{ "Accuracy": 72.3, "Time": [ 119.70986074418664, 5.882129036535085, 18001.968600449 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "+Contrast", "+Color", "+Brightness", "+Sharpness", "-Contrast", "-Color", "-Brightness", "-Sharpness", "=Posterize", "=Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.4293341636657715, "val_loss": 2.120490550994873, "acc": 24.78, "time": 66.277060287, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04623081907629967, "m": 0.9401490688323975 }, { "p": 0.07274133712053299, "m": 0.9401490688323975 }, { "p": 0.06401605159044266, "m": 0.9401490688323975 }, { "p": 0.04554304480552673, "m": 0.9401490688323975 }, { "p": 0.05069922283291817, "m": 0.9401490688323975 }, { "p": 0.03903138265013695, "m": 0.9401490688323975 }, { "p": 0.10510984063148499, "m": 0.9401490688323975 }, { "p": 0.07847613096237183, "m": 0.9401490688323975 }, { "p": 0.05893441289663315, "m": 0.9401490688323975 }, { "p": 0.07204398512840271, "m": 0.9401490688323975 }, { "p": 0.05736174061894417, "m": 0.9401490688323975 }, { "p": 0.04669012874364853, "m": 0.9401490688323975 }, { "p": 0.08970227092504501, "m": 0.9401490688323975 }, { "p": 0.04924982413649559, "m": 0.9401490688323975 }, { "p": 0.07884472608566284, "m": 0.9401490688323975 }, { "p": 0.023846996948122978, "m": 0.9401490688323975 }, { "p": 0.02094414457678795, "m": 0.9401490688323975 }, { "p": 0.0005341107025742531, "m": 0.9401490688323975 } ] }, { "epoch": 2, "train_loss": 3.8692612648010254, "val_loss": 1.942194938659668, "acc": 30.69, "time": 124.104605191, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0098931435495615, "m": 0.9076354503631592 }, { "p": 0.02668272890150547, "m": 0.9076354503631592 }, { "p": 0.05215645581483841, "m": 0.9076354503631592 }, { "p": 0.04807216674089432, "m": 0.9076354503631592 }, { "p": 0.09625877439975739, "m": 0.9076354503631592 }, { "p": 0.04161413013935089, "m": 0.9076354503631592 }, { "p": 0.08397091925144196, "m": 0.9076354503631592 }, { "p": 0.07935100048780441, "m": 0.9076354503631592 }, { "p": 0.03494337573647499, "m": 0.9076354503631592 }, { "p": 0.0849052220582962, "m": 0.9076354503631592 }, { "p": 0.06431397795677185, "m": 0.9076354503631592 }, { "p": 0.0409681461751461, "m": 0.9076354503631592 }, { "p": 0.08453041315078735, "m": 0.9076354503631592 }, { "p": 0.04502243921160698, "m": 0.9076354503631592 }, { "p": 0.058149900287389755, "m": 0.9076354503631592 }, { "p": 0.05841168761253357, "m": 0.9076354503631592 }, { "p": 0.05234645679593086, "m": 0.9076354503631592 }, { "p": 0.0384090393781662, "m": 0.9076354503631592 } ] }, { "epoch": 3, "train_loss": 3.909013271331787, "val_loss": 1.8064261674880981, "acc": 38.85, "time": 128.50356927299998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09911566972732544, "m": 0.8674666285514832 }, { "p": 0.07452253252267838, "m": 0.8674666285514832 }, { "p": 0.0707002803683281, "m": 0.8674666285514832 }, { "p": 0.031546663492918015, "m": 0.8674666285514832 }, { "p": 0.001864101504907012, "m": 0.8674666285514832 }, { "p": 0.05476195737719536, "m": 0.8674666285514832 }, { "p": 0.10212671756744385, "m": 0.8674666285514832 }, { "p": 0.0005369379068724811, "m": 