{ "Accuracy": 72.9, "Time": [ 262.58622865164017, 12.302367579223736, 52742.190086303 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.033352375030518, "val_loss": 1.9878579378128052, "acc": 29.47, "time": 341.53584900699997, "param": [ { "p": 0.07574566453695297, "m": 0.5 }, { "p": 0.026057276874780655, "m": 0.5 }, { "p": 0.02945517748594284, "m": 0.5 }, { "p": 0.022472979500889778, "m": 0.44862163066864014 }, { "p": 0.016526121646165848, "m": 0.54944908618927 }, { "p": 0.028657004237174988, "m": 0.5502186417579651 }, { "p": 0.061429839581251144, "m": 0.4500744044780731 }, { "p": 0.14691874384880066, "m": 0.45026594400405884 }, { "p": 0.13323985040187836, "m": 0.551328182220459 }, { "p": 0.12988720834255219, "m": 0.42510727047920227 }, { "p": 0.1338530331850052, "m": 0.556965172290802 }, { "p": 0.1143188551068306, "m": 0.5507046580314636 }, { "p": 0.0807206928730011, "m": 0.5 }, { "p": 0.0007175379432737827, "m": 0.5 } ] }, { "epoch": 2, "train_loss": 3.5120482444763184, "val_loss": 1.7188522815704346, "acc": 33.81, "time": 227.50929880500001, "param": [ { "p": 0.09376376122236252, "m": 0.5 }, { "p": 0.022187842056155205, "m": 0.5 }, { "p": 0.04026329144835472, "m": 0.5 }, { "p": 0.0333348773419857, "m": 0.4247259199619293 }, { "p": 0.03524751216173172, "m": 0.5576581954956055 }, { "p": 0.016843151301145554, "m": 0.557472825050354 }, { "p": 0.07636789977550507, "m": 0.44383111596107483 }, { "p": 0.1469835788011551, "m": 0.44382375478744507 }, { "p": 0.10247848927974701, "m": 0.5852736830711365 }, { "p": 0.09837900102138519, "m": 0.36394912004470825 }, { "p": 0.11856558173894882, "m": 0.6110405921936035 }, { "p": 0.11195775121450424, "m": 0.5544142723083496 }, { "p": 0.07222705334424973, "m": 0.5 }, { "p": 0.031400248408317566, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 3.5554416179656982, "val_loss": 1.7187798023223877, "acc": 43.58, "time": 252.10107693099997, "param": [ { "p": 0.09604506194591522, "m": 0.5 }, { "p": 0.007807255256921053, "m": 0.5 }, { "p": 0.03724432736635208, "m": 0.5 }, { "p": 0.035095322877168655, "m": 0.41400012373924255 }, { "p": 0.05304710194468498, "m": 0.5593487620353699 }, { "p": 0.02445005252957344, "m": 0.5517383813858032 }, { "p": 0.09019874781370163, "m": 0.4416674077510834 }, { "p": 0.14290642738342285, "m": 0.4405880570411682 }, { "p": 0.08607041835784912, "m": 0.5950635075569153 }, { "p": 0.09322011470794678, "m": 0.33153292536735535 }, { "p": 0.11732237786054611, "m": 0.6191523671150208 }, { "p": 0.11684255301952362, "m": 0.5546836256980896 }, { "p": 0.07483788579702377, "m": 0.5 }, { "p": 0.024912415072321892, "m": 0.5 } ] }, { "epoch": 4, "train_loss": 3.041309356689453, "val_loss": 1.4893156290054321, "acc": 47.18, "time": 265.36902935800003, "param": [ { "p": 0.10336530953645706, "m": 0.5 }, { "p": 0.0007187047158367932, "m": 0.5 }, { "p": 0.044168975204229355, "m": 0.5 }, { "p": 0.04597925767302513, "m": 0.4176897406578064 }, { "p": 0.06662338227033615, "m": 0.5593356490135193 }, { "p": 0.004868818446993828, "m": 0.5535892844200134 }, { "p": 0.09400716423988342, "m": 0.44227176904678345 }, { "p": 0.15087750554084778, "m": 0.440545916557312 }, { "p": 0.07438424974679947, "m": 0.6008964776992798 }, { "p": 0.09563969075679779, "m": 0.3083435595035553 }, { "p": 0.11789313703775406, "m": 0.6195919513702393 }, { "p": 0.12457693368196487, "m": 0.5544192790985107 }, { "p": 0.06450517475605011, "m": 0.5 }, { "p": 0.012391758151352406, "m": 0.5 } ] }, { "epoch": 5, "train_loss": 2.973221778869629, "val_loss": 1.3977148532867432, "acc": 48.22, "time": 238.42758963200004, "param": [ { "p": 0.1268109381198883, "m": 0.5 }, { "p": 0.0007334135007113218, "m": 0.5 }, { "p": 0.05838451907038689, "m": 0.5 }, { "p": 0.037997227162122726, "m": 0.42488372325897217 }, { "p": 0.06308525800704956, "m": 0.5614827871322632 }, { "p": 0.0007334135007113218, "m": 0.5514581203460693 }, { "p": 0.10747703164815903, "m": 0.44444742798805237 }, { "p": 0.17583976686000824, "m": 0.4387824833393097 }, { "p": 0.0369616337120533, "m": 0.6082223653793335 }, { "p": 0.10119832307100296, "m": 0.32179591059684753 }, { "p": 0.10921216756105423, "m": 0.6286102533340454 }, { "p": 0.13548338413238525, "m": 0.551041305065155 }, { "p": 0.045349542051553726, "m": 0.5 }, { "p": 0.0007334135007113218, "m": 0.5 } ] }, { "epoch": 6, "train_loss": 3.477648973464966, "val_loss": 1.4599124193191528, "acc": 48.35, "time": 255.94175147300007, "param": [ { "p": 0.13216820359230042, "m": 0.5 }, { "p": 0.0007078769849613309, "m": 0.5 }, { "p": 0.06881154328584671, "m": 0.5 }, { "p": 0.03965272381901741, "m": 0.4321390986442566 }, { "p": 0.06259778887033463, "m": 0.5635967254638672 }, { "p": 0.0033030903432518244, "m": 0.5555663704872131 }, { "p": 0.10470832139253616, "m": 0.4440850019454956 }, { "p": 0.17250631749629974, "m": 0.44017770886421204 }, { "p": 0.0369320809841156, "m": 0.6098979115486145 }, { "p": 0.10242879390716553, "m": 0.3230327069759369 }, { "p": 0.09733413904905319, "m": 0.6266767382621765 }, { "p": 0.1361606866121292, "m": 0.5430724024772644 }, { "p": 0.04198057949542999, "m": 0.5 }, { "p": 0.0007078769849613309, "m": 0.5 } ] }, { "epoch": 7, "train_loss": 2.7753710746765137, "val_loss": 1.3347551822662354, "acc": 48.12, "time": 275.358885545, "param": [ { "p": 0.12835054099559784, "m": 0.5 }, { "p": 0.0007160911336541176, "m": 0.5 }, { "p": 0.07035619020462036, "m": 0.5 }, { "p": 0.0526372566819191, "m": 0.43951550126075745 }, { "p": 0.05206632614135742, "m": 0.5660141706466675 }, { "p": 0.0007160911336541176, "m": 0.5525255799293518 }, { "p": 0.10121425241231918, "m": 0.4441024363040924 }, { "p": 0.16965845227241516, "m": 0.4400978684425354 }, { "p": 0.056897275149822235, "m": 0.6090500354766846 }, { "p": 0.09379572421312332, "m": 0.31580933928489685 }, { "p": 0.09513523429632187, "m": 0.619137704372406 }, { "p": 0.13317695260047913, "m": 0.5459595918655396 }, { "p": 0.04456353560090065, "m": 0.5 }, { "p": 0.0007160911336541176, "m": 0.5 } ] }, { "epoch": 8, "train_loss": 2.676037073135376, "val_loss": 1.17304265499115, "acc": 54.11, "time": 271.96532094200006, "param": [ { "p": 0.14299066364765167, "m": 0.5 }, { "p": 0.0007142969407141209, "m": 0.5 }, { "p": 0.0657828152179718, "m": 0.5 }, { "p": 0.062078967690467834, "m": 0.43767184019088745 }, { "p": 0.0491301454603672, "m": 0.5673777461051941 }, { "p": 0.0007142969407141209, "m": 0.5470445156097412 }, { "p": 0.10343406349420547, "m": 0.44534173607826233 }, { "p": 0.18527370691299438, "m": 0.4431641697883606 }, { "p": 0.052729085087776184, "m": 0.6056461334228516 }, { "p": 0.08746029436588287, "m": 0.32324761152267456 }, { "p": 0.08125727623701096, "m": 0.6091145873069763 }, { "p": 0.13089995086193085, "m": 0.5544741749763489 }, { "p": 0.036820188164711, "m": 0.5 }, { "p": 0.0007142969407141209, "m": 0.5 } ] }, { "epoch": 9, "train_loss": 2.6758995056152344, "val_loss": 1.1822419166564941, "acc": 53.02, "time": 256.70458805399994, "param": [ { "p": 0.13650070130825043, "m": 0.5 }, { "p": 0.0007128985016606748, "m": 0.5 }, { "p": 0.058025166392326355, "m": 0.5 }, { "p": 0.06521112471818924, "m": 0.4523700773715973 }, { "p": 0.03133351728320122, "m": 0.568088710308075 }, { "p": 0.0007145045092329383, "m": 0.5505488514900208 }, { "p": 0.09406626969575882, "m": 0.4469778835773468 }, { "p": 0.18064728379249573, "m": 0.44752275943756104 }, { "p": 0.07707314938306808, "m": 0.5986446142196655 }, { "p": 0.07856548577547073, "m": 0.31850266456604004 }, { "p": 0.10752975195646286, "m": 0.6028444766998291 }, { "p": 0.12142854928970337, "m": 0.55490642786026 }, { "p": 0.04747869074344635, "m": 0.5 }, { "p": 0.0007128985016606748, "m": 0.5 } ] }, { "epoch": 10, "train_loss": 2.607273817062378, "val_loss": 1.0928053855895996, "acc": 57.13, "time": 255.58976959500023, "param": [ { "p": 0.12934350967407227, "m": 0.5 }, { "p": 0.0007181846885941923, "m": 0.5 }, { "p": 0.04251544177532196, "m": 0.5 }, { "p": 0.06769265234470367, "m": 0.47214406728744507 }, { "p": 0.015130196698009968, "m": 0.5644891858100891 }, { "p": 0.043093662708997726, "m": 0.5619344711303711 }, { "p": 0.0855744481086731, "m": 0.44638389348983765 }, { "p": 0.17727482318878174, "m": 0.44640064239501953 }, { "p": 0.08169984817504883, "m": 0.5930224657058716 }, { "p": 0.0899326279759407, "m": 0.2869735360145569 }, { "p": 0.09172947704792023, "m": 0.5977526903152466 }, { "p": 0.11758167296648026, "m": 0.5598085522651672 }, { "p": 0.05699525773525238, "m": 0.5 }, { "p": 0.0007181846885941923, "m": 0.5 } ] }, { "epoch": 11, "train_loss": 2.6368165016174316, "val_loss": 1.1657078266143799, "acc": 57.96, "time": 253.29854683899975, "param": [ { "p": 0.15435968339443207, "m": 0.5 }, { "p": 0.0007192371995188296, "m": 0.5 }, { "p": 0.03501322865486145, "m": 0.5 }, { "p": 0.06886143982410431, "m": 0.48593899607658386 }, { "p": 0.011430151760578156, "m": 0.564848005771637 }, { "p": 0.04888666421175003, "m": 0.5600192546844482 }, { "p": 0.08356252312660217, "m": 0.4455389976501465 }, { "p": 0.20304429531097412, "m": 0.44013723731040955 }, { "p": 0.08827430009841919, "m": 0.5866747498512268 }, { "p": 0.09707535058259964, "m": 0.2798018455505371 }, { "p": 0.07896623760461807, "m": 0.5936828255653381 }, { "p": 0.12836837768554688, "m": 0.5581289529800415 }, { "p": 0.0007192371995188296, "m": 0.5 }, { "p": 0.0007192371995188296, "m": 0.5 } ] }, { "epoch": 12, "train_loss": 2.7216198444366455, "val_loss": 1.271655559539795, "acc": 57.92, "time": 262.7948028229998, "param": [ { "p": 0.17538650333881378, "m": 0.5 }, { "p": 0.0007182910921983421, "m": 0.5 }, { "p": 0.042088501155376434, "m": 0.5 }, { "p": 0.0692349225282669, "m": 0.48585227131843567 }, { "p": 0.08926576375961304, "m": 0.5640863180160522 }, { "p": 0.0418521873652935, "m": 0.5536903738975525 }, { "p": 0.06354007124900818, "m": 0.44850531220436096 }, { "p": 0.19714802503585815, "m": 0.449482262134552 }, { "p": 0.06139736995100975, "m": 0.5846753120422363 }, { "p": 0.06125623732805252, "m": 0.284184068441391 }, { "p": 0.0007182910921983421, "m": 0.5980135798454285 }, { "p": 0.10161135345697403, "m": 0.5734192132949829 }, { "p": 0.09506416320800781, "m": 0.5 }, { "p": 0.0007182910921983421, "m": 0.5 } ] }, { "epoch": 13, "train_loss": 2.6518478393554688, "val_loss": 1.1719937324523926, "acc": 56.74, "time": 252.72264022199988, "param": [ { "p": 0.20862054824829102, "m": 0.5 }, { "p": 0.0007200986729003489, "m": 0.5 }, { "p": 0.035149384289979935, "m": 0.5 }, { "p": 0.06667393445968628, "m": 0.5013501644134521 }, { "p": 0.09106645733118057, "m": 0.5552726984024048 }, { "p": 0.03755950927734375, "m": 0.5672213435173035 }, { "p": 0.04900725185871124, "m": 0.4497126042842865 }, { "p": 0.21780532598495483, "m": 0.44987812638282776 }, { "p": 0.06838688999414444, "m": 0.5744962692260742 }, { "p": 0.013890254311263561, "m": 0.3113050162792206 }, { "p": 0.0007200986729003489, "m": 0.6012526154518127 }, { "p": 0.0768928974866867, "m": 0.5828354358673096 }, { "p": 0.13278719782829285, "m": 0.5 }, { "p": 0.0007200986729003489, "m": 0.5 } ] }, { "epoch": 14, "train_loss": 2.2466421127319336, "val_loss": 1.155908226966858, "acc": 60.7, "time": 263.11619475299995, "param": [ { "p": 0.23207597434520721, "m": 0.5 }, { "p": 0.0007113345200195909, "m": 0.5 }, { "p": 0.04683343693614006, "m": 0.5 }, { "p": 0.07714147865772247, "m": 0.5203985571861267 }, { "p": 0.08379671722650528, "m": 0.5539923310279846 }, { "p": 0.015256148763000965, "m": 0.5621927976608276 }, { "p": 0.03660368174314499, "m": 0.4507921636104584 }, { "p": 0.2312983125448227, "m": 0.4487951695919037 }, { "p": 0.03459331393241882, "m": 0.5620103478431702 }, { "p": 0.0037021213211119175, "m": 0.33352187275886536 }, { "p": 0.004024154506623745, "m": 0.6029314398765564 }, { "p": 0.0855356752872467, "m": 0.5764371156692505 }, { "p": 0.14771635830402374, "m": 0.5 }, { "p": 0.0007113345200195909, "m": 0.5 } ] }, { "epoch": 15, "train_loss": 2.0242414474487305, "val_loss": 1.192113995552063, "acc": 57.31, "time": 256.81242509899994, "param": [ { "p": 0.21667902171611786, "m": 0.5 }, { "p": 0.0007084388053044677, "m": 0.5 }, { "p": 0.05759762227535248, "m": 0.5 }, { "p": 0.06975210458040237, "m": 0.5407138466835022 }, { "p": 0.0844334289431572, "m": 0.5518305897712708 }, { "p": 0.0007084388053044677, "m": 0.5625985860824585 }, { "p": 0.04587794840335846, "m": 0.4600811302661896 }, { "p": 0.22048284113407135, "m": 0.43797770142555237 }, { "p": 0.04183357208967209, "m": 0.5585910081863403 }, { "p": 0.034890685230493546, "m": 0.3316188454627991 }, { "p": 0.0015942729078233242, "m": 0.6028358340263367 }, { "p": 0.08182050287723541, "m": 0.5796708464622498 }, { "p": 0.14291268587112427, "m": 0.5 }, { "p": 0.0007084388053044677, "m": 0.5 } ] }, { "epoch": 16, "train_loss": 2.179750442504883, "val_loss": 1.1381789445877075, "acc": 61.5, "time": 263.1938333019998, "param": [ { "p": 0.21234437823295593, "m": 0.5 }, { "p": 0.0007156235515139997, "m": 0.5 }, { "p": 0.044462691992521286, "m": 0.5 }, { "p": 0.056501224637031555, "m": 0.5433805584907532 }, { "p": 0.0784669890999794, "m": 0.5428605675697327 }, { "p": 0.0007156235515139997, "m": 0.564305305480957 }, { "p": 0.07148844003677368, "m": 0.456520676612854 }, { "p": 0.22179542481899261, "m": 0.45669305324554443 }, { "p": 0.0007156235515139997, "m": 0.5546001195907593 }, { "p": 0.018186502158641815, "m": 0.3123534023761749 }, { "p": 0.08059613406658173, "m": 0.5931817889213562 }, { "p": 0.04028525948524475, "m": 0.5896143317222595 }, { "p": 0.14105357229709625, "m": 0.5 }, { "p": 0.03267258033156395, "m": 0.5 } ] }, { "epoch": 17, "train_loss": 2.6020026206970215, "val_loss": 1.068859338760376, "acc": 58.85, "time": 265.32355180599916, "param": [ { "p": 0.21572110056877136, "m": 0.5 }, { "p": 0.0007161053945310414, "m": 0.5 }, { "p": 0.038678910583257675, "m": 0.5 }, { "p": 0.0366172231733799, "m": 0.527025043964386 }, { "p": 0.0765082836151123, "m": 0.5391941666603088 }, { "p": 0.012981489300727844, "m": 0.5653713345527649 }, { "p": 0.07602149248123169, "m": 0.45875972509384155 }, { "p": 0.22278645634651184, "m": 0.46112579107284546 }, { "p": 0.0016234901268035173, "m": 0.5531130433082581 }, { "p": 0.016593951731920242, "m": 0.30908212065696716 }, { "p": 0.09518326818943024, "m": 0.587509274482727 }, { "p": 0.03163963928818703, "m": 0.5953377485275269 }, { "p": 0.14335955679416656, "m": 0.5 }, { "p": 0.03156903013586998, "m": 0.5 } ] }, { "epoch": 18, "train_loss": 2.0566158294677734, "val_loss": 0.9665382504463196, "acc": 60.22, "time": 259.74471203199937, "param": [ { "p": 0.1985204964876175, "m": 0.5 }, { "p": 0.02103336900472641, "m": 0.5 }, { "p": 0.026739835739135742, "m": 0.5 }, { "p": 0.031995609402656555, "m": 0.570580780506134 }, { "p": 0.03680037707090378, "m": 0.5328687429428101 }, { "p": 0.023232901468873024, "m": 0.5590302348136902 }, { "p": 0.07334750890731812, "m": 0.4560447633266449 }, { "p": 0.1933640092611313, "m": 0.46542683243751526 }, { "p": 0.07393812388181686, "m": 0.5483776330947876 }, { "p": 0.0007120648515410721, "m": 0.3165856599807739 }, { "p": 0.09321004152297974, "m": 0.5930292010307312 }, { "p": 0.07987387478351593, "m": 0.6020103096961975 }, { "p": 0.1266614943742752, "m": 0.5 }, { "p": 0.020570246502757072, "m": 0.5 } ] }, { "epoch": 19, "train_loss": 2.3098340034484863, "val_loss": 1.0178338289260864, "acc": 62.69, "time": 246.5827271299995, "param": [ { "p": 0.19350746273994446, "m": 0.5 }, { "p": 0.017975132912397385, "m": 0.5 }, { "p": 0.043211761862039566, "m": 0.5 }, { "p": 0.04284751042723656, "m": 0.5962665677070618 }, { "p": 0.0019853042904287577, "m": 0.5300026535987854 }, { "p": 0.02230161800980568, "m": 0.5530791878700256 }, { "p": 0.07110471278429031, "m": 0.45754003524780273 }, { "p": 0.18672175705432892, "m": 0.4651362895965576 }, { "p": 0.09275610744953156, "m": 0.5485745072364807 }, { "p": 0.0007159408996812999, "m": 0.320043683052063 }, { "p": 0.09491260349750519, "m": 0.5975881814956665 }, { "p": 0.09902022033929825, "m": 0.6011806130409241 }, { "p": 0.12266886979341507, "m": 0.5 }, { "p": 0.010270994156599045, "m": 0.5 } ] }, { "epoch": 20, "train_loss": 2.0434470176696777, "val_loss": 1.080541729927063, "acc": 63.14, "time": 255.41520451299948, "param": [ { "p": 0.1995076686143875, "m": 0.5 }, { "p": 0.008097204379737377, "m": 0.5 }, { "p": 0.04344351217150688, "m": 0.5 }, { "p": 0.036915168166160583, "m": 0.5949791669845581 }, { "p": 0.0007157746586017311, "m": 0.5291896462440491 }, { "p": 0.007114987820386887, "m": 0.5409970879554749 }, { "p": 0.0787883922457695, "m": 0.4588790237903595 }, { "p": 0.1813673973083496, "m": 0.4709612727165222 }, { "p": 0.09634494036436081, "m": 0.5597125291824341 }, { "p": 0.0014674883568659425, "m": 0.3277210295200348 }, { "p": 0.09376438707113266, "m": 0.5927609205245972 }, { "p": 0.11408486217260361, "m": 0.5977604985237122 }, { "p": 0.12803906202316284, "m": 0.5 }, { "p": 0.010349243879318237, "m": 0.5 } ] }, { "epoch": 21, "train_loss": 1.7510719299316406, "val_loss": 1.0987430810928345, "acc": 63.32, "time": 266.1830054359998, "param": [ { "p": 0.1864747852087021, "m": 0.5 }, { "p": 0.0007177874795161188, "m": 0.5 }, { "p": 0.05529848858714104, "m": 0.5 }, { "p": 0.039682626724243164, "m": 0.5738502144813538 }, { "p": 0.04805782437324524, "m": 0.5284257531166077 }, { "p": 0.010174286551773548, "m": 0.5437037944793701 }, { "p": 0.07379759848117828, "m": 0.45696255564689636 }, { "p": 0.16051757335662842, "m": 0.47041285037994385 }, { "p": 0.0884016901254654, "m": 0.556002140045166 }, { "p": 0.0027025712188333273, "m": 0.330032616853714 }, { "p": 0.0848037526011467, "m": 0.5879969000816345 }, { "p": 0.10690201073884964, "m": 0.6037725210189819 }, { "p": 0.11988779902458191, "m": 0.5 }, { "p": 0.022581251338124275, "m": 0.5 } ] }, { "epoch": 22, "train_loss": 1.9900587797164917, "val_loss": 0.912984311580658, "acc": 63.93, "time": 267.2400487389996, "param": [ { "p": 0.2000284492969513, "m": 0.5 }, { "p": 0.0007172459154389799, "m": 0.5 }, { "p": 0.050820108503103256, "m": 0.5 }, { "p": 0.03373195230960846, "m": 0.5613114833831787 }, { "p": 0.05567994341254234, "m": 0.5227143168449402 }, { "p": 0.0014667842769995332, "m": 0.5439193844795227 }, { "p": 0.06570707261562347, "m": 0.44926002621650696 }, { "p": 0.16117540001869202, "m": 0.46597975492477417 }, { "p": 0.09376902878284454, "m": 0.5486926436424255 }, { "p": 0.0053299409337341785, "m": 0.32461947202682495 }, { "p": 0.08677544444799423, "m": 0.5749310255050659 }, { "p": 0.0959412083029747, "m": 0.6143653392791748 }, { "p": 0.12841221690177917, "m": 0.5 }, { "p": 0.020445145666599274, "m": 0.5 } ] }, { "epoch": 23, "train_loss": 1.8201086521148682, "val_loss": 1.0039492845535278, "acc": 63.55, "time": 266.75282273500034, "param": [ { "p": 0.19685110449790955, "m": 0.5 }, { "p": 0.03844544291496277, "m": 0.5 }, { "p": 0.04049880802631378, "m": 0.5 }, { "p": 0.044696711003780365, "m": 0.5554599165916443 }, { "p": 0.05537715554237366, "m": 0.5223491191864014 }, { "p": 0.04022882133722305, "m": 0.5369604229927063 }, { "p": 0.07458262145519257, "m": 0.45254358649253845 }, { "p": 0.1268792450428009, "m": 0.4706348776817322 }, { "p": 0.08669009804725647, "m": 0.5486854314804077 }, { "p": 0.0007152025355026126, "m": 0.3343016803264618 }, { "p": 0.08023302257061005, "m": 0.5728241801261902 }, { "p": 0.08848097920417786, "m": 0.6219428181648254 }, { "p": 0.1256054788827896, "m": 0.5 }, { "p": 0.0007152025355026126, "m": 0.5 } ] }, { "epoch": 24, "train_loss": 1.9290106296539307, "val_loss": 0.9756951332092285, "acc": 63.48, "time": 272.1725288480002, "param": [ { "p": 0.19590041041374207, "m": 0.5 }, { "p": 0.04230386018753052, "m": 0.5 }, { "p": 0.024509483948349953, "m": 0.5 }, { "p": 0.04926963150501251, "m": 0.5823661088943481 }, { "p": 0.04835745319724083, "m": 0.5271123647689819 }, { "p": 0.053283900022506714, "m": 0.5334961414337158 }, { "p": 0.08323119580745697, "m": 0.45507171750068665 }, { "p": 0.1319310963153839, "m": 0.47126179933547974 }, { "p": 0.08168786019086838, "m": 0.5445550084114075 }, { "p": 0.009454679675400257, "m": 0.3345155417919159 }, { "p": 0.08745252341032028, "m": 0.56392502784729 }, { "p": 0.07142055034637451, "m": 0.6194831728935242 }, { "p": 0.12048716843128204, "m": 0.5 }, { "p": 0.0007102179806679487, "m": 0.5 } ] }, { "epoch": 25, "train_loss": 2.153686285018921, "val_loss": 1.0477900505065918, "acc": 64.82, "time": 269.4775801550004, "param": [ { "p": 0.18909724056720734, "m": 0.5 }, { "p": 0.03341933712363243, "m": 0.5 }, { "p": 0.040364548563957214, "m": 0.5 }, { "p": 0.053862761706113815, "m": 0.5980890393257141 }, { "p": 0.04649635776877403, "m": 0.5275656580924988 }, { "p": 0.05401821807026863, "m": 0.5157120227813721 }, { "p": 0.07745115458965302, "m": 0.46170127391815186 }, { "p": 0.11481655389070511, "m": 0.4687856137752533 }, { "p": 0.07780683785676956, "m": 0.5454298257827759 }, { "p": 0.03404807299375534, "m": 0.33224546909332275 }, { "p": 0.08605407923460007, "m": 0.5595525503158569 }, { "p": 0.07329496741294861, "m": 0.6268213987350464 }, { "p": 0.11855238676071167, "m": 0.5 }, { "p": 0.0007175283972173929, "m": 0.5 } ] }, { "epoch": 26, "train_loss": 1.8307594060897827, "val_loss": 0.9667647480964661, "acc": 64.28, "time": 262.0604560969996, "param": [ { "p": 0.19079579412937164, "m": 0.5 }, { "p": 0.03746148571372032, "m": 0.5 }, { "p": 0.05147383734583855, "m": 0.5 }, { "p": 0.04389538988471031, "m": 0.5876558423042297 }, { "p": 0.05094826966524124, "m": 0.5296920537948608 }, { "p": 0.06264779716730118, "m": 0.5007681250572205 }, { "p": 0.07925904542207718, "m": 0.47046056389808655 }, { "p": 0.0969366803765297, "m": 0.468214213848114 }, { "p": 0.07238201051950455, "m": 0.5322514176368713 }, { "p": 0.02668154239654541, "m": 0.3166555166244507 }, { "p": 0.09382499754428864, "m": 0.5409422516822815 }, { "p": 0.06771420687437057, "m": 0.6369833946228027 }, { "p": 0.12526866793632507, "m": 0.5 }, { "p": 0.0007102494710125029, "m": 0.5 } ] }, { "epoch": 27, "train_loss": 2.093174457550049, "val_loss": 1.0310699939727783, "acc": 65.93, "time": 277.95668123500036, "param": [ { "p": 0.20612353086471558, "m": 0.5 }, { "p": 0.039263322949409485, "m": 0.5 }, { "p": 0.05922485142946243, "m": 0.5 }, { "p": 0.03887612000107765, "m": 0.5742785930633545 }, { "p": 0.04474528878927231, "m": 0.5200120210647583 }, { "p": 0.06578824669122696, "m": 0.5276647806167603 }, { "p": 0.06696300208568573, "m": 0.45702823996543884 }, { "p": 0.08252204954624176, "m": 0.4557897448539734 }, { "p": 0.07996318489313126, "m": 0.5307289361953735 }, { "p": 0.011655834503471851, "m": 0.3156709671020508 }, { "p": 0.1119212955236435, "m": 0.5355628728866577 }, { "p": 0.04903586953878403, "m": 0.6442215442657471 }, { "p": 0.13949140906333923, "m": 0.5 }, { "p": 0.004425948020070791, "m": 0.5 } ] }, { "epoch": 28, "train_loss": 2.117626667022705, "val_loss": 1.010178804397583, "acc": 65.07, "time": 269.4002741510003, "param": [ { "p": 0.19284823536872864, "m": 0.5 }, { "p": 0.03189194202423096, "m": 0.5 }, { "p": 0.05332311987876892, "m": 0.5 }, { "p": 0.0410660021007061, "m": 0.5732607841491699 }, { "p": 0.057167451828718185, "m": 0.524301290512085 }, { "p": 0.063472680747509, "m": 0.5284026861190796 }, { "p": 0.05530316382646561, "m": 0.45605185627937317 }, { "p": 0.0991300418972969, "m": 0.4514826536178589 }, { "p": 0.07113011181354523, "m": 0.5274321436882019 }, { "p": 0.00461519556120038, "m": 0.3239252269268036 }, { "p": 0.10620574653148651, "m": 0.5362337827682495 }, { "p": 0.06885258853435516, "m": 0.6497607231140137 }, { "p": 0.12908324599266052, "m": 0.5 }, { "p": 0.0259105172008276, "m": 0.5 } ] }, { "epoch": 29, "train_loss": 1.7051477432250977, "val_loss": 1.0236692428588867, "acc": 64.98, "time": 268.06962921099966, "param": [ { "p": 0.2033388614654541, "m": 0.5 }, { "p": 0.02082153595983982, "m": 0.5 }, { "p": 0.0327126681804657, "m": 0.5 }, { "p": 0.07113467901945114, "m": 0.5760931372642517 }, { "p": 0.05628417432308197, "m": 0.5233782529830933 }, { "p": 0.07601751387119293, "m": 0.5003642439842224 }, { "p": 0.0744350478053093, "m": 0.4605543911457062 }, { "p": 0.08204749971628189, "m": 0.4462841749191284 }, { "p": 0.042699720710515976, "m": 0.5350310206413269 }, { "p": 0.0007186931907199323, "m": 0.3282720446586609 }, { "p": 0.10701405256986618, "m": 0.5467994213104248 }, { "p": 0.0788360983133316, "m": 0.658231794834137 }, { "p": 0.1324111968278885, "m": 0.5 }, { "p": 0.021528268232941628, "m": 0.5 } ] }, { "epoch": 30, "train_loss": 1.599092721939087, "val_loss": 0.9601977467536926, "acc": 66.96, "time": 261.56770308900013, "param": [ { "p": 0.22546441853046417, "m": 0.5 }, { "p": 0.0062176818028092384, "m": 0.5 }, { "p": 0.04066726565361023, "m": 0.5 }, { "p": 0.0668412521481514, "m": 0.5234200358390808 }, { "p": 0.060199253261089325, "m": 0.5233171582221985 }, { "p": 0.08642802387475967, "m": 0.4644157290458679 }, { "p": 0.06564586609601974, "m": 0.45346277952194214 }, { "p": 0.06700502336025238, "m": 0.44237422943115234 }, { "p": 0.012349449098110199, "m": 0.5460559725761414 }, { "p": 0.011884328909218311, "m": 0.3402252197265625 }, { "p": 0.11427316814661026, "m": 0.5545270442962646 }, { "p": 0.08162213116884232, "m": 0.6626229882240295 }, { "p": 0.14956097304821014, "m": 0.5 }, { "p": 0.011841109953820705, "m": 0.5 } ] }, { "epoch": 31, "train_loss": 1.5424671173095703, "val_loss": 1.0737228393554688, "acc": 66.49, "time": 269.4379673169997, "param": [ { "p": 0.23464590311050415, "m": 0.5 }, { "p": 0.015295666642487049, "m": 0.5 }, { "p": 0.053159940987825394, "m": 0.5 }, { "p": 0.058143772184848785, "m": 0.4989311993122101 }, { "p": 0.05651197209954262, "m": 0.5309650301933289 }, { "p": 0.09232155978679657, "m": 0.45153573155403137 }, { "p": 0.05453328788280487, "m": 0.4487931430339813 }, { "p": 0.03054395504295826, "m": 0.44410669803619385 }, { "p": 0.0067150951363146305, "m": 0.5473417639732361 }, { "p": 0.03422567993402481, "m": 0.3598198890686035 }, { "p": 0.11942489445209503, "m": 0.5827719569206238 }, { "p": 0.06841397285461426, "m": 0.6715778112411499 }, { "p": 0.15972179174423218, "m": 0.5 }, { "p": 0.01634255051612854, "m": 0.5 } ] }, { "epoch": 32, "train_loss": 2.201045036315918, "val_loss": 1.0077629089355469, "acc": 66.18, "time": 263.7243133609991, "param": [ { "p": 0.23265387117862701, "m": 0.5 }, { "p": 0.024298010393977165, "m": 0.5 }, { "p": 0.06245289370417595, "m": 0.5 }, { "p": 0.05549890920519829, "m": 0.4869750738143921 }, { "p": 0.053435150533914566, "m": 0.5318366289138794 }, { "p": 0.09197713434696198, "m": 0.442766010761261 }, { "p": 0.03227388486266136, "m": 0.441386342048645 }, { "p": 0.04782392457127571, "m": 0.44652268290519714 }, { "p": 0.008252711035311222, "m": 0.5487542748451233 }, { "p": 0.041714925318956375, "m": 0.3750206530094147 }, { "p": 0.11607260257005692, "m": 0.5990339517593384 }, { "p": 0.051906898617744446, "m": 0.6870149374008179 }, { "p": 0.1610160768032074, "m": 0.5 }, { "p": 0.0206229779869318, "m": 0.5 } ] }, { "epoch": 33, "train_loss": 1.9744179248809814, "val_loss": 0.9895674586296082, "acc": 66.92, "time": 253.9364700540009, "param": [ { "p": 0.20285522937774658, "m": 0.5 }, { "p": 0.028683977201581, "m": 0.5 }, { "p": 0.06712137162685394, "m": 0.5 }, { "p": 0.04654879495501518, "m": 0.5096670985221863 }, { "p": 0.054343029856681824, "m": 0.5217889547348022 }, { "p": 0.08560662716627121, "m": 0.3954818546772003 }, { "p": 0.056914322078228, "m": 0.4439295530319214 }, { "p": 0.07640617340803146, "m": 0.44921576976776123 }, { "p": 0.02146134339272976, "m": 0.5529763698577881 }, { "p": 0.046542782336473465, "m": 0.40228307247161865 }, { "p": 0.10624072700738907, "m": 0.5954938530921936 }, { "p": 0.046289052814245224, "m": 0.6891427040100098 }, { "p": 0.14086171984672546, "m": 0.5 }, { "p": 0.02012488804757595, "m": 0.5 } ] }, { "epoch": 34, "train_loss": 1.8141592741012573, "val_loss": 0.8880077600479126, "acc": 66.31, "time": 276.01348503900044, "param": [ { "p": 0.22888393700122833, "m": 0.5 }, { "p": 0.03043431229889393, "m": 0.5 }, { "p": 0.07039280235767365, "m": 0.5 }, { "p": 0.015871597453951836, "m": 0.5479943752288818 }, { "p": 0.06007925793528557, "m": 0.5243748426437378 }, { "p": 0.09792736917734146, "m": 0.3741370737552643 }, { "p": 0.03809254616498947, "m": 0.4485822319984436 }, { "p": 0.040614936500787735, "m": 0.4459400475025177 }, { "p": 0.01269497536122799, "m": 0.5534546971321106 }, { "p": 0.043723657727241516, "m": 0.4354723393917084 }, { "p": 0.11910990625619888, "m": 0.5937276482582092 }, { "p": 0.05482494458556175, "m": 0.6983783841133118 }, { "p": 0.16672974824905396, "m": 0.5 }, { "p": 0.02061992511153221, "m": 0.5 } ] }, { "epoch": 35, "train_loss": 1.7504253387451172, "val_loss": 0.9896164536476135, "acc": 68.44, "time": 254.4614170349996, "param": [ { "p": 0.2792733609676361, "m": 0.5 }, { "p": 0.02989277057349682, "m": 0.5 }, { "p": 0.06958317756652832, "m": 0.5 }, { "p": 0.01632220298051834, "m": 0.5335952043533325 }, { "p": 0.06416691839694977, "m": 0.5097670555114746 }, { "p": 0.11923476308584213, "m": 0.36753249168395996 }, { "p": 0.002248414559289813, "m": 0.447053998708725 }, { "p": 0.00598480086773634, "m": 0.4426570534706116 }, { "p": 0.008501572534441948, "m": 0.5574640035629272 }, { "p": 0.03302532806992531, "m": 0.4511452913284302 }, { "p": 0.1394386887550354, "m": 0.6134207248687744 }, { "p": 0.007021136116236448, "m": 0.7043447494506836 }, { "p": 0.2058820128440857, "m": 0.5 }, { "p": 0.01942485012114048, "m": 0.5 } ] }, { "epoch": 36, "train_loss": 1.5862207412719727, "val_loss": 0.8679895401000977, "acc": 66.54, "time": 261.8796850159997, "param": [ { "p": 0.26418694853782654, "m": 0.5 }, { "p": 0.0139012997969985, "m": 0.5 }, { "p": 0.06616950780153275, "m": 0.5 }, { "p": 0.012539020739495754, "m": 0.5395419597625732 }, { "p": 0.06643440574407578, "m": 0.4938972592353821 }, { "p": 0.11404501646757126, "m": 0.384664386510849 }, { "p": 0.00259358249604702, "m": 0.4449053108692169 }, { "p": 0.06962628662586212, "m": 0.4401554465293884 }, { "p": 0.02777809649705887, "m": 0.5582522749900818 }, { "p": 0.015640242025256157, "m": 0.4623256027698517 }, { "p": 0.13062570989131927, "m": 0.627446711063385 }, { "p": 0.01298761460930109, "m": 0.7074689865112305 }, { "p": 0.19750972092151642, "m": 0.5 }, { "p": 0.00596238486468792, "m": 0.5 } ] }, { "epoch": 37, "train_loss": 1.3738152980804443, "val_loss": 1.0448012351989746, "acc": 67.94, "time": 254.4930910160001, "param": [ { "p": 0.2616255581378937, "m": 0.5 }, { "p": 0.0010876180604100227, "m": 0.5 }, { "p": 0.07936033606529236, "m": 0.5 }, { "p": 0.009441070258617401, "m": 0.5391140580177307 }, { "p": 0.067464180290699, "m": 0.4811103641986847 }, { "p": 0.11157496273517609, "m": 0.4424450099468231 }, { "p": 0.0007093709427863359, "m": 0.4416603446006775 }, { "p": 0.04146217927336693, "m": 0.44769102334976196 }, { "p": 0.007408785633742809, "m": 0.5701065063476562 }, { "p": 0.026062479242682457, "m": 0.46161404252052307 }, { "p": 0.12227214872837067, "m": 0.6489097476005554 }, { "p": 0.06480587273836136, "m": 0.7077076435089111 }, { "p": 0.19673782587051392, "m": 0.5 }, { "p": 0.009987618774175644, "m": 0.5 } ] }, { "epoch": 38, "train_loss": 1.8764469623565674, "val_loss": 0.9386040568351746, "acc": 67.9, "time": 249.59463925300042, "param": [ { "p": 0.24770906567573547, "m": 0.5 }, { "p": 0.0027310862205922604, "m": 0.5 }, { "p": 0.0675056204199791, "m": 0.5 }, { "p": 0.049982186406850815, "m": 0.5454059839248657 }, { "p": 0.06666170805692673, "m": 0.4669579863548279 }, { "p": 0.11024873703718185, "m": 0.4542945623397827 }, { "p": 0.0038388867396861315, "m": 0.4425193667411804 }, { "p": 0.023205477744340897, "m": 0.4470961093902588 }, { "p": 0.014795086346566677, "m": 0.5748475193977356 }, { "p": 0.021801825612783432, "m": 0.4814009666442871 }, { "p": 0.10995076596736908, "m": 0.64959317445755 }, { "p": 0.06326023489236832, "m": 0.712542712688446 }, { "p": 0.19136887788772583, "m": 0.5 }, { "p": 0.026940401643514633, "m": 0.5 } ] }, { "epoch": 39, "train_loss": 1.6320617198944092, "val_loss": 0.9902989864349365, "acc": 65.61, "time": 252.28741899600027, "param": [ { "p": 0.25381529331207275, "m": 0.5 }, { "p": 0.0007143714465200901, "m": 0.5 }, { "p": 0.06565572321414948, "m": 0.5 }, { "p": 0.051615744829177856, "m": 0.5016756653785706 }, { "p": 0.06430410593748093, "m": 0.45974862575531006 }, { "p": 0.11681141704320908, "m": 0.4776916205883026 }, { "p": 0.0007143714465200901, "m": 0.4488900899887085 }, { "p": 0.012277398258447647, "m": 0.444640576839447 }, { "p": 0.013425137847661972, "m": 0.5740071535110474 }, { "p": 0.04218839854001999, "m": 0.4854649603366852 }, { "p": 0.10480166226625443, "m": 0.6366857886314392 }, { "p": 0.046996746212244034, "m": 0.7183797955513 }, { "p": 0.20079642534255981, "m": 0.5 }, { "p": 0.025883231312036514, "m": 0.5 } ] }, { "epoch": 40, "train_loss": 1.592801809310913, "val_loss": 0.8686468005180359, "acc": 67.6, "time": 254.10241277599926, "param": [ { "p": 0.23976299166679382, "m": 0.5 }, { "p": 0.0007130717276595533, "m": 0.5 }, { "p": 0.06295459717512131, "m": 0.5 }, { "p": 0.057525064796209335, "m": 0.4999393820762634 }, { "p": 0.061353180557489395, "m": 0.4481814503669739 }, { "p": 0.11354868859052658, "m": 0.4969535768032074 }, { "p": 0.001212920993566513, "m": 0.4508475959300995 }, { "p": 0.038540150970220566, "m": 0.4439358115196228 }, { "p": 0.03628414124250412, "m": 0.5757843852043152 }, { "p": 0.031145978718996048, "m": 0.4886532425880432 }, { "p": 0.0984225869178772, "m": 0.6381988525390625 }, { "p": 0.041544243693351746, "m": 0.7179905772209167 }, { "p": 0.18996219336986542, "m": 0.5 }, { "p": 0.0270302165299654, "m": 0.5 } ] }, { "epoch": 41, "train_loss": 1.4895052909851074, "val_loss": 0.886497974395752, "acc": 68.61, "time": 266.46697026400034, "param": [ { "p": 0.1996535360813141, "m": 0.5 }, { "p": 0.002304964466020465, "m": 0.5 }, { "p": 0.047761473804712296, "m": 0.5 }, { "p": 0.07072947174310684, "m": 0.46651583909988403 }, { "p": 0.0678541511297226, "m": 0.43221694231033325 }, { "p": 0.09974759817123413, "m": 0.46990224719047546 }, { "p": 0.06915700435638428, "m": 0.4496382474899292 }, { "p": 0.08382506668567657, "m": 0.4432547390460968 }, { "p": 0.03878581151366234, "m": 0.5757849216461182 }, { "p": 0.023952236399054527, "m": 0.49102702736854553 }, { "p": 0.0910661444067955, "m": 0.6471741199493408 }, { "p": 0.018541499972343445, "m": 0.7163867354393005 }, { "p": 0.16569139063358307, "m": 0.5 }, { "p": 0.02092963084578514, "m": 0.5 } ] }, { "epoch": 42, "train_loss": 1.6687886714935303, "val_loss": 0.9952958226203918, "acc": 67.74, "time": 259.40159070200025, "param": [ { "p": 0.18467628955841064, "m": 0.5 }, { "p": 0.022220777347683907, "m": 0.5 }, { "p": 0.06624457240104675, "m": 0.5 }, { "p": 0.05627104640007019, "m": 0.389595627784729 }, { "p": 0.061869747936725616, "m": 0.41401442885398865 }, { "p": 0.09641937166452408, "m": 0.4318162500858307 }, { "p": 0.07716351747512817, "m": 0.4400067627429962 }, { "p": 0.08693129569292068, "m": 0.4483422636985779 }, { "p": 0.02691752463579178, "m": 0.5802147388458252 }, { "p": 0.026568803936243057, "m": 0.47470396757125854 }, { "p": 0.08887369185686111, "m": 0.6618026494979858 }, { "p": 0.02739626355469227, "m": 0.7149240374565125 }, { "p": 0.15161705017089844, "m": 0.5 }, { "p": 0.026830052956938744, "m": 0.5 } ] }, { "epoch": 43, "train_loss": 1.5974650382995605, "val_loss": 0.8760538101196289, "acc": 68.53, "time": 283.69646787200145, "param": [ { "p": 0.1674315333366394, "m": 0.5 }, { "p": 0.029192863032221794, "m": 0.5 }, { "p": 0.07287665456533432, "m": 0.5 }, { "p": 0.05633106082677841, "m": 0.37192583084106445 }, { "p": 0.04507343843579292, "m": 0.3995824456214905 }, { "p": 0.08164294064044952, "m": 0.38965728878974915 }, { "p": 0.07867267727851868, "m": 0.41808581352233887 }, { "p": 0.0714782252907753, "m": 0.4416413903236389 }, { "p": 0.03783877566456795, "m": 0.5816064476966858 }, { "p": 0.036206167191267014, "m": 0.46939364075660706 }, { "p": 0.08080082386732101, "m": 0.6709285974502563 }, { "p": 0.08839638531208038, "m": 0.7215023636817932 }, { "p": 0.13158950209617615, "m": 0.5 }, { "p": 0.022468892857432365, "m": 0.5 } ] }, { "epoch": 44, "train_loss": 1.3854105472564697, "val_loss": 0.8665333390235901, "acc": 68.53, "time": 265.65341363900006, "param": [ { "p": 0.15947619080543518, "m": 0.5 }, { "p": 0.02843192033469677, "m": 0.5 }, { "p": 0.08973827958106995, "m": 0.5 }, { "p": 0.05687342956662178, "m": 0.39219146966934204 }, { "p": 0.04282713681459427, "m": 0.3940494954586029 }, { "p": 0.0828021913766861, "m": 0.31281837821006775 }, { "p": 0.07314006239175797, "m": 0.39816197752952576 }, { "p": 0.08241546899080276, "m": 0.43560129404067993 }, { "p": 0.037303902208805084, "m": 0.5839282274246216 }, { "p": 0.045744042843580246, "m": 0.5003059506416321 }, { "p": 0.07112085074186325, "m": 0.652988612651825 }, { "p": 0.08877595514059067, "m": 0.7472177147865295 }, { "p": 0.12592357397079468, "m": 0.5 }, { "p": 0.015427050180733204, "m": 0.5 } ] }, { "epoch": 45, "train_loss": 1.6443580389022827, "val_loss": 0.8077131509780884, "acc": 69.53, "time": 265.744885782, "param": [ { "p": 0.16688014566898346, "m": 0.5 }, { "p": 0.00914341863244772, "m": 0.5 }, { "p": 0.09996139258146286, "m": 0.5 }, { "p": 0.04248588904738426, "m": 0.24140122532844543 }, { "p": 0.05834680795669556, "m": 0.38308945298194885 }, { "p": 0.08846287429332733, "m": 0.16114388406276703 }, { "p": 0.08885784447193146, "m": 0.39314380288124084 }, { "p": 0.05431167036294937, "m": 0.44637203216552734 }, { "p": 0.02972104214131832, "m": 0.598055899143219 }, { "p": 0.03172154352068901, "m": 0.5261068940162659 }, { "p": 0.07971463352441788, "m": 0.6575050950050354 }, { "p": 0.09313957393169403, "m": 0.7643130421638489 }, { "p": 0.14473697543144226, "m": 0.5 }, { "p": 0.01251624058932066, "m": 0.5 } ] }, { "epoch": 46, "train_loss": 1.2622952461242676, "val_loss": 1.0256164073944092, "acc": 68.2, "time": 283.062605056999, "param": [ { "p": 0.15428422391414642, "m": 0.5 }, { "p": 0.023569155484437943, "m": 0.5 }, { "p": 0.10682368278503418, "m": 0.5 }, { "p": 0.05153888463973999, "m": 0.19399526715278625 }, { "p": 0.07400520145893097, "m": 0.3676556646823883 }, { "p": 0.08692823350429535, "m": 0.1278895139694214 }, { "p": 0.08586803078651428, "m": 0.371205598115921 }, { "p": 0.02749014087021351, "m": 0.44375184178352356 }, { "p": 0.042146947234869, "m": 0.6008873581886292 }, { "p": 0.034531332552433014, "m": 0.5355396270751953 }, { "p": 0.0778719112277031, "m": 0.6540511846542358 }, { "p": 0.07589413225650787, "m": 0.7859533429145813 }, { "p": 0.13947558403015137, "m": 0.5 }, { "p": 0.019572632387280464, "m": 0.5 } ] }, { "epoch": 47, "train_loss": 1.2188193798065186, "val_loss": 0.8412712216377258, "acc": 68.25, "time": 267.45680569100114, "param": [ { "p": 0.15708234906196594, "m": 0.5 }, { "p": 0.03313511237502098, "m": 0.5 }, { "p": 0.11740205436944962, "m": 0.5 }, { "p": 0.04147781431674957, "m": 0.18385066092014313 }, { "p": 0.07765079289674759, "m": 0.35839807987213135 }, { "p": 0.09146520495414734, "m": 0.10114847868680954 }, { "p": 0.0883941724896431, "m": 0.3530822992324829 }, { "p": 0.0186439361423254, "m": 0.4449946880340576 }, { "p": 0.0425821989774704, "m": 0.6012796759605408 }, { "p": 0.02599472738802433, "m": 0.48329898715019226 }, { "p": 0.0829935297369957, "m": 0.6468586325645447 }, { "p": 0.054710470139980316, "m": 0.7882815599441528 }, { "p": 0.1469622254371643, "m": 0.5 }, { "p": 0.02150537632405758, "m": 0.5 } ] }, { "epoch": 48, "train_loss": 1.4185926914215088, "val_loss": 1.1390972137451172, "acc": 67.9, "time": 278.2739058170009, "param": [ { "p": 0.14641091227531433, "m": 0.5 }, { "p": 0.030154019594192505, "m": 0.5 }, { "p": 0.11468055099248886, "m": 0.5 }, { "p": 0.03322496637701988, "m": 0.20456473529338837 }, { "p": 0.07911714911460876, "m": 0.3662814497947693 }, { "p": 0.08330783247947693, "m": 0.10000000149011612 }, { "p": 0.08640974760055542, "m": 0.36629191040992737 }, { "p": 0.049261122941970825, "m": 0.4461202025413513 }, { "p": 0.041705407202243805, "m": 0.6055964231491089 }, { "p": 0.03293392062187195, "m": 0.49628502130508423 }, { "p": 0.08067882061004639, "m": 0.6431654691696167 }, { "p": 0.057000692933797836, "m": 0.8005455136299133 }, { "p": 0.1363925188779831, "m": 0.5 }, { "p": 0.02872239239513874, "m": 0.5 } ] }, { "epoch": 49, "train_loss": 1.5401928424835205, "val_loss": 0.9651647806167603, "acc": 68.77, "time": 260.03649192100056, "param": [ { "p": 0.1518164724111557, "m": 0.5 }, { "p": 0.015767447650432587, "m": 0.5 }, { "p": 0.12200252711772919, "m": 0.5 }, { "p": 0.008034451864659786, "m": 0.2302834540605545 }, { "p": 0.09187521785497665, "m": 0.3711104691028595 }, { "p": 0.08802930265665054, "m": 0.10000000149011612 }, { "p": 0.08742357790470123, "m": 0.37049761414527893 }, { "p": 0.036101989448070526, "m": 0.44941505789756775 }, { "p": 0.04122345522046089, "m": 0.5932914018630981 }, { "p": 0.042776595801115036, "m": 0.5106845498085022 }, { "p": 0.09679999202489853, "m": 0.6449882388114929 }, { "p": 0.04757272079586983, "m": 0.8039761781692505 }, { "p": 0.14361901581287384, "m": 0.5 }, { "p": 0.026957280933856964, "m": 0.5 } ] }, { "epoch": 50, "train_loss": 1.1280593872070312, "val_loss": 0.8338081240653992, "acc": 68.89, "time": 277.4511056129995, "param": [ { "p": 0.16207467019557953, "m": 0.5 }, { "p": 0.003552699461579323, "m": 0.5 }, { "p": 0.1310725212097168, "m": 0.5 }, { "p": 0.01688021793961525, "m": 0.24449968338012695 }, { "p": 0.09314838796854019, "m": 0.3671858608722687 }, { "p": 0.09270425140857697, "m": 0.133882537484169 }, { "p": 0.09277302026748657, "m": 0.35169336199760437 }, { "p": 0.04706311598420143, "m": 0.44812917709350586 }, { "p": 0.033241696655750275, "m": 0.5980815291404724 }, { "p": 