{ "Accuracy": 74.61, "Time": [ 124.67224638408003, 4.148580595249257, 25176.286236903998 ], "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.2070229053497314, "val_loss": 2.275646209716797, "acc": 10.85, "time": 106.040475345, "param": [ { "p": 0.05857079476118088, "m": 1.0 }, { "p": 0.042359013110399246, "m": 1.0 }, { "p": 0.15812712907791138, "m": 1.0 }, { "p": 0.08275303989648819, "m": 0.9973962306976318 }, { "p": 0.013879703357815742, "m": 1.0 }, { "p": 0.06346149742603302, "m": 1.0 }, { "p": 0.09558479487895966, "m": 1.0 }, { "p": 0.08623627573251724, "m": 0.9975124597549438 }, { "p": 0.056603964418172836, "m": 0.9991578459739685 }, { "p": 0.07792694121599197, "m": 1.0 }, { "p": 0.09224915504455566, "m": 1.0 }, { "p": 0.0766359493136406, "m": 1.0 }, { "p": 0.09561163932085037, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.0742735862731934, "val_loss": 2.124025821685791, "acc": 24.47, "time": 117.468873006, "param": [ { "p": 0.06973296403884888, "m": 1.0 }, { "p": 0.12821921706199646, "m": 1.0 }, { "p": 0.06663529574871063, "m": 1.0 }, { "p": 0.0059212991036474705, "m": 0.8925011157989502 }, { "p": 0.01544936466962099, "m": 0.9401453137397766 }, { "p": 0.038486298173666, "m": 0.8142255544662476 }, { "p": 0.04197066277265549, "m": 0.9320709109306335 }, { "p": 0.16872331500053406, "m": 0.7912337779998779 }, { "p": 0.02372952364385128, "m": 0.8778613209724426 }, { "p": 0.20223969221115112, "m": 0.942874550819397 }, { "p": 0.15107178688049316, "m": 0.9719164967536926 }, { "p": 0.013408145867288113, "m": 0.9579461812973022 }, { "p": 0.07441245019435883, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.0893001556396484, "val_loss": 1.9564799070358276, "acc": 29.32, "time": 122.50925274300002, "param": [ { "p": 0.07776247709989548, "m": 1.0 }, { "p": 0.07307907193899155, "m": 1.0 }, { "p": 0.08178693056106567, "m": 1.0 }, { "p": 0.06377898156642914, "m": 1.0 }, { "p": 0.1173415407538414, "m": 0.6144804358482361 }, { "p": 0.06566786020994186, "m": 0.5903027057647705 }, { "p": 0.06537613272666931, "m": 0.9851521253585815 }, { "p": 0.06390521675348282, "m": 0.9073643088340759 }, { "p": 0.06110609695315361, "m": 0.9931320548057556 }, { "p": 0.08108501136302948, "m": 0.7585770487785339 }, { "p": 0.10210201144218445, "m": 1.0 }, { "p": 0.014832939021289349, "m": 0.9411155581474304 }, { "p": 0.10662897676229477, "m": 1.0 }, { "p": 0.025546863675117493, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.9795303344726562, "val_loss": 1.867742896080017, "acc": 31.41, "time": 122.01417139799997, "param": [ { "p": 0.0634775310754776, "m": 1.0 }, { "p": 0.09318044036626816, "m": 1.0 }, { "p": 0.06436827778816223, "m": 1.0 }, { "p": 0.11253367364406586, "m": 0.9941786527633667 }, { "p": 0.07161449640989304, "m": 0.49096763134002686 }, { "p": 0.08015996962785721, "m": 0.47441110014915466 }, { "p": 0.09107742458581924, "m": 0.9665619730949402 }, { "p": 0.059745993465185165, "m": 0.9365382194519043 }, { "p": 0.03070191852748394, "m": 1.0 }, { "p": 0.04928653687238693, "m": 0.5848873257637024 }, { "p": 0.08331809192895889, "m": 1.0 }, { "p": 0.06687948107719421, "m": 1.0 }, { "p": 0.06760772317647934, "m": 1.0 }, { "p": 0.0660485029220581, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.9993102550506592, "val_loss": 1.975589394569397, "acc": 29.19, "time": 121.31186933299995, "param": [ { "p": 0.10262192040681839, "m": 1.0 }, { "p": 0.09767929464578629, "m": 1.0 }, { "p": 0.1341022253036499, "m": 1.0 }, { "p": 0.040261831134557724, "m": 0.7722218036651611 }, { "p": 0.014374908059835434, "m": 0.37413063645362854 }, { "p": 0.016610756516456604, "m": 0.6919519305229187 }, { "p": 0.13257649540901184, "m": 0.7799385786056519 }, { "p": 0.04223484918475151, "m": 0.9974049925804138 }, { "p": 0.07874397933483124, "m": 0.988797664642334 }, { "p": 0.15245135128498077, "m": 0.29428157210350037 }, { "p": 0.009397913701832294, "m": 0.9969123601913452 }, { "p": 0.07780992984771729, "m": 0.9982921481132507 }, { "p": 0.07936524599790573, "m": 1.0 }, { "p": 0.021769355982542038, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.796964406967163, "val_loss": 1.7005512714385986, "acc": 37.84, "time": 120.51002533100007, "param": [ { "p": 0.03423207998275757, "m": 1.0 }, { "p": 0.0931231752038002, "m": 1.0 }, { "p": 0.0926351249217987, "m": 1.0 }, { "p": 0.05018480867147446, "m": 0.6992896795272827 }, { "p": 0.08614865690469742, "m": 0.23842990398406982 }, { "p": 0.06961725652217865, "m": 0.7233319282531738 }, { "p": 0.08946660161018372, "m": 0.9444553256034851 }, { "p": 0.07648834586143494, "m": 1.0 }, { "p": 0.08074718713760376, "m": 0.9649572968482971 }, { "p": 0.07479926943778992, "m": 0.2039668709039688 }, { "p": 0.028347846120595932, "m": 0.9113325476646423 }, { "p": 0.050657790154218674, "m": 0.9996698498725891 }, { "p": 0.08686365187168121, "m": 1.0 }, { "p": 0.0866883173584938, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.8341182470321655, "val_loss": 1.6277650594711304, "acc": 39.23, "time": 123.67113410599995, "param": [ { "p": 0.10028065741062164, "m": 1.0 }, { "p": 0.010901019908487797, "m": 1.0 }, { "p": 0.040272533893585205, "m": 1.0 }, { "p": 0.0674758031964302, "m": 0.7832843661308289 }, { "p": 0.11818352341651917, "m": 0.23839646577835083 }, { "p": 0.05059724673628807, "m": 0.8424505591392517 }, { "p": 0.05074385926127434, "m": 0.8448477387428284 }, { "p": 0.07297609001398087, "m": 1.0 }, { "p": 0.021513348445296288, "m": 0.9411434531211853 }, { "p": 0.08764363080263138, "m": 0.25697094202041626 }, { "p": 0.031207259744405746, "m": 0.957166314125061 }, { "p": 0.10619230568408966, "m": 0.99867182970047 }, { "p": 0.14144377410411835, "m": 1.0 }, { "p": 0.10056900233030319, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.8771928548812866, "val_loss": 1.6430445909500122, "acc": 42.93, "time": 124.04799278400003, "param": [ { "p": 0.09848549962043762, "m": 1.0 }, { "p": 0.0584440603852272, "m": 1.0 }, { "p": 0.08216669410467148, "m": 1.0 }, { "p": 0.08451041579246521, "m": 0.9152889847755432 }, { "p": 0.08185702562332153, "m": 0.12138639390468597 }, { "p": 0.08422132581472397, "m": 0.9216909408569336 }, { "p": 0.049972087144851685, "m": 0.8998450636863708 }, { "p": 0.07120189815759659, "m": 1.0 }, { "p": 0.07581833750009537, "m": 1.0 }, { "p": 0.07773787528276443, "m": 0.20710939168930054 }, { "p": 0.03959976136684418, "m": 0.989844560623169 }, { "p": 0.05302418768405914, "m": 1.0 }, { "p": 0.06464593857526779, "m": 1.0 }, { "p": 0.07831495255231857, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.8748034238815308, "val_loss": 1.5530824661254883, "acc": 42.61, "time": 123.06099086199993, "param": [ { "p": 0.1429930329322815, "m": 1.0 }, { "p": 0.05860385298728943, "m": 1.0 }, { "p": 0.11874034255743027, "m": 1.0 }, { "p": 0.03878055885434151, "m": 0.9831270575523376 }, { "p": 0.09435059130191803, "m": 0.11227421462535858 }, { "p": 0.0365157425403595, "m": 0.8652787208557129 }, { "p": 0.08031515032052994, "m": 0.9237403869628906 }, { "p": 0.03956124186515808, "m": 0.9876302480697632 }, { "p": 0.11044105142354965, "m": 0.9196072816848755 }, { "p": 0.04002932831645012, "m": 0.3092106282711029 }, { "p": 0.044614315032958984, "m": 0.9477749466896057 }, { "p": 0.05892076715826988, "m": 0.9972564578056335 }, { "p": 0.09574361890554428, "m": 1.0 }, { "p": 0.04039042070508003, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.8890267610549927, "val_loss": 1.6296000480651855, "acc": 45.44, "time": 123.06727030299999, "param": [ { "p": 0.10322701930999756, "m": 1.0 }, { "p": 0.03517962619662285, "m": 1.0 }, { "p": 0.08053551614284515, "m": 1.0 }, { "p": 0.04353640228509903, "m": 0.9803577661514282 }, { "p": 0.11001206934452057, "m": 0.0946177989244461 }, { "p": 0.07134850323200226, "m": 0.6704711318016052 }, { "p": 0.05712320655584335, "m": 0.8438696265220642 }, { "p": 0.0828494280576706, "m": 0.9750816822052002 }, { "p": 0.03526661917567253, "m": 0.9098629951477051 }, { "p": 0.06908288598060608, "m": 0.2996334433555603 }, { "p": 0.04842623695731163, "m": 0.9874144196510315 }, { "p": 0.0670667290687561, "m": 1.0 }, { "p": 0.10564042627811432, "m": 1.0 }, { "p": 0.0907052531838417, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.6891403198242188, "val_loss": 1.3734211921691895, "acc": 46.27, "time": 123.01922835799996, "param": [ { "p": 0.08238576352596283, "m": 1.0 }, { "p": 0.033050257712602615, "m": 1.0 }, { "p": 0.07526573538780212, "m": 1.0 }, { "p": 0.04804779216647148, "m": 0.936478853225708 }, { "p": 0.0948726013302803, "m": 0.0963478684425354 }, { "p": 0.08740504831075668, "m": 0.7027403712272644 }, { "p": 0.03939436376094818, "m": 0.7883701324462891 }, { "p": 0.06040171533823013, "m": 1.0 }, { "p": 0.08434764295816422, "m": 1.0 }, { "p": 0.0439019612967968, "m": 0.3350589871406555 }, { "p": 0.08960048854351044, "m": 0.9976847767829895 }, { "p": 0.07888619601726532, "m": 1.0 }, { "p": 0.10831908881664276, "m": 1.0 }, { "p": 0.07412139326334, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.5979372262954712, "val_loss": 1.5595260858535767, "acc": 47.84, "time": 125.77915664099987, "param": [ { "p": 0.0731789693236351, "m": 1.0 }, { "p": 0.047788191586732864, "m": 1.0 }, { "p": 0.0869661420583725, "m": 1.0 }, { "p": 0.047002021223306656, "m": 0.8888029456138611 }, { "p": 0.0715918019413948, "m": 0.07415726780891418 }, { "p": 0.06830418109893799, "m": 0.7085956931114197 }, { "p": 0.0831008031964302, "m": 0.8867508769035339 }, { "p": 0.06543120741844177, "m": 1.0 }, { "p": 0.10572241246700287, "m": 1.0 }, { "p": 0.06232607364654541, "m": 0.37372979521751404 }, { "p": 0.05498850345611572, "m": 0.9957274794578552 }, { "p": 0.08166074752807617, "m": 1.0 }, { "p": 0.07261242717504501, "m": 1.0 }, { "p": 0.07932651042938232, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.7753881216049194, "val_loss": 1.5133572816848755, "acc": 46.58, "time": 123.92439271600006, "param": [ { "p": 0.0766235888004303, "m": 1.0 }, { "p": 0.03561769425868988, "m": 1.0 }, { "p": 0.07871683686971664, "m": 1.0 }, { "p": 0.06609828025102615, "m": 0.918191134929657 }, { "p": 0.0841142013669014, "m": 0.11757723987102509 }, { "p": 0.05432436242699623, "m": 0.6684579849243164 }, { "p": 0.0763436034321785, "m": 0.8844302296638489 }, { "p": 0.09036777168512344, "m": 1.0 }, { "p": 0.0846632719039917, "m": 0.9914389252662659 }, { "p": 0.06776462495326996, "m": 0.3511982858181 }, { "p": 0.08309285342693329, "m": 0.9989299774169922 }, { "p": 0.08397786319255829, "m": 1.0 }, { "p": 0.08105875551700592, "m": 1.0 }, { "p": 0.03723623976111412, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.6190366744995117, "val_loss": 1.528166651725769, "acc": 49.0, "time": 121.4248233369999, "param": [ { "p": 0.06902555376291275, "m": 1.0 }, { "p": 0.05654264613986015, "m": 1.0 }, { "p": 0.1003144159913063, "m": 1.0 }, { "p": 0.08611088991165161, "m": 0.9701067805290222 }, { "p": 0.07980458438396454, "m": 0.13416090607643127 }, { "p": 0.06882777065038681, "m": 0.7120631337165833 }, { "p": 0.0762392207980156, "m": 0.8042293787002563 }, { "p": 0.07588441669940948, "m": 0.9902613162994385 }, { "p": 0.07039555162191391, "m": 1.0 }, { "p": 0.0688919872045517, "m": 0.3872677683830261 }, { "p": 0.05430848151445389, "m": 0.9999380111694336 }, { "p": 0.07932808995246887, "m": 0.9956150054931641 }, { "p": 0.08520714193582535, "m": 1.0 }, { "p": 0.029119372367858887, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.778054118156433, "val_loss": 1.3678745031356812, "acc": 51.1, "time": 123.04035517099987, "param": [ { "p": 0.06415124237537384, "m": 1.0 }, { "p": 0.06128205358982086, "m": 1.0 }, { "p": 0.09106438606977463, "m": 1.0 }, { "p": 0.05197621509432793, "m": 0.9352678656578064 }, { "p": 0.06798465549945831, "m": 0.049376074224710464 }, { "p": 0.07977667450904846, "m": 0.7145760655403137 }, { "p": 0.05310383439064026, "m": 0.7226093411445618 }, { "p": 0.07686104625463486, "m": 0.8948666453361511 }, { "p": 0.0793437510728836, "m": 1.0 }, { "p": 0.055221252143383026, "m": 0.3505550026893616 }, { "p": 0.09917538613080978, "m": 1.0 }, { "p": 0.05569332838058472, "m": 1.0 }, { "p": 0.08379188179969788, "m": 1.0 }, { "p": 0.08057435601949692, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.5933300256729126, "val_loss": 1.4449774026870728, "acc": 51.03, "time": 121.2285569799999, "param": [ { "p": 0.10267070680856705, "m": 1.0 }, { "p": 0.06148490309715271, "m": 1.0 }, { "p": 0.0824195072054863, "m": 1.0 }, { "p": 0.04535095766186714, "m": 0.9586402177810669 }, { "p": 0.08128931373357773, "m": 0.03813749551773071 }, { "p": 0.05310523509979248, "m": 0.6068631410598755 }, { "p": 0.05524240434169769, "m": 0.7248656153678894 }, { "p": 0.06970847398042679, "m": 0.9848861694335938 }, { "p": 0.06367036700248718, "m": 0.9985235929489136 }, { "p": 0.07609938085079193, "m": 0.29711130261421204 }, { "p": 0.08682695031166077, "m": 1.0 }, { "p": 0.0874699279665947, "m": 1.0 }, { "p": 0.07531312853097916, "m": 1.0 }, { "p": 0.05934872478246689, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.4517005681991577, "val_loss": 1.3287951946258545, "acc": 52.43, "time": 123.25619838400007, "param": [ { "p": 0.08427301794290543, "m": 1.0 }, { "p": 0.05954204127192497, "m": 1.0 }, { "p": 0.0729106217622757, "m": 1.0 }, { "p": 0.055724166333675385, "m": 0.9765028357505798 }, { "p": 0.06966657936573029, "m": 0.03965500369668007 }, { "p": 0.06336815655231476, "m": 0.6805800795555115 }, { "p": 0.10170530527830124, "m": 0.6873340010643005 }, { "p": 0.08335451781749725, "m": 1.0 }, { "p": 0.07406330108642578, "m": 0.9979649782180786 }, { "p": 0.0753365084528923, "m": 0.27837347984313965 }, { "p": 0.05788666009902954, "m": 1.0 }, { "p": 0.07203921675682068, "m": 1.0 }, { "p": 0.08530651777982712, "m": 1.0 }, { "p": 0.04482340067625046, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.4534832239151, "val_loss": 1.3292531967163086, "acc": 49.71, "time": 123.37632469599976, "param": [ { "p": 0.09964045882225037, "m": 1.0 }, { "p": 0.04999130219221115, "m": 1.0 }, { "p": 0.08212743699550629, "m": 1.0 }, { "p": 0.06511335074901581, "m": 0.9762358069419861 }, { "p": 0.06067555397748947, "m": 0.036504119634628296 }, { "p": 0.07658996433019638, "m": 0.650046706199646 }, { "p": 0.0606473870575428, "m": 0.7355532050132751 }, { "p": 0.084465891122818, "m": 1.0 }, { "p": 0.07839155942201614, "m": 0.9990253448486328 }, { "p": 0.05781959369778633, "m": 0.3644767999649048 }, { "p": 0.07872548699378967, "m": 1.0 }, { "p": 0.0776800662279129, "m": 1.0 }, { "p": 0.09071038663387299, "m": 1.0 }, { "p": 0.03742152824997902, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.6133853197097778, "val_loss": 1.3950034379959106, "acc": 54.13, "time": 127.47749653000028, "param": [ { "p": 0.07771764695644379, "m": 1.0 }, { "p": 0.06590244919061661, "m": 1.0 }, { "p": 0.08376524597406387, "m": 1.0 }, { "p": 0.07027018815279007, "m": 0.9913783073425293 }, { "p": 0.07015204429626465, "m": 0.12368836998939514 }, { "p": 0.07607978582382202, "m": 0.473186731338501 }, { "p": 0.06417210400104523, "m": 0.7740929126739502 }, { "p": 0.05383682623505592, "m": 1.0 }, { "p": 0.06553298979997635, "m": 1.0 }, { "p": 0.0821738913655281, "m": 0.2731338143348694 }, { "p": 0.08272809535264969, "m": 1.0 }, { "p": 0.10471441596746445, "m": 1.0 }, { "p": 0.07434132695198059, "m": 1.0 }, { "p": 0.028613032773137093, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.6031428575515747, "val_loss": 1.3950756788253784, "acc": 53.79, "time": 131.71885418500005, "param": [ { "p": 0.0831880271434784, "m": 1.0 }, { "p": 0.06348000466823578, "m": 1.0 }, { "p": 0.1011064350605011, "m": 1.0 }, { "p": 0.0702681839466095, "m": 0.9409807920455933 }, { "p": 0.09187103807926178, "m": 0.10748384892940521 }, { "p": 0.0659707561135292, "m": 0.48691779375076294 }, { "p": 0.06664789468050003, "m": 0.761783242225647 }, { "p": 0.07981796562671661, "m": 0.988368809223175 }, { "p": 0.04939574748277664, "m": 0.9996750354766846 }, { "p": 0.055179934948682785, "m": 0.3221644461154938 }, { "p": 0.06426779180765152, "m": 0.9862442016601562 }, { "p": 0.07879399508237839, "m": 1.0 }, { "p": 0.08528273552656174, "m": 1.0 }, { "p": 0.04472949728369713, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.6569082736968994, "val_loss": 1.3101553916931152, "acc": 53.76, "time": 131.9133917029999, "param": [ { "p": 0.08453984558582306, "m": 1.0 }, { "p": 0.03333049267530441, "m": 1.0 }, { "p": 0.0801771879196167, "m": 1.0 }, { "p": 0.0781468078494072, "m": 0.9855446219444275 }, { "p": 0.07141295820474625, "m": 0.12122830003499985 }, { "p": 0.07256948202848434, "m": 0.6402322053909302 }, { "p": 0.07321840524673462, "m": 0.7347525954246521 }, { "p": 0.06066754832863808, "m": 1.0 }, { "p": 0.07318077981472015, "m": 1.0 }, { "p": 0.06540457904338837, "m": 0.3282700181007385 }, { "p": 0.08618560433387756, "m": 1.0 }, { "p": 0.046264857053756714, "m": 1.0 }, { "p": 0.08926621824502945, "m": 1.0 }, { "p": 0.08563517779111862, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.5824792385101318, "val_loss": 1.1821202039718628, "acc": 57.33, "time": 131.62956951099977, "param": [ { "p": 0.08206193894147873, "m": 1.0 }, { "p": 0.04841415584087372, "m": 1.0 }, { "p": 0.07925184071063995, "m": 1.0 }, { "p": 0.0521080382168293, "m": 0.9497272968292236 }, { "p": 0.0794016644358635, "m": 0.10834889858961105 }, { "p": 0.08254878968000412, "m": 0.6653417348861694 }, { "p": 0.06791867315769196, "m": 0.7941309809684753 }, { "p": 0.07827680557966232, "m": 0.961728036403656 }, { "p": 0.05257163196802139, "m": 0.9721711277961731 }, { "p": 0.05298139527440071, "m": 0.3364233672618866 }, { "p": 0.07281622290611267, "m": 1.0 }, { "p": 0.09441559761762619, "m": 1.0 }, { "p": 0.10933957248926163, "m": 1.0 }, { "p": 0.047893717885017395, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.4480761289596558, "val_loss": 1.1810052394866943, "acc": 56.58, "time": 130.00584351299995, "param": [ { "p": 0.10081535577774048, "m": 1.0 }, { "p": 0.02159082144498825, "m": 1.0 }, { "p": 0.09678949415683746, "m": 1.0 }, { "p": 0.06244036927819252, "m": 0.9826358556747437 }, { "p": 0.062234051525592804, "m": 0.16439595818519592 }, { "p": 0.06168203055858612, "m": 0.6118439435958862 }, { "p": 0.07699170708656311, "m": 0.8163124322891235 }, { "p": 0.06286107003688812, "m": 0.9004183411598206 }, { "p": 0.08078278601169586, "m": 0.9791460037231445 }, { "p": 0.04293891787528992, "m": 0.4007244408130646 }, { "p": 0.07358977943658829, "m": 0.9936841130256653 }, { "p": 0.08476030826568604, "m": 1.0 }, { "p": 0.10448930412530899, "m": 1.0 }, { "p": 0.06803403794765472, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.4489868879318237, "val_loss": 1.1524443626403809, "acc": 56.83, "time": 127.79976698900009, "param": [ { "p": 0.08377443999052048, "m": 1.0 }, { "p": 0.050605546683073044, "m": 1.0 }, { "p": 0.09063206613063812, "m": 1.0 }, { "p": 0.05674480274319649, "m": 0.9876381754875183 }, { "p": 0.07597149908542633, "m": 0.1683598905801773 }, { "p": 0.06624863296747208, "m": 0.6957617402076721 }, { "p": 0.07395802438259125, "m": 0.8383388519287109 }, { "p": 0.09804804623126984, "m": 0.8619191646575928 }, { "p": 0.06865724921226501, "m": 0.9404390454292297 }, { "p": 0.06318549811840057, "m": 0.44046151638031006 }, { "p": 0.08140885084867477, "m": 1.0 }, { "p": 0.07449112832546234, "m": 1.0 }, { "p": 0.07183720916509628, "m": 1.0 }, { "p": 0.04443685710430145, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.4703593254089355, "val_loss": 1.2856460809707642, "acc": 57.34, "time": 126.06939272999989, "param": [ { "p": 0.08902399241924286, "m": 1.0 }, { "p": 0.056206174194812775, "m": 1.0 }, { "p": 0.09303604066371918, "m": 1.0 }, { "p": 0.06763830035924911, "m": 1.0 }, { "p": 0.0820426344871521, "m": 0.22284893691539764 }, { "p": 0.07061321288347244, "m": 0.6870291233062744 }, { "p": 0.0740903913974762, "m": 0.9160224199295044 }, { "p": 0.0669180303812027, "m": 0.9450119137763977 }, { "p": 0.06122943386435509, "m": 1.0 }, { "p": 0.07153714448213577, "m": 0.40568363666534424 }, { "p": 0.07085276395082474, "m": 0.9918418526649475 }, { "p": 0.06977012008428574, "m": 1.0 }, { "p": 0.07326364517211914, "m": 1.0 }, { "p": 