0.8674666285514832 }, { "p": 0.08560613542795181, "m": 0.8674666285514832 }, { "p": 0.0005369379068724811, "m": 0.8674666285514832 }, { "p": 0.05513808876276016, "m": 0.8674666285514832 }, { "p": 0.10198858380317688, "m": 0.8674666285514832 }, { "p": 0.07070556282997131, "m": 0.8674666285514832 }, { "p": 0.0720505341887474, "m": 0.8674666285514832 }, { "p": 0.04647710919380188, "m": 0.8674666285514832 }, { "p": 0.04423455521464348, "m": 0.8674666285514832 }, { "p": 0.08212914317846298, "m": 0.8674666285514832 }, { "p": 0.005958498455584049, "m": 0.8674666285514832 } ] }, { "epoch": 4, "train_loss": 3.3026225566864014, "val_loss": 1.563336968421936, "acc": 42.85, "time": 125.08648972499998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04607522487640381, "m": 0.8533083200454712 }, { "p": 0.04295436665415764, "m": 0.8533083200454712 }, { "p": 0.07237748801708221, "m": 0.8533083200454712 }, { "p": 0.054081328213214874, "m": 0.8533083200454712 }, { "p": 0.0005483164568431675, "m": 0.8533083200454712 }, { "p": 0.008728520944714546, "m": 0.8533083200454712 }, { "p": 0.10193290561437607, "m": 0.8533083200454712 }, { "p": 0.050773173570632935, "m": 0.8533083200454712 }, { "p": 0.07220231741666794, "m": 0.8533083200454712 }, { "p": 0.06225651875138283, "m": 0.8533083200454712 }, { "p": 0.074599988758564, "m": 0.8533083200454712 }, { "p": 0.10609614849090576, "m": 0.8533083200454712 }, { "p": 0.07535143196582794, "m": 0.8533083200454712 }, { "p": 0.07981812953948975, "m": 0.8533083200454712 }, { "p": 0.06851211935281754, "m": 0.8533083200454712 }, { "p": 0.025887316092848778, "m": 0.8533083200454712 }, { "p": 0.057256393134593964, "m": 0.8533083200454712 }, { "p": 0.0005483164568431675, "m": 0.8533083200454712 } ] }, { "epoch": 5, "train_loss": 3.1601791381835938, "val_loss": 1.3961412906646729, "acc": 47.76, "time": 127.05740864, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05907586216926575, "m": 0.9505890011787415 }, { "p": 0.037854015827178955, "m": 0.9505890011787415 }, { "p": 0.07485492527484894, "m": 0.9505890011787415 }, { "p": 0.0435611754655838, "m": 0.9505890011787415 }, { "p": 0.0005473800119943917, "m": 0.9505890011787415 }, { "p": 0.0108121233060956, "m": 0.9505890011787415 }, { "p": 0.10594532638788223, "m": 0.9505890011787415 }, { "p": 0.021793553605675697, "m": 0.9505890011787415 }, { "p": 0.05995672568678856, "m": 0.9505890011787415 }, { "p": 0.03891238942742348, "m": 0.9505890011787415 }, { "p": 0.07057943940162659, "m": 0.9505890011787415 }, { "p": 0.12244988977909088, "m": 0.9505890011787415 }, { "p": 0.10501378774642944, "m": 0.9505890011787415 }, { "p": 0.0977165475487709, "m": 0.9505890011787415 }, { "p": 0.05577631667256355, "m": 0.9505890011787415 }, { "p": 0.046392928808927536, "m": 0.9505890011787415 }, { "p": 0.04821021109819412, "m": 0.9505890011787415 }, { "p": 0.0005473800119943917, "m": 0.9505890011787415 } ] }, { "epoch": 6, "train_loss": 3.2984752655029297, "val_loss": 1.4178451299667358, "acc": 49.49, "time": 120.6653211009999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0722450315952301, "m": 0.9503950476646423 }, { "p": 0.04063248261809349, "m": 