{ "Accuracy": 75.16, "Time": [ 128.50074128809499, 1.9790257337076762, 25751.706053065 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "GeForce GTX 1080 Ti", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.405436038970947, "val_loss": 2.2111246585845947, "acc": 25.6, "time": 107.282333409, "mix_dist": 0.800000011920929, "param": [ { "p": 0.026499450206756592, "m": 0.5 }, { "p": 0.04507241025567055, "m": 0.5 }, { "p": 0.06545966863632202, "m": 0.5 }, { "p": 0.08435183018445969, "m": 0.9907740354537964 }, { "p": 0.055421698838472366, "m": 0.9471988081932068 }, { "p": 0.015506278723478317, "m": 0.9163243770599365 }, { "p": 0.06271538883447647, "m": 1.0 }, { "p": 0.11515697091817856, "m": 0.9977630972862244 }, { "p": 0.017161492258310318, "m": 0.8622249960899353 }, { "p": 0.16374512016773224, "m": 1.0 }, { "p": 0.0007179298554547131, "m": 0.7987191677093506 }, { "p": 0.30457547307014465, "m": 1.0 }, { "p": 0.04289839044213295, "m": 0.5 }, { "p": 0.0007179298554547131, "m": 0.5 } ] }, { "epoch": 2, "train_loss": 3.9475059509277344, "val_loss": 1.9132680892944336, "acc": 31.72, "time": 131.958154321, "mix_dist": 0.800000011920929, "param": [ { "p": 0.057190921157598495, "m": 0.5 }, { "p": 0.021496927365660667, "m": 0.5 }, { "p": 0.07560822367668152, "m": 0.5 }, { "p": 0.07888588309288025, "m": 0.8921154141426086 }, { "p": 0.036657869815826416, "m": 0.9289225339889526 }, { "p": 0.0007262125727720559, "m": 0.8482317328453064 }, { "p": 0.08880747854709625, "m": 0.9573773741722107 }, { "p": 0.1074812263250351, "m": 0.8607723712921143 }, { "p": 0.056693654507398605, "m": 0.9893888235092163 }, { "p": 0.16108092665672302, "m": 0.9508838653564453 }, { "p": 0.018451549112796783, "m": 0.8217558264732361 }, { "p": 0.2278524786233902, "m": 1.0 }, { "p": 0.06834044307470322, "m": 0.5 }, { "p": 0.0007262125727720559, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 3.572357177734375, "val_loss": 1.6209543943405151, "acc": 38.98, "time": 130.396738561, "mix_dist": 0.800000011920929, "param": [ { "p": 0.058847278356552124, "m": 0.5 }, { "p": 0.004123174585402012, "m": 0.5 }, { "p": 0.12972372770309448, "m": 0.5 }, { "p": 0.06928881257772446, "m": 0.7562686800956726 }, { "p": 0.0007377616711892188, "m": 0.8869282007217407 }, { "p": 0.0007377616711892188, "m": 1.0 }, { "p": 0.07176313549280167, "m": 0.8943108916282654 }, { "p": 0.1104435920715332, "m": 0.7967295050621033 }, { "p": 0.03413235396146774, "m": 0.9714771509170532 }, { "p": 0.171489417552948, "m": 0.8517727851867676 }, { "p": 0.0028478645253926516, "m": 0.8292325139045715 }, { "p": 0.2166144847869873, "m": 0.9993715286254883 }, { "p": 0.1285129338502884, "m": 0.5 }, { "p": 0.0007377616711892188, "m": 0.5 } ] }, { "epoch": 4, "train_loss": 3.664048671722412, "val_loss": 1.5654362440109253, "acc": 46.28, "time": 130.00733762599998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05707593634724617, "m": 0.5 }, { "p": 0.026727844029664993, "m": 0.5 }, { "p": 0.09669353067874908, "m": 0.5 }, { "p": 0.08946241438388824, "m": 0.7548859715461731 }, { "p": 0.0007073244196362793, "m": 0.9692935943603516 }, { "p": 0.02372179552912712, "m": 0.9727061986923218 }, { "p": 0.12028814852237701, "m": 0.5528076887130737 }, { "p": 0.045399490743875504, "m": 0.5487126708030701 }, { "p": 0.04688599333167076, "m": 0.9208381772041321 }, { "p": 0.1630742996931076, "m": 0.7616586089134216 }, { "p": 0.04081588611006737, "m": 0.9113713502883911 }, { "p": 0.17423376441001892, "m": 1.0 }, { "p": 0.09734351187944412, "m": 0.5 }, { "p": 0.017570175230503082, "m": 0.5 } ] }, { "epoch": 5, "train_loss": 3.3805198669433594, "val_loss": 1.5326441526412964, "acc": 47.56, "time": 130.086485122, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07273686677217484, "m": 0.5 }, { "p": 0.0007212038617581129, "m": 0.5 }, { "p": 0.11848043650388718, "m": 0.5 }, { "p": 0.11180400848388672, "m": 0.8223063945770264 }, { "p": 0.0007212038617581129, "m": 0.9980865120887756 }, { "p": 0.037496328353881836, "m": 0.9258335828781128 }, { "p": 0.1035347729921341, "m": 0.5875415205955505 }, { "p": 0.09849800169467926, "m": 0.6079765558242798 }, { "p": 0.047942545264959335, "m": 0.9594037532806396 }, { "p": 0.12421464920043945, "m": 0.7672582864761353 }, { "p": 0.020404303446412086, "m": 0.9568206667900085 }, { "p": 0.1463964432477951, "m": 0.9995998740196228 }, { "p": 0.11632804572582245, "m": 0.5 }, { "p": 0.0007212038617581129, "m": 0.5 } ] }, { "epoch": 6, "train_loss": 2.9969229698181152, "val_loss": 1.4220932722091675, "acc": 50.23, "time": 127.80011084299997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05676218122243881, "m": 0.5 }, { "p": 0.004411059431731701, "m": 0.5 }, { "p": 0.08126594871282578, "m": 0.5 }, { "p": 0.10468168556690216, "m": 0.7563095092773438 }, { "p": 0.0007073808810673654, "m": 0.853697657585144 }, { "p": 0.0007073808810673654, "m": 0.8800150752067566 }, { "p": 0.1175074353814125, "m": 0.658613920211792 }, { "p": 0.11264421045780182, "m": 0.7618617415428162 }, { "p": 0.03772056847810745, "m": 0.965435802936554 }, { "p": 0.12861420214176178, "m": 0.7568821907043457 }, { "p": 0.053250186145305634, "m": 0.9966236352920532 }, { "p": 0.17836593091487885, "m": 1.0 }, { "p": 0.11622688919305801, "m": 0.5 }, { "p": 0.007134946994483471, "m": 0.5 } ] }, { "epoch": 7, "train_loss": 3.0911636352539062, "val_loss": 1.3531912565231323, "acc": 50.87, "time": 127.52850838899997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.057700879871845245, "m": 0.5 }, { "p": 0.011771724559366703, "m": 0.5 }, { "p": 0.1133524477481842, "m": 0.5 }, { "p": 0.10183218121528625, "m": 0.8501864075660706 }, { "p": 0.0022857291623950005, "m": 0.9092599153518677 }, { "p": 0.01610867865383625, "m": 0.969825267791748 }, { "p": 0.12077023833990097, "m": 0.7325738668441772 }, { "p": 0.10521133244037628, "m": 0.7137957811355591 }, { "p": 0.061450861394405365, "m": 0.9798989295959473 }, { "p": 0.129503071308136, "m": 0.7297833561897278 }, { "p": 0.0247353445738554, "m": 0.9858370423316956 }, { "p": 0.1506524235010147, "m": 0.9965635538101196 }, { "p": 0.10392235964536667, "m": 0.5 }, { "p": 0.0007026227540336549, "m": 0.5 } ] }, { "epoch": 8, "train_loss": 3.034097671508789, "val_loss": 1.337096929550171, "acc": 51.45, "time": 128.13639533800006, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06623341888189316, "m": 0.5 }, { "p": 0.0007029727566987276, "m": 0.5 }, { "p": 0.098467618227005, "m": 0.5 }, { "p": 0.0978875383734703, "m": 0.9916796684265137 }, { "p": 0.0007633950444869697, "m": 0.9430493712425232 }, { "p": 0.0007029727566987276, "m": 0.9022805094718933 }, { "p": 0.10677529126405716, "m": 0.6859407424926758 }, { "p": 0.10665284097194672, "m": 0.8704608082771301 }, { "p": 0.05788852646946907, "m": 0.9899626970291138 }, { "p": 0.12359720468521118, "m": 0.7605345845222473 }, { "p": 0.052936851978302, "m": 1.0 }, { "p": 0.14540793001651764, "m": 0.999222457408905 }, { "p": 0.12291202694177628, "m": 0.5 }, { "p": 0.01907138153910637, "m": 0.5 } ] }, { "epoch": 9, "train_loss": 2.939345359802246, "val_loss": 1.3597521781921387, "acc": 54.28, "time": 128.28663308799992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07667147368192673, "m": 0.5 }, { "p": 0.0013121290830895305, "m": 0.5 }, { "p": 0.09964708983898163, "m": 0.5 }, { "p": 0.13054990768432617, "m": 1.0 }, { "p": 0.0007096693152561784, "m": 0.9629753828048706 }, { "p": 0.005203481297940016, "m": 0.979508638381958 }, { "p": 0.11079773306846619, "m": 0.908916711807251 }, { "p": 0.0907985270023346, "m": 0.985095739364624 }, { "p": 0.05404788628220558, "m": 0.994034469127655 }, { "p": 0.13316328823566437, "m": 0.7202060222625732 }, { "p": 0.03405226394534111, "m": 0.9915130138397217 }, { "p": 0.16191066801548004, "m": 1.0 }, { "p": 0.10042614489793777, "m": 0.5 }, { "p": 0.0007096693152561784, "m": 0.5 } ] }, { "epoch": 10, "train_loss": 2.9235124588012695, "val_loss": 1.3161342144012451, "acc": 56.94, "time": 129.8189172880002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08689633756875992, "m": 0.5 }, { "p": 0.0190238319337368, "m": 0.5 }, { "p": 0.11451368778944016, "m": 0.5 }, { "p": 0.08893503248691559, "m": 0.9848641753196716 }, { "p": 0.0006946537178009748, "m": 0.9997575283050537 }, { "p": 0.015077013522386551, "m": 1.0 }, { "p": 0.09772586077451706, "m": 0.8744972944259644 }, { "p": 0.10884663462638855, "m": 1.0 }, { "p": 0.05309000611305237, "m": 1.0 }, { "p": 0.12321050465106964, "m": 0.601192057132721 }, { "p": 0.04282882437109947, "m": 1.0 }, { "p": 0.13463392853736877, "m": 1.0 }, { "p": 0.11226511001586914, "m": 0.5 }, { "p": 0.0022586355917155743, "m": 0.5 } ] }, { "epoch": 11, "train_loss": 2.629854679107666, "val_loss": 1.1574469804763794, "acc": 56.44, "time": 128.9951565990002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09255009144544601, "m": 0.5 }, { "p": 0.0007051543216221035, "m": 0.5 }, { "p": 0.11024945229291916, "m": 0.5 }, { "p": 0.07876909524202347, "m": 0.9706194400787354 }, { "p": 0.0007051543216221035, "m": 0.8606897592544556 }, { "p": 0.0007051543216221035, "m": 1.0 }, { "p": 0.0628979280591011, "m": 0.8222838044166565 }, { "p": 0.0968661904335022, "m": 0.9648131132125854 }, { "p": 0.0547158382833004, "m": 0.9961279034614563 }, { "p": 0.1635896861553192, "m": 0.5232753753662109 }, { "p": 0.036022718995809555, "m": 0.9967183470726013 }, { "p": 0.168404221534729, "m": 1.0 }, { "p": 0.1294378787279129, "m": 0.5 }, { "p": 0.004381421022117138, "m": 0.5 } ] }, { "epoch": 12, "train_loss": 2.6695311069488525, "val_loss": 1.1494228839874268, "acc": 57.66, "time": 129.4387566280002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0924559086561203, "m": 0.5 }, { "p": 0.0006959229940548539, "m": 0.5 }, { "p": 0.11478156596422195, "m": 0.5 }, { "p": 0.046025436371564865, "m": 0.9646314382553101 }, { "p": 0.010718152858316898, "m": 0.9592157006263733 }, { "p": 0.016741741448640823, "m": 0.9994770288467407 }, { "p": 0.0976802334189415, "m": 0.8728677034378052 }, { "p": 0.09896939992904663, "m": 0.9988475441932678 }, { "p": 0.06752230226993561, "m": 1.0 }, { "p": 0.10856198519468307, "m": 0.4932084083557129 }, { "p": 0.047982096672058105, "m": 0.9764884114265442 }, { "p": 0.1709463894367218, "m": 1.0 }, { "p": 0.1262229084968567, "m": 0.5 }, { "p": 0.0006959229940548539, "m": 0.5 } ] }, { "epoch": 13, "train_loss": 2.4033234119415283, "val_loss": 1.2478920221328735, "acc": 59.93, "time": 127.92707467900004, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07611718773841858, "m": 0.5 }, { "p": 0.005546217784285545, "m": 0.5 }, { "p": 0.11138765513896942, "m": 0.5 }, { "p": 0.08717911690473557, "m": 0.9644603729248047 }, { "p": 0.0007027218816801906, "m": 0.8943091630935669 }, { "p": 0.0007027218816801906, "m": 0.9453816413879395 }, { "p": 0.08540049940347672, "m": 0.9575909972190857 }, { "p": 0.09749849140644073, "m": 0.9123061895370483 }, { "p": 0.045754995197057724, "m": 0.9375289678573608 }, { "p": 0.13857923448085785, "m": 0.37840965390205383 }, { "p": 0.043875571340322495, "m": 1.0 }, { "p": 0.18570508062839508, "m": 1.0 }, { "p": 0.12084781378507614, "m": 0.5 }, { "p": 0.0007027218816801906, "m": 0.5 } ] }, { "epoch": 14, "train_loss": 2.5170040130615234, "val_loss": 1.191110610961914, "acc": 62.19, "time": 129.55928648200006, "mix_dist": 0.800000011920929, "param": [ { "p": 0.050274357199668884, "m": 0.5 }, { "p": 0.0007109538419172168, "m": 0.5 }, { "p": 0.12421213090419769, "m": 0.5 }, { "p": 0.10587863624095917, "m": 0.8316868543624878 }, { "p": 0.0007109538419172168, "m": 0.9722439646720886 }, { "p": 0.0007109538419172168, "m": 0.9972619414329529 }, { "p": 0.08320281654596329, "m": 0.9229729175567627 }, { "p": 0.11186674982309341, "m": 1.0 }, { "p": 0.06834015995264053, "m": 0.9987573623657227 }, { "p": 0.12879590690135956, "m": 0.2014569491147995 }, { "p": 0.05688294395804405, "m": 0.9969438314437866 }, { "p": 0.15467138588428497, "m": 1.0 }, { "p": 0.11303111165761948, "m": 0.5 }, { "p": 0.0007109538419172168, "m": 0.5 } ] }, { "epoch": 15, "train_loss": 2.2247085571289062, "val_loss": 1.1619280576705933, "acc": 60.59, "time": 129.16248549399984, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08337905257940292, "m": 0.5 }, { "p": 0.000696096511092037, "m": 0.5 }, { "p": 0.14593780040740967, "m": 0.5 }, { "p": 0.06715693324804306, "m": 0.8766058683395386 }, { "p": 0.005029689520597458, "m": 0.945686936378479 }, { "p": 0.000696096511092037, "m": 0.9559462070465088 }, { "p": 0.0966375395655632, "m": 0.9856311082839966 }, { "p": 0.10494303703308105, "m": 1.0 }, { "p": 0.04901370406150818, "m": 1.0 }, { "p": 0.10860802978277206, "m": 0.10000000149011612 }, { "p": 0.034924741834402084, "m": 1.0 }, { "p": 0.15998511016368866, "m": 1.0 }, { "p": 0.13756166398525238, "m": 0.5 }, { "p": 0.005430557299405336, "m": 0.5 } ] }, { "epoch": 16, "train_loss": 2.229753017425537, "val_loss": 1.211296558380127, "acc": 59.92, "time": 128.25583158400013, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08276017010211945, "m": 0.5 }, { "p": 0.000705825921613723, "m": 0.5 }, { "p": 0.11233911663293839, "m": 0.5 }, { "p": 0.09512849897146225, "m": 0.926872968673706 }, { "p": 0.0158997792750597, "m": 0.9186877012252808 }, { "p": 0.020696723833680153, "m": 0.9670463800430298 }, { "p": 0.06966674327850342, "m": 0.8812844157218933 }, { "p": 0.06618198752403259, "m": 0.9930462837219238 }, { "p": 0.060623884201049805, "m": 0.9902998208999634 }, { "p": 0.10642106086015701, "m": 0.15442277491092682 }, { "p": 0.07055669277906418, "m": 0.9947482347488403 }, { "p": 0.15614289045333862, "m": 1.0 }, { "p": 0.13321314752101898, "m": 0.5 }, { "p": 0.009663518518209457, "m": 0.5 } ] }, { "epoch": 17, "train_loss": 2.4953973293304443, "val_loss": 1.010438323020935, "acc": 64.04, "time": 128.54285655700005, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04974145442247391, "m": 0.5 }, { "p": 0.0006947443471290171, "m": 0.5 }, { "p": 0.11500763148069382, "m": 0.5 }, { "p": 0.05732683464884758, "m": 0.9771685004234314 }, { "p": 0.013329637236893177, "m": 0.9334524869918823 }, { "p": 0.01016848161816597, "m": 0.9996125102043152 }, { "p": 0.11863861232995987, "m": 0.9511449933052063 }, { "p": 0.10738303512334824, "m": 0.9424787163734436 }, { "p": 0.06988581269979477, "m": 0.9732329845428467 }, { "p": 0.11936905980110168, "m": 0.16119033098220825 }, { "p": 0.04083719849586487, "m": 1.0 }, { "p": 0.15108369290828705, "m": 1.0 }, { "p": 0.14461658895015717, "m": 0.5 }, { "p": 0.001917226822115481, "m": 0.5 } ] }, { "epoch": 18, "train_loss": 2.354553461074829, "val_loss": 1.0004719495773315, "acc": 63.27, "time": 128.8605683840001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08082729578018188, "m": 0.5 }, { "p": 0.0006995038129389286, "m": 0.5 }, { "p": 0.12380009144544601, "m": 0.5 }, { "p": 0.0977887213230133, "m": 0.9698298573493958 }, { "p": 0.0006995038129389286, "m": 0.8411108255386353 }, { "p": 0.006933612748980522, "m": 0.9394826889038086 }, { "p": 0.0930219367146492, "m": 0.9748499989509583 }, { "p": 0.08068903535604477, "m": 0.9539503455162048 }, { "p": 0.05586787685751915, "m": 0.9989659786224365 }, { "p": 0.10373378545045853, "m": 0.10000000149011612 }, { "p": 0.07487683743238449, "m": 1.0 }, { "p": 0.18639379739761353, "m": 0.9901511669158936 }, { "p": 0.09396850317716599, "m": 0.5 }, { "p": 0.0006995038129389286, "m": 0.5 } ] }, { "epoch": 19, "train_loss": 2.5412309169769287, "val_loss": 1.0415215492248535, "acc": 64.14, "time": 130.0883724539999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10207834839820862, "m": 0.5 }, { "p": 0.0007220128900371492, "m": 0.5 }, { "p": 0.1134723648428917, "m": 0.5 }, { "p": 0.07979533076286316, "m": 0.9733579754829407 }, { "p": 0.0007220128900371492, "m": 0.9000294208526611 }, { "p": 0.0080232173204422, "m": 0.9505217671394348 }, { "p": 0.06342992931604385, "m": 0.8393905758857727 }, { "p": 0.10701807588338852, "m": 0.9447891116142273 }, { "p": 0.049697812646627426, "m": 0.9875552654266357 }, { "p": 0.1276787966489792, "m": 0.13379544019699097 }, { "p": 0.05884387344121933, "m": 1.0 }, { "p": 0.15953165292739868, "m": 1.0 }, { "p": 0.12292148917913437, "m": 0.5 }, { "p": 0.006065116263926029, "m": 0.5 } ] }, { "epoch": 20, "train_loss": 1.977008581161499, "val_loss": 1.0547537803649902, "acc": 64.8, "time": 128.92022346400017, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0903334766626358, "m": 0.5 }, { "p": 0.002524900482967496, "m": 0.5 }, { "p": 0.13810841739177704, "m": 0.5 }, { "p": 0.06098590046167374, "m": 0.9087657928466797 }, { "p": 0.0007113275933079422, "m": 0.99519944190979 }, { "p": 0.004243990872055292, "m": 0.9116219282150269 }, { "p": 0.08675829321146011, "m": 0.8898263573646545 }, { "p": 0.0884392186999321, "m": 0.9496030211448669 }, { "p": 0.0671788901090622, "m": 1.0 }, { "p": 0.07325054705142975, "m": 0.13136906921863556 }, { "p": 0.03772951662540436, "m": 0.9993111491203308 }, { "p": 0.18712881207466125, "m": 1.0 }, { "p": 0.16189533472061157, "m": 0.5 }, { "p": 0.0007113275933079422, "m": 0.5 } ] }, { "epoch": 21, "train_loss": 2.533144950866699, "val_loss": 0.8506457805633545, "acc": 67.0, "time": 128.39670215599972, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07531299442052841, "m": 0.5 }, { "p": 0.0007080474169924855, "m": 0.5 }, { "p": 0.12274696677923203, "m": 0.5 }, { "p": 0.0891769677400589, "m": 0.8574740886688232 }, { "p": 0.011236192658543587, "m": 1.0 }, { "p": 0.010426638647913933, "m": 0.8816519975662231 }, { "p": 0.07842647284269333, "m": 1.0 }, { "p": 0.09466064721345901, "m": 1.0 }, { "p": 0.08273199945688248, "m": 1.0 }, { "p": 0.09359189122915268, "m": 0.13733306527137756 }, { "p": 0.04153858870267868, "m": 1.0 }, { "p": 0.15762145817279816, "m": 1.0 }, { "p": 0.13918748497962952, "m": 0.5 }, { "p": 0.0026336193550378084, "m": 0.5 } ] }, { "epoch": 22, "train_loss": 2.625253200531006, "val_loss": 0.837875485420227, "acc": 66.07, "time": 127.32295208100004, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09451603889465332, "m": 0.5 }, { "p": 0.0007147116702981293, "m": 0.5 }, { "p": 0.13132208585739136, "m": 0.5 }, { "p": 0.04395854473114014, "m": 0.9709485769271851 }, { "p": 0.0007147116702981293, "m": 1.0 }, { "p": 0.022979440167546272, "m": 0.7641769051551819 }, { "p": 0.11328228563070297, "m": 0.9843392372131348 }, { "p": 0.06927282363176346, "m": 0.9951000213623047 }, { "p": 0.05258488655090332, "m": 0.9987394213676453 }, { "p": 0.1131964847445488, "m": 0.13793057203292847 }, { "p": 0.06397613883018494, "m": 0.9970755577087402 }, { "p": 0.16082921624183655, "m": 1.0 }, { "p": 0.1319379210472107, "m": 0.5 }, { "p": 0.0007147116702981293, "m": 0.5 } ] }, { "epoch": 23, "train_loss": 2.2581615447998047, "val_loss": 0.9094312787055969, "acc": 66.27, "time": 128.8942106970003, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11664002388715744, "m": 0.5 }, { "p": 0.0007060495554469526, "m": 0.5 }, { "p": 0.12418463081121445, "m": 0.5 }, { "p": 0.0859796404838562, "m": 0.9645934104919434 }, { "p": 0.0007060495554469526, "m": 0.9992122054100037 }, { "p": 0.018275413662195206, "m": 0.6505479216575623 }, { "p": 0.08474259078502655, "m": 1.0 }, { "p": 0.07167313247919083, "m": 0.9633331894874573 }, { "p": 0.08636029809713364, "m": 0.9566563963890076 }, { "p": 0.07847665995359421, "m": 0.14102692902088165 }, { "p": 0.05544682592153549, "m": 0.9935590624809265 }, { "p": 0.13895171880722046, "m": 1.0 }, { "p": 0.13272838294506073, "m": 0.5 }, { "p": 0.0051286481320858, "m": 0.5 } ] }, { "epoch": 24, "train_loss": 2.3703384399414062, "val_loss": 0.9064551591873169, "acc": 67.14, "time": 129.3172415539998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09173200279474258, "m": 0.5 }, { "p": 0.0006958954036235809, "m": 0.5 }, { "p": 0.128867506980896, "m": 0.5 }, { "p": 0.07859161496162415, "m": 1.0 }, { "p": 0.018310820683836937, "m": 0.9918568134307861 }, { "p": 0.015350223518908024, "m": 0.725069522857666 }, { "p": 0.08978338539600372, "m": 0.9525728821754456 }, { "p": 0.10081562399864197, "m": 0.9959061145782471 }, { "p": 0.0772373154759407, "m": 1.0 }, { "p": 0.09149467200040817, "m": 0.14791370928287506 }, { "p": 0.05608680844306946, "m": 1.0 }, { "p": 0.1099599152803421, "m": 1.0 }, { "p": 0.1384872943162918, "m": 0.5 }, { "p": 0.002586896065622568, "m": 0.5 } ] }, { "epoch": 25, "train_loss": 1.9608402252197266, "val_loss": 0.9709140062332153, "acc": 67.23, "time": 128.80951952299984, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10517331212759018, "m": 0.5 }, { "p": 0.0007195784710347652, "m": 0.5 }, { "p": 0.09237612783908844, "m": 0.5 }, { "p": 0.0890824943780899, "m": 0.9184194207191467 }, { "p": 0.0024433769285678864, "m": 0.9016242027282715 }, { "p": 0.005445706658065319, "m": 0.6910249590873718 }, { "p": 0.11117437481880188, "m": 0.8911811709403992 }, { "p": 0.08647620677947998, "m": 1.0 }, { "p": 0.0791548639535904, "m": 1.0 }, { "p": 0.11530431360006332, "m": 0.2153247743844986 }, { "p": 0.057313837110996246, "m": 1.0 }, { "p": 0.11008523404598236, "m": 1.0 }, { "p": 0.14041768014431, "m": 0.5 }, { "p": 0.004832820035517216, "m": 0.5 } ] }, { "epoch": 26, "train_loss": 2.0824592113494873, "val_loss": 0.9048159122467041, "acc": 