "m": 1.0 }, { "p": 0.03662314638495445, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 2.081226110458374, "val_loss": 0.9532748460769653, "acc": 67.8, "time": 353.41859107802156, "param": [ { "p": 0.10820373147726059, "m": 1.0 }, { "p": 0.0006918976432643831, "m": 1.0 }, { "p": 0.11823131144046783, "m": 1.0 }, { "p": 0.08288029581308365, "m": 1.0 }, { "p": 0.0428958386182785, "m": 1.0 }, { "p": 0.0006918976432643831, "m": 1.0 }, { "p": 0.07131937891244888, "m": 1.0 }, { "p": 0.052144043147563934, "m": 1.0 }, { "p": 0.09929066896438599, "m": 1.0 }, { "p": 0.10651682317256927, "m": 1.0 }, { "p": 0.10329226404428482, "m": 1.0 }, { "p": 0.09634935855865479, "m": 1.0 }, { "p": 0.09670987725257874, "m": 1.0 }, { "p": 0.020782575011253357, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.8147886991500854, "val_loss": 0.8980371952056885, "acc": 67.34, "time": 357.39834375993814, "param": [ { "p": 0.11605853587388992, "m": 1.0 }, { "p": 0.00354482582770288, "m": 1.0 }, { "p": 0.12462007254362106, "m": 1.0 }, { "p": 0.10405480116605759, "m": 1.0 }, { "p": 0.015026143752038479, "m": 1.0 }, { "p": 0.000711512693669647, "m": 1.0 }, { "p": 0.0648273229598999, "m": 1.0 }, { "p": 0.05331685394048691, "m": 1.0 }, { "p": 0.10451348125934601, "m": 1.0 }, { "p": 0.10052130371332169, "m": 1.0 }, { "p": 0.07105781883001328, "m": 1.0 }, { "p": 0.13191838562488556, "m": 1.0 }, { "p": 0.1091175228357315, "m": 1.0 }, { "p": 0.000711512693669647, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 2.3147997856140137, "val_loss": 1.0495796203613281, "acc": 67.01, "time": 345.0400737840682, "param": [ { "p": 0.10596705973148346, "m": 1.0 }, { "p": 0.00703011266887188, "m": 1.0 }, { "p": 0.13047859072685242, "m": 1.0 }, { "p": 0.07155665755271912, "m": 1.0 }, { "p": 0.038119859993457794, "m": 1.0 }, { "p": 0.022159863263368607, "m": 1.0 }, { "p": 0.07343428581953049, "m": 1.0 }, { "p": 0.05554116517305374, "m": 1.0 }, { "p": 0.08982166647911072, "m": 1.0 }, { "p": 0.10946770757436752, "m": 1.0 }, { "p": 0.0841265469789505, "m": 1.0 }, { "p": 0.10078120231628418, "m": 1.0 }, { "p": 0.10140173137187958, "m": 1.0 }, { "p": 0.010113544762134552, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 2.0036094188690186, "val_loss": 0.9303598999977112, "acc": 65.22, "time": 339.3581941870507, "param": [ { "p": 0.09397570043802261, "m": 1.0 }, { "p": 0.018372133374214172, "m": 1.0 }, { "p": 0.12697820365428925, "m": 1.0 }, { "p": 0.07999524474143982, "m": 1.0 }, { "p": 0.05547849461436272, "m": 1.0 }, { "p": 0.0006904449546709657, "m": 1.0 }, { "p": 0.061684031039476395, "m": 1.0 }, { "p": 0.06923005729913712, "m": 1.0 }, { "p": 0.08752860873937607, "m": 1.0 }, { "p": 0.12298768758773804, "m": 1.0 }, { "p": 0.09720504283905029, "m": 1.0 }, { "p": 0.0925748348236084, "m": 1.0 }, { "p": 0.07840714603662491, "m": 1.0 }, { "p": 0.014892333187162876, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 2.1948306560516357, "val_loss": 1.0042644739151, "acc": 67.09, "time": 351.61010069504846, "param": [ { "p": 0.10939563065767288, "m": 1.0 }, { "p": 0.000707782746758312, "m": 1.0 }, { "p": 0.10128848254680634, "m": 1.0 }, { "p": 0.08033450692892075, "m": 1.0 }, { "p": 0.05913478881120682, "m": 1.0 }, { "p": 0.011446463875472546, "m": 1.0 }, { "p": 0.0663984939455986, "m": 1.0 }, { "p": 0.044663481414318085, "m": 1.0 }, { "p": 0.08413157612085342, "m": 1.0 }, { "p": 0.10960744321346283, "m": 1.0 }, { "p": 0.09697942435741425, "m": 1.0 }, { "p": 0.11475513130426407, "m": 1.0 }, { "p": 0.09994345903396606, "m": 1.0 }, { "p": 0.021213283762335777, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 2.338261127471924, "val_loss": 1.006065011024475, "acc": 67.94, "time": 360.63518247997854, "param": [ { "p": 0.10724969953298569, "m": 1.0 }, { "p": 0.03459626063704491, "m": 1.0 }, { "p": 0.10112707316875458, "m": 1.0 }, { "p": 0.07237910479307175, "m": 1.0 }, { "p": 0.045634470880031586, "m": 1.0 }, { "p": 0.001999341184273362, "m": 1.0 }, { "p": 0.06995847821235657, "m": 1.0 }, { "p": 0.06909839808940887, "m": 1.0 }, { "p": 0.09276308119297028, "m": 1.0 }, { "p": 0.12134872376918793, "m": 1.0 }, { "p": 0.09236229211091995, "m": 1.0 }, { "p": 0.07733726501464844, "m": 1.0 }, { "p": 0.0971282571554184, "m": 1.0 }, { "p": 0.017017550766468048, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 2.5522069931030273, "val_loss": 0.9455515742301941, "acc": 66.79, "time": 350.05600274994504, "param": [ { "p": 0.09303741157054901, "m": 1.0 }, { "p": 0.011748109012842178, "m": 1.0 }, { "p": 0.0968581810593605, "m": 1.0 }, { "p": 0.09993219375610352, "m": 1.0 }, { "p": 0.030307522043585777, "m": 1.0 }, { "p": 0.034087568521499634, "m": 1.0 }, { "p": 0.05693032220005989, "m": 1.0 }, { "p": 0.06106913834810257, "m": 1.0 }, { "p": 0.091940738260746, "m": 1.0 }, { "p": 0.10066374391317368, "m": 1.0 }, { "p": 0.09795089811086655, "m": 1.0 }, { "p": 0.11239727586507797, "m": 1.0 }, { "p": 0.08976075053215027, "m": 1.0 }, { "p": 0.023316163569688797, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.8638455867767334, "val_loss": 0.8507409691810608, "acc": 67.88, "time": 365.16909541003406, "param": [ { "p": 0.09589911997318268, "m": 1.0 }, { "p": 0.019861049950122833, "m": 1.0 }, { "p": 0.11726151406764984, "m": 1.0 }, { "p": 0.09163529425859451, "m": 1.0 }, { "p": 0.04062340036034584, "m": 1.0 }, { "p": 0.0042964802123606205, "m": 1.0 }, { "p": 0.07721517980098724, "m": 1.0 }, { "p": 0.06095457077026367, "m": 1.0 }, { "p": 0.07527997344732285, "m": 1.0 }, { "p": 0.10916319489479065, "m": 1.0 }, { "p": 0.08211547136306763, "m": 1.0 }, { "p": 0.10725291818380356, "m": 1.0 }, { "p": 0.09826363623142242, "m": 1.0 }, { "p": 0.02017824910581112, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 2.146867513656616, "val_loss": 0.9276211261749268, "acc": 67.89, "time": 345.4585428109858, "param": [ { "p": 0.1061786413192749, "m": 1.0 }, { "p": 0.020734937861561775, "m": 1.0 }, { "p": 0.10944660007953644, "m": 1.0 }, { "p": 0.09792220592498779, "m": 1.0 }, { "p": 0.043891552835702896, "m": 1.0 }, { "p": 0.013419464230537415, "m": 1.0 }, { "p": 0.06847285479307175, "m": 1.0 }, { "p": 0.04365456849336624, "m": 1.0 }, { "p": 0.08641838282346725, "m": 1.0 }, { "p": 0.09243769943714142, "m": 1.0 }, { "p": 0.09456760436296463, "m": 1.0 }, { "p": 0.09321409463882446, "m": 1.0 }, { "p": 0.10685166716575623, "m": 1.0 }, { "p": 0.022789716720581055, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 2.0863969326019287, "val_loss": 0.8855149149894714, "acc": 67.85, "time": 361.96745861694217, "param": [ { "p": 0.11431156098842621, "m": 1.0 }, { "p": 0.0054662651382386684, "m": 1.0 }, { "p": 0.06653404980897903, "m": 1.0 }, { "p": 0.08408604562282562, "m": 1.0 }, { "p": 0.06932074576616287, "m": 1.0 }, { "p": 0.04018966853618622, "m": 1.0 }, { "p": 0.07591001689434052, "m": 1.0 }, { "p": 0.06042260676622391, "m": 1.0 }, { "p": 0.06901202350854874, "m": 1.0 }, { "p": 0.10314715653657913, "m": 1.0 }, { "p": 0.08866020292043686, "m": 1.0 }, { "p": 0.10810261219739914, "m": 1.0 }, { "p": 0.09218453615903854, "m": 1.0 }, { "p": 0.022652488201856613, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.8215194940567017, "val_loss": 0.8007488250732422, "acc": 68.6, "time": 352.65968893899117, "param": [ { "p": 0.11238043755292892, "m": 1.0 }, { "p": 0.002648196881636977, "m": 1.0 }, { "p": 0.11303094029426575, "m": 1.0 }, { "p": 0.06951046735048294, "m": 1.0 }, { "p": 0.030003540217876434, "m": 1.0 }, { "p": 0.02124892733991146, "m": 1.0 }, { "p": 0.0642777755856514, "m": 1.0 }, { "p": 0.07022257149219513, "m": 1.0 }, { "p": 0.09651588648557663, "m": 1.0 }, { "p": 0.10270858556032181, "m": 1.0 }, { "p": 0.07629673182964325, "m": 1.0 }, { "p": 0.10657420754432678, "m": 1.0 }, { "p": 0.1062224805355072, "m": 1.0 }, { "p": 0.028359295800328255, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 2.003465414047241, "val_loss": 1.0558205842971802, "acc": 68.39, "time": 340.6714559419779, "param": [ { "p": 0.1113080158829689, "m": 1.0 }, { "p": 0.010435657575726509, "m": 1.0 }, { "p": 0.10337947309017181, "m": 1.0 }, { "p": 0.0980052500963211, "m": 1.0 }, { "p": 0.04163442924618721, "m": 1.0 }, { "p": 0.031985893845558167, "m": 1.0 }, { "p": 0.06680928170681, "m": 1.0 }, { "p": 0.03914198279380798, "m": 1.0 }, { "p": 0.07690063863992691, "m": 1.0 }, { "p": 0.09715501964092255, "m": 1.0 }, { "p": 0.08994225412607193, "m": 1.0 }, { "p": 0.10900132358074188, "m": 1.0 }, { "p": 0.09946680814027786, "m": 1.0 }, { "p": 0.024833878502249718, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.7234439849853516, "val_loss": 0.8884297609329224, "acc": 68.02, "time": 348.74624890403356, "param": [ { "p": 0.10708123445510864, "m": 1.0 }, { "p": 0.00870987493544817, "m": 1.0 }, { "p": 0.09370026737451553, "m": 1.0 }, { "p": 0.07282955199480057, "m": 1.0 }, { "p": 0.020548425614833832, "m": 1.0 }, { "p": 0.009041717275977135, "m": 1.0 }, { "p": 0.07591415196657181, "m": 1.0 }, { "p": 0.05551343783736229, "m": 1.0 }, { "p": 0.09248357266187668, "m": 1.0 }, { "p": 0.1041334941983223, "m": 1.0 }, { "p": 0.09242549538612366, "m": 1.0 }, { "p": 0.123905248939991, "m": 1.0 }, { "p": 0.10964609682559967, "m": 1.0 }, { "p": 0.03406747430562973, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.9360687732696533, "val_loss": 0.9402083158493042, "acc": 68.14, "time": 367.3090924839489, "param": [ { "p": 0.09829515963792801, "m": 1.0 }, { "p": 0.015254396013915539, "m": 1.0 }, { "p": 0.09737445414066315, "m": 1.0 }, { "p": 0.1108991876244545, "m": 1.0 }, { "p": 0.045186758041381836, "m": 1.0 }, { "p": 0.006362060084939003, "m": 1.0 }, { "p": 0.05137475207448006, "m": 1.0 }, { "p": 0.0613066665828228, "m": 1.0 }, { "p": 0.0927976593375206, "m": 1.0 }, { "p": 0.1012430340051651, "m": 1.0 }, { "p": 0.11207613348960876, "m": 1.0 }, { "p": 0.1023932546377182, "m": 1.0 }, { "p": 0.08984606713056564, "m": 1.0 }, { "p": 0.015590389259159565, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 2.0439836978912354, "val_loss": 0.7295693755149841, "acc": 69.13, "time": 362.5344593829941, "param": [ { "p": 0.12038589268922806, "m": 1.0 }, { "p": 0.005222889129072428, "m": 1.0 }, { "p": 0.0983290746808052, "m": 1.0 }, { "p": 0.08851809799671173, "m": 1.0 }, { "p": 0.025497663766145706, "m": 1.0 }, { "p": 0.022143179550766945, "m": 1.0 }, { "p": 0.07043425738811493, "m": 1.0 }, { "p": 0.06640011072158813, "m": 1.0 }, { "p": 0.08802173286676407, "m": 1.0 }, { "p": 0.11079078912734985, "m": 1.0 }, { "p": 0.09307704120874405, "m": 1.0 }, { "p": 0.09191472083330154, "m": 1.0 }, { "p": 0.10563966631889343, "m": 1.0 }, { "p": 0.013624900951981544, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.9483736753463745, "val_loss": 0.8938027024269104, "acc": 69.77, "time": 325.59459590294864, "param": [ { "p": 0.10465574264526367, "m": 1.0 }, { "p": 0.012674997560679913, "m": 1.0 }, { "p": 0.09046602994203568, "m": 1.0 }, { "p": 0.08802498877048492, "m": 1.0 }, { "p": 0.01935706101357937, "m": 1.0 }, { "p": 0.014009169302880764, "m": 1.0 }, { "p": 0.08760875463485718, "m": 1.0 }, { "p": 0.08012809604406357, "m": 1.0 }, { "p": 0.10289230197668076, "m": 1.0 }, { "p": 0.11206042021512985, "m": 1.0 }, { "p": 0.08754276484251022, "m": 1.0 }, { "p": 0.07262436300516129, "m": 1.0 }, { "p": 0.10376682132482529, "m": 1.0 }, { "p": 0.024188561365008354, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.7586171627044678, "val_loss": 0.7856913208961487, "acc": 69.41, "time": 350.4905261169188, "param": [ { "p": 0.10890481621026993, "m": 1.0 }, { "p": 0.0008717283490113914, "m": 1.0 }, { "p": 0.08412085473537445, "m": 1.0 }, { "p": 0.0875934585928917, "m": 1.0 }, { "p": 0.01561813149601221, "m": 1.0 }, { "p": 0.020614922046661377, "m": 1.0 }, { "p": 0.07661598175764084, "m": 1.0 }, { "p": 0.06486520171165466, "m": 1.0 }, { "p": 0.11912685632705688, "m": 1.0 }, { "p": 0.08321360498666763, "m": 1.0 }, { "p": 0.08052657544612885, "m": 1.0 }, { "p": 0.11907853186130524, "m": 1.0 }, { "p": 0.1073601022362709, "m": 1.0 }, { "p": 0.03148931264877319, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 2.2238729000091553, "val_loss": 0.8181475400924683, "acc": 69.48, "time": 348.19794104702305, "param": [ { "p": 0.11454038321971893, "m": 1.0 }, { "p": 0.013833705335855484, "m": 1.0 }, { "p": 0.1197747066617012, "m": 1.0 }, { "p": 0.0751173123717308, "m": 1.0 }, { "p": 0.024335462599992752, "m": 1.0 }, { "p": 0.02326357364654541, "m": 1.0 }, { "p": 0.06844893842935562, "m": 1.0 }, { "p": 0.05694270506501198, "m": 1.0 }, { "p": 0.09982575476169586, "m": 1.0 }, { "p": 0.1084161326289177, "m": 1.0 }, { "p": 0.07622229307889938, "m": 1.0 }, { "p": 0.11410986632108688, "m": 1.0 }, { "p": 0.08667782694101334, "m": 1.0 }, { "p": 0.01849127747118473, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.6795995235443115, "val_loss": 0.903232753276825, "acc": 69.62, "time": 360.63914759096224, "param": [ { "p": 0.11195989698171616, "m": 1.0 }, { "p": 0.01236968394368887, "m": 1.0 }, { "p": 0.0962585061788559, "m": 1.0 }, { "p": 0.08751595765352249, "m": 1.0 }, { "p": 0.014133568853139877, "m": 1.0 }, { "p": 0.013316022232174873, "m": 1.0 }, { "p": 0.07085244357585907, "m": 1.0 }, { "p": 0.05540686100721359, "m": 1.0 }, { "p": 0.06843813508749008, "m": 1.0 }, { "p": 0.11658381670713425, "m": 1.0 }, { "p": 0.09646841138601303, "m": 1.0 }, { "p": 0.10407194495201111, "m": 1.0 }, { "p": 0.11505972594022751, "m": 1.0 }, { "p": 0.03756501525640488, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.4563134908676147, "val_loss": 0.7804401516914368, "acc": 69.71, "time": 322.18953455705196, "param": [ { "p": 0.11771494150161743, "m": 1.0 }, { "p": 0.0007016891031526029, "m": 1.0 }, { "p": 0.11095720529556274, "m": 1.0 }, { "p": 0.09779304265975952, "m": 1.0 }, { "p": 0.0007016891031526029, "m": 1.0 }, { "p": 0.006157995667308569, "m": 1.0 }, { "p": 0.08905316889286041, "m": 1.0 }, { "p": 0.03360217437148094, "m": 1.0 }, { "p": 0.10814070701599121, "m": 1.0 }, { "p": 0.11117295175790787, "m": 1.0 }, { "p": 0.0935889407992363, "m": 1.0 }, { "p": 0.09968478232622147, "m": 1.0 }, { "p": 0.10756794363260269, "m": 1.0 }, { "p": 0.023162852972745895, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.8779271841049194, "val_loss": 0.9111180901527405, "acc": 69.22, "time": 336.3921654570149, "param": [ { "p": 0.09114242345094681, "m": 1.0 }, { "p": 0.019522767513990402, "m": 1.0 }, { "p": 0.11649762839078903, "m": 1.0 }, { "p": 0.0905456691980362, "m": 1.0 }, { "p": 0.030764931812882423, "m": 1.0 }, { "p": 0.02510955184698105, "m": 1.0 }, { "p": 0.06439785659313202, "m": 1.0 }, { "p": 0.0646810308098793, "m": 1.0 }, { "p": 0.07950916141271591, "m": 1.0 }, { "p": 