0.05377814173698425, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.430584192276001, "val_loss": 1.1881400346755981, "acc": 57.67, "time": 119.86689092100005, "param": [ { "p": 0.07759968936443329, "m": 1.0 }, { "p": 0.08129888027906418, "m": 1.0 }, { "p": 0.09628415107727051, "m": 1.0 }, { "p": 0.050397783517837524, "m": 0.9879685044288635 }, { "p": 0.07383685559034348, "m": 0.11448035389184952 }, { "p": 0.06004112958908081, "m": 0.7314504981040955 }, { "p": 0.07201376557350159, "m": 0.8640072345733643 }, { "p": 0.03806573897600174, "m": 0.999820351600647 }, { "p": 0.0960768461227417, "m": 0.9988943934440613 }, { "p": 0.06210346519947052, "m": 0.4485858082771301 }, { "p": 0.0916285440325737, "m": 0.9942309856414795 }, { "p": 0.07777073234319687, "m": 1.0 }, { "p": 0.08959373086690903, "m": 1.0 }, { "p": 0.03328866511583328, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.5650545358657837, "val_loss": 1.1359788179397583, "acc": 58.46, "time": 121.560120095, "param": [ { "p": 0.10755771398544312, "m": 1.0 }, { "p": 0.06617897003889084, "m": 1.0 }, { "p": 0.08544384688138962, "m": 1.0 }, { "p": 0.04501109570264816, "m": 0.9662180542945862 }, { "p": 0.07552807033061981, "m": 0.06659220159053802 }, { "p": 0.04544239491224289, "m": 0.6853142976760864 }, { "p": 0.07362648844718933, "m": 0.8993984460830688 }, { "p": 0.06206449121236801, "m": 0.9532327651977539 }, { "p": 0.05898524820804596, "m": 1.0 }, { "p": 0.077922523021698, "m": 0.5096018314361572 }, { "p": 0.0788159966468811, "m": 0.9728713631629944 }, { "p": 0.07015269249677658, "m": 1.0 }, { "p": 0.09083669632673264, "m": 1.0 }, { "p": 0.062433741986751556, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.4192118644714355, "val_loss": 1.207641839981079, "acc": 59.81, "time": 123.82423672999994, "param": [ { "p": 0.07054408639669418, "m": 1.0 }, { "p": 0.03611741214990616, "m": 1.0 }, { "p": 0.08155578374862671, "m": 1.0 }, { "p": 0.06451908499002457, "m": 0.9385578036308289 }, { "p": 0.09608590602874756, "m": 0.08851802349090576 }, { "p": 0.06584195792675018, "m": 0.7383330464363098 }, { "p": 0.05823718383908272, "m": 0.9128686189651489 }, { "p": 0.09372107684612274, "m": 0.9814753532409668 }, { "p": 0.06637760251760483, "m": 0.940220057964325 }, { "p": 0.05158517137169838, "m": 0.5698121190071106 }, { "p": 0.07794341444969177, "m": 0.9618423581123352 }, { "p": 0.07391560822725296, "m": 1.0 }, { "p": 0.10489822924137115, "m": 1.0 }, { "p": 0.05865751951932907, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.3651858568191528, "val_loss": 1.094572901725769, "acc": 59.77, "time": 122.98078533699982, "param": [ { "p": 0.08837050199508667, "m": 1.0 }, { "p": 0.07702893018722534, "m": 1.0 }, { "p": 0.07144737243652344, "m": 1.0 }, { "p": 0.0541028194129467, "m": 1.0 }, { "p": 0.07939445227384567, "m": 0.17814195156097412 }, { "p": 0.039594002068042755, "m": 0.727544367313385 }, { "p": 0.09186679869890213, "m": 0.8598148822784424 }, { "p": 0.08359801024198532, "m": 0.9101658463478088 }, { "p": 0.03953680396080017, "m": 0.9797062873840332 }, { "p": 0.06524895876646042, "m": 0.6392926573753357 }, { "p": 0.07509130984544754, "m": 0.9998296499252319 }, { "p": 0.08028116822242737, "m": 1.0 }, { "p": 0.08140745759010315, "m": 1.0 }, { "p": 0.07303134351968765, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.442821979522705, "val_loss": 1.1655128002166748, "acc": 59.27, "time": 129.38211316999968, "param": [ { "p": 0.06810430437326431, "m": 1.0 }, { "p": 0.027650807052850723, "m": 1.0 }, { "p": 0.058897607028484344, "m": 1.0 }, { "p": 0.030730795115232468, "m": 0.9773351550102234 }, { "p": 0.07944692671298981, "m": 0.24924807250499725 }, { "p": 0.07801078259944916, "m": 0.7567005753517151 }, { "p": 0.07268471270799637, "m": 0.752434492111206 }, { "p": 0.08322438597679138, "m": 0.9675064086914062 }, { "p": 0.06607796251773834, "m": 1.0 }, { "p": 0.10209370404481888, "m": 0.6378785371780396 }, { "p": 0.08066654950380325, "m": 1.0 }, { "p": 0.09377840906381607, "m": 0.9984506368637085 }, { "p": 0.09454982727766037, "m": 1.0 }, { "p": 0.06408312916755676, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.3181381225585938, "val_loss": 1.0912998914718628, "acc": 60.89, "time": 132.89791336000008, "param": [ { "p": 0.07608481496572495, "m": 1.0 }, { "p": 0.05920790880918503, "m": 1.0 }, { "p": 0.06970261037349701, "m": 1.0 }, { "p": 0.06699541211128235, "m": 0.9975639581680298 }, { "p": 0.06976116448640823, "m": 0.12174554914236069 }, { "p": 0.05930935963988304, "m": 0.6354385614395142 }, { "p": 0.063581682741642, "m": 0.7861844301223755 }, { "p": 0.05927947908639908, "m": 0.9862591624259949 }, { "p": 0.07661381363868713, "m": 1.0 }, { "p": 0.06982379406690598, "m": 0.6841172575950623 }, { "p": 0.07730177044868469, "m": 0.9993045330047607 }, { "p": 0.08323416113853455, "m": 1.0 }, { "p": 0.0942874550819397, "m": 1.0 }, { "p": 0.07481657713651657, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.4893773794174194, "val_loss": 1.1698015928268433, "acc": 59.16, "time": 132.37489851700002, "param": [ { "p": 0.0717335045337677, "m": 1.0 }, { "p": 0.07873738557100296, "m": 1.0 }, { "p": 0.06506562978029251, "m": 1.0 }, { "p": 0.06631633639335632, "m": 0.9375682473182678 }, { "p": 0.0751572921872139, "m": 0.24741172790527344 }, { "p": 0.07008618861436844, "m": 0.785624086856842 }, { "p": 0.061298638582229614, "m": 0.8449856042861938 }, { "p": 0.05607803165912628, "m": 0.9035760164260864 }, { "p": 0.08763787895441055, "m": 0.9996557831764221 }, { "p": 0.06327236443758011, "m": 0.7137780785560608 }, { "p": 0.08066873997449875, "m": 0.9659894704818726 }, { "p": 0.07375819236040115, "m": 1.0 }, { "p": 0.09549020975828171, "m": 1.0 }, { "p": 0.05469966307282448, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.233089566230774, "val_loss": 1.1795341968536377, "acc": 61.42, "time": 132.68017291800015, "param": [ { "p": 0.087004154920578, "m": 1.0 }, { "p": 0.06322706490755081, "m": 1.0 }, { "p": 0.07361635565757751, "m": 1.0 }, { "p": 0.041966672986745834, "m": 0.9021835923194885 }, { "p": 0.07280878722667694, "m": 0.23480434715747833 }, { "p": 0.0841696560382843, "m": 0.745982825756073 }, { "p": 0.06931614130735397, "m": 0.8824766278266907 }, { "p": 0.0550675094127655, "m": 0.9882341623306274 }, { "p": 0.08248838782310486, "m": 1.0 }, { "p": 0.06905566900968552, "m": 0.7574908137321472 }, { "p": 0.09000211209058762, "m": 0.9987795352935791 }, { "p": 0.07782423496246338, "m": 1.0 }, { "p": 0.08783141523599625, "m": 1.0 }, { "p": 0.04562173783779144, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.3446333408355713, "val_loss": 1.1120946407318115, "acc": 61.94, "time": 129.79783489400052, "param": [ { "p": 0.07641562074422836, "m": 1.0 }, { "p": 0.0653575137257576, "m": 1.0 }, { "p": 0.07135728001594543, "m": 1.0 }, { "p": 0.06099030375480652, "m": 0.9318858981132507 }, { "p": 0.09799116849899292, "m": 0.16234134137630463 }, { "p": 0.07811401784420013, "m": 0.6660728454589844 }, { "p": 0.06037791445851326, "m": 0.9052239656448364 }, { "p": 0.05948464572429657, "m": 0.9712272882461548 }, { "p": 0.07616594433784485, "m": 0.9974073171615601 }, { "p": 0.06568735837936401, "m": 0.7675463557243347 }, { "p": 0.07410799711942673, "m": 1.0 }, { "p": 0.0876590758562088, "m": 1.0 }, { "p": 0.07224684953689575, "m": 1.0 }, { "p": 0.05404423549771309, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.3253182172775269, "val_loss": 1.0575534105300903, "acc": 61.52, "time": 127.96364086300036, "param": [ { "p": 0.08105378597974777, "m": 1.0 }, { "p": 0.05249490216374397, "m": 1.0 }, { "p": 0.08069062978029251, "m": 1.0 }, { "p": 0.0604032427072525, "m": 0.956754207611084 }, { "p": 0.07525654882192612, "m": 0.17465507984161377 }, { "p": 0.08750170469284058, "m": 0.5403353571891785 }, { "p": 0.07052923738956451, "m": 0.9153457283973694 }, { "p": 0.06442853808403015, "m": 0.8945457339286804 }, { "p": 0.06830541789531708, "m": 0.9667962193489075 }, { "p": 0.0709419995546341, "m": 0.8217944502830505 }, { "p": 0.060003895312547684, "m": 1.0 }, { "p": 0.08174962550401688, "m": 1.0 }, { "p": 0.07317860424518585, "m": 1.0 }, { "p": 0.07346183806657791, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.2443073987960815, "val_loss": 1.0557843446731567, "acc": 62.66, "time": 127.14685540700066, "param": [ { "p": 0.08298136293888092, "m": 1.0 }, { "p": 0.06624813377857208, "m": 1.0 }, { "p": 0.08250457793474197, "m": 1.0 }, { "p": 0.05157448351383209, "m": 0.8741993308067322 }, { "p": 0.08305864036083221, "m": 0.27362367510795593 }, { "p": 0.04733062908053398, "m": 0.5582097172737122 }, { "p": 0.07868307083845139, "m": 0.9860662817955017 }, { "p": 0.07020100951194763, "m": 0.8814258575439453 }, { "p": 0.07970737665891647, "m": 1.0 }, { "p": 0.06857631355524063, "m": 0.8329517841339111 }, { "p": 0.06951070576906204, "m": 0.9983755946159363 }, { "p": 0.09867068380117416, "m": 1.0 }, { "p": 0.06910146772861481, "m": 1.0 }, { "p": 0.05185152217745781, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.4441636800765991, "val_loss": 1.1015827655792236, "acc": 62.71, "time": 123.4605473620004, "param": [ { "p": 0.08769387751817703, "m": 1.0 }, { "p": 0.037626899778842926, "m": 1.0 }, { "p": 0.07708960771560669, "m": 1.0 }, { "p": 0.06877847015857697, "m": 0.7755540609359741 }, { "p": 0.07092122733592987, "m": 0.16989991068840027 }, { "p": 0.0890231803059578, "m": 0.5067538619041443 }, { "p": 0.0638289749622345, "m": 0.814530074596405 }, { "p": 0.06598947197198868, "m": 0.9847999215126038 }, { "p": 0.09577030688524246, "m": 1.0 }, { "p": 0.05838092416524887, "m": 0.8717692494392395 }, { "p": 0.049310509115457535, "m": 1.0 }, { "p": 0.06975127756595612, "m": 1.0 }, { "p": 0.11039159446954727, "m": 1.0 }, { "p": 0.05544362589716911, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.272207260131836, "val_loss": 1.100294828414917, "acc": 62.03, "time": 122.23555982499965, "param": [ { "p": 0.06398763507604599, "m": 1.0 }, { "p": 0.06919123977422714, "m": 1.0 }, { "p": 0.09039241075515747, "m": 1.0 }, { "p": 0.036631688475608826, "m": 0.7403076887130737 }, { "p": 0.08168263733386993, "m": 0.16640488803386688 }, { "p": 0.0817055031657219, "m": 0.7245178818702698 }, { "p": 0.06967724859714508, "m": 0.7997024059295654 }, { "p": 0.07422006875276566, "m": 0.8507864475250244 }, { "p": 0.05626153200864792, "m": 0.9915306568145752 }, { "p": 0.08045729249715805, "m": 0.8869797587394714 }, { "p": 0.0732351690530777, "m": 1.0 }, { "p": 0.06127529218792915, "m": 1.0 }, { "p": 0.09626379609107971, "m": 1.0 }, { "p": 0.06501846760511398, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.2893834114074707, "val_loss": 1.1555812358856201, "acc": 61.47, "time": 123.0436186779998, "param": [ { "p": 0.08739577233791351, "m": 1.0 }, { "p": 0.03574373945593834, "m": 1.0 }, { "p": 0.0710403174161911, "m": 1.0 }, { "p": 0.05384361743927002, "m": 0.7980513572692871 }, { "p": 0.06377806514501572, "m": 0.2659977972507477 }, { "p": 0.06415650993585587, "m": 0.7508189678192139 }, { "p": 0.06834437698125839, "m": 0.8956975936889648 }, { "p": 0.07215411216020584, "m": 0.972740888595581 }, { "p": 0.0727372020483017, "m": 0.99735027551651 }, { "p": 0.07550515979528427, "m": 0.8973737955093384 }, { "p": 0.09503459930419922, "m": 1.0 }, { "p": 0.07856442034244537, "m": 1.0 }, { "p": 0.086361363530159, "m": 1.0 }, { "p": 0.07534081488847733, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.5251952409744263, "val_loss": 1.0549739599227905, "acc": 62.91, "time": 122.67732614399938, "param": [ { "p": 0.0790766030550003, "m": 1.0 }, { "p": 0.06379743665456772, "m": 1.0 }, { "p": 0.07917498797178268, "m": 1.0 }, { "p": 0.06155013665556908, "m": 0.7895445227622986 }, { "p": 0.06770160794258118, "m": 0.20684079825878143 }, { "p": 0.06521747261285782, "m": 0.7261632084846497 }, { "p": 0.06226273253560066, "m": 0.869770348072052 }, { "p": 0.0660443976521492, "m": 0.8745563626289368 }, { "p": 0.08053509891033173, "m": 0.989173412322998 }, { "p": 0.08111485838890076, "m": 0.9371757507324219 }, { "p": 0.09549939632415771, "m": 1.0 }, { "p": 0.06591543555259705, "m": 1.0 }, { "p": 0.07072173058986664, "m": 1.0 }, { "p": 0.061388127505779266, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.294769287109375, "val_loss": 1.1261075735092163, "acc": 62.34, "time": 124.51354586199977, "param": [ { "p": 0.0980648398399353, "m": 1.0 }, { "p": 0.05778241157531738, "m": 1.0 }, { "p": 0.09756933152675629, "m": 1.0 }, { "p": 0.010339413769543171, "m": 0.7070441842079163 }, { "p": 0.0424671471118927, "m": 0.213877335190773 }, { "p": 0.07233410328626633, "m": 0.7598584294319153 }, { "p": 0.07410582900047302, "m": 0.8747721910476685 }, { "p": 0.02930568717420101, "m": 0.9039133191108704 }, { "p": 0.06446990370750427, "m": 0.9970131516456604 }, { "p": 0.08771295100450516, "m": 0.9597773551940918 }, { "p": 0.10841944068670273, "m": 1.0 }, { "p": 0.08752008527517319, "m": 1.0 }, { "p": 0.08702265471220016, "m": 1.0 }, { "p": 0.08288618922233582, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.5790029764175415, "val_loss": 1.042870283126831, "acc": 64.39, "time": 122.97385237799972, "param": [ { "p": 0.09985001385211945, "m": 1.0 }, { "p": 0.050473060458898544, "m": 1.0 }, { "p": 0.1005229726433754, "m": 1.0 }, { "p": 0.05648259073495865, "m": 0.8096481561660767 }, { "p": 0.07001382112503052, "m": 0.26112887263298035 }, { "p": 0.06666544079780579, "m": 0.8006343245506287 }, { "p": 0.06994722783565521, "m": 1.0 }, { "p": 0.08707167953252792, "m": 0.9810512661933899 }, { "p": 0.054452069103717804, "m": 0.9997277855873108 }, { "p": 0.06593368947505951, "m": 0.9857112765312195 }, { "p": 0.0675196722149849, "m": 1.0 }, { "p": 0.07174104452133179, "m": 1.0 }, { "p": 0.08535576611757278, "m": 1.0 }, { "p": 0.05397089943289757, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.3985869884490967, "val_loss": 1.1190375089645386, "acc": 63.33, "time": 122.25850699300008, "param": [ { "p": 0.07710415124893188, "m": 1.0 }, { "p": 0.02958238311111927, "m": 1.0 }, { "p": 0.09707845002412796, "m": 1.0 }, { "p": 0.05221421271562576, "m": 0.7595290541648865 }, { "p": 0.0613226480782032, "m": 0.28036075830459595 }, { "p": 0.053609319031238556, "m": 0.7035301327705383 }, { "p": 0.07202471792697906, "m": 0.9699217081069946 }, { "p": 0.07029746472835541, "m": 0.9556009769439697 }, { "p": 0.06442123651504517, "m": 0.9959596991539001 }, { "p": 0.0715259462594986, "m": 0.9550741910934448 }, { "p": 0.11702604591846466, "m": 1.0 }, { "p": 0.05172675848007202, "m": 1.0 }, { "p": 0.09422016888856888, "m": 1.0 }, { "p": 0.08784658461809158, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.4450961351394653, "val_loss": 0.9902898669242859, "acc": 63.91, "time": 122.07696054999997, "param": [ { "p": 0.1098015159368515, "m": 1.0 }, { "p": 0.051546793431043625, "m": 1.0 }, { "p": 0.0935395136475563, "m": 1.0 }, { "p": 0.029996396973729134, "m": 0.7304362058639526 }, { "p": 0.041292596608400345, "m": 0.23277375102043152 }, { "p": 0.069318987429142, "m": 0.8289915323257446 }, { "p": 0.0751880630850792, "m": 0.9639360308647156 }, { "p": 0.07930120825767517, "m": 0.8462943434715271 }, { "p": 0.07222560048103333, "m": 0.9811897873878479 }, { "p": 0.0719362273812294, "m": 0.9976556897163391 }, { "p": 0.06008237972855568, "m": 0.987484335899353 }, { "p": 0.07478157430887222, "m": 1.0 }, { "p": 0.09542194753885269, "m": 1.0 }, { "p": 0.07556731253862381, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.3577630519866943, "val_loss": 0.9625284671783447, "acc": 65.24, "time": 122.12141560599957, "param": [ { "p": 0.08921743929386139, "m": 1.0 }, { "p": 0.06327899545431137, "m": 1.0 }, { "p": 0.07675057649612427, "m": 1.0 }, { "p": 0.06942088156938553, "m": 0.7354711890220642 }, { "p": 0.052065253257751465, "m": 0.19970887899398804 }, { "p": 0.0772397443652153, "m": 0.8342979550361633 }, { "p": 0.0833580270409584, "m": 0.9651991128921509 }, { "p": 0.07562898099422455, "m": 0.8181123733520508 }, { "p": 0.06380698084831238, "m": 1.0 }, { "p": 0.08073952794075012, "m": 0.9908722043037415 }, { "p": 0.07033088058233261, "m": 1.0 }, { "p": 0.07715560495853424, "m": 1.0 }, { "p": 0.08590560406446457, "m": 1.0 }, { "p": 0.03510143607854843, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.193587303161621, "val_loss": 1.0472761392593384, "acc": 64.72, "time": 116.12461986499966, "param": [ { "p": 0.09270674735307693, "m": 1.0 }, { "p": 0.007886228151619434, "m": 1.0 }, { "p": 0.07735748589038849, "m": 1.0 }, { "p": 0.04989202693104744, "m": 0.7661100029945374 }, { "p": 0.07433050125837326, "m": 0.2731591463088989 }, { "p": 0.08331504464149475, "m": 1.0 }, { "p": 0.06548067927360535, "m": 0.9428569674491882 }, { "p": 0.08169412612915039, "m": 0.7308714985847473 }, { "p": 0.07741893827915192, "m": 0.9998059272766113 }, { "p": 0.10305000096559525, "m": 0.9726684093475342 }, { "p": 0.07982570677995682, "m": 1.0 }, { "p": 0.08148111402988434, "m": 1.0 }, { "p": 0.0715615525841713, "m": 1.0 }, { "p": 0.053999871015548706, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.424070119857788, "val_loss": 0.9462261199951172, "acc": 64.91, "time": 115.1827058230001, "param": [ { "p": 0.09667794406414032, "m": 1.0 }, { "p": 0.02066553197801113, "m": 1.0 }, { "p": 0.08852199465036392, "m": 1.0 }, { "p": 0.04223472252488136, "m": 0.7063037753105164 }, { "p": 0.04247008636593819, "m": 0.2734239995479584 }, { "p": 0.08285485953092575, "m": 0.874758780002594 }, { "p": 0.04961160942912102, "m": 0.8991280794143677 }, { "p": 0.06574840098619461, "m": 0.7602586150169373 }, { "p": 0.06789637356996536, "m": 0.98648601770401 }, { "p": 0.07309000939130783, "m": 0.9970769882202148 }, { "p": 0.058640990406274796, "m": 0.9595065116882324 }, { "p": 0.10515830665826797, "m": 1.0 }, { "p": 0.11171513050794601, "m": 1.0 }, { "p": 0.09471413493156433, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.330062985420227, "val_loss": 1.0651440620422363, "acc": 63.63, "time": 113.93422654900041, "param": [ { "p": 0.09900158643722534, "m": 1.0 }, { "p": 0.06072871387004852, "m": 1.0 }, { "p": 0.0759858563542366, "m": 1.0 }, { "p": 0.05801880732178688, "m": 0.6822258830070496 }, { "p": 0.05406585708260536, "m": 0.23876483738422394 }, { "p": 0.06160568818449974, "m": 0.7362456917762756 }, { "p": 0.062190376222133636, "m": 0.9342547655105591 }, { "p": 0.07643511146306992, "m": 0.8257116675376892 }, { "p": 0.07885197550058365, "m": 1.0 }, { "p": 0.06473779678344727, "m": 0.9845518469810486 }, { "p": 0.07020845264196396, "m": 1.0 }, { "p": 0.07737553864717484, "m": 1.0 }, { "p": 0.07316745817661285, "m": 1.0 }, { "p": 0.08762679994106293, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.1163997650146484, "val_loss": 1.0050923824310303, "acc": 65.88, "time": 120.95736754299924, "param": [ { "p": 0.06975512206554413, "m": 1.0 }, { "p": 0.032193951308727264, "m": 1.0 }, { "p": 0.07300880551338196, "m": 1.0 }, { "p": 0.0663376972079277, "m": 0.6451809406280518 }, { "p": 0.08298239856958389, "m": 0.15109938383102417 }, { "p": 0.07602737843990326, "m": 0.7822309732437134 }, { "p": 0.08355601131916046, "m": 0.9438768625259399 }, { "p": 0.07028224319219589, "m": 0.7874028086662292 }, { "p": 0.06290996819734573, "m": 1.0 }, { "p": 0.08670887351036072, "m": 1.0 }, { "p": 0.09182193130254745, "m": 1.0 }, { "p": 0.08328302204608917, "m": 1.0 }, { "p": 0.057010263204574585, "m": 1.0 }, { "p": 0.064122274518013, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.203330397605896, "val_loss": 0.9516459703445435, "acc": 65.41, "time": 111.10004115500033, "param": [ { "p": 0.07364923506975174, "m": 1.0 }, { "p": 0.05178850516676903, "m": 1.0 }, { "p": 0.07788076996803284, "m": 1.0 }, { "p": 0.07391169667243958, "m": 0.8315772414207458 }, { "p": 0.05079619213938713, "m": 0.1596432775259018 }, { "p": 0.054544877260923386, "m": 0.835933268070221 }, { "p": 0.0827847570180893, "m": 0.9309632182121277 }, { "p": 0.06901177763938904, "m": 0.777100145816803 }, { "p": 0.08924930542707443, "m": 1.0 }, { "p": 0.06343448162078857, "m": 1.0 }, { "p": 0.07658978551626205, "m": 0.9987018704414368 }, { "p": 0.09672851860523224, "m": 0.9998401403427124 }, { "p": 0.0805162861943245, "m": 1.0 }, { "p": 