0.9503950476646423 }, { "p": 0.06860200315713882, "m": 0.9503950476646423 }, { "p": 0.03382565453648567, "m": 0.9503950476646423 }, { "p": 0.006800569128245115, "m": 0.9503950476646423 }, { "p": 0.0005526848835870624, "m": 0.9503950476646423 }, { "p": 0.07570620626211166, "m": 0.9503950476646423 }, { "p": 0.030238276347517967, "m": 0.9503950476646423 }, { "p": 0.055202219635248184, "m": 0.9503950476646423 }, { "p": 0.05851117894053459, "m": 0.9503950476646423 }, { "p": 0.06968940794467926, "m": 0.9503950476646423 }, { "p": 0.1405603587627411, "m": 0.9503950476646423 }, { "p": 0.11040176451206207, "m": 0.9503950476646423 }, { "p": 0.0934877023100853, "m": 0.9503950476646423 }, { "p": 0.0421505831182003, "m": 0.9503950476646423 }, { "p": 0.021315457299351692, "m": 0.9503950476646423 }, { "p": 0.07654973864555359, "m": 0.9503950476646423 }, { "p": 0.003528624540194869, "m": 0.9503950476646423 } ] }, { "epoch": 7, "train_loss": 3.4610915184020996, "val_loss": 1.434152603149414, "acc": 51.04, "time": 122.90326436700002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06304306536912918, "m": 0.8896334767341614 }, { "p": 0.028932292014360428, "m": 0.8896334767341614 }, { "p": 0.05978470295667648, "m": 0.8896334767341614 }, { "p": 0.06450732797384262, "m": 0.8896334767341614 }, { "p": 0.013698486611247063, "m": 0.8896334767341614 }, { "p": 0.0005608474020846188, "m": 0.8896334767341614 }, { "p": 0.1455797255039215, "m": 0.8896334767341614 }, { "p": 0.007160210981965065, "m": 0.8896334767341614 }, { "p": 0.0005608474020846188, "m": 0.8896334767341614 }, { "p": 0.07168232649564743, "m": 0.8896334767341614 }, { "p": 0.055031668394804, "m": 0.8896334767341614 }, { "p": 0.13040652871131897, "m": 0.8896334767341614 }, { "p": 0.04895138740539551, "m": 0.8896334767341614 }, { "p": 0.09613869339227676, "m": 0.8896334767341614 }, { "p": 0.05954352021217346, "m": 0.8896334767341614 }, { "p": 0.06634873896837234, "m": 0.8896334767341614 }, { "p": 0.07795272022485733, "m": 0.8896334767341614 }, { "p": 0.010116848163306713, "m": 0.8896334767341614 } ] }, { "epoch": 8, "train_loss": 3.1071228981018066, "val_loss": 1.2776392698287964, "acc": 53.41, "time": 114.01263282100001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.057744838297367096, "m": 0.9367908835411072 }, { "p": 0.015801776200532913, "m": 0.9367908835411072 }, { "p": 0.07052263617515564, "m": 0.9367908835411072 }, { "p": 0.04710621014237404, "m": 0.9367908835411072 }, { "p": 0.0067239077761769295, "m": 0.9367908835411072 }, { "p": 0.015163282863795757, "m": 0.9367908835411072 }, { "p": 0.09926600009202957, "m": 0.9367908835411072 }, { "p": 0.044227536767721176, "m": 0.9367908835411072 }, { "p": 0.043349817395210266, "m": 0.9367908835411072 }, { "p": 0.05190776288509369, "m": 0.9367908835411072 }, { "p": 0.07661420851945877, "m": 0.9367908835411072 }, { "p": 0.0985541045665741, "m": 0.9367908835411072 }, { "p": 0.09398037940263748, "m": 0.9367908835411072 }, { "p": 0.08282027393579483, "m": 0.9367908835411072 }, { "p": 0.07138523459434509, "m": 0.9367908835411072 }, { "p": 0.055978208780288696, "m": 0.9367908835411072 }, { "p": 0.06514805555343628, "m": 