0.1207084134221077, "m": 1.0 }, { "p": 0.06480131298303604, "m": 1.0 }, { "p": 0.10545431822538376, "m": 1.0 }, { "p": 0.1099156066775322, "m": 1.0 }, { "p": 0.016949282959103584, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 2.053375244140625, "val_loss": 0.8640636205673218, "acc": 70.6, "time": 346.26153538399376, "param": [ { "p": 0.08402281999588013, "m": 1.0 }, { "p": 0.0015994205605238676, "m": 1.0 }, { "p": 0.11043693870306015, "m": 1.0 }, { "p": 0.08553580939769745, "m": 1.0 }, { "p": 0.0455988273024559, "m": 1.0 }, { "p": 0.04466064274311066, "m": 1.0 }, { "p": 0.07510470598936081, "m": 1.0 }, { "p": 0.05406773090362549, "m": 1.0 }, { "p": 0.1050926148891449, "m": 1.0 }, { "p": 0.10712888091802597, "m": 1.0 }, { "p": 0.09147876501083374, "m": 1.0 }, { "p": 0.07484298199415207, "m": 1.0 }, { "p": 0.1105993241071701, "m": 1.0 }, { "p": 0.009830500930547714, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.963278889656067, "val_loss": 0.831089198589325, "acc": 70.22, "time": 360.01335529598873, "param": [ { "p": 0.11624886840581894, "m": 1.0 }, { "p": 0.0007013814756646752, "m": 1.0 }, { "p": 0.09278438985347748, "m": 1.0 }, { "p": 0.06805228441953659, "m": 1.0 }, { "p": 0.013233295641839504, "m": 1.0 }, { "p": 0.014711483381688595, "m": 1.0 }, { "p": 0.08895222842693329, "m": 1.0 }, { "p": 0.062353380024433136, "m": 1.0 }, { "p": 0.11104413866996765, "m": 1.0 }, { "p": 0.12085554748773575, "m": 1.0 }, { "p": 0.10202810913324356, "m": 1.0 }, { "p": 0.09402677416801453, "m": 1.0 }, { "p": 0.10077347606420517, "m": 1.0 }, { "p": 0.014234678819775581, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 2.1616051197052, "val_loss": 0.8457922339439392, "acc": 69.57, "time": 353.1692465940723, "param": [ { "p": 0.08258787542581558, "m": 1.0 }, { "p": 0.013050130568444729, "m": 1.0 }, { "p": 0.09358228743076324, "m": 1.0 }, { "p": 0.08432559669017792, "m": 1.0 }, { "p": 0.036614131182432175, "m": 1.0 }, { "p": 0.02366376481950283, "m": 1.0 }, { "p": 0.06956929713487625, "m": 1.0 }, { "p": 0.05467539280653, "m": 1.0 }, { "p": 0.0860397219657898, "m": 1.0 }, { "p": 0.1207534447312355, "m": 1.0 }, { "p": 0.09768892079591751, "m": 1.0 }, { "p": 0.10423286259174347, "m": 1.0 }, { "p": 0.10433480888605118, "m": 1.0 }, { "p": 0.028881730511784554, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.6152746677398682, "val_loss": 0.9205700755119324, "acc": 70.17, "time": 360.06975548691116, "param": [ { "p": 0.11313413828611374, "m": 1.0 }, { "p": 0.019088804721832275, "m": 1.0 }, { "p": 0.09809791296720505, "m": 1.0 }, { "p": 0.09114057570695877, "m": 1.0 }, { "p": 0.03704354539513588, "m": 1.0 }, { "p": 0.016843091696500778, "m": 1.0 }, { "p": 0.0673549473285675, "m": 1.0 }, { "p": 0.05412989854812622, "m": 1.0 }, { "p": 0.10402392596006393, "m": 1.0 }, { "p": 0.09533756971359253, "m": 1.0 }, { "p": 0.05381470546126366, "m": 1.0 }, { "p": 0.0961708351969719, "m": 1.0 }, { "p": 0.1246931180357933, "m": 1.0 }, { "p": 0.029126876965165138, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.9543952941894531, "val_loss": 0.8657592535018921, "acc": 69.85, "time": 375.6298725899542, "param": [ { "p": 0.09187435358762741, "m": 1.0 }, { "p": 0.01573331654071808, "m": 1.0 }, { "p": 0.1121114045381546, "m": 1.0 }, { "p": 0.09350539743900299, "m": 1.0 }, { "p": 0.020427841693162918, "m": 1.0 }, { "p": 0.014411430805921555, "m": 1.0 }, { "p": 0.07505528628826141, "m": 1.0 }, { "p": 0.0632421225309372, "m": 1.0 }, { "p": 0.08073394000530243, "m": 1.0 }, { "p": 0.07748863101005554, "m": 1.0 }, { "p": 0.10707467049360275, "m": 1.0 }, { "p": 0.10590251535177231, "m": 1.0 }, { "p": 0.11187867820262909, "m": 1.0 }, { "p": 0.0305604487657547, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 2.1735963821411133, "val_loss": 0.8958118557929993, "acc": 70.18, "time": 357.57189624605235, "param": [ { "p": 0.09196258336305618, "m": 1.0 }, { "p": 0.032283056527376175, "m": 1.0 }, { "p": 0.08814510703086853, "m": 1.0 }, { "p": 0.08609633892774582, "m": 1.0 }, { "p": 0.000694713497068733, "m": 1.0 }, { "p": 0.029367148876190186, "m": 1.0 }, { "p": 0.06957859545946121, "m": 1.0 }, { "p": 0.05424109473824501, "m": 1.0 }, { "p": 0.09937983006238937, "m": 1.0 }, { "p": 0.09237832576036453, "m": 1.0 }, { "p": 0.09115572273731232, "m": 1.0 }, { "p": 0.11451271921396255, "m": 1.0 }, { "p": 0.12830545008182526, "m": 1.0 }, { "p": 0.021899361163377762, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.7968922853469849, "val_loss": 0.9010363817214966, "acc": 69.04, "time": 347.2877367270412, "param": [ { "p": 0.09281664341688156, "m": 1.0 }, { "p": 0.0040640560910105705, "m": 1.0 }, { "p": 0.11398562043905258, "m": 1.0 }, { "p": 0.06536233425140381, "m": 1.0 }, { "p": 0.04481387883424759, "m": 1.0 }, { "p": 0.012391886673867702, "m": 1.0 }, { "p": 0.07303367555141449, "m": 1.0 }, { "p": 0.06197946146130562, "m": 1.0 }, { "p": 0.08766768872737885, "m": 1.0 }, { "p": 0.11421751230955124, "m": 1.0 }, { "p": 0.09293629974126816, "m": 1.0 }, { "p": 0.1068243756890297, "m": 1.0 }, { "p": 0.11212647706270218, "m": 1.0 }, { "p": 0.017780158668756485, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.770692229270935, "val_loss": 0.9745268821716309, "acc": 70.32, "time": 361.3998693029862, "param": [ { "p": 0.10692474246025085, "m": 1.0 }, { "p": 0.006288198754191399, "m": 1.0 }, { "p": 0.12325304746627808, "m": 1.0 }, { "p": 0.07785800844430923, "m": 1.0 }, { "p": 0.024266473948955536, "m": 1.0 }, { "p": 0.011746585369110107, "m": 1.0 }, { "p": 0.06981506198644638, "m": 1.0 }, { "p": 0.0585670992732048, "m": 1.0 }, { "p": 0.09948969632387161, "m": 1.0 }, { "p": 0.10075723379850388, "m": 1.0 }, { "p": 0.0970650166273117, "m": 1.0 }, { "p": 0.09658556431531906, "m": 1.0 }, { "p": 0.0953928604722023, "m": 1.0 }, { "p": 0.03199038654565811, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.7984619140625, "val_loss": 0.9309877753257751, "acc": 69.82, "time": 364.58813120797276, "param": [ { "p": 0.1046295017004013, "m": 1.0 }, { "p": 0.0006995075382292271, "m": 1.0 }, { "p": 0.10924453288316727, "m": 1.0 }, { "p": 0.09852233529090881, "m": 1.0 }, { "p": 0.03879258409142494, "m": 1.0 }, { "p": 0.02572149969637394, "m": 1.0 }, { "p": 0.0888623595237732, "m": 1.0 }, { "p": 0.0681363046169281, "m": 1.0 }, { "p": 0.09292837232351303, "m": 1.0 }, { "p": 0.09598410874605179, "m": 1.0 }, { "p": 0.08201717585325241, "m": 1.0 }, { "p": 0.10693740099668503, "m": 1.0 }, { "p": 0.08357727527618408, "m": 1.0 }, { "p": 0.003947061486542225, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.9241334199905396, "val_loss": 0.8499651551246643, "acc": 70.41, "time": 358.7456007839646, "param": [ { "p": 0.09738487750291824, "m": 1.0 }, { "p": 0.0028806335758417845, "m": 1.0 }, { "p": 0.08372201025485992, "m": 1.0 }, { "p": 0.08206070214509964, "m": 1.0 }, { "p": 0.040568288415670395, "m": 1.0 }, { "p": 0.004146325867623091, "m": 1.0 }, { "p": 0.06067679449915886, "m": 1.0 }, { "p": 0.0768868699669838, "m": 1.0 }, { "p": 0.08556145429611206, "m": 1.0 }, { "p": 0.1124253123998642, "m": 1.0 }, { "p": 0.08229569345712662, "m": 1.0 }, { "p": 0.11075229942798615, "m": 1.0 }, { "p": 0.12385227531194687, "m": 1.0 }, { "p": 0.036786362528800964, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.7342536449432373, "val_loss": 0.801884651184082, "acc": 69.54, "time": 338.68138087098487, "param": [ { "p": 0.1205405592918396, "m": 1.0 }, { "p": 0.0008252872503362596, "m": 1.0 }, { "p": 0.11688539385795593, "m": 1.0 }, { "p": 0.10047034919261932, "m": 1.0 }, { "p": 0.029876068234443665, "m": 1.0 }, { "p": 0.0007140736561268568, "m": 1.0 }, { "p": 0.07389519363641739, "m": 1.0 }, { "p": 0.05791040509939194, "m": 1.0 }, { "p": 0.07976280152797699, "m": 1.0 }, { "p": 0.09842077642679214, "m": 1.0 }, { "p": 0.08912219852209091, "m": 1.0 }, { "p": 0.10903511941432953, "m": 1.0 }, { "p": 0.1095883846282959, "m": 1.0 }, { "p": 0.012953459285199642, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.8496246337890625, "val_loss": 0.7934238910675049, "acc": 69.41, "time": 368.0806592949666, "param": [ { "p": 0.11425216495990753, "m": 1.0 }, { "p": 0.01549141202121973, "m": 1.0 }, { "p": 0.11453194916248322, "m": 1.0 }, { "p": 0.09603649377822876, "m": 1.0 }, { "p": 0.03446687385439873, "m": 1.0 }, { "p": 0.023576106876134872, "m": 1.0 }, { "p": 0.042951345443725586, "m": 1.0 }, { "p": 0.0740632638335228, "m": 1.0 }, { "p": 0.09909766912460327, "m": 1.0 }, { "p": 0.08930554986000061, "m": 1.0 }, { "p": 0.05715765804052353, "m": 1.0 }, { "p": 0.09802628308534622, "m": 1.0 }, { "p": 0.11726976186037064, "m": 1.0 }, { "p": 0.023773491382598877, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.828362226486206, "val_loss": 0.8482756614685059, "acc": 70.38, "time": 335.00626923993696, "param": [ { "p": 0.09641850739717484, "m": 1.0 }, { "p": 0.014599651098251343, "m": 1.0 }, { "p": 0.08498012274503708, "m": 1.0 }, { "p": 0.0869767889380455, "m": 1.0 }, { "p": 0.03202483057975769, "m": 1.0 }, { "p": 0.027456412091851234, "m": 1.0 }, { "p": 0.06970088928937912, "m": 1.0 }, { "p": 0.057166147977113724, "m": 1.0 }, { "p": 0.09010394662618637, "m": 1.0 }, { "p": 0.10091263055801392, "m": 1.0 }, { "p": 0.09549611806869507, "m": 1.0 }, { "p": 0.111369289457798, "m": 1.0 }, { "p": 0.11771765351295471, "m": 1.0 }, { "p": 0.015077031217515469, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 2.1778650283813477, "val_loss": 0.8999239206314087, "acc": 70.86, "time": 353.12605930503923, "param": [ { "p": 0.10214065760374069, "m": 1.0 }, { "p": 0.014578753150999546, "m": 1.0 }, { "p": 0.11578807979822159, "m": 1.0 }, { "p": 0.09568018466234207, "m": 1.0 }, { "p": 0.02133750542998314, "m": 1.0 }, { "p": 0.01410713978111744, "m": 1.0 }, { "p": 0.06742102652788162, "m": 1.0 }, { "p": 0.0446135438978672, "m": 1.0 }, { "p": 0.0757225751876831, "m": 1.0 }, { "p": 0.11059696227312088, "m": 1.0 }, { "p": 0.0783359482884407, "m": 1.0 }, { "p": 0.1026785746216774, "m": 1.0 }, { "p": 0.11713729798793793, "m": 1.0 }, { "p": 0.03986170142889023, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.8234820365905762, "val_loss": 0.8108081817626953, "acc": 69.9, "time": 359.1342043610057, "param": [ { "p": 0.09391304850578308, "m": 1.0 }, { "p": 0.0007072676089592278, "m": 1.0 }, { "p": 0.10128150880336761, "m": 1.0 }, { "p": 0.10356753319501877, "m": 1.0 }, { "p": 0.030202332884073257, "m": 1.0 }, { "p": 0.03953470662236214, "m": 1.0 }, { "p": 0.07912405580282211, "m": 1.0 }, { "p": 0.0756077915430069, "m": 1.0 }, { "p": 0.09075486660003662, "m": 1.0 }, { "p": 0.08791755139827728, "m": 1.0 }, { "p": 0.0975717231631279, "m": 1.0 }, { "p": 0.08870387822389603, "m": 1.0 }, { "p": 0.08853893727064133, "m": 1.0 }, { "p": 0.02257482334971428, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 2.097198009490967, "val_loss": 0.8662866353988647, "acc": 70.07, "time": 367.09478079597466, "param": [ { "p": 0.10195457190275192, "m": 1.0 }, { "p": 0.013382908888161182, "m": 1.0 }, { "p": 0.10199394077062607, "m": 1.0 }, { "p": 0.0651281550526619, "m": 1.0 }, { "p": 0.039593733847141266, "m": 1.0 }, { "p": 0.02272353693842888, "m": 1.0 }, { "p": 0.07337357848882675, "m": 1.0 }, { "p": 0.07906895130872726, "m": 1.0 }, { "p": 0.09753783792257309, "m": 1.0 }, { "p": 0.09485813230276108, "m": 1.0 }, { "p": 0.07685805857181549, "m": 1.0 }, { "p": 0.11589674651622772, "m": 1.0 }, { "p": 0.10134587436914444, "m": 1.0 }, { "p": 0.016283975914120674, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.46927809715271, "val_loss": 0.925021231174469, "acc": 69.94, "time": 343.84099193196744, "param": [ { "p": 0.09840288758277893, "m": 1.0 }, { "p": 0.0066840252839028835, "m": 1.0 }, { "p": 0.09362915903329849, "m": 1.0 }, { "p": 0.10063672065734863, "m": 1.0 }, { "p": 0.037288326770067215, "m": 1.0 }, { "p": 0.005031051579862833, "m": 1.0 }, { "p": 0.09351493418216705, "m": 1.0 }, { "p": 0.04938352853059769, "m": 1.0 }, { "p": 0.1073378473520279, "m": 1.0 }, { "p": 0.06936565786600113, "m": 1.0 }, { "p": 0.10115347057580948, "m": 1.0 }, { "p": 0.10614241659641266, "m": 1.0 }, { "p": 0.10715328902006149, "m": 1.0 }, { "p": 0.024276601150631905, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.6489670276641846, "val_loss": 0.8030839562416077, "acc": 70.54, "time": 362.05417428410146, "param": [ { "p": 0.11413486301898956, "m": 1.0 }, { "p": 0.0007049240521155298, "m": 1.0 }, { "p": 0.09721256792545319, "m": 1.0 }, { "p": 0.0891583040356636, "m": 1.0 }, { "p": 0.05382094904780388, "m": 1.0 }, { "p": 0.021682187914848328, "m": 1.0 }, { "p": 0.058425161987543106, "m": 1.0 }, { "p": 0.060319606214761734, "m": 1.0 }, { "p": 0.07469917833805084, "m": 1.0 }, { "p": 0.11872229725122452, "m": 1.0 }, { "p": 0.06990895420312881, "m": 1.0 }, { "p": 0.10657664388418198, "m": 1.0 }, { "p": 0.10146234184503555, "m": 1.0 }, { "p": 0.03317203372716904, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.9686037302017212, "val_loss": 0.8632151484489441, "acc": 71.59, "time": 355.8649516858859, "param": [ { "p": 0.09049074351787567, "m": 1.0 }, { "p": 0.009669803082942963, "m": 1.0 }, { "p": 0.10219386965036392, "m": 1.0 }, { "p": 0.07595933973789215, "m": 1.0 }, { "p": 0.0403224341571331, "m": 1.0 }, { "p": 0.027441389858722687, "m": 1.0 }, { "p": 0.07110720127820969, "m": 1.0 }, { "p": 0.08004002273082733, "m": 1.0 }, { "p": 0.09345032274723053, "m": 1.0 }, { "p": 0.09511277079582214, "m": 1.0 }, { "p": 0.07840492576360703, "m": 1.0 }, { "p": 0.10731241852045059, "m": 1.0 }, { "p": 0.08536799997091293, "m": 1.0 }, { "p": 0.043126799166202545, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.6727420091629028, "val_loss": 0.8053862452507019, "acc": 71.16, "time": 357.0277450509602, "param": [ { "p": 0.10572198033332825, "m": 1.0 }, { "p": 0.029663436114788055, "m": 1.0 }, { "p": 0.09956671297550201, "m": 1.0 }, { "p": 0.09148173779249191, "m": 1.0 }, { "p": 0.03882908821105957, "m": 1.0 }, { "p": 0.046670399606227875, "m": 1.0 }, { "p": 0.058806806802749634, "m": 1.0 }, { "p": 0.057459454983472824, "m": 1.0 }, { "p": 0.09072858095169067, "m": 1.0 }, { "p": 0.07804962247610092, "m": 1.0 }, { "p": 0.0684308409690857, "m": 1.0 }, { "p": 0.10733150690793991, "m": 1.0 }, { "p": 0.09030314534902573, "m": 1.0 }, { "p": 0.036956582218408585, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.9016311168670654, "val_loss": 0.8413805961608887, "acc": 70.88, "time": 337.8695522249909, "param": [ { "p": 0.1150166243314743, "m": 1.0 }, { "p": 0.0007060818606987596, "m": 1.0 }, { "p": 0.11357872188091278, "m": 1.0 }, { "p": 0.08296608179807663, "m": 1.0 }, { "p": 0.03670727461576462, "m": 1.0 }, { "p": 0.024941712617874146, "m": 1.0 }, { "p": 0.07428237795829773, "m": 1.0 }, { "p": 0.05337749794125557, "m": 1.0 }, { "p": 0.025817131623625755, "m": 1.0 }, { "p": 0.0983198955655098, "m": 1.0 }, { "p": 0.10762833058834076, "m": 1.0 }, { "p": 0.12381593137979507, "m": 1.0 }, { "p": 0.11166898906230927, "m": 1.0 }, { "p": 0.03117327205836773, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.6783448457717896, "val_loss": 0.8812059760093689, "acc": 70.69, "time": 354.316689656931, "param": [ { "p": 0.11618786305189133, "m": 1.0 }, { "p": 0.0006940126186236739, "m": 1.0 }, { "p": 0.0987488254904747, "m": 1.0 }, { "p": 0.09153147786855698, "m": 1.0 }, { "p": 0.045377589762210846, "m": 1.0 }, { "p": 0.01747480407357216, "m": 1.0 }, { "p": 0.07386186718940735, "m": 1.0 }, { "p": 0.06518945097923279, "m": 1.0 }, { "p": 0.07035108655691147, "m": 1.0 }, { "p": 0.09272655844688416, "m": 1.0 }, { "p": 0.08447909355163574, "m": 1.0 }, { "p": 0.11207650601863861, "m": 1.0 }, { "p": 0.10143958777189255, "m": 1.0 }, { "p": 0.02986123226583004, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.7921158075332642, "val_loss": 0.8384730815887451, "acc": 70.4, "time": 343.9300585630117, "param": [ { "p": 0.10946225374937057, "m": 1.0 }, { "p": 0.01585266925394535, "m": 1.0 }, { "p": 0.11561046540737152, "m": 1.0 }, { "p": 0.0814514085650444, "m": 1.0 }, { "p": 0.03478953242301941, "m": 1.0 }, { "p": 0.0007073662709444761, "m": 1.0 }, { "p": 0.07215892523527145, "m": 1.0 }, { "p": 0.0718616396188736, "m": 1.0 }, { "p": 0.08470520377159119, "m": 1.0 }, { "p": 0.10250154882669449, "m": 1.0 }, { "p": 0.08146879822015762, "m": 1.0 }, { "p": 0.10010798275470734, "m": 1.0 }, { "p": 0.10793082416057587, "m": 1.0 }, { "p": 0.021391313523054123, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.737141489982605, "val_loss": 0.8992164134979248, "acc": 71.19, "time": 355.1431456239661, "param": [ { "p": 0.11288855224847794, "m": 1.0 }, { "p": 0.024036718532443047, "m": 1.0 }, { "p": 0.10275984555482864, "m": 1.0 }, { "p": 0.08211999386548996, "m": 1.0 }, { "p": 0.030977746471762657, "m": 1.0 }, { "p": 0.028615549206733704, "m": 1.0 }, { "p": 0.06551527231931686, "m": 1.0 }, { "p": 0.07897105067968369, "m": 1.0 }, { "p": 0.07360731810331345, "m": 1.0 }, { "p": 0.09379687160253525, "m": 1.0 }, { "p": 0.08559045940637589, "m": 1.0 }, { "p": 0.09863244742155075, "m": 1.0 }, { "p": 0.1057049110531807, "m": 1.0 }, { "p": 0.016783082857728004, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.5419700145721436, "val_loss": 0.8793641328811646, "acc": 72.0, "time": 328.5967372209998, "param": [ { "p": 0.08826213330030441, "m": 1.0 }, { "p": 0.012248249724507332, "m": 1.0 }, { "p": 0.11716745793819427, "m": 1.0 }, { "p": 0.07408113777637482, "m": 1.0 }, { "p": 0.05009984225034714, "m": 1.0 }, { "p": 0.012946379370987415, "m": 1.0 }, { "p": 0.07686171680688858, "m": 1.0 }, { "p": 0.07304032891988754, "m": 1.0 }, { "p": 0.06593254208564758, "m": 1.0 }, { "p": 0.09838248044252396, "m": 1.0 }, { "p": 0.09275849908590317, "m": 1.0 }, { "p": 0.11793524771928787, "m": 1.0 }, { "p": 0.09743010252714157, "m": 1.0 }, { "p": 0.02285395748913288, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 2.057750940322876, "val_loss": 0.9423502683639526, "acc": 70.94, "time": 348.98789534100797, "param": [ { "p": 0.07680632919073105, "m": 1.0 }, { "p": 0.0006938396836631, "m": 1.0 }, { "p": 0.09593122452497482, "m": 1.0 }, { "p": 0.04865183308720589, "m": 1.0 }, { "p": 0.04318578168749809, "m": 1.0 }, { "p": 0.0006938396836631, "m": 1.0 }, { "p": 0.0726441964507103, "m": 1.0 }, { "p": 0.059142354875802994, "m": 1.0 }, { "p": 0.10764936357736588, "m": 1.0 }, { "p": 0.10719724744558334, "m": 1.0 }, { "p": 0.10619282722473145, "m": 1.0 }, { "p": 0.11332923173904419, "m": 1.0 }, { "p": 0.12868398427963257, "m": 1.0 }, { "p": 0.039197951555252075, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.9069775342941284, "val_loss": 0.8155778050422668, "acc": 71.07, "time": 330.82875212898944, "param": [ { "p": 0.09888526052236557, "m": 1.0 }, { "p": 0.01809522695839405, "m": 1.0 }, { "p": 0.1162109524011612, "m": 1.0 }, { "p": 0.09634768217802048, "m": 1.0 }, { "p": 0.016251301392912865, "m": 1.0 }, { "p": 0.03888525068759918, "m": 1.0 }, { "p": 0.07922358810901642, "m": 1.0 }, { "p": 0.048443011939525604, "m": 1.0 }, { "p": 0.08249635249376297, "m": 1.0 }, { "p": 0.08961017429828644, "m": 1.0 }, { "p": 0.08430656045675278, "m": 1.0 }, { "p": 0.09208855032920837, "m": 1.0 }, { "p": 0.10139656066894531, "m": 1.0 }, { "p": 0.03775951266288757, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.5433461666107178, "val_loss": 0.8489530086517334, "acc": 71.87, "time": 336.0630565939937, "param": [ { "p": 0.11206988245248795, "m": 1.0 }, { "p": 0.0006899487343616784, "m": 1.0 }, { "p": 0.10948782414197922, "m": 1.0 }, { "p": 0.08854535967111588, "m": 1.0 }, { "p": 0.040274713188409805, "m": 1.0 }, { "p": 0.03180418163537979, "m": 1.0 }, { "p": 0.08653344213962555, "m": 1.0 }, { "p": 0.03675080090761185, "m": 1.0 }, { "p": 0.07467488199472427, "m": 1.0 }, { "p": 0.10760986804962158, "m": 1.0 }, { "p": 0.0786905512213707, "m": 1.0 }, { "p": 0.1070728600025177, "m": 1.0 }, { "p": 0.08907154202461243, "m": 1.0 }, { "p": 0.03672417998313904, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.490159511566162, "val_loss": 0.8334524631500244, "acc": 71.12, "time": 326.27584820298944, "param": [ { "p": 0.10981152951717377, "m": 1.0 }, { "p": 0.0007099422509782016, "m": 1.0 }, { "p": 0.08309879153966904, "m": 1.0 }, { "p": 0.09444870799779892, "m": 1.0 }, { "p": 0.045030467212200165, "m": 1.0 }, { "p": 0.012248226441442966, "m": 1.0 }, { "p": 0.08657527714967728, "m": 1.0 }, { "p": 0.06366132944822311, "m": 1.0 }, { "p": 0.06465207785367966, "m": 1.0 }, { "p": 0.09936811029911041, "m": 1.0 }, { "p": 0.10895562916994095, "m": 1.0 }, { "p": 0.08898304402828217, "m": 1.0 }, { "p": 0.13866786658763885, "m": 1.0 }, { "p": 0.0037888374645262957, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.7186990976333618, "val_loss": 0.7915940284729004, "acc": 71.81, "time": 360.0563328459393, "param": [ { "p": 0.12131806463003159, "m": 1.0 }, { "p": 0.011494648642838001, "m": 1.0 }, { "p": 0.09018251299858093, "m": 1.0 }, { "p": 0.08957616239786148, "m": 1.0 }, { "p": 0.0006923290202394128, "m": 1.0 }, { "p": 0.025488195940852165, "m": 1.0 }, { "p": 0.0926605835556984, "m": 1.0 }, { "p": 0.06914050877094269, "m": 1.0 }, { "p": 0.09396270662546158, "m": 1.0 }, { "p": 0.10206545889377594, "m": 1.0 }, { "p": 0.07327146083116531, "m": 1.0 }, { "p": 0.08997892588376999, "m": 1.0 }, { "p": 0.10499799996614456, "m": 1.0 }, { "p": 0.03517046943306923, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.684896469116211, "val_loss": 0.809097945690155, "acc": 70.76, "time": 330.53745997301303, "param": [ { "p": 0.11344414204359055, "m": 1.0 }, { "p": 0.007570223417133093, "m": 1.0 }, { "p": 0.09990379214286804, "m": 1.0 }, { "p": 0.08275800943374634, "m": 1.0 }, { "p": 0.03939609229564667, "m": 1.0 }, { "p": 0.02064286172389984, "m": 1.0 }, { "p": 0.06472034007310867, "m": 1.0 }, { "p": 0.0862795040011406, "m": 1.0 }, { "p": 0.08970432728528976, "m": 1.0 }, { "p": 0.09366196393966675, "m": 1.0 }, { "p": 0.09204152226448059, "m": 1.0 }, { "p": 0.0989360436797142, "m": 1.0 }, { "p": 0.09300246834754944, "m": 1.0 }, { "p": 0.01793876476585865, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.7956149578094482, "val_loss": 0.912614107131958, "acc": 70.35, "time": 324.0271396819735, "param": [ { "p": 0.0951562374830246, "m": 1.0 }, { "p": 0.015566819347441196, "m": 1.0 }, { "p": 0.08270043134689331, "m": 1.0 }, { "p": 0.08206495642662048, "m": 1.0 }, { "p": 0.028356419876217842, "m": 1.0 }, { "p": 0.020296791568398476, "m": 1.0 }, { "p": 0.08986110985279083, "m": 1.0 }, { "p": 0.05523902550339699, "m": 1.0 }, { "p": 0.09630990773439407, "m": 1.0 }, { "p": 0.08299694955348969, "m": 1.0 }, { "p": 0.09250744432210922, "m": 1.0 }, { "p": 0.1248854398727417, "m": 1.0 }, { "p": 0.10441991686820984, "m": 1.0 }, { "p": 0.029638614505529404, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.856611728668213, "val_loss": 0.9257694482803345, "acc": 70.64, "time": 331.18411509296857, "param": [ { "p": 0.10417021065950394, "m": 1.0 }, { "p": 0.0006855232641100883, "m": 1.0 }, { "p": 0.11762429773807526, "m": 1.0 }, { "p": 0.09222511202096939, "m": 1.0 }, { "p": 0.010745611041784286, "m": 1.0 }, { "p": 0.026887476444244385, "m": 1.0 }, { "p": 0.05929114669561386, "m": 1.0 }, { "p": 0.04115676134824753, "m": 1.0 }, { "p": 0.10236745327711105, "m": 1.0 }, { "p": 0.07894546538591385, "m": 1.0 }, { "p": 0.09990248084068298, "m": 1.0 }, { "p": 0.11842230707406998, "m": 1.0 }, { "p": 0.11277461051940918, "m": 1.0 }, { "p": 0.03480159491300583, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.9788330793380737, "val_loss": 0.9106078147888184, "acc": 71.37, "time": 354.83707250398584, "param": [ { "p": 0.11286533623933792, "m": 1.0 }, { "p": 0.000697303912602365, "m": 1.0 }, { "p": 0.0789530798792839, "m": 1.0 }, { "p": 0.07411891967058182, "m": 1.0 }, { "p": 0.02064763568341732, "m": 1.0 }, { "p": 0.026515308767557144, "m": 1.0 }, { "p": 0.09657014906406403, "m": 1.0 }, { "p": 0.04961833730340004, "m": 1.0 }, { "p": 0.08184860646724701, "m": 1.0 }, { "p": 0.11105380207300186, "m": 1.0 }, { "p": 0.09588047862052917, "m": 1.0 }, { "p": 0.1096624955534935, "m": 1.0 }, { "p": 0.0998096615076065, "m": 1.0 }, { "p": 0.04175886511802673, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.9448890686035156, "val_loss": 0.8012287020683289, "acc": 72.45, "time": 328.99314394197427, "param": [ { "p": 0.09503737837076187, "m": 1.0 }, { "p": 0.0007095064502209425, "m": 1.0 }, { "p": 0.13986840844154358, "m": 1.0 }, { "p": 0.04797174409031868, "m": 1.0 }, { "p": 0.021286725997924805, "m": 1.0 }, { "p": 0.014450406655669212, "m": 1.0 }, { "p": 0.054289720952510834, "m": 1.0 }, { "p": 0.0801183208823204, "m": 1.0 }, { "p": 0.0986408069729805, "m": 1.0 }, { "p": 0.10184941440820694, "m": 1.0 }, { "p": 0.0955488532781601, "m": 1.0 }, { "p": 0.05824534222483635, "m": 1.0 }, { "p": 0.12493198364973068, "m": 1.0 }, { "p": 0.06705143302679062, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 2.197071075439453, "val_loss": 0.7931461334228516, "acc": 71.75, "time": 356.33453876595013, "param": [ { "p": 0.10953009873628616, "m": 1.0 }, { "p": 0.000708914827555418, "m": 1.0 }, { "p": 0.0965244472026825, "m": 1.0 }, { "p": 0.06377985328435898, "m": 1.0 }, { "p": 0.050334732979536057, "m": 1.0 }, { "p": 0.000708914827555418, "m": 1.0 }, { "p": 0.06316287815570831, "m": 1.0 }, { "p": 0.08524937927722931, "m": 1.0 }, { "p": 0.10136743634939194, "m": 1.0 }, { "p": 0.11346980184316635, "m": 1.0 }, { "p": 0.0943940132856369, "m": 1.0 }, { "p": 0.07959569990634918, "m": 1.0 }, { "p": 0.09436044842004776, "m": 1.0 }, { "p": 0.04681336507201195, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 2.168673276901245, "val_loss": 0.7817803621292114, "acc": 71.75, "time": 347.4405095000984, "param": [ { "p": 0.10346213728189468, "m": 1.0 }, { "p": 0.0006839830311946571, "m": 1.0 }, { "p": 0.08668140321969986, "m": 1.0 }, { "p": 0.07112198323011398, "m": 1.0 }, { "p": 0.03875039145350456, "m": 1.0 }, { "p": 0.0189924705773592, "m": 1.0 }, { "p": 0.07973457127809525, "m": 1.0 }, { "p": 0.05267515033483505, "m": 1.0 }, { "p": 0.10082099586725235, "m": 1.0 }, { "p": 0.0921897366642952, "m": 1.0 }, { "p": 0.09358744323253632, "m": 1.0 }, { "p": 0.12046291679143906, "m": 1.0 }, { "p": 0.10913858562707901, "m": 1.0 }, { "p": 0.031698327511548996, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.5048409700393677, "val_loss": 0.7048963904380798, "acc": 71.39, "time": 333.91930304595735, "param": [ { "p": 0.11308448761701584, "m": 1.0 }, { "p": 0.0006867607589811087, "m": 1.0 }, { "p": 0.10279884934425354, "m": 1.0 }, { "p": 0.09905730187892914, "m": 1.0 }, { "p": 0.013099686242640018, "m": 1.0 }, { "p": 0.02648801915347576, "m": 1.0 }, { "p": 0.0665748119354248, "m": 1.0 }, { "p": 0.05357857793569565, "m": 1.0 }, { "p": 0.09111763536930084, "m": 1.0 }, { "p": 0.1014624536037445, "m": 1.0 }, { "p": 0.07630113512277603, "m": 1.0 }, { "p": 0.09968585520982742, "m": 1.0 }, { "p": 0.1062076985836029, "m": 1.0 }, { "p": 0.04985674098134041, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.5293546915054321, "val_loss": 0.7161833047866821, "acc": 72.16, "time": 344.18596693791915, "param": [ { "p": 0.11891838163137436, "m": 1.0 }, { "p": 0.002192554995417595, "m": 1.0 }, { "p": 0.09413781017065048, "m": 1.0 }, { "p": 0.08459244668483734, "m": 1.0 }, { "p": 0.030452437698841095, "m": 1.0 }, { "p": 0.03884861245751381, "m": 1.0 }, { "p": 0.062154337763786316, "m": 1.0 }, { "p": 0.05441887304186821, "m": 1.0 }, { "p": 0.0985485315322876, "m": 1.0 }, { "p": 0.09552919119596481, "m": 1.0 }, { "p": 0.0703791156411171, "m": 1.0 }, { "p": 0.11787589639425278, "m": 1.0 }, { "p": 0.10976989567279816, "m": 1.0 }, { "p": 0.022181956097483635, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.8765500783920288, "val_loss": 0.7593387961387634, "acc": 72.06, "time": 338.87450653896667, "param": [ { "p": 0.11854435503482819, "m": 1.0 }, { "p": 0.0032512175384908915, "m": 1.0 }, { "p": 0.08746643364429474, "m": 1.0 }, { "p": 0.08543053269386292, "m": 1.0 }, { "p": 0.022156815975904465, "m": 1.0 }, { "p": 0.03461272642016411, "m": 1.0 }, { "p": 0.078516885638237, "m": 1.0 }, { "p": 0.0524575412273407, "m": 1.0 }, { "p": 0.08110927790403366, "m": 1.0 }, { "p": 0.07740792632102966, "m": 1.0 }, { "p": 0.09777960181236267, "m": 1.0 }, { "p": 0.11186777055263519, "m": 1.0 }, { "p": 0.10911959409713745, "m": 1.0 }, { "p": 0.04027928411960602, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.5842185020446777, "val_loss": 1.0045605897903442, "acc": 71.28, "time": 340.64144352194853, "param": [ { "p": 0.101142518222332, "m": 1.0 }, { "p": 0.020950647071003914, "m": 1.0 }, { "p": 0.07984872162342072, "m": 1.0 }, { "p": 0.07609178870916367, "m": 1.0 }, { "p": 0.036478422582149506, "m": 1.0 }, { "p": 0.0030299355275928974, "m": 1.0 }, { "p": 0.0714922696352005, "m": 1.0 }, { "p": 0.04942413046956062, "m": 1.0 }, { "p": 0.07192831486463547, "m": 1.0 }, { "p": 0.1118907630443573, "m": 1.0 }, { "p": 0.09305810928344727, "m": 1.0 }, { "p": 0.11314288526773453, "m": 1.0 }, { "p": 0.12045381963253021, "m": 1.0 }, { "p": 0.05106766149401665, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.6724791526794434, "val_loss": 0.8318209648132324, "acc": 72.0, "time": 355.5113308840664, "param": [ { "p": 0.11159776151180267, "m": 1.0 }, { "p": 0.015108339488506317, "m": 1.0 }, { "p": 0.09552143514156342, "m": 1.0 }, { "p": 