0.05911380797624588, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.2848442792892456, "val_loss": 0.9861060380935669, "acc": 66.94, "time": 117.61104935499952, "param": [ { "p": 0.06775924563407898, "m": 1.0 }, { "p": 0.05609368532896042, "m": 1.0 }, { "p": 0.079231858253479, "m": 1.0 }, { "p": 0.06444064527750015, "m": 0.7069796323776245 }, { "p": 0.08339502662420273, "m": 0.0 }, { "p": 0.06920317560434341, "m": 0.9597855806350708 }, { "p": 0.08796491473913193, "m": 0.8656920194625854 }, { "p": 0.056021351367235184, "m": 0.7708094120025635 }, { "p": 0.07660747319459915, "m": 1.0 }, { "p": 0.0696728527545929, "m": 1.0 }, { "p": 0.055236998945474625, "m": 0.9650348424911499 }, { "p": 0.09400266408920288, "m": 1.0 }, { "p": 0.08825712651014328, "m": 1.0 }, { "p": 0.05211297422647476, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.0496835708618164, "val_loss": 1.0115158557891846, "acc": 66.03, "time": 124.55732258400076, "param": [ { "p": 0.08463696390390396, "m": 1.0 }, { "p": 0.015673287212848663, "m": 1.0 }, { "p": 0.1025608479976654, "m": 1.0 }, { "p": 0.03566336631774902, "m": 0.6686333417892456 }, { "p": 0.1055852398276329, "m": 0.0028406635392457247 }, { "p": 0.06295256316661835, "m": 0.9301058650016785 }, { "p": 0.07624675333499908, "m": 0.8624674677848816 }, { "p": 0.078789122402668, "m": 0.8061931133270264 }, { "p": 0.07811760902404785, "m": 1.0 }, { "p": 0.06726326793432236, "m": 0.9756779670715332 }, { "p": 0.07408398389816284, "m": 1.0 }, { "p": 0.07186911255121231, "m": 1.0 }, { "p": 0.09195563942193985, "m": 1.0 }, { "p": 0.05460226535797119, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.084972620010376, "val_loss": 0.9976372122764587, "acc": 66.09, "time": 119.88702277500033, "param": [ { "p": 0.09130413085222244, "m": 1.0 }, { "p": 0.05329635366797447, "m": 1.0 }, { "p": 0.08695360273122787, "m": 1.0 }, { "p": 0.06675335764884949, "m": 0.6464264988899231 }, { "p": 0.06179977208375931, "m": 0.0 }, { "p": 0.06605938822031021, "m": 1.0 }, { "p": 0.0549190416932106, "m": 0.8794713020324707 }, { "p": 0.046239133924245834, "m": 0.992878258228302 }, { "p": 0.08834319561719894, "m": 1.0 }, { "p": 0.07640103995800018, "m": 0.9972442984580994 }, { "p": 0.08417367190122604, "m": 1.0 }, { "p": 0.09492231160402298, "m": 1.0 }, { "p": 0.05998937413096428, "m": 1.0 }, { "p": 0.06884559243917465, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.1782923936843872, "val_loss": 1.090583324432373, "acc": 66.4, "time": 109.96375933799936, "param": [ { "p": 0.08889926970005035, "m": 1.0 }, { "p": 0.04832630604505539, "m": 1.0 }, { "p": 0.09957367926836014, "m": 1.0 }, { "p": 0.04174774885177612, "m": 0.7453399300575256 }, { "p": 0.06677122414112091, "m": 0.0007250578491948545 }, { "p": 0.05444808304309845, "m": 0.985466718673706 }, { "p": 0.07499482482671738, "m": 0.9559468030929565 }, { "p": 0.07021311670541763, "m": 0.9584208726882935 }, { "p": 0.06949891149997711, "m": 1.0 }, { "p": 0.07569367438554764, "m": 0.9837248921394348 }, { "p": 0.08144095540046692, "m": 0.9998125433921814 }, { "p": 0.07462085038423538, "m": 1.0 }, { "p": 0.08219047635793686, "m": 1.0 }, { "p": 0.07158081978559494, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.1416244506835938, "val_loss": 1.0253030061721802, "acc": 66.94, "time": 110.68022924500019, "param": [ { "p": 0.08765242248773575, "m": 1.0 }, { "p": 0.03477431461215019, "m": 1.0 }, { "p": 0.06650012731552124, "m": 1.0 }, { "p": 0.053378235548734665, "m": 0.7299973964691162 }, { "p": 0.08336625248193741, "m": 0.0 }, { "p": 0.06763016432523727, "m": 0.9442763328552246 }, { "p": 0.04422431439161301, "m": 0.8080582618713379 }, { "p": 0.08206113427877426, "m": 0.7713013291358948 }, { "p": 0.10250269621610641, "m": 0.9991812109947205 }, { "p": 0.08486434817314148, "m": 0.8509423136711121 }, { "p": 0.0996304377913475, "m": 1.0 }, { "p": 0.07340257614850998, "m": 1.0 }, { "p": 0.07073016464710236, "m": 1.0 }, { "p": 0.04928281903266907, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.5393191576004028, "val_loss": 0.943927526473999, "acc": 67.57, "time": 114.47747947799962, "param": [ { "p": 0.07198462635278702, "m": 1.0 }, { "p": 0.06267542392015457, "m": 1.0 }, { "p": 0.08894379436969757, "m": 1.0 }, { "p": 0.05139274522662163, "m": 0.7760475873947144 }, { "p": 0.07269939035177231, "m": 0.1188368946313858 }, { "p": 0.06949867308139801, "m": 0.9479496479034424 }, { "p": 0.07053808122873306, "m": 0.9816659688949585 }, { "p": 0.08132624626159668, "m": 0.8326550722122192 }, { "p": 0.06122809275984764, "m": 1.0 }, { "p": 0.0763755738735199, "m": 0.9500995874404907 }, { "p": 0.0726475939154625, "m": 1.0 }, { "p": 0.07972727715969086, "m": 1.0 }, { "p": 0.08630108088254929, "m": 1.0 }, { "p": 0.054661400616168976, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.2679203748703003, "val_loss": 0.8993400931358337, "acc": 67.94, "time": 121.45775299500019, "param": [ { "p": 0.08613524585962296, "m": 1.0 }, { "p": 0.05634108930826187, "m": 1.0 }, { "p": 0.08131485432386398, "m": 1.0 }, { "p": 0.07279440760612488, "m": 0.8374937176704407 }, { "p": 0.07965674996376038, "m": 0.1300342082977295 }, { "p": 0.0541493184864521, "m": 0.9811757802963257 }, { "p": 0.050150733441114426, "m": 0.9942585229873657 }, { "p": 0.07972472161054611, "m": 0.7775517106056213 }, { "p": 0.06290780752897263, "m": 0.9872792959213257 }, { "p": 0.07708151638507843, "m": 0.9809231758117676 }, { "p": 0.08670243620872498, "m": 1.0 }, { "p": 0.06742565333843231, "m": 1.0 }, { "p": 0.08541528880596161, "m": 1.0 }, { "p": 0.06020021811127663, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.1884615421295166, "val_loss": 1.0853990316390991, "acc": 67.45, "time": 119.40198540900019, "param": [ { "p": 0.10488332062959671, "m": 1.0 }, { "p": 0.032422494143247604, "m": 1.0 }, { "p": 0.09406287223100662, "m": 1.0 }, { "p": 0.030697643756866455, "m": 0.6868483424186707 }, { "p": 0.07176191359758377, "m": 0.11986393481492996 }, { "p": 0.08696485310792923, "m": 0.9603129625320435 }, { "p": 0.04075813293457031, "m": 0.9710623025894165 }, { "p": 0.08209597319364548, "m": 0.8361645936965942 }, { "p": 0.0812126100063324, "m": 0.9657016396522522 }, { "p": 0.07806171476840973, "m": 1.0 }, { "p": 0.07760165631771088, "m": 1.0 }, { "p": 0.0688788965344429, "m": 1.0 }, { "p": 0.08245444297790527, "m": 1.0 }, { "p": 0.06814347207546234, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.5709420442581177, "val_loss": 0.8980234265327454, "acc": 66.28, "time": 121.58019377400069, "param": [ { "p": 0.0901295393705368, "m": 1.0 }, { "p": 0.044596947729587555, "m": 1.0 }, { "p": 0.05876729637384415, "m": 1.0 }, { "p": 0.06551116704940796, "m": 0.6728516221046448 }, { "p": 0.042025987058877945, "m": 0.13126240670681 }, { "p": 0.07050498574972153, "m": 0.8171820640563965 }, { "p": 0.09272822737693787, "m": 0.9110772609710693 }, { "p": 0.06869871914386749, "m": 0.8025285005569458 }, { "p": 0.0736067071557045, "m": 1.0 }, { "p": 0.06124955043196678, "m": 0.9845207929611206 }, { "p": 0.1071804016828537, "m": 1.0 }, { "p": 0.07433298230171204, "m": 1.0 }, { "p": 0.06937597692012787, "m": 1.0 }, { "p": 0.08129148930311203, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.054302453994751, "val_loss": 1.005077600479126, "acc": 67.44, "time": 122.23400530199979, "param": [ { "p": 0.09585155546665192, "m": 1.0 }, { "p": 0.07277098298072815, "m": 1.0 }, { "p": 0.10490980744361877, "m": 1.0 }, { "p": 0.04087458923459053, "m": 0.6163920760154724 }, { "p": 0.06083478778600693, "m": 0.23032695055007935 }, { "p": 0.07961558550596237, "m": 0.752830445766449 }, { "p": 0.06964775174856186, "m": 0.8870848417282104 }, { "p": 0.05353398993611336, "m": 0.8607889413833618 }, { "p": 0.0724785178899765, "m": 0.9942348599433899 }, { "p": 0.06700903922319412, "m": 1.0 }, { "p": 0.07046356052160263, "m": 0.9830183982849121 }, { "p": 0.07767197489738464, "m": 1.0 }, { "p": 0.08459990471601486, "m": 1.0 }, { "p": 0.049737975001335144, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 0.9255743026733398, "val_loss": 0.9864702820777893, "acc": 66.28, "time": 123.57374312800039, "param": [ { "p": 0.09528189897537231, "m": 1.0 }, { "p": 0.057089176028966904, "m": 1.0 }, { "p": 0.08024374395608902, "m": 1.0 }, { "p": 0.047199904918670654, "m": 0.6379039287567139 }, { "p": 0.07204970717430115, "m": 0.28240877389907837 }, { "p": 0.07160866260528564, "m": 0.6728730201721191 }, { "p": 0.067165806889534, "m": 1.0 }, { "p": 0.05431881546974182, "m": 0.8632024526596069 }, { "p": 0.08364114165306091, "m": 0.9540908336639404 }, { "p": 0.08196800947189331, "m": 0.9886221885681152 }, { "p": 0.07925809174776077, "m": 1.0 }, { "p": 0.08269613981246948, "m": 1.0 }, { "p": 0.08510011434555054, "m": 1.0 }, { "p": 0.04237871989607811, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.096854329109192, "val_loss": 0.7309153079986572, "acc": 67.48, "time": 121.17827459900036, "param": [ { "p": 0.08058523386716843, "m": 1.0 }, { "p": 0.04109952598810196, "m": 1.0 }, { "p": 0.07979876548051834, "m": 1.0 }, { "p": 0.03549448773264885, "m": 0.6500959992408752 }, { "p": 0.08283331245183945, "m": 0.2896433174610138 }, { "p": 0.08514342457056046, "m": 0.7686281204223633 }, { "p": 0.06187880411744118, "m": 0.9928217530250549 }, { "p": 0.06317528337240219, "m": 0.8732250332832336 }, { "p": 0.07488328218460083, "m": 1.0 }, { "p": 0.07761930674314499, "m": 0.9286378622055054 }, { "p": 0.07223573327064514, "m": 0.9840325117111206 }, { "p": 0.09303317964076996, "m": 1.0 }, { "p": 0.08349909633398056, "m": 1.0 }, { "p": 0.0687204971909523, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.3545280694961548, "val_loss": 0.9573850035667419, "acc": 67.55, "time": 127.95611097300025, "param": [ { "p": 0.06702423095703125, "m": 1.0 }, { "p": 0.06170187145471573, "m": 1.0 }, { "p": 0.06281312555074692, "m": 1.0 }, { "p": 0.06831078231334686, "m": 0.6975977420806885 }, { "p": 0.07195769250392914, "m": 0.23723149299621582 }, { "p": 0.065066859126091, "m": 0.749266505241394 }, { "p": 0.06390111148357391, "m": 1.0 }, { "p": 0.07455255836248398, "m": 0.8606839776039124 }, { "p": 0.06411973387002945, "m": 0.971406102180481 }, { "p": 0.07806868106126785, "m": 0.9702703356742859 }, { "p": 0.08669333159923553, "m": 0.9754561185836792 }, { "p": 0.07179508358240128, "m": 1.0 }, { "p": 0.09527119249105453, "m": 1.0 }, { "p": 0.06872382014989853, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.3842568397521973, "val_loss": 0.9224224090576172, "acc": 66.95, "time": 128.24695481599974, "param": [ { "p": 0.09059563279151917, "m": 1.0 }, { "p": 0.059115003794431686, "m": 1.0 }, { "p": 0.06914357841014862, "m": 1.0 }, { "p": 0.05485815554857254, "m": 0.6441356539726257 }, { "p": 0.07684674859046936, "m": 0.1956305205821991 }, { "p": 0.08166208118200302, "m": 0.9012556672096252 }, { "p": 0.06454342603683472, "m": 0.9717486500740051 }, { "p": 0.07015182077884674, "m": 0.7898388504981995 }, { "p": 0.07765548676252365, "m": 1.0 }, { "p": 0.07835632562637329, "m": 0.9792037606239319 }, { "p": 0.07492595911026001, "m": 1.0 }, { "p": 0.06986074149608612, "m": 1.0 }, { "p": 0.08062227070331573, "m": 1.0 }, { "p": 0.05166269838809967, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.0917823314666748, "val_loss": 0.8187147378921509, "acc": 68.35, "time": 128.066486619, "param": [ { "p": 0.07978849112987518, "m": 1.0 }, { "p": 0.0662185400724411, "m": 1.0 }, { "p": 0.08015739917755127, "m": 1.0 }, { "p": 0.054264090955257416, "m": 0.6396654844284058 }, { "p": 0.05681717023253441, "m": 0.29677268862724304 }, { "p": 0.07010918855667114, "m": 0.9549469947814941 }, { "p": 0.05504041165113449, "m": 0.7960230708122253 }, { "p": 0.06429465860128403, "m": 0.8109953999519348 }, { "p": 0.08332283794879913, "m": 1.0 }, { "p": 0.08338382095098495, "m": 0.9994609951972961 }, { "p": 0.08002643287181854, "m": 1.0 }, { "p": 0.07256904244422913, "m": 1.0 }, { "p": 0.09030479192733765, "m": 1.0 }, { "p": 0.0637032687664032, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.0892736911773682, "val_loss": 0.8985266089439392, "acc": 68.55, "time": 126.8717430859997, "param": [ { "p": 0.07436437159776688, "m": 1.0 }, { "p": 0.05733247846364975, "m": 1.0 }, { "p": 0.08132490515708923, "m": 1.0 }, { "p": 0.05801862105727196, "m": 0.7142265439033508 }, { "p": 0.05774621665477753, "m": 0.1290910392999649 }, { "p": 0.07055751234292984, "m": 0.9241240620613098 }, { "p": 0.08405397832393646, "m": 0.8514571189880371 }, { "p": 0.07255656272172928, "m": 0.7969900369644165 }, { "p": 0.08825430274009705, "m": 1.0 }, { "p": 0.07236186414957047, "m": 0.984674334526062 }, { "p": 0.057599883526563644, "m": 1.0 }, { "p": 0.09923111647367477, "m": 1.0 }, { "p": 0.0796196237206459, "m": 1.0 }, { "p": 0.04697849601507187, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9736064672470093, "val_loss": 0.9044677019119263, "acc": 68.63, "time": 127.26853241800018, "param": [ { "p": 0.08585900813341141, "m": 1.0 }, { "p": 0.06479114294052124, "m": 1.0 }, { "p": 0.08112693578004837, "m": 1.0 }, { "p": 0.05854980647563934, "m": 0.7083359956741333 }, { "p": 0.08353351801633835, "m": 0.0 }, { "p": 0.05014471337199211, "m": 0.892481803894043 }, { "p": 0.07189706712961197, "m": 0.7452059388160706 }, { "p": 0.07390307635068893, "m": 0.8048030734062195 }, { "p": 0.08169761300086975, "m": 1.0 }, { "p": 0.05775613337755203, "m": 0.9998431205749512 }, { "p": 0.06823199987411499, "m": 1.0 }, { "p": 0.08620554953813553, "m": 1.0 }, { "p": 0.07675088942050934, "m": 1.0 }, { "p": 0.059552550315856934, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.1547831296920776, "val_loss": 0.9808695912361145, "acc": 67.86, "time": 126.00002716000017, "param": [ { "p": 0.0913999006152153, "m": 1.0 }, { "p": 0.0512041412293911, "m": 1.0 }, { "p": 0.07444696128368378, "m": 1.0 }, { "p": 0.049175262451171875, "m": 0.7215287685394287 }, { "p": 0.07376495003700256, "m": 0.06637367606163025 }, { "p": 0.06855601817369461, "m": 0.8741128444671631 }, { "p": 0.08329203724861145, "m": 0.8992529511451721 }, { "p": 0.07750775665044785, "m": 0.8868213295936584 }, { "p": 0.05375387519598007, "m": 0.9968239068984985 }, { "p": 0.07960169017314911, "m": 0.9762105345726013 }, { "p": 0.07119780778884888, "m": 0.9248760938644409 }, { "p": 0.09988638758659363, "m": 1.0 }, { "p": 0.06342712044715881, "m": 1.0 }, { "p": 0.06278614699840546, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.1769719123840332, "val_loss": 0.9086986780166626, "acc": 68.03, "time": 126.2881345500009, "param": [ { "p": 0.0815541222691536, "m": 1.0 }, { "p": 0.05946294218301773, "m": 1.0 }, { "p": 0.07859870046377182, "m": 1.0 }, { "p": 0.05407944694161415, "m": 0.706845760345459 }, { "p": 0.06813188642263412, "m": 0.09201409667730331 }, { "p": 0.05414333939552307, "m": 0.7896971106529236 }, { "p": 0.07924388349056244, "m": 0.7378591895103455 }, { "p": 0.09424349665641785, "m": 0.9085553884506226 }, { "p": 0.07742374390363693, "m": 0.9943390488624573 }, { "p": 0.08407840877771378, "m": 0.9777145981788635 }, { "p": 0.06495217978954315, "m": 1.0 }, { "p": 0.08179600536823273, "m": 1.0 }, { "p": 0.07309763133525848, "m": 1.0 }, { "p": 0.04919424653053284, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.2611087560653687, "val_loss": 0.8892223834991455, "acc": 67.58, "time": 126.226013771, "param": [ { "p": 0.0967009887099266, "m": 1.0 }, { "p": 0.061757758259773254, "m": 1.0 }, { "p": 0.07752414047718048, "m": 1.0 }, { "p": 0.05541057884693146, "m": 0.8270136117935181 }, { "p": 0.06653884053230286, "m": 0.1753506362438202 }, { "p": 0.06507988274097443, "m": 0.8471336364746094 }, { "p": 0.08236147463321686, "m": 0.672782838344574 }, { "p": 0.06680414080619812, "m": 0.9189338088035583 }, { "p": 0.09368019551038742, "m": 0.9852490425109863 }, { "p": 0.08804528415203094, "m": 0.9748238921165466 }, { "p": 0.05288659408688545, "m": 0.9930471777915955 }, { "p": 0.06278286874294281, "m": 1.0 }, { "p": 0.070086270570755, "m": 1.0 }, { "p": 0.06034106761217117, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.3274773359298706, "val_loss": 0.7822224497795105, "acc": 68.49, "time": 126.7194932270013, "param": [ { "p": 0.07354020327329636, "m": 1.0 }, { "p": 0.09080938249826431, "m": 1.0 }, { "p": 0.07431291043758392, "m": 1.0 }, { "p": 0.043740589171648026, "m": 0.8149506449699402 }, { "p": 0.03670438751578331, "m": 0.19539250433444977 }, { "p": 0.05923672765493393, "m": 0.9535123109817505 }, { "p": 0.0743003636598587, "m": 0.7565497159957886 }, { "p": 0.09223424643278122, "m": 0.8603093028068542 }, { "p": 0.08310764282941818, "m": 0.9870943427085876 }, { "p": 0.08125177025794983, "m": 0.9736917614936829 }, { "p": 0.07658541202545166, "m": 0.9745144248008728 }, { "p": 0.08952997624874115, "m": 1.0 }, { "p": 0.08288377523422241, "m": 1.0 }, { "p": 0.041762638837099075, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.0870846509933472, "val_loss": 0.8023496270179749, "acc": 68.65, "time": 126.42716970299989, "param": [ { "p": 0.09728199988603592, "m": 1.0 }, { "p": 0.04196428880095482, "m": 1.0 }, { "p": 0.08723361790180206, "m": 1.0 }, { "p": 0.03878513351082802, "m": 0.7195364832878113 }, { "p": 0.055992212146520615, "m": 0.19327422976493835 }, { "p": 0.06382352858781815, "m": 1.0 }, { "p": 0.061005257070064545, "m": 0.8307090997695923 }, { "p": 0.06889629364013672, "m": 0.8282745480537415 }, { "p": 0.06564487516880035, "m": 1.0 }, { "p": 0.08375932276248932, "m": 1.0 }, { "p": 0.0635986477136612, "m": 0.9306588172912598 }, { "p": 0.08843421190977097, "m": 1.0 }, { "p": 0.09304042905569077, "m": 1.0 }, { "p": 0.09054023027420044, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.0162619352340698, "val_loss": 0.8130051493644714, "acc": 68.76, "time": 127.45091002300069, "param": [ { "p": 0.06376565247774124, "m": 1.0 }, { "p": 0.09278855472803116, "m": 1.0 }, { "p": 0.07198560237884521, "m": 1.0 }, { "p": 0.06945882737636566, "m": 0.8016438484191895 }, { "p": 0.060063451528549194, "m": 0.2349589318037033 }, { "p": 0.08114078640937805, "m": 0.9458734393119812 }, { "p": 0.07042480260133743, "m": 0.9610318541526794 }, { "p": 0.06863076984882355, "m": 0.9627689719200134 }, { "p": 0.06836625933647156, "m": 1.0 }, { "p": 0.08064498752355576, "m": 0.9006339907646179 }, { "p": 0.07184574753046036, "m": 1.0 }, { "p": 0.06930740922689438, "m": 1.0 }, { "p": 0.08130206912755966, "m": 1.0 }, { "p": 0.0502750538289547, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.1212854385375977, "val_loss": 0.965867817401886, "acc": 68.83, "time": 128.44227650999892, "param": [ { "p": 0.07377301901578903, "m": 1.0 }, { "p": 0.04804672673344612, "m": 1.0 }, { "p": 0.09225115925073624, "m": 1.0 }, { "p": 0.06100871413946152, "m": 0.6737136244773865 }, { "p": 0.06622720509767532, "m": 0.2923367917537689 }, { "p": 0.07380055636167526, "m": 0.9497689008712769 }, { "p": 0.06932038068771362, "m": 0.9531550407409668 }, { "p": 0.07598482072353363, "m": 0.8549519777297974 }, { "p": 0.07666157931089401, "m": 1.0 }, { "p": 0.06453737616539001, "m": 0.9946889281272888 }, { "p": 0.08088231831789017, "m": 0.9955486059188843 }, { "p": 0.08368384838104248, "m": 1.0 }, { "p": 0.08503036201000214, "m": 1.0 }, { "p": 0.04879193753004074, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.001854658126831, "val_loss": 0.875047504901886, "acc": 69.65, "time": 126.65231848099938, "param": [ { "p": 0.09590808302164078, "m": 1.0 }, { "p": 0.02453320473432541, "m": 1.0 }, { "p": 0.07159081846475601, "m": 1.0 }, { "p": 0.037540253251791, "m": 0.729019045829773 }, { "p": 0.08325239270925522, "m": 0.18929840624332428 }, { "p": 0.06424373388290405, "m": 0.9388781785964966 }, { "p": 0.07449618726968765, "m": 0.9508305191993713 }, { "p": 0.0731223002076149, "m": 0.9229071140289307 }, { "p": 0.07583354413509369, "m": 1.0 }, { "p": 0.08042397350072861, "m": 0.9656190276145935 }, { "p": 0.09863416850566864, "m": 1.0 }, { "p": 0.07909633219242096, "m": 1.0 }, { "p": 0.07661408931016922, "m": 1.0 }, { "p": 0.06471092253923416, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.9354289174079895, "val_loss": 0.9565910696983337, "acc": 69.3, "time": 127.36679236999953, "param": [ { "p": 0.07095739990472794, "m": 1.0 }, { "p": 