0.9367908835411072 }, { "p": 0.003705715062096715, "m": 0.9367908835411072 } ] }, { "epoch": 9, "train_loss": 2.637878179550171, "val_loss": 1.248967170715332, "acc": 55.85, "time": 115.62280519399997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0686219185590744, "m": 0.9177079200744629 }, { "p": 0.031693510711193085, "m": 0.9177079200744629 }, { "p": 0.07579359412193298, "m": 0.9177079200744629 }, { "p": 0.04529159888625145, "m": 0.9177079200744629 }, { "p": 0.0005434543127194047, "m": 0.9177079200744629 }, { "p": 0.022879088297486305, "m": 0.9177079200744629 }, { "p": 0.10704231262207031, "m": 0.9177079200744629 }, { "p": 0.035267774015665054, "m": 0.9177079200744629 }, { "p": 0.05190065875649452, "m": 0.9177079200744629 }, { "p": 0.05284425988793373, "m": 0.9177079200744629 }, { "p": 0.08127617835998535, "m": 0.9177079200744629 }, { "p": 0.0942617654800415, "m": 0.9177079200744629 }, { "p": 0.0804753452539444, "m": 0.9177079200744629 }, { "p": 0.08932089060544968, "m": 0.9177079200744629 }, { "p": 0.03995296731591225, "m": 0.9177079200744629 }, { "p": 0.05679931119084358, "m": 0.9177079200744629 }, { "p": 0.06442992389202118, "m": 0.9177079200744629 }, { "p": 0.0016054175794124603, "m": 0.9177079200744629 } ] }, { "epoch": 10, "train_loss": 2.3959360122680664, "val_loss": 1.2290112972259521, "acc": 56.44, "time": 115.68525116799992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05543950945138931, "m": 0.9903982877731323 }, { "p": 0.0005419568042270839, "m": 0.9903982877731323 }, { "p": 0.09560094773769379, "m": 0.9903982877731323 }, { "p": 0.05974971503019333, "m": 0.9903982877731323 }, { "p": 0.0005419568042270839, "m": 0.9903982877731323 }, { "p": 0.017617732286453247, "m": 0.9903982877731323 }, { "p": 0.10009846091270447, "m": 0.9903982877731323 }, { "p": 0.03948649391531944, "m": 0.9903982877731323 }, { "p": 0.0626540258526802, "m": 0.9903982877731323 }, { "p": 0.06656340509653091, "m": 0.9903982877731323 }, { "p": 0.0660933181643486, "m": 0.9903982877731323 }, { "p": 0.1162867397069931, "m": 0.9903982877731323 }, { "p": 0.040163569152355194, "m": 0.9903982877731323 }, { "p": 0.10214833915233612, "m": 0.9903982877731323 }, { "p": 0.030451230704784393, "m": 0.9903982877731323 }, { "p": 0.05999566987156868, "m": 0.9903982877731323 }, { "p": 0.0860249325633049, "m": 0.9903982877731323 }, { "p": 0.0005419568042270839, "m": 0.9903982877731323 } ] }, { "epoch": 11, "train_loss": 2.7832255363464355, "val_loss": 1.2158145904541016, "acc": 57.2, "time": 117.88845020899998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06629526615142822, "m": 0.9554794430732727 }, { "p": 0.0005451620672829449, "m": 0.9554794430732727 }, { "p": 0.0860595852136612, "m": 0.9554794430732727 }, { "p": 0.05960667133331299, "m": 0.9554794430732727 }, { "p": 0.022678639739751816, "m": 0.9554794430732727 }, { "p": 0.0005451620672829449, "m": 0.9554794430732727 }, { "p": 0.1115257665514946, "m": 0.9554794430732727 }, { "p": 0.03732484579086304, "m": 0.9554794430732727 }, { "p": 0.05961048603057861, "m": 0.9554794430732727 }, { "p": 0.05923377722501755, "m": 0.9554794430732727 }, { "p": 0.04179542139172554, "m": 