66.54, "time": 128.1496397179999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08346110582351685, "m": 0.5 }, { "p": 0.0006951162940822542, "m": 0.5 }, { "p": 0.11802679300308228, "m": 0.5 }, { "p": 0.08399930596351624, "m": 0.7984709739685059 }, { "p": 0.014446645975112915, "m": 0.8855218887329102 }, { "p": 0.033562470227479935, "m": 0.7173072695732117 }, { "p": 0.08554169535636902, "m": 0.9445216655731201 }, { "p": 0.08242823928594589, "m": 0.9841068983078003 }, { "p": 0.06956087052822113, "m": 1.0 }, { "p": 0.10554822534322739, "m": 0.2424006164073944 }, { "p": 0.047099098563194275, "m": 1.0 }, { "p": 0.12542402744293213, "m": 1.0 }, { "p": 0.13318346440792084, "m": 0.5 }, { "p": 0.017022987827658653, "m": 0.5 } ] }, { "epoch": 27, "train_loss": 2.133530855178833, "val_loss": 1.0062147378921509, "acc": 68.49, "time": 128.59787371599987, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10248298197984695, "m": 0.5 }, { "p": 0.002205625409260392, "m": 0.5 }, { "p": 0.11929737031459808, "m": 0.5 }, { "p": 0.07872924208641052, "m": 0.8751115798950195 }, { "p": 0.0006971728289499879, "m": 0.6180333495140076 }, { "p": 0.023000791668891907, "m": 0.5835946798324585 }, { "p": 0.1020020917057991, "m": 0.9656594395637512 }, { "p": 0.07892093807458878, "m": 0.9735416769981384 }, { "p": 0.06370014697313309, "m": 1.0 }, { "p": 0.09153811633586884, "m": 0.17942120134830475 }, { "p": 0.05702954903244972, "m": 1.0 }, { "p": 0.15151092410087585, "m": 1.0 }, { "p": 0.12632279098033905, "m": 0.5 }, { "p": 0.0025622255634516478, "m": 0.5 } ] }, { "epoch": 28, "train_loss": 1.9910521507263184, "val_loss": 1.0514668226242065, "acc": 66.25, "time": 129.101765934, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08297032117843628, "m": 0.5 }, { "p": 0.0043165492825210094, "m": 0.5 }, { "p": 0.12219509482383728, "m": 0.5 }, { "p": 0.07331431657075882, "m": 0.7757643461227417 }, { "p": 0.027656314894557, "m": 0.5516394972801208 }, { "p": 0.0400695763528347, "m": 0.703594446182251 }, { "p": 0.09374991059303284, "m": 0.9914438128471375 }, { "p": 0.07731414586305618, "m": 1.0 }, { "p": 0.07184700667858124, "m": 0.9944688081741333 }, { "p": 0.1053624153137207, "m": 0.22699901461601257 }, { "p": 0.03537624701857567, "m": 0.9891366958618164 }, { "p": 0.14409402012825012, "m": 1.0 }, { "p": 0.1137915551662445, "m": 0.5 }, { "p": 0.007942498661577702, "m": 0.5 } ] }, { "epoch": 29, "train_loss": 1.6333839893341064, "val_loss": 1.0384103059768677, "acc": 68.04, "time": 129.9879619340004, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10149449110031128, "m": 0.5 }, { "p": 0.0007045753300189972, "m": 0.5 }, { "p": 0.13541585206985474, "m": 0.5 }, { "p": 0.07419168204069138, "m": 0.7732762694358826 }, { "p": 0.021359320729970932, "m": 0.5476107597351074 }, { "p": 0.022688468918204308, "m": 0.6416559219360352 }, { "p": 0.10808668285608292, "m": 0.9881535768508911 }, { "p": 0.09297683835029602, "m": 1.0 }, { "p": 0.05455874279141426, "m": 0.9898693561553955 }, { "p": 0.09844592213630676, "m": 0.33006933331489563 }, { "p": 0.03697437793016434, "m": 0.9514276385307312 }, { "p": 0.14653757214546204, "m": 1.0 }, { "p": 0.10503581911325455, "m": 0.5 }, { "p": 0.0015297641512006521, "m": 0.5 } ] }, { "epoch": 30, "train_loss": 2.1365487575531006, "val_loss": 0.92191082239151, "acc": 69.12, "time": 128.45605763100002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06769953668117523, "m": 0.5 }, { "p": 0.02931818924844265, "m": 0.5 }, { "p": 0.12998998165130615, "m": 0.5 }, { "p": 0.04648495092988014, "m": 0.849179744720459 }, { "p": 0.025314386934041977, "m": 0.7867271900177002 }, { "p": 0.02160525694489479, "m": 0.6711970567703247 }, { "p": 0.08605200052261353, "m": 0.9991136193275452 }, { "p": 0.10051267594099045, "m": 1.0 }, { "p": 0.07536839693784714, "m": 1.0 }, { "p": 0.09853564202785492, "m": 0.3681282103061676 }, { "p": 0.06319505721330643, "m": 1.0 }, { "p": 0.1352940797805786, "m": 1.0 }, { "p": 0.10241203010082245, "m": 0.5 }, { "p": 0.018217764794826508, "m": 0.5 } ] }, { "epoch": 31, "train_loss": 1.757814884185791, "val_loss": 1.0037870407104492, "acc": 68.1, "time": 128.22241700199993, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08518942445516586, "m": 0.5 }, { "p": 0.0006969938986003399, "m": 0.5 }, { "p": 0.13709333539009094, "m": 0.5 }, { "p": 0.06299334764480591, "m": 0.8235238790512085 }, { "p": 0.026961129158735275, "m": 0.7503960728645325 }, { "p": 0.022857366129755974, "m": 0.6735937595367432 }, { "p": 0.0760548934340477, "m": 0.9656550884246826 }, { "p": 0.06787573546171188, "m": 0.9807800054550171 }, { "p": 0.07917632162570953, "m": 0.9860287308692932 }, { "p": 0.09850442409515381, "m": 0.4301035702228546 }, { "p": 0.062246356159448624, "m": 1.0 }, { "p": 0.13373029232025146, "m": 0.9982244968414307 }, { "p": 0.11696738749742508, "m": 0.5 }, { "p": 0.029653072357177734, "m": 0.5 } ] }, { "epoch": 32, "train_loss": 2.0575501918792725, "val_loss": 0.9119120836257935, "acc": 68.55, "time": 128.54158613399977, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07766694575548172, "m": 0.5 }, { "p": 0.0007056299364194274, "m": 0.5 }, { "p": 0.1027953177690506, "m": 0.5 }, { "p": 0.06948653608560562, "m": 0.7885967493057251 }, { "p": 0.03460445627570152, "m": 0.8265611529350281 }, { "p": 0.01347858365625143, "m": 0.6740884780883789 }, { "p": 0.10255994647741318, "m": 0.9905422925949097 }, { "p": 0.10016307979822159, "m": 0.9384757280349731 }, { "p": 0.07091590762138367, "m": 0.9929240345954895 }, { "p": 0.06888004392385483, "m": 0.4238862097263336 }, { "p": 0.049390267580747604, "m": 0.9846283793449402 }, { "p": 0.13500136137008667, "m": 1.0 }, { "p": 0.14705707132816315, "m": 0.5 }, { "p": 0.027294820174574852, "m": 0.5 } ] }, { "epoch": 33, "train_loss": 2.2415356636047363, "val_loss": 0.9628321528434753, "acc": 69.32, "time": 128.68000408700027, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09139403700828552, "m": 0.5 }, { "p": 0.012836415320634842, "m": 0.5 }, { "p": 0.11222143471240997, "m": 0.5 }, { "p": 0.05227464810013771, "m": 0.7656205296516418 }, { "p": 0.0032742798794060946, "m": 0.8808736801147461 }, { "p": 0.03172888234257698, "m": 0.8306853175163269 }, { "p": 0.08869464695453644, "m": 0.9068783521652222 }, { "p": 0.08341147750616074, "m": 0.7902125120162964 }, { "p": 0.08227363228797913, "m": 1.0 }, { "p": 0.11014055460691452, "m": 0.3955935835838318 }, { "p": 0.06302554905414581, "m": 1.0 }, { "p": 0.1420583426952362, "m": 1.0 }, { "p": 0.1021142527461052, "m": 0.5 }, { "p": 0.02455182559788227, "m": 0.5 } ] }, { "epoch": 34, "train_loss": 2.058873176574707, "val_loss": 0.8421729803085327, "acc": 70.24, "time": 128.70538667300025, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09053617715835571, "m": 0.5 }, { "p": 0.0007012310088612139, "m": 0.5 }, { "p": 0.12324072420597076, "m": 0.5 }, { "p": 0.045905157923698425, "m": 0.7457143068313599 }, { "p": 0.03376339375972748, "m": 0.8644638061523438 }, { "p": 0.033680591732263565, "m": 0.7107006907463074 }, { "p": 0.09058886021375656, "m": 0.9076662063598633 }, { "p": 0.10864086449146271, "m": 0.8553066253662109 }, { "p": 0.060526520013809204, "m": 0.9991346597671509 }, { "p": 0.10862042009830475, "m": 0.49151667952537537 }, { "p": 0.05924488604068756, "m": 0.9997458457946777 }, { "p": 0.12261278182268143, "m": 1.0 }, { "p": 0.11917966604232788, "m": 0.5 }, { "p": 0.0027587711811065674, "m": 0.5 } ] }, { "epoch": 35, "train_loss": 2.0830135345458984, "val_loss": 0.8368349671363831, "acc": 69.96, "time": 127.78062564500033, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10500257462263107, "m": 0.5 }, { "p": 0.0006904671317897737, "m": 0.5 }, { "p": 0.12819884717464447, "m": 0.5 }, { "p": 0.05824653431773186, "m": 0.6896672248840332 }, { "p": 0.02859528735280037, "m": 0.6995283961296082 }, { "p": 0.030430689454078674, "m": 0.770261287689209 }, { "p": 0.08035986870527267, "m": 0.9897836446762085 }, { "p": 0.06197812035679817, "m": 0.9459916949272156 }, { "p": 0.07210894674062729, "m": 0.977665364742279 }, { "p": 0.10172494500875473, "m": 0.5249746441841125 }, { "p": 0.05258330702781677, "m": 0.9152446985244751 }, { "p": 0.1391596496105194, "m": 1.0 }, { "p": 0.11676651239395142, "m": 0.5 }, { "p": 0.02415418066084385, "m": 0.5 } ] }, { "epoch": 36, "train_loss": 1.7257699966430664, "val_loss": 0.889348566532135, "acc": 69.21, "time": 126.81957291100025, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09227696061134338, "m": 0.5 }, { "p": 0.021522175520658493, "m": 0.5 }, { "p": 0.11180756241083145, "m": 0.5 }, { "p": 0.044949401170015335, "m": 0.7612369060516357 }, { "p": 0.029033442959189415, "m": 0.6231725215911865 }, { "p": 0.0015549666713923216, "m": 0.6885080337524414 }, { "p": 0.09203702956438065, "m": 0.9941747188568115 }, { "p": 0.08873642981052399, "m": 0.9728325009346008 }, { "p": 0.07140275835990906, "m": 1.0 }, { "p": 0.09480033814907074, "m": 0.5144794583320618 }, { "p": 0.07171110063791275, "m": 1.0 }, { "p": 0.14236518740653992, "m": 1.0 }, { "p": 0.1161893680691719, "m": 0.5 }, { "p": 0.021613236516714096, "m": 0.5 } ] }, { "epoch": 37, "train_loss": 2.005002498626709, "val_loss": 0.920753538608551, "acc": 69.49, "time": 128.67094712899961, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10418809205293655, "m": 0.5 }, { "p": 0.0006841043359600008, "m": 0.5 }, { "p": 0.12385807931423187, "m": 0.5 }, { "p": 0.04927435144782066, "m": 0.6989439129829407 }, { "p": 0.042802635580301285, "m": 0.6501833200454712 }, { "p": 0.035635530948638916, "m": 0.7443704009056091 }, { "p": 0.07719874382019043, "m": 0.9896448850631714 }, { "p": 0.05900178849697113, "m": 0.962033212184906 }, { "p": 0.05867359787225723, "m": 0.983612060546875 }, { "p": 0.10172434896230698, "m": 0.5405438542366028 }, { "p": 0.060675978660583496, "m": 0.9514651298522949 }, { "p": 0.1334802657365799, "m": 1.0 }, { "p": 0.13399335741996765, "m": 0.5 }, { "p": 0.018809055909514427, "m": 0.5 } ] }, { "epoch": 38, "train_loss": 1.8588190078735352, "val_loss": 0.8853846192359924, "acc": 69.48, "time": 128.0494865569999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06552465260028839, "m": 0.5 }, { "p": 0.002697145799174905, "m": 0.5 }, { "p": 0.10970368981361389, "m": 0.5 }, { "p": 0.0672609806060791, "m": 0.7598694562911987 }, { "p": 0.036647357046604156, "m": 0.7332978844642639 }, { "p": 0.032416556030511856, "m": 0.8660111427307129 }, { "p": 0.08219906687736511, "m": 0.964821457862854 }, { "p": 0.07624561339616776, "m": 0.9950829148292542 }, { "p": 0.08780071884393692, "m": 0.9406418800354004 }, { "p": 0.0932617262005806, "m": 0.6157753467559814 }, { "p": 0.04657306522130966, "m": 0.9823740124702454 }, { "p": 0.12504039704799652, "m": 1.0 }, { "p": 0.13652005791664124, "m": 0.5 }, { "p": 0.03810909762978554, "m": 0.5 } ] }, { "epoch": 39, "train_loss": 1.599994421005249, "val_loss": 0.9324912428855896, "acc": 69.28, "time": 127.6152184800003, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09378202259540558, "m": 0.5 }, { "p": 0.0029781716875731945, "m": 0.5 }, { "p": 0.1274411678314209, "m": 0.5 }, { "p": 0.053358353674411774, "m": 0.7188794612884521 }, { "p": 0.02271602302789688, "m": 0.8376839756965637 }, { "p": 0.019362160935997963, "m": 0.6832598447799683 }, { "p": 0.09392992407083511, "m": 0.9810255169868469 }, { "p": 0.10300680994987488, "m": 0.8941412568092346 }, { "p": 0.0679757371544838, "m": 0.9739726781845093 }, { "p": 0.09044333547353745, "m": 0.6243488192558289 }, { "p": 0.07458531856536865, "m": 1.0 }, { "p": 0.11611900478601456, "m": 1.0 }, { "p": 0.11367309093475342, "m": 0.5 }, { "p": 0.020628953352570534, "m": 0.5 } ] }, { "epoch": 40, "train_loss": 2.1170132160186768, "val_loss": 0.9017680287361145, "acc": 69.35, "time": 127.31808903000001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08774546533823013, "m": 0.5 }, { "p": 0.007786068134009838, "m": 0.5 }, { "p": 0.1127842590212822, "m": 0.5 }, { "p": 0.052911560982465744, "m": 0.8347342610359192 }, { "p": 0.008076922968029976, "m": 0.6785931587219238 }, { "p": 0.043052639812231064, "m": 0.750649631023407 }, { "p": 0.09455415606498718, "m": 0.9298081398010254 }, { "p": 0.08273254334926605, "m": 0.9643391966819763 }, { "p": 0.08975762873888016, "m": 0.9954233765602112 }, { "p": 0.11020560562610626, "m": 0.6775973439216614 }, { "p": 0.05810917168855667, "m": 0.9771193861961365 }, { "p": 0.11094952374696732, "m": 1.0 }, { "p": 0.1319892555475235, "m": 0.5 }, { "p": 0.00934505369514227, "m": 0.5 } ] }, { "epoch": 41, "train_loss": 2.179655075073242, "val_loss": 0.9317780137062073, "acc": 71.02, "time": 127.5995324229998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09725309908390045, "m": 0.5 }, { "p": 0.007559251505881548, "m": 0.5 }, { "p": 0.09878461062908173, "m": 0.5 }, { "p": 0.05525412783026695, "m": 0.9326297044754028 }, { "p": 0.026591844856739044, "m": 0.6854943037033081 }, { "p": 0.028450194746255875, "m": 0.8429656624794006 }, { "p": 0.0981871485710144, "m": 1.0 }, { "p": 0.10578915476799011, "m": 0.9915021061897278 }, { "p": 0.06999225169420242, "m": 0.982986330986023 }, { "p": 0.07212837785482407, "m": 0.7236043810844421 }, { "p": 0.07842949032783508, "m": 0.9666278958320618 }, { "p": 0.12129625678062439, "m": 1.0 }, { "p": 0.11993342638015747, "m": 0.5 }, { "p": 0.020350798964500427, "m": 0.5 } ] }, { "epoch": 42, "train_loss": 1.8037972450256348, "val_loss": 0.9600949883460999, "acc": 70.08, "time": 128.88190292400031, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09535626322031021, "m": 0.5 }, { "p": 0.013338608667254448, "m": 0.5 }, { "p": 0.1344151496887207, "m": 0.5 }, { "p": 0.04067666456103325, "m": 1.0 }, { "p": 0.022599749267101288, "m": 0.6409200429916382 }, { "p": 0.03600217029452324, "m": 0.9990753531455994 }, { "p": 0.08976804465055466, "m": 0.9941583275794983 }, { "p": 0.06548894941806793, "m": 1.0 }, { "p": 0.08176209032535553, "m": 1.0 }, { "p": 0.1072022095322609, "m": 0.7523741126060486 }, { "p": 0.0593164823949337, "m": 0.998862087726593 }, { "p": 0.11859220266342163, "m": 1.0 }, { "p": 0.1195332258939743, "m": 0.5 }, { "p": 0.015948280692100525, "m": 0.5 } ] }, { "epoch": 43, "train_loss": 1.8402469158172607, "val_loss": 0.8732406497001648, "acc": 70.39, "time": 128.5120942650001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09833686798810959, "m": 0.5 }, { "p": 0.032785139977931976, "m": 0.5 }, { "p": 0.11053954809904099, "m": 0.5 }, { "p": 0.08129343390464783, "m": 0.9936076998710632 }, { "p": 0.024061739444732666, "m": 0.632101833820343 }, { "p": 0.021938461810350418, "m": 0.9755825996398926 }, { "p": 0.10225343704223633, "m": 1.0 }, { "p": 0.08470974117517471, "m": 1.0 }, { "p": 0.060600828379392624, "m": 0.9830858111381531 }, { "p": 0.08374830335378647, "m": 0.7953124642372131 }, { "p": 0.054825909435749054, "m": 0.9945234656333923 }, { "p": 0.12415231764316559, "m": 0.9997708201408386 }, { "p": 0.09825410693883896, "m": 0.5 }, { "p": 0.022500237450003624, "m": 0.5 } ] }, { "epoch": 44, "train_loss": 2.038907527923584, "val_loss": 0.8136475682258606, "acc": 70.32, "time": 127.64458365100018, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09895157814025879, "m": 0.5 }, { "p": 0.010131758637726307, "m": 0.5 }, { "p": 0.11343017220497131, "m": 0.5 }, { "p": 0.06129281222820282, "m": 0.938407838344574 }, { "p": 0.02260657586157322, "m": 0.6355189681053162 }, { "p": 0.0193784236907959, "m": 0.7721999883651733 }, { "p": 0.08031874895095825, "m": 0.9903237223625183 }, { "p": 0.09345036000013351, "m": 1.0 }, { "p": 0.08268166333436966, "m": 0.9971293210983276 }, { "p": 0.09343856573104858, "m": 0.8432916402816772 }, { "p": 0.07156698405742645, "m": 1.0 }, { "p": 0.1198740229010582, "m": 1.0 }, { "p": 0.10176559537649155, "m": 0.5 }, { "p": 0.031112654134631157, "m": 0.5 } ] }, { "epoch": 45, "train_loss": 1.6536831855773926, "val_loss": 0.9291648268699646, "acc": 70.06, "time": 128.7707291330007, "mix_dist": 0.800000011920929, "param": [ { "p": 0.080414779484272, "m": 0.5 }, { "p": 0.019545605406165123, "m": 0.5 }, { "p": 0.10357752442359924, "m": 0.5 }, { "p": 0.04863075539469719, "m": 0.943472683429718 }, { "p": 0.01066584698855877, "m": 0.6099776029586792 }, { "p": 0.032726138830184937, "m": 0.7310972213745117 }, { "p": 0.1150505468249321, "m": 0.9049714207649231 }, { "p": 0.07451653480529785, "m": 0.980606734752655 }, { "p": 0.07459404319524765, "m": 0.9285315275192261 }, { "p": 0.096655935049057, "m": 0.8820001482963562 }, { "p": 0.06318467855453491, "m": 0.9806122183799744 }, { "p": 0.14005447924137115, "m": 1.0 }, { "p": 0.13138093054294586, "m": 0.5 }, { "p": 0.009002173319458961, "m": 0.5 } ] }, { "epoch": 46, "train_loss": 1.708078384399414, "val_loss": 0.8433599472045898, "acc": 70.84, "time": 127.66235327899994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0719047486782074, "m": 0.5 }, { "p": 0.00933277327567339, "m": 0.5 }, { "p": 0.11772771179676056, "m": 0.5 }, { "p": 0.040537092834711075, "m": 0.8324124217033386 }, { "p": 0.03080320730805397, "m": 0.6649811267852783 }, { "p": 0.02497207187116146, "m": 0.7203128337860107 }, { "p": 0.09741319715976715, "m": 0.8593255281448364 }, { "p": 0.08856836706399918, "m": 0.9653564691543579 }, { "p": 0.07776845991611481, "m": 0.9935838580131531 }, { "p": 0.0745115727186203, "m": 0.902151882648468 }, { "p": 0.07603317499160767, "m": 0.9523321986198425 }, { "p": 0.15234436094760895, "m": 1.0 }, { "p": 0.13370658457279205, "m": 0.5 }, { "p": 0.004376547876745462, "m": 0.5 } ] }, { "epoch": 47, "train_loss": 1.6283518075942993, "val_loss": 0.7906284928321838, "acc": 70.73, "time": 127.26833515199996, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10853516310453415, "m": 0.5 }, { "p": 0.0179492998868227, "m": 0.5 }, { "p": 0.10224626213312149, "m": 0.5 }, { "p": 0.07429753988981247, "m": 0.8518168926239014 }, { "p": 0.013802059926092625, "m": 0.6902756094932556 }, { "p": 0.0183135736733675, "m": 0.7620185017585754 }, { "p": 0.0835442915558815, "m": 0.8175618052482605 }, { "p": 0.09197871387004852, "m": 0.9731132388114929 }, { "p": 0.09781932830810547, "m": 0.9865018129348755 }, { "p": 0.0820927768945694, "m": 0.962158739566803 }, { "p": 0.034197378903627396, "m": 0.9579688906669617 }, { "p": 0.11913185566663742, "m": 1.0 }, { "p": 0.12240314483642578, "m": 0.5 }, { "p": 0.033688705414533615, "m": 0.5 } ] }, { "epoch": 48, "train_loss": 1.8293894529342651, "val_loss": 0.8290100693702698, "acc": 71.67, "time": 128.45365584899992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11477696895599365, "m": 0.5 }, { "p": 0.011461780406534672, "m": 0.5 }, { "p": 0.09928914904594421, "m": 0.5 }, { "p": 0.05729129537940025, "m": 0.7082017064094543 }, { "p": 0.02625228464603424, "m": 0.655584454536438 }, { "p": 0.019437028095126152, "m": 0.8031555414199829 }, { "p": 0.09859316051006317, "m": 0.864267885684967 }, { "p": 0.102243572473526, "m": 1.0 }, { "p": 0.10097867995500565, "m": 0.9658054113388062 }, { "p": 0.09198594093322754, "m": 1.0 }, { "p": 0.05682142823934555, "m": 0.9990467429161072 }, { "p": 0.09243986010551453, "m": 1.0 }, { "p": 0.10564947873353958, "m": 0.5 }, { "p": 0.022779414430260658, "m": 0.5 } ] }, { "epoch": 49, "train_loss": 1.607235312461853, "val_loss": 0.7560638189315796, "acc": 70.76, "time": 129.1376720320004, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07899103313684464, "m": 0.5 }, { "p": 0.029415905475616455, "m": 0.5 }, { "p": 0.10073872655630112, "m": 0.5 }, { "p": 0.08025164157152176, "m": 0.7700862288475037 }, { "p": 0.0007042307406663895, "m": 0.8703057169914246 }, { "p": 0.021874774247407913, "m": 0.9554926156997681 }, { "p": 0.06373326480388641, "m": 0.8997598886489868 }, { "p": 0.08232265710830688, "m": 0.9886592030525208 }, { "p": 0.06731831282377243, "m": 0.9894517660140991 }, { "p": 0.10586612671613693, "m": 0.9743450284004211 }, { "p": 0.07773680984973907, "m": 0.9442485570907593 }, { "p": 0.1591600626707077, "m": 1.0 }, { "p": 0.12100673466920853, "m": 0.5 }, { "p": 0.010879694484174252, "m": 0.5 } ] }, { "epoch": 50, "train_loss": 1.985303521156311, "val_loss": 0.7991452217102051, "acc": 70.56, "time": 128.2065334250001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09439186006784439, "m": 0.5 }, { "p": 0.01705770753324032, "m": 0.5 }, { "p": 0.12205822020769119, "m": 0.5 }, { "p": 0.053612254559993744, "m": 0.8199869990348816 }, { "p": 0.032050032168626785, "m": 0.7309526801109314 }, { "p": 0.029881181195378304, "m": 0.9994217753410339 }, { "p": 0.07068551331758499, "m": 1.0 }, { "p": 0.06232332065701485, "m": 0.9145346879959106 }, { "p": 0.08304381370544434, "m": 0.9937777519226074 }, { "p": 0.11009516566991806, "m": 0.9625268578529358 }, { "p": 0.0559864304959774, "m": 1.0 }, { "p": 0.11799006164073944, "m": 1.0 }, { "p": 0.12906436622142792, "m": 0.5 }, { "p": 0.021760132163763046, "m": 0.5 } ] }, { "epoch": 51, "train_loss": 1.97416353225708, "val_loss": 0.7570050358772278, "acc": 71.33, "time": 126.36543418100064, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0894937589764595, "m": 0.5 }, { "p": 0.007022987585514784, "m": 0.5 }, { "p": 0.11136732995510101, "m": 0.5 }, { "p": 0.07427874952554703, "m": 0.8685212731361389 }, { "p": 