0.07584550976753235, "m": 1.0 }, { "p": 0.03525317832827568, "m": 1.0 }, { "p": 0.029659941792488098, "m": 1.0 }, { "p": 0.05983365327119827, "m": 1.0 }, { "p": 0.0736655592918396, "m": 1.0 }, { "p": 0.08701597899198532, "m": 1.0 }, { "p": 0.07973437011241913, "m": 1.0 }, { "p": 0.09878069907426834, "m": 1.0 }, { "p": 0.09025917947292328, "m": 1.0 }, { "p": 0.10207940638065338, "m": 1.0 }, { "p": 0.045644938945770264, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.6535872220993042, "val_loss": 0.8869065642356873, "acc": 72.38, "time": 344.97904928796925, "param": [ { "p": 0.11504829674959183, "m": 1.0 }, { "p": 0.000684052356518805, "m": 1.0 }, { "p": 0.11137080937623978, "m": 1.0 }, { "p": 0.062435541301965714, "m": 1.0 }, { "p": 0.02774682827293873, "m": 1.0 }, { "p": 0.039119962602853775, "m": 1.0 }, { "p": 0.060554537922143936, "m": 1.0 }, { "p": 0.08102210611104965, "m": 1.0 }, { "p": 0.08158983290195465, "m": 1.0 }, { "p": 0.10728202760219574, "m": 1.0 }, { "p": 0.08071228116750717, "m": 1.0 }, { "p": 0.0902436375617981, "m": 1.0 }, { "p": 0.10989339649677277, "m": 1.0 }, { "p": 0.03229659050703049, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.6427340507507324, "val_loss": 0.7817051410675049, "acc": 71.56, "time": 342.58946724201087, "param": [ { "p": 0.10414419323205948, "m": 1.0 }, { "p": 0.024155909195542336, "m": 1.0 }, { "p": 0.1170397400856018, "m": 1.0 }, { "p": 0.06434911489486694, "m": 1.0 }, { "p": 0.02889910340309143, "m": 1.0 }, { "p": 0.007174301892518997, "m": 1.0 }, { "p": 0.07521644234657288, "m": 1.0 }, { "p": 0.08164045959711075, "m": 1.0 }, { "p": 0.08803108334541321, "m": 1.0 }, { "p": 0.08665457367897034, "m": 1.0 }, { "p": 0.08941085636615753, "m": 1.0 }, { "p": 0.09137199819087982, "m": 1.0 }, { "p": 0.10567468404769897, "m": 1.0 }, { "p": 0.03623751923441887, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.8880056142807007, "val_loss": 0.8653606176376343, "acc": 71.99, "time": 352.8296456510434, "param": [ { "p": 0.11123480647802353, "m": 1.0 }, { "p": 0.03154221177101135, "m": 1.0 }, { "p": 0.08316634595394135, "m": 1.0 }, { "p": 0.06960927695035934, "m": 1.0 }, { "p": 0.04511592909693718, "m": 1.0 }, { "p": 0.027328919619321823, "m": 1.0 }, { "p": 0.07192105799913406, "m": 1.0 }, { "p": 0.06771740317344666, "m": 1.0 }, { "p": 0.07581721246242523, "m": 1.0 }, { "p": 0.08769268542528152, "m": 1.0 }, { "p": 0.09183591604232788, "m": 1.0 }, { "p": 0.09596820920705795, "m": 1.0 }, { "p": 0.09951411187648773, "m": 1.0 }, { "p": 0.0415358692407608, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.439307451248169, "val_loss": 0.7048216462135315, "acc": 72.11, "time": 335.4779102400644, "param": [ { "p": 0.13626982271671295, "m": 1.0 }, { "p": 0.0006977036246098578, "m": 1.0 }, { "p": 0.09772368520498276, "m": 1.0 }, { "p": 0.0916358083486557, "m": 1.0 }, { "p": 0.026632284745573997, "m": 1.0 }, { "p": 0.004850713070482016, "m": 1.0 }, { "p": 0.08915265649557114, "m": 1.0 }, { "p": 0.048842865973711014, "m": 1.0 }, { "p": 0.07787761837244034, "m": 1.0 }, { "p": 0.08678288012742996, "m": 1.0 }, { "p": 0.06341539323329926, "m": 1.0 }, { "p": 0.1061219796538353, "m": 1.0 }, { "p": 0.12781524658203125, "m": 1.0 }, { "p": 0.042181406170129776, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.4910364151000977, "val_loss": 0.8579922318458557, "acc": 72.76, "time": 348.04419155197684, "param": [ { "p": 0.10946781188249588, "m": 1.0 }, { "p": 0.020435353741049767, "m": 1.0 }, { "p": 0.11703909933567047, "m": 1.0 }, { "p": 0.06244003772735596, "m": 1.0 }, { "p": 0.003129837801679969, "m": 1.0 }, { "p": 0.043883804231882095, "m": 1.0 }, { "p": 0.084332175552845, "m": 1.0 }, { "p": 0.06771945208311081, "m": 1.0 }, { "p": 0.09424062073230743, "m": 1.0 }, { "p": 0.08836895227432251, "m": 1.0 }, { "p": 0.08857054263353348, "m": 1.0 }, { "p": 0.0931098684668541, "m": 1.0 }, { "p": 0.09219767898321152, "m": 1.0 }, { "p": 0.035064734518527985, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.6176015138626099, "val_loss": 0.7575695514678955, "acc": 72.83, "time": 341.5721309419023, "param": [ { "p": 0.11988247185945511, "m": 1.0 }, { "p": 0.004245609510689974, "m": 1.0 }, { "p": 0.11027555167675018, "m": 1.0 }, { "p": 0.056942421942949295, "m": 1.0 }, { "p": 0.02588474564254284, "m": 1.0 }, { "p": 0.03568224981427193, "m": 1.0 }, { "p": 0.04935633763670921, "m": 1.0 }, { "p": 0.06896372139453888, "m": 1.0 }, { "p": 0.08712712675333023, "m": 1.0 }, { "p": 0.11049329489469528, "m": 1.0 }, { "p": 0.0873129591345787, "m": 1.0 }, { "p": 0.09570212662220001, "m": 1.0 }, { "p": 0.11639289557933807, "m": 1.0 }, { "p": 0.03173846751451492, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.4612760543823242, "val_loss": 0.842395544052124, "acc": 71.84, "time": 344.0664976959815, "param": [ { "p": 0.09071260690689087, "m": 1.0 }, { "p": 0.022271307185292244, "m": 1.0 }, { "p": 0.08623546361923218, "m": 1.0 }, { "p": 0.07626451551914215, "m": 1.0 }, { "p": 0.0401717871427536, "m": 1.0 }, { "p": 0.020678553730249405, "m": 1.0 }, { "p": 0.06974826753139496, "m": 1.0 }, { "p": 0.07429927587509155, "m": 1.0 }, { "p": 0.09073041379451752, "m": 1.0 }, { "p": 0.0955975130200386, "m": 1.0 }, { "p": 0.07318086922168732, "m": 1.0 }, { "p": 0.10533563792705536, "m": 1.0 }, { "p": 0.11820531636476517, "m": 1.0 }, { "p": 0.03656841069459915, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.7485218048095703, "val_loss": 0.7216349840164185, "acc": 71.97, "time": 352.9386263770284, "param": [ { "p": 0.10281525552272797, "m": 1.0 }, { "p": 0.02912134677171707, "m": 1.0 }, { "p": 0.11137078702449799, "m": 1.0 }, { "p": 0.07866428047418594, "m": 1.0 }, { "p": 0.028175823390483856, "m": 1.0 }, { "p": 0.028048627078533173, "m": 1.0 }, { "p": 0.060669682919979095, "m": 1.0 }, { "p": 0.0772487223148346, "m": 1.0 }, { "p": 0.09244178980588913, "m": 1.0 }, { "p": 0.09435268491506577, "m": 1.0 }, { "p": 0.08531253039836884, "m": 1.0 }, { "p": 0.07433590292930603, "m": 1.0 }, { "p": 0.08993876725435257, "m": 1.0 }, { "p": 0.047503840178251266, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.7239012718200684, "val_loss": 0.8822987675666809, "acc": 71.86, "time": 342.86257467302494, "param": [ { "p": 0.1105770692229271, "m": 1.0 }, { "p": 0.026718074455857277, "m": 1.0 }, { "p": 0.09151125699281693, "m": 1.0 }, { "p": 0.08067493885755539, "m": 1.0 }, { "p": 0.04200686514377594, "m": 1.0 }, { "p": 0.0006964399944990873, "m": 1.0 }, { "p": 0.07712655514478683, "m": 1.0 }, { "p": 0.0714576467871666, "m": 1.0 }, { "p": 0.07117185741662979, "m": 1.0 }, { "p": 0.09747597575187683, "m": 1.0 }, { "p": 0.07971961796283722, "m": 1.0 }, { "p": 0.10443127900362015, "m": 1.0 }, { "p": 0.10062453150749207, "m": 1.0 }, { "p": 0.04580801725387573, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.3947057723999023, "val_loss": 0.817476749420166, "acc": 72.47, "time": 333.35646803001873, "param": [ { "p": 0.10060805082321167, "m": 1.0 }, { "p": 0.0006909017101861537, "m": 1.0 }, { "p": 0.0957082137465477, "m": 1.0 }, { "p": 0.07975710183382034, "m": 1.0 }, { "p": 0.0036478580441325903, "m": 1.0 }, { "p": 0.05054795369505882, "m": 1.0 }, { "p": 0.08822552114725113, "m": 1.0 }, { "p": 0.04973364248871803, "m": 1.0 }, { "p": 0.08164726197719574, "m": 1.0 }, { "p": 0.10238170623779297, "m": 1.0 }, { "p": 0.08574344962835312, "m": 1.0 }, { "p": 0.11741506308317184, "m": 1.0 }, { "p": 0.1041460707783699, "m": 1.0 }, { "p": 0.039747267961502075, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.472921371459961, "val_loss": 0.851604163646698, "acc": 72.6, "time": 320.91565254190937, "param": [ { "p": 0.0950721725821495, "m": 1.0 }, { "p": 0.017575703561306, "m": 1.0 }, { "p": 0.09966173768043518, "m": 1.0 }, { "p": 0.08976082503795624, "m": 1.0 }, { "p": 0.026553142815828323, "m": 1.0 }, { "p": 0.030406439676880836, "m": 1.0 }, { "p": 0.06640494614839554, "m": 1.0 }, { "p": 0.07529792189598083, "m": 1.0 }, { "p": 0.07084577530622482, "m": 1.0 }, { "p": 0.10893619805574417, "m": 1.0 }, { "p": 0.07224429398775101, "m": 1.0 }, { "p": 0.10704219341278076, "m": 1.0 }, { "p": 0.1013878732919693, "m": 1.0 }, { "p": 0.03881081938743591, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.981215238571167, "val_loss": 0.8580096364021301, "acc": 71.68, "time": 343.20795438205823, "param": [ { "p": 0.1009107306599617, "m": 1.0 }, { "p": 0.011994272470474243, "m": 1.0 }, { "p": 0.08508934825658798, "m": 1.0 }, { "p": 0.08797482401132584, "m": 1.0 }, { "p": 0.03836250305175781, "m": 1.0 }, { "p": 0.013130647130310535, "m": 1.0 }, { "p": 0.09279514849185944, "m": 1.0 }, { "p": 0.06331917643547058, "m": 1.0 }, { "p": 0.08225536346435547, "m": 1.0 }, { "p": 0.10524158924818039, "m": 1.0 }, { "p": 0.08428898453712463, "m": 1.0 }, { "p": 0.08381912857294083, "m": 1.0 }, { "p": 0.10422849655151367, "m": 1.0 }, { "p": 0.04658978059887886, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.5800402164459229, "val_loss": 0.7867443561553955, "acc": 72.57, "time": 340.70036163704935, "param": [ { "p": 0.12055975943803787, "m": 1.0 }, { "p": 0.0020816773176193237, "m": 1.0 }, { "p": 0.10201872885227203, "m": 1.0 }, { "p": 0.07616051286458969, "m": 1.0 }, { "p": 0.03335264325141907, "m": 1.0 }, { "p": 0.031183907762169838, "m": 1.0 }, { "p": 0.09827218949794769, "m": 1.0 }, { "p": 0.06025753542780876, "m": 1.0 }, { "p": 0.10523734986782074, "m": 1.0 }, { "p": 0.08806095272302628, "m": 1.0 }, { "p": 0.0815199539065361, "m": 1.0 }, { "p": 0.10088668018579483, "m": 1.0 }, { "p": 0.089112289249897, "m": 1.0 }, { "p": 0.011295858770608902, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.4232319593429565, "val_loss": 0.901797354221344, "acc": 72.24, "time": 341.88450237794314, "param": [ { "p": 0.11992193013429642, "m": 1.0 }, { "p": 0.010045930743217468, "m": 1.0 }, { "p": 0.111057810485363, "m": 1.0 }, { "p": 0.07667634636163712, "m": 1.0 }, { "p": 0.03361974284052849, "m": 1.0 }, { "p": 0.025975866243243217, "m": 1.0 }, { "p": 0.08442723751068115, "m": 1.0 }, { "p": 0.07938198745250702, "m": 1.0 }, { "p": 0.08020830154418945, "m": 1.0 }, { "p": 0.08806771785020828, "m": 1.0 }, { "p": 0.08181626349687576, "m": 1.0 }, { "p": 0.08144621551036835, "m": 1.0 }, { "p": 0.10881036520004272, "m": 1.0 }, { "p": 0.018544279038906097, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.765507459640503, "val_loss": 0.797102689743042, "acc": 72.54, "time": 326.93191491800826, "param": [ { "p": 0.10662172734737396, "m": 1.0 }, { "p": 0.0006995183066464961, "m": 1.0 }, { "p": 0.09288786351680756, "m": 1.0 }, { "p": 0.060964297503232956, "m": 1.0 }, { "p": 0.024091213941574097, "m": 1.0 }, { "p": 0.019181005656719208, "m": 1.0 }, { "p": 0.08501024544239044, "m": 1.0 }, { "p": 0.07758098095655441, "m": 1.0 }, { "p": 0.07760057598352432, "m": 1.0 }, { "p": 0.10122787952423096, "m": 1.0 }, { "p": 0.09355835616588593, "m": 1.0 }, { "p": 0.09491805732250214, "m": 1.0 }, { "p": 0.10939925163984299, "m": 1.0 }, { "p": 0.05625905096530914, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.5996969938278198, "val_loss": 0.6716400980949402, "acc": 72.49, "time": 334.84424171503633, "param": [ { "p": 0.10907911509275436, "m": 1.0 }, { "p": 0.0006906201597303152, "m": 1.0 }, { "p": 0.11485512554645538, "m": 1.0 }, { "p": 0.08313382416963577, "m": 1.0 }, { "p": 0.04339500516653061, "m": 1.0 }, { "p": 0.0214591883122921, "m": 1.0 }, { "p": 0.06345830857753754, "m": 1.0 }, { "p": 0.052812136709690094, "m": 1.0 }, { "p": 0.08884656429290771, "m": 1.0 }, { "p": 0.08194844424724579, "m": 1.0 }, { "p": 0.08280634880065918, "m": 1.0 }, { "p": 0.1016748920083046, "m": 1.0 }, { "p": 0.1175452321767807, "m": 1.0 }, { "p": 0.03829522803425789, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.6765028238296509, "val_loss": 0.7526851296424866, "acc": 71.36, "time": 356.0173895449843, "param": [ { "p": 0.09132982790470123, "m": 1.0 }, { "p": 0.010449787601828575, "m": 1.0 }, { "p": 0.0987396240234375, "m": 1.0 }, { "p": 0.08383551239967346, "m": 1.0 }, { "p": 0.04135684669017792, "m": 1.0 }, { "p": 0.02826618403196335, "m": 1.0 }, { "p": 0.07421160489320755, "m": 1.0 }, { "p": 0.050640594214200974, "m": 1.0 }, { "p": 0.09077496081590652, "m": 1.0 }, { "p": 0.12027420848608017, "m": 1.0 }, { "p": 0.06106145307421684, "m": 1.0 }, { "p": 0.09134300798177719, "m": 1.0 }, { "p": 0.08857449889183044, "m": 1.0 }, { "p": 0.06914184242486954, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.8137454986572266, "val_loss": 0.7703800797462463, "acc": 72.75, "time": 329.5456873229705, "param": [ { "p": 0.10305292159318924, "m": 1.0 }, { "p": 0.0007039697957225144, "m": 1.0 }, { "p": 0.07216082513332367, "m": 1.0 }, { "p": 0.07156068831682205, "m": 1.0 }, { "p": 0.03232365846633911, "m": 1.0 }, { "p": 0.017032243311405182, "m": 1.0 }, { "p": 0.06725530326366425, "m": 1.0 }, { "p": 0.09291938692331314, "m": 1.0 }, { "p": 0.10507949441671371, "m": 1.0 }, { "p": 0.08741093426942825, "m": 1.0 }, { "p": 0.10018648952245712, "m": 1.0 }, { "p": 0.11631742864847183, "m": 1.0 }, { "p": 0.08837306499481201, "m": 1.0 }, { "p": 0.04562360793352127, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.7303355932235718, "val_loss": 0.8323646187782288, "acc": 72.19, "time": 343.2053735939553, "param": [ { "p": 0.10200067609548569, "m": 1.0 }, { "p": 0.005229015834629536, "m": 1.0 }, { "p": 0.04597162827849388, "m": 1.0 }, { "p": 0.08180122822523117, "m": 1.0 }, { "p": 0.04007468745112419, "m": 1.0 }, { "p": 0.032767634838819504, "m": 1.0 }, { "p": 0.07736590504646301, "m": 1.0 }, { "p": 0.07256465405225754, "m": 1.0 }, { "p": 0.09468042850494385, "m": 1.0 }, { "p": 0.11454468965530396, "m": 1.0 }, { "p": 0.0939560979604721, "m": 1.0 }, { "p": 0.10211697965860367, "m": 1.0 }, { "p": 0.08400984853506088, "m": 1.0 }, { "p": 0.052916593849658966, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.428591012954712, "val_loss": 0.7296903729438782, "acc": 73.62, "time": 331.6407709399937, "param": [ { "p": 0.11828422546386719, "m": 1.0 }, { "p": 0.015863405540585518, "m": 1.0 }, { "p": 0.08465804159641266, "m": 1.0 }, { "p": 0.0844193622469902, "m": 1.0 }, { "p": 0.038936540484428406, "m": 1.0 }, { "p": 0.02206583321094513, "m": 1.0 }, { "p": 0.08713479340076447, "m": 1.0 }, { "p": 0.06595254689455032, "m": 1.0 }, { "p": 0.08390002697706223, "m": 1.0 }, { "p": 0.08249688148498535, "m": 1.0 }, { "p": 0.05554371699690819, "m": 1.0 }, { "p": 0.10698919743299484, "m": 1.0 }, { "p": 0.10580990463495255, "m": 1.0 }, { "p": 0.047945521771907806, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.6888785362243652, "val_loss": 0.7779141664505005, "acc": 73.07, "time": 336.1092564689461, "param": [ { "p": 