0.9554794430732727 }, { "p": 0.09911087900400162, "m": 0.9554794430732727 }, { "p": 0.10773012042045593, "m": 0.9554794430732727 }, { "p": 0.0729321613907814, "m": 0.9554794430732727 }, { "p": 0.05445937439799309, "m": 0.9554794430732727 }, { "p": 0.04905105382204056, "m": 0.9554794430732727 }, { "p": 0.07095052301883698, "m": 0.9554794430732727 }, { "p": 0.0005451620672829449, "m": 0.9554794430732727 } ] }, { "epoch": 12, "train_loss": 3.0380544662475586, "val_loss": 1.1908471584320068, "acc": 58.44, "time": 116.79123280700014, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06684847176074982, "m": 0.9948203563690186 }, { "p": 0.0005502584390342236, "m": 0.9948203563690186 }, { "p": 0.09191540628671646, "m": 0.9948203563690186 }, { "p": 0.04695194214582443, "m": 0.9948203563690186 }, { "p": 0.008360069245100021, "m": 0.9948203563690186 }, { "p": 0.010588017292320728, "m": 0.9948203563690186 }, { "p": 0.10395387560129166, "m": 0.9948203563690186 }, { "p": 0.02398003824055195, "m": 0.9948203563690186 }, { "p": 0.045324184000492096, "m": 0.9948203563690186 }, { "p": 0.0529826395213604, "m": 0.9948203563690186 }, { "p": 0.06138431280851364, "m": 0.9948203563690186 }, { "p": 0.1275825947523117, "m": 0.9948203563690186 }, { "p": 0.09007113426923752, "m": 0.9948203563690186 }, { "p": 0.0900871604681015, "m": 0.9948203563690186 }, { "p": 0.03189235180616379, "m": 0.9948203563690186 }, { "p": 0.05919620394706726, "m": 0.9948203563690186 }, { "p": 0.08513952791690826, "m": 0.9948203563690186 }, { "p": 0.0031917847227305174, "m": 0.9948203563690186 } ] }, { "epoch": 13, "train_loss": 2.764511823654175, "val_loss": 1.0883071422576904, "acc": 61.99, "time": 113.76506708199986, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07885349541902542, "m": 0.9380818605422974 }, { "p": 0.007975256070494652, "m": 0.9380818605422974 }, { "p": 0.08551488816738129, "m": 0.9380818605422974 }, { "p": 0.0388319306075573, "m": 0.9380818605422974 }, { "p": 0.008276171050965786, "m": 0.9380818605422974 }, { "p": 0.0024022541474550962, "m": 0.9380818605422974 }, { "p": 0.1058533564209938, "m": 0.9380818605422974 }, { "p": 0.0333545058965683, "m": 0.9380818605422974 }, { "p": 0.04885638505220413, "m": 0.9380818605422974 }, { "p": 0.06171569228172302, "m": 0.9380818605422974 }, { "p": 0.05252479389309883, "m": 0.9380818605422974 }, { "p": 0.11466147005558014, "m": 0.9380818605422974 }, { "p": 0.08902996778488159, "m": 0.9380818605422974 }, { "p": 0.0871264711022377, "m": 0.9380818605422974 }, { "p": 0.04498988762497902, "m": 0.9380818605422974 }, { "p": 0.0564221553504467, "m": 0.9380818605422974 }, { "p": 0.07307618856430054, "m": 0.9380818605422974 }, { "p": 0.010535098612308502, "m": 0.9380818605422974 } ] }, { "epoch": 14, "train_loss": 2.373046398162842, "val_loss": 0.9809930920600891, "acc": 60.89, "time": 115.892230918, "mix_dist": 0.800000011920929, "param": [ { "p": 0.072228342294693, "m": 0.8790080547332764 }, { "p": 0.008904382586479187, "m": 0.8790080547332764 }, { "p": 0.05919770523905754, "m": 0.8790080547332764 }, { "p": 0.050116099417209625, "m": 0.8790080547332764 }, { "p": 0.0005429687444120646, "m": 