0.03699507191777229, "m": 0.7430919408798218 }, { "p": 0.052675455808639526, "m": 0.9444816708564758 }, { "p": 0.08184769004583359, "m": 0.9383699893951416 }, { "p": 0.08616841584444046, "m": 0.9119981527328491 }, { "p": 0.0524895153939724, "m": 1.0 }, { "p": 0.098898746073246, "m": 0.9346907734870911 }, { "p": 0.07154832035303116, "m": 1.0 }, { "p": 0.12900866568088531, "m": 1.0 }, { "p": 0.0821448341012001, "m": 0.5 }, { "p": 0.026060517877340317, "m": 0.5 } ] }, { "epoch": 52, "train_loss": 1.6774165630340576, "val_loss": 0.9761775732040405, "acc": 71.73, "time": 127.93402420300026, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10092724859714508, "m": 0.5 }, { "p": 0.016768883913755417, "m": 0.5 }, { "p": 0.0933205708861351, "m": 0.5 }, { "p": 0.04883924126625061, "m": 0.8942211866378784 }, { "p": 0.02110615372657776, "m": 0.800055980682373 }, { "p": 0.02664078213274479, "m": 0.9870783090591431 }, { "p": 0.09794189780950546, "m": 0.7877476811408997 }, { "p": 0.08269863575696945, "m": 0.969626784324646 }, { "p": 0.09231174737215042, "m": 1.0 }, { "p": 0.0955103412270546, "m": 0.8608577847480774 }, { "p": 0.04670805111527443, "m": 0.9794310331344604 }, { "p": 0.12285284698009491, "m": 0.9996905326843262 }, { "p": 0.11781885474920273, "m": 0.5 }, { "p": 0.03655476123094559, "m": 0.5 } ] }, { "epoch": 53, "train_loss": 1.4511066675186157, "val_loss": 0.8169124126434326, "acc": 71.23, "time": 126.6472991820001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0909167006611824, "m": 0.5 }, { "p": 0.01854017749428749, "m": 0.5 }, { "p": 0.08981496095657349, "m": 0.5 }, { "p": 0.05590744689106941, "m": 0.7282567024230957 }, { "p": 0.037055980414152145, "m": 0.7880635857582092 }, { "p": 0.026925183832645416, "m": 0.8964398503303528 }, { "p": 0.07835099846124649, "m": 0.6923180222511292 }, { "p": 0.08993935585021973, "m": 1.0 }, { "p": 0.08037466555833817, "m": 1.0 }, { "p": 0.09495023638010025, "m": 0.8211454153060913 }, { "p": 0.06662008911371231, "m": 0.9656091332435608 }, { "p": 0.12367286533117294, "m": 1.0 }, { "p": 0.11814561486244202, "m": 0.5 }, { "p": 0.02878572791814804, "m": 0.5 } ] }, { "epoch": 54, "train_loss": 1.885903239250183, "val_loss": 0.8872188329696655, "acc": 71.06, "time": 128.04505002600035, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12262412160634995, "m": 0.5 }, { "p": 0.028673255816102028, "m": 0.5 }, { "p": 0.04896199330687523, "m": 0.5 }, { "p": 0.07287470251321793, "m": 0.7662320733070374 }, { "p": 0.022936353459954262, "m": 0.8198630809783936 }, { "p": 0.04828193038702011, "m": 0.9255567789077759 }, { "p": 0.012743131257593632, "m": 0.6080439686775208 }, { "p": 0.12262167036533356, "m": 0.8401274681091309 }, { "p": 0.08464135974645615, "m": 0.8916188478469849 }, { "p": 0.08820288628339767, "m": 0.8573155999183655 }, { "p": 0.07160237431526184, "m": 0.8475547432899475 }, { "p": 0.15196086466312408, "m": 1.0 }, { "p": 0.09079913049936295, "m": 0.5 }, { "p": 0.03307626023888588, "m": 0.5 } ] }, { "epoch": 55, "train_loss": 1.623661756515503, "val_loss": 0.7446876168251038, "acc": 71.16, "time": 128.13901584900032, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07413585484027863, "m": 0.5 }, { "p": 0.014523318037390709, "m": 0.5 }, { "p": 0.13219313323497772, "m": 0.5 }, { "p": 0.04814177751541138, "m": 0.9216795563697815 }, { "p": 0.012748838402330875, "m": 0.8403816223144531 }, { "p": 0.022286131978034973, "m": 0.9120504260063171 }, { "p": 0.08014312386512756, "m": 0.684083104133606 }, { "p": 0.09573028981685638, "m": 0.8360282778739929 }, { "p": 0.07956752926111221, "m": 0.8755937218666077 }, { "p": 0.07142085582017899, "m": 0.849327802658081 }, { "p": 0.08575449883937836, "m": 0.9554335474967957 }, { "p": 0.12683852016925812, "m": 1.0 }, { "p": 0.13827061653137207, "m": 0.5 }, { "p": 0.018245501443743706, "m": 0.5 } ] }, { "epoch": 56, "train_loss": 1.5401932001113892, "val_loss": 0.8682224154472351, "acc": 71.68, "time": 127.91963221199967, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08404573798179626, "m": 0.5 }, { "p": 0.013565432280302048, "m": 0.5 }, { "p": 0.11126750707626343, "m": 0.5 }, { "p": 0.03474541753530502, "m": 0.8589777946472168 }, { "p": 0.007650295272469521, "m": 0.8318657875061035 }, { "p": 0.04164496809244156, "m": 0.9179565906524658 }, { "p": 0.06374773383140564, "m": 0.6822444796562195 }, { "p": 0.09109993278980255, "m": 0.8128862380981445 }, { "p": 0.08617004007101059, "m": 0.9436123967170715 }, { "p": 0.09865836799144745, "m": 0.9203884601593018 }, { "p": 0.08066122978925705, "m": 0.8626444339752197 }, { "p": 0.13154123723506927, "m": 0.9955418109893799 }, { "p": 0.1384490728378296, "m": 0.5 }, { "p": 0.016753144562244415, "m": 0.5 } ] }, { "epoch": 57, "train_loss": 1.8994368314743042, "val_loss": 0.8730735182762146, "acc": 71.34, "time": 128.98865807600032, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1153191328048706, "m": 0.5 }, { "p": 0.033530041575431824, "m": 0.5 }, { "p": 0.11622586846351624, "m": 0.5 }, { "p": 0.023566100746393204, "m": 0.9190868139266968 }, { "p": 0.02691887691617012, "m": 0.747718334197998 }, { "p": 0.013784085400402546, "m": 0.9168808460235596 }, { "p": 0.04873182997107506, "m": 0.7905627489089966 }, { "p": 0.08717594295740128, "m": 0.8874484300613403 }, { "p": 0.08162868767976761, "m": 0.9074728488922119 }, { "p": 0.09560296684503555, "m": 0.8503414392471313 }, { "p": 0.06760930269956589, "m": 0.9160732626914978 }, { "p": 0.12033679336309433, "m": 1.0 }, { "p": 0.13705848157405853, "m": 0.5 }, { "p": 0.03251182660460472, "m": 0.5 } ] }, { "epoch": 58, "train_loss": 1.587916612625122, "val_loss": 0.8935977816581726, "acc": 71.62, "time": 126.57838860300035, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09796316921710968, "m": 0.5 }, { "p": 0.028949007391929626, "m": 0.5 }, { "p": 0.09844882041215897, "m": 0.5 }, { "p": 0.031462207436561584, "m": 0.9440442323684692 }, { "p": 0.01764262467622757, "m": 0.8020286560058594 }, { "p": 0.04601942002773285, "m": 0.8359714150428772 }, { "p": 0.055326007306575775, "m": 0.7653777599334717 }, { "p": 0.09572453051805496, "m": 1.0 }, { "p": 0.08593857288360596, "m": 0.9637014269828796 }, { "p": 0.1320825070142746, "m": 0.8642994165420532 }, { "p": 0.08336099237203598, "m": 1.0 }, { "p": 0.1270378977060318, "m": 1.0 }, { "p": 0.09935882687568665, "m": 0.5 }, { "p": 0.0006854416569694877, "m": 0.5 } ] }, { "epoch": 59, "train_loss": 1.4530271291732788, "val_loss": 0.7228937745094299, "acc": 72.11, "time": 127.66917549500067, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10299409180879593, "m": 0.5 }, { "p": 0.026425305753946304, "m": 0.5 }, { "p": 0.08775071054697037, "m": 0.5 }, { "p": 0.06327790021896362, "m": 0.8364939093589783 }, { "p": 0.02313290722668171, "m": 0.8742619156837463 }, { "p": 0.04097156599164009, "m": 0.9274525046348572 }, { "p": 0.05135283246636391, "m": 0.777828574180603 }, { "p": 0.08395075798034668, "m": 0.8937451243400574 }, { "p": 0.08991149067878723, "m": 0.9060481190681458 }, { "p": 0.10498273372650146, "m": 0.9529567956924438 }, { "p": 0.0709572359919548, "m": 0.8799804449081421 }, { "p": 0.12287501990795135, "m": 1.0 }, { "p": 0.12055157870054245, "m": 0.5 }, { "p": 0.010865855030715466, "m": 0.5 } ] }, { "epoch": 60, "train_loss": 1.2845107316970825, "val_loss": 0.882683515548706, "acc": 71.55, "time": 128.0363354630008, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10403699427843094, "m": 0.5 }, { "p": 0.024663476273417473, "m": 0.5 }, { "p": 0.1201646625995636, "m": 0.5 }, { "p": 0.06803982704877853, "m": 0.7991083264350891 }, { "p": 0.0007043089717626572, "m": 0.9947206974029541 }, { "p": 0.04705611243844032, "m": 0.9705897569656372 }, { "p": 0.04430899769067764, "m": 0.7580264210700989 }, { "p": 0.06607864052057266, "m": 0.999106228351593 }, { "p": 0.08508412539958954, "m": 0.967086672782898 }, { "p": 0.09515167772769928, "m": 0.8945778012275696 }, { "p": 0.052318014204502106, "m": 0.8962178230285645 }, { "p": 0.10361403971910477, "m": 1.0 }, { "p": 0.14993786811828613, "m": 0.5 }, { "p": 0.03884134814143181, "m": 0.5 } ] }, { "epoch": 61, "train_loss": 1.3626906871795654, "val_loss": 0.7970134019851685, "acc": 71.44, "time": 127.14137883700005, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09382373839616776, "m": 0.5 }, { "p": 0.0035806309897452593, "m": 0.5 }, { "p": 0.10868415236473083, "m": 0.5 }, { "p": 0.03229175880551338, "m": 0.7915596961975098 }, { "p": 0.007780848070979118, "m": 0.9871950149536133 }, { "p": 0.039033565670251846, "m": 0.9743236303329468 }, { "p": 0.07251271605491638, "m": 0.7657942175865173 }, { "p": 0.07988008111715317, "m": 0.7856945991516113 }, { "p": 0.08050195872783661, "m": 0.9218700528144836 }, { "p": 0.08922141045331955, "m": 0.8715856671333313 }, { "p": 0.09011860936880112, "m": 0.8831048607826233 }, { "p": 0.12147743254899979, "m": 1.0 }, { "p": 0.13456061482429504, "m": 0.5 }, { "p": 0.04653241112828255, "m": 0.5 } ] }, { "epoch": 62, "train_loss": 1.6846760511398315, "val_loss": 0.9671658277511597, "acc": 71.83, "time": 127.04722359599964, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10674461722373962, "m": 0.5 }, { "p": 0.016096206381917, "m": 0.5 }, { "p": 0.11723989993333817, "m": 0.5 }, { "p": 0.040759775787591934, "m": 0.6877241730690002 }, { "p": 0.01701672561466694, "m": 0.8577326536178589 }, { "p": 0.028229758143424988, "m": 0.8530707955360413 }, { "p": 0.06977463513612747, "m": 0.7335500717163086 }, { "p": 0.08863022923469543, "m": 0.9506993293762207 }, { "p": 0.061657343059778214, "m": 0.985124945640564 }, { "p": 0.11224804818630219, "m": 0.9154105186462402 }, { "p": 0.06802790611982346, "m": 0.9157835841178894 }, { "p": 0.11771271377801895, "m": 1.0 }, { "p": 0.1201452687382698, "m": 0.5 }, { "p": 0.035716891288757324, "m": 0.5 } ] }, { "epoch": 63, "train_loss": 1.672276496887207, "val_loss": 0.9208770990371704, "acc": 71.25, "time": 127.71541101999992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08980467170476913, "m": 0.5 }, { "p": 0.01692286506295204, "m": 0.5 }, { "p": 0.0982440635561943, "m": 0.5 }, { "p": 0.03486679866909981, "m": 0.7763861417770386 }, { "p": 0.03257444128394127, "m": 0.780474066734314 }, { "p": 0.05520022287964821, "m": 0.8326658010482788 }, { "p": 0.06568636745214462, "m": 0.5676485300064087 }, { "p": 0.07415858656167984, "m": 0.9693235754966736 }, { "p": 0.09917178750038147, "m": 0.9077457189559937 }, { "p": 0.11460097134113312, "m": 0.9051876664161682 }, { "p": 0.05034670978784561, "m": 0.8267321586608887 }, { "p": 0.1182902529835701, "m": 1.0 }, { "p": 0.11795962601900101, "m": 0.5 }, { "p": 0.03217272460460663, "m": 0.5 } ] }, { "epoch": 64, "train_loss": 1.1773135662078857, "val_loss": 0.7357786297798157, "acc": 72.05, "time": 128.26420212999983, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07993881404399872, "m": 0.5 }, { "p": 0.01128446776419878, "m": 0.5 }, { "p": 0.12274236977100372, "m": 0.5 }, { "p": 0.027767717838287354, "m": 0.7855647802352905 }, { "p": 0.0007002117927186191, "m": 0.8302009105682373 }, { "p": 0.03424559906125069, "m": 0.7085912227630615 }, { "p": 0.07776299118995667, "m": 0.5928360223770142 }, { "p": 0.12260998785495758, "m": 0.9889065623283386 }, { "p": 0.07677249610424042, "m": 0.9946585297584534 }, { "p": 0.12283444404602051, "m": 0.8864863514900208 }, { "p": 0.0759313777089119, "m": 0.8538884520530701 }, { "p": 0.11086631566286087, "m": 1.0 }, { "p": 0.13584290444850922, "m": 0.5 }, { "p": 0.0007002117927186191, "m": 0.5 } ] }, { "epoch": 65, "train_loss": 1.5371487140655518, "val_loss": 0.8181155323982239, "acc": 71.38, "time": 128.40417062300003, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12303414940834045, "m": 0.5 }, { "p": 0.018161140382289886, "m": 0.5 }, { "p": 0.11943009495735168, "m": 0.5 }, { "p": 0.0006994418799877167, "m": 0.7620484232902527 }, { "p": 0.017946962267160416, "m": 0.833435595035553 }, { "p": 0.047383762896060944, "m": 0.7518169283866882 }, { "p": 0.029555020853877068, "m": 0.7076484560966492 }, { "p": 0.07585405558347702, "m": 0.9725795984268188 }, { "p": 0.08638857305049896, "m": 0.9554630517959595 }, { "p": 0.08702962100505829, "m": 0.8367516994476318 }, { "p": 0.07209628075361252, "m": 0.9659099578857422 }, { "p": 0.14385610818862915, "m": 1.0 }, { "p": 0.14642027020454407, "m": 0.5 }, { "p": 0.03214458376169205, "m": 0.5 } ] }, { "epoch": 66, "train_loss": 1.8814641237258911, "val_loss": 0.8969682455062866, "acc": 71.71, "time": 127.03768368300007, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11738526821136475, "m": 0.5 }, { "p": 0.0039040418341755867, "m": 0.5 }, { "p": 0.09765378385782242, "m": 0.5 }, { "p": 0.06261569261550903, "m": 0.7020870447158813 }, { "p": 0.01518380269408226, "m": 0.8042169213294983 }, { "p": 0.023119430989027023, "m": 0.880786657333374 }, { "p": 0.07181873917579651, "m": 0.6347158551216125 }, { "p": 0.07644663006067276, "m": 0.9470424652099609 }, { "p": 0.06571180373430252, "m": 0.9857059717178345 }, { "p": 0.10459194332361221, "m": 0.9192643165588379 }, { "p": 0.08381272852420807, "m": 0.9055135250091553 }, { "p": 0.123995840549469, "m": 1.0 }, { "p": 0.11771660298109055, "m": 0.5 }, { "p": 0.03604375571012497, "m": 0.5 } ] }, { "epoch": 67, "train_loss": 1.7624170780181885, "val_loss": 0.8300278782844543, "acc": 72.51, "time": 128.068822448, "mix_dist": 0.800000011920929, "param": [ { "p": 0.13750427961349487, "m": 0.5 }, { "p": 0.03031330369412899, "m": 0.5 }, { "p": 0.13697730004787445, "m": 0.5 }, { "p": 0.048527248203754425, "m": 0.6334362626075745 }, { "p": 0.027265898883342743, "m": 0.7241078615188599 }, { "p": 0.025228098034858704, "m": 1.0 }, { "p": 0.06574728339910507, "m": 0.589853048324585 }, { "p": 0.04033727943897247, "m": 0.9072704315185547 }, { "p": 0.0729469284415245, "m": 0.9917826056480408 }, { "p": 0.0933312401175499, "m": 0.9445224404335022 }, { "p": 0.08871837705373764, "m": 0.8205050230026245 }, { "p": 0.10794639587402344, "m": 1.0 }, { "p": 0.08539008349180222, "m": 0.5 }, { "p": 0.039766326546669006, "m": 0.5 } ] }, { "epoch": 68, "train_loss": 1.5972392559051514, "val_loss": 0.8344476819038391, "acc": 71.88, "time": 127.01259562499945, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10870320349931717, "m": 0.5 }, { "p": 0.029391421005129814, "m": 0.5 }, { "p": 0.10369836539030075, "m": 0.5 }, { "p": 0.023145752027630806, "m": 0.7470563054084778 }, { "p": 0.02177605777978897, "m": 0.7609798908233643 }, { "p": 0.028133952990174294, "m": 0.940944254398346 }, { "p": 0.0730069950222969, "m": 0.7559841275215149 }, { "p": 0.08074472099542618, "m": 0.8536403775215149 }, { "p": 0.08695017546415329, "m": 0.9149717688560486 }, { "p": 0.09937157481908798, "m": 0.9949389100074768 }, { "p": 0.060001347213983536, "m": 0.7165434956550598 }, { "p": 0.12145677208900452, "m": 1.0 }, { "p": 0.13929803669452667, "m": 0.5 }, { "p": 0.02432156726717949, "m": 0.5 } ] }, { "epoch": 69, "train_loss": 1.3821678161621094, "val_loss": 0.9767004251480103, "acc": 71.57, "time": 127.86839450099978, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11915097385644913, "m": 0.5 }, { "p": 0.031603362411260605, "m": 0.5 }, { "p": 0.09726130217313766, "m": 0.5 }, { "p": 0.007527629379183054, "m": 0.6432420611381531 }, { "p": 0.0006912095122970641, "m": 0.7907071113586426 }, { "p": 0.046571530401706696, "m": 0.8654556274414062 }, { "p": 0.07927395403385162, "m": 0.7884551286697388 }, { "p": 0.0839645266532898, "m": 0.7407345771789551 }, { "p": 0.06539805978536606, "m": 0.9697698354721069 }, { "p": 0.11626391112804413, "m": 0.9681200981140137 }, { "p": 0.07584945857524872, "m": 0.7342830300331116 }, { "p": 0.09470327943563461, "m": 1.0 }, { "p": 0.16163018345832825, "m": 0.5 }, { "p": 0.020110582932829857, "m": 0.5 } ] }, { "epoch": 70, "train_loss": 1.518064022064209, "val_loss": 0.7938329577445984, "acc": 72.49, "time": 128.08646146299907, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1102418377995491, "m": 0.5 }, { "p": 0.01968228816986084, "m": 0.5 }, { "p": 0.10850603878498077, "m": 0.5 }, { "p": 0.039772700518369675, "m": 0.5817712545394897 }, { "p": 0.018380969762802124, "m": 0.8556808829307556 }, { "p": 0.036798637360334396, "m": 0.7636639475822449 }, { "p": 0.07109947502613068, "m": 0.8336463570594788 }, { "p": 0.07808321714401245, "m": 0.8177885413169861 }, { "p": 0.058324284851551056, "m": 0.9524886012077332 }, { "p": 0.08216244727373123, "m": 0.9380359649658203 }, { "p": 0.09212220460176468, "m": 0.8889403343200684 }, { "p": 0.13760189712047577, "m": 1.0 }, { "p": 0.11516123265028, "m": 0.5 }, { "p": 0.03206280618906021, "m": 0.5 } ] }, { "epoch": 71, "train_loss": 1.4178637266159058, "val_loss": 0.7913495302200317, "acc": 72.66, "time": 128.6052935660009, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12301837652921677, "m": 0.5 }, { "p": 0.0029659816063940525, "m": 0.5 }, { "p": 0.10308701545000076, "m": 0.5 }, { "p": 0.04324974864721298, "m": 0.6234815716743469 }, { "p": 0.0006887011113576591, "m": 0.8531128168106079 }, { "p": 0.043645940721035004, "m": 0.7999101281166077 }, { "p": 0.0733247622847557, "m": 0.7078747749328613 }, { "p": 0.07466275244951248, "m": 0.8883296251296997 }, { "p": 0.06654784083366394, "m": 0.9224643707275391 }, { "p": 0.11125682294368744, "m": 0.9036467671394348 }, { "p": 0.07604816555976868, "m": 0.8637065291404724 }, { "p": 0.13221360743045807, "m": 1.0 }, { "p": 0.1290801614522934, "m": 0.5 }, { "p": 0.02021017298102379, "m": 0.5 } ] }, { "epoch": 72, "train_loss": 1.445849895477295, "val_loss": 0.743451714515686, "acc": 72.28, "time": 128.60773966600027, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11132697761058807, "m": 0.5 }, { "p": 0.019898230209946632, "m": 0.5 }, { "p": 0.11667969822883606, "m": 0.5 }, { "p": 0.05720085650682449, "m": 0.6668623685836792 }, { "p": 0.029521407559514046, "m": 0.9308866262435913 }, { "p": 0.017391793429851532, "m": 0.6874997019767761 }, { "p": 0.08622447401285172, "m": 0.637809693813324 }, { "p": 0.07478420436382294, "m": 0.7900258898735046 }, { "p": 0.06603092700242996, "m": 0.9760779142379761 }, { "p": 0.119137704372406, "m": 0.8874959349632263 }, { "p": 0.05934613570570946, "m": 0.896377682685852 }, { "p": 0.103095643222332, "m": 1.0 }, { "p": 0.11424025893211365, "m": 0.5 }, { "p": 0.025121688842773438, "m": 0.5 } ] }, { "epoch": 73, "train_loss": 1.6842273473739624, "val_loss": 0.8000147938728333, "acc": 71.64, "time": 127.2887999049999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08961524069309235, "m": 0.5 }, { "p": 0.02201433852314949, "m": 0.5 }, { "p": 0.110861636698246, "m": 0.5 }, { "p": 0.0497932955622673, "m": 0.8249285221099854 }, { "p": 0.010036739520728588, "m": 0.9102362394332886 }, { "p": 0.029372626915574074, "m": 0.7322900295257568 }, { "p": 0.07167673856019974, "m": 0.7449392080307007 }, { "p": 0.089370958507061, "m": 0.74318927526474 }, { "p": 0.09412301331758499, "m": 1.0 }, { "p": 0.09994121640920639, "m": 0.924899697303772 }, { "p": 0.07368199527263641, "m": 0.9349167346954346 }, { "p": 0.0989333838224411, "m": 1.0 }, { "p": 0.12999530136585236, "m": 0.5 }, { "p": 0.030583534389734268, "m": 0.5 } ] }, { "epoch": 74, "train_loss": 1.258081316947937, "val_loss": 0.7576210498809814, "acc": 72.68, "time": 128.19644602699918, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09208651632070541, "m": 0.5 }, { "p": 0.0011810373980551958, "m": 0.5 }, { "p": 0.12724344432353973, "m": 0.5 }, { "p": 0.044925231486558914, "m": 0.7988205552101135 }, { "p": 0.0043818410485982895, "m": 0.8155860304832458 }, { "p": 0.056094422936439514, "m": 0.9462690353393555 }, { "p": 0.07680202275514603, "m": 0.8287179470062256 }, { "p": 0.07382421940565109, "m": 0.7896521091461182 }, { "p": 0.09209190309047699, "m": 0.931731641292572 }, { "p": 0.08873250335454941, "m": 0.825924277305603 }, { "p": 0.08937977254390717, "m": 0.9258131384849548 }, { "p": 0.12150679528713226, "m": 1.0 }, { "p": 0.11525292694568634, "m": 0.5 }, { "p": 0.016497313976287842, "m": 0.5 } ] }, { "epoch": 75, "train_loss": 1.3702187538146973, "val_loss": 0.6261399984359741, "acc": 72.75, "time": 127.3700685219992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11008281260728836, "m": 0.5 }, { "p": 0.014449084177613258, "m": 0.5 }, { "p": 0.11118650436401367, "m": 0.5 }, { "p": 0.047995343804359436, "m": 0.910466194152832 }, { "p": 0.027010900899767876, "m": 0.6994398832321167 }, { "p": 0.04344271868467331, "m": 0.9825224280357361 }, { "p": 0.05538320168852806, "m": 0.8877478241920471 }, { "p": 0.06711359322071075, "m": 0.8833901286125183 }, { "p": 0.08054526895284653, "m": 0.9303259253501892 }, { "p": 0.11377735435962677, "m": 0.9676831960678101 }, { "p": 0.07945636659860611, "m": 0.847341775894165 }, { "p": 0.10224223881959915, "m": 1.0 }, { "p": 0.12540404498577118, "m": 0.5 }, { "p": 0.02191055193543434, "m": 0.5 } ] }, { "epoch": 76, "train_loss": 1.5800740718841553, "val_loss": 0.8324612975120544, "acc": 71.93, "time": 128.5939638990003, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11087356507778168, "m": 0.5 }, { "p": 0.018749944865703583, "m": 0.5 }, { "p": 0.07121533155441284, "m": 0.5 }, { "p": 0.04447683319449425, "m": 0.9851509928703308 }, { "p": 