0.09966117143630981, "m": 1.0 }, { "p": 0.013104012235999107, "m": 1.0 }, { "p": 0.0877259150147438, "m": 1.0 }, { "p": 0.03527260571718216, "m": 1.0 }, { "p": 0.0023942620027810335, "m": 1.0 }, { "p": 0.006749629508703947, "m": 1.0 }, { "p": 0.09708867222070694, "m": 1.0 }, { "p": 0.08457113057374954, "m": 1.0 }, { "p": 0.09662502259016037, "m": 1.0 }, { "p": 0.08971617370843887, "m": 1.0 }, { "p": 0.10577210038900375, "m": 1.0 }, { "p": 0.12633046507835388, "m": 1.0 }, { "p": 0.10458102822303772, "m": 1.0 }, { "p": 0.05040770769119263, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.970028042793274, "val_loss": 0.8649966716766357, "acc": 72.92, "time": 324.81503654201515, "param": [ { "p": 0.09784732758998871, "m": 1.0 }, { "p": 0.0006914592231623828, "m": 1.0 }, { "p": 0.09448500722646713, "m": 1.0 }, { "p": 0.07073845714330673, "m": 1.0 }, { "p": 0.031586628407239914, "m": 1.0 }, { "p": 0.02049892209470272, "m": 1.0 }, { "p": 0.08279521763324738, "m": 1.0 }, { "p": 0.07770326733589172, "m": 1.0 }, { "p": 0.08540377765893936, "m": 1.0 }, { "p": 0.09249696135520935, "m": 1.0 }, { "p": 0.10332588851451874, "m": 1.0 }, { "p": 0.10329461097717285, "m": 1.0 }, { "p": 0.09572756290435791, "m": 1.0 }, { "p": 0.04340482875704765, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.5003831386566162, "val_loss": 0.7097065448760986, "acc": 73.34, "time": 336.2645796430297, "param": [ { "p": 0.08827108144760132, "m": 1.0 }, { "p": 0.0007097376510500908, "m": 1.0 }, { "p": 0.07557125389575958, "m": 1.0 }, { "p": 0.07464439421892166, "m": 1.0 }, { "p": 0.04143946245312691, "m": 1.0 }, { "p": 0.037621933966875076, "m": 1.0 }, { "p": 0.08274209499359131, "m": 1.0 }, { "p": 0.06853093951940536, "m": 1.0 }, { "p": 0.07893092930316925, "m": 1.0 }, { "p": 0.10308423638343811, "m": 1.0 }, { "p": 0.09921073913574219, "m": 1.0 }, { "p": 0.1056697815656662, "m": 1.0 }, { "p": 0.11123459041118622, "m": 1.0 }, { "p": 0.03233881667256355, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.5077083110809326, "val_loss": 0.8190162777900696, "acc": 72.64, "time": 362.5677444039611, "param": [ { "p": 0.11361069232225418, "m": 1.0 }, { "p": 0.0007001468329690397, "m": 1.0 }, { "p": 0.07200857251882553, "m": 1.0 }, { "p": 0.10294690728187561, "m": 1.0 }, { "p": 0.010894091799855232, "m": 1.0 }, { "p": 0.0007001468329690397, "m": 1.0 }, { "p": 0.06655019521713257, "m": 1.0 }, { "p": 0.08370315283536911, "m": 1.0 }, { "p": 0.08394521474838257, "m": 1.0 }, { "p": 0.10176154226064682, "m": 1.0 }, { "p": 0.10510026663541794, "m": 1.0 }, { "p": 0.1114165410399437, "m": 1.0 }, { "p": 0.08432634174823761, "m": 1.0 }, { "p": 0.062336280941963196, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.847038745880127, "val_loss": 0.8067014813423157, "acc": 72.74, "time": 346.66022780595813, "param": [ { "p": 0.10613535344600677, "m": 1.0 }, { "p": 0.026753174141049385, "m": 1.0 }, { "p": 0.10283955931663513, "m": 1.0 }, { "p": 0.06935670226812363, "m": 1.0 }, { "p": 0.03970230370759964, "m": 1.0 }, { "p": 0.03211000934243202, "m": 1.0 }, { "p": 0.08097810298204422, "m": 1.0 }, { "p": 0.06778791546821594, "m": 1.0 }, { "p": 0.07579980045557022, "m": 1.0 }, { "p": 0.10394369065761566, "m": 1.0 }, { "p": 0.07111874967813492, "m": 1.0 }, { "p": 0.09925206750631332, "m": 1.0 }, { "p": 0.08312883228063583, "m": 1.0 }, { "p": 0.04109375923871994, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.7134521007537842, "val_loss": 0.815163791179657, "acc": 72.22, "time": 338.4160292519955, "param": [ { "p": 0.1159222200512886, "m": 1.0 }, { "p": 0.026540981605648994, "m": 1.0 }, { "p": 0.08137762546539307, "m": 1.0 }, { "p": 0.08850715309381485, "m": 1.0 }, { "p": 0.010353782214224339, "m": 1.0 }, { "p": 0.03696815297007561, "m": 1.0 }, { "p": 0.0686815157532692, "m": 1.0 }, { "p": 0.07688887417316437, "m": 1.0 }, { "p": 0.09489227086305618, "m": 1.0 }, { "p": 0.08257723599672318, "m": 1.0 }, { "p": 0.07501272857189178, "m": 1.0 }, { "p": 0.10688841342926025, "m": 1.0 }, { "p": 0.10210226476192474, "m": 1.0 }, { "p": 0.033286865800619125, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.7144399881362915, "val_loss": 0.7511423826217651, "acc": 72.35, "time": 342.1974926290568, "param": [ { "p": 0.10625433176755905, "m": 1.0 }, { "p": 0.0020042762625962496, "m": 1.0 }, { "p": 0.1011754497885704, "m": 1.0 }, { "p": 0.06392233818769455, "m": 1.0 }, { "p": 0.02604646421968937, "m": 1.0 }, { "p": 0.030501000583171844, "m": 1.0 }, { "p": 0.0948592945933342, "m": 1.0 }, { "p": 0.08823101222515106, "m": 1.0 }, { "p": 0.08299139142036438, "m": 1.0 }, { "p": 0.07170269638299942, "m": 1.0 }, { "p": 0.09751660376787186, "m": 1.0 }, { "p": 0.09408441931009293, "m": 1.0 }, { "p": 0.09631866216659546, "m": 1.0 }, { "p": 0.044392120093107224, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.4942572116851807, "val_loss": 0.8093115091323853, "acc": 72.93, "time": 326.06331561203115, "param": [ { "p": 0.0957566648721695, "m": 1.0 }, { "p": 0.01508252788335085, "m": 1.0 }, { "p": 0.1003400981426239, "m": 1.0 }, { "p": 0.07281165570020676, "m": 1.0 }, { "p": 0.03107820823788643, "m": 1.0 }, { "p": 0.02421676367521286, "m": 1.0 }, { "p": 0.08153965324163437, "m": 1.0 }, { "p": 0.05178145319223404, "m": 1.0 }, { "p": 0.10188300907611847, "m": 1.0 }, { "p": 0.10873591899871826, "m": 1.0 }, { "p": 0.06312089413404465, "m": 1.0 }, { "p": 0.1069575622677803, "m": 1.0 }, { "p": 0.1104595735669136, "m": 1.0 }, { "p": 0.03623603284358978, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.6257803440093994, "val_loss": 0.8036840558052063, "acc": 73.11, "time": 357.4668463859707, "param": [ { "p": 0.11066427826881409, "m": 1.0 }, { "p": 0.01500618364661932, "m": 1.0 }, { "p": 0.08825013786554337, "m": 1.0 }, { "p": 0.07321584969758987, "m": 1.0 }, { "p": 0.03954591974616051, "m": 1.0 }, { "p": 0.0287394467741251, "m": 1.0 }, { "p": 0.06656824797391891, "m": 1.0 }, { "p": 0.0706494152545929, "m": 1.0 }, { "p": 0.08872201293706894, "m": 1.0 }, { "p": 0.08017821609973907, "m": 1.0 }, { "p": 0.0880415290594101, "m": 1.0 }, { "p": 0.10971452295780182, "m": 1.0 }, { "p": 0.10077375918626785, "m": 1.0 }, { "p": 0.03993052989244461, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.6379847526550293, "val_loss": 0.7702696919441223, "acc": 73.18, "time": 339.71207537094597, "param": [ { "p": 0.10773658752441406, "m": 1.0 }, { "p": 0.008774852380156517, "m": 1.0 }, { "p": 0.08815214037895203, "m": 1.0 }, { "p": 0.058739494532346725, "m": 1.0 }, { "p": 0.02461438998579979, "m": 1.0 }, { "p": 0.013083686120808125, "m": 1.0 }, { "p": 0.08823162317276001, "m": 1.0 }, { "p": 0.08692502975463867, "m": 1.0 }, { "p": 0.06486504524946213, "m": 1.0 }, { "p": 0.11137674748897552, "m": 1.0 }, { "p": 0.06975267827510834, "m": 1.0 }, { "p": 0.12384070456027985, "m": 1.0 }, { "p": 0.11206886917352676, "m": 1.0 }, { "p": 0.04183819890022278, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.400634527206421, "val_loss": 0.7982073426246643, "acc": 73.04, "time": 332.9646663219901, "param": [ { "p": 0.10860681533813477, "m": 1.0 }, { "p": 0.0006771197076886892, "m": 1.0 }, { "p": 0.08454200625419617, "m": 1.0 }, { "p": 0.08093013614416122, "m": 1.0 }, { "p": 0.019981997087597847, "m": 1.0 }, { "p": 0.013766191899776459, "m": 1.0 }, { "p": 0.0810784175992012, "m": 1.0 }, { "p": 0.09621044248342514, "m": 1.0 }, { "p": 0.09160129725933075, "m": 1.0 }, { "p": 0.08183658868074417, "m": 1.0 }, { "p": 0.08914119750261307, "m": 1.0 }, { "p": 0.1027543768286705, "m": 1.0 }, { "p": 0.10112535953521729, "m": 1.0 }, { "p": 0.04774806275963783, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.7427666187286377, "val_loss": 0.8522095680236816, "acc": 72.93, "time": 334.3580429160502, "param": [ { "p": 0.10630060732364655, "m": 1.0 }, { "p": 0.017010796815156937, "m": 1.0 }, { "p": 0.1052902489900589, "m": 1.0 }, { "p": 0.07420505583286285, "m": 1.0 }, { "p": 0.019018778577446938, "m": 1.0 }, { "p": 0.03221986070275307, "m": 1.0 }, { "p": 0.0821429044008255, "m": 1.0 }, { "p": 0.06666358560323715, "m": 1.0 }, { "p": 0.08522629737854004, "m": 1.0 }, { "p": 0.08767972141504288, "m": 1.0 }, { "p": 0.10293960571289062, "m": 1.0 }, { "p": 0.07895771414041519, "m": 1.0 }, { "p": 0.10668940842151642, "m": 1.0 }, { "p": 0.03565546125173569, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.594242811203003, "val_loss": 0.7763587832450867, "acc": 72.98, "time": 338.00409709999803, "param": [ { "p": 0.09835568070411682, "m": 1.0 }, { "p": 0.000675369577948004, "m": 1.0 }, { "p": 0.0833582803606987, "m": 1.0 }, { "p": 0.06275574862957001, "m": 1.0 }, { "p": 0.039917271584272385, "m": 1.0 }, { "p": 0.03823913261294365, "m": 1.0 }, { "p": 0.09417315572500229, "m": 1.0 }, { "p": 0.07443688809871674, "m": 1.0 }, { "p": 0.08738411217927933, "m": 1.0 }, { "p": 0.10651087015867233, "m": 1.0 }, { "p": 0.09387335181236267, "m": 1.0 }, { "p": 0.07171367853879929, "m": 1.0 }, { "p": 0.1065860316157341, "m": 1.0 }, { "p": 0.042020365595817566, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.5855660438537598, "val_loss": 0.8264281153678894, "acc": 72.57, "time": 364.66091024898924, "param": [ { "p": 0.12285894900560379, "m": 1.0 }, { "p": 0.020928461104631424, "m": 1.0 }, { "p": 0.10476498305797577, "m": 1.0 }, { "p": 0.07279444485902786, "m": 1.0 }, { "p": 0.0318942628800869, "m": 1.0 }, { "p": 0.030585667118430138, "m": 1.0 }, { "p": 0.04541488736867905, "m": 1.0 }, { "p": 0.06609558314085007, "m": 1.0 }, { "p": 0.09869058430194855, "m": 1.0 }, { "p": 0.08100596070289612, "m": 1.0 }, { "p": 0.07477074861526489, "m": 1.0 }, { "p": 0.10608331114053726, "m": 1.0 }, { "p": 0.09438207745552063, "m": 1.0 }, { "p": 0.0497300960123539, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.3804887533187866, "val_loss": 0.7505143880844116, "acc": 72.95, "time": 332.57148993900046, "param": [ { "p": 0.09223177284002304, "m": 1.0 }, { "p": 0.0006898902356624603, "m": 1.0 }, { "p": 0.09158792346715927, "m": 1.0 }, { "p": 0.0769769549369812, "m": 1.0 }, { "p": 0.029662946239113808, "m": 1.0 }, { "p": 0.01798180118203163, "m": 1.0 }, { "p": 0.08224759995937347, "m": 1.0 }, { "p": 0.06542684882879257, "m": 1.0 }, { "p": 0.08622142672538757, "m": 1.0 }, { "p": 0.09726854413747787, "m": 1.0 }, { "p": 0.10455616563558578, "m": 1.0 }, { "p": 0.10131356865167618, "m": 1.0 }, { "p": 0.10695488005876541, "m": 1.0 }, { "p": 0.046879738569259644, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.5337079763412476, "val_loss": 0.7513696551322937, "acc": 73.28, "time": 333.4894332459662, "param": [ { "p": 0.12862519919872284, "m": 1.0 }, { "p": 0.013070812448859215, "m": 1.0 }, { "p": 0.09456096589565277, "m": 1.0 }, { "p": 0.07427871972322464, "m": 1.0 }, { "p": 0.02546282298862934, "m": 1.0 }, { "p": 0.01965027116239071, "m": 1.0 }, { "p": 0.0710207000374794, "m": 1.0 }, { "p": 0.0730435699224472, "m": 1.0 }, { "p": 0.09042806178331375, "m": 1.0 }, { "p": 0.09053487330675125, "m": 1.0 }, { "p": 0.08666180074214935, "m": 1.0 }, { "p": 0.08940272778272629, "m": 1.0 }, { "p": 0.11659423261880875, "m": 1.0 }, { "p": 0.026665152981877327, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.9554409980773926, "val_loss": 0.6918321847915649, "acc": 72.95, "time": 338.84506511408836, "param": [ { "p": 0.08750033378601074, "m": 1.0 }, { "p": 0.022954683750867844, "m": 1.0 }, { "p": 0.10084080696105957, "m": 1.0 }, { "p": 0.086869977414608, "m": 1.0 }, { "p": 0.029408954083919525, "m": 1.0 }, { "p": 0.03761720284819603, "m": 1.0 }, { "p": 0.07388059794902802, "m": 1.0 }, { "p": 0.07435133308172226, "m": 1.0 }, { "p": 0.07050935924053192, "m": 1.0 }, { "p": 0.10442566871643066, "m": 1.0 }, { "p": 0.08488485217094421, "m": 1.0 }, { "p": 0.1034635528922081, "m": 1.0 }, { "p": 0.08804596215486526, "m": 1.0 }, { "p": 0.03524671122431755, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.660548210144043, "val_loss": 0.7003575563430786, "acc": 72.36, "time": 347.4240872130031, "param": [ { "p": 0.11349403113126755, "m": 1.0 }, { "p": 0.0244804248213768, "m": 1.0 }, { "p": 0.096889927983284, "m": 1.0 }, { "p": 0.04694178327918053, "m": 1.0 }, { "p": 0.019431250169873238, "m": 1.0 }, { "p": 0.04234561324119568, "m": 1.0 }, { "p": 0.08638669550418854, "m": 1.0 }, { "p": 0.06952346861362457, "m": 1.0 }, { "p": 0.08944226801395416, "m": 1.0 }, { "p": 0.09276670962572098, "m": 1.0 }, { "p": 0.08615582436323166, "m": 1.0 }, { "p": 0.0753944143652916, "m": 1.0 }, { "p": 0.09782090038061142, "m": 1.0 }, { "p": 0.05892670154571533, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.4640464782714844, "val_loss": 0.9607837200164795, "acc": 73.48, "time": 339.83795919199474, "param": [ { "p": 0.10093262791633606, "m": 1.0 }, { "p": 0.03605256229639053, "m": 1.0 }, { "p": 0.095789834856987, "m": 1.0 }, { "p": 0.08167099952697754, "m": 1.0 }, { "p": 0.03087841160595417, "m": 1.0 }, { "p": 0.034558940678834915, "m": 1.0 }, { "p": 0.06271721422672272, "m": 1.0 }, { "p": 0.06876201927661896, "m": 1.0 }, { "p": 0.0952160507440567, "m": 1.0 }, { "p": 0.08839878439903259, "m": 1.0 }, { "p": 0.08211132138967514, "m": 1.0 }, { "p": 0.09114140272140503, "m": 1.0 }, { "p": 0.09518718719482422, "m": 1.0 }, { "p": 0.0365825816988945, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.520423173904419, "val_loss": 0.7965536713600159, "acc": 73.56, "time": 359.3992305609863, "param": [ { "p": 0.10000047087669373, "m": 1.0 }, { "p": 0.029244493693113327, "m": 1.0 }, { "p": 0.08707765489816666, "m": 1.0 }, { "p": 0.0860854834318161, "m": 1.0 }, { "p": 0.042297378182411194, "m": 1.0 }, { "p": 0.024669375270605087, "m": 1.0 }, { "p": 0.07915692031383514, "m": 1.0 }, { "p": 0.07200338691473007, "m": 1.0 }, { "p": 0.06908953189849854, "m": 1.0 }, { "p": 0.08980399370193481, "m": 1.0 }, { "p": 0.07963065057992935, "m": 1.0 }, { "p": 0.1049584150314331, "m": 1.0 }, { "p": 0.09539803862571716, "m": 1.0 }, { "p": 0.0405842624604702, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.856757640838623, "val_loss": 0.7973275780677795, "acc": 72.42, "time": 346.7722611390054, "param": [ { "p": 0.12102954089641571, "m": 1.0 }, { "p": 0.022505730390548706, "m": 1.0 }, { "p": 0.09702874720096588, "m": 1.0 }, { "p": 0.07699529826641083, "m": 1.0 }, { "p": 0.03065868280827999, "m": 1.0 }, { "p": 0.00598098011687398, "m": 1.0 }, { "p": 0.09746545553207397, "m": 1.0 }, { "p": 0.0650838315486908, "m": 1.0 }, { "p": 0.08992387354373932, "m": 1.0 }, { "p": 0.09437808394432068, "m": 1.0 }, { "p": 0.09312522411346436, "m": 1.0 }, { "p": 0.055159393697977066, "m": 1.0 }, { "p": 0.10852936655282974, "m": 1.0 }, { "p": 0.04213584214448929, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.5801935195922852, "val_loss": 