0.028616519644856453, "m": 0.5241394639015198 }, { "p": 0.09783478826284409, "m": 0.641710102558136 }, { "p": 0.03519715741276741, "m": 0.8136690258979797 }, { "p": 0.15157951414585114, "m": 0.5 }, { "p": 0.014261463657021523, "m": 0.5 } ] }, { "epoch": 51, "train_loss": 1.1658084392547607, "val_loss": 0.9926075339317322, "acc": 69.41, "time": 289.704003498, "param": [ { "p": 0.1500014364719391, "m": 0.5 }, { "p": 0.018023494631052017, "m": 0.5 }, { "p": 0.12322063744068146, "m": 0.5 }, { "p": 0.09963764250278473, "m": 0.21856340765953064 }, { "p": 0.088613361120224, "m": 0.3590668737888336 }, { "p": 0.08668427169322968, "m": 0.17002280056476593 }, { "p": 0.08992357552051544, "m": 0.35531070828437805 }, { "p": 0.05685068666934967, "m": 0.46275922656059265 }, { "p": 0.021071171388030052, "m": 0.5995407104492188 }, { "p": 0.01401539146900177, "m": 0.529471755027771 }, { "p": 0.08232425898313522, "m": 0.6642506122589111 }, { "p": 0.02123061940073967, "m": 0.8179264068603516 }, { "p": 0.13874903321266174, "m": 0.5 }, { "p": 0.009654426947236061, "m": 0.5 } ] }, { "epoch": 52, "train_loss": 1.4951586723327637, "val_loss": 1.0008971691131592, "acc": 69.98, "time": 272.8755378679998, "param": [ { "p": 0.1373504102230072, "m": 0.5 }, { "p": 0.01836957037448883, "m": 0.5 }, { "p": 0.1244165375828743, "m": 0.5 }, { "p": 0.10861515998840332, "m": 0.17257417738437653 }, { "p": 0.08864502608776093, "m": 0.3618192672729492 }, { "p": 0.08085441589355469, "m": 0.19426338374614716 }, { "p": 0.083842433989048, "m": 0.3527715802192688 }, { "p": 0.03518939018249512, "m": 0.4626142680644989 }, { "p": 0.04243847355246544, "m": 0.6063821315765381 }, { "p": 0.03110021911561489, "m": 0.5333287715911865 }, { "p": 0.07785708457231522, "m": 0.6598458290100098 }, { "p": 0.014407829381525517, "m": 0.8259585499763489 }, { "p": 0.12971340119838715, "m": 0.5 }, { "p": 0.027200091630220413, "m": 0.5 } ] }, { "epoch": 53, "train_loss": 1.2939040660858154, "val_loss": 0.9649917483329773, "acc": 68.94, "time": 270.0623429119987, "param": [ { "p": 0.12302422523498535, "m": 0.5 }, { "p": 0.027466580271720886, "m": 0.5 }, { "p": 0.117109514772892, "m": 0.5 }, { "p": 0.0993654727935791, "m": 0.13275007903575897 }, { "p": 0.0824282243847847, "m": 0.356880247592926 }, { "p": 0.07174031436443329, "m": 0.18250736594200134 }, { "p": 0.07297337055206299, "m": 0.3391290009021759 }, { "p": 0.055706292390823364, "m": 0.4570871889591217 }, { "p": 0.06009350344538689, "m": 0.6124218106269836 }, { "p": 0.01969079300761223, "m": 0.5488336682319641 }, { "p": 0.07320985198020935, "m": 0.6560022830963135 }, { "p": 0.04593316838145256, "m": 0.8291316032409668 }, { "p": 0.11148101836442947, "m": 0.5 }, { "p": 0.03977758064866066, "m": 0.5 } ] }, { "epoch": 54, "train_loss": 1.6824272871017456, "val_loss": 0.8807295560836792, "acc": 68.49, "time": 280.62378407800134, "param": [ { "p": 0.11246301233768463, "m": 0.5 }, { "p": 0.021748770028352737, "m": 0.5 }, { "p": 0.10988323390483856, "m": 0.5 }, { "p": 0.08588411659002304, "m": 0.10000000149011612 }, { "p": 0.07042088359594345, "m": 0.31624433398246765 }, { "p": 0.06704743951559067, "m": 0.17165078222751617 }, { "p": 0.061216801404953, "m": 0.3475402593612671 }, { "p": 0.08381432294845581, "m": 0.45877280831336975 }, { "p": 0.06800965964794159, "m": 0.6137868165969849 }, { "p": 0.04422517493367195, "m": 0.5392826795578003 }, { "p": 0.0696173682808876, "m": 0.6426564455032349 }, { "p": 0.060471948236227036, "m": 0.8499070405960083 }, { "p": 0.1030842661857605, "m": 0.5 }, { "p": 0.042113084346055984, "m": 0.5 } ] }, { "epoch": 55, "train_loss": 1.429203748703003, "val_loss": 1.029167890548706, "acc": 67.8, "time": 275.77134058500087, "param": [ { "p": 0.10258866846561432, "m": 0.5 }, { "p": 0.0227768886834383, "m": 0.5 }, { "p": 0.11111634969711304, "m": 0.5 }, { "p": 0.0894690603017807, "m": 0.10000000149011612 }, { "p": 0.07646571099758148, "m": 0.287479043006897 }, { "p": 0.06881148368120193, "m": 0.1865720897912979 }, { "p": 0.053517986088991165, "m": 0.3653663992881775 }, { "p": 0.08031981438398361, "m": 0.4562015235424042 }, { "p": 0.07320774346590042, "m": 0.6204900145530701 }, { "p": 0.04084324091672897, "m": 0.5732958316802979 }, { "p": 0.06492937356233597, "m": 0.6172484159469604 }, { "p": 0.062272533774375916, "m": 0.883941113948822 }, { "p": 0.11293788999319077, "m": 0.5 }, { "p": 0.040743231773376465, "m": 0.5 } ] }, { "epoch": 56, "train_loss": 1.656448483467102, "val_loss": 0.8995958566665649, "acc": 69.81, "time": 276.4310461719997, "param": [ { "p": 0.09025780856609344, "m": 0.5 }, { "p": 0.024963296949863434, "m": 0.5 }, { "p": 0.10690643638372421, "m": 0.5 }, { "p": 0.08597901463508606, "m": 0.10026644915342331 }, { "p": 0.07677529007196426, "m": 0.30492451786994934 }, { "p": 0.06427080184221268, "m": 0.16384723782539368 }, { "p": 0.04847855120897293, "m": 0.34630316495895386 }, { "p": 0.07780516147613525, "m": 0.45540884137153625 }, { "p": 0.07689086347818375, "m": 0.623299777507782 }, { "p": 0.044621046632528305, "m": 0.593752920627594 }, { "p": 0.06881246715784073, "m": 0.6170520186424255 }, { "p": 0.07017538696527481, "m": 0.909826397895813 }, { "p": 0.11199358105659485, "m": 0.5 }, { "p": 0.052070166915655136, "m": 0.5 } ] }, { "epoch": 57, "train_loss": 1.3736000061035156, "val_loss": 0.8441054224967957, "acc": 67.89, "time": 276.8990382970005, "param": [ { "p": 0.07532908022403717, "m": 0.5 }, { "p": 0.02430097386240959, "m": 0.5 }, { "p": 0.11041580140590668, "m": 0.5 }, { "p": 0.07504770904779434, "m": 0.14990833401679993 }, { "p": 0.08076439052820206, "m": 0.26769667863845825 }, { "p": 0.06484238803386688, "m": 0.16114144027233124 }, { "p": 0.04828875511884689, "m": 0.3427034020423889 }, { "p": 0.10795174539089203, "m": 0.4434797465801239 }, { "p": 0.07628964632749557, "m": 0.6367951035499573 }, { "p": 0.03913430869579315, "m": 0.5918545126914978 }, { "p": 0.07193046063184738, "m": 0.627954363822937 }, { "p": 0.056386999785900116, "m": 0.9460678100585938 }, { "p": 0.11015312373638153, "m": 0.5 }, { "p": 0.05916456878185272, "m": 0.5 } ] }, { "epoch": 58, "train_loss": 1.2276912927627563, "val_loss": 1.0055214166641235, "acc": 70.47, "time": 273.134994439999, "param": [ { "p": 0.07242465764284134, "m": 0.5 }, { "p": 0.0023197289556264877, "m": 0.5 }, { "p": 0.11546233296394348, "m": 0.5 }, { "p": 0.07947692275047302, "m": 0.17244668304920197 }, { "p": 0.09011289477348328, "m": 0.2625787854194641 }, { "p": 0.06773481518030167, "m": 0.17233912646770477 }, { "p": 0.0541684590280056, "m": 0.34867218136787415 }, { "p": 0.11039508134126663, "m": 0.417351096868515 }, { "p": 0.07025125622749329, "m": 0.6323337554931641 }, { "p": 0.025904223322868347, "m": 0.6134414076805115 }, { "p": 0.07560807466506958, "m": 0.6290349364280701 }, { "p": 0.04721928387880325, "m": 0.971842885017395 }, { "p": 0.1232251450419426, "m": 0.5 }, { "p": 0.06569715589284897, "m": 0.5 } ] }, { "epoch": 59, "train_loss": 1.3117833137512207, "val_loss": 0.9003522992134094, "acc": 69.85, "time": 276.0087045190012, "param": [ { "p": 0.05811167135834694, "m": 0.5 }, { "p": 0.0007143369875848293, "m": 0.5 }, { "p": 0.12046170234680176, "m": 0.5 }, { "p": 0.0846649557352066, "m": 0.16734597086906433 }, { "p": 0.1032973974943161, "m": 0.2566562592983246 }, { "p": 0.0685635432600975, "m": 0.14135268330574036 }, { "p": 0.04677111655473709, "m": 0.3432673215866089 }, { "p": 0.11253119260072708, "m": 0.40281033515930176 }, { "p": 0.08658777922391891, "m": 0.6305202841758728 }, { "p": 0.009177823550999165, "m": 0.6265614032745361 }, { "p": 0.09269198030233383, "m": 0.6382300853729248 }, { "p": 0.010876838117837906, "m": 0.9965741038322449 }, { "p": 0.13654546439647675, "m": 0.5 }, { "p": 0.0690041109919548, "m": 0.5 } ] }, { "epoch": 60, "train_loss": 1.0277647972106934, "val_loss": 0.9554048776626587, "acc": 70.25, "time": 259.0668862670009, "param": [ { "p": 0.0722736045718193, "m": 0.5 }, { "p": 0.013146297074854374, "m": 0.5 }, { "p": 0.11904436349868774, "m": 0.5 }, { "p": 0.08076371252536774, "m": 0.14374032616615295 }, { "p": 0.10268723219633102, "m": 0.2341865599155426 }, { "p": 0.07288988679647446, "m": 0.1565386950969696 }, { "p": 0.04480775073170662, "m": 0.339180588722229 }, { "p": 0.09587299823760986, "m": 0.38260719180107117 }, { "p": 0.07402874529361725, "m": 0.6565520167350769 }, { "p": 0.016975823789834976, "m": 0.6493358016014099 }, { "p": 0.07860597223043442, "m": 0.6614600419998169 }, { "p": 0.03264879807829857, "m": 0.9999526739120483 }, { "p": 0.12984074652194977, "m": 0.5 }, { "p": 0.06641405820846558, "m": 0.5 } ] }, { "epoch": 61, "train_loss": 1.324378490447998, "val_loss": 0.8749622702598572, "acc": 69.81, "time": 286.9134284979991, "param": [ { "p": 0.09340450912714005, "m": 0.5 }, { "p": 0.030707741156220436, "m": 0.5 }, { "p": 0.12119878083467484, "m": 0.5 }, { "p": 0.07670027762651443, "m": 0.2103450745344162 }, { "p": 0.10075438022613525, "m": 0.15835028886795044 }, { "p": 0.07111488282680511, "m": 0.11851970106363297 }, { "p": 0.03472660854458809, "m": 0.3619266748428345 }, { "p": 0.08356701582670212, "m": 0.3224143087863922 }, { "p": 0.04560227692127228, "m": 0.6772291660308838 }, { "p": 0.05513246729969978, "m": 0.6703532338142395 }, { "p": 0.07793771475553513, "m": 0.6799240112304688 }, { "p": 0.005309331696480513, "m": 0.9971777200698853 }, { "p": 0.13043783605098724, "m": 0.5 }, { "p": 0.07340618968009949, "m": 0.5 } ] }, { "epoch": 62, "train_loss": 1.4513405561447144, "val_loss": 0.8650512099266052, "acc": 68.59, "time": 260.02573254099843, "param": [ { "p": 0.07885702699422836, "m": 0.5 }, { "p": 0.026254920288920403, "m": 0.5 }, { "p": 0.12021268904209137, "m": 0.5 }, { "p": 0.07868659496307373, "m": 0.22216734290122986 }, { "p": 0.09926551580429077, "m": 0.14893344044685364 }, { "p": 0.07100501656532288, "m": 0.1178840696811676 }, { "p": 0.032212480902671814, "m": 0.3775968551635742 }, { "p": 0.07433941960334778, "m": 0.2933744490146637 }, { "p": 0.045836132019758224, "m": 0.6812002062797546 }, { "p": 0.05476926267147064, "m": 0.6905229091644287 }, { "p": 0.06889544427394867, "m": 0.6951321959495544 }, { "p": 0.04777534306049347, "m": 1.0 }, { "p": 0.12600098550319672, "m": 0.5 }, { "p": 0.07588915526866913, "m": 0.5 } ] }, { "epoch": 63, "train_loss": 1.1878067255020142, "val_loss": 0.8682751059532166, "acc": 70.36, "time": 274.0175382999987, "param": [ { "p": 0.09110216051340103, "m": 0.5 }, { "p": 0.005174331367015839, "m": 0.5 }, { "p": 0.1314793974161148, "m": 0.5 }, { "p": 0.08836912363767624, "m": 0.17554447054862976 }, { "p": 0.11449424922466278, "m": 0.21634823083877563 }, { "p": 0.07681738585233688, "m": 0.10000000149011612 }, { "p": 0.011133468709886074, "m": 0.38564133644104004 }, { "p": 0.08382321149110794, "m": 0.2778656780719757 }, { "p": 0.03419998288154602, "m": 0.6925723552703857 }, { "p": 0.048474084585905075, "m": 0.7044515013694763 }, { "p": 0.03966536000370979, "m": 0.7169283032417297 }, { "p": 0.04221215471625328, "m": 1.0 }, { "p": 0.14541293680667877, "m": 0.5 }, { "p": 0.0876421183347702, "m": 0.5 } ] }, { "epoch": 64, "train_loss": 1.2457722425460815, "val_loss": 0.7737156748771667, "acc": 70.49, "time": 268.29679378400033, "param": [ { "p": 0.08562277257442474, "m": 0.5 }, { "p": 0.0007169017917476594, "m": 0.5 }, { "p": 0.13990198075771332, "m": 0.5 }, { "p": 0.09305249899625778, "m": 0.1750982701778412 }, { "p": 0.12662337720394135, "m": 0.21391145884990692 }, { "p": 0.08251290768384933, "m": 0.10064391791820526 }, { "p": 0.0007169017917476594, "m": 0.3835265636444092 }, { "p": 0.07207680493593216, "m": 0.2706086337566376 }, { "p": 0.04294741898775101, "m": 0.6916733384132385 }, { "p": 0.039186108857393265, "m": 0.711007833480835 }, { "p": 0.0295728649944067, "m": 0.7275424003601074 }, { "p": 0.03489333391189575, "m": 0.999919056892395 }, { "p": 0.15793992578983307, "m": 0.5 }, { "p": 0.09423607587814331, "m": 0.5 } ] }, { "epoch": 65, "train_loss": 1.4464813470840454, "val_loss": 0.8771551847457886, "acc": 68.89, "time": 281.2544115899982, "param": [ { "p": 0.07972787320613861, "m": 0.5 }, { "p": 0.008519835770130157, "m": 0.5 }, { "p": 0.13969260454177856, "m": 0.5 }, { "p": 0.09341353923082352, "m": 0.17471730709075928 }, { "p": 0.12234660238027573, "m": 0.18899935483932495 }, { "p": 0.08053997159004211, "m": 0.11862421035766602 }, { "p": 0.0065354895778000355, "m": 0.387297123670578 }, { "p": 0.06968188285827637, "m": 0.27374789118766785 }, { "p": 0.060742221772670746, "m": 0.6880078315734863 }, { "p": 0.04069175198674202, "m": 0.7262036800384521 }, { "p": 0.027208182960748672, "m": 0.7318284511566162 }, { "p": 0.014669426716864109, "m": 1.0 }, { "p": 0.16048802435398102, "m": 0.5 }, { "p": 0.0957426056265831, "m": 0.5 } ] }, { "epoch": 66, "train_loss": 0.9889496564865112, "val_loss": 0.9313511848449707, "acc": 69.63, "time": 260.4790624919988, "param": [ { "p": 0.07661421597003937, "m": 0.5 }, { "p": 0.019335344433784485, "m": 0.5 }, { "p": 0.15157859027385712, "m": 0.5 }, { "p": 0.09969731420278549, "m": 0.17139199376106262 }, { "p": 0.1252191811800003, "m": 0.16587066650390625 }, { "p": 0.08898947387933731, "m": 0.10000000149011612 }, { "p": 0.01827945187687874, "m": 0.37968406081199646 }, { "p": 0.007655402645468712, "m": 0.27171334624290466 }, { "p": 0.06811065226793289, "m": 0.6973139643669128 }, { "p": 0.0479268804192543, "m": 0.7351219654083252 }, { "p": 0.0007205111905932426, "m": 0.7336090207099915 }, { "p": 0.0007205111905932426, "m": 1.0 }, { "p": 0.1854875087738037, "m": 0.5 }, { "p": 0.10966498404741287, "m": 0.5 } ] }, { "epoch": 67, "train_loss": 1.3039082288742065, "val_loss": 0.9709224700927734, "acc": 70.37, "time": 258.2249323849974, "param": [ { "p": 0.06569857895374298, "m": 0.5 }, { "p": 0.01690840907394886, "m": 0.5 }, { "p": 0.13314954936504364, "m": 0.5 }, { "p": 0.08819370716810226, "m": 0.16297376155853271 }, { "p": 0.10211700946092606, "m": 0.1338633894920349 }, { "p": 0.08075941354036331, "m": 0.10127508640289307 }, { "p": 0.03540509566664696, "m": 0.3735998868942261 }, { "p": 0.049675896763801575, "m": 0.28111377358436584 }, { "p": 0.06033735349774361, "m": 0.7097780108451843 }, { "p": 0.04678471013903618, "m": 0.7285502552986145 }, { "p": 0.0019242176786065102, "m": 0.735299289226532 }, { "p": 0.05570506304502487, "m": 0.9993798136711121 }, { "p": 0.1663990318775177, "m": 0.5 }, { "p": 0.09694195538759232, "m": 0.5 } ] }, { "epoch": 68, "train_loss": 1.3435145616531372, "val_loss": 0.9027947783470154, "acc": 70.62, "time": 246.9248304040011, "param": [ { "p": 0.05459515005350113, "m": 0.5 }, { "p": 0.011480380780994892, "m": 0.5 }, { "p": 0.12724478542804718, "m": 0.5 }, { "p": 0.08458079397678375, "m": 0.17033177614212036 }, { "p": 0.08904869109392166, "m": 0.12488497048616409 }, { "p": 0.07739467173814774, "m": 0.11729229241609573 }, { "p": 0.029993504285812378, "m": 0.37386536598205566 }, { "p": 0.05086714029312134, "m": 0.28140947222709656 }, { "p": 0.0566224679350853, "m": 0.7138292789459229 }, { "p": 0.04287275671958923, "m": 0.7310439944267273 }, { "p": 0.05728964880108833, "m": 0.7371882796287537 }, { "p": 0.07054200768470764, "m": 1.0 }, { "p": 0.1571478396654129, "m": 0.5 }, { "p": 0.09032012522220612, "m": 0.5 } ] }, { "epoch": 69, "train_loss": 1.3622479438781738, "val_loss": 0.8776878118515015, "acc": 71.09, "time": 255.85449276600048, "param": [ { "p": 0.06185676530003548, "m": 0.5 }, { "p": 0.031283024698495865, "m": 0.5 }, { "p": 0.1380714625120163, "m": 0.5 }, { "p": 0.09098224341869354, "m": 0.17503799498081207 }, { "p": 0.0753258615732193, "m": 0.10001130402088165 }, { "p": 0.07296164333820343, "m": 0.1428326517343521 }, { "p": 0.02723340131342411, "m": 0.38459324836730957 }, { "p": 0.024840204045176506, "m": 0.27126309275627136 }, { "p": 0.060209717601537704, "m": 0.7201681137084961 }, { "p": 0.0254035796970129, "m": 0.7128768563270569 }, { "p": 0.06251176446676254, "m": 0.7578948140144348 }, { "p": 0.07441910356283188, "m": 1.0 }, { "p": 0.1652999371290207, "m": 0.5 }, { "p": 0.08960132300853729, "m": 0.5 } ] }, { "epoch": 70, "train_loss": 1.397998571395874, "val_loss": 0.8973132371902466, "acc": 70.42, "time": 265.9334136159996, "param": [ { "p": 0.04814412444829941, "m": 0.5 }, { "p": 0.04022901505231857, "m": 0.5 }, { "p": 0.15964892506599426, "m": 0.5 }, { "p": 0.08475096523761749, "m": 0.20246124267578125 }, { "p": 0.08049580454826355, "m": 0.11177314817905426 }, { "p": 0.07547269016504288, "m": 0.18527494370937347 }, { "p": 0.0011310240952298045, "m": 0.4041981101036072 }, { "p": 0.051644857972860336, "m": 0.2605920135974884 }, { "p": 0.05552257224917412, "m": 0.7217970490455627 }, { "p": 0.014456639997661114, "m": 0.7193164229393005 }, { "p": 0.04564996063709259, "m": 0.7501487135887146 }, { "p": 0.07510437071323395, "m": 0.9855639934539795 }, { "p": 0.17259909212589264, "m": 0.5 }, { "p": 0.09514989703893661, "m": 0.5 } ] }, { "epoch": 71, "train_loss": 1.8097360134124756, "val_loss": 0.7873728275299072, "acc": 70.15, "time": 260.801971699002, "param": [ { "p": 0.0007223326247185469, "m": 0.5 }, { "p": 0.049840424209833145, "m": 0.5 }, { "p": 0.18411384522914886, "m": 0.5 }, { "p": 0.0794089287519455, "m": 0.23682869970798492 }, { "p": 0.0859244167804718, "m": 0.11052325367927551 }, { "p": 0.0804200991988182, "m": 0.22989806532859802 }, { "p": 0.014571448788046837, "m": 0.4201257526874542 }, { "p": 0.028550218790769577, "m": 0.25537753105163574 }, { "p": 0.04551592841744423, "m": 0.7076472640037537 }, { "p": 0.03537757322192192, "m": 0.7333117127418518 }, { "p": 0.021264534443616867, "m": 0.7442439198493958 }, { "p": 0.06713233888149261, "m": 1.0 }, { "p": 0.19923415780067444, "m": 0.5 }, { "p": 0.10792373865842819, "m": 0.5 } ] }, { "epoch": 72, "train_loss": 1.6347814798355103, "val_loss": 0.825531542301178, "acc": 71.05, "time": 258.6367733590014, "param": [ { "p": 0.03202085196971893, "m": 0.5 }, { "p": 0.04010739549994469, "m": 0.5 }, { "p": 0.1921948939561844, "m": 0.5 }, { "p": 0.07492475211620331, "m": 0.2451087236404419 }, { "p": 0.08680929988622665, "m": 0.11116068810224533 }, { "p": 0.08140621334314346, "m": 0.21691329777240753 }, { "p": 0.000709127401933074, "m": 0.4303867518901825 }, { "p": 0.013341017067432404, "m": 0.2530279755592346 }, { "p": 0.03700481355190277, "m": 0.7114741802215576 }, { "p": 0.04059072956442833, "m": 0.7380608916282654 }, { "p": 0.017638355493545532, "m": 0.7417742013931274 }, { "p": 0.05467221140861511, "m": 1.0 }, { "p": 0.21477457880973816, "m": 0.5 }, { "p": 0.11380570381879807, "m": 0.5 } ] }, { "epoch": 73, "train_loss": 1.2646428346633911, "val_loss": 0.7648901343345642, "acc": 69.95, "time": 251.7368456860022, "param": [ { "p": 0.05723550543189049, "m": 0.5 }, { "p": 0.03606829792261124, "m": 0.5 }, { "p": 0.19179914891719818, "m": 0.5 }, { "p": 0.07214805483818054, "m": 0.25899794697761536 }, { "p": 0.08263742923736572, "m": 0.10000000149011612 }, { "p": 0.08126955479383469, "m": 0.2105109542608261 }, { "p": 0.000716357200872153, "m": 0.4296042323112488 }, { "p": 0.029605893418192863, "m": 0.256901353597641 }, { "p": 0.01596801169216633, "m": 0.724457859992981 }, { "p": 0.03930092602968216, "m": 0.7483725547790527 }, { "p": 0.024050647392868996, "m": 0.7398827075958252 }, { "p": 0.03625565022230148, "m": 1.0 }, { "p": 0.2196701616048813, "m": 0.5 }, { "p": 0.11327435821294785, "m": 0.5 } ] }, { "epoch": 74, "train_loss": 1.1766191720962524, "val_loss": 0.8525018095970154, "acc": 71.4, "time": 267.36749028100166, "param": [ { "p": 0.00558910658583045, "m": 0.5 }, { "p": 0.024943910539150238, "m": 0.5 }, { "p": 0.22020070254802704, "m": 0.5 }, { "p": 0.0518176406621933, "m": 0.32449525594711304 }, { "p": 0.08699701726436615, "m": 0.11783028393983841 }, { "p": 0.08321306854486465, "m": 0.15867377817630768 }, { "p": 0.0007172609330154955, "m": 0.42947256565093994 }, { "p": 0.030524659901857376, "m": 0.2927205562591553 }, { "p": 0.01111640315502882, "m": 0.7160090208053589 }, { "p": 0.03997797518968582, "m": 0.7323868274688721 }, { "p": 0.027245089411735535, "m": 0.7340397238731384 }, { "p": 0.03237012028694153, "m": 1.0 }, { "p": 0.256989061832428, "m": 0.5 }, { "p": 0.12829795479774475, "m": 0.5 } ] }, { "epoch": 75, "train_loss": 1.2687745094299316, "val_loss": 0.8319024443626404, "acc": 70.91, "time": 250.3034702019977, "param": [ { "p": 0.04602644219994545, "m": 0.5 }, { "p": 0.014624632894992828, "m": 0.5 }, { "p": 0.20991289615631104, "m": 0.5 }, { "p": 0.03556472808122635, "m": 0.33886268734931946 }, { "p": 0.07850239425897598, "m": 0.14036895334720612 }, { "p": 0.07500895112752914, "m": 0.18493741750717163 }, { "p": 0.0007064655655995011, "m": 0.4341009855270386 }, { "p": 0.02231348492205143, "m": 0.28709229826927185 }, { "p": 0.016861703246831894, "m": 0.7115134000778198 }, { "p": 0.03835158050060272, "m": 0.7282560467720032 }, { "p": 0.03572847321629524, "m": 0.733722448348999 }, { "p": 