0.05250883474946022, "m": 1.0 }, { "p": 0.08390754461288452, "m": 1.0 }, { "p": 0.049795374274253845, "m": 0.7419459223747253 }, { "p": 0.07675357162952423, "m": 0.17440998554229736 }, { "p": 0.05712144449353218, "m": 0.9942188262939453 }, { "p": 0.0676325261592865, "m": 0.987773060798645 }, { "p": 0.06239386275410652, "m": 0.9869078993797302 }, { "p": 0.08138850331306458, "m": 1.0 }, { "p": 0.10469574481248856, "m": 0.9031435251235962 }, { "p": 0.05282791331410408, "m": 0.9819817543029785 }, { "p": 0.07806847244501114, "m": 1.0 }, { "p": 0.08322485536336899, "m": 1.0 }, { "p": 0.07872407138347626, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.8512614369392395, "val_loss": 0.794212818145752, "acc": 69.7, "time": 125.94915492499968, "param": [ { "p": 0.10215801745653152, "m": 1.0 }, { "p": 0.04386632516980171, "m": 1.0 }, { "p": 0.07503879815340042, "m": 1.0 }, { "p": 0.03799045458436012, "m": 0.736777126789093 }, { "p": 0.06421240419149399, "m": 0.10150275379419327 }, { "p": 0.05064800754189491, "m": 0.9823152422904968 }, { "p": 0.07289130240678787, "m": 0.8980731964111328 }, { "p": 0.08035051822662354, "m": 0.9866089224815369 }, { "p": 0.08994575589895248, "m": 1.0 }, { "p": 0.05907059833407402, "m": 0.9602825045585632 }, { "p": 0.1051488071680069, "m": 1.0 }, { "p": 0.07536154240369797, "m": 1.0 }, { "p": 0.10072669386863708, "m": 1.0 }, { "p": 0.0425906777381897, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.2170308828353882, "val_loss": 0.8684279918670654, "acc": 70.05, "time": 125.60481421700024, "param": [ { "p": 0.09220119565725327, "m": 1.0 }, { "p": 0.05606349557638168, "m": 1.0 }, { "p": 0.059857357293367386, "m": 1.0 }, { "p": 0.04876069352030754, "m": 0.7240020632743835 }, { "p": 0.05494660511612892, "m": 0.10063442587852478 }, { "p": 0.04478216543793678, "m": 0.8981903791427612 }, { "p": 0.08775848150253296, "m": 0.9906439781188965 }, { "p": 0.08521635830402374, "m": 0.8999550938606262 }, { "p": 0.0946451723575592, "m": 1.0 }, { "p": 0.06642033904790878, "m": 1.0 }, { "p": 0.07605775445699692, "m": 0.9670806527137756 }, { "p": 0.07165974378585815, "m": 1.0 }, { "p": 0.09615458548069, "m": 1.0 }, { "p": 0.06547604501247406, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.0575523376464844, "val_loss": 0.8037150502204895, "acc": 70.86, "time": 127.63466950700058, "param": [ { "p": 0.06430868059396744, "m": 1.0 }, { "p": 0.06297644227743149, "m": 1.0 }, { "p": 0.08614945411682129, "m": 1.0 }, { "p": 0.0748986080288887, "m": 0.640967845916748 }, { "p": 0.0645756796002388, "m": 0.19000792503356934 }, { "p": 0.0395231619477272, "m": 0.8699182868003845 }, { "p": 0.07280649244785309, "m": 0.9559506773948669 }, { "p": 0.06398261338472366, "m": 0.9763484597206116 }, { "p": 0.06905169039964676, "m": 0.9987581968307495 }, { "p": 0.07895239442586899, "m": 1.0 }, { "p": 0.07649258524179459, "m": 0.9038370251655579 }, { "p": 0.08021162450313568, "m": 1.0 }, { "p": 0.09989509731531143, "m": 1.0 }, { "p": 0.06617545336484909, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.1871230602264404, "val_loss": 0.8634450435638428, "acc": 69.26, "time": 126.05029797200041, "param": [ { "p": 0.07647828757762909, "m": 1.0 }, { "p": 0.0481644831597805, "m": 1.0 }, { "p": 0.06775626540184021, "m": 1.0 }, { "p": 0.0805138647556305, "m": 0.5486477017402649 }, { "p": 0.06606842577457428, "m": 0.25928908586502075 }, { "p": 0.06338172405958176, "m": 0.6935460567474365 }, { "p": 0.08623895794153214, "m": 0.8210853338241577 }, { "p": 0.06470667570829391, "m": 0.9740331768989563 }, { "p": 0.09293907880783081, "m": 1.0 }, { "p": 0.08043953776359558, "m": 1.0 }, { "p": 0.07433491200208664, "m": 0.9434733986854553 }, { "p": 0.059806421399116516, "m": 1.0 }, { "p": 0.07089769840240479, "m": 1.0 }, { "p": 0.06827371567487717, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.2715808153152466, "val_loss": 0.9425990581512451, "acc": 69.51, "time": 126.56455347299925, "param": [ { "p": 0.06428198516368866, "m": 1.0 }, { "p": 0.06078685447573662, "m": 1.0 }, { "p": 0.08941008895635605, "m": 1.0 }, { "p": 0.0651966854929924, "m": 0.7505004405975342 }, { "p": 0.06660822033882141, "m": 0.21533948183059692 }, { "p": 0.1048610657453537, "m": 0.6051508784294128 }, { "p": 0.061801206320524216, "m": 0.7726508975028992 }, { "p": 0.06635774672031403, "m": 0.9618023633956909 }, { "p": 0.08167724311351776, "m": 1.0 }, { "p": 0.06128795072436333, "m": 1.0 }, { "p": 0.08792689442634583, "m": 1.0 }, { "p": 0.07714129984378815, "m": 1.0 }, { "p": 0.05453755334019661, "m": 1.0 }, { "p": 0.05812515318393707, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.0210192203521729, "val_loss": 0.962376594543457, "acc": 70.25, "time": 127.20159082899954, "param": [ { "p": 0.08542826026678085, "m": 1.0 }, { "p": 0.06006293743848801, "m": 1.0 }, { "p": 0.053415775299072266, "m": 1.0 }, { "p": 0.04805784299969673, "m": 0.783859133720398 }, { "p": 0.06753767281770706, "m": 0.35381215810775757 }, { "p": 0.08190488815307617, "m": 0.7749000787734985 }, { "p": 0.06561187654733658, "m": 0.793261706829071 }, { "p": 0.07837377488613129, "m": 0.970255970954895 }, { "p": 0.07209252566099167, "m": 0.998089611530304 }, { "p": 0.07997288554906845, "m": 1.0 }, { "p": 0.0823068916797638, "m": 1.0 }, { "p": 0.07057132571935654, "m": 1.0 }, { "p": 0.08859322220087051, "m": 1.0 }, { "p": 0.06607017666101456, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.08668053150177, "val_loss": 0.7539145350456238, "acc": 71.2, "time": 120.3359885509999, "param": [ { "p": 0.07838965207338333, "m": 1.0 }, { "p": 0.05832133814692497, "m": 1.0 }, { "p": 0.0991876944899559, "m": 1.0 }, { "p": 0.04200230911374092, "m": 0.7065088152885437 }, { "p": 0.07502149045467377, "m": 0.26254013180732727 }, { "p": 0.06671646237373352, "m": 1.0 }, { "p": 0.07327889651060104, "m": 0.8688286542892456 }, { "p": 0.05222691595554352, "m": 0.9613828659057617 }, { "p": 0.07776489853858948, "m": 1.0 }, { "p": 0.07121624797582626, "m": 0.9989362359046936 }, { "p": 0.062039051204919815, "m": 1.0 }, { "p": 0.09309470653533936, "m": 1.0 }, { "p": 0.07378297299146652, "m": 1.0 }, { "p": 0.0769573375582695, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.9511160850524902, "val_loss": 0.8602902293205261, "acc": 70.27, "time": 126.65767842499918, "param": [ { "p": 0.06784917414188385, "m": 1.0 }, { "p": 0.06415659934282303, "m": 1.0 }, { "p": 0.10150668025016785, "m": 1.0 }, { "p": 0.06854844093322754, "m": 0.7007546424865723 }, { "p": 0.06273776292800903, "m": 0.23660506308078766 }, { "p": 0.05742717906832695, "m": 1.0 }, { "p": 0.06943347305059433, "m": 0.9227374196052551 }, { "p": 0.08043448626995087, "m": 0.928120493888855 }, { "p": 0.0676746666431427, "m": 0.9877874255180359 }, { "p": 0.07876423746347427, "m": 1.0 }, { "p": 0.07186678797006607, "m": 0.9832158088684082 }, { "p": 0.08548722416162491, "m": 1.0 }, { "p": 0.06109706684947014, "m": 1.0 }, { "p": 0.0630161389708519, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.04893958568573, "val_loss": 0.8364224433898926, "acc": 70.67, "time": 126.80333876999975, "param": [ { "p": 0.07641303539276123, "m": 1.0 }, { "p": 0.08679907023906708, "m": 1.0 }, { "p": 0.07119638472795486, "m": 1.0 }, { "p": 0.06443744897842407, "m": 0.6677423119544983 }, { "p": 0.05653085932135582, "m": 0.2332524061203003 }, { "p": 0.04817783832550049, "m": 0.9986980557441711 }, { "p": 0.048177678138017654, "m": 0.9911299347877502 }, { "p": 0.07819584012031555, "m": 0.932151198387146 }, { "p": 0.09656458348035812, "m": 1.0 }, { "p": 0.059982411563396454, "m": 1.0 }, { "p": 0.09107194095849991, "m": 1.0 }, { "p": 0.09060561656951904, "m": 1.0 }, { "p": 0.04795142263174057, "m": 1.0 }, { "p": 0.0838959589600563, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.1164230108261108, "val_loss": 0.9147657155990601, "acc": 70.6, "time": 126.2239887779997, "param": [ { "p": 0.07648469507694244, "m": 1.0 }, { "p": 0.06984971463680267, "m": 1.0 }, { "p": 0.0869147777557373, "m": 1.0 }, { "p": 0.059691477566957474, "m": 0.6534852385520935 }, { "p": 0.07413046061992645, "m": 0.30867496132850647 }, { "p": 0.05621609464287758, "m": 1.0 }, { "p": 0.08838974684476852, "m": 0.9861312508583069 }, { "p": 0.07188303023576736, "m": 0.8492326140403748 }, { "p": 0.0721602663397789, "m": 1.0 }, { "p": 0.06045275554060936, "m": 0.9578879475593567 }, { "p": 0.07175691425800323, "m": 1.0 }, { "p": 0.0745338648557663, "m": 1.0 }, { "p": 0.08199042826890945, "m": 1.0 }, { "p": 0.05554577335715294, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.2833831310272217, "val_loss": 0.840279221534729, "acc": 70.11, "time": 125.57187158200031, "param": [ { "p": 0.07956438511610031, "m": 1.0 }, { "p": 0.08772454410791397, "m": 1.0 }, { "p": 0.07399287074804306, "m": 1.0 }, { "p": 0.07062321156263351, "m": 0.6356463432312012 }, { "p": 0.04036427661776543, "m": 0.39673763513565063 }, { "p": 0.04082513973116875, "m": 1.0 }, { "p": 0.06245702877640724, "m": 0.9444871544837952 }, { "p": 0.06796693801879883, "m": 0.8530435562133789 }, { "p": 0.0561138279736042, "m": 0.9695704579353333 }, { "p": 0.07421010732650757, "m": 0.9847106337547302 }, { "p": 0.08475703001022339, "m": 1.0 }, { "p": 0.10056520253419876, "m": 1.0 }, { "p": 0.10407733172178268, "m": 1.0 }, { "p": 0.0567580983042717, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.076782464981079, "val_loss": 0.7762137055397034, "acc": 70.93, "time": 125.0267789139998, "param": [ { "p": 0.09053506702184677, "m": 1.0 }, { "p": 0.05565166100859642, "m": 1.0 }, { "p": 0.06981053203344345, "m": 1.0 }, { "p": 0.051216114312410355, "m": 0.5955902934074402 }, { "p": 0.02713417448103428, "m": 0.370150625705719 }, { "p": 0.061349108815193176, "m": 0.9577027559280396 }, { "p": 0.056196898221969604, "m": 0.958810031414032 }, { "p": 0.07762616872787476, "m": 0.8485300540924072 }, { "p": 0.07521355897188187, "m": 1.0 }, { "p": 0.09344220161437988, "m": 0.988707959651947 }, { "p": 0.07592599093914032, "m": 0.9593398571014404 }, { "p": 0.0980064868927002, "m": 1.0 }, { "p": 0.09055184572935104, "m": 1.0 }, { "p": 0.07734018564224243, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.0265928506851196, "val_loss": 0.9468225240707397, "acc": 69.77, "time": 125.93490642699908, "param": [ { "p": 0.07989595830440521, "m": 1.0 }, { "p": 0.060163598507642746, "m": 1.0 }, { "p": 0.08216886222362518, "m": 1.0 }, { "p": 0.0538233146071434, "m": 0.4806954264640808 }, { "p": 0.06450032442808151, "m": 0.22826248407363892 }, { "p": 0.07028341293334961, "m": 0.9783869385719299 }, { "p": 0.06641755998134613, "m": 0.9731680154800415 }, { "p": 0.06515029817819595, "m": 0.8974052667617798 }, { "p": 0.08632107824087143, "m": 0.9773516654968262 }, { "p": 0.05868585407733917, "m": 0.9397475123405457 }, { "p": 0.06247112900018692, "m": 0.995705246925354 }, { "p": 0.07553026080131531, "m": 1.0 }, { "p": 0.10242403298616409, "m": 1.0 }, { "p": 0.0721643716096878, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.052746295928955, "val_loss": 0.9558473825454712, "acc": 69.92, "time": 126.65898955400007, "param": [ { "p": 0.07604552805423737, "m": 1.0 }, { "p": 0.03332984447479248, "m": 1.0 }, { "p": 0.09631548821926117, "m": 1.0 }, { "p": 0.048707861453294754, "m": 0.6048911213874817 }, { "p": 0.05093123018741608, "m": 0.25008174777030945 }, { "p": 0.06667573004961014, "m": 0.8938384056091309 }, { "p": 0.058674149215221405, "m": 0.9650543332099915 }, { "p": 0.0753379762172699, "m": 0.9560799598693848 }, { "p": 0.07092426717281342, "m": 0.9958062767982483 }, { "p": 0.09177528321743011, "m": 0.9503539800643921 }, { "p": 0.09013688564300537, "m": 0.9978418946266174 }, { "p": 0.07126264274120331, "m": 1.0 }, { "p": 0.11127271503210068, "m": 1.0 }, { "p": 0.058610379695892334, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.9958786368370056, "val_loss": 0.7826338410377502, "acc": 70.44, "time": 127.17271235499902, "param": [ { "p": 0.08315887302160263, "m": 1.0 }, { "p": 0.04641827940940857, "m": 1.0 }, { "p": 0.09482907503843307, "m": 1.0 }, { "p": 0.03693726286292076, "m": 0.6775349974632263 }, { "p": 0.0826839953660965, "m": 0.14253416657447815 }, { "p": 0.054055046290159225, "m": 0.8542208075523376 }, { "p": 0.06344258785247803, "m": 1.0 }, { "p": 0.0968073233962059, "m": 1.0 }, { "p": 0.08233161270618439, "m": 1.0 }, { "p": 0.07582883536815643, "m": 0.9420002102851868 }, { "p": 0.07931307703256607, "m": 1.0 }, { "p": 0.07505883276462555, "m": 1.0 }, { "p": 0.0776204988360405, "m": 1.0 }, { "p": 0.051514655351638794, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.017388939857483, "val_loss": 0.8023232221603394, "acc": 71.28, "time": 127.30240080099975, "param": [ { "p": 0.05381571128964424, "m": 1.0 }, { "p": 0.0604991689324379, "m": 1.0 }, { "p": 0.07605121284723282, "m": 1.0 }, { "p": 0.08359783887863159, "m": 0.7357649803161621 }, { "p": 0.07041683793067932, "m": 0.07040484249591827 }, { "p": 0.06438441574573517, "m": 0.8149458765983582 }, { "p": 0.06557286530733109, "m": 0.9678226113319397 }, { "p": 0.034305959939956665, "m": 0.9333722591400146 }, { "p": 0.07211527228355408, "m": 0.9534329771995544 }, { "p": 0.08862412720918655, "m": 1.0 }, { "p": 0.08617493510246277, "m": 0.9749613404273987 }, { "p": 0.07261882722377777, "m": 1.0 }, { "p": 0.12177179753780365, "m": 1.0 }, { "p": 0.05005105957388878, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.9548730254173279, "val_loss": 0.798163115978241, "acc": 70.49, "time": 126.86244237999927, "param": [ { "p": 0.08417367190122604, "m": 1.0 }, { "p": 0.044609494507312775, "m": 1.0 }, { "p": 0.06973103433847427, "m": 1.0 }, { "p": 0.04026561230421066, "m": 0.6749676465988159 }, { "p": 0.09709999710321426, "m": 0.09901440888643265 }, { "p": 0.05077408626675606, "m": 0.9152805805206299 }, { "p": 0.06682783365249634, "m": 0.9144839644432068 }, { "p": 0.07454593479633331, "m": 0.9892950057983398 }, { "p": 0.07032566517591476, "m": 0.9990969300270081 }, { "p": 0.08176729828119278, "m": 1.0 }, { "p": 0.09930206835269928, "m": 0.9995046854019165 }, { "p": 0.08960332721471786, "m": 1.0 }, { "p": 0.08961126208305359, "m": 1.0 }, { "p": 0.041362643241882324, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.1831327676773071, "val_loss": 0.8682151436805725, "acc": 70.06, "time": 125.85705616799896, "param": [ { "p": 0.0892513245344162, "m": 1.0 }, { "p": 0.07132808119058609, "m": 1.0 }, { "p": 0.052971646189689636, "m": 1.0 }, { "p": 0.05017463117837906, "m": 0.6483330130577087 }, { "p": 0.08950437605381012, "m": 0.2700625956058502 }, { "p": 0.05383101850748062, "m": 0.9981973767280579 }, { "p": 0.06839817017316818, "m": 0.947109043598175 }, { "p": 0.07315045595169067, "m": 0.9771280288696289 }, { "p": 0.08716066926717758, "m": 1.0 }, { "p": 0.05876682326197624, "m": 0.9651855230331421 }, { "p": 0.07096260786056519, "m": 0.9965288043022156 }, { "p": 0.06874701380729675, "m": 1.0 }, { "p": 0.08036527037620544, "m": 1.0 }, { "p": 0.0853879451751709, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.7874374389648438, "val_loss": 0.8148818016052246, "acc": 70.61, "time": 125.31032399800097, "param": [ { "p": 0.07667837291955948, "m": 1.0 }, { "p": 0.05173617973923683, "m": 1.0 }, { "p": 0.06814857572317123, "m": 1.0 }, { "p": 0.06446228921413422, "m": 0.5740301609039307 }, { "p": 0.05289461463689804, "m": 0.2112802118062973 }, { "p": 0.0879424512386322, "m": 0.8789494037628174 }, { "p": 0.07630793750286102, "m": 1.0 }, { "p": 0.08203796297311783, "m": 0.8667058944702148 }, { "p": 0.07356814295053482, "m": 0.9917291402816772 }, { "p": 0.043772317469120026, "m": 0.9513927698135376 }, { "p": 0.06668858230113983, "m": 0.9860591888427734 }, { "p": 0.09783442318439484, "m": 1.0 }, { "p": 0.08688371628522873, "m": 1.0 }, { "p": 0.07104434818029404, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.9834325909614563, "val_loss": 0.711378812789917, "acc": 71.42, "time": 124.55789200800064, "param": [ { "p": 0.08525189757347107, "m": 1.0 }, { "p": 0.051762934774160385, "m": 1.0 }, { "p": 0.08098513633012772, "m": 1.0 }, { "p": 0.032612018287181854, "m": 0.6163705587387085 }, { "p": 0.06506295502185822, "m": 0.15848799049854279 }, { "p": 0.06720435619354248, "m": 0.9196569919586182 }, { "p": 0.08523833751678467, "m": 0.9079433679580688 }, { "p": 0.03641742467880249, "m": 0.8867303729057312 }, { "p": 0.07622271776199341, "m": 1.0 }, { "p": 0.0812104120850563, "m": 1.0 }, { "p": 0.10344391316175461, "m": 1.0 }, { "p": 0.07253600656986237, "m": 1.0 }, { "p": 0.07411810010671616, "m": 1.0 }, { "p": 0.08793381601572037, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.0222586393356323, "val_loss": 0.7446503639221191, "acc": 71.28, "time": 127.12300567900093, "param": [ { "p": 0.11198162287473679, "m": 1.0 }, { "p": 0.016377253457903862, "m": 1.0 }, { "p": 0.06943986564874649, "m": 1.0 }, { "p": 0.05196092650294304, "m": 0.6359986662864685 }, { "p": 0.05733979493379593, "m": 0.184718057513237 }, { "p": 0.07887620478868484, "m": 0.8779358267784119 }, { "p": 0.07346939295530319, "m": 0.8550052642822266 }, { "p": 0.03370405733585358, "m": 0.8062365055084229 }, { "p": 0.07080234587192535, "m": 0.969254195690155 }, { "p": 0.08091841638088226, "m": 0.9976280331611633 }, { "p": 0.07615742832422256, "m": 0.9975720643997192 }, { "p": 0.110446035861969, "m": 1.0 }, { "p": 0.08972300589084625, "m": 1.0 }, { "p": 0.07880373299121857, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.120650291442871, "val_loss": 0.7096379399299622, "acc": 71.14, "time": 125.92462724299912, "param": [ { "p": 0.08049989491701126, "m": 1.0 }, { "p": 0.05375516042113304, "m": 1.0 }, { "p": 0.08167289197444916, "m": 1.0 }, { "p": 0.03263645991683006, "m": 0.7067277431488037 }, { "p": 0.07892084121704102, "m": 0.2874410152435303 }, { "p": 0.05806148797273636, "m": 1.0 }, { "p": 0.07948940992355347, "m": 0.991183876991272 }, { "p": 0.06285616755485535, "m": 0.8266915082931519 }, { "p": 0.10121016204357147, "m": 1.0 }, { "p": 0.0923607349395752, "m": 1.0 }, { "p": 0.035640060901641846, "m": 0.9977846741676331 }, { "p": 0.07942932844161987, "m": 1.0 }, { "p": 0.10339104384183884, "m": 1.0 }, { "p": 0.060076288878917694, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.9270796179771423, "val_loss": 0.9504405856132507, "acc": 69.9, "time": 122.88803841899971, "param": [ { "p": 0.09469882398843765, "m": 1.0 }, { "p": 0.05371050909161568, "m": 1.0 }, { "p": 0.08954176306724548, "m": 1.0 }, { "p": 0.02882527746260166, "m": 0.7584407925605774 }, { "p": 0.055255044251680374, "m": 0.2818410098552704 }, { "p": 0.08332516252994537, "m": 0.9462466835975647 }, { "p": 0.07634392380714417, "m": 0.8721476793289185 }, { "p": 0.0512976311147213, "m": 0.8649240136146545 }, { "p": 0.10270462185144424, "m": 0.9949718713760376 }, { "p": 0.09014663100242615, "m": 1.0 }, { "p": 0.06796878576278687, "m": 0.998237133026123 }, { "p": 0.071405790746212, "m": 1.0 }, { "p": 0.07288119196891785, "m": 1.0 }, { "p": 0.061894942075014114, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.8619862794876099, "val_loss": 0.8370026350021362, "acc": 71.22, "time": 122.89426073600043, "param": [ { "p": 0.0812186673283577, "m": 1.0 }, { "p": 0.04861641302704811, "m": 1.0 }, { "p": 0.07362339645624161, "m": 1.0 }, { "p": 0.05165405198931694, "m": 0.7055608034133911 }, { "p": 0.07487785071134567, "m": 0.27580901980400085 }, { "p": 0.051757533103227615, "m": 0.9808434247970581 }, { "p": 0.07182708382606506, "m": 0.85478675365448 }, { "p": 0.0749700739979744, "m": 0.8893224000930786 }, { "p": 0.09151558578014374, "m": 1.0 }, { "p": 0.041550163179636, "m": 0.9652711749076843 }, { "p": 0.0712890774011612, "m": 0.9998275637626648 }, { "p": 0.10165790468454361, "m": 1.0 }, { "p": 0.07716692239046097, "m": 1.0 }, { "p": 0.0882752537727356, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.1862536668777466, "val_loss": 0.8480889797210693, "acc": 71.03, "time": 123.51884008700108, "param": [ { "p": 0.09035918116569519, "m": 1.0 }, { "p": 0.06400826573371887, "m": 1.0 }, { "p": 0.0934024378657341, "m": 1.0 }, { "p": 0.05297360196709633, "m": 0.5385318398475647 }, { "p": 0.07068967819213867, "m": 0.27427029609680176 }, { "p": 0.038818951696157455, "m": 0.9011639356613159 }, { "p": 0.06732337921857834, "m": 0.8260522484779358 }, { "p": 0.06864725798368454, "m": 0.9920762181282043 }, { "p": 0.07359693199396133, "m": 0.889777660369873 }, { "p": 0.06914613395929337, "m": 1.0 }, { "p": 0.06804773956537247, "m": 0.9764429926872253 }, { "p": 0.08693834394216537, "m": 1.0 }, { "p": 0.0833086147904396, "m": 1.0 }, { "p": 0.07273954153060913, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.100565791130066, "val_loss": 0.8823775053024292, "acc": 71.21, "time": 124.27133581099952, "param": [ { "p": 0.09286990761756897, "m": 1.0 }, { "p": 0.06340822577476501, "m": 1.0 }, { "p": 0.08907262980937958, "m": 1.0 }, { "p": 0.06242066249251366, "m": 0.6439201235771179 }, { "p": 0.07393883913755417, "m": 0.3989573121070862 }, { "p": 0.04774785041809082, "m": 0.9389526844024658 }, { "p": 0.07047859579324722, "m": 0.8034661412239075 }, { "p": 0.06066431105136871, "m": 0.9352906346321106 }, { "p": 0.07925142347812653, "m": 0.9773354530334473 }, { "p": 0.08689356595277786, "m": 0.9663363695144653 }, { "p": 0.06438635289669037, "m": 0.8391457796096802 }, { "p": 0.07814519852399826, "m": 1.0 }, { "p": 0.06695100665092468, "m": 1.0 }, { "p": 0.06377141177654266, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.89216148853302, "val_loss": 0.7942510843276978, "acc": 71.08, "time": 123.5293534880002, "param": [ { "p": 0.1121552586555481, "m": 1.0 }, { "p": 0.055015482008457184, "m": 1.0 }, { "p": 0.08370164781808853, "m": 1.0 }, { "p": 0.043564263731241226, "m": 0.5845687389373779 }, { "p": 0.05032074451446533, "m": 0.3916202783584595 }, { "p": 0.05117408558726311, "m": 0.9233400821685791 }, { "p": 0.06985365599393845, "m": 0.8376099467277527 }, { "p": 0.05857505649328232, "m": 0.9513315558433533 }, { "p": 0.0785169005393982, "m": 0.9413189888000488 }, { "p": 0.07185883074998856, "m": 1.0 }, { "p": 0.08584248274564743, "m": 0.9487109780311584 }, { "p": 0.06752605736255646, "m": 1.0 }, { "p": 0.1297280192375183, "m": 1.0 }, { "p": 0.04216749593615532, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.8164058327674866, "val_loss": 0.7769314050674438, "acc": 72.0, "time": 126.26204732699989, "param": [ { "p": 0.0766918808221817, "m": 1.0 }, { "p": 0.0586027130484581, "m": 1.0 }, { "p": 0.08692609518766403, "m": 1.0 }, { "p": 0.03481331095099449, "m": 0.5568855404853821 }, { "p": 0.039133019745349884, "m": 0.37828323245048523 }, { "p": 0.07212289422750473, "m": 0.9660685658454895 }, { "p": 0.07895638048648834, "m": 0.8389119505882263 }, { "p": 0.08568526059389114, "m": 0.9132029414176941 }, { "p": 0.09823508560657501, "m": 0.9360182285308838 }, { "p": 0.07202509790658951, "m": 0.9987677931785583 }, { "p": 0.07248605042695999, "m": 0.9274680614471436 }, { "p": 0.10299352556467056, "m": 1.0 }, { "p": 0.07759503275156021, "m": 1.0 }, { "p": 0.04373360425233841, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.0124508142471313, "val_loss": 0.8901708722114563, "acc": 70.19, "time": 123.6849436299999, "param": [ { "p": 0.07556425034999847, "m": 1.0 }, { "p": 0.04047606140375137, "m": 1.0 }, { "p": 0.05186609923839569, "m": 1.0 }, { "p": 0.06465933471918106, "m": 0.45311832427978516 }, { "p": 0.037129469215869904, "m": 0.41169992089271545 }, { "p": 0.07636725902557373, "m": 0.9894639253616333 }, { "p": 0.08787474036216736, "m": 0.8260398507118225 }, { "p": 0.07912607491016388, "m": 0.9151802659034729 }, { "p": 0.08357969671487808, "m": 0.9931959509849548 }, { "p": 0.06701816618442535, "m": 0.9520782232284546 }, { "p": 0.100201815366745, "m": 0.9786909222602844 }, { "p": 0.09580549597740173, "m": 1.0 }, { "p": 0.09731923043727875, "m": 1.0 }, { "p": 0.043012186884880066, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.0035923719406128, "val_loss": 0.6990317106246948, "acc": 71.43, "time": 122.4829108039994, "param": [ { "p": 0.09709165245294571, "m": 1.0 }, { "p": 0.06599892675876617, "m": 1.0 }, { "p": 0.07625490427017212, "m": 1.0 }, { "p": 0.09098143130540848, "m": 0.5426076650619507 }, { "p": 0.044681910425424576, "m": 0.4000179171562195 }, { "p": 0.05926426500082016, "m": 0.9620497822761536 }, { "p": 0.07490312308073044, "m": 0.8085863590240479 }, { "p": 0.06037339195609093, "m": 0.986859142780304 }, { "p": 0.07291412353515625, "m": 0.8979382514953613 }, { "p": 0.05656242370605469, "m": 1.0 }, { "p": 0.09604574739933014, "m": 0.9712832570075989 }, { "p": 0.0710357278585434, "m": 1.0 }, { "p": 0.08600341528654099, "m": 1.0 }, { "p": 0.047888919711112976, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.0571954250335693, "val_loss": 0.8243404626846313, "acc": 71.24, "time": 123.23083096399932, "param": [ { "p": 0.0984262228012085, "m": 1.0 }, { "p": 0.044582515954971313, "m": 1.0 }, { "p": 0.08861321210861206, "m": 1.0 }, { "p": 0.04617614299058914, "m": 0.5689569115638733 }, { "p": 0.04473017528653145, "m": 0.526773989200592 }, { "p": 0.05630844086408615, "m": 0.9901131391525269 }, { "p": 0.051037125289440155, "m": 0.831105649471283 }, { "p": 0.06088580563664436, "m": 0.9844606518745422 }, { "p": 0.10453256219625473, "m": 0.9943903088569641 }, { "p": 0.06734299659729004, "m": 0.9942577481269836 }, { "p": 0.10458038002252579, "m": 1.0 }, { "p": 0.07337670028209686, "m": 1.0 }, { "p": 0.0853058472275734, "m": 1.0 }, { "p": 0.07410185039043427, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.216820478439331, "val_loss": 0.8209266662597656, "acc": 71.86, "time": 125.27703172600013, "param": [ { "p": 0.07975725084543228, "m": 1.0 }, { "p": 0.01391870342195034, "m": 1.0 }, { "p": 0.11102629452943802, "m": 1.0 }, { "p": 0.025282124057412148, "m": 0.5421486496925354 }, { "p": 0.06746566295623779, "m": 0.5925434231758118 }, { "p": 0.06032022461295128, "m": 0.99918133020401 }, { "p": 0.08189951628446579, "m": 0.7922019362449646 }, { "p": 0.07591758668422699, "m": 0.9727557301521301 }, { "p": 0.04539548605680466, "m": 0.9194480180740356 }, { "p": 0.09709908068180084, "m": 0.9464555382728577 }, { "p": 0.09036830067634583, "m": 0.9500569701194763 }, { "p": 0.10815925151109695, "m": 1.0 }, { "p": 0.08122619241476059, "m": 1.0 }, { "p": 0.06216435506939888, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.1047320365905762, "val_loss": 0.850644052028656, "acc": 71.38, "time": 125.73946783900101, "param": [ { "p": 0.09978628158569336, "m": 1.0 }, { "p": 0.044994886964559555, "m": 1.0 }, { "p": 0.08386901766061783, "m": 1.0 }, { "p": 0.06479606032371521, "m": 0.7260668277740479 }, { "p": 0.04846655949950218, "m": 0.7163189649581909 }, { "p": 0.07135676592588425, "m": 0.9982803463935852 }, { "p": 0.05262872204184532, "m": 0.7706003785133362 }, { "p": 0.07275567203760147, "m": 0.9740020632743835 }, { "p": 0.08512229472398758, "m": 0.9930051565170288 }, { "p": 0.07784026116132736, "m": 0.9797373414039612 }, { "p": 0.06594269722700119, "m": 0.9630050659179688 }, { "p": 0.0706430971622467, "m": 1.0 }, { "p": 0.0856727585196495, "m": 1.0 }, { "p": 0.0761248767375946, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.1497305631637573, "val_loss": 0.7828260660171509, "acc": 71.23, "time": 127.53320075699958, "param": [ { "p": 0.09029123932123184, "m": 1.0 }, { "p": 0.060435038059949875, "m": 1.0 }, { "p": 0.0663001611828804, "m": 1.0 }, { "p": 0.009358806535601616, "m": 0.5828708410263062 }, { "p": 0.06137726083397865, "m": 0.7723397612571716 }, { "p": 0.05579281598329544, "m": 0.9899256825447083 }, { "p": 0.055808864533901215, "m": 0.837354838848114 }, { "p": 0.07414872944355011, "m": 0.9559361934661865 }, { "p": 0.0954589918255806, "m": 1.0 }, { "p": 0.08978559821844101, "m": 0.9761872291564941 }, { "p": 0.09150926768779755, "m": 0.9860500693321228 }, { "p": 0.05719620734453201, "m": 1.0 }, { "p": 0.10530060529708862, "m": 1.0 }, { "p": 0.08723638206720352, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.9922448396682739, "val_loss": 0.681224524974823, "acc": 70.92, "time": 127.2281543750014, "param": [ { "p": 0.08768999576568604, "m": 1.0 }, { "p": 0.04619334638118744, "m": 1.0 }, { "p": 0.07152765989303589, "m": 1.0 }, { "p": 0.037660181522369385, "m": 0.5073227286338806 }, { "p": 0.04401588812470436, "m": 0.7514449954032898 }, { "p": 0.055842552334070206, "m": 1.0 }, { "p": 0.080656997859478, "m": 0.8295515775680542 }, { "p": 0.07529567927122116, "m": 0.873805046081543 }, { "p": 0.06911309063434601, "m": 0.923029899597168 }, { "p": 0.09305626899003983, "m": 0.9666443467140198 }, { "p": 0.07494276016950607, "m": 0.7748039960861206 }, { "p": 0.08732470870018005, "m": 1.0 }, { "p": 0.1045699268579483, "m": 1.0 }, { "p": 0.0721108466386795, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.8725475668907166, "val_loss": 0.7444190382957458, "acc": 71.53, "time": 123.84185689600054, "param": [ { "p": 0.09421398490667343, "m": 1.0 }, { "p": 0.061314817517995834, "m": 1.0 }, { "p": 0.06759347766637802, "m": 1.0 }, { "p": 0.05213601142168045, "m": 0.6988417506217957 }, { "p": 0.0764700174331665, "m": 0.6407814621925354 }, { "p": 0.06303975731134415, "m": 0.9557578563690186 }, { "p": 0.07365360856056213, "m": 0.9138593673706055 }, { "p": 0.045507218688726425, "m": 0.8052261471748352 }, { "p": 0.08531485497951508, "m": 0.8887965679168701 }, { "p": 0.09670507907867432, "m": 0.9292665719985962 }, { "p": 0.08171336352825165, "m": 0.9076998233795166 }, { "p": 0.0460263192653656, "m": 1.0 }, { "p": 0.09344688057899475, "m": 1.0 }, { "p": 0.06286457180976868, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.1718337535858154, "val_loss": 0.7769981026649475, "acc": 70.44, "time": 125.0921084900001, "param": [ { "p": 0.08292863517999649, "m": 1.0 }, { "p": 0.06430935859680176, "m": 1.0 }, { "p": 0.04567971080541611, "m": 1.0 }, { "p": 0.058404259383678436, "m": 0.7477197647094727 }, { "p": 0.059451065957546234, "m": 0.6948527097702026 }, { "p": 0.05186948552727699, "m": 0.8930361866950989 }, { "p": 0.0685976967215538, "m": 1.0 }, { "p": 0.07811974734067917, "m": 0.8168045878410339 }, { "p": 0.07637535035610199, "m": 0.9753110408782959 }, { "p": 0.08153531700372696, "m": 0.9564438462257385 }, { "p": 0.07142000645399094, "m": 1.0 }, { "p": 0.10416774451732635, "m": 1.0 }, { "p": 0.09820166975259781, "m": 1.0 }, { "p": 0.058939989656209946, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.0412864685058594, "val_loss": 0.7336550354957581, "acc": 71.54, "time": 122.58145998799955, "param": [ { "p": 0.1011093258857727, "m": 1.0 }, { "p": 0.07629332691431046, "m": 1.0 }, { "p": 0.09787458926439285, "m": 1.0 }, { "p": 0.05647137388586998, "m": 0.633551299571991 }, { "p": 0.038449790328741074, "m": 0.6528870463371277 }, { "p": 0.07465721666812897, "m": 0.9165935516357422 }, { "p": 0.06592068821191788, "m": 0.9062619209289551 }, { "p": 0.0640823170542717, "m": 0.8846589922904968 }, { "p": 0.048789482563734055, "m": 0.9421285390853882 }, { "p": 0.06648961454629898, "m": 0.998633861541748 }, { "p": 0.0731392651796341, "m": 1.0 }, { "p": 0.07306237518787384, "m": 1.0 }, { "p": 0.08965929597616196, "m": 1.0 }, { "p": 0.07400137931108475, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.1257470846176147, "val_loss": 0.6916413307189941, "acc": 71.56, "time": 122.44919504300015, "param": [ { "p": 0.07846330851316452, "m": 1.0 }, { "p": 0.07487508654594421, "m": 1.0 }, { "p": 0.11621242761611938, "m": 1.0 }, { "p": 0.024703780189156532, "m": 0.6786057949066162 }, { "p": 0.015174969099462032, "m": 0.6546062231063843 }, { "p": 0.06296774744987488, "m": 1.0 }, { "p": 0.08446875214576721, "m": 0.8977987170219421 }, { "p": 0.06543117016553879, "m": 0.9318859577178955 }, { "p": 0.05684866011142731, "m": 0.9424372315406799 }, { "p": 0.09652426838874817, "m": 0.9967287182807922 }, { "p": 0.06929976493120193, "m": 1.0 }, { "p": 0.08026271313428879, "m": 1.0 }, { "p": 0.0774020180106163, "m": 1.0 }, { "p": 0.0973653793334961, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.1705268621444702, "val_loss": 0.7873696684837341, "acc": 71.72, "time": 122.75516613299988, "param": [ { "p": 0.08254139870405197, "m": 1.0 }, { "p": 0.04716086387634277, "m": 1.0 }, { "p": 0.07563088834285736, "m": 1.0 }, { "p": 0.07473001629114151, "m": 0.6417564153671265 }, { "p": 0.046680569648742676, "m": 0.5604186654090881 }, { "p": 0.07559897005558014, "m": 0.9997174739837646 }, { "p": 0.05401181802153587, "m": 0.8982338309288025 }, { "p": 0.06467114388942719, "m": 0.8803665637969971 }, { "p": 0.06874307245016098, "m": 0.9313788414001465 }, { "p": 0.09549693763256073, "m": 0.9866089820861816 }, { "p": 0.07903493195772171, "m": 1.0 }, { "p": 0.09408082813024521, "m": 1.0 }, { "p": 0.08636637777090073, "m": 1.0 }, { "p": 0.05525219067931175, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.1491175889968872, "val_loss": 0.8092853426933289, "acc": 71.71, "time": 121.76373831700039, "param": [ { "p": 0.07549432665109634, "m": 1.0 }, { "p": 0.061750706285238266, "m": 1.0 }, { "p": 0.10484171658754349, "m": 1.0 }, { "p": 0.051127444952726364, "m": 0.5931296944618225 }, { "p": 0.032404132187366486, "m": 0.5568326711654663 }, { "p": 0.05871076136827469, "m": 0.7645223736763 }, { "p": 0.05465720221400261, "m": 0.8881498575210571 }, { "p": 0.08835209161043167, "m": 0.847362220287323 }, { "p": 0.06481824815273285, "m": 0.9950219392776489 }, { "p": 0.08655080944299698, "m": 1.0 }, { "p": 0.08977363258600235, "m": 0.9899663925170898 }, { "p": 0.11964784562587738, "m": 1.0 }, { "p": 0.06317535787820816, "m": 1.0 }, { "p": 0.04869570955634117, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.0413535833358765, "val_loss": 0.8791103363037109, "acc": 71.02, "time": 122.9061778030009, "param": [ { "p": 0.0906362310051918, "m": 1.0 }, { "p": 0.05471746250987053, "m": 1.0 }, { "p": 0.06711231917142868, "m": 1.0 }, { "p": 0.05997512489557266, "m": 0.583121657371521 }, { "p": 0.035271406173706055, "m": 0.4720444679260254 }, { "p": 0.08447674661874771, "m": 0.8586352467536926 }, { "p": 0.07324948161840439, "m": 0.9367896318435669 }, { "p": 0.06760170310735703, "m": 0.9195601344108582 }, { "p": 0.06962723284959793, "m": 0.9402689337730408 }, { "p": 0.09186100959777832, "m": 1.0 }, { "p": 0.054873112589120865, "m": 0.9336385726928711 }, { "p": 0.0803583636879921, "m": 1.0 }, { "p": 0.0883624404668808, "m": 1.0 }, { "p": 0.08187739551067352, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.9859323501586914, "val_loss": 0.91521155834198, "acc": 71.64, "time": 121.34608170499996, "param": [ { "p": 0.08381981402635574, "m": 1.0 }, { "p": 0.09714695066213608, "m": 1.0 }, { "p": 0.05250806361436844, "m": 1.0 }, { "p": 0.06909897178411484, "m": 0.6602284908294678 }, { "p": 0.07382162660360336, "m": 0.5752061605453491 }, { "p": 0.0705735981464386, "m": 0.8925895094871521 }, { "p": 0.056426405906677246, "m": 0.9916586875915527 }, { "p": 0.05944715067744255, "m": 0.9277727007865906 }, { "p": 0.0697278380393982, "m": 0.970447838306427 }, { "p": 0.08604613691568375, "m": 0.9457816481590271 }, { "p": 0.08787998557090759, "m": 1.0 }, { "p": 0.07147563993930817, "m": 1.0 }, { "p": 0.06538648903369904, "m": 1.0 }, { "p": 0.05664139240980148, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.9770200252532959, "val_loss": 0.8213688731193542, "acc": 70.64, "time": 121.40690270999949, "param": [ { "p": 0.1088404655456543, "m": 1.0 }, { "p": 0.061184484511613846, "m": 1.0 }, { "p": 0.06608393043279648, "m": 1.0 }, { "p": 0.053676508367061615, "m": 0.775936484336853 }, { "p": 0.044673651456832886, "m": 0.5282150506973267 }, { "p": 0.047684576362371445, "m": 0.9894301891326904 }, { "p": 0.08695679903030396, "m": 1.0 }, { "p": 0.054166968911886215, "m": 0.9858658909797668 }, { "p": 0.07721704244613647, "m": 0.9485998153686523 }, { "p": 0.08538876473903656, "m": 0.9379422664642334 }, { "p": 0.06881187111139297, "m": 1.0 }, { "p": 0.08702506870031357, "m": 1.0 }, { "p": 0.07552340626716614, "m": 1.0 }, { "p": 0.08276650309562683, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.0398708581924438, "val_loss": 0.650518000125885, "acc": 71.04, "time": 122.37244292200012, "param": [ { "p": 0.0709194540977478, "m": 1.0 }, { "p": 0.047550201416015625, "m": 1.0 }, { "p": 0.06521352380514145, "m": 1.0 }, { "p": 0.04866145923733711, "m": 0.6889761686325073 }, { "p": 0.06183459609746933, "m": 0.5897830128669739 }, { "p": 0.04309268295764923, "m": 1.0 }, { "p": 0.112514428794384, "m": 0.9405806064605713 }, { "p": 0.09090811014175415, "m": 0.9709956645965576 }, { "p": 0.08537308126688004, "m": 0.9598904252052307 }, { "p": 0.08291760087013245, "m": 1.0 }, { "p": 0.05124261602759361, "m": 0.9009585380554199 }, { "p": 0.06649180501699448, "m": 1.0 }, { "p": 0.11521857976913452, "m": 1.0 }, { "p": 0.058061759918928146, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.0924170017242432, "val_loss": 0.7084308862686157, "acc": 71.26, "time": 121.50486675600041, "param": [ { "p": 0.0933603048324585, "m": 1.0 }, { "p": 0.07357296347618103, "m": 1.0 }, { "p": 0.0825076624751091, "m": 1.0 }, { "p": 0.05609999969601631, "m": 0.662148118019104 }, { "p": 0.050105251371860504, "m": 0.6791890859603882 }, { "p": 0.052066534757614136, "m": 0.9195406436920166 }, { "p": 0.0720471441745758, "m": 0.9184593558311462 }, { "p": 0.0644686222076416, "m": 0.9777219295501709 }, { "p": 0.0851430743932724, "m": 1.0 }, { "p": 0.07347744703292847, "m": 0.9673720002174377 }, { "p": 0.052573297172784805, "m": 0.9992560744285583 }, { "p": 0.08199214190244675, "m": 1.0 }, { "p": 0.09304458647966385, "m": 1.0 }, { "p": 0.0695410966873169, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.0721168518066406, "val_loss": 0.8392826318740845, "acc": 71.39, "time": 121.56514961399989, "param": [ { "p": 0.09876333177089691, "m": 1.0 }, { "p": 0.0627409815788269, "m": 1.0 }, { "p": 0.08035745471715927, "m": 1.0 }, { "p": 0.07724118232727051, "m": 0.769246518611908 }, { "p": 0.039269331842660904, "m": 0.6587626934051514 }, { "p": 0.07843897491693497, "m": 0.7460500001907349 }, { "p": 0.07228268682956696, "m": 0.9836220145225525 }, { "p": 0.07242564111948013, "m": 0.8594006299972534 }, { "p": 0.06026902422308922, "m": 0.9758663773536682 }, { "p": 0.08373886346817017, "m": 0.9429343938827515 }, { "p": 0.06094440072774887, "m": 0.981525182723999 }, { "p": 0.08511456102132797, "m": 1.0 }, { "p": 0.06433884799480438, "m": 1.0 }, { "p": 0.06407471746206284, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.9770540595054626, "val_loss": 0.9176228642463684, "acc": 71.26, "time": 122.38213327999983, "param": [ { "p": 0.07603693008422852, "m": 1.0 }, { "p": 0.04111141711473465, "m": 1.0 }, { "p": 0.07387161999940872, "m": 1.0 }, { "p": 0.03541404753923416, "m": 0.7706643342971802 }, { "p": 0.07818473875522614, "m": 0.6207960844039917 }, { "p": 0.08022351562976837, "m": 0.6336128115653992 }, { "p": 0.08379927277565002, "m": 1.0 }, { "p": 0.06847634166479111, "m": 0.742322564125061 }, { "p": 0.07776638865470886, "m": 0.9315118789672852 }, { "p": 0.08274517208337784, "m": 0.9765190482139587 }, { "p": 0.08448375016450882, "m": 1.0 }, { "p": 0.09625139087438583, "m": 1.0 }, { "p": 0.07041473686695099, "m": 1.0 }, { "p": 0.051220692694187164, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.1567482948303223, "val_loss": 0.7781643867492676, "acc": 70.72, "time": 124.39733179200084, "param": [ { "p": 0.07749208807945251, "m": 1.0 }, { "p": 0.06666964292526245, "m": 1.0 }, { "p": 0.05097917094826698, "m": 1.0 }, { "p": 0.0622444823384285, "m": 0.7267374992370605 }, { "p": 0.04434306547045708, "m": 0.6868681907653809 }, { "p": 0.08999290317296982, "m": 0.6391531825065613 }, { "p": 0.06927423179149628, "m": 0.9140026569366455 }, { "p": 0.07926274836063385, "m": 0.6602613925933838 }, { "p": 0.09514950215816498, "m": 1.0 }, { "p": 0.08895739167928696, "m": 0.954918384552002 }, { "p": 0.06323230266571045, "m": 0.8952551484107971 }, { "p": 0.07532291859388351, "m": 1.0 }, { "p": 0.07678475975990295, "m": 1.0 }, { "p": 0.06029481440782547, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.848957359790802, "val_loss": 0.8632318377494812, "acc": 71.87, "time": 124.02721924300022, "param": [ { "p": 0.08029430359601974, "m": 1.0 }, { "p": 0.047333862632513046, "m": 1.0 }, { "p": 0.09344656765460968, "m": 1.0 }, { "p": 0.033757876604795456, "m": 0.6739033460617065 }, { "p": 0.06706351786851883, "m": 