0.7820019721984863, "acc": 73.05, "time": 357.57424686301965, "param": [ { "p": 0.07835296541452408, "m": 1.0 }, { "p": 0.02598900906741619, "m": 1.0 }, { "p": 0.09717197716236115, "m": 1.0 }, { "p": 0.048081740736961365, "m": 1.0 }, { "p": 0.0006857987027615309, "m": 1.0 }, { "p": 0.03717544674873352, "m": 1.0 }, { "p": 0.0932350680232048, "m": 1.0 }, { "p": 0.08120895177125931, "m": 1.0 }, { "p": 0.08681006729602814, "m": 1.0 }, { "p": 0.09569338709115982, "m": 1.0 }, { "p": 0.09355512261390686, "m": 1.0 }, { "p": 0.1183878630399704, "m": 1.0 }, { "p": 0.1076657772064209, "m": 1.0 }, { "p": 0.03598681837320328, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.5163408517837524, "val_loss": 0.7616637349128723, "acc": 72.66, "time": 342.637379626045, "param": [ { "p": 0.12796123325824738, "m": 1.0 }, { "p": 0.02869713492691517, "m": 1.0 }, { "p": 0.10948001593351364, "m": 1.0 }, { "p": 0.055831797420978546, "m": 1.0 }, { "p": 0.029550261795520782, "m": 1.0 }, { "p": 0.04984157532453537, "m": 1.0 }, { "p": 0.05082854628562927, "m": 1.0 }, { "p": 0.06251077353954315, "m": 1.0 }, { "p": 0.0868704617023468, "m": 1.0 }, { "p": 0.09399717301130295, "m": 1.0 }, { "p": 0.07523943483829498, "m": 1.0 }, { "p": 0.08930180966854095, "m": 1.0 }, { "p": 0.09110067784786224, "m": 1.0 }, { "p": 0.048789117485284805, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.7910135984420776, "val_loss": 0.6956788301467896, "acc": 73.25, "time": 345.3451590850018, "param": [ { "p": 0.09071893990039825, "m": 1.0 }, { "p": 0.0007861715857870877, "m": 1.0 }, { "p": 0.08947283029556274, "m": 1.0 }, { "p": 0.07784156501293182, "m": 1.0 }, { "p": 0.03255966305732727, "m": 1.0 }, { "p": 0.028776386752724648, "m": 1.0 }, { "p": 0.08425354957580566, "m": 1.0 }, { "p": 0.07194340974092484, "m": 1.0 }, { "p": 0.09395959973335266, "m": 1.0 }, { "p": 0.0915277749300003, "m": 1.0 }, { "p": 0.09951631724834442, "m": 1.0 }, { "p": 0.11309976875782013, "m": 1.0 }, { "p": 0.08215735107660294, "m": 1.0 }, { "p": 0.043386708945035934, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.492509365081787, "val_loss": 0.7942560315132141, "acc": 72.44, "time": 354.13126023102086, "param": [ { "p": 0.0903419703245163, "m": 1.0 }, { "p": 0.02885712869465351, "m": 1.0 }, { "p": 0.1062525287270546, "m": 1.0 }, { "p": 0.03856237977743149, "m": 1.0 }, { "p": 0.01544027216732502, "m": 1.0 }, { "p": 0.033772218972444534, "m": 1.0 }, { "p": 0.08914921432733536, "m": 1.0 }, { "p": 0.0752980187535286, "m": 1.0 }, { "p": 0.09718222171068192, "m": 1.0 }, { "p": 0.08015282452106476, "m": 1.0 }, { "p": 0.08609728515148163, "m": 1.0 }, { "p": 0.10800628364086151, "m": 1.0 }, { "p": 0.10114973038434982, "m": 1.0 }, { "p": 0.04973793029785156, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.2223093509674072, "val_loss": 0.7989549040794373, "acc": 73.28, "time": 332.1449684490217, "param": [ { "p": 0.11462687700986862, "m": 1.0 }, { "p": 0.015778712928295135, "m": 1.0 }, { "p": 0.10810550302267075, "m": 1.0 }, { "p": 0.06610256433486938, "m": 1.0 }, { "p": 0.030469445511698723, "m": 1.0 }, { "p": 0.015166554600000381, "m": 1.0 }, { "p": 0.08168942481279373, "m": 1.0 }, { "p": 0.07647038251161575, "m": 1.0 }, { "p": 0.07068587839603424, "m": 1.0 }, { "p": 0.07067164033651352, "m": 1.0 }, { "p": 0.08920811861753464, "m": 1.0 }, { "p": 0.10582741349935532, "m": 1.0 }, { "p": 0.11119257658720016, "m": 1.0 }, { "p": 0.04400475323200226, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.4302701950073242, "val_loss": 0.8312336206436157, "acc": 73.73, "time": 348.56228069693316, "param": [ { "p": 0.09326259791851044, "m": 1.0 }, { "p": 0.004643479362130165, "m": 1.0 }, { "p": 0.11193471401929855, "m": 1.0 }, { "p": 0.08290626108646393, "m": 1.0 }, { "p": 0.0007100171060301363, "m": 1.0 }, { "p": 0.026275483891367912, "m": 1.0 }, { "p": 0.08898121118545532, "m": 1.0 }, { "p": 0.09543143212795258, "m": 1.0 }, { "p": 0.09724844247102737, "m": 1.0 }, { "p": 0.08074447512626648, "m": 1.0 }, { "p": 0.11909410357475281, "m": 1.0 }, { "p": 0.07911410182714462, "m": 1.0 }, { "p": 0.11540306359529495, "m": 1.0 }, { "p": 0.004250563681125641, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 2.0074825286865234, "val_loss": 0.8856296539306641, "acc": 72.94, "time": 360.0833411150379, "param": [ { "p": 0.0913684219121933, "m": 1.0 }, { "p": 0.03146076574921608, "m": 1.0 }, { "p": 0.07320569455623627, "m": 1.0 }, { "p": 0.07611234486103058, "m": 1.0 }, { "p": 0.03976825997233391, "m": 1.0 }, { "p": 0.03654598817229271, "m": 1.0 }, { "p": 0.08743929117918015, "m": 1.0 }, { "p": 0.07256678491830826, "m": 1.0 }, { "p": 0.0795075073838234, "m": 1.0 }, { "p": 0.09967474639415741, "m": 1.0 }, { "p": 0.08697956055402756, "m": 1.0 }, { "p": 0.09720727801322937, "m": 1.0 }, { "p": 0.08273040503263474, "m": 1.0 }, { "p": 0.045432962477207184, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.5327377319335938, "val_loss": 0.8157857656478882, "acc": 73.57, "time": 340.29451082798187, "param": [ { "p": 0.10436850786209106, "m": 1.0 }, { "p": 0.02204359509050846, "m": 1.0 }, { "p": 0.0867885872721672, "m": 1.0 }, { "p": 0.07902073860168457, "m": 1.0 }, { "p": 0.029612263664603233, "m": 1.0 }, { "p": 0.026019884273409843, "m": 1.0 }, { "p": 0.07442791759967804, "m": 1.0 }, { "p": 0.09080450981855392, "m": 1.0 }, { "p": 0.06410420686006546, "m": 1.0 }, { "p": 0.09874024987220764, "m": 1.0 }, { "p": 0.07949607074260712, "m": 1.0 }, { "p": 0.0764855444431305, "m": 1.0 }, { "p": 0.11118856817483902, "m": 1.0 }, { "p": 0.056899480521678925, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.8491867780685425, "val_loss": 0.7813423871994019, "acc": 72.9, "time": 335.95493218302727, "param": [ { "p": 0.11299601942300797, "m": 1.0 }, { "p": 0.005165260750800371, "m": 1.0 }, { "p": 0.09055563062429428, "m": 1.0 }, { "p": 0.06943584233522415, "m": 1.0 }, { "p": 0.03885245695710182, "m": 1.0 }, { "p": 0.037037916481494904, "m": 1.0 }, { "p": 0.05907373130321503, "m": 1.0 }, { "p": 0.08869887888431549, "m": 1.0 }, { "p": 0.07755342125892639, "m": 1.0 }, { "p": 0.10362502932548523, "m": 1.0 }, { "p": 0.10089091211557388, "m": 1.0 }, { "p": 0.07588310539722443, "m": 1.0 }, { "p": 0.0905935987830162, "m": 1.0 }, { "p": 0.04963824898004532, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.5107755661010742, "val_loss": 0.8335705399513245, "acc": 73.45, "time": 351.60728429898154, "param": [ { "p": 0.07541635632514954, "m": 1.0 }, { "p": 0.028179669752717018, "m": 1.0 }, { "p": 0.11064768582582474, "m": 1.0 }, { "p": 0.07531029731035233, "m": 1.0 }, { "p": 0.03985242545604706, "m": 1.0 }, { "p": 0.01692662574350834, "m": 1.0 }, { "p": 0.08790892362594604, "m": 1.0 }, { "p": 0.08264017850160599, "m": 1.0 }, { "p": 0.0755453109741211, "m": 1.0 }, { "p": 0.07991798967123032, "m": 1.0 }, { "p": 0.09135666489601135, "m": 1.0 }, { "p": 0.08529721200466156, "m": 1.0 }, { "p": 0.09995976090431213, "m": 1.0 }, { "p": 0.05104085057973862, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.5659453868865967, "val_loss": 0.8186805248260498, "acc": 73.63, "time": 342.5001699660206, "param": [ { "p": 0.11198864132165909, "m": 1.0 }, { "p": 0.007903629913926125, "m": 1.0 }, { "p": 0.09608688950538635, "m": 1.0 }, { "p": 0.05522217974066734, "m": 1.0 }, { "p": 0.01925165392458439, "m": 1.0 }, { "p": 0.041740454733371735, "m": 1.0 }, { "p": 0.03494727239012718, "m": 1.0 }, { "p": 0.061755985021591187, "m": 1.0 }, { "p": 0.10559026896953583, "m": 1.0 }, { "p": 0.08034594357013702, "m": 1.0 }, { "p": 0.09758080542087555, "m": 1.0 }, { "p": 0.10579992085695267, "m": 1.0 }, { "p": 0.12646496295928955, "m": 1.0 }, { "p": 0.05532137304544449, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.8095598220825195, "val_loss": 0.6945763826370239, "acc": 73.18, "time": 335.1141472669551, "param": [ { "p": 0.11754996329545975, "m": 1.0 }, { "p": 0.011834662407636642, "m": 1.0 }, { "p": 0.08778854459524155, "m": 1.0 }, { "p": 0.0642191469669342, "m": 1.0 }, { "p": 0.04004814848303795, "m": 1.0 }, { "p": 0.0428026020526886, "m": 1.0 }, { "p": 0.08484253287315369, "m": 1.0 }, { "p": 0.053841035813093185, "m": 1.0 }, { "p": 0.10027435421943665, "m": 1.0 }, { "p": 0.0895337164402008, "m": 1.0 }, { "p": 0.09155194461345673, "m": 1.0 }, { "p": 0.03914136439561844, "m": 1.0 }, { "p": 0.12233486771583557, "m": 1.0 }, { "p": 0.05423719435930252, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.3536263704299927, "val_loss": 0.6432087421417236, "acc": 73.4, "time": 360.4754194630077, "param": [ { "p": 0.11336515843868256, "m": 1.0 }, { "p": 0.003116896143183112, "m": 1.0 }, { "p": 0.0830075591802597, "m": 1.0 }, { "p": 0.07469705492258072, "m": 1.0 }, { "p": 0.024826448410749435, "m": 1.0 }, { "p": 0.023464301601052284, "m": 1.0 }, { "p": 0.099392369389534, "m": 1.0 }, { "p": 0.0630386546254158, "m": 1.0 }, { "p": 0.10954928398132324, "m": 1.0 }, { "p": 0.06481967866420746, "m": 1.0 }, { "p": 0.09278779476881027, "m": 1.0 }, { "p": 0.12521867454051971, "m": 1.0 }, { "p": 0.0896877869963646, "m": 1.0 }, { "p": 0.03302840143442154, "m": 1.0 } ] }, { "epoch": 151, "train_loss": 1.582934856414795, "val_loss": 0.8617740869522095, "acc": 73.17, "time": 348.7127741279546, "param": [ { "p": 0.11676592379808426, "m": 1.0 }, { "p": 0.021054349839687347, "m": 1.0 }, { "p": 0.09527799487113953, "m": 1.0 }, { "p": 0.04677194356918335, "m": 1.0 }, { "p": 0.01564531773328781, "m": 1.0 }, { "p": 0.03653405234217644, "m": 1.0 }, { "p": 0.09063197672367096, "m": 1.0 }, { "p": 0.07161669433116913, "m": 1.0 }, { "p": 0.07546402513980865, "m": 1.0 }, { "p": 0.07070185244083405, "m": 1.0 }, { "p": 0.10377984493970871, "m": 1.0 }, { "p": 0.10464800149202347, "m": 1.0 }, { "p": 0.1033838763833046, "m": 1.0 }, { "p": 0.04772414639592171, "m": 1.0 } ] }, { "epoch": 152, "train_loss": 1.6109619140625, "val_loss": 0.8713585138320923, "acc": 73.1, "time": 366.5568564910209, "param": [ { "p": 0.09882329404354095, "m": 1.0 }, { "p": 0.016493774950504303, "m": 1.0 }, { "p": 0.10149459540843964, "m": 1.0 }, { "p": 0.07840071618556976, "m": 1.0 }, { "p": 0.030065735802054405, "m": 1.0 }, { "p": 0.03488362580537796, "m": 1.0 }, { "p": 0.08964541554450989, "m": 1.0 }, { "p": 0.07752286642789841, "m": 1.0 }, { "p": 0.05153810605406761, "m": 1.0 }, { "p": 0.07172630727291107, "m": 1.0 }, { "p": 0.11695674806833267, "m": 1.0 }, { "p": 0.09717053174972534, "m": 1.0 }, { "p": 0.09217897802591324, "m": 1.0 }, { "p": 0.043099384754896164, "m": 1.0 } ] }, { "epoch": 153, "train_loss": 1.3588037490844727, "val_loss": 0.7741493582725525, "acc": 73.31, "time": 341.0822458739858, "param": [ { "p": 0.1112644299864769, "m": 1.0 }, { "p": 0.000694691261742264, "m": 1.0 }, { "p": 0.11270643025636673, "m": 1.0 }, { "p": 0.04243765026330948, "m": 1.0 }, { "p": 0.03574205935001373, "m": 1.0 }, { "p": 0.051688168197870255, "m": 1.0 }, { "p": 0.07387615740299225, "m": 1.0 }, { "p": 0.06611397862434387, "m": 1.0 }, { "p": 0.08274096995592117, "m": 1.0 }, { "p": 0.09018692374229431, "m": 1.0 }, { "p": 0.0592806302011013, "m": 1.0 }, { "p": 0.0920352041721344, "m": 1.0 }, { "p": 0.1266583800315857, "m": 1.0 }, { "p": 0.05457421392202377, "m": 1.0 } ] }, { "epoch": 154, "train_loss": 1.576824426651001, "val_loss": 0.7946733832359314, "acc": 73.95, "time": 353.7788949230453, "param": [ { "p": 0.09658406674861908, "m": 1.0 }, { "p": 0.00921450462192297, "m": 1.0 }, { "p": 0.08162552863359451, "m": 1.0 }, { "p": 0.07437870651483536, "m": 1.0 }, { "p": 0.03594997525215149, "m": 1.0 }, { "p": 0.028402138501405716, "m": 1.0 }, { "p": 0.08483733236789703, "m": 1.0 }, { "p": 0.07204179465770721, "m": 1.0 }, { "p": 0.08716985583305359, "m": 1.0 }, { "p": 0.09480014443397522, "m": 1.0 }, { "p": 0.09718220680952072, "m": 1.0 }, { "p": 0.09108477830886841, "m": 1.0 }, { "p": 0.10372509062290192, "m": 1.0 }, { "p": 0.04300389066338539, "m": 1.0 } ] }, { "epoch": 155, "train_loss": 1.4282488822937012, "val_loss": 0.7762247920036316, "acc": 73.75, "time": 350.14027775998693, "param": [ { "p": 0.10712752491235733, "m": 1.0 }, { "p": 0.013976763933897018, "m": 1.0 }, { "p": 0.08981776982545853, "m": 1.0 }, { "p": 0.07765806466341019, "m": 1.0 }, { "p": 0.0150038693100214, "m": 1.0 }, { "p": 0.03627876937389374, "m": 1.0 }, { "p": 0.05040699616074562, "m": 1.0 }, { "p": 0.06510720402002335, "m": 1.0 }, { "p": 0.10285495221614838, "m": 1.0 }, { "p": 0.10063185542821884, "m": 1.0 }, { "p": 0.11088453978300095, "m": 1.0 }, { "p": 0.08210738003253937, "m": 1.0 }, { "p": 0.10126958042383194, "m": 1.0 }, { "p": 0.04687481001019478, "m": 1.0 } ] }, { "epoch": 156, "train_loss": 1.6272324323654175, "val_loss": 0.6684674620628357, "acc": 73.54, "time": 348.45940194209106, "param": [ { "p": 0.11415550112724304, "m": 1.0 }, { "p": 0.011182008311152458, "m": 1.0 }, { "p": 0.10720804333686829, "m": 1.0 }, { "p": 0.08308713138103485, "m": 1.0 }, { "p": 0.024283209815621376, "m": 1.0 }, { "p": 0.058630604296922684, "m": 1.0 }, { "p": 0.04646725580096245, "m": 1.0 }, { "p": 0.08404180407524109, "m": 1.0 }, { "p": 0.09962620586156845, "m": 1.0 }, { "p": 0.08431381732225418, "m": 1.0 }, { "p": 0.07469414174556732, "m": 1.0 }, { "p": 0.07133519649505615, "m": 1.0 }, { "p": 0.10202836245298386, "m": 1.0 }, { "p": 0.03894686698913574, "m": 1.0 } ] }, { "epoch": 157, "train_loss": 1.5860811471939087, "val_loss": 0.7750956416130066, "acc": 72.99, "time": 329.01873654394876, "param": [ { "p": 0.08962579816579819, "m": 1.0 }, { "p": 0.032874446362257004, "m": 1.0 }, { "p": 0.08411158621311188, "m": 1.0 }, { "p": 0.06601737439632416, "m": 1.0 }, { "p": 0.029821520671248436, "m": 1.0 }, { "p": 0.03301462531089783, "m": 1.0 }, { "p": 0.0875478982925415, "m": 1.0 }, { "p": 0.05763339623808861, "m": 1.0 }, { "p": 0.0875326618552208, "m": 1.0 }, { "p": 0.08986911177635193, "m": 1.0 }, { "p": 0.09705206006765366, "m": 1.0 }, { "p": 0.08111654222011566, "m": 1.0 }, { "p": 0.10854224860668182, "m": 1.0 }, { "p": 0.055240780115127563, "m": 1.0 } ] }, { "epoch": 158, "train_loss": 1.4917597770690918, "val_loss": 0.7267080545425415, "acc": 72.52, "time": 355.1623292189324, "param": [ { "p": 0.12816385924816132, "m": 1.0 }, { "p": 0.003973797895014286, "m": 1.0 }, { "p": 0.10618236660957336, "m": 1.0 }, { "p": 0.08183187991380692, "m": 1.0 }, { "p": 0.027262620627880096, "m": 1.0 }, { "p": 0.021757982671260834, "m": 1.0 }, { "p": 0.03142694756388664, "m": 1.0 }, { "p": 0.0831555649638176, "m": 1.0 }, { "p": 0.09220109134912491, "m": 1.0 }, { "p": 0.10091007500886917, "m": 1.0 }, { "p": 0.07855327427387238, "m": 1.0 }, { "p": 0.09906370937824249, "m": 1.0 }, { "p": 0.10513906180858612, "m": 1.0 }, { "p": 0.040377773344516754, "m": 