0.05660320445895195, "m": 1.0 }, { "p": 0.24732628464698792, "m": 0.5 }, { "p": 0.12246876955032349, "m": 0.5 } ] }, { "epoch": 76, "train_loss": 1.3010687828063965, "val_loss": 0.9053992033004761, "acc": 71.13, "time": 267.62648684300075, "param": [ { "p": 0.05980321764945984, "m": 0.5 }, { "p": 0.003998825326561928, "m": 0.5 }, { "p": 0.22343304753303528, "m": 0.5 }, { "p": 0.0007149612647481263, "m": 0.35835936665534973 }, { "p": 0.08819425106048584, "m": 0.1140594556927681 }, { "p": 0.07397683709859848, "m": 0.17691993713378906 }, { "p": 0.0007149612647481263, "m": 0.43723657727241516 }, { "p": 0.013000993989408016, "m": 0.28837499022483826 }, { "p": 0.00642750458791852, "m": 0.7095707058906555 }, { "p": 0.01883336715400219, "m": 0.7552911043167114 }, { "p": 0.047750331461429596, "m": 0.7433171272277832 }, { "p": 0.06920801103115082, "m": 0.9996923804283142 }, { "p": 0.26293742656707764, "m": 0.5 }, { "p": 0.13100627064704895, "m": 0.5 } ] }, { "epoch": 77, "train_loss": 1.265177845954895, "val_loss": 0.7651735544204712, "acc": 71.63, "time": 266.19696417499654, "param": [ { "p": 0.04329714551568031, "m": 0.5 }, { "p": 0.000705449958331883, "m": 0.5 }, { "p": 0.18545714020729065, "m": 0.5 }, { "p": 0.08273916691541672, "m": 0.363243043422699 }, { "p": 0.08275463432073593, "m": 0.12331331521272659 }, { "p": 0.061039358377456665, "m": 0.19924741983413696 }, { "p": 0.06006194278597832, "m": 0.4329387843608856 }, { "p": 0.022747911512851715, "m": 0.27553269267082214 }, { "p": 0.025115258991718292, "m": 0.7133527398109436 }, { "p": 0.000705449958331883, "m": 0.7689080238342285 }, { "p": 0.047779105603694916, "m": 0.7100434303283691 }, { "p": 0.05000977963209152, "m": 0.9767453074455261 }, { "p": 0.22423067688941956, "m": 0.5 }, { "p": 0.11335697770118713, "m": 0.5 } ] }, { "epoch": 78, "train_loss": 1.5292292833328247, "val_loss": 0.9809528589248657, "acc": 71.13, "time": 254.57414150800105, "param": [ { "p": 0.031019464135169983, "m": 0.5 }, { "p": 0.032050929963588715, "m": 0.5 }, { "p": 0.18079537153244019, "m": 0.5 }, { "p": 0.10076216608285904, "m": 0.32919731736183167 }, { "p": 0.08332356065511703, "m": 0.1398158222436905 }, { "p": 0.06023209169507027, "m": 0.19321134686470032 }, { "p": 0.06310176104307175, "m": 0.4127303659915924 }, { "p": 0.00838207546621561, "m": 0.28065061569213867 }, { "p": 0.036040049046278, "m": 0.7222333550453186 }, { "p": 0.0009422621806152165, "m": 0.7817965745925903 }, { "p": 0.031991489231586456, "m": 0.7264100909233093 }, { "p": 0.04275926575064659, "m": 0.9807657599449158 }, { "p": 0.21836429834365845, "m": 0.5 }, { "p": 0.11023513227701187, "m": 0.5 } ] }, { "epoch": 79, "train_loss": 1.5262161493301392, "val_loss": 0.7230689525604248, "acc": 70.38, "time": 272.0270338480004, "param": [ { "p": 0.0007113782339729369, "m": 0.5 }, { "p": 0.02299712598323822, "m": 0.5 }, { "p": 0.19011825323104858, "m": 0.5 }, { "p": 0.1037728562951088, "m": 0.3286738395690918 }, { "p": 0.07377902418375015, "m": 0.13721223175525665 }, { "p": 0.05932661518454552, "m": 0.1707744598388672 }, { "p": 0.06061124429106712, "m": 0.38577020168304443 }, { "p": 0.015089244581758976, "m": 0.29273635149002075 }, { "p": 0.04349884018301964, "m": 0.7441436052322388 }, { "p": 0.001378812245093286, "m": 0.7899819612503052 }, { "p": 0.03826406970620155, "m": 0.7250474095344543 }, { "p": 0.05719597265124321, "m": 0.9840021729469299 }, { "p": 0.22266684472560883, "m": 0.5 }, { "p": 0.11058972775936127, "m": 0.5 } ] }, { "epoch": 80, "train_loss": 0.931094765663147, "val_loss": 0.7917101383209229, "acc": 71.96, "time": 259.36016878699957, "param": [ { "p": 0.053027283400297165, "m": 0.5 }, { "p": 0.00540146604180336, "m": 0.5 }, { "p": 0.18103788793087006, "m": 0.5 }, { "p": 0.09752043336629868, "m": 0.2946746349334717 }, { "p": 0.06768398731946945, "m": 0.13092771172523499 }, { "p": 0.05499042943120003, "m": 0.14331163465976715 }, { "p": 0.06257160007953644, "m": 0.3690338730812073 }, { "p": 0.020313072949647903, "m": 0.2955787181854248 }, { "p": 0.03691698983311653, "m": 0.7571996450424194 }, { "p": 0.04251033812761307, "m": 0.7931333184242249 }, { "p": 0.003520793979987502, "m": 0.7145814299583435 }, { "p": 0.05775308981537819, "m": 0.9824494123458862 }, { "p": 0.21303780376911163, "m": 0.5 }, { "p": 0.10371486097574234, "m": 0.5 } ] }, { "epoch": 81, "train_loss": 1.1852936744689941, "val_loss": 0.9599766731262207, "acc": 70.84, "time": 263.7631033120015, "param": [ { "p": 0.06230395287275314, "m": 0.5 }, { "p": 0.00742336455732584, "m": 0.5 }, { "p": 0.16343432664871216, "m": 0.5 }, { "p": 0.0853724256157875, "m": 0.256795197725296 }, { "p": 0.067886583507061, "m": 0.12442070245742798 }, { "p": 0.047254592180252075, "m": 0.10000000149011612 }, { "p": 0.05378130078315735, "m": 0.35878482460975647 }, { "p": 0.04295702278614044, "m": 0.30029624700546265 }, { "p": 0.03980398550629616, "m": 0.7619652152061462 }, { "p": 0.029349107295274734, "m": 0.7904595732688904 }, { "p": 0.06949165463447571, "m": 0.7061069011688232 }, { "p": 0.04828639328479767, "m": 1.0 }, { "p": 0.18895474076271057, "m": 0.5 }, { "p": 0.09370056539773941, "m": 0.5 } ] }, { "epoch": 82, "train_loss": 1.269041657447815, "val_loss": 0.8775055408477783, "acc": 70.29, "time": 253.40759780000008, "param": [ { "p": 0.08311071991920471, "m": 0.5 }, { "p": 0.0007075477624312043, "m": 0.5 }, { "p": 0.2018575668334961, "m": 0.5 }, { "p": 0.07185187935829163, "m": 0.27483654022216797 }, { "p": 0.07314395159482956, "m": 0.10345268994569778 }, { "p": 0.04960593953728676, "m": 0.11791158467531204 }, { "p": 0.006140055134892464, "m": 0.3412870764732361 }, { "p": 0.02060089074075222, "m": 0.3055575489997864 }, { "p": 0.03375665843486786, "m": 0.7746037840843201 }, { "p": 0.03452719375491142, "m": 0.8109888434410095 }, { "p": 0.049477335065603256, "m": 0.6970706582069397 }, { "p": 0.03166773170232773, "m": 0.9833210110664368 }, { "p": 0.22929315268993378, "m": 0.5 }, { "p": 0.11425931751728058, "m": 0.5 } ] }, { "epoch": 83, "train_loss": 1.0762066841125488, "val_loss": 0.936225414276123, "acc": 71.88, "time": 243.74553287800154, "param": [ { "p": 0.08456120640039444, "m": 0.5 }, { "p": 0.0014238936128094792, "m": 0.5 }, { "p": 0.1773674488067627, "m": 0.5 }, { "p": 0.06081312894821167, "m": 0.15317147970199585 }, { "p": 0.06645649671554565, "m": 0.10095158219337463 }, { "p": 0.055516257882118225, "m": 0.12275983393192291 }, { "p": 0.035589639097452164, "m": 0.3285016119480133 }, { "p": 0.030056973919272423, "m": 0.3079593777656555 }, { "p": 0.03632255271077156, "m": 0.779692530632019 }, { "p": 0.04691204056143761, "m": 0.8069887161254883 }, { "p": 0.05104982852935791, "m": 0.6884088516235352 }, { "p": 0.05003269389271736, "m": 1.0 }, { "p": 0.2009277641773224, "m": 0.5 }, { "p": 0.10296999663114548, "m": 0.5 } ] }, { "epoch": 84, "train_loss": 1.0538901090621948, "val_loss": 0.9237194657325745, "acc": 71.45, "time": 264.51120307699966, "param": [ { "p": 0.08252322673797607, "m": 0.5 }, { "p": 0.015012726187705994, "m": 0.5 }, { "p": 0.1709851771593094, "m": 0.5 }, { "p": 0.05514484643936157, "m": 0.14317990839481354 }, { "p": 0.06222893297672272, "m": 0.10000000149011612 }, { "p": 0.05990913137793541, "m": 0.10000000149011612 }, { "p": 0.03899804502725601, "m": 0.33496278524398804 }, { "p": 0.031374718993902206, "m": 0.31106239557266235 }, { "p": 0.03774362802505493, "m": 0.7978641390800476 }, { "p": 0.05521169677376747, "m": 0.8128300905227661 }, { "p": 0.05000822991132736, "m": 0.6860568523406982 }, { "p": 0.05114451423287392, "m": 0.9879788160324097 }, { "p": 0.19063420593738556, "m": 0.5 }, { "p": 0.09908098727464676, "m": 0.5 } ] }, { "epoch": 85, "train_loss": 1.27249276638031, "val_loss": 0.9128367304801941, "acc": 70.0, "time": 259.19914062399766, "param": [ { "p": 0.08089343458414078, "m": 0.5 }, { "p": 0.01282726414501667, "m": 0.5 }, { "p": 0.16862547397613525, "m": 0.5 }, { "p": 0.06099773198366165, "m": 0.13342739641666412 }, { "p": 0.06675426661968231, "m": 0.10715305060148239 }, { "p": 0.05766638368368149, "m": 0.10000000149011612 }, { "p": 0.0349196158349514, "m": 0.34305572509765625 }, { "p": 0.035853203386068344, "m": 0.3203894793987274 }, { "p": 0.03493698686361313, "m": 0.8262302279472351 }, { "p": 0.06185556575655937, "m": 0.8073450922966003 }, { "p": 0.059056684374809265, "m": 0.7076703906059265 }, { "p": 0.034978821873664856, "m": 1.0 }, { "p": 0.18852907419204712, "m": 0.5 }, { "p": 0.10210549831390381, "m": 0.5 } ] }, { "epoch": 86, "train_loss": 1.1584655046463013, "val_loss": 0.7839108109474182, "acc": 71.2, "time": 247.82253153500278, "param": [ { "p": 0.0595998615026474, "m": 0.5 }, { "p": 0.012778465636074543, "m": 0.5 }, { "p": 0.2043878585100174, "m": 0.5 }, { "p": 0.06036623939871788, "m": 0.11884406954050064 }, { "p": 0.07061152905225754, "m": 0.11432080715894699 }, { "p": 0.04691464826464653, "m": 0.10000000149011612 }, { "p": 0.010007151402533054, "m": 0.3276524543762207 }, { "p": 0.012060444802045822, "m": 0.33343935012817383 }, { "p": 0.017001450061798096, "m": 0.8511679768562317 }, { "p": 0.07898164540529251, "m": 0.8044332265853882 }, { "p": 0.04370250925421715, "m": 0.7096245288848877 }, { "p": 0.027185682207345963, "m": 1.0 }, { "p": 0.23388582468032837, "m": 0.5 }, { "p": 0.1225167065858841, "m": 0.5 } ] }, { "epoch": 87, "train_loss": 1.6576781272888184, "val_loss": 0.6896942257881165, "acc": 70.74, "time": 261.208006259003, "param": [ { "p": 0.046761248260736465, "m": 0.5 }, { "p": 0.02048162929713726, "m": 0.5 }, { "p": 0.2194788008928299, "m": 0.5 }, { "p": 0.059981249272823334, "m": 0.10788971930742264 }, { "p": 0.07171207666397095, "m": 0.11037763208150864 }, { "p": 0.036238059401512146, "m": 0.10000000149011612 }, { "p": 0.0020070758182555437, "m": 0.3440305292606354 }, { "p": 0.04404206573963165, "m": 0.3376466929912567 }, { "p": 0.0007100008078850806, "m": 0.8499089479446411 }, { "p": 0.0887041836977005, "m": 0.8396910429000854 }, { "p": 0.014881179668009281, "m": 0.7098411917686462 }, { "p": 0.008663400076329708, "m": 1.0 }, { "p": 0.2546570599079132, "m": 0.5 }, { "p": 0.13168185949325562, "m": 0.5 } ] }, { "epoch": 88, "train_loss": 1.6193398237228394, "val_loss": 0.9496816396713257, "acc": 71.18, "time": 268.80606480500137, "param": [ { "p": 0.04715993255376816, "m": 0.5 }, { "p": 0.023587657138705254, "m": 0.5 }, { "p": 0.19174829125404358, "m": 0.5 }, { "p": 0.0633554607629776, "m": 0.11983302980661392 }, { "p": 0.03702400252223015, "m": 0.10000000149011612 }, { "p": 0.04117429256439209, "m": 0.10581368207931519 }, { "p": 0.02107858657836914, "m": 0.3513113558292389 }, { "p": 0.06477022171020508, "m": 0.35161182284355164 }, { "p": 0.0007056435570120811, "m": 0.8435830473899841 }, { "p": 0.07878126204013824, "m": 0.8382181525230408 }, { "p": 0.04268462210893631, "m": 0.7180168032646179 }, { "p": 0.054683804512023926, "m": 0.9956747889518738 }, { "p": 0.21943750977516174, "m": 0.5 }, { "p": 0.11380872130393982, "m": 0.5 } ] }, { "epoch": 89, "train_loss": 1.0405068397521973, "val_loss": 0.9196134805679321, "acc": 71.22, "time": 267.48811098700025, "param": [ { "p": 0.012366238050162792, "m": 0.5 }, { "p": 0.017630839720368385, "m": 0.5 }, { "p": 0.19498606026172638, "m": 0.5 }, { "p": 0.04550004377961159, "m": 0.10000000149011612 }, { "p": 0.015139978379011154, "m": 0.10000000149011612 }, { "p": 0.051581352949142456, "m": 0.10867057740688324 }, { "p": 0.023326728492975235, "m": 0.369477242231369 }, { "p": 0.07802749425172806, "m": 0.3389508128166199 }, { "p": 0.0007176849176175892, "m": 0.8332328200340271 }, { "p": 0.07345251739025116, "m": 0.8428276181221008 }, { "p": 0.06955187022686005, "m": 0.7122224569320679 }, { "p": 0.0749911218881607, "m": 0.9632888436317444 }, { "p": 0.2248695343732834, "m": 0.5 }, { "p": 0.11785862594842911, "m": 0.5 } ] }, { "epoch": 90, "train_loss": 1.1922906637191772, "val_loss": 0.954248309135437, "acc": 71.13, "time": 267.36487050899814, "param": [ { "p": 0.0007117941277101636, "m": 0.5 }, { "p": 0.013664046302437782, "m": 0.5 }, { "p": 0.20915459096431732, "m": 0.5 }, { "p": 0.0241385567933321, "m": 0.10000000149011612 }, { "p": 0.004516721703112125, "m": 0.10000000149011612 }, { "p": 0.04773623123764992, "m": 0.10750561207532883 }, { "p": 0.01802917569875717, "m": 0.3750016689300537 }, { "p": 0.07496021687984467, "m": 0.325242817401886 }, { "p": 0.00896153412759304, "m": 0.8253978490829468 }, { "p": 0.07310750335454941, "m": 0.8536726832389832 }, { "p": 0.08034590631723404, "m": 0.7043025493621826 }, { "p": 0.07783956080675125, "m": 0.9601993560791016 }, { "p": 0.2441590279340744, "m": 0.5 }, { "p": 0.12267513573169708, "m": 0.5 } ] }, { "epoch": 91, "train_loss": 1.1306679248809814, "val_loss": 0.8340193629264832, "acc": 71.01, "time": 265.7470445609979, "param": [ { "p": 0.0007129820878617465, "m": 0.5 }, { "p": 0.021797703579068184, "m": 0.5 }, { "p": 0.20079919695854187, "m": 0.5 }, { "p": 0.06152167543768883, "m": 0.12022091448307037 }, { "p": 0.0007129820878617465, "m": 0.10014721006155014 }, { "p": 0.032460346817970276, "m": 0.10000000149011612 }, { "p": 0.0007129820878617465, "m": 0.39782339334487915 }, { "p": 0.07231395691633224, "m": 0.31057506799697876 }, { "p": 0.050139304250478745, "m": 0.8195266127586365 }, { "p": 0.060957297682762146, "m": 0.8376824259757996 }, { "p": 0.049694519490003586, "m": 0.7412346005439758 }, { "p": 0.08517861366271973, "m": 0.9636170268058777 }, { "p": 0.24288401007652283, "m": 0.5 }, { "p": 0.12011445313692093, "m": 0.5 } ] }, { "epoch": 92, "train_loss": 1.264569640159607, "val_loss": 0.8666894435882568, "acc": 71.19, "time": 276.0227518910033, "param": [ { "p": 0.0007141343667171896, "m": 0.5 }, { "p": 0.0356338806450367, "m": 0.5 }, { "p": 0.19043396413326263, "m": 0.5 }, { "p": 0.06725156307220459, "m": 0.10266000777482986 }, { "p": 0.0007141343667171896, "m": 0.10576514154672623 }, { "p": 0.028302287682890892, "m": 0.10000000149011612 }, { "p": 0.002804052084684372, "m": 0.3976905643939972 }, { "p": 0.07825995236635208, "m": 0.2989717125892639 }, { "p": 0.06773314625024796, "m": 0.8163790106773376 }, { "p": 0.051836829632520676, "m": 0.8486495614051819 }, { "p": 0.05201297998428345, "m": 0.7427563667297363 }, { "p": 0.06814384460449219, "m": 0.9936308264732361 }, { "p": 0.23881171643733978, "m": 0.5 }, { "p": 0.11734756082296371, "m": 0.5 } ] }, { "epoch": 93, "train_loss": 1.3248875141143799, "val_loss": 0.794972836971283, "acc": 70.66, "time": 259.7531931449994, "param": [ { "p": 0.006087604444473982, "m": 0.5 }, { "p": 0.028410544618964195, "m": 0.5 }, { "p": 0.1834450215101242, "m": 0.5 }, { "p": 0.058834198862314224, "m": 0.1320538967847824 }, { "p": 0.044625528156757355, "m": 0.10914556682109833 }, { "p": 0.019297929480671883, "m": 0.10000000149011612 }, { "p": 0.007875717245042324, "m": 0.3982841968536377 }, { "p": 0.07067877799272537, "m": 0.3236317038536072 }, { "p": 0.0754876583814621, "m": 0.7919014096260071 }, { "p": 0.06569623202085495, "m": 0.8597328662872314 }, { "p": 0.0394575260579586, "m": 0.7452669739723206 }, { "p": 0.06782352924346924, "m": 1.0 }, { "p": 0.2238122820854187, "m": 0.5 }, { "p": 0.1084674671292305, "m": 0.5 } ] }, { "epoch": 94, "train_loss": 1.1493544578552246, "val_loss": 0.8690422773361206, "acc": 71.32, "time": 260.8375015849997, "param": [ { "p": 0.03299110010266304, "m": 0.5 }, { "p": 0.030064331367611885, "m": 0.5 }, { "p": 0.18166013062000275, "m": 0.5 }, { "p": 0.05305758863687515, "m": 0.12866544723510742 }, { "p": 0.048971958458423615, "m": 0.10000000149011612 }, { "p": 0.04059327766299248, "m": 0.10000000149011612 }, { "p": 0.006851100362837315, "m": 0.3967949151992798 }, { "p": 0.049028269946575165, "m": 0.33093467354774475 }, { "p": 0.07832841575145721, "m": 0.7717435956001282 }, { "p": 0.060038115829229355, "m": 0.8646243214607239 }, { "p": 0.025226052850484848, "m": 0.7275389432907104 }, { "p": 0.07248112559318542, "m": 1.0 }, { "p": 0.2170061618089676, "m": 0.5 }, { "p": 0.10370244830846786, "m": 0.5 } ] }, { "epoch": 95, "train_loss": 1.2564390897750854, "val_loss": 0.7948492169380188, "acc": 71.3, "time": 263.80737141100326, "param": [ { "p": 0.045956891030073166, "m": 0.5 }, { "p": 0.029681051149964333, "m": 0.5 }, { "p": 0.1774393767118454, "m": 0.5 }, { "p": 0.04417431727051735, "m": 0.12285402417182922 }, { "p": 0.03983432054519653, "m": 0.10000000149011612 }, { "p": 0.028836293146014214, "m": 0.10000000149011612 }, { "p": 0.008080300875008106, "m": 0.39115002751350403 }, { "p": 0.04979546368122101, "m": 0.34073030948638916 }, { "p": 0.08029760420322418, "m": 0.780154287815094 }, { "p": 0.05751946568489075, "m": 0.8690070509910583 }, { "p": 0.04270279034972191, "m": 0.7213404774665833 }, { "p": 0.07917098701000214, "m": 1.0 }, { "p": 0.21368198096752167, "m": 0.5 }, { "p": 0.10282917320728302, "m": 0.5 } ] }, { "epoch": 96, "train_loss": 1.493712067604065, "val_loss": 0.8326034545898438, "acc": 72.22, "time": 219.6107006759994, "param": [ { "p": 0.04562901705503464, "m": 0.5 }, { "p": 0.017944321036338806, "m": 0.5 }, { "p": 0.1919390708208084, "m": 0.5 }, { "p": 0.03339742496609688, "m": 0.17829805612564087 }, { "p": 0.025372810661792755, "m": 0.12523610889911652 }, { "p": 0.02497367188334465, "m": 0.10000000149011612 }, { "p": 0.014188957400619984, "m": 0.37567374110221863 }, { "p": 0.03936092555522919, "m": 0.32439425587654114 }, { "p": 0.07907760888338089, "m": 0.7538435459136963 }, { "p": 0.052416201680898666, "m": 0.8852663040161133 }, { "p": 0.04177933931350708, "m": 0.7167091369628906 }, { "p": 0.08525854349136353, "m": 0.9836878180503845 }, { "p": 0.23536452651023865, "m": 0.5 }, { "p": 0.11329755932092667, "m": 0.5 } ] }, { "epoch": 97, "train_loss": 0.7421653866767883, "val_loss": 0.8838629722595215, "acc": 71.0, "time": 241.3170598789984, "param": [ { "p": 0.03932424634695053, "m": 0.5 }, { "p": 0.030280042439699173, "m": 0.5 }, { "p": 0.1714073121547699, "m": 0.5 }, { "p": 0.06268002092838287, "m": 0.20045016705989838 }, { "p": 0.02517874911427498, "m": 0.10000000149011612 }, { "p": 0.04839003458619118, "m": 0.10988084971904755 }, { "p": 0.027342159301042557, "m": 0.4014017879962921 }, { "p": 0.04466018080711365, "m": 0.3132857084274292 }, { "p": 0.06404541432857513, "m": 0.7173281908035278 }, { "p": 0.05228779464960098, "m": 0.9187334775924683 }, { "p": 0.05003780499100685, "m": 0.7048218250274658 }, { "p": 0.07931236177682877, "m": 1.0 }, { "p": 0.20301295816898346, "m": 0.5 }, { "p": 0.10204093903303146, "m": 0.5 } ] }, { "epoch": 98, "train_loss": 0.9259882569313049, "val_loss": 0.8852024078369141, "acc": 71.82, "time": 259.64458798000123, "param": [ { "p": 0.04223395511507988, "m": 0.5 }, { "p": 0.030439389869570732, "m": 0.5 }, { "p": 0.16226457059383392, "m": 0.5 }, { "p": 0.05844912678003311, "m": 0.19897818565368652 }, { "p": 0.044301100075244904, "m": 0.10000000149011612 }, { "p": 0.05784296989440918, "m": 0.11294477432966232 }, { "p": 0.033779922872781754, "m": 0.38156676292419434 }, { "p": 0.0403343103826046, "m": 0.3240586519241333 }, { "p": 0.054529376327991486, "m": 0.7202765941619873 }, { "p": 0.05147314444184303, "m": 0.9043039679527283 }, { "p": 0.053844403475522995, "m": 0.7033229470252991 }, { "p": 0.08881434053182602, "m": 0.9992581605911255 }, { "p": 0.18460343778133392, "m": 0.5 }, { "p": 0.09708993881940842, "m": 0.5 } ] }, { "epoch": 99, "train_loss": 1.1391295194625854, "val_loss": 0.6995012760162354, "acc": 71.15, "time": 249.12128017000214, "param": [ { "p": 0.052507899701595306, "m": 0.5 }, { "p": 0.041227083653211594, "m": 0.5 }, { "p": 0.19599205255508423, "m": 0.5 }, { "p": 0.061218179762363434, "m": 0.18984316289424896 }, { "p": 0.03349887952208519, "m": 0.10000000149011612 }, { "p": 0.07849356532096863, "m": 0.10854913294315338 }, { "p": 0.02495305985212326, "m": 0.34396255016326904 }, { "p": 0.0033702829387038946, "m": 0.34498316049575806 }, { "p": 0.05361306294798851, "m": 0.7265737056732178 }, { "p": 0.010803595185279846, "m": 0.9290096759796143 }, { "p": 0.0007180047105066478, "m": 0.7051721811294556 }, { "p": 0.08656471222639084, "m": 0.9882035255432129 }, { "p": 0.23657183349132538, "m": 0.5 }, { "p": 0.12046775221824646, "m": 0.5 } ] }, { "epoch": 100, "train_loss": 1.2480664253234863, "val_loss": 0.7328846454620361, "acc": 71.11, "time": 262.3977339720004, "param": [ { "p": 0.04983527213335037, "m": 0.5 }, { "p": 0.03231726214289665, "m": 0.5 }, { "p": 0.1873956024646759, "m": 0.5 }, { "p": 0.06604903191328049, "m": 0.22119522094726562 }, { "p": 0.027237555012106895, "m": 0.10000000149011612 }, { "p": 0.07612941414117813, "m": 0.1782217025756836 }, { "p": 0.024303141981363297, "m": 0.3467823565006256 }, { "p": 0.04687831923365593, "m": 0.34329038858413696 }, { "p": 0.050533633679151535, "m": 0.7274738550186157 }, { "p": 0.000708809238858521, "m": 0.9346977472305298 }, { "p": 0.0047180866822600365, "m": 0.7050129771232605 }, { "p": 0.0927685871720314, "m": 