0.6068242788314819 }, { "p": 0.0683949664235115, "m": 0.5904540419578552 }, { "p": 0.06404931098222733, "m": 1.0 }, { "p": 0.07183240354061127, "m": 0.7114944458007812 }, { "p": 0.1107737347483635, "m": 0.9761726260185242 }, { "p": 0.07668620347976685, "m": 1.0 }, { "p": 0.05861707404255867, "m": 0.9895927906036377 }, { "p": 0.06654854863882065, "m": 1.0 }, { "p": 0.09641773253679276, "m": 1.0 }, { "p": 0.06478394567966461, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.1385788917541504, "val_loss": 0.8030061721801758, "acc": 71.85, "time": 122.96451581699876, "param": [ { "p": 0.08681153506040573, "m": 1.0 }, { "p": 0.04485243931412697, "m": 1.0 }, { "p": 0.07902310788631439, "m": 1.0 }, { "p": 0.05030655860900879, "m": 0.5783132910728455 }, { "p": 0.050748229026794434, "m": 0.6303035616874695 }, { "p": 0.07659418135881424, "m": 0.6943133473396301 }, { "p": 0.06502299755811691, "m": 1.0 }, { "p": 0.09486491233110428, "m": 0.7141305208206177 }, { "p": 0.06357203423976898, "m": 0.9839551448822021 }, { "p": 0.08605851233005524, "m": 0.9990606307983398 }, { "p": 0.08688744157552719, "m": 1.0 }, { "p": 0.0833706259727478, "m": 1.0 }, { "p": 0.07140912860631943, "m": 1.0 }, { "p": 0.06047840788960457, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.031163215637207, "val_loss": 0.6800057888031006, "acc": 72.81, "time": 123.09822764599994, "param": [ { "p": 0.1022765040397644, "m": 1.0 }, { "p": 0.056516390293836594, "m": 1.0 }, { "p": 0.07691744714975357, "m": 1.0 }, { "p": 0.0506090372800827, "m": 0.5586843490600586 }, { "p": 0.04342540353536606, "m": 0.6571277976036072 }, { "p": 0.03260292485356331, "m": 0.7554015517234802 }, { "p": 0.077763132750988, "m": 0.9229804277420044 }, { "p": 0.09126961976289749, "m": 0.7461218237876892 }, { "p": 0.07567012310028076, "m": 0.9917834401130676 }, { "p": 0.07824459671974182, "m": 0.9733613133430481 }, { "p": 0.0674988329410553, "m": 0.9866238236427307 }, { "p": 0.10217917710542679, "m": 1.0 }, { "p": 0.0766167864203453, "m": 1.0 }, { "p": 0.06841004639863968, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.1078569889068604, "val_loss": 0.6501087546348572, "acc": 71.59, "time": 123.10032240700093, "param": [ { "p": 0.12008659541606903, "m": 1.0 }, { "p": 0.059410613030195236, "m": 1.0 }, { "p": 0.06844577938318253, "m": 1.0 }, { "p": 0.033838577568531036, "m": 0.508822500705719 }, { "p": 0.036300163716077805, "m": 0.6666460037231445 }, { "p": 0.06542270630598068, "m": 0.7925607562065125 }, { "p": 0.08920828998088837, "m": 0.8405528664588928 }, { "p": 0.08127130568027496, "m": 0.8404877185821533 }, { "p": 0.09062934666872025, "m": 0.9349218606948853 }, { "p": 0.083719901740551, "m": 0.9322667121887207 }, { "p": 0.04410284385085106, "m": 0.985569953918457 }, { "p": 0.08331496268510818, "m": 1.0 }, { "p": 0.09639545530080795, "m": 1.0 }, { "p": 0.04785347357392311, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.8726208806037903, "val_loss": 0.8649569153785706, "acc": 71.88, "time": 125.3755751789995, "param": [ { "p": 0.08430488407611847, "m": 1.0 }, { "p": 0.08078227192163467, "m": 1.0 }, { "p": 0.06706944853067398, "m": 1.0 }, { "p": 0.05434122309088707, "m": 0.5321387648582458 }, { "p": 0.05565330758690834, "m": 0.6957789659500122 }, { "p": 0.06042817607522011, "m": 0.6892758011817932 }, { "p": 0.05607064813375473, "m": 0.7516267895698547 }, { "p": 0.09271594136953354, "m": 0.8909934163093567 }, { "p": 0.08476762473583221, "m": 0.9529569149017334 }, { "p": 0.07459277659654617, "m": 0.9851438403129578 }, { "p": 0.08900108188390732, "m": 0.9696765542030334 }, { "p": 0.06931861490011215, "m": 1.0 }, { "p": 0.08727993816137314, "m": 1.0 }, { "p": 0.04367399588227272, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.9668701887130737, "val_loss": 0.7230525016784668, "acc": 72.39, "time": 124.15176306600006, "param": [ { "p": 0.0713205561041832, "m": 1.0 }, { "p": 0.0585271455347538, "m": 1.0 }, { "p": 0.09323418140411377, "m": 1.0 }, { "p": 0.0206689964979887, "m": 0.44658011198043823 }, { "p": 0.047589994966983795, "m": 0.6254512071609497 }, { "p": 0.08612425625324249, "m": 0.9351733326911926 }, { "p": 0.09401021152734756, "m": 0.9850024580955505 }, { "p": 0.051990438252687454, "m": 0.9203425645828247 }, { "p": 0.06772556155920029, "m": 0.8776804208755493 }, { "p": 0.08806248009204865, "m": 0.9223531484603882 }, { "p": 0.05773017182946205, "m": 0.9938111901283264 }, { "p": 0.0581919364631176, "m": 1.0 }, { "p": 0.12030453234910965, "m": 1.0 }, { "p": 0.08451952785253525, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.0767806768417358, "val_loss": 0.7850997447967529, "acc": 71.65, "time": 124.11490814600256, "param": [ { "p": 0.09062390774488449, "m": 1.0 }, { "p": 0.08530653268098831, "m": 1.0 }, { "p": 0.08808337152004242, "m": 1.0 }, { "p": 0.06993021816015244, "m": 0.49350103735923767 }, { "p": 0.03615628182888031, "m": 0.714015543460846 }, { "p": 0.05347544699907303, "m": 0.9159879088401794 }, { "p": 0.07406824082136154, "m": 0.9147886633872986 }, { "p": 0.06902266293764114, "m": 0.9516972303390503 }, { "p": 0.07696760445833206, "m": 0.9856011271476746 }, { "p": 0.06807494163513184, "m": 0.9363029599189758 }, { "p": 0.04956281930208206, "m": 1.0 }, { "p": 0.09037387371063232, "m": 1.0 }, { "p": 0.08224015682935715, "m": 1.0 }, { "p": 0.06611379981040955, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.0836142301559448, "val_loss": 0.8011913299560547, "acc": 72.49, "time": 123.05879523399926, "param": [ { "p": 0.0896332636475563, "m": 1.0 }, { "p": 0.04589604586362839, "m": 1.0 }, { "p": 0.07671508938074112, "m": 1.0 }, { "p": 0.03873630613088608, "m": 0.43400606513023376 }, { "p": 0.051032260060310364, "m": 0.7046937942504883 }, { "p": 0.08172378689050674, "m": 0.7829877734184265 }, { "p": 0.07270849496126175, "m": 0.947776734828949 }, { "p": 0.06570842117071152, "m": 0.9687649011611938 }, { "p": 0.08816593885421753, "m": 0.9415906667709351 }, { "p": 0.05416126921772957, "m": 0.9988981485366821 }, { "p": 0.06657040864229202, "m": 0.9650594592094421 }, { "p": 0.06353961676359177, "m": 1.0 }, { "p": 0.10106585174798965, "m": 1.0 }, { "p": 0.10434326529502869, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.9223901033401489, "val_loss": 0.7645001411437988, "acc": 73.85, "time": 123.15913120500045, "param": [ { "p": 0.07488808035850525, "m": 1.0 }, { "p": 0.025208014994859695, "m": 1.0 }, { "p": 0.06721597164869308, "m": 1.0 }, { "p": 0.051071953028440475, "m": 0.4559355676174164 }, { "p": 0.04340289905667305, "m": 0.7970077991485596 }, { "p": 0.0884740948677063, "m": 0.7995119690895081 }, { "p": 0.027517054229974747, "m": 0.8760507702827454 }, { "p": 0.08706540614366531, "m": 1.0 }, { "p": 0.0940922424197197, "m": 1.0 }, { "p": 0.12319167703390121, "m": 0.9886487126350403 }, { "p": 0.08926192671060562, "m": 0.978194534778595 }, { "p": 0.0650382861495018, "m": 1.0 }, { "p": 0.10315778106451035, "m": 1.0 }, { "p": 0.060414619743824005, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.0125261545181274, "val_loss": 0.8090218901634216, "acc": 71.82, "time": 123.31811093500073, "param": [ { "p": 0.07048418372869492, "m": 1.0 }, { "p": 0.05253403261303902, "m": 1.0 }, { "p": 0.07583195716142654, "m": 1.0 }, { "p": 0.0656561404466629, "m": 0.43130430579185486 }, { "p": 0.03477408364415169, "m": 0.8383024334907532 }, { "p": 0.09669600427150726, "m": 0.8302785158157349 }, { "p": 0.07584702968597412, "m": 0.9621896147727966 }, { "p": 0.08387254178524017, "m": 0.9618315100669861 }, { "p": 0.08970675617456436, "m": 0.94868403673172 }, { "p": 0.059076521545648575, "m": 0.9985944628715515 }, { "p": 0.08311080932617188, "m": 0.9573297500610352 }, { "p": 0.06991792470216751, "m": 1.0 }, { "p": 0.08594731986522675, "m": 1.0 }, { "p": 0.05654463917016983, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.0582374334335327, "val_loss": 0.7639188170433044, "acc": 72.25, "time": 125.34242679199815, "param": [ { "p": 0.08437072485685349, "m": 1.0 }, { "p": 0.09673810750246048, "m": 1.0 }, { "p": 0.06354434043169022, "m": 1.0 }, { "p": 0.056481629610061646, "m": 0.3852294981479645 }, { "p": 0.05441150814294815, "m": 0.7101367712020874 }, { "p": 0.06872890889644623, "m": 0.7630516886711121 }, { "p": 0.08380285650491714, "m": 0.9834417104721069 }, { "p": 0.07395569980144501, "m": 0.8797489404678345 }, { "p": 0.06280698627233505, "m": 0.9312694668769836 }, { "p": 0.04986048862338066, "m": 0.9705647230148315 }, { "p": 0.0832098200917244, "m": 0.9768474698066711 }, { "p": 0.07252776622772217, "m": 1.0 }, { "p": 0.07683496922254562, "m": 1.0 }, { "p": 0.07272621244192123, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.9342584609985352, "val_loss": 0.796707808971405, "acc": 72.54, "time": 124.79182886600029, "param": [ { "p": 0.09196851402521133, "m": 1.0 }, { "p": 0.05020705610513687, "m": 1.0 }, { "p": 0.08152322471141815, "m": 1.0 }, { "p": 0.06142039597034454, "m": 0.47179993987083435 }, { "p": 0.04415096715092659, "m": 0.7009446024894714 }, { "p": 0.08735213428735733, "m": 0.6675646305084229 }, { "p": 0.04338168352842331, "m": 1.0 }, { "p": 0.08016861975193024, "m": 0.9302361011505127 }, { "p": 0.09071361273527145, "m": 1.0 }, { "p": 0.08728055655956268, "m": 0.9857105612754822 }, { "p": 0.05592753738164902, "m": 0.9616439342498779 }, { "p": 0.07653669267892838, "m": 1.0 }, { "p": 0.08343997597694397, "m": 1.0 }, { "p": 0.06592898815870285, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.9633241295814514, "val_loss": 0.9793244004249573, "acc": 72.12, "time": 124.58766647499942, "param": [ { "p": 0.07447507977485657, "m": 1.0 }, { "p": 0.053681984543800354, "m": 1.0 }, { "p": 0.09100032597780228, "m": 1.0 }, { "p": 0.056611448526382446, "m": 0.561449408531189 }, { "p": 0.04685170203447342, "m": 0.7764763236045837 }, { "p": 0.0713232085108757, "m": 0.8057374358177185 }, { "p": 0.06836333125829697, "m": 0.9719179272651672 }, { "p": 0.09258187562227249, "m": 0.9936243295669556 }, { "p": 0.06989937275648117, "m": 0.9716309905052185 }, { "p": 0.09773757308721542, "m": 1.0 }, { "p": 0.08495316654443741, "m": 1.0 }, { "p": 0.06173780560493469, "m": 1.0 }, { "p": 0.06561380624771118, "m": 1.0 }, { "p": 0.06516922265291214, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.0518180131912231, "val_loss": 0.762568473815918, "acc": 73.52, "time": 125.69078461100071, "param": [ { "p": 0.09258183091878891, "m": 1.0 }, { "p": 0.030341098085045815, "m": 1.0 }, { "p": 0.08335661888122559, "m": 1.0 }, { "p": 0.027659783139824867, "m": 0.5486325621604919 }, { "p": 0.04760434478521347, "m": 0.7521552443504333 }, { "p": 0.06567157804965973, "m": 0.8550432920455933 }, { "p": 0.06719550490379333, "m": 0.857166051864624 }, { "p": 0.06404008716344833, "m": 1.0 }, { "p": 0.08716768771409988, "m": 1.0 }, { "p": 0.08850716054439545, "m": 0.9727345108985901 }, { "p": 0.07534685730934143, "m": 0.8715733885765076 }, { "p": 0.08556511253118515, "m": 1.0 }, { "p": 0.09746342897415161, "m": 1.0 }, { "p": 0.0874989777803421, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.9781021475791931, "val_loss": 0.6404405832290649, "acc": 72.06, "time": 124.28548772000067, "param": [ { "p": 0.07866813987493515, "m": 1.0 }, { "p": 0.0349535197019577, "m": 1.0 }, { "p": 0.09618683904409409, "m": 1.0 }, { "p": 0.04590480029582977, "m": 0.5886050462722778 }, { "p": 0.09383033961057663, "m": 0.7337073087692261 }, { "p": 0.033217817544937134, "m": 0.9240682721138 }, { "p": 0.06673629581928253, "m": 0.9326961636543274 }, { "p": 0.09651590883731842, "m": 0.9995741844177246 }, { "p": 0.08769334852695465, "m": 0.9971261024475098 }, { "p": 0.08190543949604034, "m": 0.89737868309021 }, { "p": 0.08479085564613342, "m": 0.9028072357177734 }, { "p": 0.07441326230764389, "m": 1.0 }, { "p": 0.07719214260578156, "m": 1.0 }, { "p": 0.047991201281547546, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.8928567171096802, "val_loss": 0.8379544019699097, "acc": 72.6, "time": 125.01846910099994, "param": [ { "p": 0.07879877835512161, "m": 1.0 }, { "p": 0.05937658250331879, "m": 1.0 }, { "p": 0.09841274470090866, "m": 1.0 }, { "p": 0.028485778719186783, "m": 0.5703791379928589 }, { "p": 0.0829666256904602, "m": 0.5379371643066406 }, { "p": 0.05416329950094223, "m": 0.9969323873519897 }, { "p": 0.08296232670545578, "m": 1.0 }, { "p": 0.08635664731264114, "m": 0.9776880145072937 }, { "p": 0.03177783265709877, "m": 0.8860039114952087 }, { "p": 0.09375380724668503, "m": 0.9993636608123779 }, { "p": 0.06378331780433655, "m": 0.9406285285949707 }, { "p": 0.08177859336137772, "m": 1.0 }, { "p": 0.08990669995546341, "m": 1.0 }, { "p": 0.06747690588235855, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.1486166715621948, "val_loss": 0.7785546183586121, "acc": 72.95, "time": 124.0327291930007, "param": [ { "p": 0.06602252274751663, "m": 1.0 }, { "p": 0.06914068013429642, "m": 1.0 }, { "p": 0.09316885471343994, "m": 1.0 }, { "p": 0.06492681056261063, "m": 0.5361672043800354 }, { "p": 0.05472747981548309, "m": 0.5290390849113464 }, { "p": 0.04848726466298103, "m": 0.943817675113678 }, { "p": 0.062353648245334625, "m": 0.9404234290122986 }, { "p": 0.07825516909360886, "m": 0.9450307488441467 }, { "p": 0.04946550354361534, "m": 0.9951095581054688 }, { "p": 0.08076970279216766, "m": 1.0 }, { "p": 0.08650512248277664, "m": 1.0 }, { "p": 0.057360902428627014, "m": 1.0 }, { "p": 0.08369436860084534, "m": 1.0 }, { "p": 0.10512186586856842, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.9751260876655579, "val_loss": 0.7561962008476257, "acc": 72.82, "time": 121.14644535900152, "param": [ { "p": 0.09294067323207855, "m": 1.0 }, { "p": 0.04200724884867668, "m": 1.0 }, { "p": 0.0835379883646965, "m": 1.0 }, { "p": 0.03792760148644447, "m": 0.55018550157547 }, { "p": 0.05946703255176544, "m": 0.6033408641815186 }, { "p": 0.07453592866659164, "m": 0.9289720058441162 }, { "p": 0.07790060341358185, "m": 1.0 }, { "p": 0.04861978814005852, "m": 0.8858394622802734 }, { "p": 0.07296212762594223, "m": 0.9958879947662354 }, { "p": 0.04771440476179123, "m": 0.9308406710624695 }, { "p": 0.09616626799106598, "m": 0.9877444505691528 }, { "p": 0.08709114789962769, "m": 1.0 }, { "p": 0.10147500038146973, "m": 1.0 }, { "p": 0.07765410840511322, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.004140019416809, "val_loss": 0.7838664054870605, "acc": 72.17, "time": 121.83792503499717, "param": [ { "p": 0.07693395018577576, "m": 1.0 }, { "p": 0.06169058009982109, "m": 1.0 }, { "p": 0.1198916956782341, "m": 1.0 }, { "p": 0.04534873738884926, "m": 0.6692416667938232 }, { "p": 0.06296871602535248, "m": 0.6396069526672363 }, { "p": 0.03942113742232323, "m": 0.8693434596061707 }, { "p": 0.07557196915149689, "m": 0.9266570210456848 }, { "p": 0.0712941363453865, "m": 0.8132064342498779 }, { "p": 0.060927268117666245, "m": 0.8484900593757629 }, { "p": 0.06756675243377686, "m": 0.9246289730072021 }, { "p": 0.08112078905105591, "m": 0.9499862194061279 }, { "p": 0.0693139135837555, "m": 1.0 }, { "p": 0.10554998368024826, "m": 1.0 }, { "p": 0.062400247901678085, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.9971608519554138, "val_loss": 0.6503525376319885, "acc": 72.35, "time": 123.84413389800102, "param": [ { "p": 0.06307291239500046, "m": 1.0 }, { "p": 0.03038591705262661, "m": 1.0 }, { "p": 0.08501491695642471, "m": 1.0 }, { "p": 0.05728856474161148, "m": 0.6250171065330505 }, { "p": 0.06873399019241333, "m": 0.702366054058075 }, { "p": 0.07922525703907013, "m": 0.8610074520111084 }, { "p": 0.07100952416658401, "m": 0.9980778694152832 }, { "p": 0.08488419651985168, "m": 0.8920573592185974 }, { "p": 0.0669964998960495, "m": 0.8881279230117798 }, { "p": 0.07786557823419571, "m": 0.9252034425735474 }, { "p": 0.06675751507282257, "m": 1.0 }, { "p": 0.0878901258111, "m": 1.0 }, { "p": 0.08302963525056839, "m": 1.0 }, { "p": 0.07784530520439148, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.9413384795188904, "val_loss": 0.8367863893508911, "acc": 72.57, "time": 124.78598090200103, "param": [ { "p": 0.1036718487739563, "m": 1.0 }, { "p": 0.04506479948759079, "m": 1.0 }, { "p": 0.09138952195644379, "m": 1.0 }, { "p": 0.03896768391132355, "m": 0.5995023846626282 }, { "p": 0.07565756142139435, "m": 0.7103930711746216 }, { "p": 0.05401043966412544, "m": 0.8673140406608582 }, { "p": 0.0663825124502182, "m": 0.9365957379341125 }, { "p": 0.07378662377595901, "m": 0.9683462977409363 }, { "p": 0.07022078335285187, "m": 1.0 }, { "p": 0.07205430418252945, "m": 0.960307776927948 }, { "p": 0.06881734728813171, "m": 1.0 }, { "p": 0.10863906890153885, "m": 1.0 }, { "p": 0.07084263861179352, "m": 1.0 }, { "p": 0.060494959354400635, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.913910984992981, "val_loss": 0.74782395362854, "acc": 73.54, "time": 123.29921687399838, "param": [ { "p": 0.0886717215180397, "m": 1.0 }, { "p": 0.05765216052532196, "m": 1.0 }, { "p": 0.07572811841964722, "m": 1.0 }, { "p": 0.061748165637254715, "m": 0.6817997694015503 }, { "p": 0.0664859339594841, "m": 0.6203821897506714 }, { "p": 0.08807200938463211, "m": 0.8000709414482117 }, { "p": 0.0663185715675354, "m": 1.0 }, { "p": 0.06460729241371155, "m": 0.9314810037612915 }, { "p": 0.06807265430688858, "m": 0.988117516040802 }, { "p": 0.06839659065008163, "m": 0.9393126964569092 }, { "p": 0.07950842380523682, "m": 0.9638147354125977 }, { "p": 0.06927188485860825, "m": 1.0 }, { "p": 0.07786981761455536, "m": 1.0 }, { "p": 0.0675966665148735, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.8191950917243958, "val_loss": 0.7827922701835632, "acc": 72.74, "time": 122.65718130599998, "param": [ { "p": 0.10463124513626099, "m": 1.0 }, { "p": 0.06299444288015366, "m": 1.0 }, { "p": 0.06080704927444458, "m": 1.0 }, { "p": 0.05511778965592384, "m": 0.5871281027793884 }, { "p": 0.07448545843362808, "m": 0.638984739780426 }, { "p": 0.09185456484556198, "m": 0.9335049390792847 }, { "p": 0.0911901667714119, "m": 0.8946435451507568 }, { "p": 0.048742469400167465, "m": 0.9392896890640259 }, { "p": 0.06766954809427261, "m": 0.9708341360092163 }, { "p": 0.0601605586707592, "m": 0.847947359085083 }, { "p": 0.06745115667581558, "m": 0.9819508194923401 }, { "p": 0.09846151620149612, "m": 1.0 }, { "p": 0.07998098433017731, "m": 1.0 }, { "p": 0.03645303472876549, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.8817610144615173, "val_loss": 0.888155996799469, "acc": 72.72, "time": 121.95024924700192, "param": [ { "p": 0.08087760955095291, "m": 1.0 }, { "p": 0.06249218061566353, "m": 1.0 }, { "p": 0.07363635301589966, "m": 1.0 }, { "p": 0.07338248193264008, "m": 0.6214314699172974 }, { "p": 0.0682147666811943, "m": 0.6235650181770325 }, { "p": 0.059922490268945694, "m": 0.9655248522758484 }, { "p": 0.08626985549926758, "m": 0.8959678411483765 }, { "p": 0.05684622377157211, "m": 0.9864304661750793 }, { "p": 0.08471092581748962, "m": 1.0 }, { "p": 0.0628606379032135, "m": 0.8617132306098938 }, { "p": 0.07012968510389328, "m": 0.9567144513130188 }, { "p": 0.08059483021497726, "m": 1.0 }, { "p": 0.08471468836069107, "m": 1.0 }, { "p": 0.05534728989005089, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.8664790987968445, "val_loss": 0.7825474143028259, "acc": 72.9, "time": 124.09193228799995, "param": [ { "p": 0.07868849486112595, "m": 1.0 }, { "p": 0.05087799206376076, "m": 1.0 }, { "p": 0.09263837337493896, "m": 1.0 }, { "p": 0.05689363554120064, "m": 0.5279847383499146 }, { "p": 0.0571526437997818, "m": 0.6047469973564148 }, { "p": 0.07217610627412796, "m": 0.9514816403388977 }, { "p": 0.08046390116214752, "m": 0.7410611510276794 }, { "p": 0.04472323879599571, "m": 0.9965012073516846 }, { "p": 0.059238072484731674, "m": 1.0 }, { "p": 0.07291565835475922, "m": 0.9331915974617004 }, { "p": 0.08331451565027237, "m": 0.9988389015197754 }, { "p": 0.08423580974340439, "m": 1.0 }, { "p": 0.0788312554359436, "m": 1.0 }, { "p": 0.08785025030374527, "m": 1.0 } ] }, { "epoch": 151, "train_loss": 1.030545711517334, "val_loss": 0.7943203449249268, "acc": 73.05, "time": 125.36726172000272, "param": [ { "p": 0.0783400759100914, "m": 1.0 }, { "p": 0.053350646048784256, "m": 1.0 }, { "p": 0.10759054124355316, "m": 1.0 }, { "p": 0.0750855803489685, "m": 