0.03181787580251694, "m": 0.825465977191925 }, { "p": 0.0229754950851202, "m": 0.9571903347969055 }, { "p": 0.059177566319704056, "m": 0.9262863993644714 }, { "p": 0.08338963985443115, "m": 0.8538058996200562 }, { "p": 0.08455124497413635, "m": 0.8878681063652039 }, { "p": 0.11074774712324142, "m": 0.9723901748657227 }, { "p": 0.07994702458381653, "m": 0.8241052031517029 }, { "p": 0.09900666028261185, "m": 1.0 }, { "p": 0.13767291605472565, "m": 0.5 }, { "p": 0.045398157089948654, "m": 0.5 } ] }, { "epoch": 77, "train_loss": 1.4454163312911987, "val_loss": 0.6632750034332275, "acc": 73.28, "time": 128.43746404100057, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12410671263933182, "m": 0.5 }, { "p": 0.02842390164732933, "m": 0.5 }, { "p": 0.12366636842489243, "m": 0.5 }, { "p": 0.040808092802762985, "m": 0.9450387954711914 }, { "p": 0.009559580124914646, "m": 0.6031895875930786 }, { "p": 0.011322728358209133, "m": 0.943041205406189 }, { "p": 0.06936481595039368, "m": 0.9039873480796814 }, { "p": 0.0719132199883461, "m": 0.83342045545578 }, { "p": 0.0980360209941864, "m": 0.9373200535774231 }, { "p": 0.10842306911945343, "m": 0.9691942930221558 }, { "p": 0.0335632786154747, "m": 0.9916709661483765 }, { "p": 0.10189418494701385, "m": 1.0 }, { "p": 0.14857842028141022, "m": 0.5 }, { "p": 0.030339587479829788, "m": 0.5 } ] }, { "epoch": 78, "train_loss": 1.8398983478546143, "val_loss": 0.8747195601463318, "acc": 71.49, "time": 127.41385256399917, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07815347611904144, "m": 0.5 }, { "p": 0.0007088754791766405, "m": 0.5 }, { "p": 0.12076155096292496, "m": 0.5 }, { "p": 0.052204497158527374, "m": 0.8121162056922913 }, { "p": 0.022601382806897163, "m": 0.5994605422019958 }, { "p": 0.0354127511382103, "m": 0.9694486260414124 }, { "p": 0.07723493874073029, "m": 0.8277769088745117 }, { "p": 0.07207465916872025, "m": 1.0 }, { "p": 0.06872335076332092, "m": 0.91828453540802 }, { "p": 0.11823393404483795, "m": 0.9410154819488525 }, { "p": 0.07152187824249268, "m": 0.9268713593482971 }, { "p": 0.11548658460378647, "m": 1.0 }, { "p": 0.12134607136249542, "m": 0.5 }, { "p": 0.045536018908023834, "m": 0.5 } ] }, { "epoch": 79, "train_loss": 1.4320803880691528, "val_loss": 0.8857782483100891, "acc": 73.1, "time": 127.12492356300027, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08786217868328094, "m": 0.5 }, { "p": 0.026759976521134377, "m": 0.5 }, { "p": 0.10548985749483109, "m": 0.5 }, { "p": 0.034097377210855484, "m": 0.8425214290618896 }, { "p": 0.029291268438100815, "m": 0.49935412406921387 }, { "p": 0.0495794452726841, "m": 0.8879866600036621 }, { "p": 0.06844083964824677, "m": 0.8854351043701172 }, { "p": 0.05614883452653885, "m": 0.9193094968795776 }, { "p": 0.09999076277017593, "m": 0.8269583582878113 }, { "p": 0.11649162322282791, "m": 1.0 }, { "p": 0.059683602303266525, "m": 0.8887301087379456 }, { "p": 0.12579560279846191, "m": 1.0 }, { "p": 0.12298914045095444, "m": 0.5 }, { "p": 0.017379451543092728, "m": 0.5 } ] }, { "epoch": 80, "train_loss": 1.645117163658142, "val_loss": 0.9009051322937012, "acc": 72.63, "time": 127.45961292399988, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08793183416128159, "m": 0.5 }, { "p": 0.026378756389021873, "m": 0.5 }, { "p": 0.10303200036287308, "m": 0.5 }, { "p": 0.01804620400071144, "m": 0.8236607909202576 }, { "p": 0.031287629157304764, "m": 0.4163486361503601 }, { "p": 0.04003516584634781, "m": 0.9129757881164551 }, { "p": 0.07657329738140106, "m": 0.9002293944358826 }, { "p": 0.07886023074388504, "m": 0.914393961429596 }, { "p": 0.07881499826908112, "m": 0.8106628060340881 }, { "p": 0.11119735985994339, "m": 0.9828432202339172 }, { "p": 0.07105569541454315, "m": 0.8398051857948303 }, { "p": 0.085215263068676, "m": 1.0 }, { "p": 0.1535755842924118, "m": 0.5 }, { "p": 0.037995997816324234, "m": 0.5 } ] }, { "epoch": 81, "train_loss": 1.2944685220718384, "val_loss": 0.7995691299438477, "acc": 72.83, "time": 127.45531279399984, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10098844766616821, "m": 0.5 }, { "p": 0.02813657373189926, "m": 0.5 }, { "p": 0.09921258687973022, "m": 0.5 }, { "p": 0.0528779998421669, "m": 0.8999905586242676 }, { "p": 0.02473282255232334, "m": 0.36322271823883057 }, { "p": 0.008141638711094856, "m": 0.9414755702018738 }, { "p": 0.08183273673057556, "m": 0.814883291721344 }, { "p": 0.0841561034321785, "m": 0.9896243214607239 }, { "p": 0.09549155831336975, "m": 0.8981870412826538 }, { "p": 0.10176392644643784, "m": 0.9724302887916565 }, { "p": 0.08593322336673737, "m": 0.8467278480529785 }, { "p": 0.10375583916902542, "m": 1.0 }, { "p": 0.1309533566236496, "m": 0.5 }, { "p": 0.002023111330345273, "m": 0.5 } ] }, { "epoch": 82, "train_loss": 1.5728365182876587, "val_loss": 0.7696486711502075, "acc": 72.34, "time": 128.06061036999927, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08895418792963028, "m": 0.5 }, { "p": 0.02386799082159996, "m": 0.5 }, { "p": 0.11304274946451187, "m": 0.5 }, { "p": 0.03094380907714367, "m": 0.9137094616889954 }, { "p": 0.023744717240333557, "m": 0.32674598693847656 }, { "p": 0.023532645776867867, "m": 0.9954875111579895 }, { "p": 0.09225048869848251, "m": 0.8211139440536499 }, { "p": 0.08109226077795029, "m": 0.9399911761283875 }, { "p": 0.0811944305896759, "m": 0.8615863919258118 }, { "p": 0.11970826238393784, "m": 0.8522446155548096 }, { "p": 0.0679679587483406, "m": 0.876614511013031 }, { "p": 0.07128994166851044, "m": 1.0 }, { "p": 0.1439744532108307, "m": 0.5 }, { "p": 0.03843614086508751, "m": 0.5 } ] }, { "epoch": 83, "train_loss": 1.3730518817901611, "val_loss": 0.8338192105293274, "acc": 71.58, "time": 127.55683552299888, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10363026708364487, "m": 0.5 }, { "p": 0.02520742081105709, "m": 0.5 }, { "p": 0.09758581966161728, "m": 0.5 }, { "p": 0.04363511502742767, "m": 0.8210160732269287 }, { "p": 0.036907728761434555, "m": 0.14908450841903687 }, { "p": 0.04132690280675888, "m": 0.99114590883255 }, { "p": 0.06435760855674744, "m": 0.8476542830467224 }, { "p": 0.06566552817821503, "m": 0.7632150650024414 }, { "p": 0.060227371752262115, "m": 0.9135366082191467 }, { "p": 0.08012931048870087, "m": 0.851445734500885 }, { "p": 0.06410756707191467, "m": 0.8870248794555664 }, { "p": 0.12909181416034698, "m": 1.0 }, { "p": 0.14332576096057892, "m": 0.5 }, { "p": 0.044801753014326096, "m": 0.5 } ] }, { "epoch": 84, "train_loss": 1.563868522644043, "val_loss": 0.8696309924125671, "acc": 72.76, "time": 128.09043011500034, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11069300025701523, "m": 0.5 }, { "p": 0.012304916977882385, "m": 0.5 }, { "p": 0.10026033967733383, "m": 0.5 }, { "p": 0.04192977398633957, "m": 0.8001692295074463 }, { "p": 0.020240571349859238, "m": 0.19841131567955017 }, { "p": 0.040277738124132156, "m": 0.9315512180328369 }, { "p": 0.07476340979337692, "m": 0.8637423515319824 }, { "p": 0.08128577470779419, "m": 0.7994470000267029 }, { "p": 0.0703224241733551, "m": 0.9494446516036987 }, { "p": 0.09658391773700714, "m": 0.8255458474159241 }, { "p": 0.10714222490787506, "m": 0.9884747266769409 }, { "p": 0.10733424872159958, "m": 1.0 }, { "p": 0.11679062247276306, "m": 0.5 }, { "p": 0.020071176812052727, "m": 0.5 } ] }, { "epoch": 85, "train_loss": 1.4945337772369385, "val_loss": 0.9279775023460388, "acc": 72.91, "time": 127.07139501300117, "mix_dist": 0.800000011920929, "param": [ { "p": 0.107105553150177, "m": 0.5 }, { "p": 0.010691492818295956, "m": 0.5 }, { "p": 0.07522638142108917, "m": 0.5 }, { "p": 0.0405355840921402, "m": 0.8096026182174683 }, { "p": 0.031784020364284515, "m": 0.3292706310749054 }, { "p": 0.04722382500767708, "m": 0.8964399099349976 }, { "p": 0.07053325325250626, "m": 0.8787210583686829 }, { "p": 0.07624542713165283, "m": 0.7420769929885864 }, { "p": 0.08647453784942627, "m": 0.9609512090682983 }, { "p": 0.07335463166236877, "m": 0.7006869912147522 }, { "p": 0.09197841584682465, "m": 0.996861457824707 }, { "p": 0.11668683588504791, "m": 1.0 }, { "p": 0.1241685226559639, "m": 0.5 }, { "p": 0.04799159616231918, "m": 0.5 } ] }, { "epoch": 86, "train_loss": 1.3826062679290771, "val_loss": 0.8392730355262756, "acc": 72.28, "time": 128.24996731300052, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12803499400615692, "m": 0.5 }, { "p": 0.018829673528671265, "m": 0.5 }, { "p": 0.10816319286823273, "m": 0.5 }, { "p": 0.020268015563488007, "m": 0.8159871101379395 }, { "p": 0.025645945221185684, "m": 0.39711812138557434 }, { "p": 0.03560110554099083, "m": 0.9070467948913574 }, { "p": 0.08701920509338379, "m": 0.836918830871582 }, { "p": 0.05868971720337868, "m": 0.8329259753227234 }, { "p": 0.09688126295804977, "m": 0.9158971309661865 }, { "p": 0.10076718032360077, "m": 0.6791526079177856 }, { "p": 0.10843373090028763, "m": 0.9701034426689148 }, { "p": 0.08776083588600159, "m": 1.0 }, { "p": 0.10224098712205887, "m": 0.5 }, { "p": 0.021664215251803398, "m": 0.5 } ] }, { "epoch": 87, "train_loss": 1.62709379196167, "val_loss": 0.8753606081008911, "acc": 72.79, "time": 129.51001181500033, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09308034181594849, "m": 0.5 }, { "p": 0.01324059534817934, "m": 0.5 }, { "p": 0.11632447689771652, "m": 0.5 }, { "p": 0.046598877757787704, "m": 0.7808727622032166 }, { "p": 0.039822399616241455, "m": 0.3967016339302063 }, { "p": 0.03095916658639908, "m": 0.8231261372566223 }, { "p": 0.06690847873687744, "m": 0.8652500510215759 }, { "p": 0.024868546053767204, "m": 0.7994827032089233 }, { "p": 0.09868218004703522, "m": 0.880280613899231 }, { "p": 0.09373756498098373, "m": 0.7128673195838928 }, { "p": 0.09175686538219452, "m": 0.8794909715652466 }, { "p": 0.10938823223114014, "m": 1.0 }, { "p": 0.13297905027866364, "m": 0.5 }, { "p": 0.04165320470929146, "m": 0.5 } ] }, { "epoch": 88, "train_loss": 1.3574204444885254, "val_loss": 0.7668465971946716, "acc": 73.03, "time": 126.9820902119991, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11915230005979538, "m": 0.5 }, { "p": 0.002094732131808996, "m": 0.5 }, { "p": 0.11208515614271164, "m": 0.5 }, { "p": 0.052310097962617874, "m": 0.7725264430046082 }, { "p": 0.02331133931875229, "m": 0.37844371795654297 }, { "p": 0.045976899564266205, "m": 0.7692610621452332 }, { "p": 0.07586858421564102, "m": 0.781011164188385 }, { "p": 0.04436323791742325, "m": 0.7950182557106018 }, { "p": 0.06612559407949448, "m": 0.8664463758468628 }, { "p": 0.09890564531087875, "m": 0.62075275182724 }, { "p": 0.09537891298532486, "m": 0.9836592078208923 }, { "p": 0.12640032172203064, "m": 1.0 }, { "p": 0.11395315080881119, "m": 0.5 }, { "p": 0.0240740105509758, "m": 0.5 } ] }, { "epoch": 89, "train_loss": 1.4978450536727905, "val_loss": 0.881701648235321, "acc": 73.04, "time": 127.22826233800151, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10497893393039703, "m": 0.5 }, { "p": 0.001286083017475903, "m": 0.5 }, { "p": 0.10926664620637894, "m": 0.5 }, { "p": 0.027836376801133156, "m": 0.8150522708892822 }, { "p": 0.04157523438334465, "m": 0.4304933547973633 }, { "p": 0.048304494470357895, "m": 0.7784873247146606 }, { "p": 0.09323633462190628, "m": 0.7970015406608582 }, { "p": 0.06241478770971298, "m": 0.7713898420333862 }, { "p": 0.09311328828334808, "m": 0.9140259623527527 }, { "p": 0.09862050414085388, "m": 0.6011525392532349 }, { "p": 0.08792376518249512, "m": 0.949298083782196 }, { "p": 0.059062957763671875, "m": 1.0 }, { "p": 0.1304934024810791, "m": 0.5 }, { "p": 0.041887231171131134, "m": 0.5 } ] }, { "epoch": 90, "train_loss": 1.7159864902496338, "val_loss": 0.7540601491928101, "acc": 73.11, "time": 128.5123380719997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11175057291984558, "m": 0.5 }, { "p": 0.0158423762768507, "m": 0.5 }, { "p": 0.0816953256726265, "m": 0.5 }, { "p": 0.04986286163330078, "m": 0.807148814201355 }, { "p": 0.048169177025556564, "m": 0.43938544392585754 }, { "p": 0.03254816308617592, "m": 0.7220544219017029 }, { "p": 0.07016631960868835, "m": 0.89470374584198 }, { "p": 0.08852888643741608, "m": 0.9173212647438049 }, { "p": 0.09227318316698074, "m": 0.9183886647224426 }, { "p": 0.09196856617927551, "m": 0.6699195504188538 }, { "p": 0.07535251975059509, "m": 0.9854785799980164 }, { "p": 0.09106304496526718, "m": 1.0 }, { "p": 0.10544998198747635, "m": 0.5 }, { "p": 0.045329175889492035, "m": 0.5 } ] }, { "epoch": 91, "train_loss": 1.2715985774993896, "val_loss": 0.7709519267082214, "acc": 73.12, "time": 127.71406452699921, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0962417721748352, "m": 0.5 }, { "p": 0.02028978243470192, "m": 0.5 }, { "p": 0.09711382538080215, "m": 0.5 }, { "p": 0.03482292592525482, "m": 0.6751331090927124 }, { "p": 0.023958034813404083, "m": 0.4872516989707947 }, { "p": 0.0479811429977417, "m": 0.6990121603012085 }, { "p": 0.07036487758159637, "m": 0.9462625980377197 }, { "p": 0.09711141884326935, "m": 0.9779666066169739 }, { "p": 0.05766119435429573, "m": 0.9623541831970215 }, { "p": 0.11463411152362823, "m": 0.6212154626846313 }, { "p": 0.07278578728437424, "m": 0.9875728487968445 }, { "p": 0.11197579652070999, "m": 1.0 }, { "p": 0.11869607865810394, "m": 0.5 }, { "p": 0.03636326268315315, "m": 0.5 } ] }, { "epoch": 92, "train_loss": 1.304383635520935, "val_loss": 0.816218376159668, "acc": 73.41, "time": 127.80573299499883, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09994033724069595, "m": 0.5 }, { "p": 0.021701298654079437, "m": 0.5 }, { "p": 0.1170986220240593, "m": 0.5 }, { "p": 0.03350275382399559, "m": 0.5892443060874939 }, { "p": 0.03754233568906784, "m": 0.36268776655197144 }, { "p": 0.03010772541165352, "m": 0.7125361561775208 }, { "p": 0.0522872656583786, "m": 0.8768001198768616 }, { "p": 0.08244206011295319, "m": 0.9554039239883423 }, { "p": 0.07585637271404266, "m": 0.9235001802444458 }, { "p": 0.11399974673986435, "m": 0.45103269815444946 }, { "p": 0.0976915955543518, "m": 0.9903305172920227 }, { "p": 0.07903200387954712, "m": 1.0 }, { "p": 0.10806552320718765, "m": 0.5 }, { "p": 0.05073238164186478, "m": 0.5 } ] }, { "epoch": 93, "train_loss": 1.3986929655075073, "val_loss": 0.6636437177658081, "acc": 73.58, "time": 127.37199611599863, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0529303252696991, "m": 0.5 }, { "p": 0.035894349217414856, "m": 0.5 }, { "p": 0.11194125562906265, "m": 0.5 }, { "p": 0.027240196242928505, "m": 0.6004199981689453 }, { "p": 0.020166264846920967, "m": 0.40718725323677063 }, { "p": 0.05634928122162819, "m": 0.6663097143173218 }, { "p": 0.051554009318351746, "m": 0.7199275493621826 }, { "p": 0.09892062842845917, "m": 0.8402017951011658 }, { "p": 0.09134671092033386, "m": 0.8770256638526917 }, { "p": 0.11297906190156937, "m": 0.5601193904876709 }, { "p": 0.07129640132188797, "m": 0.9378261566162109 }, { "p": 0.12574227154254913, "m": 1.0 }, { "p": 0.11924188584089279, "m": 0.5 }, { "p": 0.024397285655140877, "m": 0.5 } ] }, { "epoch": 94, "train_loss": 1.5691522359848022, "val_loss": 0.7457723617553711, "acc": 72.68, "time": 130.04129290799938, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11517013609409332, "m": 0.5 }, { "p": 0.014627216383814812, "m": 0.5 }, { "p": 0.12221420556306839, "m": 0.5 }, { "p": 0.03893477842211723, "m": 0.5812849998474121 }, { "p": 0.04663017764687538, "m": 0.6007953882217407 }, { "p": 0.044272180646657944, "m": 0.5954771041870117 }, { "p": 0.08406808972358704, "m": 0.8287827968597412 }, { "p": 0.0833718478679657, "m": 0.8058825135231018 }, { "p": 0.08189734816551208, "m": 0.8526198267936707 }, { "p": 0.09375030547380447, "m": 0.4657581150531769 }, { "p": 0.04916544631123543, "m": 0.9702746868133545 }, { "p": 0.07893998175859451, "m": 1.0 }, { "p": 0.11350645124912262, "m": 0.5 }, { "p": 0.033451907336711884, "m": 0.5 } ] }, { "epoch": 95, "train_loss": 1.391880989074707, "val_loss": 0.8169213533401489, "acc": 72.91, "time": 126.45857663500101, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0831747055053711, "m": 0.5 }, { "p": 0.01285514421761036, "m": 0.5 }, { "p": 0.12789419293403625, "m": 0.5 }, { "p": 0.02643606625497341, "m": 0.58455491065979 }, { "p": 0.02093830518424511, "m": 0.6830105185508728 }, { "p": 0.04497775807976723, "m": 0.5525997281074524 }, { "p": 0.04806320741772652, "m": 0.8354477882385254 }, { "p": 0.05940304696559906, "m": 0.7863377928733826 }, { "p": 0.09178290516138077, "m": 0.8403550982475281 }, { "p": 0.10287807881832123, "m": 0.6247215867042542 }, { "p": 0.0977305993437767, "m": 0.9709025025367737 }, { "p": 0.12603214383125305, "m": 1.0 }, { "p": 0.10186232626438141, "m": 0.5 }, { "p": 0.0559714175760746, "m": 0.5 } ] }, { "epoch": 96, "train_loss": 1.6087937355041504, "val_loss": 0.8697248697280884, "acc": 73.37, "time": 129.0674563779994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10197906941175461, "m": 0.5 }, { "p": 0.020391276106238365, "m": 0.5 }, { "p": 0.09512092173099518, "m": 0.5 }, { "p": 0.018446817994117737, "m": 0.44124555587768555 }, { "p": 0.028997553512454033, "m": 0.8155098557472229 }, { "p": 0.0384550467133522, "m": 0.5367419123649597 }, { "p": 0.07426538318395615, "m": 0.8328818678855896 }, { "p": 0.0701323002576828, "m": 0.6666078567504883 }, { "p": 0.08528421819210052, "m": 0.7955988049507141 }, { "p": 0.09241005778312683, "m": 0.6664761304855347 }, { "p": 0.10126768052577972, "m": 0.9247063994407654 }, { "p": 0.07749485969543457, "m": 1.0 }, { "p": 0.14302830398082733, "m": 0.5 }, { "p": 0.05272650718688965, "m": 0.5 } ] }, { "epoch": 97, "train_loss": 1.4414490461349487, "val_loss": 0.7407976388931274, "acc": 74.14, "time": 128.53908234399933, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09369873255491257, "m": 0.5 }, { "p": 0.03623367100954056, "m": 0.5 }, { "p": 0.07205042988061905, "m": 0.5 }, { "p": 0.03522995486855507, "m": 0.5245691537857056 }, { "p": 0.02823699451982975, "m": 0.8157368898391724 }, { "p": 0.0410710871219635, "m": 0.35799819231033325 }, { "p": 0.053147196769714355, "m": 0.7742499709129333 }, { "p": 0.09162262827157974, "m": 0.5626211166381836 }, { "p": 0.11063476651906967, "m": 0.9761202335357666 }, { "p": 0.08927411586046219, "m": 0.6118212342262268 }, { "p": 0.07293310016393661, "m": 0.9212644696235657 }, { "p": 0.10568208992481232, "m": 1.0 }, { "p": 0.13897272944450378, "m": 0.5 }, { "p": 0.03121267817914486, "m": 0.5 } ] }, { "epoch": 98, "train_loss": 1.0489671230316162, "val_loss": 0.813038170337677, "acc": 73.22, "time": 127.44424041699858, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07671117782592773, "m": 0.5 }, { "p": 0.030118193477392197, "m": 0.5 }, { "p": 0.1197432354092598, "m": 0.5 }, { "p": 0.03069683536887169, "m": 0.5388091802597046 }, { "p": 0.0319829098880291, "m": 0.7202296257019043 }, { "p": 0.010905642993748188, "m": 0.34904149174690247 }, { "p": 0.07585307210683823, "m": 0.7338425517082214 }, { "p": 0.09028211981058121, "m": 0.5416855812072754 }, { "p": 0.08452345430850983, "m": 0.9325277209281921 }, { "p": 0.09063687175512314, "m": 0.6319413185119629 }, { "p": 0.08993830531835556, "m": 0.9008805155754089 }, { "p": 0.10114523023366928, "m": 1.0 }, { "p": 0.11623332649469376, "m": 0.5 }, { "p": 0.05122961476445198, "m": 0.5 } ] }, { "epoch": 99, "train_loss": 1.4690086841583252, "val_loss": 0.7577271461486816, "acc": 73.94, "time": 128.05966552099926, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11260086297988892, "m": 0.5 }, { "p": 0.004416992422193289, "m": 0.5 }, { "p": 0.1259114295244217, "m": 0.5 }, { "p": 0.03636891767382622, "m": 0.6789675951004028 }, { "p": 0.028576258569955826, "m": 0.6964699029922485 }, { "p": 0.034696049988269806, "m": 0.5091477036476135 }, { "p": 0.04933344945311546, "m": 0.7390111684799194 }, { "p": 0.07707105576992035, "m": 0.4836009442806244 }, { "p": 0.09834309667348862, "m": 0.9271302223205566 }, { "p": 0.11904788762331009, "m": 0.5731899738311768 }, { "p": 0.056186553090810776, "m": 0.8856666684150696 }, { "p": 0.0993252545595169, "m": 1.0 }, { "p": 0.1342044323682785, "m": 0.5 }, { "p": 0.023917799815535545, "m": 0.5 } ] }, { "epoch": 100, "train_loss": 1.2467972040176392, "val_loss": 0.8535462021827698, "acc": 73.4, "time": 127.49021541900038, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09995733201503754, "m": 0.5 }, { "p": 0.021397970616817474, "m": 0.5 }, { "p": 0.1127486303448677, "m": 0.5 }, { "p": 0.045527465641498566, "m": 0.6450157165527344 }, { "p": 0.036676447838544846, "m": 0.6805983781814575 }, { "p": 0.049598172307014465, "m": 0.5513861179351807 }, { "p": 0.045279182493686676, "m": 0.755649745464325 }, { "p": 0.08395467698574066, "m": 0.4534391462802887 }, { "p": 0.08835369348526001, "m": 0.8923373818397522 }, { "p": 0.09396982938051224, "m": 0.47573164105415344 }, { "p": 0.06531946361064911, "m": 0.9133821129798889 }, { "p": 0.0680125504732132, "m": 1.0 }, { "p": 0.14121867716312408, "m": 0.5 }, { "p": 0.047985877841711044, "m": 0.5 } ] }, { "epoch": 101, "train_loss": 1.530165195465088, "val_loss": 0.9855161309242249, "acc": 73.29, "time": 127.13494977200025, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10840941220521927, "m": 0.5 }, { "p": 0.005397414322942495, "m": 0.5 }, { "p": 0.13748665153980255, "m": 