0.992735743522644 }, { "p": 0.22810614109039307, "m": 0.5 }, { "p": 0.11301905661821365, "m": 0.5 } ] }, { "epoch": 101, "train_loss": 1.167494535446167, "val_loss": 0.8822281956672668, "acc": 71.17, "time": 258.4211026439989, "param": [ { "p": 0.048761170357465744, "m": 0.5 }, { "p": 0.022977881133556366, "m": 0.5 }, { "p": 0.18839220702648163, "m": 0.5 }, { "p": 0.05902160331606865, "m": 0.23111814260482788 }, { "p": 0.011254951357841492, "m": 0.10000000149011612 }, { "p": 0.07640952616930008, "m": 0.19394409656524658 }, { "p": 0.026607975363731384, "m": 0.33679112792015076 }, { "p": 0.047777652740478516, "m": 0.33634933829307556 }, { "p": 0.043004360049963, "m": 0.7177038788795471 }, { "p": 0.02720573917031288, "m": 0.9495443105697632 }, { "p": 0.0009965240024030209, "m": 0.6994971036911011 }, { "p": 0.09402775764465332, "m": 1.0 }, { "p": 0.23736116290092468, "m": 0.5 }, { "p": 0.1162014976143837, "m": 0.5 } ] }, { "epoch": 102, "train_loss": 0.9191842079162598, "val_loss": 0.879577100276947, "acc": 69.3, "time": 261.90719262999846, "param": [ { "p": 0.05363057181239128, "m": 0.5 }, { "p": 0.014737872406840324, "m": 0.5 }, { "p": 0.18689791858196259, "m": 0.5 }, { "p": 0.036535151302814484, "m": 0.2572499215602875 }, { "p": 0.03956007584929466, "m": 0.10188866406679153 }, { "p": 0.07312116771936417, "m": 0.11540494859218597 }, { "p": 0.015506432391703129, "m": 0.34039634466171265 }, { "p": 0.05785975232720375, "m": 0.33346855640411377 }, { "p": 0.04180958867073059, "m": 0.7281641364097595 }, { "p": 0.042126573622226715, "m": 0.9693356156349182 }, { "p": 0.0007151325698941946, "m": 0.6974631547927856 }, { "p": 0.07867678254842758, "m": 0.9998224377632141 }, { "p": 0.24357905983924866, "m": 0.5 }, { "p": 0.11524393409490585, "m": 0.5 } ] }, { "epoch": 103, "train_loss": 1.243562936782837, "val_loss": 0.8299106359481812, "acc": 71.78, "time": 263.92183112400016, "param": [ { "p": 0.05210678651928902, "m": 0.5 }, { "p": 0.014897502027451992, "m": 0.5 }, { "p": 0.19079682230949402, "m": 0.5 }, { "p": 0.012431584298610687, "m": 0.2650319039821625 }, { "p": 0.032357703894376755, "m": 0.10039186477661133 }, { "p": 0.07389311492443085, "m": 0.10662820190191269 }, { "p": 0.006645147688686848, "m": 0.35429641604423523 }, { "p": 0.07482143491506577, "m": 0.33143895864486694 }, { "p": 0.05079968646168709, "m": 0.7411988377571106 }, { "p": 0.04746574908494949, "m": 0.9747020602226257 }, { "p": 0.007540515623986721, "m": 0.7048541903495789 }, { "p": 0.06798072159290314, "m": 0.9771895408630371 }, { "p": 0.2505367696285248, "m": 0.5 }, { "p": 0.1177263930439949, "m": 0.5 } ] }, { "epoch": 104, "train_loss": 1.6058104038238525, "val_loss": 0.9502931237220764, "acc": 71.49, "time": 257.0640052859999, "param": [ { "p": 0.04411785304546356, "m": 0.5 }, { "p": 0.02016894333064556, "m": 0.5 }, { "p": 0.17972244322299957, "m": 0.5 }, { "p": 0.02629236690700054, "m": 0.2716064751148224 }, { "p": 0.02130315639078617, "m": 0.10000000149011612 }, { "p": 0.07402899861335754, "m": 0.12279970943927765 }, { "p": 0.015507077798247337, "m": 0.367786169052124 }, { "p": 0.06733079254627228, "m": 0.35364285111427307 }, { "p": 0.07057856023311615, "m": 0.7540320158004761 }, { "p": 0.03697216883301735, "m": 0.9569743871688843 }, { "p": 0.03820681944489479, "m": 0.7131940126419067 }, { "p": 0.06193249300122261, "m": 0.9645552039146423 }, { "p": 0.2318749576807022, "m": 0.5 }, { "p": 0.11196338385343552, "m": 0.5 } ] }, { "epoch": 105, "train_loss": 1.373543620109558, "val_loss": 0.7681662440299988, "acc": 70.59, "time": 277.3311099400016, "param": [ { "p": 0.040502600371837616, "m": 0.5 }, { "p": 0.01970003731548786, "m": 0.5 }, { "p": 0.17155785858631134, "m": 0.5 }, { "p": 0.07107945531606674, "m": 0.25323933362960815 }, { "p": 0.0017238925211131573, "m": 0.10000000149011612 }, { "p": 0.07353662699460983, "m": 0.11125888675451279 }, { "p": 0.03464110940694809, "m": 0.3903332054615021 }, { "p": 0.05507238581776619, "m": 0.35570448637008667 }, { "p": 0.06537982821464539, "m": 0.7620590925216675 }, { "p": 0.04173392802476883, "m": 0.945113480091095 }, { "p": 0.044605955481529236, "m": 0.7317556738853455 }, { "p": 0.05791265144944191, "m": 0.9495566487312317 }, { "p": 0.21460884809494019, "m": 0.5 }, { "p": 0.1079447939991951, "m": 0.5 } ] }, { "epoch": 106, "train_loss": 0.9746214151382446, "val_loss": 0.8748487234115601, "acc": 71.08, "time": 264.2431803030013, "param": [ { "p": 0.03489404916763306, "m": 0.5 }, { "p": 0.0007113441824913025, "m": 0.5 }, { "p": 0.16619503498077393, "m": 0.5 }, { "p": 0.07077253609895706, "m": 0.2186002880334854 }, { "p": 0.007763822562992573, "m": 0.10357863456010818 }, { "p": 0.07140959054231644, "m": 0.10000000149011612 }, { "p": 0.041641440242528915, "m": 0.3971708416938782 }, { "p": 0.05491490662097931, "m": 0.3638814389705658 }, { "p": 0.06206447258591652, "m": 0.7533562779426575 }, { "p": 0.0424724705517292, "m": 0.9297071695327759 }, { "p": 0.055928610265254974, "m": 0.7532050609588623 }, { "p": 0.06512454152107239, "m": 0.95082026720047 }, { "p": 0.21786198019981384, "m": 0.5 }, { "p": 0.10824518650770187, "m": 0.5 } ] }, { "epoch": 107, "train_loss": 1.1404452323913574, "val_loss": 0.8505359292030334, "acc": 72.18, "time": 267.6810273209994, "param": [ { "p": 0.0392712838947773, "m": 0.5 }, { "p": 0.004547861870378256, "m": 0.5 }, { "p": 0.15538311004638672, "m": 0.5 }, { "p": 0.0678882822394371, "m": 0.20003047585487366 }, { "p": 0.01661246083676815, "m": 0.10273245722055435 }, { "p": 0.06984401494264603, "m": 0.10000000149011612 }, { "p": 0.04133614897727966, "m": 0.3875276744365692 }, { "p": 0.04433552175760269, "m": 0.34415221214294434 }, { "p": 0.036880988627672195, "m": 0.7598073482513428 }, { "p": 0.03969934955239296, "m": 0.9160085916519165 }, { "p": 0.06863072514533997, "m": 0.730182945728302 }, { "p": 0.08378221094608307, "m": 0.9250695705413818 }, { "p": 0.2174702286720276, "m": 0.5 }, { "p": 0.11431783437728882, "m": 0.5 } ] }, { "epoch": 108, "train_loss": 1.044135570526123, "val_loss": 0.8724669814109802, "acc": 71.6, "time": 260.9086805199986, "param": [ { "p": 0.04351607710123062, "m": 0.5 }, { "p": 0.01113860309123993, "m": 0.5 }, { "p": 0.17033757269382477, "m": 0.5 }, { "p": 0.07591734081506729, "m": 0.22565951943397522 }, { "p": 0.006072073243558407, "m": 0.10978616029024124 }, { "p": 0.0744440108537674, "m": 0.10000000149011612 }, { "p": 0.044945184141397476, "m": 0.33508771657943726 }, { "p": 0.005721635185182095, "m": 0.3349764943122864 }, { "p": 0.016179565340280533, "m": 0.7592619061470032 }, { "p": 0.02204485423862934, "m": 0.921605110168457 }, { "p": 0.06166784465312958, "m": 0.6898998618125916 }, { "p": 0.08403521776199341, "m": 0.9260402321815491 }, { "p": 0.24816419184207916, "m": 0.5 }, { "p": 0.13581587374210358, "m": 0.5 } ] }, { "epoch": 109, "train_loss": 1.0077755451202393, "val_loss": 0.8283907771110535, "acc": 71.0, "time": 271.151621068002, "param": [ { "p": 0.03454054892063141, "m": 0.5 }, { "p": 0.03562474250793457, "m": 0.5 }, { "p": 0.14890316128730774, "m": 0.5 }, { "p": 0.05501624569296837, "m": 0.18645721673965454 }, { "p": 0.01956392452120781, "m": 0.11960874497890472 }, { "p": 0.0781964659690857, "m": 0.10000000149011612 }, { "p": 0.04229859262704849, "m": 0.3749489188194275 }, { "p": 0.07599315047264099, "m": 0.3235219419002533 }, { "p": 0.023468857631087303, "m": 0.7565698623657227 }, { "p": 0.037393949925899506, "m": 0.9022992253303528 }, { "p": 0.04315846040844917, "m": 0.6743521094322205 }, { "p": 0.07810261100530624, "m": 0.925673246383667 }, { "p": 0.21294303238391876, "m": 0.5 }, { "p": 0.1147962138056755, "m": 0.5 } ] }, { "epoch": 110, "train_loss": 1.0884722471237183, "val_loss": 0.8454278111457825, "acc": 70.21, "time": 266.28440589099773, "param": [ { "p": 0.042447008192539215, "m": 0.5 }, { "p": 0.043009158223867416, "m": 0.5 }, { "p": 0.1415981650352478, "m": 0.5 }, { "p": 0.0407690592110157, "m": 0.1599956452846527 }, { "p": 0.017681347206234932, "m": 0.12550832331180573 }, { "p": 0.07839278876781464, "m": 0.10000000149011612 }, { "p": 0.04004963859915733, "m": 0.40668919682502747 }, { "p": 0.08753252774477005, "m": 0.3556472659111023 }, { "p": 0.03376288712024689, "m": 0.7607641220092773 }, { "p": 0.044838663190603256, "m": 0.9273810386657715 }, { "p": 0.013675613328814507, "m": 0.6829050779342651 }, { "p": 0.08680876344442368, "m": 0.9461003541946411 }, { "p": 0.21461105346679688, "m": 0.5 }, { "p": 0.1148233711719513, "m": 0.5 } ] }, { "epoch": 111, "train_loss": 1.0137161016464233, "val_loss": 0.8717138767242432, "acc": 70.89, "time": 258.351151992003, "param": [ { "p": 0.04249286279082298, "m": 0.5 }, { "p": 0.03963787481188774, "m": 0.5 }, { "p": 0.1388876736164093, "m": 0.5 }, { "p": 0.037900034338235855, "m": 0.14242206513881683 }, { "p": 0.0447571836411953, "m": 0.12529146671295166 }, { "p": 0.08098474144935608, "m": 0.10000000149011612 }, { "p": 0.0412108413875103, "m": 0.40351226925849915 }, { "p": 0.08209500461816788, "m": 0.34042271971702576 }, { "p": 0.016798829659819603, "m": 0.7530422210693359 }, { "p": 0.04436901584267616, "m": 0.9484390020370483 }, { "p": 0.01679224520921707, "m": 0.694469153881073 }, { "p": 0.07123824954032898, "m": 0.9859454035758972 }, { "p": 0.22367998957633972, "m": 0.5 }, { "p": 0.11915549635887146, "m": 0.5 } ] }, { "epoch": 112, "train_loss": 1.0912038087844849, "val_loss": 0.8354262709617615, "acc": 70.39, "time": 271.96938896400025, "param": [ { "p": 0.03957371786236763, "m": 0.5 }, { "p": 0.019790951162576675, "m": 0.5 }, { "p": 0.13757994771003723, "m": 0.5 }, { "p": 0.015792302787303925, "m": 0.1260399967432022 }, { "p": 0.0534244179725647, "m": 0.13654398918151855 }, { "p": 0.07908057421445847, "m": 0.10210318118333817 }, { "p": 0.041459664702415466, "m": 0.3733050525188446 }, { "p": 0.0802723690867424, "m": 0.339508980512619 }, { "p": 0.042597249150276184, "m": 0.7425594925880432 }, { "p": 0.04731517285108566, "m": 0.9457296133041382 }, { "p": 0.06114773079752922, "m": 0.6861074566841125 }, { "p": 0.048735518008470535, "m": 1.0 }, { "p": 0.21517761051654816, "m": 0.5 }, { "p": 0.11805281788110733, "m": 0.5 } ] }, { "epoch": 113, "train_loss": 0.9041231274604797, "val_loss": 0.9594153165817261, "acc": 70.91, "time": 257.8905667350009, "param": [ { "p": 0.03757784888148308, "m": 0.5 }, { "p": 0.01983887515962124, "m": 0.5 }, { "p": 0.139827162027359, "m": 0.5 }, { "p": 0.035477858036756516, "m": 0.12699955701828003 }, { "p": 0.055069535970687866, "m": 0.1701502799987793 }, { "p": 0.07595890760421753, "m": 0.13025511801242828 }, { "p": 0.0382658988237381, "m": 0.33273667097091675 }, { "p": 0.08066131919622421, "m": 0.3647382855415344 }, { "p": 0.0440608374774456, "m": 0.7394466996192932 }, { "p": 0.04954288899898529, "m": 0.9604855179786682 }, { "p": 0.07162918895483017, "m": 0.6676110625267029 }, { "p": 0.034126363694667816, "m": 0.9968258142471313 }, { "p": 0.2031402736902237, "m": 0.5 }, { "p": 0.11482304334640503, "m": 0.5 } ] }, { "epoch": 114, "train_loss": 1.0326176881790161, "val_loss": 1.046668529510498, "acc": 70.68, "time": 269.1472371890013, "param": [ { "p": 0.039187658578157425, "m": 0.5 }, { "p": 0.030446283519268036, "m": 0.5 }, { "p": 0.1335778534412384, "m": 0.5 }, { "p": 0.04480840638279915, "m": 0.13127246499061584 }, { "p": 0.055326566100120544, "m": 0.18599970638751984 }, { "p": 0.07575787603855133, "m": 0.1304740160703659 }, { "p": 0.03697779029607773, "m": 0.29287874698638916 }, { "p": 0.07689134031534195, "m": 0.3727818429470062 }, { "p": 0.04336068779230118, "m": 0.7351994514465332 }, { "p": 0.05332969129085541, "m": 0.9573839902877808 }, { "p": 0.06934068351984024, "m": 0.6628063321113586 }, { "p": 0.06469026207923889, "m": 1.0 }, { "p": 0.1750209778547287, "m": 0.5 }, { "p": 0.10128384083509445, "m": 0.5 } ] }, { "epoch": 115, "train_loss": 1.0440691709518433, "val_loss": 0.9888051748275757, "acc": 69.65, "time": 264.7780754009982, "param": [ { "p": 0.04324451461434364, "m": 0.5 }, { "p": 0.02373945713043213, "m": 0.5 }, { "p": 0.145321786403656, "m": 0.5 }, { "p": 0.04217720404267311, "m": 0.16163179278373718 }, { "p": 0.06543871760368347, "m": 0.14457766711711884 }, { "p": 0.07568488270044327, "m": 0.13024172186851501 }, { "p": 0.04667270556092262, "m": 0.18764692544937134 }, { "p": 0.06830620020627975, "m": 0.4137941598892212 }, { "p": 0.04228484630584717, "m": 0.7503864765167236 }, { "p": 0.05504608526825905, "m": 0.9918204545974731 }, { "p": 0.07703439891338348, "m": 0.681475818157196 }, { "p": 0.05573952943086624, "m": 1.0 }, { "p": 0.16545642912387848, "m": 0.5 }, { "p": 0.09385319799184799, "m": 0.5 } ] }, { "epoch": 116, "train_loss": 0.9526095986366272, "val_loss": 0.8898780941963196, "acc": 71.75, "time": 270.7251761459993, "param": [ { "p": 0.04474290832877159, "m": 0.5 }, { "p": 0.019416235387325287, "m": 0.5 }, { "p": 0.14901143312454224, "m": 0.5 }, { "p": 0.027583047747612, "m": 0.20794419944286346 }, { "p": 0.05422539263963699, "m": 0.1247573271393776 }, { "p": 0.08766534179449081, "m": 0.14254151284694672 }, { "p": 0.03789900615811348, "m": 0.17919804155826569 }, { "p": 0.05164647847414017, "m": 0.3957948684692383 }, { "p": 0.0441812202334404, "m": 0.75849848985672 }, { "p": 0.06560807675123215, "m": 0.962730348110199 }, { "p": 0.08239580690860748, "m": 0.6807426810264587 }, { "p": 0.0680205449461937, "m": 0.9993873238563538 }, { "p": 0.17024701833724976, "m": 0.5 }, { "p": 0.09735744446516037, "m": 0.5 } ] }, { "epoch": 117, "train_loss": 1.4899684190750122, "val_loss": 0.9293057322502136, "acc": 70.87, "time": 273.14684093100004, "param": [ { "p": 0.044087447226047516, "m": 0.5 }, { "p": 0.023585015907883644, "m": 0.5 }, { "p": 0.14464788138866425, "m": 0.5 }, { "p": 0.03376443311572075, "m": 0.21221618354320526 }, { "p": 0.04606972262263298, "m": 0.1166168600320816 }, { "p": 0.08135979622602463, "m": 0.16963325440883636 }, { "p": 0.045509133487939835, "m": 0.18080946803092957 }, { "p": 0.04676879197359085, "m": 0.38396501541137695 }, { "p": 0.045326583087444305, "m": 0.773298442363739 }, { "p": 0.0674377977848053, "m": 0.9611096978187561 }, { "p": 0.08404187858104706, "m": 0.6748117804527283 }, { "p": 0.06887605041265488, "m": 0.9980946183204651 }, { "p": 0.16888752579689026, "m": 0.5 }, { "p": 0.09963792562484741, "m": 0.5 } ] }, { "epoch": 118, "train_loss": 1.069688320159912, "val_loss": 0.878060519695282, "acc": 69.38, "time": 250.26951192399792, "param": [ { "p": 0.04844975844025612, "m": 0.5 }, { "p": 0.02775055728852749, "m": 0.5 }, { "p": 0.14634384214878082, "m": 0.5 }, { "p": 0.06410441547632217, "m": 0.1997196227312088 }, { "p": 0.05260093882679939, "m": 0.10000000149011612 }, { "p": 0.0742708295583725, "m": 0.16398334503173828 }, { "p": 0.05352313816547394, "m": 0.20344705879688263 }, { "p": 0.05721491575241089, "m": 0.3932388126850128 }, { "p": 0.029858818277716637, "m": 0.7933939695358276 }, { "p": 0.056804925203323364, "m": 0.9752511382102966 }, { "p": 0.07103309780359268, "m": 0.6207687258720398 }, { "p": 0.06116405874490738, "m": 1.0 }, { "p": 0.16276532411575317, "m": 0.5 }, { "p": 0.09411542862653732, "m": 0.5 } ] }, { "epoch": 119, "train_loss": 1.0767602920532227, "val_loss": 0.9749390482902527, "acc": 70.8, "time": 267.8931451259996, "param": [ { "p": 0.048438768833875656, "m": 0.5 }, { "p": 0.029944973066449165, "m": 0.5 }, { "p": 0.14860358834266663, "m": 0.5 }, { "p": 0.05623187869787216, "m": 0.13805963099002838 }, { "p": 0.0525851808488369, "m": 0.1359674334526062 }, { "p": 0.05356159806251526, "m": 0.13330617547035217 }, { "p": 0.04498909041285515, "m": 0.2533856928348541 }, { "p": 0.08450137078762054, "m": 0.33713841438293457 }, { "p": 0.04049650952219963, "m": 0.7999619841575623 }, { "p": 0.03955164551734924, "m": 0.9547364711761475 }, { "p": 0.05067076161503792, "m": 0.6371061205863953 }, { "p": 0.11004791408777237, "m": 1.0 }, { "p": 0.15213453769683838, "m": 0.5 }, { "p": 0.08824223279953003, "m": 0.5 } ] }, { "epoch": 120, "train_loss": 0.7634401321411133, "val_loss": 0.9709912538528442, "acc": 71.87, "time": 263.92988234100267, "param": [ { "p": 0.05859324708580971, "m": 0.5 }, { "p": 0.021919619292020798, "m": 0.5 }, { "p": 0.16174037754535675, "m": 0.5 }, { "p": 0.05078859254717827, "m": 0.13100969791412354 }, { "p": 0.061217714101076126, "m": 0.12745316326618195 }, { "p": 0.04658785089850426, "m": 0.10000000149011612 }, { "p": 0.05425393581390381, "m": 0.2715413570404053 }, { "p": 0.0952085331082344, "m": 0.30078887939453125 }, { "p": 0.034390807151794434, "m": 0.8076720237731934 }, { "p": 0.0007087576668709517, "m": 0.9577519297599792 }, { "p": 0.03502525016665459, "m": 0.6568601131439209 }, { "p": 0.12171655148267746, "m": 1.0 }, { "p": 0.16417774558067322, "m": 0.5 }, { "p": 0.0936710387468338, "m": 0.5 } ] }, { "epoch": 121, "train_loss": 0.9932025671005249, "val_loss": 0.8896965980529785, "acc": 71.88, "time": 264.3006942030006, "param": [ { "p": 0.05865494906902313, "m": 0.5 }, { "p": 0.0320819653570652, "m": 0.5 }, { "p": 0.15674595534801483, "m": 0.5 }, { "p": 0.044976383447647095, "m": 0.12287504971027374 }, { "p": 0.06126536801457405, "m": 0.12044046074151993 }, { "p": 0.037945207208395004, "m": 0.10503143072128296 }, { "p": 0.04718780517578125, "m": 0.2759845554828644 }, { "p": 0.09312815964221954, "m": 0.295905739068985 }, { "p": 0.03864770010113716, "m": 0.7939488887786865 }, { "p": 0.03686172142624855, "m": 0.9666779637336731 }, { "p": 0.030338037759065628, "m": 0.6565337777137756 }, { "p": 0.11941933631896973, "m": 1.0 }, { "p": 0.1557711958885193, "m": 0.5 }, { "p": 0.08697620034217834, "m": 0.5 } ] }, { "epoch": 122, "train_loss": 1.1526899337768555, "val_loss": 0.9378266930580139, "acc": 70.57, "time": 274.59268184900066, "param": [ { "p": 0.050067074596881866, "m": 0.5 }, { "p": 0.04444155469536781, "m": 0.5 }, { "p": 0.1503169685602188, "m": 0.5 }, { "p": 0.036158785223960876, "m": 0.10000000149011612 }, { "p": 0.06018849462270737, "m": 0.10903827100992203 }, { "p": 0.05988438054919243, "m": 0.11870018392801285 }, { "p": 0.04651632905006409, "m": 0.27998408675193787 }, { "p": 0.08454359322786331, "m": 0.26999545097351074 }, { "p": 0.029812054708600044, "m": 0.8169793486595154 }, { "p": 0.053735096007585526, "m": 0.9774563908576965 }, { "p": 0.04521479830145836, "m": 0.6939125657081604 }, { "p": 0.11482545733451843, "m": 1.0 }, { "p": 0.14020663499832153, "m": 0.5 }, { "p": 0.08408882468938828, "m": 0.5 } ] }, { "epoch": 123, "train_loss": 1.2167460918426514, "val_loss": 0.7478565573692322, "acc": 70.81, "time": 267.76026832299976, "param": [ { "p": 0.048438746482133865, "m": 0.5 }, { "p": 0.055677153170108795, "m": 0.5 }, { "p": 0.15152892470359802, "m": 0.5 }, { "p": 0.05184963345527649, "m": 0.10000000149011612 }, { "p": 0.05614090338349342, "m": 0.10081378370523453 }, { "p": 0.05978337302803993, "m": 0.10000000149011612 }, { "p": 0.048439871519804, "m": 0.2879645526409149 }, { "p": 0.08827347308397293, "m": 0.2702721655368805 }, { "p": 0.027985883876681328, "m": 0.8295297026634216 }, { "p": 0.05625172331929207, "m": 0.9941095113754272 }, { "p": 0.044135335832834244, "m": 0.7221904397010803 }, { "p": 0.10268842428922653, "m": 0.9972798228263855 }, { "p": 0.12659281492233276, "m": 0.5 }, { "p": 0.08221372961997986, "m": 0.5 } ] }, { "epoch": 124, "train_loss": 0.7404166460037231, "val_loss": 0.9658662676811218, "acc": 70.95, "time": 267.6807453699985, "param": [ { "p": 0.054352302104234695, "m": 0.5 }, { "p": 0.054562758654356, "m": 0.5 }, { "p": 0.16246815025806427, "m": 0.5 }, { "p": 0.059453073889017105, "m": 0.10000000149011612 }, { "p": 0.057825569063425064, "m": 0.1068960428237915 }, { "p": 0.025100143626332283, "m": 0.10000000149011612 }, { "p": 0.04791440814733505, "m": 0.3045431077480316 }, { "p": 0.09266576915979385, "m": 0.25456762313842773 }, { "p": 0.023973219096660614, "m": 0.8115086555480957 }, { "p": 0.06425337493419647, "m": 0.9635773301124573 }, { "p": 0.054033081978559494, "m": 0.7260043025016785 }, { "p": 0.0901799201965332, "m": 0.9987204074859619 }, { "p": 0.1267869919538498, "m": 0.5 }, { "p": 0.08643130213022232, "m": 0.5 } ] }, { "epoch": 125, "train_loss": 1.0122122764587402, "val_loss": 0.8961740732192993, "acc": 71.25, "time": 265.9522241040031, "param": [ { "p": 0.06165027618408203, "m": 0.5 }, { "p": 0.05867995321750641, "m": 0.5 }, { "p": 0.16312474012374878, "m": 0.5 }, { "p": 0.055097922682762146, "m": 0.11328921467065811 }, { "p": 0.059650808572769165, "m": 0.10000000149011612 }, { "p": 0.0007168272859416902, "m": 0.10000000149011612 }, { "p": 0.04356088861823082, "m": 0.33625680208206177 }, { "p": 0.09396350383758545, "m": 0.2593720555305481 }, { "p": 0.039451029151678085, "m": 0.7910833954811096 }, { "p": 0.06350834667682648, "m": 0.9444789290428162 }, { "p": 0.06148062273859978, "m": 0.7385391592979431 }, { "p": 0.07355881482362747, "m": 0.9804297089576721 }, { "p": 0.12915755808353424, "m": 0.5 }, { "p": 0.09639883786439896, "m": 0.5 } ] }, { "epoch": 126, "train_loss": 1.0609631538391113, "val_loss": 0.7141807079315186, "acc": 71.43, "time": 274.934646583999, "param": [ { "p": 0.06328301131725311, "m": 0.5 }, { "p": 0.0581432469189167, "m": 0.5 }, { "p": 0.1635034680366516, "m": 0.5 }, { "p": 0.06337320059537888, "m": 0.10188274830579758 }, { "p": 0.06739901751279831, "m": 0.1284262090921402 }, { "p": 0.0007118972716853023, "m": 0.10000000149011612 }, { "p": 0.03221139684319496, "m": 0.3298795521259308 }, { "p": 0.08342574536800385, "m": 0.2616487741470337 }, { "p": 0.03229106590151787, "m": 0.7943370342254639 }, { "p": 0.06151992455124855, "m": 0.9317531585693359 }, { "p": 0.06912270188331604, "m": 0.7355726957321167 }, { "p": 0.06412811577320099, "m": 1.0 }, { "p": 0.1414581686258316, "m": 0.5 }, { "p": 0.09942902624607086, "m": 0.5 } ] }, { "epoch": 127, "train_loss": 0.7603922486305237, "val_loss": 0.8123234510421753, "acc": 71.29, "time": 275.9506135279953, "param": [ { "p": 0.07279367744922638, "m": 0.5 }, { "p": 0.053978294134140015, "m": 0.5 }, { "p": 0.17833131551742554, "m": 0.5 }, { "p": 0.0675896629691124, "m": 0.10000000149011612 }, { "p": 0.07427767664194107, "m": 0.10000000149011612 }, { "p": 0.01103133149445057, "m": 0.1015772670507431 }, { "p": 0.01564592681825161, "m": 0.3446357548236847 }, { "p": 0.06883780658245087, "m": 0.19954803586006165 }, { "p": 0.012817730195820332, "m": 0.8028250336647034 }, { "p": 0.06876228004693985, "m": 0.9351244568824768 }, { "p": 0.07249580323696136, "m": 0.775823712348938 }, { "p": 0.02771889604628086, "m": 1.0 }, { "p": 0.16781452298164368, "m": 0.5 }, { "p": 0.10790502279996872, "m": 0.5 } ] }, { "epoch": 128, "train_loss": 0.7820041179656982, "val_loss": 0.7495831847190857, "acc": 71.15, "time": 254.34195267900213, "param": [ { "p": 0.07179366797208786, "m": 0.5 }, { "p": 0.051292140036821365, "m": 0.5 }, { "p": 0.19457802176475525, "m": 0.5 }, { "p": 0.07343354821205139, "m": 0.10000000149011612 }, { "p": 0.06719057261943817, "m": 0.10688571631908417 }, { "p": 0.0007126253913156688, "m": 0.11099876463413239 }, { "p": 0.020619483664631844, "m": 0.33497917652130127 }, { "p": 0.04865850880742073, "m": 0.19035328924655914 }, { "p": 0.02855096198618412, "m": 0.8205094337463379 }, { "p": 0.06674733012914658, "m": 0.9416118860244751 }, { "p": 0.073109932243824, "m": 0.8197091221809387 }, { "p": 0.02600768394768238, "m": 0.9993436336517334 }, { "p": 0.1690816432237625, "m": 0.5 }, { "p": 0.10822386294603348, "m": 0.5 } ] }, { "epoch": 129, "train_loss": 0.7835836410522461, "val_loss": 1.009425163269043, "acc": 71.66, "time": 256.91953455899784, "param": [ { "p": 0.07109678536653519, "m": 0.5 }, { "p": 0.04816256836056709, "m": 0.5 }, { "p": 0.19706639647483826, "m": 0.5 }, { "p": 0.06779111176729202, "m": 0.10048355162143707 }, { "p": 0.054059948772192, "m": 0.10000000149011612 }, { "p": 0.012439874932169914, "m": 0.10531788319349289 }, { "p": 0.047026824206113815, "m": 0.31114932894706726 }, { "p": 0.025533825159072876, "m": 0.19328810274600983 }, { "p": 0.024456964805722237, "m": 0.8394432067871094 }, { "p": 0.0490606315433979, "m": 0.9108713865280151 }, { "p": 0.06361072510480881, "m": 0.8362398147583008 }, { "p": 0.07155285030603409, "m": 0.9953993558883667 }, { "p": 0.16168014705181122, "m": 0.5 }, { "p": 0.10646138340234756, "m": 0.5 } ] }, { "epoch": 130, "train_loss": 0.7789307236671448, "val_loss": 0.8524491190910339, "acc": 71.61, "time": 263.69944378999935, "param": [ { "p": 0.07006954401731491, "m": 0.5 }, { "p": 0.04291565343737602, "m": 0.5 }, { "p": 0.18825280666351318, "m": 0.5 }, { "p": 0.06364211440086365, "m": 0.13059675693511963 }, { "p": 0.05157770216464996, "m": 0.11032549291849136 }, { "p": 0.029025541618466377, "m": 0.10693326592445374 }, { "p": 0.05463487282395363, "m": 0.3256443738937378 }, { "p": 0.03476307913661003, "m": 0.20705066621303558 }, { "p": 0.030345022678375244, "m": 0.8199650645256042 }, { "p": 0.04884535074234009, "m": 0.908490777015686 }, { "p": 0.06797172874212265, "m": 0.8725906014442444 }, { "p": 0.07508105784654617, "m": 1.0 }, { "p": 0.14557257294654846, "m": 0.5 }, { "p": 0.09730290621519089, "m": 0.5 } ] }, { "epoch": 131, "train_loss": 0.9901983737945557, "val_loss": 0.9130731821060181, "acc": 71.74, "time": 263.3570845169961, "param": [ { "p": 0.07171996682882309, "m": 0.5 }, { "p": 0.0387992262840271, "m": 0.5 }, { "p": 0.18467362225055695, "m": 0.5 }, { "p": 0.06683483719825745, "m": 0.11230581253767014 }, { "p": 0.04890492558479309, "m": 0.11863158643245697 }, { "p": 0.031318243592977524, "m": 0.10000000149011612 }, { "p": 0.04673853889107704, "m": 0.26612183451652527 }, { "p": 0.04075799509882927, "m": 0.20820939540863037 }, { "p": 0.02748502790927887, "m": 0.8255842924118042 }, { "p": 0.04516349732875824, "m": 0.8771647810935974 }, { "p": 0.07546564936637878, "m": 0.8926026225090027 }, { "p": 0.07777620851993561, "m": 0.9829920530319214 }, { "p": 0.1455167829990387, "m": 0.5 }, { "p": 0.09884540736675262, "m": 0.5 } ] }, { "epoch": 132, "train_loss": 1.2507253885269165, "val_loss": 0.8398150205612183, "acc": 70.9, "time": 268.38494683400495, "param": [ { "p": 0.0719386413693428, "m": 0.5 }, { "p": 0.03212502971291542, "m": 0.5 }, { "p": 0.1858828067779541, "m": 0.5 }, { "p": 0.05856176093220711, "m": 0.10000000149011612 }, { "p": 0.04410630092024803, "m": 0.11052479594945908 }, { "p": 0.04284749552607536, "m": 0.10486611723899841 }, { "p": 0.04848555475473404, "m": 0.2518009543418884 }, { "p": 0.054531361907720566, "m": 0.20325380563735962 }, { "p": 0.02739664725959301, "m": 0.8224601745605469 }, { "p": 0.046504318714141846, "m": 0.8818905353546143 }, { "p": 0.06880953907966614, "m": 0.8577585220336914 }, { "p": 0.07125218212604523, "m": 1.0 }, { "p": 0.14406247437000275, "m": 0.5 }, { "p": 0.10349591076374054, "m": 0.5 } ] }, { "epoch": 133, "train_loss": 1.0775644779205322, "val_loss": 1.000781774520874, "acc": 72.52, "time": 267.4092244959975, "param": [ { "p": 0.08247002959251404, "m": 0.5 }, { "p": 0.010207898914813995, "m": 0.5 }, { "p": 0.20479269325733185, "m": 0.5 }, { "p": 0.014732993207871914, "m": 0.11240893602371216 }, { "p": 0.05452452972531319, "m": 0.12444732338190079 }, { "p": 0.06850311905145645, "m": 0.12091371417045593 }, { "p": 0.06380486488342285, "m": 0.2614811956882477 }, { "p": 0.04712564870715141, "m": 0.1881076544523239 }, { "p": 0.006419651675969362, "m": 0.8038942217826843 }, { "p": 0.04114123433828354, "m": 0.8750831484794617 }, { "p": 0.06044941768050194, "m": 0.822166919708252 }, { "p": 0.06302914023399353, "m": 0.995247483253479 }, { "p": 0.16060616075992584, "m": 0.5 }, { "p": 0.1221926361322403, "m": 0.5 } ] }, { "epoch": 134, "train_loss": 1.0279581546783447, "val_loss": 0.8606703281402588, "acc": 71.33, "time": 268.7943095090013, "param": [ { "p": 0.07434582710266113, "m": 0.5 }, { "p": 0.031721845269203186, "m": 0.5 }, { "p": 0.20732535421848297, "m": 0.5 }, { "p": 0.052957791835069656, "m": 0.1190621554851532 }, { "p": 0.059494491666555405, "m": 0.21201476454734802 }, { "p": 0.043995313346385956, "m": 0.23828795552253723 }, { "p": 0.066883385181427, "m": 0.20855967700481415 }, { "p": 0.05469842627644539, "m": 0.18342271447181702 }, { "p": 0.0007141916430555284, "m": 0.7968904972076416 }, { "p": 0.028668241575360298, "m": 0.8799042105674744 }, { "p": 0.051642388105392456, "m": 0.8164539337158203 }, { "p": 0.04375329986214638, "m": 0.9790185689926147 }, { "p": 0.15907227993011475, "m": 0.5 }, { "p": 0.12472718954086304, "m": 0.5 } ] }, { "epoch": 135, "train_loss": 0.9396642446517944, "val_loss": 0.8472856283187866, "acc": 70.51, "time": 270.4134044859966, "param": [ { "p": 0.06966376304626465, "m": 0.5 }, { "p": 0.04366657882928848, "m": 0.5 }, { "p": 0.2099006175994873, "m": 0.5 }, { "p": 0.05554936081171036, "m": 0.10000000149011612 }, { "p": 0.054165661334991455, "m": 0.22369539737701416 }, { "p": 0.033700160682201385, "m": 0.2255977988243103 }, { "p": 0.05633717402815819, "m": 0.20393815636634827 }, { "p": 0.02412511222064495, "m": 0.18259546160697937 }, { "p": 0.04938448965549469, "m": 0.781893789768219 }, { "p": 0.027516912668943405, "m": 0.9198460578918457 }, { "p": 0.06034771353006363, "m": 0.7810243964195251 }, { "p": 0.0327356718480587, "m": 0.9906840324401855 }, { "p": 0.16032174229621887, "m": 0.5 }, { "p": 0.12258507311344147, "m": 0.5 } ] }, { "epoch": 136, "train_loss": 1.3350906372070312, "val_loss": 0.7630347013473511, "acc": 71.39, "time": 267.6133125289998, "param": [ { "p": 0.0715251937508583, "m": 0.5 }, { "p": 0.04381382465362549, "m": 0.5 }, { "p": 0.21021109819412231, "m": 0.5 }, { "p": 0.050729233771562576, "m": 0.10000000149011612 }, { "p": 0.04806211218237877, "m": 0.19701644778251648 }, { "p": 0.026643414050340652, "m": 0.2622859477996826 }, { "p": 0.05773117393255234, "m": 0.22875885665416718 }, { "p": 0.026288213208317757, "m": 0.19210977852344513 }, { "p": 0.05553535744547844, "m": 0.8179523348808289 }, { "p": 0.04527666047215462, "m": 0.9318810105323792 }, { "p": 0.05162368714809418, "m": 0.7574129104614258 }, { "p": 0.031579047441482544, "m": 1.0 }, { "p": 0.15821368992328644, "m": 0.5 }, { "p": 0.12276735156774521, "m": 0.5 } ] }, { "epoch": 137, "train_loss": 1.243849754333496, "val_loss": 0.8179145455360413, "acc": 70.93, "time": 265.378568250002, "param": [ { "p": 0.08392241597175598, "m": 0.5 }, { "p": 0.03563252463936806, "m": 0.5 }, { "p": 0.23799555003643036, "m": 0.5 }, { "p": 0.04960900545120239, "m": 0.10000000149011612 }, { "p": 0.023361237719655037, "m": 0.18094760179519653 }, { "p": 0.029226528480648994, "m": 0.2743961215019226 }, { "p": 0.06464748084545135, "m": 0.26973405480384827 }, { "p": 0.008960038423538208, "m": 0.1879490613937378 }, { "p": 0.05649171769618988, "m": 0.8220252394676208 }, { "p": 0.04365963861346245, "m": 0.9241600036621094 }, { "p": 0.043488819152116776, "m": 0.7330514192581177 }, { "p": 0.0007186928414739668, "m": 1.0 }, { "p": 0.17825090885162354, "m": 0.5 }, { "p": 0.1440354436635971, "m": 0.5 } ] }, { "epoch": 138, "train_loss": 0.9640110731124878, "val_loss": 0.917267918586731, "acc": 72.71, "time": 263.50161958199897, "param": [ { "p": 0.09290304780006409, "m": 0.5 }, { "p": 0.02772814966738224, "m": 0.5 }, { "p": 0.2593030631542206, "m": 0.5 }, { "p": 0.040053561329841614, "m": 0.10000000149011612 }, { "p": 0.0007113749743439257, "m": 0.19481542706489563 }, { "p": 0.01564219780266285, "m": 0.3019440174102783 }, { "p": 0.061392899602651596, "m": 0.26574137806892395 }, { "p": 0.012852843850851059, "m": 0.1858009696006775 }, { "p": 0.04957985877990723, "m": 0.8475468158721924 }, { "p": 0.04098106920719147, "m": 0.9438871741294861 }, { "p": 0.04432731494307518, "m": 0.7037774324417114 }, { "p": 0.0011646660277619958, "m": 1.0 }, { "p": 0.1940132975578308, "m": 0.5 }, { "p": 0.1593465954065323, "m": 0.5 } ] }, { "epoch": 139, "train_loss": 1.1269198656082153, "val_loss": 1.0079292058944702, "acc": 71.18, "time": 238.25941776900436, "param": [ { "p": 0.09415121376514435, "m": 0.5 }, { "p": 0.008745700120925903, "m": 0.5 }, { "p": 0.2568165063858032, "m": 0.5 }, { "p": 0.03470108285546303, "m": 0.10000000149011612 }, { "p": 0.03563500940799713, "m": 0.1907254308462143 }, { "p": 0.019194068387150764, "m": 0.3136758506298065 }, { "p": 0.047979686409235, "m": 0.2902795970439911 }, { "p": 0.024792276322841644, "m": 0.19221559166908264 }, { "p": 0.0497858002781868, "m": 0.836642324924469 }, { "p": 0.028610562905669212, "m": 0.9557331204414368 }, { "p": 0.04320845007896423, "m": 0.6907445192337036 }, { "p": 0.0007052637520246208, "m": 0.991860568523407 }, { "p": 0.19275446236133575, "m": 0.5 }, { "p": 0.16291993856430054, "m": 0.5 } ] }, { "epoch": 140, "train_loss": 1.1337358951568604, "val_loss": 0.9294624328613281, "acc": 72.13, "time": 253.00865015999443, "param": [ { "p": 0.07960701733827591, "m": 0.5 }, { "p": 0.023736361414194107, "m": 0.5 }, { "p": 0.22091321647167206, "m": 0.5 }, { "p": 0.06230758875608444, "m": 0.12514853477478027 }, { "p": 0.04820486158132553, "m": 0.19871537387371063 }, { "p": 0.029944688081741333, "m": 0.3216015100479126 }, { "p": 0.04409246891736984, "m": 0.30025506019592285 }, { "p": 0.05500330403447151, "m": 0.19672517478466034 }, { "p": 0.03247061371803284, "m": 0.8184494972229004 }, { "p": 0.03255109488964081, "m": 0.9474340081214905 }, { "p": 0.05006611719727516, "m": 0.7399085760116577 }, { "p": 0.01332102995365858, "m": 0.9810619354248047 }, { "p": 0.16473928093910217, "m": 0.5 }, { "p": 0.14304226636886597, "m": 0.5 } ] }, { "epoch": 141, "train_loss": 1.158211588859558, "val_loss": 0.91470867395401, "acc": 71.37, "time": 259.508400642997, "param": [ { "p": 0.07004765421152115, "m": 0.5 }, { "p": 0.03064497746527195, "m": 0.5 }, { "p": 0.21082016825675964, "m": 0.5 }, { "p": 0.05706818401813507, "m": 0.15814340114593506 }, { "p": 0.055663492530584335, "m": 0.21410849690437317 }, { "p": 0.04315701499581337, "m": 0.3243013024330139 }, { "p": 0.03549862280488014, "m": 0.28916284441947937 }, { "p": 0.05704818665981293, "m": 0.18873731791973114 }, { "p": 0.03660991042852402, "m": 0.7955695390701294 }, { "p": 0.0423152782022953, "m": 0.9396201372146606 }, { "p": 0.059715185314416885, "m": 0.742390513420105 }, { "p": 0.01830068975687027, "m": 0.9797906279563904 }, { "p": 0.15380394458770752, "m": 0.5 }, { "p": 0.1293066442012787, "m": 0.5 } ] }, { "epoch": 142, "train_loss": 1.3684415817260742, "val_loss": 0.9456018209457397, "acc": 72.09, "time": 262.0523162630052, "param": [ { "p": 0.06802158802747726, "m": 0.5 }, { "p": 0.011188071221113205, "m": 0.5 }, { "p": 0.21299099922180176, "m": 0.5 }, { "p": 0.047464918345212936, "m": 0.20668883621692657 }, { "p": 0.06929341703653336, "m": 0.22332806885242462 }, { "p": 0.056955914944410324, "m": 0.3132844567298889 }, { "p": 0.05058828741312027, "m": 0.3002358376979828 }, { "p": 0.051030222326517105, "m": 0.2075076401233673 }, { "p": 0.044936470687389374, "m": 0.7571818232536316 }, { "p": 0.035361502319574356, "m": 0.9583173990249634 }, { "p": 0.03929485008120537, "m": 0.7445862293243408 }, { "p": 0.025650152936577797, "m": 0.9824795126914978 }, { "p": 0.15407471358776093, "m": 0.5 }, { "p": 0.13314887881278992, "m": 0.5 } ] }, { "epoch": 143, "train_loss": 1.2313786745071411, "val_loss": 0.6815536618232727, "acc": 71.29, "time": 265.88264608699683, "param": [ { "p": 0.06996333599090576, "m": 0.5 }, { "p": 0.017184583470225334, "m": 0.5 }, { "p": 0.2294171005487442, "m": 0.5 }, { "p": 0.04844709485769272, "m": 0.2450474053621292 }, { "p": 0.09163762629032135, "m": 0.23771823942661285 }, { "p": 0.06647448241710663, "m": 0.29859286546707153 }, { "p": 0.061167292296886444, "m": 0.3021473288536072 }, { "p": 0.03264036402106285, "m": 0.21833796799182892 }, { "p": 0.028544597327709198, "m": 0.7602101564407349 }, { "p": 0.004704378079622984, "m": 0.956046998500824 }, { "p": 0.022245610132813454, "m": 0.7724564075469971 }, { "p": 0.0035047277342528105, "m": 0.9800516366958618 }, { "p": 0.17476597428321838, "m": 0.5 }, { "p": 0.14930285513401031, "m": 0.5 } ] }, { "epoch": 144, "train_loss": 1.3312686681747437, "val_loss": 0.7830691337585449, "acc": 72.9, "time": 253.11448185200425, "param": [ { "p": 0.06481637060642242, "m": 0.5 }, { "p": 0.02142983488738537, "m": 0.5 }, { "p": 0.23003168404102325, "m": 0.5 }, { "p": 0.0399712435901165, "m": 0.29126498103141785 }, { "p": 0.09028755873441696, "m": 0.23960068821907043 }, { "p": 0.0548778660595417, "m": 0.26707661151885986 }, { "p": 0.045787472277879715, "m": 0.30278077721595764 }, { "p": 0.00803609099239111, "m": 0.22587557137012482 }, { "p": 0.02286459319293499, "m": 0.771706223487854 }, { "p": 0.028934959322214127, "m": 0.9645441174507141 }, { "p": 0.03493601828813553, "m": 0.7918829917907715 }, { "p": 0.03364107012748718, "m": 0.9727519750595093 }, { "p": 0.17443987727165222, "m": 0.5 }, { "p": 0.14994536340236664, "m": 0.5 } ] }, { "epoch": 145, "train_loss": 1.2685633897781372, "val_loss": 0.8757472634315491, "acc": 71.69, "time": 247.97650392200012, "param": [ { "p": 0.05735345557332039, "m": 0.5 }, { "p": 0.028799723833799362, "m": 0.5 }, { "p": 0.22731050848960876, "m": 0.5 }, { "p": 0.02615342102944851, "m": 0.2996012270450592 }, { "p": 0.08490737527608871, "m": 0.18216988444328308 }, { "p": 0.05118897929787636, "m": 0.23455795645713806 }, { "p": 0.02815396711230278, "m": 0.28944098949432373 }, { "p": 0.0026482841931283474, "m": 0.2171725034713745 }, { "p": 0.020984653383493423, "m": 0.7737864255905151 }, { "p": 0.0442955307662487, "m": 0.9730974435806274 }, { "p": 0.036703500896692276, "m": 0.7926066517829895 }, { "p": 0.0654822289943695, "m": 0.9817954897880554 }, { "p": 0.17535066604614258, "m": 0.5 }, { "p": 0.1506677120923996, "m": 0.5 } ] }, { "epoch": 146, "train_loss": 1.0372620820999146, "val_loss": 0.9550245404243469, "acc": 71.68, "time": 248.50368492899725, "param": [ { "p": 0.06188952550292015, "m": 0.5 }, { "p": 0.02243727445602417, "m": 0.5 }, { "p": 0.24121317267417908, "m": 0.5 }, { "p": 0.008133959956467152, "m": 0.2646248936653137 }, { "p": 0.08006229251623154, "m": 0.12984102964401245 }, { "p": 0.02962421253323555, "m": 0.2133289873600006 }, { "p": 0.0007129914592951536, "m": 0.2611900866031647 }, { "p": 0.024682428687810898, "m": 0.20896117389202118 }, { "p": 0.02103782258927822, "m": 0.7668426632881165 }, { "p": 0.055679965764284134, "m": 0.9949682950973511 }, { "p": 0.03573251888155937, "m": 0.8122838735580444 }, { "p": 0.07667440176010132, "m": 0.9436134696006775 }, { "p": 0.18437343835830688, "m": 0.5 }, { "p": 0.15774603188037872, "m": 0.5 } ] }, { "epoch": 147, "train_loss": 1.0571129322052002, "val_loss": 0.7289209365844727, "acc": 71.83, "time": 240.55518759099505, "param": [ { "p": 0.06075010821223259, "m": 0.5 }, { "p": 0.02207270823419094, "m": 0.5 }, { "p": 0.24431158602237701, "m": 0.5 }, { "p": 0.013784408569335938, "m": 0.26213493943214417 }, { "p": 0.07322247326374054, "m": 0.10000000149011612 }, { "p": 0.041936084628105164, "m": 0.16991257667541504 }, { "p": 0.0018357440130785108, "m": 0.25595444440841675 }, { "p": 0.017774146050214767, "m": 0.19811849296092987 }, { "p": 0.016104446724057198, "m": 0.7701722383499146 }, { "p": 0.043523646891117096, "m": 1.0 }, { "p": 0.03840240463614464, "m": 0.8362372517585754 }, { "p": 0.08205385506153107, "m": 0.9128283262252808 }, { "p": 0.18414880335330963, "m": 0.5 }, { "p": 0.16007961332798004, "m": 0.5 } ] }, { "epoch": 148, "train_loss": 1.0919320583343506, "val_loss": 0.9278603792190552, "acc": 72.12, "time": 256.17361088300095, "param": [ { "p": 0.06383228302001953, "m": 0.5 }, { "p": 0.0069515286013484, "m": 0.5 }, { "p": 0.23355136811733246, "m": 0.5 }, { "p": 0.04279271140694618, "m": 0.2616790235042572 }, { "p": 0.07089581340551376, "m": 0.10152864456176758 }, { "p": 0.0351695641875267, "m": 0.13088147342205048 }, { "p": 0.006302272900938988, "m": 0.2582038938999176 }, { "p": 0.009579128585755825, "m": 0.2144981324672699 }, { "p": 0.03991479426622391, "m": 0.7469460368156433 }, { "p": 0.02835233509540558, "m": 0.996878445148468 }, { "p": 0.0626734122633934, "m": 0.8285785913467407 }, { "p": 0.07754889875650406, "m": 0.9107974171638489 }, { "p": 0.17327572405338287, "m": 0.5 }, { "p": 0.1491602659225464, "m": 0.5 } ] }, { "epoch": 149, "train_loss": 1.3228307962417603, "val_loss": 0.7173948287963867, "acc": 71.47, "time": 252.29500302100496, "param": [ { "p": 0.059178758412599564, "m": 0.5 }, { "p": 0.019438089802861214, "m": 0.5 }, { "p": 0.2108631730079651, "m": 0.5 }, { "p": 0.024624494835734367, "m": 0.251718133687973 }, { "p": 0.06470412760972977, "m": 0.10000000149011612 }, { "p": 0.025719910860061646, "m": 0.13032804429531097 }, { "p": 0.0288341473788023, "m": 0.24874120950698853 }, { "p": 0.0671670064330101, "m": 0.2591305077075958 }, { "p": 0.04299651086330414, "m": 0.718431293964386 }, { "p": 0.031043678522109985, "m": 0.9967968463897705 }, { "p": 0.05592329427599907, "m": 0.8284809589385986 }, { "p": 0.07133925706148148, "m": 0.9153651595115662 }, { "p": 0.1609368771314621, "m": 0.5 }, { "p": 0.13723070919513702, "m": 0.5 } ] }, { "epoch": 150, "train_loss": 1.1022686958312988, "val_loss": 0.9164723753929138, "acc": 71.88, "time": 274.670663101002, "param": [ { "p": 0.04842069745063782, "m": 0.5 }, { "p": 0.03498050197958946, "m": 0.5 }, { "p": 0.2078712433576584, "m": 0.5 }, { "p": 0.024736441671848297, "m": 0.24443455040454865 }, { "p": 0.06189553439617157, "m": 0.10000000149011612 }, { "p": 0.026234740391373634, "m": 0.1120423898100853 }, { "p": 0.03685391694307327, "m": 0.26434653997421265 }, { "p": 0.08333905041217804, "m": 0.23649026453495026 }, { "p": 0.03198018670082092, "m": 0.6879846453666687 }, { "p": 0.022985707968473434, "m": 1.0 }, { "p": 0.044926274567842484, "m": 0.8618842363357544 }, { "p": 0.06659310311079025, "m": 0.931056559085846 }, { "p": 0.16710713505744934, "m": 0.5 }, { "p": 0.14207549393177032, "m": 