0.8790080547332764 }, { "p": 0.0005429687444120646, "m": 0.8790080547332764 }, { "p": 0.10077913850545883, "m": 0.8790080547332764 }, { "p": 0.0020214642863720655, "m": 0.8790080547332764 }, { "p": 0.0457700751721859, "m": 0.8790080547332764 }, { "p": 0.06934089958667755, "m": 0.8790080547332764 }, { "p": 0.04686548933386803, "m": 0.8790080547332764 }, { "p": 0.12174704670906067, "m": 0.8790080547332764 }, { "p": 0.08975180238485336, "m": 0.8790080547332764 }, { "p": 0.08348387479782104, "m": 0.8790080547332764 }, { "p": 0.057652831077575684, "m": 0.8790080547332764 }, { "p": 0.0652468279004097, "m": 0.8790080547332764 }, { "p": 0.09832891076803207, "m": 0.8790080547332764 }, { "p": 0.027479134500026703, "m": 0.8790080547332764 } ] }, { "epoch": 15, "train_loss": 2.2823171615600586, "val_loss": 1.0406914949417114, "acc": 61.66, "time": 116.06569408199994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09084530174732208, "m": 0.9521328210830688 }, { "p": 0.001396650681272149, "m": 0.9521328210830688 }, { "p": 0.06833398342132568, "m": 0.9521328210830688 }, { "p": 0.04377260059118271, "m": 0.9521328210830688 }, { "p": 0.015978245064616203, "m": 0.9521328210830688 }, { "p": 0.013923121616244316, "m": 0.9521328210830688 }, { "p": 0.09595056623220444, "m": 0.9521328210830688 }, { "p": 0.036566901952028275, "m": 0.9521328210830688 }, { "p": 0.03391503542661667, "m": 0.9521328210830688 }, { "p": 0.060624655336141586, "m": 0.9521328210830688 }, { "p": 0.05510899797081947, "m": 0.9521328210830688 }, { "p": 0.1390337496995926, "m": 0.9521328210830688 }, { "p": 0.0809582993388176, "m": 0.9521328210830688 }, { "p": 0.07395246624946594, "m": 0.9521328210830688 }, { "p": 0.06132989749312401, "m": 0.9521328210830688 }, { "p": 0.06285980343818665, "m": 0.9521328210830688 }, { "p": 0.0649048462510109, "m": 0.9521328210830688 }, { "p": 0.0005449368036352098, "m": 0.9521328210830688 } ] }, { "epoch": 16, "train_loss": 2.540419578552246, "val_loss": 1.1365365982055664, "acc": 62.25, "time": 115.68897541899992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06031561642885208, "m": 0.947113573551178 }, { "p": 0.0005475282086990774, "m": 0.947113573551178 }, { "p": 0.0812097117304802, "m": 0.947113573551178 }, { "p": 0.04521391913294792, "m": 0.947113573551178 }, { "p": 0.0005475282086990774, "m": 0.947113573551178 }, { "p": 0.0005475282086990774, "m": 0.947113573551178 }, { "p": 0.0959397703409195, "m": 0.947113573551178 }, { "p": 0.04109346121549606, "m": 0.947113573551178 }, { "p": 0.04943860322237015, "m": 0.947113573551178 }, { "p": 0.060208600014448166, "m": 0.947113573551178 }, { "p": 0.06116010993719101, "m": 0.947113573551178 }, { "p": 0.11613031476736069, "m": 0.947113573551178 }, { "p": 0.11104556918144226, "m": 0.947113573551178 }, { "p": 0.07674132287502289, "m": 0.947113573551178 }, { "p": 0.04342450201511383, "m": 0.947113573551178 }, { "p": 0.0524505116045475, "m": 0.947113573551178 }, { "p": 0.07495765388011932, "m": 0.947113573551178 }, { "p": 0.02902776375412941, "m": 0.947113573551178 } ] }, { "epoch": 17, "train_loss": 2.547198534011841, "val_loss": 1.1340233087539673, "acc": 62.78, "time": 