0.5 }, { "p": 0.042499810457229614, "m": 0.5837134718894958 }, { "p": 0.026251288130879402, "m": 0.7464448809623718 }, { "p": 0.04573649913072586, "m": 0.6904447078704834 }, { "p": 0.06922763586044312, "m": 0.8295870423316956 }, { "p": 0.06263554841279984, "m": 0.5198977589607239 }, { "p": 0.08179697394371033, "m": 0.9474675059318542 }, { "p": 0.10208720713853836, "m": 0.5183243155479431 }, { "p": 0.08527842164039612, "m": 0.8807823061943054 }, { "p": 0.06662305444478989, "m": 1.0 }, { "p": 0.1210085079073906, "m": 0.5 }, { "p": 0.04556158557534218, "m": 0.5 } ] }, { "epoch": 102, "train_loss": 1.1456952095031738, "val_loss": 0.7964016199111938, "acc": 72.81, "time": 127.1075481959997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11067360639572144, "m": 0.5 }, { "p": 0.023262016475200653, "m": 0.5 }, { "p": 0.12242985516786575, "m": 0.5 }, { "p": 0.03229008615016937, "m": 0.5525643229484558 }, { "p": 0.020965566858649254, "m": 0.6652203798294067 }, { "p": 0.03978058695793152, "m": 0.534855306148529 }, { "p": 0.06106934696435928, "m": 0.921216607093811 }, { "p": 0.0776863545179367, "m": 0.6224936246871948 }, { "p": 0.11811809986829758, "m": 1.0 }, { "p": 0.1082138642668724, "m": 0.6930140852928162 }, { "p": 0.06019933894276619, "m": 0.8546991348266602 }, { "p": 0.0900048017501831, "m": 0.997424304485321 }, { "p": 0.1028030663728714, "m": 0.5 }, { "p": 0.03250331059098244, "m": 0.5 } ] }, { "epoch": 103, "train_loss": 1.3041417598724365, "val_loss": 0.7692322731018066, "acc": 73.42, "time": 127.23916741499852, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10522474348545074, "m": 0.5 }, { "p": 0.015668103471398354, "m": 0.5 }, { "p": 0.09362854808568954, "m": 0.5 }, { "p": 0.013002443127334118, "m": 0.7004262804985046 }, { "p": 0.03710262477397919, "m": 0.6455116868019104 }, { "p": 0.044287148863077164, "m": 0.44191431999206543 }, { "p": 0.02864520624279976, "m": 0.9998597502708435 }, { "p": 0.08721815794706345, "m": 0.8582700490951538 }, { "p": 0.10006482899188995, "m": 1.0 }, { "p": 0.1039230227470398, "m": 0.6836673021316528 }, { "p": 0.09988772869110107, "m": 0.8984397649765015 }, { "p": 0.08433744311332703, "m": 1.0 }, { "p": 0.1268966645002365, "m": 0.5 }, { "p": 0.06011337414383888, "m": 0.5 } ] }, { "epoch": 104, "train_loss": 1.1776267290115356, "val_loss": 0.8101679086685181, "acc": 73.71, "time": 127.68496406400118, "mix_dist": 0.800000011920929, "param": [ { "p": 0.03905569761991501, "m": 0.5 }, { "p": 0.02453436702489853, "m": 0.5 }, { "p": 0.11664051562547684, "m": 0.5 }, { "p": 0.02851872518658638, "m": 0.7179409861564636 }, { "p": 0.04363572597503662, "m": 0.605628252029419 }, { "p": 0.05008881166577339, "m": 0.40228068828582764 }, { "p": 0.04407719895243645, "m": 0.7859525084495544 }, { "p": 0.08291372656822205, "m": 0.9480292201042175 }, { "p": 0.08134151250123978, "m": 0.8753893971443176 }, { "p": 0.1034814715385437, "m": 0.7507256865501404 }, { "p": 0.11295093595981598, "m": 0.8671584725379944 }, { "p": 0.12141656875610352, "m": 1.0 }, { "p": 0.1380011886358261, "m": 0.5 }, { "p": 0.013343523256480694, "m": 0.5 } ] }, { "epoch": 105, "train_loss": 1.093103051185608, "val_loss": 0.7503277659416199, "acc": 73.19, "time": 127.04659897200145, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10095492750406265, "m": 0.5 }, { "p": 0.02197740226984024, "m": 0.5 }, { "p": 0.07631055265665054, "m": 0.5 }, { "p": 0.028008781373500824, "m": 0.7043577432632446 }, { "p": 0.056852731853723526, "m": 0.5425302982330322 }, { "p": 0.07047231495380402, "m": 0.22781141102313995 }, { "p": 0.07015582919120789, "m": 0.7814031839370728 }, { "p": 0.05192713066935539, "m": 0.9929484128952026 }, { "p": 0.10876014083623886, "m": 0.9287894368171692 }, { "p": 0.080256387591362, "m": 0.6052080392837524 }, { "p": 0.09385621547698975, "m": 0.8133183121681213 }, { "p": 0.06487858295440674, "m": 1.0 }, { "p": 0.1329524964094162, "m": 0.5 }, { "p": 0.04263659566640854, "m": 0.5 } ] }, { "epoch": 106, "train_loss": 1.417184591293335, "val_loss": 0.8111796379089355, "acc": 72.99, "time": 127.75923191199945, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10238192975521088, "m": 0.5 }, { "p": 0.03106067143380642, "m": 0.5 }, { "p": 0.10679231584072113, "m": 0.5 }, { "p": 0.050612080842256546, "m": 0.6292704939842224 }, { "p": 0.025831148028373718, "m": 0.6942675709724426 }, { "p": 0.01385028101503849, "m": 0.2028413563966751 }, { "p": 0.08551239967346191, "m": 0.9956264495849609 }, { "p": 0.08822309970855713, "m": 0.8766452074050903 }, { "p": 0.0959031730890274, "m": 0.9034172892570496 }, { "p": 0.09315083175897598, "m": 0.42753663659095764 }, { "p": 0.04181690141558647, "m": 0.8939448595046997 }, { "p": 0.09420103579759598, "m": 1.0 }, { "p": 0.14506015181541443, "m": 0.5 }, { "p": 0.0256037637591362, "m": 0.5 } ] }, { "epoch": 107, "train_loss": 1.2423906326293945, "val_loss": 0.691814661026001, "acc": 72.97, "time": 128.19284733099994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10585606098175049, "m": 0.5 }, { "p": 0.04977711662650108, "m": 0.5 }, { "p": 0.09753356128931046, "m": 0.5 }, { "p": 0.0481502003967762, "m": 0.6706530451774597 }, { "p": 0.03217511624097824, "m": 0.6458631753921509 }, { "p": 0.048018500208854675, "m": 0.17544713616371155 }, { "p": 0.07061084359884262, "m": 0.9565965533256531 }, { "p": 0.03885355219244957, "m": 0.8188999891281128 }, { "p": 0.07475621998310089, "m": 0.8875542879104614 }, { "p": 0.08997465670108795, "m": 0.5090628266334534 }, { "p": 0.08021533489227295, "m": 0.9783989787101746 }, { "p": 0.09707870334386826, "m": 1.0 }, { "p": 0.11686408519744873, "m": 0.5 }, { "p": 0.05013611540198326, "m": 0.5 } ] }, { "epoch": 108, "train_loss": 1.5319490432739258, "val_loss": 0.7469735145568848, "acc": 73.24, "time": 128.06339900199964, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10300139337778091, "m": 0.5 }, { "p": 0.010649054311215878, "m": 0.5 }, { "p": 0.09880437701940536, "m": 0.5 }, { "p": 0.04806538671255112, "m": 0.7864049673080444 }, { "p": 0.044818658381700516, "m": 0.6518691182136536 }, { "p": 0.05426740646362305, "m": 0.10349757969379425 }, { "p": 0.045004818588495255, "m": 0.999036431312561 }, { "p": 0.08047043532133102, "m": 0.9339518547058105 }, { "p": 0.0696730762720108, "m": 0.8911164402961731 }, { "p": 0.11443746834993362, "m": 0.5269090533256531 }, { "p": 0.07279171794652939, "m": 0.7976576089859009 }, { "p": 0.09039651602506638, "m": 1.0 }, { "p": 0.1119888573884964, "m": 0.5 }, { "p": 0.05563083663582802, "m": 0.5 } ] }, { "epoch": 109, "train_loss": 1.2286427021026611, "val_loss": 0.8082157373428345, "acc": 73.75, "time": 128.90199818600013, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08878494054079056, "m": 0.5 }, { "p": 0.007207872346043587, "m": 0.5 }, { "p": 0.11565830558538437, "m": 0.5 }, { "p": 0.06275077164173126, "m": 0.5778523683547974 }, { "p": 0.02730676159262657, "m": 0.625600278377533 }, { "p": 0.051074352115392685, "m": 0.17645388841629028 }, { "p": 0.0714825913310051, "m": 0.9255064725875854 }, { "p": 0.04440784826874733, "m": 0.844606876373291 }, { "p": 0.08870507031679153, "m": 0.8225437998771667 }, { "p": 0.09097988158464432, "m": 0.6196103692054749 }, { "p": 0.08788423240184784, "m": 0.7725144028663635 }, { "p": 0.09970144927501678, "m": 1.0 }, { "p": 0.1228908970952034, "m": 0.5 }, { "p": 0.041165079921483994, "m": 0.5 } ] }, { "epoch": 110, "train_loss": 1.0817571878433228, "val_loss": 0.8065404891967773, "acc": 74.51, "time": 127.16084311299892, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11227773874998093, "m": 0.5 }, { "p": 0.0018907191697508097, "m": 0.5 }, { "p": 0.08630847185850143, "m": 0.5 }, { "p": 0.04902803897857666, "m": 0.5761229395866394 }, { "p": 0.029751673340797424, "m": 0.7394960522651672 }, { "p": 0.06419956684112549, "m": 0.14962947368621826 }, { "p": 0.04558902606368065, "m": 0.8647343516349792 }, { "p": 0.0640389695763588, "m": 0.7425550222396851 }, { "p": 0.0739484578371048, "m": 0.790507435798645 }, { "p": 0.10051028430461884, "m": 0.5348729491233826 }, { "p": 0.09056614339351654, "m": 0.8011916279792786 }, { "p": 0.10566706210374832, "m": 1.0 }, { "p": 0.13390988111495972, "m": 0.5 }, { "p": 0.04231390729546547, "m": 0.5 } ] }, { "epoch": 111, "train_loss": 1.1987026929855347, "val_loss": 0.6410789489746094, "acc": 74.18, "time": 128.06914532600058, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09947163611650467, "m": 0.5 }, { "p": 0.014323487877845764, "m": 0.5 }, { "p": 0.13336093723773956, "m": 0.5 }, { "p": 0.0167319867759943, "m": 0.47555384039878845 }, { "p": 0.025334035977721214, "m": 0.6889353394508362 }, { "p": 0.03416932374238968, "m": 0.1297403872013092 }, { "p": 0.048819027841091156, "m": 0.8732994198799133 }, { "p": 0.06707634031772614, "m": 0.8077830672264099 }, { "p": 0.10210515558719635, "m": 0.7208223938941956 }, { "p": 0.12311109900474548, "m": 0.5190061926841736 }, { "p": 0.04777482897043228, "m": 0.8222535848617554 }, { "p": 0.09172465652227402, "m": 1.0 }, { "p": 0.13142794370651245, "m": 0.5 }, { "p": 0.06456953287124634, "m": 0.5 } ] }, { "epoch": 112, "train_loss": 1.0292764902114868, "val_loss": 0.7505537867546082, "acc": 73.73, "time": 128.9124883709992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10849454998970032, "m": 0.5 }, { "p": 0.023992953822016716, "m": 0.5 }, { "p": 0.10126568377017975, "m": 0.5 }, { "p": 0.0067477901466190815, "m": 0.5971019864082336 }, { "p": 0.049390505999326706, "m": 0.5334792137145996 }, { "p": 0.036177847534418106, "m": 0.316392719745636 }, { "p": 0.06462574005126953, "m": 0.7337421178817749 }, { "p": 0.03794844076037407, "m": 0.8459805846214294 }, { "p": 0.10720156133174896, "m": 0.7947876453399658 }, { "p": 0.09168317168951035, "m": 0.42328232526779175 }, { "p": 0.0875394269824028, "m": 0.9633516073226929 }, { "p": 0.11170488595962524, "m": 1.0 }, { "p": 0.12651710212230682, "m": 0.5 }, { "p": 0.04671035706996918, "m": 0.5 } ] }, { "epoch": 113, "train_loss": 0.9495596289634705, "val_loss": 0.8516669869422913, "acc": 74.59, "time": 127.42429195300065, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10933534055948257, "m": 0.5 }, { "p": 0.03162669017910957, "m": 0.5 }, { "p": 0.09627556800842285, "m": 0.5 }, { "p": 0.03887294977903366, "m": 0.589091956615448 }, { "p": 0.02696537971496582, "m": 0.4520474672317505 }, { "p": 0.06520090997219086, "m": 0.43609073758125305 }, { "p": 0.08899670839309692, "m": 0.6687910556793213 }, { "p": 0.06815758347511292, "m": 0.9029536247253418 }, { "p": 0.07995253056287766, "m": 0.9004829525947571 }, { "p": 0.09517586976289749, "m": 0.424648255109787 }, { "p": 0.05159929022192955, "m": 0.8500698804855347 }, { "p": 0.10513611882925034, "m": 1.0 }, { "p": 0.11115387082099915, "m": 0.5 }, { "p": 0.03155112639069557, "m": 0.5 } ] }, { "epoch": 114, "train_loss": 1.454946517944336, "val_loss": 0.8797858953475952, "acc": 73.24, "time": 128.64743820399963, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10853715986013412, "m": 0.5 }, { "p": 0.03386383503675461, "m": 0.5 }, { "p": 0.06443319469690323, "m": 0.5 }, { "p": 0.04176325350999832, "m": 0.6422669291496277 }, { "p": 0.05986548215150833, "m": 0.38510584831237793 }, { "p": 0.04436573013663292, "m": 0.43002238869667053 }, { "p": 0.07335056364536285, "m": 0.7913016080856323 }, { "p": 0.07319092750549316, "m": 0.8576807975769043 }, { "p": 0.09711635857820511, "m": 0.9140664935112 }, { "p": 0.09091995656490326, "m": 0.422041654586792 }, { "p": 0.06279934197664261, "m": 0.8590433597564697 }, { "p": 0.05105561763048172, "m": 1.0 }, { "p": 0.1266276240348816, "m": 0.5 }, { "p": 0.07211103290319443, "m": 0.5 } ] }, { "epoch": 115, "train_loss": 1.2471933364868164, "val_loss": 0.8051297664642334, "acc": 73.69, "time": 127.35587955899973, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10729129612445831, "m": 0.5 }, { "p": 0.023855390027165413, "m": 0.5 }, { "p": 0.1128704696893692, "m": 0.5 }, { "p": 0.004249791614711285, "m": 0.6033295392990112 }, { "p": 0.04654468595981598, "m": 0.4305076599121094 }, { "p": 0.049187906086444855, "m": 0.4457131624221802 }, { "p": 0.06946158409118652, "m": 0.6320317983627319 }, { "p": 0.07138106971979141, "m": 0.8384627103805542 }, { "p": 0.09605572372674942, "m": 0.9724757075309753 }, { "p": 0.10276159644126892, "m": 0.45592132210731506 }, { "p": 0.08682508766651154, "m": 0.9154247045516968 }, { "p": 0.060998011380434036, "m": 1.0 }, { "p": 0.11398913711309433, "m": 0.5 }, { "p": 0.05452822893857956, "m": 0.5 } ] }, { "epoch": 116, "train_loss": 1.2902581691741943, "val_loss": 0.8404939770698547, "acc": 73.86, "time": 129.04196042999865, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1112750694155693, "m": 0.5 }, { "p": 0.03858647122979164, "m": 0.5 }, { "p": 0.09062140434980392, "m": 0.5 }, { "p": 0.03575647994875908, "m": 0.5126491785049438 }, { "p": 0.03306802734732628, "m": 0.32716846466064453 }, { "p": 0.07646956294775009, "m": 0.33209049701690674 }, { "p": 0.029039859771728516, "m": 0.5633818507194519 }, { "p": 0.059319835156202316, "m": 0.788253128528595 }, { "p": 0.10548524558544159, "m": 0.8766690492630005 }, { "p": 0.11049412190914154, "m": 0.44322526454925537 }, { "p": 0.05468987673521042, "m": 0.8486958742141724 }, { "p": 0.10705830156803131, "m": 1.0 }, { "p": 0.12006581574678421, "m": 0.5 }, { "p": 0.028069917112588882, "m": 0.5 } ] }, { "epoch": 117, "train_loss": 1.1721936464309692, "val_loss": 0.8379897475242615, "acc": 74.19, "time": 128.4495444059994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08631976693868637, "m": 0.5 }, { "p": 0.0007009489927440882, "m": 0.5 }, { "p": 0.08255000412464142, "m": 0.5 }, { "p": 0.046972084790468216, "m": 0.6038101315498352 }, { "p": 0.04613698273897171, "m": 0.28347718715667725 }, { "p": 0.0556158684194088, "m": 0.39087262749671936 }, { "p": 0.06303197145462036, "m": 0.6102443933486938 }, { "p": 0.07437117397785187, "m": 0.7545582056045532 }, { "p": 0.08718136698007584, "m": 0.8179838061332703 }, { "p": 0.11225690692663193, "m": 0.493337482213974 }, { "p": 0.08285344392061234, "m": 0.8040160536766052 }, { "p": 0.10428918153047562, "m": 1.0 }, { "p": 0.11958716064691544, "m": 0.5 }, { "p": 0.03813309594988823, "m": 0.5 } ] }, { "epoch": 118, "train_loss": 1.53792405128479, "val_loss": 0.7936686277389526, "acc": 73.66, "time": 128.6259541470008, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09280120581388474, "m": 0.5 }, { "p": 0.026423383504152298, "m": 0.5 }, { "p": 0.11034595966339111, "m": 0.5 }, { "p": 0.013406386598944664, "m": 0.7975702881813049 }, { "p": 0.05021734908223152, "m": 0.40767496824264526 }, { "p": 0.06518499553203583, "m": 0.42784079909324646 }, { "p": 0.07670402526855469, "m": 0.7085427641868591 }, { "p": 0.06631958484649658, "m": 0.7779318690299988 }, { "p": 0.07642040401697159, "m": 0.8255220651626587 }, { "p": 0.10802727192640305, "m": 0.5841370224952698 }, { "p": 0.07575249671936035, "m": 0.9366397261619568 }, { "p": 0.10233668237924576, "m": 1.0 }, { "p": 0.09736540168523788, "m": 0.5 }, { "p": 0.03869486227631569, "m": 0.5 } ] }, { "epoch": 119, "train_loss": 1.264925241470337, "val_loss": 0.8351122736930847, "acc": 74.32, "time": 127.7832078449992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11707151681184769, "m": 0.5 }, { "p": 0.03250880539417267, "m": 0.5 }, { "p": 0.11123622208833694, "m": 0.5 }, { "p": 0.03577808663249016, "m": 0.8349179029464722 }, { "p": 0.034889575093984604, "m": 0.5096672773361206 }, { "p": 0.015309014357626438, "m": 0.4610709846019745 }, { "p": 0.05231120437383652, "m": 0.6081318855285645 }, { "p": 0.0783497542142868, "m": 0.8624466061592102 }, { "p": 0.1071743294596672, "m": 0.8146855235099792 }, { "p": 0.10912981629371643, "m": 0.6926533579826355 }, { "p": 0.07384210079908371, "m": 0.994746208190918 }, { "p": 0.08572544902563095, "m": 1.0 }, { "p": 0.10187383741140366, "m": 0.5 }, { "p": 0.044800274074077606, "m": 0.5 } ] }, { "epoch": 120, "train_loss": 1.1617778539657593, "val_loss": 0.8613991141319275, "acc": 73.95, "time": 127.04225503499947, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0771181732416153, "m": 0.5 }, { "p": 0.029995858669281006, "m": 0.5 }, { "p": 0.12014210224151611, "m": 0.5 }, { "p": 0.058027029037475586, "m": 0.7446191310882568 }, { "p": 0.03490765765309334, "m": 0.6136339902877808 }, { "p": 0.03899835795164108, "m": 0.4747980535030365 }, { "p": 0.037552233785390854, "m": 0.5642369389533997 }, { "p": 0.056694723665714264, "m": 0.9508081078529358 }, { "p": 0.10190050303936005, "m": 0.8296504616737366 }, { "p": 0.1361379474401474, "m": 0.70321124792099 }, { "p": 0.05447666347026825, "m": 0.8745761513710022 }, { "p": 0.09232321381568909, "m": 1.0 }, { "p": 0.1263546645641327, "m": 0.5 }, { "p": 0.03537093847990036, "m": 0.5 } ] }, { "epoch": 121, "train_loss": 1.4149816036224365, "val_loss": 0.8173983693122864, "acc": 74.13, "time": 128.65476350400058, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11932801455259323, "m": 0.5 }, { "p": 0.011178185231983662, "m": 0.5 }, { "p": 0.09335720539093018, "m": 0.5 }, { "p": 0.017023244872689247, "m": 0.65422523021698 }, { "p": 0.041517749428749084, "m": 0.597472608089447 }, { "p": 0.05701731890439987, "m": 0.528664767742157 }, { "p": 0.06706301122903824, "m": 0.6294166445732117 }, { "p": 0.07978608459234238, "m": 0.9961541891098022 }, { "p": 0.08075401186943054, "m": 0.8753829598426819 }, { "p": 0.10573660582304001, "m": 0.5785581469535828 }, { "p": 0.08220618963241577, "m": 0.7934754490852356 }, { "p": 0.10556723922491074, "m": 1.0 }, { "p": 0.09480127692222595, "m": 0.5 }, { "p": 0.044663988053798676, "m": 0.5 } ] }, { "epoch": 122, "train_loss": 1.0728909969329834, "val_loss": 0.8673297762870789, "acc": 74.17, "time": 128.1386203330003, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09832628816366196, "m": 0.5 }, { "p": 0.025099800899624825, "m": 0.5 }, { "p": 0.11282657086849213, "m": 0.5 }, { "p": 0.0629759430885315, "m": 0.6495289206504822 }, { "p": 0.03275970369577408, "m": 0.6433402895927429 }, { "p": 0.05851174518465996, "m": 0.37908175587654114 }, { "p": 0.03982991352677345, "m": 0.7206999063491821 }, { "p": 0.0445842444896698, "m": 0.9346755146980286 }, { "p": 0.06920728832483292, "m": 0.8496129512786865 }, { "p": 0.11108353734016418, "m": 0.5438162684440613 }, { "p": 0.09693614393472672, "m": 0.8843129873275757 }, { "p": 0.08778272569179535, "m": 1.0 }, { "p": 0.11544585973024368, "m": 0.5 }, { "p": 0.0446302704513073, "m": 0.5 } ] }, { "epoch": 123, "train_loss": 1.5679349899291992, "val_loss": 0.8141969442367554, "acc": 74.37, "time": 127.47165820100054, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1021699458360672, "m": 0.5 }, { "p": 0.02373901940882206, "m": 0.5 }, { "p": 0.09167294204235077, "m": 0.5 }, { "p": 0.04518609493970871, "m": 0.6044979691505432 }, { "p": 0.06152772530913353, "m": 0.6275368928909302 }, { "p": 0.05430954694747925, "m": 0.5462595224380493 }, { "p": 0.04947838559746742, "m": 0.77691650390625 }, { "p": 0.06088373437523842, "m": 0.9927722811698914 }, { "p": 0.0776946172118187, "m": 0.9647424221038818 }, { "p": 0.11871185898780823, "m": 0.4230935573577881 }, { "p": 0.06267883628606796, "m": 0.9325065016746521 }, { "p": 0.09336171299219131, "m": 1.0 }, { "p": 0.10389796644449234, "m": 0.5 }, { "p": 0.054687537252902985, "m": 0.5 } ] }, { "epoch": 124, "train_loss": 1.2233173847198486, "val_loss": 0.708864688873291, "acc": 74.59, "time": 128.0585807309999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1115037277340889, "m": 0.5 }, { "p": 0.022188058122992516, "m": 0.5 }, { "p": 0.0911642536520958, "m": 0.5 }, { "p": 0.03582030534744263, "m": 0.6580163240432739 }, { "p": 0.03776879608631134, "m": 0.7816800475120544 }, { "p": 0.031939346343278885, "m": 0.7907674312591553 }, { "p": 0.06952590495347977, "m": 0.8700963854789734 }, { "p": 0.08202250301837921, "m": 1.0 }, { "p": 0.06863526999950409, "m": 0.9283927083015442 }, { "p": 0.11151013523340225, "m": 0.30741724371910095 }, { "p": 0.07639124244451523, "m": 0.8337358236312866 }, { "p": 0.09515402466058731, "m": 1.0 }, { "p": 0.09661687165498734, "m": 0.5 }, { "p": 0.06975952535867691, "m": 0.5 } ] }, { "epoch": 125, "train_loss": 1.508823275566101, "val_loss": 0.8640222549438477, "acc": 73.63, "time": 128.8435186860006, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11712121218442917, "m": 0.5 }, { "p": 0.03267606347799301, "m": 0.5 }, { "p": 0.1079588457942009, "m": 0.5 }, { "p": 0.04441964626312256, "m": 0.6739517450332642 }, { "p": 0.023346347734332085, "m": 0.8257946372032166 }, { "p": 0.06242775544524193, "m": 0.8981112837791443 }, { "p": 0.04004769027233124, "m": 0.9533607363700867 }, { "p": 0.06029541790485382, "m": 0.8835806846618652 }, { "p": 0.0870666354894638, "m": 0.8689471483230591 }, { "p": 0.09841413050889969, "m": 0.2768484950065613 }, { "p": 0.08353222161531448, "m": 0.8667694330215454 }, { "p": 0.07618477940559387, "m": 1.0 }, { "p": 0.10931992530822754, "m": 0.5 }, { "p": 0.057189274579286575, "m": 0.5 } ] }, { "epoch": 126, "train_loss": 1.240298867225647, "val_loss": 0.815613865852356, "acc": 73.6, "time": 128.23724493600093, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09143398702144623, "m": 