0.5270931124687195 }, { "p": 0.06947121769189835, "m": 0.3581681251525879 }, { "p": 0.06990440934896469, "m": 0.9416677355766296 }, { "p": 0.06685330718755722, "m": 0.7845708727836609 }, { "p": 0.08306795358657837, "m": 0.992452085018158 }, { "p": 0.04243819788098335, "m": 0.955233633518219 }, { "p": 0.08249577134847641, "m": 0.9193600416183472 }, { "p": 0.057171355932950974, "m": 0.9995335340499878 }, { "p": 0.07767558097839355, "m": 1.0 }, { "p": 0.06694932281970978, "m": 1.0 }, { "p": 0.06960597634315491, "m": 1.0 } ] }, { "epoch": 152, "train_loss": 0.9008042216300964, "val_loss": 0.7674667835235596, "acc": 73.52, "time": 124.40019644800122, "param": [ { "p": 0.07477037608623505, "m": 1.0 }, { "p": 0.09067786484956741, "m": 1.0 }, { "p": 0.07979424297809601, "m": 1.0 }, { "p": 0.06301375478506088, "m": 0.5554735660552979 }, { "p": 0.07338155806064606, "m": 0.40750542283058167 }, { "p": 0.052331022918224335, "m": 0.9731494188308716 }, { "p": 0.09242060780525208, "m": 0.789027214050293 }, { "p": 0.06635533273220062, "m": 0.9789397716522217 }, { "p": 0.08347835391759872, "m": 0.9724597930908203 }, { "p": 0.051929447799921036, "m": 0.9136013388633728 }, { "p": 0.05007927492260933, "m": 0.9390641450881958 }, { "p": 0.08018392324447632, "m": 1.0 }, { "p": 0.0764184296131134, "m": 1.0 }, { "p": 0.06516584753990173, "m": 1.0 } ] }, { "epoch": 153, "train_loss": 0.9322714805603027, "val_loss": 0.8171368837356567, "acc": 71.84, "time": 124.14215451700147, "param": [ { "p": 0.0640694871544838, "m": 1.0 }, { "p": 0.06259810924530029, "m": 1.0 }, { "p": 0.09329469501972198, "m": 1.0 }, { "p": 0.07145250588655472, "m": 0.6038849949836731 }, { "p": 0.07159160822629929, "m": 0.31909698247909546 }, { "p": 0.04228156432509422, "m": 0.8818222880363464 }, { "p": 0.0721021518111229, "m": 0.8020762801170349 }, { "p": 0.06398265063762665, "m": 0.979516327381134 }, { "p": 0.0790347009897232, "m": 0.985245943069458 }, { "p": 0.08745905011892319, "m": 0.913112998008728 }, { "p": 0.07285305857658386, "m": 1.0 }, { "p": 0.07949148863554001, "m": 1.0 }, { "p": 0.08171805739402771, "m": 1.0 }, { "p": 0.05807099863886833, "m": 1.0 } ] }, { "epoch": 154, "train_loss": 0.97300124168396, "val_loss": 0.7554513216018677, "acc": 72.91, "time": 125.06131210300009, "param": [ { "p": 0.07137467712163925, "m": 1.0 }, { "p": 0.07697723805904388, "m": 1.0 }, { "p": 0.07800372689962387, "m": 1.0 }, { "p": 0.07928572595119476, "m": 0.7817367315292358 }, { "p": 0.05788131803274155, "m": 0.34034398198127747 }, { "p": 0.055580608546733856, "m": 0.9105032682418823 }, { "p": 0.07191655039787292, "m": 0.8397604823112488 }, { "p": 0.06399211287498474, "m": 0.9033846855163574 }, { "p": 0.06180811673402786, "m": 1.0 }, { "p": 0.060342997312545776, "m": 0.9085609316825867 }, { "p": 0.08443394303321838, "m": 1.0 }, { "p": 0.08122391253709793, "m": 1.0 }, { "p": 0.09132328629493713, "m": 1.0 }, { "p": 0.06585581600666046, "m": 1.0 } ] }, { "epoch": 155, "train_loss": 0.7340699434280396, "val_loss": 0.806229829788208, "acc": 73.19, "time": 123.37390111299828, "param": [ { "p": 0.07677831500768661, "m": 1.0 }, { "p": 0.05152808502316475, "m": 1.0 }, { "p": 0.07686945796012878, "m": 1.0 }, { "p": 0.053171176463365555, "m": 0.7275999188423157 }, { "p": 0.07370949536561966, "m": 0.28478190302848816 }, { "p": 0.08272213488817215, "m": 0.8665522336959839 }, { "p": 0.09405948221683502, "m": 0.9377753734588623 }, { "p": 0.058745380491018295, "m": 0.8549249172210693 }, { "p": 0.05664816498756409, "m": 0.9726929664611816 }, { "p": 0.10026189684867859, "m": 0.9008142352104187 }, { "p": 0.07405971735715866, "m": 1.0 }, { "p": 0.07320627570152283, "m": 1.0 }, { "p": 0.075651153922081, "m": 1.0 }, { "p": 0.05258926749229431, "m": 1.0 } ] }, { "epoch": 156, "train_loss": 0.7232440114021301, "val_loss": 0.7730849981307983, "acc": 73.41, "time": 122.22243915099898, "param": [ { "p": 0.10945314913988113, "m": 1.0 }, { "p": 0.0638391450047493, "m": 1.0 }, { "p": 0.08095557242631912, "m": 1.0 }, { "p": 0.04280031472444534, "m": 0.556309163570404 }, { "p": 0.07687004655599594, "m": 0.25616180896759033 }, { "p": 0.036398932337760925, "m": 0.7185481190681458 }, { "p": 0.0742344930768013, "m": 0.855358362197876 }, { "p": 0.05963495373725891, "m": 0.8277847170829773 }, { "p": 0.07819155603647232, "m": 0.8739125728607178 }, { "p": 0.10367267578840256, "m": 1.0 }, { "p": 0.07551577687263489, "m": 0.9634823799133301 }, { "p": 0.056362494826316833, "m": 1.0 }, { "p": 0.08294535428285599, "m": 1.0 }, { "p": 0.05912560969591141, "m": 1.0 } ] }, { "epoch": 157, "train_loss": 0.8092921376228333, "val_loss": 0.7014222145080566, "acc": 73.69, "time": 124.3837806800002, "param": [ { "p": 0.08421345055103302, "m": 1.0 }, { "p": 0.0666002705693245, "m": 1.0 }, { "p": 0.0816601887345314, "m": 1.0 }, { "p": 0.0650845617055893, "m": 0.5877865552902222 }, { "p": 0.08885187655687332, "m": 0.2883577048778534 }, { "p": 0.09149202704429626, "m": 0.662384033203125 }, { "p": 0.04794694855809212, "m": 0.8714225888252258 }, { "p": 0.07154044508934021, "m": 0.8390689492225647 }, { "p": 0.07988989353179932, "m": 0.8537473082542419 }, { "p": 0.0717950165271759, "m": 0.9883856177330017 }, { "p": 0.022001419216394424, "m": 0.8811373710632324 }, { "p": 0.08530371636152267, "m": 1.0 }, { "p": 0.08234134316444397, "m": 1.0 }, { "p": 0.06127878651022911, "m": 1.0 } ] }, { "epoch": 158, "train_loss": 0.7384060621261597, "val_loss": 0.8771356344223022, "acc": 73.32, "time": 123.35899222599983, "param": [ { "p": 0.06466631591320038, "m": 1.0 }, { "p": 0.07792898267507553, "m": 1.0 }, { "p": 0.07385798543691635, "m": 1.0 }, { "p": 0.05150642618536949, "m": 0.5741795897483826 }, { "p": 0.05443974956870079, "m": 0.2655318081378937 }, { "p": 0.0840996727347374, "m": 0.705450177192688 }, { "p": 0.08822547644376755, "m": 0.8610218167304993 }, { "p": 0.05859854444861412, "m": 0.8809855580329895 }, { "p": 0.09434092789888382, "m": 0.9895818829536438 }, { "p": 0.0610666498541832, "m": 0.9268782734870911 }, { "p": 0.09273190051317215, "m": 0.9625828266143799 }, { "p": 0.05280815437436104, "m": 1.0 }, { "p": 0.08044164627790451, "m": 1.0 }, { "p": 0.06528765708208084, "m": 1.0 } ] }, { "epoch": 159, "train_loss": 0.7285374402999878, "val_loss": 0.7095649242401123, "acc": 73.12, "time": 121.9469968250014, "param": [ { "p": 0.08140584826469421, "m": 1.0 }, { "p": 0.0650433897972107, "m": 1.0 }, { "p": 0.06395585089921951, "m": 1.0 }, { "p": 0.05640268698334694, "m": 0.49633821845054626 }, { "p": 0.06288079172372818, "m": 0.32830312848091125 }, { "p": 0.060125045478343964, "m": 0.6948100924491882 }, { "p": 0.07894393801689148, "m": 0.949961245059967 }, { "p": 0.06086765602231026, "m": 0.862011730670929 }, { "p": 0.09399932622909546, "m": 1.0 }, { "p": 0.05279940739274025, "m": 0.9648027420043945 }, { "p": 0.11370990425348282, "m": 1.0 }, { "p": 0.06518540531396866, "m": 1.0 }, { "p": 0.08435120433568954, "m": 1.0 }, { "p": 0.06032947450876236, "m": 1.0 } ] }, { "epoch": 160, "train_loss": 1.0544073581695557, "val_loss": 0.7428226470947266, "acc": 73.97, "time": 123.47357992599791, "param": [ { "p": 0.09315015375614166, "m": 1.0 }, { "p": 0.04797352850437164, "m": 1.0 }, { "p": 0.0693260207772255, "m": 1.0 }, { "p": 0.07469702512025833, "m": 0.4608369767665863 }, { "p": 0.08567675203084946, "m": 0.37729039788246155 }, { "p": 0.05877254530787468, "m": 0.7074301242828369 }, { "p": 0.055878475308418274, "m": 0.9603523015975952 }, { "p": 0.0881977304816246, "m": 0.9548311233520508 }, { "p": 0.06461101025342941, "m": 0.9937896132469177 }, { "p": 0.06891151517629623, "m": 0.9973272085189819 }, { "p": 0.06016223505139351, "m": 0.9997837543487549 }, { "p": 0.08383747935295105, "m": 1.0 }, { "p": 0.0818348154425621, "m": 1.0 }, { "p": 0.06697079539299011, "m": 1.0 } ] }, { "epoch": 161, "train_loss": 0.8280379772186279, "val_loss": 0.7509900331497192, "acc": 73.17, "time": 123.53991245799989, "param": [ { "p": 0.08407194912433624, "m": 1.0 }, { "p": 0.06041897088289261, "m": 1.0 }, { "p": 0.06902499496936798, "m": 1.0 }, { "p": 0.09090402722358704, "m": 0.5702555179595947 }, { "p": 0.05744499713182449, "m": 0.40799736976623535 }, { "p": 0.05862070620059967, "m": 0.6706544756889343 }, { "p": 0.051088470965623856, "m": 0.8862850666046143 }, { "p": 0.0692262351512909, "m": 0.9939154386520386 }, { "p": 0.09902912378311157, "m": 0.9875782132148743 }, { "p": 0.07983299344778061, "m": 0.9493820071220398 }, { "p": 0.08827707916498184, "m": 0.9830754399299622 }, { "p": 0.07485999166965485, "m": 1.0 }, { "p": 0.06512749940156937, "m": 1.0 }, { "p": 0.05207299441099167, "m": 1.0 } ] }, { "epoch": 162, "train_loss": 0.8025195002555847, "val_loss": 0.8419298529624939, "acc": 72.64, "time": 127.58826804599812, "param": [ { "p": 0.0671173557639122, "m": 1.0 }, { "p": 0.059850987046957016, "m": 1.0 }, { "p": 0.06751476973295212, "m": 1.0 }, { "p": 0.08255898952484131, "m": 0.7088377475738525 }, { "p": 0.06143632158637047, "m": 0.5115792155265808 }, { "p": 0.0803368091583252, "m": 0.734085202217102 }, { "p": 0.05425330251455307, "m": 0.9042600989341736 }, { "p": 0.05911942571401596, "m": 0.8257946372032166 }, { "p": 0.07029151916503906, "m": 0.9610139727592468 }, { "p": 0.09303291887044907, "m": 0.9924616813659668 }, { "p": 0.054344262927770615, "m": 0.8184298276901245 }, { "p": 0.08320973068475723, "m": 1.0 }, { "p": 0.08006403595209122, "m": 1.0 }, { "p": 0.08686960488557816, "m": 1.0 } ] }, { "epoch": 163, "train_loss": 0.7150204181671143, "val_loss": 0.9112340807914734, "acc": 73.22, "time": 132.768162897999, "param": [ { "p": 0.0991707295179367, "m": 1.0 }, { "p": 0.05682768300175667, "m": 1.0 }, { "p": 0.09537837654352188, "m": 1.0 }, { "p": 0.0476907417178154, "m": 0.7485529780387878 }, { "p": 0.09174983948469162, "m": 0.39047813415527344 }, { "p": 0.04384424164891243, "m": 0.8325876593589783 }, { "p": 0.07700447738170624, "m": 0.8510727286338806 }, { "p": 0.051310475915670395, "m": 0.9634571075439453 }, { "p": 0.0516473725438118, "m": 0.9706317186355591 }, { "p": 0.08819810301065445, "m": 0.9999535083770752 }, { "p": 0.05312437191605568, "m": 0.7859262228012085 }, { "p": 0.08125912398099899, "m": 1.0 }, { "p": 0.08588244765996933, "m": 1.0 }, { "p": 0.07691194117069244, "m": 1.0 } ] }, { "epoch": 164, "train_loss": 1.150664210319519, "val_loss": 0.6909661889076233, "acc": 73.33, "time": 131.94787145100054, "param": [ { "p": 0.09162366390228271, "m": 1.0 }, { "p": 0.04447988048195839, "m": 1.0 }, { "p": 0.1098223552107811, "m": 1.0 }, { "p": 0.05905473604798317, "m": 0.6475241184234619 }, { "p": 0.06599833071231842, "m": 0.4486856460571289 }, { "p": 0.07675305008888245, "m": 0.8669999837875366 }, { "p": 0.055300261825323105, "m": 0.6918140649795532 }, { "p": 0.054996076971292496, "m": 0.9329437017440796 }, { "p": 0.059124868363142014, "m": 0.9796686768531799 }, { "p": 0.07123541086912155, "m": 0.9001769423484802 }, { "p": 0.09409134089946747, "m": 0.9276193976402283 }, { "p": 0.0691821351647377, "m": 1.0 }, { "p": 0.08018101006746292, "m": 1.0 }, { "p": 0.06815686076879501, "m": 1.0 } ] }, { "epoch": 165, "train_loss": 0.9970472455024719, "val_loss": 0.6296202540397644, "acc": 73.29, "time": 132.4318349919995, "param": [ { "p": 0.1001177504658699, "m": 1.0 }, { "p": 0.07356233894824982, "m": 1.0 }, { "p": 0.08821174502372742, "m": 1.0 }, { "p": 0.08336684852838516, "m": 0.636127233505249 }, { "p": 0.05615787208080292, "m": 0.4422319829463959 }, { "p": 0.05759119242429733, "m": 0.8719866871833801 }, { "p": 0.050429657101631165, "m": 0.7264479994773865 }, { "p": 0.1072598323225975, "m": 0.9825214147567749 }, { "p": 0.062461744993925095, "m": 0.9609940648078918 }, { "p": 0.07458292692899704, "m": 0.8560754656791687 }, { "p": 0.08478070795536041, "m": 0.9423969388008118 }, { "p": 0.07733143121004105, "m": 1.0 }, { "p": 0.04601382836699486, "m": 1.0 }, { "p": 0.03813207149505615, "m": 1.0 } ] }, { "epoch": 166, "train_loss": 1.0650051832199097, "val_loss": 0.8693437576293945, "acc": 73.08, "time": 129.3577755740007, "param": [ { "p": 0.06749007850885391, "m": 1.0 }, { "p": 0.07430561631917953, "m": 1.0 }, { "p": 0.10319116711616516, "m": 1.0 }, { "p": 0.04265602305531502, "m": 0.6019985675811768 }, { "p": 0.06807281821966171, "m": 0.5141162872314453 }, { "p": 0.07303643226623535, "m": 0.8190388083457947 }, { "p": 0.05231953039765358, "m": 0.6953929662704468 }, { "p": 0.08922845870256424, "m": 0.7918702960014343 }, { "p": 0.07520956546068192, "m": 0.9354262948036194 }, { "p": 0.07205820083618164, "m": 1.0 }, { "p": 0.07834386080503464, "m": 1.0 }, { "p": 0.038701362907886505, "m": 1.0 }, { "p": 0.08002102375030518, "m": 1.0 }, { "p": 0.085365891456604, "m": 1.0 } ] }, { "epoch": 167, "train_loss": 1.0046863555908203, "val_loss": 0.7483915686607361, "acc": 71.87, "time": 122.62589609399947, "param": [ { "p": 0.0677153617143631, "m": 1.0 }, { "p": 0.09090641140937805, "m": 1.0 }, { "p": 0.08791177719831467, "m": 1.0 }, { "p": 0.07391883432865143, "m": 0.5595285296440125 }, { "p": 0.045647166669368744, "m": 0.42091071605682373 }, { "p": 0.07238871604204178, "m": 0.912316620349884 }, { "p": 0.04860283061861992, "m": 0.5903688669204712 }, { "p": 0.06693858653306961, "m": 0.7050843834877014 }, { "p": 0.07468525320291519, "m": 0.9210339188575745 }, { "p": 0.06541141867637634, "m": 0.9828441739082336 }, { "p": 0.08967049419879913, "m": 0.9578792452812195 }, { "p": 0.041453272104263306, "m": 1.0 }, { "p": 0.10590188205242157, "m": 1.0 }, { "p": 0.06884796172380447, "m": 1.0 } ] }, { "epoch": 168, "train_loss": 0.7070947289466858, "val_loss": 0.7025889754295349, "acc": 73.26, "time": 125.59911724199992, "param": [ { "p": 0.09620578587055206, "m": 1.0 }, { "p": 0.06623219698667526, "m": 1.0 }, { "p": 0.07786469906568527, "m": 1.0 }, { "p": 0.05293569341301918, "m": 0.5612909197807312 }, { "p": 0.04769926145672798, "m": 0.4696175158023834 }, { "p": 0.07066085189580917, "m": 0.9916779398918152 }, { "p": 0.07608507573604584, "m": 0.7446576952934265 }, { "p": 0.05068010464310646, "m": 0.5845116972923279 }, { "p": 0.07195722311735153, "m": 0.9217678904533386 }, { "p": 0.07725242525339127, "m": 0.9817140102386475 }, { "p": 0.07651817798614502, "m": 0.9229732751846313 }, { "p": 0.07547182589769363, "m": 1.0 }, { "p": 0.09025903046131134, "m": 1.0 }, { "p": 0.07017768919467926, "m": 1.0 } ] }, { "epoch": 169, "train_loss": 0.7773362398147583, "val_loss": 0.7613300681114197, "acc": 72.88, "time": 130.73266869299914, "param": [ { "p": 0.09501610696315765, "m": 1.0 }, { "p": 0.0625218078494072, "m": 1.0 }, { "p": 0.05274055153131485, "m": 1.0 }, { "p": 0.06135747954249382, "m": 0.5432942509651184 }, { "p": 0.08872765302658081, "m": 0.4142247438430786 }, { "p": 0.06501301378011703, "m": 0.9124658107757568 }, { "p": 0.08565787225961685, "m": 0.7057921886444092 }, { "p": 0.07118246704339981, "m": 0.6037323474884033 }, { "p": 0.08157035708427429, "m": 0.9430994987487793 }, { "p": 0.05460613965988159, "m": 0.9358817338943481 }, { "p": 0.0750451311469078, "m": 0.8433464765548706 }, { "p": 0.059590838849544525, "m": 1.0 }, { "p": 0.09857100248336792, "m": 1.0 }, { "p": 0.0483994297683239, "m": 1.0 } ] }, { "epoch": 170, "train_loss": 0.8337478637695312, "val_loss": 0.7521236538887024, "acc": 74.05, "time": 131.98521367099966, "param": [ { "p": 0.09165149927139282, "m": 1.0 }, { "p": 0.06558883935213089, "m": 1.0 }, { "p": 0.06320004910230637, "m": 1.0 }, { "p": 0.047632668167352676, "m": 0.6998519897460938 }, { "p": 0.049400459975004196, "m": 0.4762250483036041 }, { "p": 0.06957826018333435, "m": 0.7902466654777527 }, { "p": 0.06336341053247452, "m": 0.8210757970809937 }, { "p": 0.08248291909694672, "m": 0.7524020671844482 }, { "p": 0.06256062537431717, "m": 0.9726684093475342 }, { "p": 0.09485691785812378, "m": 0.807703971862793 }, { "p": 0.0770372599363327, "m": 0.819688081741333 }, { "p": 0.0771065428853035, "m": 1.0 }, { "p": 0.08522424846887589, "m": 1.0 }, { "p": 0.07031627744436264, "m": 1.0 } ] }, { "epoch": 171, "train_loss": 0.8608181476593018, "val_loss": 0.6925708651542664, "acc": 73.41, "time": 131.90813081600209, "param": [ { "p": 0.06716393679380417, "m": 1.0 }, { "p": 0.03808172792196274, "m": 1.0 }, { "p": 0.07936771959066391, "m": 1.0 }, { "p": 0.04977152496576309, "m": 0.6897852420806885 }, { "p": 0.07478997856378555, "m": 0.5089778304100037 }, { "p": 0.07342270016670227, "m": 0.8030167818069458 }, { "p": 0.0819334089756012, "m": 0.8023254871368408 }, { "p": 0.08593522012233734, "m": 0.7422720789909363 }, { "p": 0.08744575083255768, "m": 0.993421196937561 }, { "p": 0.07934915274381638, "m": 0.9472078084945679 }, { "p": 0.06979846209287643, "m": 0.8455233573913574 }, { "p": 0.07428927719593048, "m": 1.0 }, { "p": 0.07396139204502106, "m": 1.0 }, { "p": 0.06468973308801651, "m": 1.0 } ] }, { "epoch": 172, "train_loss": 0.7243980169296265, "val_loss": 0.8146328926086426, "acc": 73.47, "time": 131.9729437590031, "param": [ { "p": 0.0775209292769432, "m": 1.0 }, { "p": 0.06384730339050293, "m": 1.0 }, { "p": 0.08069992065429688, "m": 1.0 }, { "p": 0.05984247475862503, "m": 0.6128736138343811 }, { "p": 0.053190093487501144, "m": 0.45469263195991516 }, { "p": 0.09106775373220444, "m": 0.636390209197998 }, { "p": 0.06752395629882812, "m": 0.8249989748001099 }, { "p": 0.07517338544130325, "m": 0.7868090867996216 }, { "p": 0.07531552761793137, "m": 0.9693149924278259 }, { "p": 0.08094829320907593, "m": 1.0 }, { "p": 0.06361686438322067, "m": 1.0 }, { "p": 0.06705503165721893, "m": 1.0 }, { "p": 0.09553264826536179, "m": 1.0 }, { "p": 0.04866581782698631, "m": 1.0 } ] }, { "epoch": 173, "train_loss": 0.9515919089317322, "val_loss": 0.8479086756706238, "acc": 72.68, "time": 125.58750783899814, "param": [ { "p": 0.08807839453220367, "m": 1.0 }, { "p": 0.08342567831277847, "m": 1.0 }, { "p": 0.08406658470630646, "m": 1.0 }, { "p": 0.07714953273534775, "m": 0.6098606586456299 }, { "p": 0.043402548879384995, "m": 0.4004426896572113 }, { "p": 0.06054646521806717, "m": 0.7446564435958862 }, { "p": 0.08011326938867569, "m": 0.8185403347015381 }, { "p": 0.07305577397346497, "m": 0.8956538438796997 }, { "p": 0.08673594146966934, "m": 0.9491609334945679 }, { "p": 0.03806578367948532, "m": 0.8991233110427856 }, { "p": 0.0788501724600792, "m": 0.9137363433837891 }, { "p": 0.03172815218567848, "m": 1.0 }, { "p": 0.09985727071762085, "m": 1.0 }, { "p": 0.07492443919181824, "m": 1.0 } ] }, { "epoch": 174, "train_loss": 0.9635599851608276, "val_loss": 0.7372851967811584, "acc": 73.51, "time": 124.35904351899808, "param": [ { "p": 0.08932322263717651, "m": 1.0 }, { "p": 0.0551854707300663, "m": 1.0 }, { "p": 0.09156054258346558, "m": 1.0 }, { "p": 0.05621645972132683, "m": 0.5258288979530334 }, { "p": 0.07978106290102005, "m": 0.4411803185939789 }, { "p": 0.04005742445588112, "m": 0.7935603260993958 }, { "p": 0.0693531334400177, "m": 0.8888487219810486 }, { "p": 0.0843881368637085, "m": 0.9154137969017029 }, { "p": 0.058038029819726944, "m": 0.9972357749938965 }, { "p": 0.05703399330377579, "m": 0.9431585669517517 }, { "p": 0.06502665579319, "m": 0.9902549982070923 }, { "p": 0.11054003238677979, "m": 1.0 }, { "p": 0.07012732326984406, "m": 1.0 }, { "p": 0.07336851209402084, "m": 1.0 } ] }, { "epoch": 175, "train_loss": 0.969211995601654, "val_loss": 0.8249069452285767, "acc": 74.06, "time": 127.74478195899792, "param": [ { "p": 0.0943814292550087, "m": 1.0 }, { "p": 0.07709701359272003, "m": 1.0 }, { "p": 0.05980789288878441, "m": 1.0 }, { "p": 0.07075829058885574, "m": 0.485368549823761 }, { "p": 0.07035380601882935, "m": 0.33632147312164307 }, { "p": 0.07390879094600677, "m": 0.8577240705490112 }, { "p": 0.054820816963911057, "m": 0.922802746295929 }, { "p": 0.061921313405036926, "m": 0.7955702543258667 }, { "p": 0.06742934882640839, "m": 1.0 }, { "p": 0.07757920026779175, "m": 0.9863101243972778 }, { "p": 0.074762262403965, "m": 0.9943317174911499 }, { "p": 0.0800333097577095, "m": 1.0 }, { "p": 0.08597549796104431, "m": 1.0 }, { "p": 0.05117097869515419, "m": 1.0 } ] }, { "epoch": 176, "train_loss": 0.910612165927887, "val_loss": 0.8252317309379578, "acc": 73.39, "time": 131.16899300799923, "param": [ { "p": 0.08239824324846268, "m": 1.0 }, { "p": 