1.0 } ] }, { "epoch": 159, "train_loss": 2.002948045730591, "val_loss": 0.8083130121231079, "acc": 73.0, "time": 340.69796930393204, "param": [ { "p": 0.11491415649652481, "m": 1.0 }, { "p": 0.024212487041950226, "m": 1.0 }, { "p": 0.08605961501598358, "m": 1.0 }, { "p": 0.06438087671995163, "m": 1.0 }, { "p": 0.027367224916815758, "m": 1.0 }, { "p": 0.03605296090245247, "m": 1.0 }, { "p": 0.07722891122102737, "m": 1.0 }, { "p": 0.0457497201859951, "m": 1.0 }, { "p": 0.09228568524122238, "m": 1.0 }, { "p": 0.09870998561382294, "m": 1.0 }, { "p": 0.10909207910299301, "m": 1.0 }, { "p": 0.1033216193318367, "m": 1.0 }, { "p": 0.07889620214700699, "m": 1.0 }, { "p": 0.041728425770998, "m": 1.0 } ] }, { "epoch": 160, "train_loss": 1.8849637508392334, "val_loss": 0.7896882891654968, "acc": 73.41, "time": 368.0553362169303, "param": [ { "p": 0.09959988296031952, "m": 1.0 }, { "p": 0.017556902021169662, "m": 1.0 }, { "p": 0.1021304801106453, "m": 1.0 }, { "p": 0.06622452288866043, "m": 1.0 }, { "p": 0.015496802516281605, "m": 1.0 }, { "p": 0.0541035495698452, "m": 1.0 }, { "p": 0.0850096046924591, "m": 1.0 }, { "p": 0.05367971211671829, "m": 1.0 }, { "p": 0.09003785997629166, "m": 1.0 }, { "p": 0.08494167774915695, "m": 1.0 }, { "p": 0.08761263638734818, "m": 1.0 }, { "p": 0.09470383822917938, "m": 1.0 }, { "p": 0.09866811335086823, "m": 1.0 }, { "p": 0.05023443326354027, "m": 1.0 } ] }, { "epoch": 161, "train_loss": 1.640940546989441, "val_loss": 0.7812141180038452, "acc": 73.62, "time": 353.4231616159668, "param": [ { "p": 0.10480766743421555, "m": 1.0 }, { "p": 0.018119346350431442, "m": 1.0 }, { "p": 0.08886966109275818, "m": 1.0 }, { "p": 0.06351329386234283, "m": 1.0 }, { "p": 0.030032936483621597, "m": 1.0 }, { "p": 0.0433177687227726, "m": 1.0 }, { "p": 0.06377124041318893, "m": 1.0 }, { "p": 0.07920072227716446, "m": 1.0 }, { "p": 0.0818294882774353, "m": 1.0 }, { "p": 0.08683277666568756, "m": 1.0 }, { "p": 0.07838889956474304, "m": 1.0 }, { "p": 0.09981103986501694, "m": 1.0 }, { "p": 0.10269152373075485, "m": 1.0 }, { "p": 0.058813631534576416, "m": 1.0 } ] }, { "epoch": 162, "train_loss": 1.8497904539108276, "val_loss": 0.7260303497314453, "acc": 73.99, "time": 336.15644657297526, "param": [ { "p": 0.10081962496042252, "m": 1.0 }, { "p": 0.01418954599648714, "m": 1.0 }, { "p": 0.08602383732795715, "m": 1.0 }, { "p": 0.09923744201660156, "m": 1.0 }, { "p": 0.0420924611389637, "m": 1.0 }, { "p": 0.031004812568426132, "m": 1.0 }, { "p": 0.05577072873711586, "m": 1.0 }, { "p": 0.07190103828907013, "m": 1.0 }, { "p": 0.0957043245434761, "m": 1.0 }, { "p": 0.09202312678098679, "m": 1.0 }, { "p": 0.0938006043434143, "m": 1.0 }, { "p": 0.09752822667360306, "m": 1.0 }, { "p": 0.08594269305467606, "m": 1.0 }, { "p": 0.033961519598960876, "m": 1.0 } ] }, { "epoch": 163, "train_loss": 1.6608349084854126, "val_loss": 0.7874305248260498, "acc": 72.9, "time": 336.20947905199137, "param": [ { "p": 0.1263774335384369, "m": 1.0 }, { "p": 0.0007068855920806527, "m": 1.0 }, { "p": 0.10783996433019638, "m": 1.0 }, { "p": 0.06311288475990295, "m": 1.0 }, { "p": 0.018899451941251755, "m": 1.0 }, { "p": 0.053050413727760315, "m": 1.0 }, { "p": 0.07268918305635452, "m": 1.0 }, { "p": 0.0744665265083313, "m": 1.0 }, { "p": 0.10139254480600357, "m": 1.0 }, { "p": 0.05349241569638252, "m": 1.0 }, { "p": 0.08268407732248306, "m": 1.0 }, { "p": 0.09921307116746902, "m": 1.0 }, { "p": 0.11968477815389633, "m": 1.0 }, { "p": 0.02639036253094673, "m": 1.0 } ] }, { "epoch": 164, "train_loss": 1.8289786577224731, "val_loss": 0.8069528937339783, "acc": 73.6, "time": 349.1260051889112, "param": [ { "p": 0.06840649247169495, "m": 1.0 }, { "p": 0.03194388747215271, "m": 1.0 }, { "p": 0.11395784467458725, "m": 1.0 }, { "p": 0.06981764733791351, "m": 1.0 }, { "p": 0.04057219251990318, "m": 1.0 }, { "p": 0.05117533355951309, "m": 1.0 }, { "p": 0.07046625763177872, "m": 1.0 }, { "p": 0.08600680530071259, "m": 1.0 }, { "p": 0.0753932073712349, "m": 1.0 }, { "p": 0.09100688993930817, "m": 1.0 }, { "p": 0.08755899965763092, "m": 1.0 }, { "p": 0.09041456133127213, "m": 1.0 }, { "p": 0.0767938569188118, "m": 1.0 }, { "p": 0.04648607596755028, "m": 1.0 } ] }, { "epoch": 165, "train_loss": 1.718540072441101, "val_loss": 0.6865478157997131, "acc": 73.89, "time": 336.8107863808982, "param": [ { "p": 0.08617950975894928, "m": 1.0 }, { "p": 0.01040884479880333, "m": 1.0 }, { "p": 0.0953930914402008, "m": 1.0 }, { "p": 0.07692945748567581, "m": 1.0 }, { "p": 0.04305392503738403, "m": 1.0 }, { "p": 0.037998832762241364, "m": 1.0 }, { "p": 0.09355337172746658, "m": 1.0 }, { "p": 0.05241488665342331, "m": 1.0 }, { "p": 0.08914455026388168, "m": 1.0 }, { "p": 0.08880740404129028, "m": 1.0 }, { "p": 0.09472014009952545, "m": 1.0 }, { "p": 0.07576660811901093, "m": 1.0 }, { "p": 0.11023909598588943, "m": 1.0 }, { "p": 0.04539017006754875, "m": 1.0 } ] }, { "epoch": 166, "train_loss": 1.5667150020599365, "val_loss": 0.8215272426605225, "acc": 72.77, "time": 334.5766082579503, "param": [ { "p": 0.07171561568975449, "m": 1.0 }, { "p": 0.02100246213376522, "m": 1.0 }, { "p": 0.10048212110996246, "m": 1.0 }, { "p": 0.09421849995851517, "m": 1.0 }, { "p": 0.03555075079202652, "m": 1.0 }, { "p": 0.0006746368017047644, "m": 1.0 }, { "p": 0.07616139203310013, "m": 1.0 }, { "p": 0.07095533609390259, "m": 1.0 }, { "p": 0.08302655071020126, "m": 1.0 }, { "p": 0.10641547292470932, "m": 1.0 }, { "p": 0.09874362498521805, "m": 1.0 }, { "p": 0.09221148490905762, "m": 1.0 }, { "p": 0.10633166134357452, "m": 1.0 }, { "p": 0.04251043125987053, "m": 1.0 } ] }, { "epoch": 167, "train_loss": 1.8002934455871582, "val_loss": 0.7440000772476196, "acc": 72.98, "time": 341.57098557206336, "param": [ { "p": 0.10148926824331284, "m": 1.0 }, { "p": 0.02771604061126709, "m": 1.0 }, { "p": 0.0765630379319191, "m": 1.0 }, { "p": 0.0767960250377655, "m": 1.0 }, { "p": 0.03156685456633568, "m": 1.0 }, { "p": 0.01999790593981743, "m": 1.0 }, { "p": 0.0739966630935669, "m": 1.0 }, { "p": 0.07846347242593765, "m": 1.0 }, { "p": 0.07556974142789841, "m": 1.0 }, { "p": 0.0892784595489502, "m": 1.0 }, { "p": 0.09086297452449799, "m": 1.0 }, { "p": 0.10963799059391022, "m": 1.0 }, { "p": 0.10385983437299728, "m": 1.0 }, { "p": 0.04420177638530731, "m": 1.0 } ] }, { "epoch": 168, "train_loss": 1.3470544815063477, "val_loss": 0.8579973578453064, "acc": 73.39, "time": 348.78551954298746, "param": [ { "p": 0.09686584770679474, "m": 1.0 }, { "p": 0.008033682592213154, "m": 1.0 }, { "p": 0.0876801460981369, "m": 1.0 }, { "p": 0.08246451616287231, "m": 1.0 }, { "p": 0.038140300661325455, "m": 1.0 }, { "p": 0.04100628197193146, "m": 1.0 }, { "p": 0.08373923599720001, "m": 1.0 }, { "p": 0.09076231718063354, "m": 1.0 }, { "p": 0.08466782420873642, "m": 1.0 }, { "p": 0.09179653972387314, "m": 1.0 }, { "p": 0.07900626212358475, "m": 1.0 }, { "p": 0.07823978364467621, "m": 1.0 }, { "p": 0.09819558262825012, "m": 1.0 }, { "p": 0.039401646703481674, "m": 1.0 } ] }, { "epoch": 169, "train_loss": 1.6137199401855469, "val_loss": 0.6800856590270996, "acc": 73.68, "time": 347.05442238994874, "param": [ { "p": 0.11398684978485107, "m": 1.0 }, { "p": 0.010713247582316399, "m": 1.0 }, { "p": 0.10646884888410568, "m": 1.0 }, { "p": 0.0685560405254364, "m": 1.0 }, { "p": 0.018784552812576294, "m": 1.0 }, { "p": 0.016392039135098457, "m": 1.0 }, { "p": 0.0537799634039402, "m": 1.0 }, { "p": 0.07680906355381012, "m": 1.0 }, { "p": 0.07358768582344055, "m": 1.0 }, { "p": 0.10002434253692627, "m": 1.0 }, { "p": 0.07861170917749405, "m": 1.0 }, { "p": 0.10399144887924194, "m": 1.0 }, { "p": 0.11596988141536713, "m": 1.0 }, { "p": 0.062324292957782745, "m": 1.0 } ] }, { "epoch": 170, "train_loss": 1.4700108766555786, "val_loss": 0.832459032535553, "acc": 73.43, "time": 348.8278938330477, "param": [ { "p": 0.08117856830358505, "m": 1.0 }, { "p": 0.0017906713765114546, "m": 1.0 }, { "p": 0.10292267054319382, "m": 1.0 }, { "p": 0.08163219690322876, "m": 1.0 }, { "p": 0.011797419749200344, "m": 1.0 }, { "p": 0.01666126772761345, "m": 1.0 }, { "p": 0.0870397612452507, "m": 1.0 }, { "p": 0.0775231122970581, "m": 1.0 }, { "p": 0.07557768374681473, "m": 1.0 }, { "p": 0.08958295732736588, "m": 1.0 }, { "p": 0.0897659957408905, "m": 1.0 }, { "p": 0.10622362792491913, "m": 1.0 }, { "p": 0.11732582002878189, "m": 1.0 }, { "p": 0.060978278517723083, "m": 1.0 } ] }, { "epoch": 171, "train_loss": 1.7716251611709595, "val_loss": 0.6817758083343506, "acc": 74.12, "time": 357.54981668503024, "param": [ { "p": 0.10696739703416824, "m": 1.0 }, { "p": 0.01639506407082081, "m": 1.0 }, { "p": 0.08235927671194077, "m": 1.0 }, { "p": 0.07096140831708908, "m": 1.0 }, { "p": 0.027805833145976067, "m": 1.0 }, { "p": 0.019019367173314095, "m": 1.0 }, { "p": 0.0877089872956276, "m": 1.0 }, { "p": 0.06864272803068161, "m": 1.0 }, { "p": 0.09141948074102402, "m": 1.0 }, { "p": 0.09256359934806824, "m": 1.0 }, { "p": 0.07882103323936462, "m": 1.0 }, { "p": 0.09326842427253723, "m": 1.0 }, { "p": 0.11455170065164566, "m": 1.0 }, { "p": 0.04951580613851547, "m": 1.0 } ] }, { "epoch": 172, "train_loss": 1.6104508638381958, "val_loss": 0.8453570604324341, "acc": 74.26, "time": 357.4300870250445, "param": [ { "p": 0.10450339317321777, "m": 1.0 }, { "p": 0.029207414016127586, "m": 1.0 }, { "p": 0.08785631507635117, "m": 1.0 }, { "p": 0.06054960936307907, "m": 1.0 }, { "p": 0.03129299357533455, "m": 1.0 }, { "p": 0.02042664960026741, "m": 1.0 }, { "p": 0.08258414268493652, "m": 1.0 }, { "p": 0.07965543121099472, "m": 1.0 }, { "p": 0.08128834515810013, "m": 1.0 }, { "p": 0.06371809542179108, "m": 1.0 }, { "p": 0.08645697683095932, "m": 1.0 }, { "p": 0.10461923480033875, "m": 1.0 }, { "p": 0.11329761147499084, "m": 1.0 }, { "p": 0.054543834179639816, "m": 1.0 } ] }, { "epoch": 173, "train_loss": 1.4276411533355713, "val_loss": 0.7796837091445923, "acc": 74.26, "time": 337.5087066050619, "param": [ { "p": 0.10629022121429443, "m": 1.0 }, { "p": 0.01899147592484951, "m": 1.0 }, { "p": 0.11437293142080307, "m": 1.0 }, { "p": 0.08448987454175949, "m": 1.0 }, { "p": 0.004602659959346056, "m": 1.0 }, { "p": 0.0049126301892101765, "m": 1.0 }, { "p": 0.09514530748128891, "m": 1.0 }, { "p": 0.06278899312019348, "m": 1.0 }, { "p": 0.08539264649152756, "m": 1.0 }, { "p": 0.11240538209676743, "m": 1.0 }, { "p": 0.07824085652828217, "m": 1.0 }, { "p": 0.09261224418878555, "m": 1.0 }, { "p": 0.08722292631864548, "m": 1.0 }, { "p": 0.0525318905711174, "m": 1.0 } ] }, { "epoch": 174, "train_loss": 1.3201984167099, "val_loss": 0.6807442903518677, "acc": 74.05, "time": 333.37249249604065, "param": [ { "p": 0.10614937543869019, "m": 1.0 }, { "p": 0.013004720211029053, "m": 1.0 }, { "p": 0.111569344997406, "m": 1.0 }, { "p": 0.06817057728767395, "m": 1.0 }, { "p": 0.020678503438830376, "m": 1.0 }, { "p": 0.007084047421813011, "m": 1.0 }, { "p": 0.06507883220911026, "m": 1.0 }, { "p": 0.0802324190735817, "m": 1.0 }, { "p": 0.10607267916202545, "m": 1.0 }, { "p": 0.09107719361782074, "m": 1.0 }, { "p": 0.09060382843017578, "m": 1.0 }, { "p": 0.08453486114740372, "m": 1.0 }, { "p": 0.09797076880931854, "m": 1.0 }, { "p": 0.05777287110686302, "m": 1.0 } ] }, { "epoch": 175, "train_loss": 1.4838368892669678, "val_loss": 0.7957807183265686, "acc": 74.06, "time": 340.9086961050052, "param": [ { "p": 0.11890717595815659, "m": 1.0 }, { "p": 0.0006971403490751982, "m": 1.0 }, { "p": 0.09847965836524963, "m": 1.0 }, { "p": 0.07252839207649231, "m": 1.0 }, { "p": 0.019125396385788918, "m": 1.0 }, { "p": 0.038394637405872345, "m": 1.0 }, { "p": 0.06058783084154129, "m": 1.0 }, { "p": 0.09117968380451202, "m": 1.0 }, { "p": 0.092302106320858, "m": 1.0 }, { "p": 0.09342410415410995, "m": 1.0 }, { "p": 0.07608602195978165, "m": 1.0 }, { "p": 0.09237494319677353, "m": 1.0 }, { "p": 0.09348396211862564, "m": 1.0 }, { "p": 0.05242883414030075, "m": 1.0 } ] }, { "epoch": 176, "train_loss": 1.0884623527526855, "val_loss": 0.7359377145767212, "acc": 74.16, "time": 348.8706768130651, "param": [ { "p": 0.05632365867495537, "m": 1.0 }, { "p": 0.004988324828445911, "m": 1.0 }, { "p": 0.11754395067691803, "m": 1.0 }, { "p": 0.07221337407827377, "m": 1.0 }, { "p": 0.035236284136772156, "m": 1.0 }, { "p": 0.022145291790366173, "m": 1.0 }, { "p": 0.07415322959423065, "m": 1.0 }, { "p": 0.07793676108121872, "m": 1.0 }, { "p": 0.07931413501501083, "m": 1.0 }, { "p": 0.09977088123559952, "m": 1.0 }, { "p": 0.09276363253593445, "m": 1.0 }, { "p": 0.10316907614469528, "m": 1.0 }, { "p": 0.10545487701892853, "m": 1.0 }, { "p": 0.058986470103263855, "m": 1.0 } ] }, { "epoch": 177, "train_loss": 1.6225281953811646, "val_loss": 0.653649628162384, "acc": 73.57, "time": 370.5518032799009, "param": [ { "p": 0.09816177189350128, "m": 1.0 }, { "p": 0.000712461129296571, "m": 1.0 }, { "p": 0.08620991557836533, "m": 1.0 }, { "p": 0.044536326080560684, "m": 1.0 }, { "p": 0.030879737809300423, "m": 1.0 }, { "p": 0.01829284243285656, "m": 1.0 }, { "p": 0.10071104019880295, "m": 1.0 }, { "p": 0.0749918669462204, "m": 1.0 }, { "p": 0.10338548570871353, "m": 1.0 }, { "p": 0.10062164068222046, "m": 1.0 }, { "p": 0.10065668821334839, "m": 1.0 }, { "p": 0.10930445790290833, "m": 1.0 }, { "p": 0.12278660386800766, "m": 1.0 }, { "p": 0.008749084547162056, "m": 1.0 } ] }, { "epoch": 178, "train_loss": 1.648366928100586, "val_loss": 0.8490561842918396, "acc": 73.34, "time": 330.4626287800493, "param": [ { "p": 0.07835128158330917, "m": 1.0 }, { "p": 0.031905293464660645, "m": 1.0 }, { "p": 0.10938157141208649, "m": 1.0 }, { "p": 0.07818781584501266, "m": 1.0 }, { "p": 0.009571311064064503, "m": 1.0 }, { "p": 0.03242424502968788, "m": 1.0 }, { "p": 0.0866301953792572, "m": 1.0 }, { "p": 0.07459396868944168, "m": 1.0 }, { "p": 0.08787810802459717, "m": 1.0 }, { "p": 0.08413372933864594, "m": 1.0 }, { "p": 0.07532650977373123, "m": 1.0 }, { "p": 0.11581309139728546, "m": 1.0 }, { "p": 0.10050399601459503, "m": 1.0 }, { "p": 0.035298898816108704, "m": 1.0 } ] }, { "epoch": 179, "train_loss": 1.3547911643981934, "val_loss": 0.7530308961868286, "acc": 73.19, "time": 343.38947892398573, "param": [ { "p": 0.11009315401315689, "m": 1.0 }, { "p": 0.03240083158016205, "m": 1.0 }, { "p": 0.09901967644691467, "m": 1.0 }, { "p": 0.06468489021062851, "m": 1.0 }, { "p": 0.03011942096054554, "m": 1.0 }, { "p": 0.03142737224698067, "m": 1.0 }, { "p": 0.08094502240419388, "m": 1.0 }, { "p": 0.08955904841423035, "m": 1.0 }, { "p": 0.07658594846725464, "m": 1.0 }, { "p": 0.08495892584323883, "m": 1.0 }, { "p": 0.06576882302761078, "m": 1.0 }, { "p": 0.09614874422550201, "m": 1.0 }, { "p": 0.09198199212551117, "m": 1.0 }, { "p": 0.046306125819683075, "m": 