0.5 }, { "p": 0.03514904901385307, "m": 0.5 }, { "p": 0.12219464778900146, "m": 0.5 }, { "p": 0.02632967196404934, "m": 0.634574294090271 }, { "p": 0.028108330443501472, "m": 0.7469407916069031 }, { "p": 0.04252057895064354, "m": 0.9298646450042725 }, { "p": 0.0498075857758522, "m": 0.97779381275177 }, { "p": 0.07123390585184097, "m": 0.8889089822769165 }, { "p": 0.08173748105764389, "m": 0.8878984451293945 }, { "p": 0.11956224590539932, "m": 0.3584699332714081 }, { "p": 0.07477249205112457, "m": 0.9687988758087158 }, { "p": 0.07536517828702927, "m": 1.0 }, { "p": 0.12730610370635986, "m": 0.5 }, { "p": 0.0544787235558033, "m": 0.5 } ] }, { "epoch": 127, "train_loss": 1.5043119192123413, "val_loss": 0.6971358060836792, "acc": 73.54, "time": 127.97556414199971, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11865497380495071, "m": 0.5 }, { "p": 0.033288583159446716, "m": 0.5 }, { "p": 0.11133742332458496, "m": 0.5 }, { "p": 0.04638417437672615, "m": 0.605622410774231 }, { "p": 0.04105658829212189, "m": 0.8448769450187683 }, { "p": 0.0307904165238142, "m": 0.8526208400726318 }, { "p": 0.06396608799695969, "m": 0.9271461963653564 }, { "p": 0.06552217155694962, "m": 0.8808403015136719 }, { "p": 0.08163323253393173, "m": 0.9006150364875793 }, { "p": 0.12486770004034042, "m": 0.33522507548332214 }, { "p": 0.07828798145055771, "m": 0.9915835857391357 }, { "p": 0.06316722184419632, "m": 1.0 }, { "p": 0.10513871163129807, "m": 0.5 }, { "p": 0.0359046533703804, "m": 0.5 } ] }, { "epoch": 128, "train_loss": 1.2992475032806396, "val_loss": 0.8451071381568909, "acc": 74.29, "time": 128.13231405199986, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10104076564311981, "m": 0.5 }, { "p": 0.021926244720816612, "m": 0.5 }, { "p": 0.10124360769987106, "m": 0.5 }, { "p": 0.039099182933568954, "m": 0.5887460112571716 }, { "p": 0.03750285878777504, "m": 0.9654647707939148 }, { "p": 0.04794604703783989, "m": 0.8115400075912476 }, { "p": 0.032975416630506516, "m": 0.8564104437828064 }, { "p": 0.08807282894849777, "m": 0.8989042043685913 }, { "p": 0.09978459030389786, "m": 0.9235860109329224 }, { "p": 0.12505993247032166, "m": 0.19512265920639038 }, { "p": 0.0447055883705616, "m": 0.9429399371147156 }, { "p": 0.0908036157488823, "m": 1.0 }, { "p": 0.1167980432510376, "m": 0.5 }, { "p": 0.05304139852523804, "m": 0.5 } ] }, { "epoch": 129, "train_loss": 1.7216073274612427, "val_loss": 0.7582018971443176, "acc": 73.53, "time": 126.45235766100086, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09391909837722778, "m": 0.5 }, { "p": 0.050382375717163086, "m": 0.5 }, { "p": 0.10864796489477158, "m": 0.5 }, { "p": 0.0046402690932154655, "m": 0.6504032611846924 }, { "p": 0.04140106961131096, "m": 0.96306973695755 }, { "p": 0.008473227731883526, "m": 0.8583966493606567 }, { "p": 0.08874964714050293, "m": 0.881809651851654 }, { "p": 0.0861840546131134, "m": 0.9797133803367615 }, { "p": 0.09172827750444412, "m": 0.9314706921577454 }, { "p": 0.10371609032154083, "m": 0.29901114106178284 }, { "p": 0.0798560231924057, "m": 0.9087284207344055 }, { "p": 0.08467387408018112, "m": 1.0 }, { "p": 0.10858220607042313, "m": 0.5 }, { "p": 0.04904582351446152, "m": 0.5 } ] }, { "epoch": 130, "train_loss": 1.408899188041687, "val_loss": 0.6890213489532471, "acc": 74.72, "time": 127.56673216900163, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11097587645053864, "m": 0.5 }, { "p": 0.005136330146342516, "m": 0.5 }, { "p": 0.12427587807178497, "m": 0.5 }, { "p": 0.0468897670507431, "m": 0.7426177263259888 }, { "p": 0.041365623474121094, "m": 0.9905787110328674 }, { "p": 0.03766605257987976, "m": 0.8951069712638855 }, { "p": 0.07247011363506317, "m": 0.8410442471504211 }, { "p": 0.0007010282133705914, "m": 0.9964156746864319 }, { "p": 0.08530189096927643, "m": 0.8441504836082458 }, { "p": 0.11754976958036423, "m": 0.38302069902420044 }, { "p": 0.10725072026252747, "m": 0.9508597254753113 }, { "p": 0.11822979152202606, "m": 1.0 }, { "p": 0.106305330991745, "m": 0.5 }, { "p": 0.025881871581077576, "m": 0.5 } ] }, { "epoch": 131, "train_loss": 1.279371976852417, "val_loss": 0.7517222762107849, "acc": 74.01, "time": 128.4579228759976, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11097320169210434, "m": 0.5 }, { "p": 0.03804999962449074, "m": 0.5 }, { "p": 0.1286660134792328, "m": 0.5 }, { "p": 0.013195562176406384, "m": 0.6035158038139343 }, { "p": 0.013481136411428452, "m": 0.9083932042121887 }, { "p": 0.01908068358898163, "m": 0.7673693299293518 }, { "p": 0.08746014535427094, "m": 0.752885639667511 }, { "p": 0.04811333492398262, "m": 0.9946118593215942 }, { "p": 0.06674148887395859, "m": 0.9171938300132751 }, { "p": 0.09015914797782898, "m": 0.3534676134586334 }, { "p": 0.10338465124368668, "m": 0.8829503655433655 }, { "p": 0.10055042803287506, "m": 1.0 }, { "p": 0.12747646868228912, "m": 0.5 }, { "p": 0.052667681127786636, "m": 0.5 } ] }, { "epoch": 132, "train_loss": 1.407687783241272, "val_loss": 0.8109561800956726, "acc": 74.02, "time": 128.32261094000205, "mix_dist": 0.800000011920929, "param": [ { "p": 0.13476280868053436, "m": 0.5 }, { "p": 0.027853496372699738, "m": 0.5 }, { "p": 0.11279403418302536, "m": 0.5 }, { "p": 0.04197253659367561, "m": 0.4984360337257385 }, { "p": 0.040531594306230545, "m": 0.9948130249977112 }, { "p": 0.046030398458242416, "m": 0.7941042184829712 }, { "p": 0.042531296610832214, "m": 0.8741018176078796 }, { "p": 0.03757385164499283, "m": 0.9350287318229675 }, { "p": 0.05534713342785835, "m": 0.8947327733039856 }, { "p": 0.10848739743232727, "m": 0.5282511115074158 }, { "p": 0.07074116170406342, "m": 0.8525552153587341 }, { "p": 0.09854912012815475, "m": 0.9984986782073975 }, { "p": 0.14462880790233612, "m": 0.5 }, { "p": 0.03819642588496208, "m": 0.5 } ] }, { "epoch": 133, "train_loss": 1.6129902601242065, "val_loss": 0.8152593970298767, "acc": 74.34, "time": 127.8352049310015, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11953609436750412, "m": 0.5 }, { "p": 0.06277482211589813, "m": 0.5 }, { "p": 0.1039339080452919, "m": 0.5 }, { "p": 0.023061174899339676, "m": 0.4908794164657593 }, { "p": 0.008130595088005066, "m": 0.9121814370155334 }, { "p": 0.05948834866285324, "m": 0.7769495844841003 }, { "p": 0.05697306990623474, "m": 0.8393454551696777 }, { "p": 0.03338143602013588, "m": 0.876826286315918 }, { "p": 0.08164141327142715, "m": 1.0 }, { "p": 0.1260988861322403, "m": 0.5177918076515198 }, { "p": 0.047306161373853683, "m": 0.9159145355224609 }, { "p": 0.0922943726181984, "m": 1.0 }, { "p": 0.1103719025850296, "m": 0.5 }, { "p": 0.07500776648521423, "m": 0.5 } ] }, { "epoch": 134, "train_loss": 1.4843876361846924, "val_loss": 0.6561551690101624, "acc": 73.95, "time": 127.04622570100037, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10900601744651794, "m": 0.5 }, { "p": 0.03204411640763283, "m": 0.5 }, { "p": 0.11497768014669418, "m": 0.5 }, { "p": 0.032823894172906876, "m": 0.47479352355003357 }, { "p": 0.032126206904649734, "m": 0.8555811047554016 }, { "p": 0.04047555476427078, "m": 0.7038164734840393 }, { "p": 0.059173136949539185, "m": 0.9477857947349548 }, { "p": 0.05070050433278084, "m": 0.855378270149231 }, { "p": 0.08341741561889648, "m": 0.940581202507019 }, { "p": 0.11269466578960419, "m": 0.5864465832710266 }, { "p": 0.09134916216135025, "m": 0.9230848550796509 }, { "p": 0.07688190042972565, "m": 1.0 }, { "p": 0.12167028337717056, "m": 0.5 }, { "p": 0.04265940561890602, "m": 0.5 } ] }, { "epoch": 135, "train_loss": 1.5965691804885864, "val_loss": 0.8487870097160339, "acc": 73.98, "time": 128.2997773390016, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09794442355632782, "m": 0.5 }, { "p": 0.04031595587730408, "m": 0.5 }, { "p": 0.09170608967542648, "m": 0.5 }, { "p": 0.04631121829152107, "m": 0.5753788948059082 }, { "p": 0.04662880674004555, "m": 0.8638565540313721 }, { "p": 0.04563445597887039, "m": 0.6931482553482056 }, { "p": 0.04255346581339836, "m": 0.8756842613220215 }, { "p": 0.055802974849939346, "m": 0.8989127278327942 }, { "p": 0.09958550333976746, "m": 0.9549261927604675 }, { "p": 0.09112147241830826, "m": 0.5526052117347717 }, { "p": 0.10421282052993774, "m": 0.9776881337165833 }, { "p": 0.08732426911592484, "m": 1.0 }, { "p": 0.09779645502567291, "m": 0.5 }, { "p": 0.053062114864587784, "m": 0.5 } ] }, { "epoch": 136, "train_loss": 1.5627281665802002, "val_loss": 0.9153398275375366, "acc": 74.05, "time": 126.84486896199815, "mix_dist": 0.800000011920929, "param": [ { "p": 0.03636860474944115, "m": 0.5 }, { "p": 0.023024456575512886, "m": 0.5 }, { "p": 0.09661337733268738, "m": 0.5 }, { "p": 0.04977889358997345, "m": 0.5954728722572327 }, { "p": 0.037311989814043045, "m": 0.8042413592338562 }, { "p": 0.04398542642593384, "m": 0.6799956560134888 }, { "p": 0.06904298067092896, "m": 0.8983232378959656 }, { "p": 0.042388465255498886, "m": 0.8464697599411011 }, { "p": 0.08991214632987976, "m": 0.7782323956489563 }, { "p": 0.11231254041194916, "m": 0.46188274025917053 }, { "p": 0.0982164815068245, "m": 0.9957396984100342 }, { "p": 0.10125625878572464, "m": 1.0 }, { "p": 0.1419704705476761, "m": 0.5 }, { "p": 0.057817935943603516, "m": 0.5 } ] }, { "epoch": 137, "train_loss": 1.3573780059814453, "val_loss": 0.799940824508667, "acc": 74.41, "time": 127.58795840699895, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06913819164037704, "m": 0.5 }, { "p": 0.025952257215976715, "m": 0.5 }, { "p": 0.09979358315467834, "m": 0.5 }, { "p": 0.03506381809711456, "m": 0.6884774565696716 }, { "p": 0.02789493277668953, "m": 0.8009417653083801 }, { "p": 0.016281675547361374, "m": 0.6486071348190308 }, { "p": 0.09285800158977509, "m": 0.9196543097496033 }, { "p": 0.038459938019514084, "m": 0.8411347270011902 }, { "p": 0.09470609575510025, "m": 0.89771568775177 }, { "p": 0.13806962966918945, "m": 0.419738233089447 }, { "p": 0.07389219105243683, "m": 0.9189863801002502 }, { "p": 0.09213540703058243, "m": 1.0 }, { "p": 0.1416982263326645, "m": 0.5 }, { "p": 0.054056014865636826, "m": 0.5 } ] }, { "epoch": 138, "train_loss": 1.3720099925994873, "val_loss": 0.8045235276222229, "acc": 74.83, "time": 128.1257021110032, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10664491355419159, "m": 0.5 }, { "p": 0.02283446677029133, "m": 0.5 }, { "p": 0.11231441795825958, "m": 0.5 }, { "p": 0.025835858657956123, "m": 0.6843534708023071 }, { "p": 0.002960899146273732, "m": 0.8785739541053772 }, { "p": 0.0582171268761158, "m": 0.6170015335083008 }, { "p": 0.08835194259881973, "m": 0.8369250893592834 }, { "p": 0.06364777684211731, "m": 0.8252927660942078 }, { "p": 0.052713192999362946, "m": 0.8506237268447876 }, { "p": 0.09916660934686661, "m": 0.5240843892097473 }, { "p": 0.07437342405319214, "m": 0.9020333886146545 }, { "p": 0.09944841265678406, "m": 1.0 }, { "p": 0.13599754869937897, "m": 0.5 }, { "p": 0.0574934221804142, "m": 0.5 } ] }, { "epoch": 139, "train_loss": 1.0989004373550415, "val_loss": 0.885125458240509, "acc": 74.54, "time": 127.07271519599817, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11588156968355179, "m": 0.5 }, { "p": 0.029572905972599983, "m": 0.5 }, { "p": 0.11551674455404282, "m": 0.5 }, { "p": 0.04340702295303345, "m": 0.5389302372932434 }, { "p": 0.03955407813191414, "m": 0.8304091691970825 }, { "p": 0.053782396018505096, "m": 0.5275734066963196 }, { "p": 0.05447235703468323, "m": 0.904586136341095 }, { "p": 0.0554678812623024, "m": 1.0 }, { "p": 0.09662563353776932, "m": 0.8753920793533325 }, { "p": 0.09789171814918518, "m": 0.5853527784347534 }, { "p": 0.07022853940725327, "m": 0.8999716639518738 }, { "p": 0.05814272537827492, "m": 1.0 }, { "p": 0.10257772356271744, "m": 0.5 }, { "p": 0.06687871366739273, "m": 0.5 } ] }, { "epoch": 140, "train_loss": 1.3017264604568481, "val_loss": 0.8795795440673828, "acc": 74.49, "time": 127.68660793600066, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10681263357400894, "m": 0.5 }, { "p": 0.03192809969186783, "m": 0.5 }, { "p": 0.10544630140066147, "m": 0.5 }, { "p": 0.02518053539097309, "m": 0.5233405232429504 }, { "p": 0.03389333188533783, "m": 0.6714411377906799 }, { "p": 0.05363897234201431, "m": 0.5908285975456238 }, { "p": 0.06748621165752411, "m": 0.7742372155189514 }, { "p": 0.0436832457780838, "m": 0.9263932108879089 }, { "p": 0.08127596974372864, "m": 0.7917343974113464 }, { "p": 0.1070866659283638, "m": 0.6294946074485779 }, { "p": 0.09353797882795334, "m": 0.8571820855140686 }, { "p": 0.0935610830783844, "m": 1.0 }, { "p": 0.14019034802913666, "m": 0.5 }, { "p": 0.016278661787509918, "m": 0.5 } ] }, { "epoch": 141, "train_loss": 1.3680403232574463, "val_loss": 0.873904824256897, "acc": 73.79, "time": 128.3477842570028, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09874226897954941, "m": 0.5 }, { "p": 0.030137894675135612, "m": 0.5 }, { "p": 0.1363498717546463, "m": 0.5 }, { "p": 0.0380808487534523, "m": 0.47825026512145996 }, { "p": 0.034585293382406235, "m": 0.5049273371696472 }, { "p": 0.061490751802921295, "m": 0.6255940198898315 }, { "p": 0.08485971391201019, "m": 0.8601968288421631 }, { "p": 0.04148025065660477, "m": 0.9246926307678223 }, { "p": 0.10036971420049667, "m": 0.8030003905296326 }, { "p": 0.07299070805311203, "m": 0.6496656537055969 }, { "p": 0.014489095658063889, "m": 0.9103584885597229 }, { "p": 0.10577275604009628, "m": 1.0 }, { "p": 0.13169482350349426, "m": 0.5 }, { "p": 0.04895602539181709, "m": 0.5 } ] }, { "epoch": 142, "train_loss": 1.4003400802612305, "val_loss": 0.7988854050636292, "acc": 74.28, "time": 127.29425677299878, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08659535646438599, "m": 0.5 }, { "p": 0.02922918274998665, "m": 0.5 }, { "p": 0.12164859473705292, "m": 0.5 }, { "p": 0.06359177082777023, "m": 0.43642622232437134 }, { "p": 0.034438930451869965, "m": 0.7169707417488098 }, { "p": 0.03698113560676575, "m": 0.6663748025894165 }, { "p": 0.09381796419620514, "m": 0.7757124304771423 }, { "p": 0.03925912827253342, "m": 0.9149712324142456 }, { "p": 0.07593190670013428, "m": 0.8352948427200317 }, { "p": 0.07517965137958527, "m": 0.7286141514778137 }, { "p": 0.06277584284543991, "m": 0.7945777773857117 }, { "p": 0.10612035542726517, "m": 1.0 }, { "p": 0.12143179029226303, "m": 0.5 }, { "p": 0.05299830809235573, "m": 0.5 } ] }, { "epoch": 143, "train_loss": 1.162786841392517, "val_loss": 0.798065721988678, "acc": 73.73, "time": 128.6172571370007, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11691346764564514, "m": 0.5 }, { "p": 0.011679035611450672, "m": 0.5 }, { "p": 0.11089655011892319, "m": 0.5 }, { "p": 0.047267235815525055, "m": 0.5148781538009644 }, { "p": 0.0006887453491799533, "m": 0.7144230604171753 }, { "p": 0.04151127487421036, "m": 0.6617425680160522 }, { "p": 0.07972793281078339, "m": 0.8056283593177795 }, { "p": 0.04658528417348862, "m": 0.9489644169807434 }, { "p": 0.0951438769698143, "m": 0.9606824517250061 }, { "p": 0.1019861027598381, "m": 0.7218298316001892 }, { "p": 0.06278745830059052, "m": 0.8967135548591614 }, { "p": 0.11149013787508011, "m": 1.0 }, { "p": 0.10615913569927216, "m": 0.5 }, { "p": 0.06716381758451462, "m": 0.5 } ] }, { "epoch": 144, "train_loss": 1.4760005474090576, "val_loss": 0.8025429844856262, "acc": 73.24, "time": 129.27328877000036, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09755229949951172, "m": 0.5 }, { "p": 0.04440951347351074, "m": 0.5 }, { "p": 0.09097360819578171, "m": 0.5 }, { "p": 0.035582106560468674, "m": 0.46029409766197205 }, { "p": 0.04834010824561119, "m": 0.5880483388900757 }, { "p": 0.05298694968223572, "m": 0.6095261573791504 }, { "p": 0.05953117460012436, "m": 0.7465137839317322 }, { "p": 0.03054043836891651, "m": 0.9727365374565125 }, { "p": 0.10220878571271896, "m": 0.8236243724822998 }, { "p": 0.08912357687950134, "m": 0.6458990573883057 }, { "p": 0.05900862440466881, "m": 0.8681343197822571 }, { "p": 0.09498102962970734, "m": 1.0 }, { "p": 0.1464967429637909, "m": 0.5 }, { "p": 0.04826508089900017, "m": 0.5 } ] }, { "epoch": 145, "train_loss": 1.0808802843093872, "val_loss": 0.682884693145752, "acc": 74.03, "time": 130.2930297089988, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12446127831935883, "m": 0.5 }, { "p": 0.03778938204050064, "m": 0.5 }, { "p": 0.07695455104112625, "m": 0.5 }, { "p": 0.03785219416022301, "m": 0.4228366017341614 }, { "p": 0.03086467832326889, "m": 0.587680995464325 }, { "p": 0.0336167998611927, "m": 0.6073797345161438 }, { "p": 0.07379750162363052, "m": 0.7376729846000671 }, { "p": 0.048688288778066635, "m": 0.9183267951011658 }, { "p": 0.08938558399677277, "m": 0.800679624080658 }, { "p": 0.11806920915842056, "m": 0.7246114611625671 }, { "p": 0.04675356298685074, "m": 1.0 }, { "p": 0.10359145700931549, "m": 1.0 }, { "p": 0.14284563064575195, "m": 0.5 }, { "p": 0.0353299081325531, "m": 0.5 } ] }, { "epoch": 146, "train_loss": 1.1060854196548462, "val_loss": 0.7275199890136719, "acc": 73.98, "time": 131.5848522519991, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09606729447841644, "m": 0.5 }, { "p": 0.050552040338516235, "m": 0.5 }, { "p": 0.11541854590177536, "m": 0.5 }, { "p": 0.05208646133542061, "m": 0.38475555181503296 }, { "p": 0.03600075840950012, "m": 0.4620790183544159 }, { "p": 0.042034536600112915, "m": 0.5844098329544067 }, { "p": 0.06980640441179276, "m": 0.8602087497711182 }, { "p": 0.03612683340907097, "m": 0.9769545793533325 }, { "p": 0.07910536229610443, "m": 0.8613520264625549 }, { "p": 0.11934596300125122, "m": 0.6274875998497009 }, { "p": 0.06790243834257126, "m": 1.0 }, { "p": 0.08879826962947845, "m": 1.0 }, { "p": 0.10792414844036102, "m": 0.5 }, { "p": 0.0388309545814991, "m": 0.5 } ] }, { "epoch": 147, "train_loss": 1.12340247631073, "val_loss": 0.5766978859901428, "acc": 73.57, "time": 129.17809931600277, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1086675226688385, "m": 0.5 }, { "p": 0.03400406241416931, "m": 0.5 }, { "p": 0.10821820795536041, "m": 0.5 }, { "p": 0.046357542276382446, "m": 0.5222595930099487 }, { "p": 0.000690004148054868, "m": 0.34330785274505615 }, { "p": 0.05757766216993332, "m": 0.6189887523651123 }, { "p": 0.05224226787686348, "m": 0.8757452368736267 }, { "p": 0.04385419934988022, "m": 0.9234033823013306 }, { "p": 0.0761859267950058, "m": 0.8215226531028748 }, { "p": 0.14098040759563446, "m": 0.5546389818191528 }, { "p": 0.021208375692367554, "m": 0.9667239189147949 }, { "p": 0.10357693582773209, "m": 1.0 }, { "p": 0.13960741460323334, "m": 0.5 }, { "p": 0.06682952493429184, "m": 0.5 } ] }, { "epoch": 148, "train_loss": 1.466546893119812, "val_loss": 0.7772416472434998, "acc": 73.77, "time": 131.22758619900196, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10467533767223358, "m": 0.5 }, { "p": 0.0317993201315403, "m": 0.5 }, { "p": 0.10968449711799622, "m": 0.5 }, { "p": 0.04823194444179535, "m": 0.49763569235801697 }, { "p": 0.058983322232961655, "m": 0.4757212996482849 }, { "p": 0.03392172232270241, "m": 0.7325228452682495 }, { "p": 0.05034767836332321, "m": 0.8559049367904663 }, { "p": 0.0715380385518074, "m": 0.9473791718482971 }, { "p": 0.09983190894126892, "m": 0.9585588574409485 }, { "p": 0.10392426699399948, "m": 0.3071107864379883 }, { "p": 0.05722017586231232, "m": 0.9004685282707214 }, { "p": 0.08417627215385437, "m": 1.0 }, { "p": 0.12418480962514877, "m": 0.5 }, { "p": 0.021480631083250046, "m": 0.5 } ] }, { "epoch": 149, "train_loss": 1.523718237876892, "val_loss": 0.7706606984138489, "acc": 74.36, "time": 131.11035660999914, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12263021618127823, "m": 0.5 }, { "p": 0.030215971171855927, "m": 0.5 }, { "p": 0.12662093341350555, "m": 0.5 }, { "p": 0.030674071982502937, "m": 0.4745708703994751 }, { "p": 0.04397349804639816, "m": 0.6025680899620056 }, { "p": 0.045852381736040115, "m": 0.805292010307312 }, { "p": 0.05543874204158783, "m": 0.8211363554000854 }, { "p": 0.060767173767089844, "m": 0.776915431022644 }, { "p": 0.08537352830171585, "m": 0.92915940284729 }, { "p": 0.11776529252529144, "m": 0.3097899556159973 }, { "p": 0.027695879340171814, "m": 0.8402819037437439 }, { "p": 0.06675102561712265, "m": 0.9969581961631775 }, { "p": 0.13901673257350922, "m": 0.5 }, { "p": 0.04722452163696289, "m": 0.5 } ] }, { "epoch": 150, "train_loss": 1.5186890363693237, "val_loss": 0.7680404186248779, "acc": 73.44, "time": 130.8637128929986, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1103101372718811, "m": 0.5 }, { "p": 0.02102908119559288, "m": 0.5 }, { "p": 0.08978613466024399, "m": 0.5 }, { "p": 0.05654306337237358, "m": 0.6566798090934753 }, { "p": 0.03122199885547161, "m": 0.5392274260520935 }, { "p": 0.05131044238805771, "m": 0.6829758286476135 }, { "p": 0.07049237936735153, "m": 0.9598608016967773 }, { "p": 0.06471234560012817, "m": 0.7635092735290527 }, { "p": 0.08101602643728256, "m": 0.9369667768478394 }, { "p": 0.09211321920156479, "m": 0.3716939091682434 }, { "p": 0.05430798977613449, "m": 0.7839694023132324 }, { "p": 0.10520601272583008, "m": 0.9995461702346802 }, { "p": 0.11617810279130936, "m": 0.5 }, { "p": 0.05577307194471359, "m": 0.5 } ] }, { "epoch": 151, "train_loss": 0.9973417520523071, "val_loss": 0.8345671892166138, "acc": 