0.06526167690753937, "m": 1.0 }, { "p": 0.08481456339359283, "m": 1.0 }, { "p": 0.059311773627996445, "m": 0.5314324498176575 }, { "p": 0.0744754746556282, "m": 0.31089434027671814 }, { "p": 0.05832734704017639, "m": 0.9787263870239258 }, { "p": 0.07115289568901062, "m": 0.9456229209899902 }, { "p": 0.05478198081254959, "m": 0.7752470374107361 }, { "p": 0.07671687752008438, "m": 0.9786287546157837 }, { "p": 0.06604813784360886, "m": 0.9362831711769104 }, { "p": 0.07022098451852798, "m": 1.0 }, { "p": 0.09236127138137817, "m": 0.9986638426780701 }, { "p": 0.0671527162194252, "m": 1.0 }, { "p": 0.0769759938120842, "m": 1.0 } ] }, { "epoch": 177, "train_loss": 0.8394162058830261, "val_loss": 0.675675094127655, "acc": 73.17, "time": 131.06029254100213, "param": [ { "p": 0.079360730946064, "m": 1.0 }, { "p": 0.05750241503119469, "m": 1.0 }, { "p": 0.06852762401103973, "m": 1.0 }, { "p": 0.0661754235625267, "m": 0.6370412111282349 }, { "p": 0.080812007188797, "m": 0.30735939741134644 }, { "p": 0.0833442285656929, "m": 0.8380749821662903 }, { "p": 0.0525362454354763, "m": 0.9503836631774902 }, { "p": 0.08445151150226593, "m": 0.6838974952697754 }, { "p": 0.06487328559160233, "m": 0.8431420922279358 }, { "p": 0.06694243848323822, "m": 0.9402374625205994 }, { "p": 0.049292050302028656, "m": 1.0 }, { "p": 0.07310602813959122, "m": 1.0 }, { "p": 0.07908501476049423, "m": 1.0 }, { "p": 0.09399095177650452, "m": 1.0 } ] }, { "epoch": 178, "train_loss": 1.0329803228378296, "val_loss": 0.7521609663963318, "acc": 72.99, "time": 132.16425834999973, "param": [ { "p": 0.09877481311559677, "m": 1.0 }, { "p": 0.037015650421381, "m": 1.0 }, { "p": 0.10729339718818665, "m": 1.0 }, { "p": 0.037333812564611435, "m": 0.6908615827560425 }, { "p": 0.03147880360484123, "m": 0.39130985736846924 }, { "p": 0.07805109024047852, "m": 0.8757176995277405 }, { "p": 0.06949558109045029, "m": 0.9467797875404358 }, { "p": 0.07021859288215637, "m": 0.7117879390716553 }, { "p": 0.09480470418930054, "m": 0.7979573011398315 }, { "p": 0.06890367716550827, "m": 0.9542831182479858 }, { "p": 0.07949293404817581, "m": 0.9602472186088562 }, { "p": 0.09259859472513199, "m": 1.0 }, { "p": 0.07278504967689514, "m": 1.0 }, { "p": 0.06175324693322182, "m": 1.0 } ] }, { "epoch": 179, "train_loss": 0.9543302655220032, "val_loss": 0.8562778234481812, "acc": 73.48, "time": 130.23839892099932, "param": [ { "p": 0.09291572123765945, "m": 1.0 }, { "p": 0.06759066134691238, "m": 1.0 }, { "p": 0.0655764639377594, "m": 1.0 }, { "p": 0.046782102435827255, "m": 0.5582160353660583 }, { "p": 0.07963863015174866, "m": 0.26555052399635315 }, { "p": 0.06599936634302139, "m": 0.9944378137588501 }, { "p": 0.07043098658323288, "m": 0.9450755715370178 }, { "p": 0.09348419308662415, "m": 0.8111020922660828 }, { "p": 0.07875213772058487, "m": 0.9521688222885132 }, { "p": 0.09009823948144913, "m": 0.9479662179946899 }, { "p": 0.06341395527124405, "m": 0.991076648235321 }, { "p": 0.08186227828264236, "m": 1.0 }, { "p": 0.05881232023239136, "m": 1.0 }, { "p": 0.04464292153716087, "m": 1.0 } ] }, { "epoch": 180, "train_loss": 0.9787997007369995, "val_loss": 0.7809231877326965, "acc": 74.61, "time": 125.01485302400033, "param": [ { "p": 0.0543997623026371, "m": 1.0 }, { "p": 0.05955195426940918, "m": 1.0 }, { "p": 0.06598807126283646, "m": 1.0 }, { "p": 0.054784879088401794, "m": 0.6225525140762329 }, { "p": 0.07217279076576233, "m": 0.4002583920955658 }, { "p": 0.058246105909347534, "m": 0.9123615622520447 }, { "p": 0.0672750174999237, "m": 0.9229260683059692 }, { "p": 0.05091676861047745, "m": 0.7745506167411804 }, { "p": 0.0762803703546524, "m": 1.0 }, { "p": 0.10235022753477097, "m": 0.8598431348800659 }, { "p": 0.0780334323644638, "m": 1.0 }, { "p": 0.08407656848430634, "m": 1.0 }, { "p": 0.08933617174625397, "m": 1.0 }, { "p": 0.0865878313779831, "m": 1.0 } ] }, { "epoch": 181, "train_loss": 0.8417103886604309, "val_loss": 0.727215051651001, "acc": 74.03, "time": 126.48980980100168, "param": [ { "p": 0.07395222783088684, "m": 1.0 }, { "p": 0.055404581129550934, "m": 1.0 }, { "p": 0.10404019057750702, "m": 1.0 }, { "p": 0.03927668184041977, "m": 0.6204193830490112 }, { "p": 0.07780890166759491, "m": 0.42132407426834106 }, { "p": 0.06434223055839539, "m": 0.7632479071617126 }, { "p": 0.050995998084545135, "m": 0.9558460712432861 }, { "p": 0.07391802966594696, "m": 0.7032102346420288 }, { "p": 0.05600159987807274, "m": 1.0 }, { "p": 0.08243168145418167, "m": 0.6982507705688477 }, { "p": 0.07543736696243286, "m": 0.9876474142074585 }, { "p": 0.09032605588436127, "m": 1.0 }, { "p": 0.09696284681558609, "m": 1.0 }, { "p": 0.05910167098045349, "m": 1.0 } ] }, { "epoch": 182, "train_loss": 1.0648192167282104, "val_loss": 0.8434978127479553, "acc": 74.23, "time": 132.171739505, "param": [ { "p": 0.06854447722434998, "m": 1.0 }, { "p": 0.044939134269952774, "m": 1.0 }, { "p": 0.11364395171403885, "m": 1.0 }, { "p": 0.07818412035703659, "m": 0.6069731116294861 }, { "p": 0.034930434077978134, "m": 0.4717044234275818 }, { "p": 0.06959669291973114, "m": 0.7425079941749573 }, { "p": 0.04251338168978691, "m": 0.9608206748962402 }, { "p": 0.06919217854738235, "m": 0.7604808211326599 }, { "p": 0.07841027528047562, "m": 0.9636756181716919 }, { "p": 0.05760796368122101, "m": 0.8847755193710327 }, { "p": 0.0924094095826149, "m": 0.9853687286376953 }, { "p": 0.06497534364461899, "m": 1.0 }, { "p": 0.11511489748954773, "m": 1.0 }, { "p": 0.06993775069713593, "m": 1.0 } ] }, { "epoch": 183, "train_loss": 0.9711562991142273, "val_loss": 0.7302122116088867, "acc": 74.17, "time": 131.5586368229997, "param": [ { "p": 0.08901327848434448, "m": 1.0 }, { "p": 0.025992952287197113, "m": 1.0 }, { "p": 0.07927937805652618, "m": 1.0 }, { "p": 0.01682310365140438, "m": 0.6210026144981384 }, { "p": 0.073555588722229, "m": 0.4761503338813782 }, { "p": 0.06179152429103851, "m": 0.8111640214920044 }, { "p": 0.04976635053753853, "m": 0.8588334321975708 }, { "p": 0.06959424912929535, "m": 0.7073125243186951 }, { "p": 0.08046667277812958, "m": 0.8839383125305176 }, { "p": 0.08730658888816833, "m": 0.9748300909996033 }, { "p": 0.08722088485956192, "m": 0.9541224241256714 }, { "p": 0.08457246422767639, "m": 1.0 }, { "p": 0.12864285707473755, "m": 1.0 }, { "p": 0.06597398966550827, "m": 1.0 } ] }, { "epoch": 184, "train_loss": 0.6795533895492554, "val_loss": 0.8312481641769409, "acc": 73.24, "time": 132.4048213390015, "param": [ { "p": 0.10620765388011932, "m": 1.0 }, { "p": 0.07099641114473343, "m": 1.0 }, { "p": 0.05679084360599518, "m": 1.0 }, { "p": 0.05842049419879913, "m": 0.6533136367797852 }, { "p": 0.05622955784201622, "m": 0.4106540083885193 }, { "p": 0.07449731975793839, "m": 0.7584127187728882 }, { "p": 0.04406946897506714, "m": 0.8020086288452148 }, { "p": 0.08132936805486679, "m": 0.6718562245368958 }, { "p": 0.09300850331783295, "m": 0.8478377461433411 }, { "p": 0.052299827337265015, "m": 0.977877140045166 }, { "p": 0.07440343499183655, "m": 0.9798294901847839 }, { "p": 0.07670199871063232, "m": 1.0 }, { "p": 0.08841976523399353, "m": 1.0 }, { "p": 0.06662541627883911, "m": 1.0 } ] }, { "epoch": 185, "train_loss": 0.8274527788162231, "val_loss": 0.7841387987136841, "acc": 73.95, "time": 131.47649897800147, "param": [ { "p": 0.09936303645372391, "m": 1.0 }, { "p": 0.04744952544569969, "m": 1.0 }, { "p": 0.07563136518001556, "m": 1.0 }, { "p": 0.022260574623942375, "m": 0.5996361970901489 }, { "p": 0.07099145650863647, "m": 0.29448553919792175 }, { "p": 0.04830773174762726, "m": 0.8384302854537964 }, { "p": 0.07333198934793472, "m": 0.8935337066650391 }, { "p": 0.07108870893716812, "m": 0.7536032199859619 }, { "p": 0.08257737010717392, "m": 0.7911015748977661 }, { "p": 0.09231961518526077, "m": 0.9759057760238647 }, { "p": 0.08493228256702423, "m": 0.8638322353363037 }, { "p": 0.07918508350849152, "m": 1.0 }, { "p": 0.07759346812963486, "m": 1.0 }, { "p": 0.07496773451566696, "m": 1.0 } ] }, { "epoch": 186, "train_loss": 0.9747598767280579, "val_loss": 0.9334354996681213, "acc": 73.87, "time": 125.07052617299996, "param": [ { "p": 0.08920510858297348, "m": 1.0 }, { "p": 0.06571449339389801, "m": 1.0 }, { "p": 0.0804116427898407, "m": 1.0 }, { "p": 0.060200490057468414, "m": 0.4814660847187042 }, { "p": 0.08086474239826202, "m": 0.301052063703537 }, { "p": 0.07046014815568924, "m": 0.8870352506637573 }, { "p": 0.0644654631614685, "m": 0.9013984799385071 }, { "p": 0.082997627556324, "m": 0.8182305097579956 }, { "p": 0.0586484894156456, "m": 0.8522146940231323 }, { "p": 0.07539262622594833, "m": 0.8810656666755676 }, { "p": 0.061705753207206726, "m": 0.8578322529792786 }, { "p": 0.06285811215639114, "m": 1.0 }, { "p": 0.07622050493955612, "m": 1.0 }, { "p": 0.0708547979593277, "m": 1.0 } ] }, { "epoch": 187, "train_loss": 0.7082878947257996, "val_loss": 0.8432812094688416, "acc": 74.08, "time": 123.94636791800076, "param": [ { "p": 0.06586781144142151, "m": 1.0 }, { "p": 0.08874393999576569, "m": 1.0 }, { "p": 0.08713079243898392, "m": 1.0 }, { "p": 0.04004314914345741, "m": 0.41491714119911194 }, { "p": 0.06831726431846619, "m": 0.42141440510749817 }, { "p": 0.05900423973798752, "m": 0.9432370662689209 }, { "p": 0.06396948546171188, "m": 0.7783170938491821 }, { "p": 0.04642438516020775, "m": 0.8352450132369995 }, { "p": 0.0924287661910057, "m": 0.815025269985199 }, { "p": 0.07478275895118713, "m": 0.9263938665390015 }, { "p": 0.08850894123315811, "m": 0.9116795063018799 }, { "p": 0.060981493443250656, "m": 1.0 }, { "p": 0.08625741302967072, "m": 1.0 }, { "p": 0.07753946632146835, "m": 1.0 } ] }, { "epoch": 188, "train_loss": 0.8111396431922913, "val_loss": 0.7492771744728088, "acc": 72.12, "time": 125.96148103399901, "param": [ { "p": 0.07200006395578384, "m": 1.0 }, { "p": 0.09396454691886902, "m": 1.0 }, { "p": 0.06916282325983047, "m": 1.0 }, { "p": 0.04286138713359833, "m": 0.6248331665992737 }, { "p": 0.07461581379175186, "m": 0.4664512872695923 }, { "p": 0.046001605689525604, "m": 0.943078875541687 }, { "p": 0.08095920085906982, "m": 0.7819446325302124 }, { "p": 0.07535739243030548, "m": 0.7637816667556763 }, { "p": 0.06907648593187332, "m": 0.8386116623878479 }, { "p": 0.07525785267353058, "m": 0.9160823225975037 }, { "p": 0.07981231063604355, "m": 0.9982757568359375 }, { "p": 0.08181136846542358, "m": 1.0 }, { "p": 0.0967252179980278, "m": 1.0 }, { "p": 0.04239391162991524, "m": 1.0 } ] }, { "epoch": 189, "train_loss": 0.6629878878593445, "val_loss": 0.6123849153518677, "acc": 73.66, "time": 123.44520319399817, "param": [ { "p": 0.06790398806333542, "m": 1.0 }, { "p": 0.023508425801992416, "m": 1.0 }, { "p": 0.08594855666160583, "m": 1.0 }, { "p": 0.06574763357639313, "m": 0.5227537751197815 }, { "p": 0.03744444251060486, "m": 0.5165771245956421 }, { "p": 0.0919790267944336, "m": 0.81940096616745 }, { "p": 0.06946109980344772, "m": 0.7264206409454346 }, { "p": 0.09007497131824493, "m": 0.6477647423744202 }, { "p": 0.09112775325775146, "m": 0.8104296922683716 }, { "p": 0.11822777986526489, "m": 0.9109591245651245 }, { "p": 0.05638189613819122, "m": 0.9274318814277649 }, { "p": 0.07602323591709137, "m": 1.0 }, { "p": 0.059144649654626846, "m": 1.0 }, { "p": 0.0670265480875969, "m": 1.0 } ] }, { "epoch": 190, "train_loss": 0.8460554480552673, "val_loss": 0.8176455497741699, "acc": 73.97, "time": 123.50929626200013, "param": [ { "p": 0.05314420536160469, "m": 1.0 }, { "p": 0.08324730396270752, "m": 1.0 }, { "p": 0.08109691739082336, "m": 1.0 }, { "p": 0.03505987301468849, "m": 0.3901400864124298 }, { "p": 0.04248185455799103, "m": 0.522413432598114 }, { "p": 0.08531738817691803, "m": 0.7637603282928467 }, { "p": 0.055056337267160416, "m": 0.6635469794273376 }, { "p": 0.06025116890668869, "m": 0.7078534960746765 }, { "p": 0.06709302216768265, "m": 0.8465386629104614 }, { "p": 0.09302624315023422, "m": 0.832852840423584 }, { "p": 0.08727298676967621, "m": 0.9657955765724182 }, { "p": 0.08148480951786041, "m": 1.0 }, { "p": 0.08859606832265854, "m": 1.0 }, { "p": 0.08687171339988708, "m": 1.0 } ] }, { "epoch": 191, "train_loss": 1.0168293714523315, "val_loss": 0.802863359451294, "acc": 73.7, "time": 124.60665709000023, "param": [ { "p": 0.07895731180906296, "m": 1.0 }, { "p": 0.08181735873222351, "m": 1.0 }, { "p": 0.07147972285747528, "m": 1.0 }, { "p": 0.06728509068489075, "m": 0.43999195098876953 }, { "p": 0.0633467584848404, "m": 0.540094792842865 }, { "p": 0.08506637811660767, "m": 0.8383620381355286 }, { "p": 0.04495636373758316, "m": 0.6465643644332886 }, { "p": 0.05082244426012039, "m": 0.6716886162757874 }, { "p": 0.0755319595336914, "m": 0.8564162254333496 }, { "p": 0.0888981893658638, "m": 0.8980145454406738 }, { "p": 0.06144765019416809, "m": 1.0 }, { "p": 0.08416099846363068, "m": 0.9944793581962585 }, { "p": 0.06593947857618332, "m": 1.0 }, { "p": 0.08029036968946457, "m": 1.0 } ] }, { "epoch": 192, "train_loss": 0.7060707211494446, "val_loss": 0.6813997626304626, "acc": 73.57, "time": 123.18052875300054, "param": [ { "p": 0.065037302672863, "m": 1.0 }, { "p": 0.05181209370493889, "m": 1.0 }, { "p": 0.09489522129297256, "m": 1.0 }, { "p": 0.0679907277226448, "m": 0.4620685875415802 }, { "p": 0.09432198852300644, "m": 0.6035674810409546 }, { "p": 0.06240656226873398, "m": 0.9233517646789551 }, { "p": 0.060268204659223557, "m": 0.7275378108024597 }, { "p": 0.0749695748090744, "m": 0.6777697205543518 }, { "p": 0.0749334767460823, "m": 0.8728784918785095 }, { "p": 0.06629758328199387, "m": 0.9020311832427979 }, { "p": 0.0708538368344307, "m": 1.0 }, { "p": 0.05399288609623909, "m": 1.0 }, { "p": 0.07561283558607101, "m": 1.0 }, { "p": 0.08660761266946793, "m": 1.0 } ] }, { "epoch": 193, "train_loss": 0.8566936254501343, "val_loss": 0.9156162738800049, "acc": 73.65, "time": 130.49710371100082, "param": [ { "p": 0.08322121948003769, "m": 1.0 }, { "p": 0.08981885015964508, "m": 1.0 }, { "p": 0.10779256373643875, "m": 1.0 }, { "p": 0.05729031190276146, "m": 0.49183788895606995 }, { "p": 0.056151382625103, "m": 0.3985944986343384 }, { "p": 0.08819781988859177, "m": 0.9601600170135498 }, { "p": 0.04906544089317322, "m": 0.8645915985107422 }, { "p": 0.033768173307180405, "m": 0.739160418510437 }, { "p": 0.0820990726351738, "m": 0.906446635723114 }, { "p": 0.09837782382965088, "m": 0.9807282090187073 }, { "p": 0.06217365711927414, "m": 0.9533730149269104 }, { "p": 0.07254479825496674, "m": 1.0 }, { "p": 0.06776031851768494, "m": 1.0 }, { "p": 0.051738493144512177, "m": 1.0 } ] }, { "epoch": 194, "train_loss": 0.8048707246780396, "val_loss": 0.8141769170761108, "acc": 73.46, "time": 132.1834483040002, "param": [ { "p": 0.09318538755178452, "m": 1.0 }, { "p": 0.0741075873374939, "m": 1.0 }, { "p": 0.06434527039527893, "m": 1.0 }, { "p": 0.0165680181235075, "m": 0.6034273505210876 }, { "p": 0.0810157060623169, "m": 0.30774423480033875 }, { "p": 0.0472540520131588, "m": 0.9793286323547363 }, { "p": 0.052033890038728714, "m": 0.8408289551734924 }, { "p": 0.07233777642250061, "m": 0.7188732624053955 }, { "p": 0.06820131838321686, "m": 0.8732641339302063 }, { "p": 0.08695495128631592, "m": 0.8800496459007263 }, { "p": 0.06148823723196983, "m": 1.0 }, { "p": 0.10706692188978195, "m": 1.0 }, { "p": 0.10511798411607742, "m": 1.0 }, { "p": 0.0703229084610939, "m": 1.0 } ] }, { "epoch": 195, "train_loss": 0.8004477024078369, "val_loss": 0.7635728120803833, "acc": 73.87, "time": 129.04127966700253, "param": [ { "p": 0.09975205361843109, "m": 1.0 }, { "p": 0.08094024658203125, "m": 1.0 }, { "p": 0.08603070676326752, "m": 1.0 }, { "p": 0.028887463733553886, "m": 0.5342497229576111 }, { "p": 0.06806275993585587, "m": 0.2823779284954071 }, { "p": 0.07195844501256943, "m": 0.8978163003921509 }, { "p": 0.06921230256557465, "m": 0.9208807945251465 }, { "p": 0.08551459014415741, "m": 0.8053596019744873 }, { "p": 0.07168242335319519, "m": 0.9935082197189331 }, { "p": 0.06603104621171951, "m": 0.8021612167358398 }, { "p": 0.049067165702581406, "m": 0.9655776023864746 }, { "p": 0.05876819044351578, "m": 1.0 }, { "p": 0.08496211469173431, "m": 1.0 }, { "p": 0.07913050800561905, "m": 1.0 } ] }, { "epoch": 196, "train_loss": 0.6547419428825378, "val_loss": 0.8223968744277954, "acc": 73.97, "time": 123.40069475999917, "param": [ { "p": 0.1154642403125763, "m": 1.0 }, { "p": 0.06832010298967361, "m": 1.0 }, { "p": 0.08208058029413223, "m": 1.0 }, { "p": 0.02696283534169197, "m": 0.532098114490509 }, { "p": 0.07375490665435791, "m": 0.38566136360168457 }, { "p": 0.08779554069042206, "m": 0.7149055600166321 }, { "p": 0.054178252816200256, "m": 0.6676511168479919 }, { "p": 0.08229675889015198, "m": 0.8630863428115845 }, { "p": 0.07896607369184494, "m": 0.9914623498916626 }, { "p": 0.07912499457597733, "m": 0.8006349802017212 }, { "p": 0.03160173445940018, "m": 0.8190866112709045 }, { "p": 0.0858016163110733, "m": 1.0 }, { "p": 0.05796167254447937, "m": 1.0 }, { "p": 0.07569074630737305, "m": 1.0 } ] }, { "epoch": 197, "train_loss": 0.8790613412857056, "val_loss": 0.9521109461784363, "acc": 74.39, "time": 123.62123146999875, "param": [ { "p": 0.06922122091054916, "m": 1.0 }, { "p": 0.06057256460189819, "m": 1.0 }, { "p": 0.08431234955787659, "m": 1.0 }, { "p": 0.06876937299966812, "m": 0.5847102403640747 }, { "p": 0.050753071904182434, "m": 0.34903043508529663 }, { "p": 0.0695364773273468, "m": 0.6121712923049927 }, { "p": 0.062151048332452774, "m": 0.705702006816864 }, { "p": 0.052279334515333176, "m": 0.8520373702049255 }, { "p": 0.08432704210281372, "m": 1.0 }, { "p": 0.08340246230363846, "m": 0.8591430187225342 }, { "p": 0.0860215499997139, "m": 0.8195386528968811 }, { "p": 0.11089573800563812, "m": 1.0 }, { "p": 0.05994677171111107, "m": 1.0 }, { "p": 0.05781097337603569, "m": 1.0 } ] }, { "epoch": 198, "train_loss": 0.6777510046958923, "val_loss": 0.9552369117736816, "acc": 73.84, "time": 122.27834179000274, "param": [ { "p": 0.07979212701320648, "m": 1.0 }, { "p": 0.054637279361486435, "m": 1.0 }, { "p": 0.0695694163441658, "m": 1.0 }, { "p": 0.05530403181910515, "m": 0.6265544295310974 }, { "p": 0.08258948475122452, "m": 0.28093236684799194 }, { "p": 0.0942036435008049, "m": 0.50602787733078 }, { "p": 0.07213495671749115, "m": 0.6587421894073486 }, { "p": 0.0644320398569107, "m": 0.8114839196205139 }, { "p": 0.06662531197071075, "m": 0.8843855261802673 }, { "p": 0.06658127903938293, "m": 0.9058639407157898 }, { "p": 0.05873621627688408, "m": 0.830793023109436 }, { "p": 0.07709340751171112, "m": 1.0 }, { "p": 0.08580902218818665, "m": 1.0 }, { "p": 0.07249180227518082, "m": 1.0 } ] }, { "epoch": 199, "train_loss": 0.8992089629173279, "val_loss": 0.8982043862342834, "acc": 72.66, "time": 123.77460771599726, "param": [ { "p": 0.07619274407625198, "m": 1.0 }, { "p": 0.061547961086034775, "m": 1.0 }, { "p": 0.07746866345405579, "m": 1.0 }, { "p": 0.06482964754104614, "m": 0.8379637002944946 }, { "p": 0.0780700147151947, "m": 0.30185991525650024 }, { "p": 0.05073752626776695, "m": 0.5906117558479309 }, { "p": 0.05448117107152939, "m": 0.7510496377944946 }, { "p": 0.07644448429346085, "m": 0.7301056981086731 }, { "p": 0.08184994012117386, "m": 0.7444214820861816 }, { "p": 0.0825595036149025, "m": 0.9034525156021118 }, { "p": 0.07927980273962021, "m": 0.9319450855255127 }, { "p": 0.08819826692342758, "m": 1.0 }, { "p": 0.08848206698894501, "m": 1.0 }, { "p": 0.039858147501945496, "m": 1.0 } ] }, { "epoch": 200, "train_loss": 0.7040299773216248, "val_loss": 0.7231588959693909, "acc": 74.0, "time": 122.25238156200066, "param": [ { "p": 0.06160566210746765, "m": 1.0 }, { "p": 0.06789983808994293, "m": 1.0 }, { "p": 0.0888155922293663, "m": 1.0 }, { "p": 0.01926274225115776, "m": 0.7175853848457336 }, { "p": 0.08049067109823227, "m": 0.37619858980178833 }, { "p": 0.06055045872926712, "m": 0.5805574059486389 }, { "p": 0.056455522775650024, "m": 0.7022074460983276 }, { "p": 0.08564287424087524, "m": 0.7364529967308044 }, { "p": 0.09615589678287506, "m": 0.8995923399925232 }, { "p": 0.08072079718112946, "m": 0.9354467988014221 }, { "p": 0.09793870896100998, "m": 0.8135583400726318 }, { "p": 0.0449533686041832, "m": 1.0 }, { "p": 0.0815376490354538, "m": 1.0 }, { "p": 0.07797016203403473, "m": 1.0 } ] } ] }