0.5 } ] }, { "epoch": 151, "train_loss": 1.164945125579834, "val_loss": 0.9679253101348877, "acc": 71.62, "time": 264.40874017900205, "param": [ { "p": 0.05261242017149925, "m": 0.5 }, { "p": 0.023214111104607582, "m": 0.5 }, { "p": 0.19918201863765717, "m": 0.5 }, { "p": 0.041768185794353485, "m": 0.2681533396244049 }, { "p": 0.04763554036617279, "m": 0.10000000149011612 }, { "p": 0.03808020055294037, "m": 0.1015370711684227 }, { "p": 0.03274115175008774, "m": 0.29610005021095276 }, { "p": 0.0835467278957367, "m": 0.1945330947637558 }, { "p": 0.03582114353775978, "m": 0.7094155550003052 }, { "p": 0.050472699105739594, "m": 0.9907833933830261 }, { "p": 0.052041564136743546, "m": 0.8393721580505371 }, { "p": 0.06058491766452789, "m": 0.9094952344894409 }, { "p": 0.14757773280143738, "m": 0.5 }, { "p": 0.13472165167331696, "m": 0.5 } ] }, { "epoch": 152, "train_loss": 1.1341413259506226, "val_loss": 0.906836748123169, "acc": 71.69, "time": 273.25030129600054, "param": [ { "p": 0.061823710799217224, "m": 0.5 }, { "p": 0.02623133547604084, "m": 0.5 }, { "p": 0.2006588876247406, "m": 0.5 }, { "p": 0.03820601850748062, "m": 0.2456216663122177 }, { "p": 0.0283754151314497, "m": 0.10402877628803253 }, { "p": 0.050392575562000275, "m": 0.10000000149011612 }, { "p": 0.030802898108959198, "m": 0.3261379301548004 }, { "p": 0.08252967894077301, "m": 0.16124488413333893 }, { "p": 0.043042801320552826, "m": 0.714741051197052 }, { "p": 0.0681428387761116, "m": 0.9975184202194214 }, { "p": 0.027715643867850304, "m": 0.8861889839172363 }, { "p": 0.0596664659678936, "m": 0.9354258179664612 }, { "p": 0.1467035710811615, "m": 0.5 }, { "p": 0.13570815324783325, "m": 0.5 } ] }, { "epoch": 153, "train_loss": 1.0412970781326294, "val_loss": 0.8649685978889465, "acc": 72.32, "time": 267.1938599319983, "param": [ { "p": 0.06562463194131851, "m": 0.5 }, { "p": 0.016486207023262978, "m": 0.5 }, { "p": 0.1897171586751938, "m": 0.5 }, { "p": 0.011656529270112514, "m": 0.26556313037872314 }, { "p": 0.032803650945425034, "m": 0.10975628346204758 }, { "p": 0.059066273272037506, "m": 0.10502932965755463 }, { "p": 0.03923693299293518, "m": 0.325688898563385 }, { "p": 0.09147077053785324, "m": 0.12007424980401993 }, { "p": 0.04566967487335205, "m": 0.7445092797279358 }, { "p": 0.047192130237817764, "m": 0.9156356453895569 }, { "p": 0.05689674988389015, "m": 0.8896818161010742 }, { "p": 0.05507753789424896, "m": 0.9468970894813538 }, { "p": 0.147952139377594, "m": 0.5 }, { "p": 0.14114974439144135, "m": 0.5 } ] }, { "epoch": 154, "train_loss": 1.2209562063217163, "val_loss": 0.8065351843833923, "acc": 72.69, "time": 269.98249495400523, "param": [ { "p": 0.06195882335305214, "m": 0.5 }, { "p": 0.028492314741015434, "m": 0.5 }, { "p": 0.17484787106513977, "m": 0.5 }, { "p": 0.042989831417798996, "m": 0.2657258212566376 }, { "p": 0.036106210201978683, "m": 0.11240915954113007 }, { "p": 0.0510505773127079, "m": 0.11074530333280563 }, { "p": 0.047625139355659485, "m": 0.295871764421463 }, { "p": 0.09201426804065704, "m": 0.14547058939933777 }, { "p": 0.04666837304830551, "m": 0.702335000038147 }, { "p": 0.04708876833319664, "m": 0.9149952530860901 }, { "p": 0.05350080132484436, "m": 0.8665398359298706 }, { "p": 0.04932313784956932, "m": 0.9219838380813599 }, { "p": 0.1368061900138855, "m": 0.5 }, { "p": 0.13152769207954407, "m": 0.5 } ] }, { "epoch": 155, "train_loss": 0.8425916433334351, "val_loss": 0.8058986067771912, "acc": 72.34, "time": 254.70212286899914, "param": [ { "p": 0.053276028484106064, "m": 0.5 }, { "p": 0.016241222620010376, "m": 0.5 }, { "p": 0.18154633045196533, "m": 0.5 }, { "p": 0.08995664119720459, "m": 0.23779307305812836 }, { "p": 0.03965369984507561, "m": 0.11939083784818649 }, { "p": 0.06782029569149017, "m": 0.15228572487831116 }, { "p": 0.0661650076508522, "m": 0.22708760201931 }, { "p": 0.10350172221660614, "m": 0.16795668005943298 }, { "p": 0.0020256752613931894, "m": 0.6803884506225586 }, { "p": 0.038350000977516174, "m": 0.888576328754425 }, { "p": 0.03226872533559799, "m": 0.8173877000808716 }, { "p": 0.03394530341029167, "m": 0.9094563126564026 }, { "p": 0.14079609513282776, "m": 0.5 }, { "p": 0.1344531774520874, "m": 0.5 } ] }, { "epoch": 156, "train_loss": 0.905016303062439, "val_loss": 0.9383353590965271, "acc": 72.32, "time": 278.6998463100026, "param": [ { "p": 0.04041634127497673, "m": 0.5 }, { "p": 0.004350734408944845, "m": 0.5 }, { "p": 0.20014232397079468, "m": 0.5 }, { "p": 0.10558205842971802, "m": 0.2546388506889343 }, { "p": 0.03127025440335274, "m": 0.11605679243803024 }, { "p": 0.08415522426366806, "m": 0.13091139495372772 }, { "p": 0.06549322605133057, "m": 0.23704583942890167 }, { "p": 0.10330556333065033, "m": 0.15345755219459534 }, { "p": 0.0007139512454159558, "m": 0.669186532497406 }, { "p": 0.017997322604060173, "m": 0.8607653379440308 }, { "p": 0.002744430210441351, "m": 0.810425877571106 }, { "p": 0.016673363745212555, "m": 0.9228290319442749 }, { "p": 0.16819573938846588, "m": 0.5 }, { "p": 0.15895947813987732, "m": 0.5 } ] }, { "epoch": 157, "train_loss": 0.9123766422271729, "val_loss": 0.8824153542518616, "acc": 72.12, "time": 270.9009370490021, "param": [ { "p": 0.02452578768134117, "m": 0.5 }, { "p": 0.04962573200464249, "m": 0.5 }, { "p": 0.19659006595611572, "m": 0.5 }, { "p": 0.10943268984556198, "m": 0.24673637747764587 }, { "p": 0.010476340539753437, "m": 0.10227330774068832 }, { "p": 0.08092561364173889, "m": 0.12511767446994781 }, { "p": 0.06551690399646759, "m": 0.22798335552215576 }, { "p": 0.09440688788890839, "m": 0.12658245861530304 }, { "p": 0.00225266395136714, "m": 0.664441704750061 }, { "p": 0.000704158388543874, "m": 0.8379952311515808 }, { "p": 0.012921019457280636, "m": 0.802207887172699 }, { "p": 0.02135404385626316, "m": 0.9292907118797302 }, { "p": 0.1657344549894333, "m": 0.5 }, { "p": 0.1655336618423462, "m": 0.5 } ] }, { "epoch": 158, "train_loss": 1.3651798963546753, "val_loss": 0.7541306018829346, "acc": 70.98, "time": 267.71076397100114, "param": [ { "p": 0.03128216415643692, "m": 0.5 }, { "p": 0.042143695056438446, "m": 0.5 }, { "p": 0.18699021637439728, "m": 0.5 }, { "p": 0.09356804192066193, "m": 0.2676841616630554 }, { "p": 0.014046813361346722, "m": 0.11639601737260818 }, { "p": 0.07554730027914047, "m": 0.13196150958538055 }, { "p": 0.05177607387304306, "m": 0.21416258811950684 }, { "p": 0.0858258306980133, "m": 0.10000000149011612 }, { "p": 0.03790191188454628, "m": 0.6605780720710754 }, { "p": 0.005649677477777004, "m": 0.8422898054122925 }, { "p": 0.01381249725818634, "m": 0.8113018870353699 }, { "p": 0.0562642402946949, "m": 0.9141538143157959 }, { "p": 0.15237464010715485, "m": 0.5 }, { "p": 0.1528170108795166, "m": 0.5 } ] }, { "epoch": 159, "train_loss": 1.119064211845398, "val_loss": 0.8957408666610718, "acc": 71.75, "time": 273.9313933949961, "param": [ { "p": 0.034004174172878265, "m": 0.5 }, { "p": 0.02796723134815693, "m": 0.5 }, { "p": 0.18463197350502014, "m": 0.5 }, { "p": 0.08936382085084915, "m": 0.2607068419456482 }, { "p": 0.010694206692278385, "m": 0.10506348311901093 }, { "p": 0.0718710869550705, "m": 0.10837262123823166 }, { "p": 0.05230315029621124, "m": 0.2202719748020172 }, { "p": 0.08711864799261093, "m": 0.10087379068136215 }, { "p": 0.03498629853129387, "m": 0.6576389074325562 }, { "p": 0.03338230401277542, "m": 0.8333617448806763 }, { "p": 0.000718266936019063, "m": 0.8706199526786804 }, { "p": 0.06203877180814743, "m": 0.9048039317131042 }, { "p": 0.15201161801815033, "m": 0.5 }, { "p": 0.1589083969593048, "m": 0.5 } ] }, { "epoch": 160, "train_loss": 1.2138731479644775, "val_loss": 0.9201404452323914, "acc": 71.58, "time": 268.1781766610002, "param": [ { "p": 0.02180524729192257, "m": 0.5 }, { "p": 0.0055968076921999454, "m": 0.5 }, { "p": 0.1810208112001419, "m": 0.5 }, { "p": 0.09495595842599869, "m": 0.263849139213562 }, { "p": 0.003164503024891019, "m": 0.10051998496055603 }, { "p": 0.06219623610377312, "m": 0.10000000149011612 }, { "p": 0.059725672006607056, "m": 0.18482011556625366 }, { "p": 0.08207929879426956, "m": 0.10112683475017548 }, { "p": 0.02147672325372696, "m": 0.6683018207550049 }, { "p": 0.034909628331661224, "m": 0.8556807637214661 }, { "p": 0.04168585315346718, "m": 0.877310574054718 }, { "p": 0.062375735491514206, "m": 0.9304268956184387 }, { "p": 0.15607638657093048, "m": 0.5 }, { "p": 0.17293111979961395, "m": 0.5 } ] }, { "epoch": 161, "train_loss": 0.9138364195823669, "val_loss": 0.8909810781478882, "acc": 70.72, "time": 257.6576368410024, "param": [ { "p": 0.05669962242245674, "m": 0.5 }, { "p": 0.04302200675010681, "m": 0.5 }, { "p": 0.13929274678230286, "m": 0.5 }, { "p": 0.09046568721532822, "m": 0.2771151065826416 }, { "p": 0.13111111521720886, "m": 0.11158173531293869 }, { "p": 0.009560611099004745, "m": 0.10000000149011612 }, { "p": 0.04578327387571335, "m": 0.157427117228508 }, { "p": 0.03901229053735733, "m": 0.1461150199174881 }, { "p": 0.04676327481865883, "m": 0.6654634475708008 }, { "p": 0.04664751514792442, "m": 0.8830009698867798 }, { "p": 0.04758920893073082, "m": 0.8851903080940247 }, { "p": 0.05551980808377266, "m": 0.9387816190719604 }, { "p": 0.11252063512802124, "m": 0.5 }, { "p": 0.13601213693618774, "m": 0.5 } ] }, { "epoch": 162, "train_loss": 1.1416232585906982, "val_loss": 0.8003271818161011, "acc": 71.52, "time": 249.112661000996, "param": [ { "p": 0.06651526689529419, "m": 0.5 }, { "p": 0.04102407768368721, "m": 0.5 }, { "p": 0.1280236542224884, "m": 0.5 }, { "p": 0.09135574102401733, "m": 0.23730136454105377 }, { "p": 0.1682061403989792, "m": 0.12959487736225128 }, { "p": 0.0022998114582151175, "m": 0.10000000149011612 }, { "p": 0.040124792605638504, "m": 0.15970443189144135 }, { "p": 0.03165047615766525, "m": 0.16105543076992035 }, { "p": 0.04936878755688667, "m": 0.672602117061615 }, { "p": 0.04848404601216316, "m": 0.8763580322265625 }, { "p": 0.0500619001686573, "m": 0.878125786781311 }, { "p": 0.03834150359034538, "m": 0.928688645362854 }, { "p": 0.10143920034170151, "m": 0.5 }, { "p": 0.14310458302497864, "m": 0.5 } ] }, { "epoch": 163, "train_loss": 0.9269049763679504, "val_loss": 0.852897584438324, "acc": 71.58, "time": 255.44555444700381, "param": [ { "p": 0.05661522597074509, "m": 0.5 }, { "p": 0.036043427884578705, "m": 0.5 }, { "p": 0.14070555567741394, "m": 0.5 }, { "p": 0.08594769239425659, "m": 0.1659708470106125 }, { "p": 0.15973150730133057, "m": 0.22182489931583405 }, { "p": 0.023132450878620148, "m": 0.10000000149011612 }, { "p": 0.02187759429216385, "m": 0.15624387562274933 }, { "p": 0.03844474256038666, "m": 0.16737160086631775 }, { "p": 0.06006937101483345, "m": 0.6679532527923584 }, { "p": 0.04687587916851044, "m": 0.9235433340072632 }, { "p": 0.05029136687517166, "m": 0.8238584995269775 }, { "p": 0.04993561655282974, "m": 0.9436230659484863 }, { "p": 0.10181447863578796, "m": 0.5 }, { "p": 0.12851502001285553, "m": 0.5 } ] }, { "epoch": 164, "train_loss": 1.1131559610366821, "val_loss": 0.9501286149024963, "acc": 71.67, "time": 241.46763461299997, "param": [ { "p": 0.06808333098888397, "m": 0.5 }, { "p": 0.01782403513789177, "m": 0.5 }, { "p": 0.14580361545085907, "m": 0.5 }, { "p": 0.10063787549734116, "m": 0.20010259747505188 }, { "p": 0.17598862946033478, "m": 0.2104153335094452 }, { "p": 0.013106107711791992, "m": 0.10056886076927185 }, { "p": 0.000710920081473887, "m": 0.17444273829460144 }, { "p": 0.01723336987197399, "m": 0.15394163131713867 }, { "p": 0.06393575668334961, "m": 0.6744271516799927 }, { "p": 0.04009884223341942, "m": 0.8961950540542603 }, { "p": 0.03568842262029648, "m": 0.7673459053039551 }, { "p": 0.05079809948801994, "m": 0.981842577457428 }, { "p": 0.12389657646417618, "m": 0.5 }, { "p": 0.1461944282054901, "m": 0.5 } ] }, { "epoch": 165, "train_loss": 1.6429240703582764, "val_loss": 0.9728166460990906, "acc": 71.62, "time": 244.55820809099532, "param": [ { "p": 0.0602734349668026, "m": 0.5 }, { "p": 0.010340629145503044, "m": 0.5 }, { "p": 0.13462096452713013, "m": 0.5 }, { "p": 0.10335053503513336, "m": 0.12347104400396347 }, { "p": 0.18007977306842804, "m": 0.13579587638378143 }, { "p": 0.046581994742155075, "m": 0.10479283332824707 }, { "p": 0.0007176538347266614, "m": 0.17934827506542206 }, { "p": 0.0007176538347266614, "m": 0.18248054385185242 }, { "p": 0.06852113455533981, "m": 0.7040778398513794 }, { "p": 0.014071272686123848, "m": 0.8914930820465088 }, { "p": 0.052029117941856384, "m": 0.7688685059547424 }, { "p": 0.04578984156250954, "m": 0.9991331100463867 }, { "p": 0.1281052529811859, "m": 0.5 }, { "p": 0.15480069816112518, "m": 0.5 } ] }, { "epoch": 166, "train_loss": 1.1139243841171265, "val_loss": 1.0726553201675415, "acc": 70.89, "time": 243.25556166399474, "param": [ { "p": 0.058675479143857956, "m": 0.5 }, { "p": 0.03645524010062218, "m": 0.5 }, { "p": 0.1280631273984909, "m": 0.5 }, { "p": 0.10219906270503998, "m": 0.10000000149011612 }, { "p": 0.17475423216819763, "m": 0.1031242161989212 }, { "p": 0.04714527726173401, "m": 0.12776118516921997 }, { "p": 0.0020474770572036505, "m": 0.1785970777273178 }, { "p": 0.0011727045057341456, "m": 0.1883808672428131 }, { "p": 0.0735018253326416, "m": 0.6676211953163147 }, { "p": 0.005652564112097025, "m": 0.8808040618896484 }, { "p": 0.05517066642642021, "m": 0.7900481820106506 }, { "p": 0.04066722095012665, "m": 1.0 }, { "p": 0.12253595888614655, "m": 0.5 }, { "p": 0.15195925533771515, "m": 0.5 } ] }, { "epoch": 167, "train_loss": 1.0128164291381836, "val_loss": 0.7342043519020081, "acc": 70.69, "time": 238.5659630730006, "param": [ { "p": 0.05927673727273941, "m": 0.5 }, { "p": 0.028493234887719154, "m": 0.5 }, { "p": 0.12360251694917679, "m": 0.5 }, { "p": 0.09393250942230225, "m": 0.10000000149011612 }, { "p": 0.16523100435733795, "m": 0.10237426310777664 }, { "p": 0.06292954087257385, "m": 0.10493208467960358 }, { "p": 0.024899277836084366, "m": 0.18233466148376465 }, { "p": 0.01647312007844448, "m": 0.19463305175304413 }, { "p": 0.0786389485001564, "m": 0.589249849319458 }, { "p": 0.0007188905728980899, "m": 0.8845176100730896 }, { "p": 0.07091107964515686, "m": 0.7788279056549072 }, { "p": 0.021275697275996208, "m": 1.0 }, { "p": 0.10902208834886551, "m": 0.5 }, { "p": 0.14459528028964996, "m": 0.5 } ] }, { "epoch": 168, "train_loss": 1.2766597270965576, "val_loss": 0.846052348613739, "acc": 71.17, "time": 259.3284629990012, "param": [ { "p": 0.06037500128149986, "m": 0.5 }, { "p": 0.03804844245314598, "m": 0.5 }, { "p": 0.14111299812793732, "m": 0.5 }, { "p": 0.08313842862844467, "m": 0.10328511893749237 }, { "p": 0.1548619419336319, "m": 0.1002853661775589 }, { "p": 0.05952715873718262, "m": 0.12269318103790283 }, { "p": 0.01866980828344822, "m": 0.16770097613334656 }, { "p": 0.01832674629986286, "m": 0.18397313356399536 }, { "p": 0.07922620326280594, "m": 0.6167498826980591 }, { "p": 0.03594258055090904, "m": 0.8883979916572571 }, { "p": 0.07539346069097519, "m": 0.7691136598587036 }, { "p": 0.010578148066997528, "m": 0.9995706081390381 }, { "p": 0.09061076492071152, "m": 0.5 }, { "p": 0.13418832421302795, "m": 0.5 } ] }, { "epoch": 169, "train_loss": 1.347286581993103, "val_loss": 0.7268722057342529, "acc": 71.6, "time": 256.01761230700504, "param": [ { "p": 0.06365155428647995, "m": 0.5 }, { "p": 0.025597920641303062, "m": 0.5 }, { "p": 0.13256745040416718, "m": 0.5 }, { "p": 0.09084717184305191, "m": 0.11845909059047699 }, { "p": 0.16788215935230255, "m": 0.13360655307769775 }, { "p": 0.029264114797115326, "m": 0.12794065475463867 }, { "p": 0.01634989306330681, "m": 0.15700672566890717 }, { "p": 0.04047612100839615, "m": 0.19313062727451324 }, { "p": 0.08395367115736008, "m": 0.6116449236869812 }, { "p": 0.004349873401224613, "m": 0.8437910676002502 }, { "p": 0.10320968180894852, "m": 0.773665189743042 }, { "p": 0.011354677379131317, "m": 0.9962606430053711 }, { "p": 0.07843214273452759, "m": 0.5 }, { "p": 0.1520635038614273, "m": 0.5 } ] }, { "epoch": 170, "train_loss": 1.4471428394317627, "val_loss": 0.8545055389404297, "acc": 71.6, "time": 255.72253931999876, "param": [ { "p": 0.06665440648794174, "m": 0.5 }, { "p": 0.0035721759777516127, "m": 0.5 }, { "p": 0.138228639960289, "m": 0.5 }, { "p": 0.08049167692661285, "m": 0.10757621377706528 }, { "p": 0.17326755821704865, "m": 0.11176332086324692 }, { "p": 0.013046258129179478, "m": 0.10737796127796173 }, { "p": 0.02522163651883602, "m": 0.17452403903007507 }, { "p": 0.03459988161921501, "m": 0.18138466775417328 }, { "p": 0.0844055563211441, "m": 0.6166728734970093 }, { "p": 0.020167773589491844, "m": 0.8365877270698547 }, { "p": 0.10922402888536453, "m": 0.8079658150672913 }, { "p": 0.02509428933262825, "m": 0.9954367280006409 }, { "p": 0.0681733638048172, "m": 0.5 }, { "p": 0.1578526794910431, "m": 0.5 } ] }, { "epoch": 171, "train_loss": 1.035657525062561, "val_loss": 0.9163740277290344, "acc": 72.19, "time": 251.93624312700558, "param": [ { "p": 0.0689070001244545, "m": 0.5 }, { "p": 0.012396621517837048, "m": 0.5 }, { "p": 0.13608573377132416, "m": 0.5 }, { "p": 0.05560049042105675, "m": 0.10000000149011612 }, { "p": 0.21104848384857178, "m": 0.13016006350517273 }, { "p": 0.0033973436802625656, "m": 0.10447020828723907 }, { "p": 0.001635055523365736, "m": 0.17649969458580017 }, { "p": 0.037374354898929596, "m": 0.1474442183971405 }, { "p": 0.09211434423923492, "m": 0.6728629469871521 }, { "p": 0.02734432741999626, "m": 0.8030275702476501 }, { "p": 0.12689658999443054, "m": 0.7507367730140686 }, { "p": 0.00198334245942533, "m": 1.0 }, { "p": 0.03081139549612999, "m": 0.5 }, { "p": 0.19440484046936035, "m": 0.5 } ] }, { "epoch": 172, "train_loss": 1.0237435102462769, "val_loss": 0.8079755306243896, "acc": 71.75, "time": 246.90925810299814, "param": [ { "p": 0.06252466887235641, "m": 0.5 }, { "p": 0.021503526717424393, "m": 0.5 }, { "p": 0.11418846249580383, "m": 0.5 }, { "p": 0.04546007141470909, "m": 0.1001199334859848 }, { "p": 0.20353393256664276, "m": 0.10000000149011612 }, { "p": 0.03140859305858612, "m": 0.10081707686185837 }, { "p": 0.009759755805134773, "m": 0.17217448353767395 }, { "p": 0.010116882622241974, "m": 0.1372680515050888 }, { "p": 0.08182291686534882, "m": 0.7096511721611023 }, { "p": 0.034873124212026596, "m": 0.7985116243362427 }, { "p": 0.11381980031728745, "m": 0.7338220477104187 }, { "p": 0.01875052973628044, "m": 1.0 }, { "p": 0.06299500912427902, "m": 0.5 }, { "p": 0.18924278020858765, "m": 0.5 } ] }, { "epoch": 173, "train_loss": 0.9024450182914734, "val_loss": 0.986728847026825, "acc": 71.43, "time": 246.4806124720053, "param": [ { "p": 0.06662400811910629, "m": 0.5 }, { "p": 0.019541747868061066, "m": 0.5 }, { "p": 0.09829601645469666, "m": 0.5 }, { "p": 0.070322185754776, "m": 0.12302501499652863 }, { "p": 0.20633038878440857, "m": 0.10000000149011612 }, { "p": 0.03203760087490082, "m": 0.10000000149011612 }, { "p": 0.0009435450192540884, "m": 0.16190014779567719 }, { "p": 0.0007179390522651374, "m": 0.14301596581935883 }, { "p": 0.08134674280881882, "m": 0.6938211917877197 }, { "p": 0.023241741582751274, "m": 0.8360121846199036 }, { "p": 0.1089809462428093, "m": 0.7480436563491821 }, { "p": 0.0007179390522651374, "m": 0.9986085891723633 }, { "p": 0.09839563071727753, "m": 0.5 }, { "p": 0.1925036460161209, "m": 0.5 } ] }, { "epoch": 174, "train_loss": 1.1694386005401611, "val_loss": 1.2198702096939087, "acc": 71.14, "time": 244.96200853900518, "param": [ { "p": 0.06346536427736282, "m": 0.5 }, { "p": 0.02102859877049923, "m": 0.5 }, { "p": 0.10040302574634552, "m": 0.5 }, { "p": 0.0658910721540451, "m": 0.1463792473077774 }, { "p": 0.16858002543449402, "m": 0.10000000149011612 }, { "p": 0.028547540307044983, "m": 0.10604161769151688 }, { "p": 0.05004548653960228, "m": 0.18342022597789764 }, { "p": 0.04238627105951309, "m": 0.16026587784290314 }, { "p": 0.06253332644701004, "m": 0.6505060195922852 }, { "p": 0.0566561184823513, "m": 0.8438644409179688 }, { "p": 0.08881396055221558, "m": 0.7960419654846191 }, { "p": 0.0021183013450354338, "m": 1.0 }, { "p": 0.08988768607378006, "m": 0.5 }, { "p": 0.15964330732822418, "m": 0.5 } ] }, { "epoch": 175, "train_loss": 0.7207485437393188, "val_loss": 0.8022456169128418, "acc": 70.99, "time": 278.2465219730002, "param": [ { "p": 0.05710413306951523, "m": 0.5 }, { "p": 0.004193285945802927, "m": 0.5 }, { "p": 0.10289739817380905, "m": 0.5 }, { "p": 0.06769634783267975, "m": 0.16132569313049316 }, { "p": 0.17054930329322815, "m": 0.10000000149011612 }, { "p": 0.02236362360417843, "m": 0.10929451137781143 }, { "p": 0.05325894430279732, "m": 0.1330297738313675 }, { "p": 0.03760547190904617, "m": 0.1608213633298874 }, { "p": 0.057204704731702805, "m": 0.6804565787315369 }, { "p": 0.050537560135126114, "m": 0.8999242186546326 }, { "p": 0.08330576866865158, "m": 0.7765044569969177 }, { "p": 0.028540506958961487, "m": 0.9977275729179382 }, { "p": 0.10141827911138535, "m": 