74.49, "time": 129.37108144800004, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12475712597370148, "m": 0.5 }, { "p": 0.01315686572343111, "m": 0.5 }, { "p": 0.09027620404958725, "m": 0.5 }, { "p": 0.016947545111179352, "m": 0.6506680846214294 }, { "p": 0.013493027538061142, "m": 0.5473046898841858 }, { "p": 0.060319483280181885, "m": 0.6487640738487244 }, { "p": 0.06692293286323547, "m": 0.9674903750419617 }, { "p": 0.04742215946316719, "m": 0.879734218120575 }, { "p": 0.10107617825269699, "m": 0.9318999648094177 }, { "p": 0.12228129804134369, "m": 0.34832319617271423 }, { "p": 0.06919610500335693, "m": 0.8389140367507935 }, { "p": 0.10651121288537979, "m": 1.0 }, { "p": 0.10992764681577682, "m": 0.5 }, { "p": 0.057712167501449585, "m": 0.5 } ] }, { "epoch": 152, "train_loss": 1.6143044233322144, "val_loss": 0.8458383083343506, "acc": 73.43, "time": 131.2932200280011, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10702438652515411, "m": 0.5 }, { "p": 0.035226333886384964, "m": 0.5 }, { "p": 0.0980222225189209, "m": 0.5 }, { "p": 0.03853132203221321, "m": 0.771844744682312 }, { "p": 0.013028870336711407, "m": 0.5600372552871704 }, { "p": 0.0603354349732399, "m": 0.7888532280921936 }, { "p": 0.07508540153503418, "m": 0.9718000292778015 }, { "p": 0.05336257815361023, "m": 0.9550583958625793 }, { "p": 0.09216742217540741, "m": 0.9697863459587097 }, { "p": 0.12531791627407074, "m": 0.25537601113319397 }, { "p": 0.06112637743353844, "m": 0.8586376905441284 }, { "p": 0.06346321105957031, "m": 1.0 }, { "p": 0.10772987455129623, "m": 0.5 }, { "p": 0.0695786401629448, "m": 0.5 } ] }, { "epoch": 153, "train_loss": 1.4776568412780762, "val_loss": 0.6995562314987183, "acc": 74.76, "time": 132.02526250499795, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12407120317220688, "m": 0.5 }, { "p": 0.03602403402328491, "m": 0.5 }, { "p": 0.10679876804351807, "m": 0.5 }, { "p": 0.03793471306562424, "m": 0.6664901375770569 }, { "p": 0.03845968842506409, "m": 0.5652737021446228 }, { "p": 0.05157157778739929, "m": 0.7575399279594421 }, { "p": 0.057787444442510605, "m": 0.9156928658485413 }, { "p": 0.061018165200948715, "m": 0.95755535364151 }, { "p": 0.09082067757844925, "m": 0.9514787197113037 }, { "p": 0.11720772832632065, "m": 0.28885307908058167 }, { "p": 0.06899552792310715, "m": 0.8590116500854492 }, { "p": 0.08871277421712875, "m": 1.0 }, { "p": 0.11357197910547256, "m": 0.5 }, { "p": 0.007025755941867828, "m": 0.5 } ] }, { "epoch": 154, "train_loss": 1.1987665891647339, "val_loss": 0.8065380454063416, "acc": 74.58, "time": 129.61294164600258, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11107879132032394, "m": 0.5 }, { "p": 0.03159989416599274, "m": 0.5 }, { "p": 0.12281862646341324, "m": 0.5 }, { "p": 0.056094154715538025, "m": 0.5865048766136169 }, { "p": 0.0479004941880703, "m": 0.5455449223518372 }, { "p": 0.04558034986257553, "m": 0.6879111528396606 }, { "p": 0.04055095463991165, "m": 0.8947989344596863 }, { "p": 0.07520204037427902, "m": 0.79303377866745 }, { "p": 0.05305386334657669, "m": 0.9095057249069214 }, { "p": 0.10593161731958389, "m": 0.42882415652275085 }, { "p": 0.044581346213817596, "m": 0.8052748441696167 }, { "p": 0.09633632749319077, "m": 1.0 }, { "p": 0.1289900243282318, "m": 0.5 }, { "p": 0.04028147831559181, "m": 0.5 } ] }, { "epoch": 155, "train_loss": 1.3464345932006836, "val_loss": 0.9200741648674011, "acc": 73.98, "time": 129.96338224099964, "mix_dist": 0.800000011920929, "param": [ { "p": 0.094991035759449, "m": 0.5 }, { "p": 0.00715794088318944, "m": 0.5 }, { "p": 0.11982545256614685, "m": 0.5 }, { "p": 0.02986358292400837, "m": 0.6506828665733337 }, { "p": 0.0258710328489542, "m": 0.6237374544143677 }, { "p": 0.03398200124502182, "m": 0.5066176652908325 }, { "p": 0.08083700388669968, "m": 0.9434032440185547 }, { "p": 0.05292894318699837, "m": 0.9941438436508179 }, { "p": 0.01075564045459032, "m": 0.9237591028213501 }, { "p": 0.11672297865152359, "m": 0.40839406847953796 }, { "p": 0.06748177856206894, "m": 0.9827803373336792 }, { "p": 0.12965059280395508, "m": 1.0 }, { "p": 0.14966215193271637, "m": 0.5 }, { "p": 0.08026983588933945, "m": 0.5 } ] }, { "epoch": 156, "train_loss": 1.7688624858856201, "val_loss": 0.7550501823425293, "acc": 74.17, "time": 129.29826494200097, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09053689986467361, "m": 0.5 }, { "p": 0.04025005176663399, "m": 0.5 }, { "p": 0.11154863983392715, "m": 0.5 }, { "p": 0.038450706750154495, "m": 0.7019557952880859 }, { "p": 0.037903305143117905, "m": 0.627178966999054 }, { "p": 0.07123696804046631, "m": 0.6743995547294617 }, { "p": 0.05861606448888779, "m": 0.947157084941864 }, { "p": 0.06629153341054916, "m": 0.9038494825363159 }, { "p": 0.09384842962026596, "m": 0.8807298541069031 }, { "p": 0.09310224652290344, "m": 0.48288628458976746 }, { "p": 0.07220731675624847, "m": 1.0 }, { "p": 0.09928987175226212, "m": 1.0 }, { "p": 0.09798198193311691, "m": 0.5 }, { "p": 0.028735967352986336, "m": 0.5 } ] }, { "epoch": 157, "train_loss": 1.0124496221542358, "val_loss": 0.7185789942741394, "acc": 74.59, "time": 128.71385035300045, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10788026452064514, "m": 0.5 }, { "p": 0.026868166401982307, "m": 0.5 }, { "p": 0.10394041985273361, "m": 0.5 }, { "p": 0.043539948761463165, "m": 0.8506242632865906 }, { "p": 0.031869083642959595, "m": 0.5453053116798401 }, { "p": 0.05635936185717583, "m": 0.7720507979393005 }, { "p": 0.07568284124135971, "m": 1.0 }, { "p": 0.06229839846491814, "m": 0.9923223853111267 }, { "p": 0.08165107667446136, "m": 0.9094484448432922 }, { "p": 0.09417261928319931, "m": 0.5649498701095581 }, { "p": 0.03837013244628906, "m": 0.9745936393737793 }, { "p": 0.091832235455513, "m": 1.0 }, { "p": 0.12850013375282288, "m": 0.5 }, { "p": 0.05703524500131607, "m": 0.5 } ] }, { "epoch": 158, "train_loss": 1.3720571994781494, "val_loss": 0.6308566927909851, "acc": 74.26, "time": 130.34711332099687, "mix_dist": 0.800000011920929, "param": [ { "p": 0.14694812893867493, "m": 0.5 }, { "p": 0.025593748316168785, "m": 0.5 }, { "p": 0.1086663231253624, "m": 0.5 }, { "p": 0.016840673983097076, "m": 0.7698878049850464 }, { "p": 0.05236854404211044, "m": 0.5122410655021667 }, { "p": 0.03265233337879181, "m": 0.7751674652099609 }, { "p": 0.013281553983688354, "m": 0.9361007809638977 }, { "p": 0.06406106799840927, "m": 1.0 }, { "p": 0.10778515785932541, "m": 0.8668109178543091 }, { "p": 0.1070198193192482, "m": 0.6176496148109436 }, { "p": 0.07023487240076065, "m": 0.847023069858551 }, { "p": 0.07531987130641937, "m": 1.0 }, { "p": 0.12322701513767242, "m": 0.5 }, { "p": 0.0560009591281414, "m": 0.5 } ] }, { "epoch": 159, "train_loss": 1.801194429397583, "val_loss": 0.8713374733924866, "acc": 73.99, "time": 128.58263314899887, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12997855246067047, "m": 0.5 }, { "p": 0.03870402276515961, "m": 0.5 }, { "p": 0.1369178295135498, "m": 0.5 }, { "p": 0.04337261617183685, "m": 0.7600787878036499 }, { "p": 0.03232497721910477, "m": 0.6097567677497864 }, { "p": 0.05514347553253174, "m": 0.7678728103637695 }, { "p": 0.0752384290099144, "m": 0.9624138474464417 }, { "p": 0.04439235478639603, "m": 0.9294174313545227 }, { "p": 0.0826365202665329, "m": 0.8530463576316833 }, { "p": 0.05184178054332733, "m": 0.5789991021156311 }, { "p": 0.055003851652145386, "m": 0.8357290029525757 }, { "p": 0.0833243578672409, "m": 1.0 }, { "p": 0.10840927809476852, "m": 0.5 }, { "p": 0.06271201372146606, "m": 0.5 } ] }, { "epoch": 160, "train_loss": 1.4351882934570312, "val_loss": 0.746589183807373, "acc": 73.93, "time": 127.40680698299911, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11362440139055252, "m": 0.5 }, { "p": 0.027382604777812958, "m": 0.5 }, { "p": 0.13120047748088837, "m": 0.5 }, { "p": 0.009426789358258247, "m": 0.6696919202804565 }, { "p": 0.04072670266032219, "m": 0.5306766629219055 }, { "p": 0.048946380615234375, "m": 0.7449139356613159 }, { "p": 0.09176549315452576, "m": 0.9427609443664551 }, { "p": 0.06370653957128525, "m": 0.8753299713134766 }, { "p": 0.06772711873054504, "m": 0.846673309803009 }, { "p": 0.11701317131519318, "m": 0.6334064602851868 }, { "p": 0.03334452211856842, "m": 0.9443399906158447 }, { "p": 0.10160912573337555, "m": 1.0 }, { "p": 0.12788125872612, "m": 0.5 }, { "p": 0.025645392015576363, "m": 0.5 } ] }, { "epoch": 161, "train_loss": 1.256864309310913, "val_loss": 0.6904821991920471, "acc": 73.99, "time": 128.48496876799982, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10892809182405472, "m": 0.5 }, { "p": 0.0388018861413002, "m": 0.5 }, { "p": 0.10444922745227814, "m": 0.5 }, { "p": 0.033222708851099014, "m": 0.7154882550239563 }, { "p": 0.037639547139406204, "m": 0.541504979133606 }, { "p": 0.05369110032916069, "m": 0.9293457269668579 }, { "p": 0.05234544351696968, "m": 0.9336925745010376 }, { "p": 0.055701278150081635, "m": 0.9283619523048401 }, { "p": 0.08716240525245667, "m": 0.9626701474189758 }, { "p": 0.10163052380084991, "m": 0.6134023666381836 }, { "p": 0.06152962148189545, "m": 0.9088925719261169 }, { "p": 0.10337919741868973, "m": 1.0 }, { "p": 0.11383852362632751, "m": 0.5 }, { "p": 0.04768045246601105, "m": 0.5 } ] }, { "epoch": 162, "train_loss": 1.7205058336257935, "val_loss": 0.7206906676292419, "acc": 73.73, "time": 131.2219387769983, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10520248860120773, "m": 0.5 }, { "p": 0.054957225918769836, "m": 0.5 }, { "p": 0.10066571831703186, "m": 0.5 }, { "p": 0.0501704141497612, "m": 0.7464503645896912 }, { "p": 0.03152958303689957, "m": 0.6365718841552734 }, { "p": 0.03752518817782402, "m": 0.886760413646698 }, { "p": 0.05121332034468651, "m": 0.8768470287322998 }, { "p": 0.07617399096488953, "m": 0.9980699419975281 }, { "p": 0.058901287615299225, "m": 0.9732987284660339 }, { "p": 0.09756693243980408, "m": 0.6275008916854858 }, { "p": 0.06072130426764488, "m": 1.0 }, { "p": 0.10153691470623016, "m": 1.0 }, { "p": 0.11959049850702286, "m": 0.5 }, { "p": 0.05424513667821884, "m": 0.5 } ] }, { "epoch": 163, "train_loss": 1.5911710262298584, "val_loss": 0.6689720153808594, "acc": 74.01, "time": 132.2211309209997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12306362390518188, "m": 0.5 }, { "p": 0.060604676604270935, "m": 0.5 }, { "p": 0.09364961087703705, "m": 0.5 }, { "p": 0.04348283261060715, "m": 0.8283408284187317 }, { "p": 0.03807339817285538, "m": 0.7907963991165161 }, { "p": 0.017658932134509087, "m": 0.7808046340942383 }, { "p": 0.053206365555524826, "m": 0.9084173440933228 }, { "p": 0.060191839933395386, "m": 0.8814150094985962 }, { "p": 0.10345569252967834, "m": 0.9800978302955627 }, { "p": 0.08826693147420883, "m": 0.5841691493988037 }, { "p": 0.062240663915872574, "m": 0.8917027711868286 }, { "p": 0.1029057577252388, "m": 1.0 }, { "p": 0.13141070306301117, "m": 0.5 }, { "p": 0.02178899012506008, "m": 0.5 } ] }, { "epoch": 164, "train_loss": 1.5620582103729248, "val_loss": 0.8048563003540039, "acc": 74.33, "time": 130.34508930499942, "mix_dist": 0.800000011920929, "param": [ { "p": 0.13048449158668518, "m": 0.5 }, { "p": 0.05186928063631058, "m": 0.5 }, { "p": 0.11362524330615997, "m": 0.5 }, { "p": 0.051618024706840515, "m": 0.7632194757461548 }, { "p": 0.034290190786123276, "m": 0.7522243857383728 }, { "p": 0.04994845390319824, "m": 0.8995262980461121 }, { "p": 0.07730182260274887, "m": 0.992603600025177 }, { "p": 0.056308284401893616, "m": 0.8150085806846619 }, { "p": 0.0825047492980957, "m": 0.8249773979187012 }, { "p": 0.07037361711263657, "m": 0.5510619878768921 }, { "p": 0.04324217885732651, "m": 0.8767505288124084 }, { "p": 0.08626216650009155, "m": 1.0 }, { "p": 0.11360682547092438, "m": 0.5 }, { "p": 0.03856461122632027, "m": 0.5 } ] }, { "epoch": 165, "train_loss": 1.2061755657196045, "val_loss": 0.6794650554656982, "acc": 74.63, "time": 129.9074048500006, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07856932282447815, "m": 0.5 }, { "p": 0.0379304401576519, "m": 0.5 }, { "p": 0.08826928585767746, "m": 0.5 }, { "p": 0.04017500579357147, "m": 0.7508785724639893 }, { "p": 0.03380706533789635, "m": 0.7364242076873779 }, { "p": 0.05340998247265816, "m": 0.9191786646842957 }, { "p": 0.04425875470042229, "m": 1.0 }, { "p": 0.0800747498869896, "m": 0.7549250721931458 }, { "p": 0.09057671576738358, "m": 0.9010515809059143 }, { "p": 0.10112901031970978, "m": 0.522576093673706 }, { "p": 0.08266277611255646, "m": 0.8489914536476135 }, { "p": 0.09939412027597427, "m": 1.0 }, { "p": 0.12734268605709076, "m": 0.5 }, { "p": 0.042399995028972626, "m": 0.5 } ] }, { "epoch": 166, "train_loss": 1.2872974872589111, "val_loss": 0.8471115231513977, "acc": 74.88, "time": 132.15610258800007, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12762022018432617, "m": 0.5 }, { "p": 0.03564627096056938, "m": 0.5 }, { "p": 0.1207817867398262, "m": 0.5 }, { "p": 0.044499240815639496, "m": 0.6924000382423401 }, { "p": 0.014753484167158604, "m": 0.7857351303100586 }, { "p": 0.036210376769304276, "m": 0.9571281671524048 }, { "p": 0.040459372103214264, "m": 0.9677433371543884 }, { "p": 0.06801610440015793, "m": 0.6757200956344604 }, { "p": 0.09337513148784637, "m": 0.9820988774299622 }, { "p": 0.10010666400194168, "m": 0.48421716690063477 }, { "p": 0.06117404252290726, "m": 0.8881871104240417 }, { "p": 0.11072959750890732, "m": 1.0 }, { "p": 0.08777058124542236, "m": 0.5 }, { "p": 0.05885710567235947, "m": 0.5 } ] }, { "epoch": 167, "train_loss": 1.4811301231384277, "val_loss": 0.8119353652000427, "acc": 73.91, "time": 131.03341566199742, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10279318690299988, "m": 0.5 }, { "p": 0.0412602573633194, "m": 0.5 }, { "p": 0.1170806959271431, "m": 0.5 }, { "p": 0.05157572031021118, "m": 0.7684447169303894 }, { "p": 0.03491571918129921, "m": 0.888902485370636 }, { "p": 0.06098620966076851, "m": 0.9378392696380615 }, { "p": 0.055148668587207794, "m": 0.8313177824020386 }, { "p": 0.0902649313211441, "m": 0.8516495823860168 }, { "p": 0.0502147451043129, "m": 0.8619887232780457 }, { "p": 0.0930723026394844, "m": 0.2992221713066101 }, { "p": 0.02516496554017067, "m": 0.9106649160385132 }, { "p": 0.13687534630298615, "m": 1.0 }, { "p": 0.13039839267730713, "m": 0.5 }, { "p": 0.010248865932226181, "m": 0.5 } ] }, { "epoch": 168, "train_loss": 1.6561681032180786, "val_loss": 0.8381258845329285, "acc": 73.96, "time": 127.87582959000065, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11861464381217957, "m": 0.5 }, { "p": 0.03058675490319729, "m": 0.5 }, { "p": 0.1206270381808281, "m": 0.5 }, { "p": 0.029989168047904968, "m": 0.6984631419181824 }, { "p": 0.04870323836803436, "m": 0.9476750493049622 }, { "p": 0.03566938266158104, "m": 0.8863936066627502 }, { "p": 0.07405966520309448, "m": 0.8321612477302551 }, { "p": 0.07291590422391891, "m": 0.9119008183479309 }, { "p": 0.0665699765086174, "m": 0.9001038670539856 }, { "p": 0.09377726167440414, "m": 0.25295284390449524 }, { "p": 0.06565260142087936, "m": 0.9086018800735474 }, { "p": 0.09431562572717667, "m": 0.9921443462371826 }, { "p": 0.1003422960639, "m": 0.5 }, { "p": 0.04817642271518707, "m": 0.5 } ] }, { "epoch": 169, "train_loss": 1.5940364599227905, "val_loss": 0.7228450179100037, "acc": 74.4, "time": 127.85929718899934, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10422372072935104, "m": 0.5 }, { "p": 0.04160083457827568, "m": 0.5 }, { "p": 0.09763498604297638, "m": 0.5 }, { "p": 0.04105720296502113, "m": 0.7032359838485718 }, { "p": 0.026533016934990883, "m": 0.9260671734809875 }, { "p": 0.06075114756822586, "m": 0.9075894951820374 }, { "p": 0.06432851403951645, "m": 0.8739937543869019 }, { "p": 0.06572854518890381, "m": 0.8678044676780701 }, { "p": 0.10107667744159698, "m": 0.8879391551017761 }, { "p": 0.1144995391368866, "m": 0.14107920229434967 }, { "p": 0.05859264358878136, "m": 0.8867452144622803 }, { "p": 0.09545539319515228, "m": 1.0 }, { "p": 0.08196397870779037, "m": 0.5 }, { "p": 0.046553827822208405, "m": 0.5 } ] }, { "epoch": 170, "train_loss": 1.0512069463729858, "val_loss": 0.767293393611908, "acc": 74.3, "time": 129.2946076699991, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10806881636381149, "m": 0.5 }, { "p": 0.03529401496052742, "m": 0.5 }, { "p": 0.1027514860033989, "m": 0.5 }, { "p": 0.037442974746227264, "m": 0.835919201374054 }, { "p": 0.000695546215865761, "m": 0.9049360752105713 }, { "p": 0.05097826570272446, "m": 0.91468745470047 }, { "p": 0.0622112974524498, "m": 0.8673779368400574 }, { "p": 0.061880312860012054, "m": 0.8942891955375671 }, { "p": 0.0899902731180191, "m": 0.7851111888885498 }, { "p": 0.07519736140966415, "m": 0.2950332462787628 }, { "p": 0.0865907073020935, "m": 0.9173816442489624 }, { "p": 0.11874424666166306, "m": 1.0 }, { "p": 0.1230679601430893, "m": 0.5 }, { "p": 0.04708680510520935, "m": 0.5 } ] }, { "epoch": 171, "train_loss": 1.5437095165252686, "val_loss": 0.7720404863357544, "acc": 74.47, "time": 131.67825291400004, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11425825208425522, "m": 0.5 }, { "p": 0.03874942660331726, "m": 0.5 }, { "p": 0.12017849087715149, "m": 0.5 }, { "p": 0.04401502385735512, "m": 0.7884460091590881 }, { "p": 0.04774051159620285, "m": 0.9496516585350037 }, { "p": 0.05664898082613945, "m": 0.98416668176651 }, { "p": 0.0651354044675827, "m": 0.8662938475608826 }, { "p": 0.03905891254544258, "m": 0.8754398226737976 }, { "p": 0.08085189759731293, "m": 0.8088218569755554 }, { "p": 0.12176688760519028, "m": 0.3653568923473358 }, { "p": 0.051735326647758484, "m": 0.9566226005554199 }, { "p": 0.0649174377322197, "m": 1.0 }, { "p": 0.10974925756454468, "m": 0.5 }, { "p": 0.045194175094366074, "m": 0.5 } ] }, { "epoch": 172, "train_loss": 1.5262140035629272, "val_loss": 0.9185105562210083, "acc": 74.61, "time": 132.1788833199971, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1239534392952919, "m": 0.5 }, { "p": 0.04516176879405975, "m": 0.5 }, { "p": 0.12420018762350082, "m": 0.5 }, { "p": 0.049844127148389816, "m": 0.8164801001548767 }, { "p": 0.0038620128761976957, "m": 0.8298351168632507 }, { "p": 0.047152940183877945, "m": 1.0 }, { "p": 0.0590803399682045, "m": 0.9101935625076294 }, { "p": 0.07458768784999847, "m": 0.8025412559509277 }, { "p": 0.07669706642627716, "m": 0.7616893649101257 }, { "p": 0.09937265515327454, "m": 0.38880348205566406 }, { "p": 0.06138045713305473, "m": 0.9257621765136719 }, { "p": 0.08666518330574036, "m": 1.0 }, { "p": 0.09262830018997192, "m": 0.5 }, { "p": 0.0554138720035553, "m": 0.5 } ] }, { "epoch": 173, "train_loss": 1.1756318807601929, "val_loss": 0.7230132222175598, "acc": 74.55, "time": 132.34549889900154, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07569046318531036, "m": 0.5 }, { "p": 0.032246168702840805, "m": 0.5 }, { "p": 0.1098627820611, "m": 0.5 }, { "p": 0.04378248006105423, "m": 0.8081105947494507 }, { "p": 0.03710561990737915, "m": 0.8226177096366882 }, { "p": 0.060853470116853714, "m": 0.9977412819862366 }, { "p": 0.06817879527807236, "m": 0.978321373462677 }, { "p": 0.06421520560979843, "m": 0.8370143175125122 }, { "p": 0.09409970045089722, "m": 0.9216340780258179 }, { "p": 0.11280230432748795, "m": 0.3459364175796509 }, { "p": 0.07688353210687637, "m": 0.8354545831680298 }, { "p": 0.09533243626356125, "m": 1.0 }, { "p": 0.10362879931926727, "m": 0.5 }, { "p": 0.02531825751066208, "m": 0.5 } ] }, { "epoch": 174, "train_loss": 1.4521541595458984, "val_loss": 0.848503589630127, "acc": 72.05, "time": 127.85837103900121, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10225355625152588, "m": 0.5 }, { "p": 0.04085450991988182, "m": 0.5 }, { "p": 0.13225600123405457, "m": 0.5 }, { "p": 0.018828650936484337, "m": 0.8077855706214905 }, { "p": 0.055710624903440475, "m": 0.7425529956817627 }, { "p": 0.04930657148361206, "m": 0.9998993277549744 }, { "p": 0.06401362270116806, "m": 0.8587309718132019 }, { "p": 0.06540490686893463, "m": 0.9135797023773193 }, { "p": 0.05489499866962433, "m": 0.9741922616958618 }, { "p": 0.0999990776181221, "m": 0.3269507586956024 }, { "p": 0.06928762793540955, "m": 0.9996509552001953 }, { "p": 0.0802563726902008, "m": 1.0 }, { "p": 0.12979185581207275, "m": 0.5 }, { "p": 0.03714162856340408, "m": 0.5 } ] }, { "epoch": 175, "train_loss": 1.4173498153686523, "val_loss": 0.7114163041114807, "acc": 75.16, "time": 129.6143001140008, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12242761999368668, "m": 0.5 }, { "p": 0.03336617723107338, "m": 0.5 }, { "p": 0.0999881699681282, "m": 0.5 }, { "p": 0.038986653089523315, "m": 0.7601251602172852 }, { "p": 0.03505416959524155, "m": 0.5629492402076721 }, { "p": 0.056025225669145584, "m": 1.0 }, { "p": 0.05888186767697334, "m": 0.8925351500511169 }, { "p": 0.0547594279050827, "m": 0.8071287274360657 }, { "p": 0.07819070667028427, "m": 0.8611462116241455 }, { "p": 0.10986080020666122, "m": 0.31631767749786377 }, { "p": 0.07460595667362213, "m": 0.9797694683074951 }, { "p": 0.07245389372110367, "m": 1.0 }, { "p": 0.11215022206306458, "m": 0.5 }, { "p": 0.053249161690473557, "m": 0.5 } ] }, { "epoch": 176, "train_loss": 1.5386714935302734, "val_loss": 0.6698078513145447, "acc": 