1.0 } ] }, { "epoch": 180, "train_loss": 1.6372089385986328, "val_loss": 0.7789145708084106, "acc": 73.15, "time": 342.3842291600304, "param": [ { "p": 0.08495116978883743, "m": 1.0 }, { "p": 0.021114161238074303, "m": 1.0 }, { "p": 0.10902993381023407, "m": 1.0 }, { "p": 0.05911676213145256, "m": 1.0 }, { "p": 0.03134116157889366, "m": 1.0 }, { "p": 0.039424680173397064, "m": 1.0 }, { "p": 0.07164100557565689, "m": 1.0 }, { "p": 0.06055191531777382, "m": 1.0 }, { "p": 0.09353859722614288, "m": 1.0 }, { "p": 0.10607323050498962, "m": 1.0 }, { "p": 0.06989160925149918, "m": 1.0 }, { "p": 0.11926823109388351, "m": 1.0 }, { "p": 0.10410097241401672, "m": 1.0 }, { "p": 0.02995644137263298, "m": 1.0 } ] }, { "epoch": 181, "train_loss": 1.6363461017608643, "val_loss": 0.7579713463783264, "acc": 73.75, "time": 360.4603210480418, "param": [ { "p": 0.09258213639259338, "m": 1.0 }, { "p": 0.016024796292185783, "m": 1.0 }, { "p": 0.06387311220169067, "m": 1.0 }, { "p": 0.07135893404483795, "m": 1.0 }, { "p": 0.024038298055529594, "m": 1.0 }, { "p": 0.048230838030576706, "m": 1.0 }, { "p": 0.0716731920838356, "m": 1.0 }, { "p": 0.08435957878828049, "m": 1.0 }, { "p": 0.07748027890920639, "m": 1.0 }, { "p": 0.08343710750341415, "m": 1.0 }, { "p": 0.0967021957039833, "m": 1.0 }, { "p": 0.093785859644413, "m": 1.0 }, { "p": 0.1337554156780243, "m": 1.0 }, { "p": 0.04269835352897644, "m": 1.0 } ] }, { "epoch": 182, "train_loss": 1.4578098058700562, "val_loss": 0.8262975811958313, "acc": 73.3, "time": 353.6460719779134, "param": [ { "p": 0.10295969992876053, "m": 1.0 }, { "p": 0.03575639799237251, "m": 1.0 }, { "p": 0.0962781235575676, "m": 1.0 }, { "p": 0.06406699120998383, "m": 1.0 }, { "p": 0.0429120808839798, "m": 1.0 }, { "p": 0.02018759213387966, "m": 1.0 }, { "p": 0.09735522419214249, "m": 1.0 }, { "p": 0.03437064588069916, "m": 1.0 }, { "p": 0.0951918289065361, "m": 1.0 }, { "p": 0.07512520253658295, "m": 1.0 }, { "p": 0.07996020466089249, "m": 1.0 }, { "p": 0.0931302011013031, "m": 1.0 }, { "p": 0.1269763559103012, "m": 1.0 }, { "p": 0.03572935611009598, "m": 1.0 } ] }, { "epoch": 183, "train_loss": 1.6191284656524658, "val_loss": 0.7684308886528015, "acc": 74.28, "time": 353.77306026697624, "param": [ { "p": 0.10700973868370056, "m": 1.0 }, { "p": 0.01920907199382782, "m": 1.0 }, { "p": 0.11778999119997025, "m": 1.0 }, { "p": 0.07318045198917389, "m": 1.0 }, { "p": 0.025548890233039856, "m": 1.0 }, { "p": 0.013338768854737282, "m": 1.0 }, { "p": 0.0767785981297493, "m": 1.0 }, { "p": 0.05987376719713211, "m": 1.0 }, { "p": 0.08474446833133698, "m": 1.0 }, { "p": 0.07057793438434601, "m": 1.0 }, { "p": 0.09364835917949677, "m": 1.0 }, { "p": 0.08012636005878448, "m": 1.0 }, { "p": 0.11246728152036667, "m": 1.0 }, { "p": 0.06570637226104736, "m": 1.0 } ] }, { "epoch": 184, "train_loss": 1.6015065908432007, "val_loss": 0.7150537371635437, "acc": 73.88, "time": 337.7439147789264, "param": [ { "p": 0.0891655832529068, "m": 1.0 }, { "p": 0.014693493023514748, "m": 1.0 }, { "p": 0.09250785410404205, "m": 1.0 }, { "p": 0.08838863670825958, "m": 1.0 }, { "p": 0.03674497455358505, "m": 1.0 }, { "p": 0.028982223942875862, "m": 1.0 }, { "p": 0.07125382870435715, "m": 1.0 }, { "p": 0.09036091715097427, "m": 1.0 }, { "p": 0.08082504570484161, "m": 1.0 }, { "p": 0.09713372588157654, "m": 1.0 }, { "p": 0.08275864273309708, "m": 1.0 }, { "p": 0.07788269221782684, "m": 1.0 }, { "p": 0.09721704572439194, "m": 1.0 }, { "p": 0.05208532512187958, "m": 1.0 } ] }, { "epoch": 185, "train_loss": 1.3080812692642212, "val_loss": 0.8746697902679443, "acc": 74.21, "time": 338.9084922129987, "param": [ { "p": 0.09956876188516617, "m": 1.0 }, { "p": 0.021091027185320854, "m": 1.0 }, { "p": 0.10203568637371063, "m": 1.0 }, { "p": 0.07221321016550064, "m": 1.0 }, { "p": 0.037605468183755875, "m": 1.0 }, { "p": 0.011448630131781101, "m": 1.0 }, { "p": 0.0800485908985138, "m": 1.0 }, { "p": 0.08957712352275848, "m": 1.0 }, { "p": 0.08762334287166595, "m": 1.0 }, { "p": 0.0967157855629921, "m": 1.0 }, { "p": 0.06682095676660538, "m": 1.0 }, { "p": 0.09744870662689209, "m": 1.0 }, { "p": 0.09098833799362183, "m": 1.0 }, { "p": 0.04681430011987686, "m": 1.0 } ] }, { "epoch": 186, "train_loss": 1.445918321609497, "val_loss": 0.660554826259613, "acc": 73.81, "time": 334.97581056994386, "param": [ { "p": 0.11235365271568298, "m": 1.0 }, { "p": 0.02640720084309578, "m": 1.0 }, { "p": 0.08479088544845581, "m": 1.0 }, { "p": 0.07771831750869751, "m": 1.0 }, { "p": 0.036320801824331284, "m": 1.0 }, { "p": 0.013753658160567284, "m": 1.0 }, { "p": 0.07943572103977203, "m": 1.0 }, { "p": 0.06687566637992859, "m": 1.0 }, { "p": 0.09217625856399536, "m": 1.0 }, { "p": 0.08554203063249588, "m": 1.0 }, { "p": 0.08412905037403107, "m": 1.0 }, { "p": 0.07788316160440445, "m": 1.0 }, { "p": 0.10871505737304688, "m": 1.0 }, { "p": 0.05389862880110741, "m": 1.0 } ] }, { "epoch": 187, "train_loss": 1.8200815916061401, "val_loss": 0.7281088829040527, "acc": 73.3, "time": 332.92305333004333, "param": [ { "p": 0.08431427925825119, "m": 1.0 }, { "p": 0.020751075819134712, "m": 1.0 }, { "p": 0.06564240902662277, "m": 1.0 }, { "p": 0.07547780126333237, "m": 1.0 }, { "p": 0.03443646803498268, "m": 1.0 }, { "p": 0.04483447223901749, "m": 1.0 }, { "p": 0.0885373130440712, "m": 1.0 }, { "p": 0.06802850216627121, "m": 1.0 }, { "p": 0.11158469319343567, "m": 1.0 }, { "p": 0.06952860951423645, "m": 1.0 }, { "p": 0.07648377120494843, "m": 1.0 }, { "p": 0.10291912406682968, "m": 1.0 }, { "p": 0.11505448818206787, "m": 1.0 }, { "p": 0.04240693897008896, "m": 1.0 } ] }, { "epoch": 188, "train_loss": 1.522011637687683, "val_loss": 0.8232054114341736, "acc": 73.91, "time": 347.5799520970322, "param": [ { "p": 0.08996716141700745, "m": 1.0 }, { "p": 0.010168980807065964, "m": 1.0 }, { "p": 0.09554626792669296, "m": 1.0 }, { "p": 0.049115266650915146, "m": 1.0 }, { "p": 0.0358838252723217, "m": 1.0 }, { "p": 0.04037836194038391, "m": 1.0 }, { "p": 0.08529635518789291, "m": 1.0 }, { "p": 0.07241859287023544, "m": 1.0 }, { "p": 0.09724144637584686, "m": 1.0 }, { "p": 0.08565320819616318, "m": 1.0 }, { "p": 0.07519129663705826, "m": 1.0 }, { "p": 0.10033752024173737, "m": 1.0 }, { "p": 0.10296043753623962, "m": 1.0 }, { "p": 0.05984131619334221, "m": 1.0 } ] }, { "epoch": 189, "train_loss": 1.236039400100708, "val_loss": 0.7740548849105835, "acc": 74.04, "time": 333.319555582013, "param": [ { "p": 0.09983978420495987, "m": 1.0 }, { "p": 0.024551114067435265, "m": 1.0 }, { "p": 0.11979203671216965, "m": 1.0 }, { "p": 0.05704315006732941, "m": 1.0 }, { "p": 0.030120814219117165, "m": 1.0 }, { "p": 0.02249421551823616, "m": 1.0 }, { "p": 0.10166294872760773, "m": 1.0 }, { "p": 0.0944494977593422, "m": 1.0 }, { "p": 0.0851292610168457, "m": 1.0 }, { "p": 0.10242687910795212, "m": 1.0 }, { "p": 0.06445851176977158, "m": 1.0 }, { "p": 0.060065608471632004, "m": 1.0 }, { "p": 0.11764855682849884, "m": 1.0 }, { "p": 0.020317625254392624, "m": 1.0 } ] }, { "epoch": 190, "train_loss": 1.1422735452651978, "val_loss": 0.7040535807609558, "acc": 73.6, "time": 331.2941741599934, "param": [ { "p": 0.08864938467741013, "m": 1.0 }, { "p": 0.018557526171207428, "m": 1.0 }, { "p": 0.10077828168869019, "m": 1.0 }, { "p": 0.08704576641321182, "m": 1.0 }, { "p": 0.03420498967170715, "m": 1.0 }, { "p": 0.026513800024986267, "m": 1.0 }, { "p": 0.07839599251747131, "m": 1.0 }, { "p": 0.0956491231918335, "m": 1.0 }, { "p": 0.07739729434251785, "m": 1.0 }, { "p": 0.0924886092543602, "m": 1.0 }, { "p": 0.09268560260534286, "m": 1.0 }, { "p": 0.10124041140079498, "m": 1.0 }, { "p": 0.07262194901704788, "m": 1.0 }, { "p": 0.03377135097980499, "m": 1.0 } ] }, { "epoch": 191, "train_loss": 1.5052998065948486, "val_loss": 0.7433377504348755, "acc": 71.8, "time": 339.08777037099935, "param": [ { "p": 0.09052588790655136, "m": 1.0 }, { "p": 0.007297995034605265, "m": 1.0 }, { "p": 0.10157652199268341, "m": 1.0 }, { "p": 0.07340551912784576, "m": 1.0 }, { "p": 0.04028087109327316, "m": 1.0 }, { "p": 0.004345215391367674, "m": 1.0 }, { "p": 0.07350391894578934, "m": 1.0 }, { "p": 0.09341108053922653, "m": 1.0 }, { "p": 0.09768041968345642, "m": 1.0 }, { "p": 0.08478789031505585, "m": 1.0 }, { "p": 0.10082082450389862, "m": 1.0 }, { "p": 0.08196500688791275, "m": 1.0 }, { "p": 0.10905740410089493, "m": 1.0 }, { "p": 0.041341349482536316, "m": 1.0 } ] }, { "epoch": 192, "train_loss": 1.5593560934066772, "val_loss": 0.7873597145080566, "acc": 74.32, "time": 338.7689925429877, "param": [ { "p": 0.10733422636985779, "m": 1.0 }, { "p": 0.012125227600336075, "m": 1.0 }, { "p": 0.0986471101641655, "m": 1.0 }, { "p": 0.07363694161176682, "m": 1.0 }, { "p": 0.05377329885959625, "m": 1.0 }, { "p": 0.03833681344985962, "m": 1.0 }, { "p": 0.06103245168924332, "m": 1.0 }, { "p": 0.06620486080646515, "m": 1.0 }, { "p": 0.08810276538133621, "m": 1.0 }, { "p": 0.08780593425035477, "m": 1.0 }, { "p": 0.0924730971455574, "m": 1.0 }, { "p": 0.07498046010732651, "m": 1.0 }, { "p": 0.10351603478193283, "m": 1.0 }, { "p": 0.042030878365039825, "m": 1.0 } ] }, { "epoch": 193, "train_loss": 1.8201885223388672, "val_loss": 0.7342093586921692, "acc": 73.7, "time": 336.63513361895457, "param": [ { "p": 0.09782788157463074, "m": 1.0 }, { "p": 0.02149755321443081, "m": 1.0 }, { "p": 0.100340336561203, "m": 1.0 }, { "p": 0.016774317249655724, "m": 1.0 }, { "p": 0.04109862446784973, "m": 1.0 }, { "p": 0.046487558633089066, "m": 1.0 }, { "p": 0.07876273989677429, "m": 1.0 }, { "p": 0.06280478835105896, "m": 1.0 }, { "p": 0.08329329639673233, "m": 1.0 }, { "p": 0.09923196583986282, "m": 1.0 }, { "p": 0.08504350483417511, "m": 1.0 }, { "p": 0.10983508825302124, "m": 1.0 }, { "p": 0.11065288633108139, "m": 1.0 }, { "p": 0.04634948819875717, "m": 1.0 } ] }, { "epoch": 194, "train_loss": 1.3844091892242432, "val_loss": 0.909096896648407, "acc": 74.59, "time": 371.4203492649831, "param": [ { "p": 0.09567763656377792, "m": 1.0 }, { "p": 0.028421353548765182, "m": 1.0 }, { "p": 0.114356130361557, "m": 1.0 }, { "p": 0.06232783570885658, "m": 1.0 }, { "p": 0.0034091121051460505, "m": 1.0 }, { "p": 0.02550152689218521, "m": 1.0 }, { "p": 0.08623799681663513, "m": 1.0 }, { "p": 0.07811152935028076, "m": 1.0 }, { "p": 0.05597228184342384, "m": 1.0 }, { "p": 0.09631847590208054, "m": 1.0 }, { "p": 0.11108718067407608, "m": 1.0 }, { "p": 0.07382635772228241, "m": 1.0 }, { "p": 0.13205862045288086, "m": 1.0 }, { "p": 0.03669395670294762, "m": 1.0 } ] }, { "epoch": 195, "train_loss": 1.9299060106277466, "val_loss": 0.7123247981071472, "acc": 74.85, "time": 345.6315400080057, "param": [ { "p": 0.09004803746938705, "m": 1.0 }, { "p": 0.0006845316383987665, "m": 1.0 }, { "p": 0.09799976646900177, "m": 1.0 }, { "p": 0.06471971422433853, "m": 1.0 }, { "p": 0.03230215609073639, "m": 1.0 }, { "p": 0.034908972680568695, "m": 1.0 }, { "p": 0.08378518372774124, "m": 1.0 }, { "p": 0.09263550490140915, "m": 1.0 }, { "p": 0.09783081710338593, "m": 1.0 }, { "p": 0.0907464325428009, "m": 1.0 }, { "p": 0.07160760462284088, "m": 1.0 }, { "p": 0.08205372840166092, "m": 1.0 }, { "p": 0.11546165496110916, "m": 1.0 }, { "p": 0.04521583393216133, "m": 1.0 } ] }, { "epoch": 196, "train_loss": 1.8645869493484497, "val_loss": 0.8009423613548279, "acc": 74.17, "time": 343.6632957839174, "param": [ { "p": 0.1206209808588028, "m": 1.0 }, { "p": 0.015542130917310715, "m": 1.0 }, { "p": 0.10139027237892151, "m": 1.0 }, { "p": 0.0645638257265091, "m": 1.0 }, { "p": 0.023412426933646202, "m": 1.0 }, { "p": 0.0492837056517601, "m": 1.0 }, { "p": 0.060889922082424164, "m": 1.0 }, { "p": 0.06939457356929779, "m": 1.0 }, { "p": 0.06042668595910072, "m": 1.0 }, { "p": 0.09165111929178238, "m": 1.0 }, { "p": 0.09555898606777191, "m": 1.0 }, { "p": 0.08361726999282837, "m": 1.0 }, { "p": 0.11905860900878906, "m": 1.0 }, { "p": 0.04458948224782944, "m": 1.0 } ] }, { "epoch": 197, "train_loss": 1.5090161561965942, "val_loss": 0.8213497996330261, "acc": 73.74, "time": 350.8059727480868, "param": [ { "p": 0.11759810149669647, "m": 1.0 }, { "p": 0.014354893006384373, "m": 1.0 }, { "p": 0.11658445745706558, "m": 1.0 }, { "p": 0.06698445975780487, "m": 1.0 }, { "p": 0.04027441143989563, "m": 1.0 }, { "p": 0.03257235512137413, "m": 1.0 }, { "p": 0.08253294229507446, "m": 1.0 }, { "p": 0.09338187426328659, "m": 1.0 }, { "p": 0.09228584170341492, "m": 1.0 }, { "p": 0.08324716985225677, "m": 1.0 }, { "p": 0.07188425958156586, "m": 1.0 }, { "p": 0.0865812823176384, "m": 1.0 }, { "p": 0.10104086995124817, "m": 1.0 }, { "p": 0.0006769993924535811, "m": 1.0 } ] }, { "epoch": 198, "train_loss": 1.2301266193389893, "val_loss": 0.7276036143302917, "acc": 74.11, "time": 347.4391371329548, "param": [ { "p": 0.11027934402227402, "m": 1.0 }, { "p": 0.00068902678322047, "m": 1.0 }, { "p": 0.08983150124549866, "m": 1.0 }, { "p": 0.08576655387878418, "m": 1.0 }, { "p": 0.05135665461421013, "m": 1.0 }, { "p": 0.025158165022730827, "m": 1.0 }, { "p": 0.09963642060756683, "m": 1.0 }, { "p": 0.08338060975074768, "m": 1.0 }, { "p": 0.08597039431333542, "m": 1.0 }, { "p": 0.0656682550907135, "m": 1.0 }, { "p": 0.0856088250875473, "m": 1.0 }, { "p": 0.0917600691318512, "m": 1.0 }, { "p": 0.09371167421340942, "m": 1.0 }, { "p": 0.031182516366243362, "m": 1.0 } ] }, { "epoch": 199, "train_loss": 1.3390852212905884, "val_loss": 0.693472683429718, "acc": 74.19, "time": 328.71037007297855, "param": [ { "p": 0.09448447823524475, "m": 1.0 }, { "p": 0.020157646387815475, "m": 1.0 }, { "p": 0.08762344717979431, "m": 1.0 }, { "p": 0.08116704225540161, "m": 1.0 }, { "p": 0.030074309557676315, "m": 1.0 }, { "p": 0.05102236196398735, "m": 1.0 }, { "p": 0.09185817837715149, "m": 1.0 }, { "p": 0.07607800513505936, "m": 1.0 }, { "p": 0.061016421765089035, "m": 1.0 }, { "p": 0.07349106669425964, "m": 1.0 }, { "p": 0.09096363931894302, "m": 1.0 }, { "p": 0.08821875602006912, "m": 1.0 }, { "p": 0.09867614507675171, "m": 1.0 }, { "p": 0.055168405175209045, "m": 1.0 } ] }, { "epoch": 200, "train_loss": 1.9649659395217896, "val_loss": 0.7731879949569702, "acc": 74.3, "time": 353.6405462499242, "param": [ { "p": 0.0822138860821724, "m": 1.0 }, { "p": 0.023394238203763962, "m": 1.0 }, { "p": 0.10003195703029633, "m": 1.0 }, { "p": 0.09391827136278152, "m": 1.0 }, { "p": 0.030851460993289948, "m": 1.0 }, { "p": 0.019911618903279305, "m": 1.0 }, { "p": 0.07515569776296616, "m": 1.0 }, { "p": 0.060491904616355896, "m": 1.0 }, { "p": 0.09540999680757523, "m": 1.0 }, { "p": 0.09946458786725998, "m": 1.0 }, { "p": 0.0796721801161766, "m": 1.0 }, { "p": 0.08578088134527206, "m": 1.0 }, { "p": 0.09723687171936035, "m": 1.0 }, { "p": 0.05646641552448273, "m": 1.0 } ] } ] }