0.5 }, { "p": 0.1633247435092926, "m": 0.5 } ] }, { "epoch": 176, "train_loss": 0.8551293611526489, "val_loss": 0.8273621201515198, "acc": 72.37, "time": 273.00500131100125, "param": [ { "p": 0.04200059920549393, "m": 0.5 }, { "p": 0.019351771101355553, "m": 0.5 }, { "p": 0.10368011146783829, "m": 0.5 }, { "p": 0.060739658772945404, "m": 0.16929206252098083 }, { "p": 0.16108490526676178, "m": 0.10000000149011612 }, { "p": 0.045182980597019196, "m": 0.10681932419538498 }, { "p": 0.05621189996600151, "m": 0.1382104754447937 }, { "p": 0.04071073979139328, "m": 0.1935456097126007 }, { "p": 0.05833624303340912, "m": 0.6861633062362671 }, { "p": 0.038817353546619415, "m": 0.9641013145446777 }, { "p": 0.06597176194190979, "m": 0.7976018190383911 }, { "p": 0.04715984687209129, "m": 1.0 }, { "p": 0.10553807765245438, "m": 0.5 }, { "p": 0.1552141159772873, "m": 0.5 } ] }, { "epoch": 177, "train_loss": 1.1432466506958008, "val_loss": 1.006327748298645, "acc": 72.29, "time": 268.7223802829976, "param": [ { "p": 0.03865261375904083, "m": 0.5 }, { "p": 0.014871823601424694, "m": 0.5 }, { "p": 0.10576925426721573, "m": 0.5 }, { "p": 0.04447077587246895, "m": 0.15506702661514282 }, { "p": 0.16618293523788452, "m": 0.10000000149011612 }, { "p": 0.05378011614084244, "m": 0.10000000149011612 }, { "p": 0.04955890402197838, "m": 0.10000000149011612 }, { "p": 0.030928555876016617, "m": 0.204214408993721 }, { "p": 0.054485712200403214, "m": 0.6719236373901367 }, { "p": 0.03865770623087883, "m": 0.984008252620697 }, { "p": 0.06054679676890373, "m": 0.8350827693939209 }, { "p": 0.059866953641176224, "m": 0.998482346534729 }, { "p": 0.11847849935293198, "m": 0.5 }, { "p": 0.16374942660331726, "m": 0.5 } ] }, { "epoch": 178, "train_loss": 1.2683829069137573, "val_loss": 0.9357030391693115, "acc": 71.93, "time": 251.4571582339995, "param": [ { "p": 0.04414374753832817, "m": 0.5 }, { "p": 0.009466055780649185, "m": 0.5 }, { "p": 0.14439994096755981, "m": 0.5 }, { "p": 0.009729703888297081, "m": 0.1298644095659256 }, { "p": 0.1815955638885498, "m": 0.10000000149011612 }, { "p": 0.026790527626872063, "m": 0.10000000149011612 }, { "p": 0.06228554621338844, "m": 0.10000000149011612 }, { "p": 0.000709790620021522, "m": 0.209831103682518 }, { "p": 0.03422505035996437, "m": 0.663596510887146 }, { "p": 0.04642510786652565, "m": 1.0 }, { "p": 0.05618489906191826, "m": 0.8347821235656738 }, { "p": 0.060073815286159515, "m": 0.9970265626907349 }, { "p": 0.1408098191022873, "m": 0.5 }, { "p": 0.1831604689359665, "m": 0.5 } ] }, { "epoch": 179, "train_loss": 1.1206856966018677, "val_loss": 0.7728586196899414, "acc": 71.78, "time": 257.77111471699754, "param": [ { "p": 0.04103748872876167, "m": 0.5 }, { "p": 0.00071576121263206, "m": 0.5 }, { "p": 0.12057307362556458, "m": 0.5 }, { "p": 0.07501087337732315, "m": 0.15555526316165924 }, { "p": 0.1729326844215393, "m": 0.10000000149011612 }, { "p": 0.028329256922006607, "m": 0.1018022894859314 }, { "p": 0.062065914273262024, "m": 0.10000000149011612 }, { "p": 0.00071576121263206, "m": 0.20976750552654266 }, { "p": 0.036639634519815445, "m": 0.6894418597221375 }, { "p": 0.046428579837083817, "m": 1.0 }, { "p": 0.042392563074827194, "m": 0.831354558467865 }, { "p": 0.04898897185921669, "m": 1.0 }, { "p": 0.14586427807807922, "m": 0.5 }, { "p": 0.17830508947372437, "m": 0.5 } ] }, { "epoch": 180, "train_loss": 1.055772304534912, "val_loss": 0.9399710297584534, "acc": 71.47, "time": 272.6265996380025, "param": [ { "p": 0.03741281479597092, "m": 0.5 }, { "p": 0.0016268157633021474, "m": 0.5 }, { "p": 0.10213697701692581, "m": 0.5 }, { "p": 0.06422131508588791, "m": 0.15485481917858124 }, { "p": 0.1924181878566742, "m": 0.10000000149011612 }, { "p": 0.0007190826581791043, "m": 0.10000000149011612 }, { "p": 0.06890267878770828, "m": 0.10000000149011612 }, { "p": 0.07635168731212616, "m": 0.1948428750038147 }, { "p": 0.0008518884424120188, "m": 0.7006933093070984 }, { "p": 0.00482636084780097, "m": 0.9998788237571716 }, { "p": 0.02949746884405613, "m": 0.8860090374946594 }, { "p": 0.039050132036209106, "m": 0.9560608863830566 }, { "p": 0.1684175431728363, "m": 0.5 }, { "p": 0.21356706321239471, "m": 0.5 } ] }, { "epoch": 181, "train_loss": 1.008845567703247, "val_loss": 0.8357586860656738, "acc": 71.32, "time": 266.6775752839967, "param": [ { "p": 0.03125130757689476, "m": 0.5 }, { "p": 0.006961437873542309, "m": 0.5 }, { "p": 0.0884566381573677, "m": 0.5 }, { "p": 0.05495340749621391, "m": 0.1758020520210266 }, { "p": 0.19824489951133728, "m": 0.10003002732992172 }, { "p": 0.023284070193767548, "m": 0.1000775471329689 }, { "p": 0.06795836240053177, "m": 0.10000000149011612 }, { "p": 0.08396144956350327, "m": 0.18272368609905243 }, { "p": 0.0022048065438866615, "m": 0.7131933569908142 }, { "p": 0.013899761252105236, "m": 1.0 }, { "p": 0.0007102769450284541, "m": 0.8925730586051941 }, { "p": 0.03467634692788124, "m": 0.945671558380127 }, { "p": 0.16938906908035278, "m": 0.5 }, { "p": 0.2240482121706009, "m": 0.5 } ] }, { "epoch": 182, "train_loss": 0.9939903020858765, "val_loss": 0.8375176191329956, "acc": 70.88, "time": 270.939327221, "param": [ { "p": 0.04330119863152504, "m": 0.5 }, { "p": 0.027828654274344444, "m": 0.5 }, { "p": 0.09806166589260101, "m": 0.5 }, { "p": 0.0007172704208642244, "m": 0.1788526475429535 }, { "p": 0.16947230696678162, "m": 0.10000000149011612 }, { "p": 0.03996206820011139, "m": 0.10000000149011612 }, { "p": 0.0538565032184124, "m": 0.10000000149011612 }, { "p": 0.07216627150774002, "m": 0.1168895736336708 }, { "p": 0.07697170972824097, "m": 0.6817256212234497 }, { "p": 0.03818110004067421, "m": 0.9898016452789307 }, { "p": 0.0007172704208642244, "m": 0.8884994983673096 }, { "p": 0.03225105628371239, "m": 0.9553952217102051 }, { "p": 0.15283861756324768, "m": 0.5 }, { "p": 0.19367434084415436, "m": 0.5 } ] }, { "epoch": 183, "train_loss": 1.4639334678649902, "val_loss": 0.8962291479110718, "acc": 71.47, "time": 257.7032242400019, "param": [ { "p": 0.035831939429044724, "m": 0.5 }, { "p": 0.016770217567682266, "m": 0.5 }, { "p": 0.10284591466188431, "m": 0.5 }, { "p": 0.002008403418585658, "m": 0.18190376460552216 }, { "p": 0.16821163892745972, "m": 0.10268279165029526 }, { "p": 0.025131424888968468, "m": 0.10000000149011612 }, { "p": 0.0492154099047184, "m": 0.10231205821037292 }, { "p": 0.07005778700113297, "m": 0.10000000149011612 }, { "p": 0.08926282078027725, "m": 0.6919651031494141 }, { "p": 0.04492795467376709, "m": 0.9652400016784668 }, { "p": 0.03834274038672447, "m": 0.8771516680717468 }, { "p": 0.010598119348287582, "m": 0.9618110060691833 }, { "p": 0.15213876962661743, "m": 0.5 }, { "p": 0.19465693831443787, "m": 0.5 } ] }, { "epoch": 184, "train_loss": 1.3179775476455688, "val_loss": 0.9276491403579712, "acc": 71.64, "time": 249.64817931500147, "param": [ { "p": 0.0414988212287426, "m": 0.5 }, { "p": 0.012379104271531105, "m": 0.5 }, { "p": 0.089955635368824, "m": 0.5 }, { "p": 0.11914317309856415, "m": 0.17757384479045868 }, { "p": 0.14408566057682037, "m": 0.10000000149011612 }, { "p": 0.026493877172470093, "m": 0.10000000149011612 }, { "p": 0.029613882303237915, "m": 0.10130035132169724 }, { "p": 0.04778018593788147, "m": 0.10749507695436478 }, { "p": 0.07387414574623108, "m": 0.7324870824813843 }, { "p": 0.04374241083860397, "m": 0.9829776287078857 }, { "p": 0.059273578226566315, "m": 0.8780898451805115 }, { "p": 0.009972742758691311, "m": 0.9658763408660889 }, { "p": 0.13622231781482697, "m": 0.5 }, { "p": 0.1659645438194275, "m": 0.5 } ] }, { "epoch": 185, "train_loss": 1.3486663103103638, "val_loss": 0.9511629343032837, "acc": 71.8, "time": 257.63188509099564, "param": [ { "p": 0.04109455645084381, "m": 0.5 }, { "p": 0.017221495509147644, "m": 0.5 }, { "p": 0.0939415991306305, "m": 0.5 }, { "p": 0.1426856517791748, "m": 0.23577968776226044 }, { "p": 0.14702875912189484, "m": 0.10000000149011612 }, { "p": 0.029398227110505104, "m": 0.10000000149011612 }, { "p": 0.0211588516831398, "m": 0.10000000149011612 }, { "p": 0.0428735725581646, "m": 0.13338515162467957 }, { "p": 0.0630202442407608, "m": 0.7780903577804565 }, { "p": 0.04294830933213234, "m": 1.0 }, { "p": 0.049827661365270615, "m": 0.8778575658798218 }, { "p": 0.019270865246653557, "m": 0.9661558866500854 }, { "p": 0.12215080112218857, "m": 0.5 }, { "p": 0.16737942397594452, "m": 0.5 } ] }, { "epoch": 186, "train_loss": 0.9107569456100464, "val_loss": 1.0338653326034546, "acc": 72.02, "time": 228.3674928420005, "param": [ { "p": 0.0330885648727417, "m": 0.5 }, { "p": 0.012826456688344479, "m": 0.5 }, { "p": 0.07280495762825012, "m": 0.5 }, { "p": 0.1568457931280136, "m": 0.26762858033180237 }, { "p": 0.16201794147491455, "m": 0.1026604026556015 }, { "p": 0.012308254837989807, "m": 0.10036998987197876 }, { "p": 0.01974143274128437, "m": 0.10000000149011612 }, { "p": 0.0375438891351223, "m": 0.14351274073123932 }, { "p": 0.06314055621623993, "m": 0.7638969421386719 }, { "p": 0.03555701673030853, "m": 1.0 }, { "p": 0.04696802422404289, "m": 0.8903314471244812 }, { "p": 0.03438059240579605, "m": 0.9743912816047668 }, { "p": 0.12567003071308136, "m": 0.5 }, { "p": 0.18710646033287048, "m": 0.5 } ] }, { "epoch": 187, "train_loss": 0.5111551880836487, "val_loss": 0.8939211964607239, "acc": 71.11, "time": 269.91587108199747, "param": [ { "p": 0.031730473041534424, "m": 0.5 }, { "p": 0.01597113162279129, "m": 0.5 }, { "p": 0.11181049793958664, "m": 0.5 }, { "p": 0.13715790212154388, "m": 0.24797168374061584 }, { "p": 0.14643730223178864, "m": 0.10000000149011612 }, { "p": 0.01247447356581688, "m": 0.11957113444805145 }, { "p": 0.040552638471126556, "m": 0.10917185992002487 }, { "p": 0.04744827374815941, "m": 0.1239139586687088 }, { "p": 0.05216578021645546, "m": 0.7705910205841064 }, { "p": 0.04189794510602951, "m": 0.9780468940734863 }, { "p": 0.032140664756298065, "m": 0.9085529446601868 }, { "p": 0.046533044427633286, "m": 0.9873969554901123 }, { "p": 0.11093054711818695, "m": 0.5 }, { "p": 0.1727493405342102, "m": 0.5 } ] }, { "epoch": 188, "train_loss": 0.9765259027481079, "val_loss": 0.9224862456321716, "acc": 72.18, "time": 251.22489374499855, "param": [ { "p": 0.02760956436395645, "m": 0.5 }, { "p": 0.004263976588845253, "m": 0.5 }, { "p": 0.13313619792461395, "m": 0.5 }, { "p": 0.13451379537582397, "m": 0.22037102282047272 }, { "p": 0.15226595103740692, "m": 0.10243826359510422 }, { "p": 0.035725757479667664, "m": 0.11964549124240875 }, { "p": 0.046578869223594666, "m": 0.12627488374710083 }, { "p": 0.0435372069478035, "m": 0.11795834451913834 }, { "p": 0.05025992542505264, "m": 0.7609536051750183 }, { "p": 0.025996938347816467, "m": 0.9604235291481018 }, { "p": 0.04323112592101097, "m": 0.8936919569969177 }, { "p": 0.015432819724082947, "m": 0.9764314889907837 }, { "p": 0.10595277696847916, "m": 0.5 }, { "p": 0.1814950853586197, "m": 0.5 } ] }, { "epoch": 189, "train_loss": 0.9724963903427124, "val_loss": 0.9642840027809143, "acc": 71.85, "time": 269.45255019200704, "param": [ { "p": 0.0007066361140459776, "m": 0.5 }, { "p": 0.010098461993038654, "m": 0.5 }, { "p": 0.11172745376825333, "m": 0.5 }, { "p": 0.1419423669576645, "m": 0.17950944602489471 }, { "p": 0.1639450192451477, "m": 0.10635849088430405 }, { "p": 0.03475017473101616, "m": 0.1215781569480896 }, { "p": 0.04853516444563866, "m": 0.13998059928417206 }, { "p": 0.06050023064017296, "m": 0.1411696821451187 }, { "p": 0.03399038687348366, "m": 0.790576159954071 }, { "p": 0.02256106585264206, "m": 0.9452691078186035 }, { "p": 0.04250564053654671, "m": 0.8124756217002869 }, { "p": 0.012534704059362411, "m": 1.0 }, { "p": 0.11818408966064453, "m": 0.5 }, { "p": 0.19801858067512512, "m": 0.5 } ] }, { "epoch": 190, "train_loss": 1.0071483850479126, "val_loss": 0.954119086265564, "acc": 72.45, "time": 263.68174812500365, "param": [ { "p": 0.024170011281967163, "m": 0.5 }, { "p": 0.0157622117549181, "m": 0.5 }, { "p": 0.1295059323310852, "m": 0.5 }, { "p": 0.13995328545570374, "m": 0.18241599202156067 }, { "p": 0.16899782419204712, "m": 0.11467461287975311 }, { "p": 0.031093569472432137, "m": 0.10000000149011612 }, { "p": 0.05173846334218979, "m": 0.15339137613773346 }, { "p": 0.07621428370475769, "m": 0.11350765824317932 }, { "p": 0.0007157319341786206, "m": 0.8123316168785095 }, { "p": 0.0007157319341786206, "m": 0.920530378818512 }, { "p": 0.02365134470164776, "m": 0.8098570704460144 }, { "p": 0.008071908727288246, "m": 0.9998880624771118 }, { "p": 0.11902157217264175, "m": 0.5 }, { "p": 0.21038804948329926, "m": 0.5 } ] }, { "epoch": 191, "train_loss": 0.5567827224731445, "val_loss": 0.9024450778961182, "acc": 70.65, "time": 278.72681606900005, "param": [ { "p": 0.03178112581372261, "m": 0.5 }, { "p": 0.02149749919772148, "m": 0.5 }, { "p": 0.10600956529378891, "m": 0.5 }, { "p": 0.13777202367782593, "m": 0.10000000149011612 }, { "p": 0.17854967713356018, "m": 0.10319025814533234 }, { "p": 0.017425138503313065, "m": 0.10000000149011612 }, { "p": 0.0531172901391983, "m": 0.1878708004951477 }, { "p": 0.08686041831970215, "m": 0.13263700902462006 }, { "p": 0.005308948457241058, "m": 0.8287283182144165 }, { "p": 0.0007148259901441634, "m": 0.9735294580459595 }, { "p": 0.0027439079713076353, "m": 0.7935768961906433 }, { "p": 0.01343886274844408, "m": 0.9990918636322021 }, { "p": 0.11951889842748642, "m": 0.5 }, { "p": 0.225261852145195, "m": 0.5 } ] }, { "epoch": 192, "train_loss": 1.1539928913116455, "val_loss": 0.8162945508956909, "acc": 70.42, "time": 274.21475629199995, "param": [ { "p": 0.03532730042934418, "m": 0.5 }, { "p": 0.03697219118475914, "m": 0.5 }, { "p": 0.07183295488357544, "m": 0.5 }, { "p": 0.12795202434062958, "m": 0.10000000149011612 }, { "p": 0.18088263273239136, "m": 0.10335969924926758 }, { "p": 0.01093282736837864, "m": 0.10000000149011612 }, { "p": 0.05463646352291107, "m": 0.18367117643356323 }, { "p": 0.08902814239263535, "m": 0.16672897338867188 }, { "p": 0.0007119578658603132, "m": 0.8310676217079163 }, { "p": 0.0007119578658603132, "m": 0.987556517124176 }, { "p": 0.016286801546812057, "m": 0.7924906611442566 }, { "p": 0.023124676197767258, "m": 1.0 }, { "p": 0.11651738733053207, "m": 0.5 }, { "p": 0.23508265614509583, "m": 0.5 } ] }, { "epoch": 193, "train_loss": 0.9726502895355225, "val_loss": 0.8912947773933411, "acc": 71.84, "time": 274.0111985390031, "param": [ { "p": 0.024245942011475563, "m": 0.5 }, { "p": 0.0007150048622861505, "m": 0.5 }, { "p": 0.11757530272006989, "m": 0.5 }, { "p": 0.10843686759471893, "m": 0.10000000149011612 }, { "p": 0.17438192665576935, "m": 0.10000000149011612 }, { "p": 0.059408362954854965, "m": 0.10134191066026688 }, { "p": 0.019506409764289856, "m": 0.16090187430381775 }, { "p": 0.08601567149162292, "m": 0.20077094435691833 }, { "p": 0.008450842462480068, "m": 0.8340190649032593 }, { "p": 0.0007150048622861505, "m": 0.9915081262588501 }, { "p": 0.03147796541452408, "m": 0.7778789401054382 }, { "p": 0.03657413646578789, "m": 0.9990628957748413 }, { "p": 0.10399484634399414, "m": 0.5 }, { "p": 0.22850169241428375, "m": 0.5 } ] }, { "epoch": 194, "train_loss": 1.3120715618133545, "val_loss": 0.8694466948509216, "acc": 71.41, "time": 265.4420668340026, "param": [ { "p": 0.04174159839749336, "m": 0.5 }, { "p": 0.026426244527101517, "m": 0.5 }, { "p": 0.12050493061542511, "m": 0.5 }, { "p": 0.08605349063873291, "m": 0.10000000149011612 }, { "p": 0.15302136540412903, "m": 0.10000000149011612 }, { "p": 0.0760638490319252, "m": 0.10000000149011612 }, { "p": 0.031243445351719856, "m": 0.16431346535682678 }, { "p": 0.07578712701797485, "m": 0.2589920461177826 }, { "p": 0.06083773821592331, "m": 0.8077629804611206 }, { "p": 0.037265144288539886, "m": 0.9871323108673096 }, { "p": 0.00566408084705472, "m": 0.797905445098877 }, { "p": 0.004948004614561796, "m": 0.8453930020332336 }, { "p": 0.07208481431007385, "m": 0.5 }, { "p": 0.20835807919502258, "m": 0.5 } ] }, { "epoch": 195, "train_loss": 0.7099953889846802, "val_loss": 0.8892989754676819, "acc": 71.79, "time": 257.4447713519985, "param": [ { "p": 0.04427529126405716, "m": 0.5 }, { "p": 0.007674146443605423, "m": 0.5 }, { "p": 0.10726524889469147, "m": 0.5 }, { "p": 0.07763347029685974, "m": 0.10000000149011612 }, { "p": 0.14484289288520813, "m": 0.10000000149011612 }, { "p": 0.0724124014377594, "m": 0.10000000149011612 }, { "p": 0.06524774432182312, "m": 0.20087042450904846 }, { "p": 0.05876823514699936, "m": 0.23533326387405396 }, { "p": 0.0722011998295784, "m": 0.7625716924667358 }, { "p": 0.05499807000160217, "m": 1.0 }, { "p": 0.013240991160273552, "m": 0.805638313293457 }, { "p": 0.020795432850718498, "m": 0.8208582401275635 }, { "p": 0.06047367677092552, "m": 0.5 }, { "p": 0.20017121732234955, "m": 0.5 } ] }, { "epoch": 196, "train_loss": 0.8522661924362183, "val_loss": 0.7923001050949097, "acc": 71.52, "time": 259.1974924049937, "param": [ { "p": 0.04986688122153282, "m": 0.5 }, { "p": 0.0014335779706016183, "m": 0.5 }, { "p": 0.07854966819286346, "m": 0.5 }, { "p": 0.07048694044351578, "m": 0.10728929936885834 }, { "p": 0.13803212344646454, "m": 0.10000000149011612 }, { "p": 0.07536862045526505, "m": 0.12799647450447083 }, { "p": 0.07421872764825821, "m": 0.18356749415397644 }, { "p": 0.05034925788640976, "m": 0.23509801924228668 }, { "p": 0.07114531844854355, "m": 0.7409693598747253 }, { "p": 0.05817004665732384, "m": 1.0 }, { "p": 0.02142772451043129, "m": 0.8015474081039429 }, { "p": 0.039322637021541595, "m": 0.8096027970314026 }, { "p": 0.0729965940117836, "m": 0.5 }, { "p": 0.19863198697566986, "m": 0.5 } ] }, { "epoch": 197, "train_loss": 0.9777910709381104, "val_loss": 0.913215696811676, "acc": 71.72, "time": 269.20587733300636, "param": [ { "p": 0.05236241593956947, "m": 0.5 }, { "p": 0.024929586797952652, "m": 0.5 }, { "p": 0.06764714419841766, "m": 0.5 }, { "p": 0.059956252574920654, "m": 0.10000000149011612 }, { "p": 0.12873466312885284, "m": 0.10000000149011612 }, { "p": 0.0744561180472374, "m": 0.10818137973546982 }, { "p": 0.06421887129545212, "m": 0.17569398880004883 }, { "p": 0.057826779782772064, "m": 0.24594751000404358 }, { "p": 0.06838677823543549, "m": 0.7582470774650574 }, { "p": 0.054446298629045486, "m": 0.9995903372764587 }, { "p": 0.0407814085483551, "m": 0.7928860783576965 }, { "p": 0.03961847350001335, "m": 0.8510830402374268 }, { "p": 0.08318337798118591, "m": 0.5 }, { "p": 0.18345189094543457, "m": 0.5 } ] }, { "epoch": 198, "train_loss": 1.250148892402649, "val_loss": 0.9552105069160461, "acc": 72.16, "time": 255.95200966000266, "param": [ { "p": 0.04861144721508026, "m": 0.5 }, { "p": 0.03598526120185852, "m": 0.5 }, { "p": 0.008039356209337711, "m": 0.5 }, { "p": 0.061089642345905304, "m": 0.10000000149011612 }, { "p": 0.13186109066009521, "m": 0.10125257074832916 }, { "p": 0.08282878994941711, "m": 0.10111936181783676 }, { "p": 0.07652667164802551, "m": 0.19883906841278076 }, { "p": 0.03948044404387474, "m": 0.2275766283273697 }, { "p": 0.08245523273944855, "m": 0.7259845733642578 }, { "p": 0.0498715341091156, "m": 1.0 }, { "p": 0.06581243872642517, "m": 0.8083356022834778 }, { "p": 0.022126169875264168, "m": 0.889876127243042 }, { "p": 0.11158188432455063, "m": 0.5 }, { "p": 0.18373003602027893, "m": 0.5 } ] }, { "epoch": 199, "train_loss": 1.049782633781433, "val_loss": 0.8783074617385864, "acc": 70.66, "time": 244.13939736400062, "param": [ { "p": 0.048000920563936234, "m": 0.5 }, { "p": 0.01517066452652216, "m": 0.5 }, { "p": 0.03166448324918747, "m": 0.5 }, { "p": 0.04805496707558632, "m": 0.10134368389844894 }, { "p": 0.1395467072725296, "m": 0.10000000149011612 }, { "p": 0.09773840010166168, "m": 0.12222634255886078 }, { "p": 0.08108535408973694, "m": 0.22539758682250977 }, { "p": 0.010107813403010368, "m": 0.1699393093585968 }, { "p": 0.08309739828109741, "m": 0.6523098349571228 }, { "p": 0.04080101475119591, "m": 1.0 }, { "p": 0.07308709621429443, "m": 0.8225126266479492 }, { "p": 0.014172202907502651, "m": 0.910767138004303 }, { "p": 0.12662139534950256, "m": 0.5 }, { "p": 0.19085147976875305, "m": 0.5 } ] }, { "epoch": 200, "train_loss": 1.1735516786575317, "val_loss": 0.9143077731132507, "acc": 71.43, "time": 251.18753485100024, "param": [ { "p": 0.013862591236829758, "m": 0.5 }, { "p": 0.018536370247602463, "m": 0.5 }, { "p": 0.09654943645000458, "m": 0.5 }, { "p": 0.030856631696224213, "m": 0.10000000149011612 }, { "p": 0.1385527402162552, "m": 0.10000000149011612 }, { "p": 0.09555485099554062, "m": 0.10000000149011612 }, { "p": 0.07664678990840912, "m": 0.14853829145431519 }, { "p": 0.02005748078227043, "m": 0.14477214217185974 }, { "p": 0.07171840965747833, "m": 0.6425786018371582 }, { "p": 0.03579002618789673, "m": 0.999735414981842 }, { "p": 0.06874535232782364, "m": 0.8051767349243164 }, { "p": 0.015530259348452091, "m": 0.9197499752044678 }, { "p": 0.12755481898784637, "m": 0.5 }, { "p": 0.19004413485527039, "m": 0.5 } ] } ] }