74.76, "time": 129.5989574419982, "mix_dist": 0.800000011920929, "param": [ { "p": 0.1194397360086441, "m": 0.5 }, { "p": 0.041766781359910965, "m": 0.5 }, { "p": 0.09068042784929276, "m": 0.5 }, { "p": 0.02660459838807583, "m": 0.9502891302108765 }, { "p": 0.049327198415994644, "m": 0.45534947514533997 }, { "p": 0.06823902577161789, "m": 0.9407325387001038 }, { "p": 0.0664350613951683, "m": 0.7979692220687866 }, { "p": 0.0846439078450203, "m": 0.8183863162994385 }, { "p": 0.05086403340101242, "m": 0.9404699802398682 }, { "p": 0.10212096571922302, "m": 0.3878123164176941 }, { "p": 0.047710999846458435, "m": 0.9663285613059998 }, { "p": 0.08565971255302429, "m": 1.0 }, { "p": 0.11856773495674133, "m": 0.5 }, { "p": 0.04793975129723549, "m": 0.5 } ] }, { "epoch": 177, "train_loss": 1.6616475582122803, "val_loss": 0.7902310490608215, "acc": 73.81, "time": 129.99013431899948, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09968770295381546, "m": 0.5 }, { "p": 0.05619334802031517, "m": 0.5 }, { "p": 0.11567052453756332, "m": 0.5 }, { "p": 0.03589807450771332, "m": 0.8846351504325867 }, { "p": 0.025874948129057884, "m": 0.3769037425518036 }, { "p": 0.03814200311899185, "m": 0.9224138855934143 }, { "p": 0.057759787887334824, "m": 0.8398565053939819 }, { "p": 0.06784334778785706, "m": 0.8097641468048096 }, { "p": 0.10036099702119827, "m": 1.0 }, { "p": 0.09023798257112503, "m": 0.43474042415618896 }, { "p": 0.06399327516555786, "m": 0.927605926990509 }, { "p": 0.0934615209698677, "m": 1.0 }, { "p": 0.12707944214344025, "m": 0.5 }, { "p": 0.027797136455774307, "m": 0.5 } ] }, { "epoch": 178, "train_loss": 1.4098005294799805, "val_loss": 0.6691862940788269, "acc": 73.57, "time": 131.46685425800024, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09431303292512894, "m": 0.5 }, { "p": 0.04326196387410164, "m": 0.5 }, { "p": 0.11148105561733246, "m": 0.5 }, { "p": 0.03952648118138313, "m": 0.800656259059906 }, { "p": 0.04690803587436676, "m": 0.35311636328697205 }, { "p": 0.04942958429455757, "m": 0.8847663998603821 }, { "p": 0.06799516826868057, "m": 0.8794111013412476 }, { "p": 0.03631643205881119, "m": 0.8533280491828918 }, { "p": 0.08593986183404922, "m": 0.9198317527770996 }, { "p": 0.107967309653759, "m": 0.5123031139373779 }, { "p": 0.08313688635826111, "m": 0.8669710755348206 }, { "p": 0.08878990262746811, "m": 1.0 }, { "p": 0.08763793110847473, "m": 0.5 }, { "p": 0.05729635804891586, "m": 0.5 } ] }, { "epoch": 179, "train_loss": 1.2443337440490723, "val_loss": 0.8514553904533386, "acc": 74.41, "time": 129.97320120600125, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08526459336280823, "m": 0.5 }, { "p": 0.04298408329486847, "m": 0.5 }, { "p": 0.10265509784221649, "m": 0.5 }, { "p": 0.03587423637509346, "m": 0.7842091917991638 }, { "p": 0.03224088251590729, "m": 0.2996613681316376 }, { "p": 0.0510282963514328, "m": 0.8919889330863953 }, { "p": 0.0896250307559967, "m": 0.8011077642440796 }, { "p": 0.049645692110061646, "m": 0.8189879059791565 }, { "p": 0.07814913243055344, "m": 0.9226083159446716 }, { "p": 0.1015377938747406, "m": 0.516363799571991 }, { "p": 0.07014618813991547, "m": 0.8525312542915344 }, { "p": 0.08602961897850037, "m": 1.0 }, { "p": 0.13290700316429138, "m": 0.5 }, { "p": 0.0419122651219368, "m": 0.5 } ] }, { "epoch": 180, "train_loss": 1.2411015033721924, "val_loss": 0.8638222217559814, "acc": 74.14, "time": 131.23248956899988, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09997110068798065, "m": 0.5 }, { "p": 0.038370370864868164, "m": 0.5 }, { "p": 0.08725724369287491, "m": 0.5 }, { "p": 0.029465219005942345, "m": 0.7386975288391113 }, { "p": 0.022224977612495422, "m": 0.2753709554672241 }, { "p": 0.041836075484752655, "m": 0.9063836336135864 }, { "p": 0.06953886896371841, "m": 0.8558468222618103 }, { "p": 0.08027375489473343, "m": 0.8192257881164551 }, { "p": 0.0654035359621048, "m": 0.8666297197341919 }, { "p": 0.11821641027927399, "m": 0.56560879945755 }, { "p": 0.07973842322826385, "m": 0.8609864711761475 }, { "p": 0.0942026674747467, "m": 1.0 }, { "p": 0.11479344964027405, "m": 0.5 }, { "p": 0.058707837015390396, "m": 0.5 } ] }, { "epoch": 181, "train_loss": 1.1849398612976074, "val_loss": 0.8371763229370117, "acc": 73.65, "time": 130.3346231409996, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11621131002902985, "m": 0.5 }, { "p": 0.048680730164051056, "m": 0.5 }, { "p": 0.11231684684753418, "m": 0.5 }, { "p": 0.05815152823925018, "m": 0.7536361217498779 }, { "p": 0.042641837149858475, "m": 0.17982777953147888 }, { "p": 0.06691954284906387, "m": 0.9569517970085144 }, { "p": 0.020282471552491188, "m": 1.0 }, { "p": 0.08172657340765, "m": 0.8351774215698242 }, { "p": 0.08808012306690216, "m": 0.7226985692977905 }, { "p": 0.07019390165805817, "m": 0.5469238758087158 }, { "p": 0.08600503206253052, "m": 0.9382371306419373 }, { "p": 0.08286792784929276, "m": 1.0 }, { "p": 0.0887262225151062, "m": 0.5 }, { "p": 0.03719593957066536, "m": 0.5 } ] }, { "epoch": 182, "train_loss": 1.3483587503433228, "val_loss": 0.5892094969749451, "acc": 74.36, "time": 130.3267969080007, "mix_dist": 0.800000011920929, "param": [ { "p": 0.11080969125032425, "m": 0.5 }, { "p": 0.05567987263202667, "m": 0.5 }, { "p": 0.09698627144098282, "m": 0.5 }, { "p": 0.04279771074652672, "m": 0.7352892160415649 }, { "p": 0.041063014417886734, "m": 0.10000000149011612 }, { "p": 0.061457496136426926, "m": 0.9267340302467346 }, { "p": 0.056450627744197845, "m": 0.940968930721283 }, { "p": 0.07971736788749695, "m": 0.7885608077049255 }, { "p": 0.09558765590190887, "m": 0.7476219534873962 }, { "p": 0.055497389286756516, "m": 0.4688160717487335 }, { "p": 0.08127596229314804, "m": 0.9655799865722656 }, { "p": 0.10338189452886581, "m": 1.0 }, { "p": 0.09398046880960464, "m": 0.5 }, { "p": 0.025314629077911377, "m": 0.5 } ] }, { "epoch": 183, "train_loss": 1.3437063694000244, "val_loss": 0.7141485810279846, "acc": 74.27, "time": 129.96911528999772, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08123922348022461, "m": 0.5 }, { "p": 0.05096447467803955, "m": 0.5 }, { "p": 0.07392384856939316, "m": 0.5 }, { "p": 0.06695470213890076, "m": 0.7214627265930176 }, { "p": 0.05649539828300476, "m": 0.153400257229805 }, { "p": 0.044239260256290436, "m": 0.8208662867546082 }, { "p": 0.07019729912281036, "m": 0.8512359857559204 }, { "p": 0.08350100368261337, "m": 0.7491787075996399 }, { "p": 0.06636392325162888, "m": 0.8185052275657654 }, { "p": 0.11032300442457199, "m": 0.5021751523017883 }, { "p": 0.062194474041461945, "m": 1.0 }, { "p": 0.08241011202335358, "m": 1.0 }, { "p": 0.09096814692020416, "m": 0.5 }, { "p": 0.06022516265511513, "m": 0.5 } ] }, { "epoch": 184, "train_loss": 1.3376027345657349, "val_loss": 0.8360012769699097, "acc": 74.53, "time": 129.59150217899878, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10704223811626434, "m": 0.5 }, { "p": 0.05487322062253952, "m": 0.5 }, { "p": 0.10100223869085312, "m": 0.5 }, { "p": 0.05981820449233055, "m": 0.6882807612419128 }, { "p": 0.05227361619472504, "m": 0.1297556310892105 }, { "p": 0.04969847574830055, "m": 0.7447187900543213 }, { "p": 0.06940113753080368, "m": 0.9972997903823853 }, { "p": 0.08330691605806351, "m": 0.7441592812538147 }, { "p": 0.07193072140216827, "m": 0.8065285086631775 }, { "p": 0.10084427148103714, "m": 0.5373337268829346 }, { "p": 0.06318696588277817, "m": 0.8736426830291748 }, { "p": 0.05962307006120682, "m": 1.0 }, { "p": 0.09067955613136292, "m": 0.5 }, { "p": 0.03631933405995369, "m": 0.5 } ] }, { "epoch": 185, "train_loss": 1.0884711742401123, "val_loss": 0.772363543510437, "acc": 73.87, "time": 127.7607488040012, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12690004706382751, "m": 0.5 }, { "p": 0.06643668562173843, "m": 0.5 }, { "p": 0.09448380023241043, "m": 0.5 }, { "p": 0.03902518004179001, "m": 0.6796740293502808 }, { "p": 0.035703837871551514, "m": 0.15724308788776398 }, { "p": 0.05311691388487816, "m": 0.6607732772827148 }, { "p": 0.060798946768045425, "m": 0.958160936832428 }, { "p": 0.058135196566581726, "m": 0.6737894415855408 }, { "p": 0.0634114146232605, "m": 0.8147615194320679 }, { "p": 0.08045903593301773, "m": 0.5426048040390015 }, { "p": 0.07274504750967026, "m": 0.7768463492393494 }, { "p": 0.0697656199336052, "m": 1.0 }, { "p": 0.12273848801851273, "m": 0.5 }, { "p": 0.056279756128787994, "m": 0.5 } ] }, { "epoch": 186, "train_loss": 1.3604785203933716, "val_loss": 0.7708311676979065, "acc": 73.72, "time": 129.22816302999854, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09534619748592377, "m": 0.5 }, { "p": 0.054228272289037704, "m": 0.5 }, { "p": 0.10582341253757477, "m": 0.5 }, { "p": 0.0325927734375, "m": 0.7015805840492249 }, { "p": 0.041493408381938934, "m": 0.1000283733010292 }, { "p": 0.06397809088230133, "m": 0.5265875458717346 }, { "p": 0.06268888711929321, "m": 0.8760828375816345 }, { "p": 0.04940733686089516, "m": 0.6786613464355469 }, { "p": 0.0770038589835167, "m": 0.8762367963790894 }, { "p": 0.092056505382061, "m": 0.5841670632362366 }, { "p": 0.05074269697070122, "m": 0.8670201301574707 }, { "p": 0.11203442513942719, "m": 1.0 }, { "p": 0.10672987252473831, "m": 0.5 }, { "p": 0.055874284356832504, "m": 0.5 } ] }, { "epoch": 187, "train_loss": 1.1179680824279785, "val_loss": 0.7156892418861389, "acc": 74.18, "time": 127.8862676710014, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08175095915794373, "m": 0.5 }, { "p": 0.04636628180742264, "m": 0.5 }, { "p": 0.06932105869054794, "m": 0.5 }, { "p": 0.06617327779531479, "m": 0.6676378846168518 }, { "p": 0.04151558876037598, "m": 0.11195896565914154 }, { "p": 0.05480661988258362, "m": 0.5628349184989929 }, { "p": 0.04277461767196655, "m": 0.8393867611885071 }, { "p": 0.0801902487874031, "m": 0.551323652267456 }, { "p": 0.1018805056810379, "m": 0.9073092341423035 }, { "p": 0.09819161891937256, "m": 0.5765416622161865 }, { "p": 0.056856632232666016, "m": 0.9213032722473145 }, { "p": 0.1094283014535904, "m": 1.0 }, { "p": 0.09788544476032257, "m": 0.5 }, { "p": 0.0528588704764843, "m": 0.5 } ] }, { "epoch": 188, "train_loss": 1.6024401187896729, "val_loss": 0.7647813558578491, "acc": 73.93, "time": 131.40369135700166, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07479764521121979, "m": 0.5 }, { "p": 0.06722873449325562, "m": 0.5 }, { "p": 0.09555817395448685, "m": 0.5 }, { "p": 0.04815652221441269, "m": 0.6477414965629578 }, { "p": 0.04035079479217529, "m": 0.16402433812618256 }, { "p": 0.0671175867319107, "m": 0.6043305397033691 }, { "p": 0.03513126075267792, "m": 0.7482852935791016 }, { "p": 0.03799361735582352, "m": 0.6143486499786377 }, { "p": 0.08795786648988724, "m": 0.9678491950035095 }, { "p": 0.09127011150121689, "m": 0.5739120244979858 }, { "p": 0.07868032157421112, "m": 0.8974804282188416 }, { "p": 0.08209043741226196, "m": 1.0 }, { "p": 0.13380733132362366, "m": 0.5 }, { "p": 0.05985952541232109, "m": 0.5 } ] }, { "epoch": 189, "train_loss": 1.1419227123260498, "val_loss": 0.7352416515350342, "acc": 74.6, "time": 129.43180700800076, "mix_dist": 0.800000011920929, "param": [ { "p": 0.12708009779453278, "m": 0.5 }, { "p": 0.06826886534690857, "m": 0.5 }, { "p": 0.10365726798772812, "m": 0.5 }, { "p": 0.02779490128159523, "m": 0.5564389228820801 }, { "p": 0.043704140931367874, "m": 0.16859520971775055 }, { "p": 0.054790325462818146, "m": 0.547061026096344 }, { "p": 0.025051135569810867, "m": 0.6266146898269653 }, { "p": 0.06429044157266617, "m": 0.5396052002906799 }, { "p": 0.10311639308929443, "m": 0.8860211372375488 }, { "p": 0.07793032377958298, "m": 0.5398069620132446 }, { "p": 0.07862430065870285, "m": 0.8229366540908813 }, { "p": 0.09650914371013641, "m": 1.0 }, { "p": 0.10586363077163696, "m": 0.5 }, { "p": 0.02331896871328354, "m": 0.5 } ] }, { "epoch": 190, "train_loss": 1.5983351469039917, "val_loss": 0.8243775367736816, "acc": 74.68, "time": 127.74990850000177, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08817508816719055, "m": 0.5 }, { "p": 0.04210097715258598, "m": 0.5 }, { "p": 0.09948637336492538, "m": 0.5 }, { "p": 0.04651815816760063, "m": 0.605983555316925 }, { "p": 0.03870091959834099, "m": 0.10525888204574585 }, { "p": 0.07321573793888092, "m": 0.3999845087528229 }, { "p": 0.04258117079734802, "m": 0.6591231822967529 }, { "p": 0.07815146446228027, "m": 0.562949001789093 }, { "p": 0.09303665906190872, "m": 0.9258707165718079 }, { "p": 0.10557840019464493, "m": 0.6274707913398743 }, { "p": 0.061942629516124725, "m": 0.8549496531486511 }, { "p": 0.07162418961524963, "m": 1.0 }, { "p": 0.11425352096557617, "m": 0.5 }, { "p": 0.044634778052568436, "m": 0.5 } ] }, { "epoch": 191, "train_loss": 0.9526906609535217, "val_loss": 0.78251051902771, "acc": 73.74, "time": 130.2467390689999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09214726835489273, "m": 0.5 }, { "p": 0.0385453924536705, "m": 0.5 }, { "p": 0.08059480041265488, "m": 0.5 }, { "p": 0.04718455299735069, "m": 0.4640364944934845 }, { "p": 0.05590471997857094, "m": 0.1312439739704132 }, { "p": 0.06140894070267677, "m": 0.2661079168319702 }, { "p": 0.06239497289061546, "m": 0.8011000156402588 }, { "p": 0.07758386433124542, "m": 0.6477684378623962 }, { "p": 0.08748561888933182, "m": 0.9066027402877808 }, { "p": 0.08401818573474884, "m": 0.5433837175369263 }, { "p": 0.05354192107915878, "m": 0.9164652228355408 }, { "p": 0.08778831362724304, "m": 1.0 }, { "p": 0.10897832363843918, "m": 0.5 }, { "p": 0.06242313235998154, "m": 0.5 } ] }, { "epoch": 192, "train_loss": 1.207331657409668, "val_loss": 0.7920907735824585, "acc": 74.47, "time": 128.61043984099888, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08751799911260605, "m": 0.5 }, { "p": 0.05992429703474045, "m": 0.5 }, { "p": 0.1011909618973732, "m": 0.5 }, { "p": 0.02738206274807453, "m": 0.447244793176651 }, { "p": 0.03793332353234291, "m": 0.15000362694263458 }, { "p": 0.06858409196138382, "m": 0.2726261019706726 }, { "p": 0.039806026965379715, "m": 0.8667298555374146 }, { "p": 0.05203298106789589, "m": 0.5668110251426697 }, { "p": 0.08512941002845764, "m": 0.9295688271522522 }, { "p": 0.10583125799894333, "m": 0.5025578737258911 }, { "p": 0.08707818388938904, "m": 0.8625122904777527 }, { "p": 0.07757934927940369, "m": 1.0 }, { "p": 0.11001797765493393, "m": 0.5 }, { "p": 0.05999208614230156, "m": 0.5 } ] }, { "epoch": 193, "train_loss": 1.312448501586914, "val_loss": 0.8087578415870667, "acc": 74.18, "time": 128.61698662400158, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09268741309642792, "m": 0.5 }, { "p": 0.06137925758957863, "m": 0.5 }, { "p": 0.10367753356695175, "m": 0.5 }, { "p": 0.04123126342892647, "m": 0.4913828670978546 }, { "p": 0.04184383153915405, "m": 0.13017146289348602 }, { "p": 0.0758582204580307, "m": 0.31319478154182434 }, { "p": 0.049975600093603134, "m": 0.8584243655204773 }, { "p": 0.05956536903977394, "m": 0.6011689305305481 }, { "p": 0.06105288863182068, "m": 0.9403684139251709 }, { "p": 0.07962444424629211, "m": 0.5663670301437378 }, { "p": 0.06603410840034485, "m": 0.9685683846473694 }, { "p": 0.10331208258867264, "m": 1.0 }, { "p": 0.11400953680276871, "m": 0.5 }, { "p": 0.04974851384758949, "m": 0.5 } ] }, { "epoch": 194, "train_loss": 1.3757892847061157, "val_loss": 0.6438769698143005, "acc": 73.69, "time": 128.64719644999786, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09986098855733871, "m": 0.5 }, { "p": 0.03905666992068291, "m": 0.5 }, { "p": 0.09984111785888672, "m": 0.5 }, { "p": 0.028626378625631332, "m": 0.4229670763015747 }, { "p": 0.04713628813624382, "m": 0.14950183033943176 }, { "p": 0.058653876185417175, "m": 0.40521037578582764 }, { "p": 0.05803149938583374, "m": 0.8597065210342407 }, { "p": 0.05078243091702461, "m": 0.6482645869255066 }, { "p": 0.09530854225158691, "m": 0.7401271462440491 }, { "p": 0.09974659979343414, "m": 0.3044035732746124 }, { "p": 0.07436097413301468, "m": 0.8482134342193604 }, { "p": 0.08236359059810638, "m": 1.0 }, { "p": 0.11229504644870758, "m": 0.5 }, { "p": 0.053935930132865906, "m": 0.5 } ] }, { "epoch": 195, "train_loss": 1.2997019290924072, "val_loss": 0.966467022895813, "acc": 74.78, "time": 128.28349092200006, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07529839873313904, "m": 0.5 }, { "p": 0.04127274081110954, "m": 0.5 }, { "p": 0.09407665580511093, "m": 0.5 }, { "p": 0.0457526296377182, "m": 0.47559383511543274 }, { "p": 0.03382258489727974, "m": 0.10618323087692261 }, { "p": 0.07384128123521805, "m": 0.4121529161930084 }, { "p": 0.0656035840511322, "m": 0.8596923351287842 }, { "p": 0.06773197650909424, "m": 0.5870814323425293 }, { "p": 0.08689409494400024, "m": 0.7257481813430786 }, { "p": 0.07757915556430817, "m": 0.39377090334892273 }, { "p": 0.08707457035779953, "m": 0.8501553535461426 }, { "p": 0.08655557781457901, "m": 1.0 }, { "p": 0.11380263417959213, "m": 0.5 }, { "p": 0.0506940633058548, "m": 0.5 } ] }, { "epoch": 196, "train_loss": 1.2590242624282837, "val_loss": 0.7845017910003662, "acc": 74.35, "time": 128.63327510400268, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09694560617208481, "m": 0.5 }, { "p": 0.0673687681555748, "m": 0.5 }, { "p": 0.10199868679046631, "m": 0.5 }, { "p": 0.021704822778701782, "m": 0.5222586989402771 }, { "p": 0.050733696669340134, "m": 0.10000000149011612 }, { "p": 0.05913374945521355, "m": 0.3878077566623688 }, { "p": 0.06157059222459793, "m": 0.8868826031684875 }, { "p": 0.06577903777360916, "m": 0.6121044754981995 }, { "p": 0.06054176017642021, "m": 0.8352961540222168 }, { "p": 0.10690244287252426, "m": 0.3482116460800171 }, { "p": 0.03744005411863327, "m": 0.8383175134658813 }, { "p": 0.10386467725038528, "m": 1.0 }, { "p": 0.10759852081537247, "m": 0.5 }, { "p": 0.058417677879333496, "m": 0.5 } ] }, { "epoch": 197, "train_loss": 1.0592094659805298, "val_loss": 0.7059973478317261, "acc": 74.45, "time": 130.3723210169992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09242436289787292, "m": 0.5 }, { "p": 0.05747547373175621, "m": 0.5 }, { "p": 0.10273437201976776, "m": 0.5 }, { "p": 0.04488077387213707, "m": 0.4840434491634369 }, { "p": 0.0459103062748909, "m": 0.14367392659187317 }, { "p": 0.060411788523197174, "m": 0.2538415193557739 }, { "p": 0.06878877431154251, "m": 0.8189011812210083 }, { "p": 0.08272553980350494, "m": 0.6162363886833191 }, { "p": 0.09835987538099289, "m": 0.8641699552536011 }, { "p": 0.11196963489055634, "m": 0.4743179678916931 }, { "p": 0.10291820764541626, "m": 0.8453506231307983 }, { "p": 0.07060977816581726, "m": 1.0 }, { "p": 0.0006976895965635777, "m": 0.5 }, { "p": 0.06009334325790405, "m": 0.5 } ] }, { "epoch": 198, "train_loss": 1.0663737058639526, "val_loss": 0.7690706849098206, "acc": 74.47, "time": 129.256621515, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10309145599603653, "m": 0.5 }, { "p": 0.0473066121339798, "m": 0.5 }, { "p": 0.08518517017364502, "m": 0.5 }, { "p": 0.04614265635609627, "m": 0.5783851146697998 }, { "p": 0.05679157003760338, "m": 0.1758294552564621 }, { "p": 0.061558593064546585, "m": 0.11632707715034485 }, { "p": 0.07237280160188675, "m": 0.7088518738746643 }, { "p": 0.06992000341415405, "m": 0.6926729083061218 }, { "p": 0.08554165065288544, "m": 0.9175348877906799 }, { "p": 0.08459223061800003, "m": 0.5303943157196045 }, { "p": 0.05000687018036842, "m": 0.7345653772354126 }, { "p": 0.09226806461811066, "m": 0.999900758266449 }, { "p": 0.07966221123933792, "m": 0.5 }, { "p": 0.06556012481451035, "m": 0.5 } ] }, { "epoch": 199, "train_loss": 0.8667253851890564, "val_loss": 0.9976052045822144, "acc": 74.95, "time": 128.103437193, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09060254693031311, "m": 0.5 }, { "p": 0.05619160830974579, "m": 0.5 }, { "p": 0.08145011961460114, "m": 0.5 }, { "p": 0.03176053240895271, "m": 0.5292352437973022 }, { "p": 0.055135779082775116, "m": 0.21146318316459656 }, { "p": 0.06667188555002213, "m": 0.1285359263420105 }, { "p": 0.06578273326158524, "m": 0.6919875741004944 }, { "p": 0.07928754389286041, "m": 0.6733875870704651 }, { "p": 0.08934521675109863, "m": 0.8411649465560913 }, { "p": 0.06771302968263626, "m": 0.46712377667427063 }, { "p": 0.08342968672513962, "m": 0.8270582556724548 }, { "p": 0.0946529284119606, "m": 1.0 }, { "p": 0.07861518859863281, "m": 0.5 }, { "p": 0.05936115235090256, "m": 0.5 } ] }, { "epoch": 200, "train_loss": 0.9455077648162842, "val_loss": 0.8033198714256287, "acc": 73.75, "time": 129.0949792579995, "mix_dist": 0.800000011920929, "param": [ { "p": 0.10582742840051651, "m": 0.5 }, { "p": 0.04109860956668854, "m": 0.5 }, { "p": 0.06697186082601547, "m": 0.5 }, { "p": 0.0422733910381794, "m": 0.504077136516571 }, { "p": 0.02700326219201088, "m": 0.17412763833999634 }, { "p": 0.052809588611125946, "m": 0.10000000149011612 }, { "p": 0.08936966955661774, "m": 0.6727080941200256 }, { "p": 0.1031758189201355, "m": 0.5873982906341553 }, { "p": 0.10737593472003937, "m": 0.7827900648117065 }, { "p": 0.09156385809183121, "m": 0.4410706162452698 }, { "p": 0.08397051692008972, "m": 0.8713662028312683 }, { "p": 0.07242979854345322, "m": 1.0 }, { "p": 0.0848095491528511, "m": 0.5 }, { "p": 0.031320709735155106, "m": 0.5 } ] } ] }