115.69210988300006, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06207386031746864, "m": 0.9363217949867249 }, { "p": 0.013020713813602924, "m": 0.9363217949867249 }, { "p": 0.08548232167959213, "m": 0.9363217949867249 }, { "p": 0.032509442418813705, "m": 0.9363217949867249 }, { "p": 0.01746550016105175, "m": 0.9363217949867249 }, { "p": 0.027043618261814117, "m": 0.9363217949867249 }, { "p": 0.11023448407649994, "m": 0.9363217949867249 }, { "p": 0.04040994122624397, "m": 0.9363217949867249 }, { "p": 0.05187384784221649, "m": 0.9363217949867249 }, { "p": 0.0576864629983902, "m": 0.9363217949867249 }, { "p": 0.0461619570851326, "m": 0.9363217949867249 }, { "p": 0.10374823957681656, "m": 0.9363217949867249 }, { "p": 0.08303482830524445, "m": 0.9363217949867249 }, { "p": 0.08364356309175491, "m": 0.9363217949867249 }, { "p": 0.06649071723222733, "m": 0.9363217949867249 }, { "p": 0.055033035576343536, "m": 0.9363217949867249 }, { "p": 0.04883164167404175, "m": 0.9363217949867249 }, { "p": 0.01525589544326067, "m": 0.9363217949867249 } ] }, { "epoch": 18, "train_loss": 2.375875949859619, "val_loss": 1.0030189752578735, "acc": 64.33, "time": 115.43051800199987, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06920713186264038, "m": 0.9363728165626526 }, { "p": 0.0005379103822633624, "m": 0.9363728165626526 }, { "p": 0.08642837405204773, "m": 0.9363728165626526 }, { "p": 0.04070841893553734, "m": 0.9363728165626526 }, { "p": 0.011881847865879536, "m": 0.9363728165626526 }, { "p": 0.016769086942076683, "m": 0.9363728165626526 }, { "p": 0.10869018733501434, "m": 0.9363728165626526 }, { "p": 0.03628724440932274, "m": 0.9363728165626526 }, { "p": 0.030986543744802475, "m": 0.9363728165626526 }, { "p": 0.046779926866292953, "m": 0.9363728165626526 }, { "p": 0.04764993488788605, "m": 0.9363728165626526 }, { "p": 0.09919758886098862, "m": 0.9363728165626526 }, { "p": 0.10037006437778473, "m": 0.9363728165626526 }, { "p": 0.06984784454107285, "m": 0.9363728165626526 }, { "p": 0.05185582488775253, "m": 0.9363728165626526 }, { "p": 0.054021455347537994, "m": 0.9363728165626526 }, { "p": 0.0747809186577797, "m": 0.9363728165626526 }, { "p": 0.05399967357516289, "m": 0.9363728165626526 } ] }, { "epoch": 19, "train_loss": 1.9021289348602295, "val_loss": 0.9680325388908386, "acc": 64.09, "time": 113.32686316499985, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08665238320827484, "m": 0.9047462344169617 }, { "p": 0.004291961435228586, "m": 0.9047462344169617 }, { "p": 0.05421515181660652, "m": 0.9047462344169617 }, { "p": 0.0532333180308342, "m": 0.9047462344169617 }, { "p": 0.004121128004044294, "m": 0.9047462344169617 }, { "p": 0.015109853819012642, "m": 0.9047462344169617 }, { "p": 0.10207118093967438, "m": 0.9047462344169617 }, { "p": 0.014090478420257568, "m": 0.9047462344169617 }, { "p": 0.058434560894966125, "m": 0.9047462344169617 }, { "p": 0.05246151238679886, "m": 0.9047462344169617 }, { "p": 0.062091436237096786, "m": 0.9047462344169617 }, { "p": 0.13574278354644775, "m": 0.9047462344169617 }, { "p": 0.0950377807021141, "m": 0.9047462344169617 }, { "p": 0.0655306875705719, "m": 0.9047462344169617 }, { "p": 0.042698122560977936, "m": 0.9047462344169617 }, { "p": 0.07112674415111542, "m": 0.9047462344169617 }, { "p": 0.07471534609794617, "m": 0.9047462344169617 }, { "p": 0.008375647477805614, "m": 0.9047462344169617 } ] }, { "epoch": 20, "train_loss": 1.6782435178756714, "val_loss": 0.9073807001113892, "acc": 65.47, "time": 117.21277135900027, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07667495310306549, "m": 0.8794635534286499 }, { "p": 0.0014532898785546422, "m": 0.8794635534286499 }, { "p": 0.06433860957622528, "m": 0.8794635534286499 }, { "p": 0.03051239438354969, "m": 0.8794635534286499 }, { "p": 0.015760038048028946, "m": 0.8794635534286499 }, { "p": 0.020651601254940033, "m": 0.8794635534286499 }, { "p": 0.08682020753622055, "m": 0.8794635534286499 }, { "p": 0.03319738060235977, "m": 0.8794635534286499 }, { "p": 0.05721110850572586, "m": 0.8794635534286499 }, { "p": 0.06773759424686432, "m": 0.8794635534286499 }, { "p": 0.06334405392408371, "m": 0.8794635534286499 }, { "p": 0.10443894565105438, "m": 0.8794635534286499 }, { "p": 0.08716138452291489, "m": 0.8794635534286499 }, { "p": 0.09345623850822449, "m": 0.8794635534286499 }, { "p": 0.06954582780599594, "m": 0.8794635534286499 }, { "p": 0.04945135489106178, "m": 0.8794635534286499 }, { "p": 0.06938927620649338, "m": 0.8794635534286499 }, { "p": 0.00885574147105217, "m": 0.8794635534286499 } ] }, { "epoch": 21, "train_loss": 2.085470199584961, "val_loss": 1.0812281370162964, "acc": 65.85, "time": 119.06272805399976, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0673404186964035, "m": 0.7725998163223267 }, { "p": 0.008934196084737778, "m": 0.7725998163223267 }, { "p": 0.07441979646682739, "m": 0.7725998163223267 }, { "p": 0.048037152737379074, "m": 0.7725998163223267 }, { "p": 0.02101113088428974, "m": 0.7725998163223267 }, { "p": 0.023480476811528206, "m": 0.7725998163223267 }, { "p": 0.10287448763847351, "m": 0.7725998163223267 }, { "p": 0.023053470999002457, "m": 0.7725998163223267 }, { "p": 0.04087517037987709, "m": 0.7725998163223267 }, { "p": 0.060772597789764404, "m": 0.7725998163223267 }, { "p": 0.061361655592918396, "m": 0.7725998163223267 }, { "p": 0.09507320076227188, "m": 0.7725998163223267 }, { "p": 0.09509120881557465, "m": 0.7725998163223267 }, { "p": 0.07023265212774277, "m": 0.7725998163223267 }, { "p": 0.0683787390589714, "m": 0.7725998163223267 }, { "p": 0.05159284546971321, "m": 0.7725998163223267 }, { "p": 0.06923267990350723, "m": 0.7725998163223267 }, { "p": 0.018238186836242676, "m": 0.7725998163223267 } ] }, { "epoch": 22, "train_loss": 2.2567942142486572, "val_loss": 1.0367647409439087, "acc": 65.78, "time": 119.64331176300038, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0477927103638649, "m": 0.8108082413673401 }, { "p": 0.017773350700736046, "m": 0.8108082413673401 }, { "p": 0.08214185386896133, "m": 0.8108082413673401 }, { "p": 0.05044170096516609, "m": 0.8108082413673401 }, { "p": 0.010296780616044998, "m": 0.8108082413673401 }, { "p": 0.01615668274462223, "m": 0.8108082413673401 }, { "p": 0.09804172068834305, "m": 0.8108082413673401 }, { "p": 0.04217558354139328, "m": 0.8108082413673401 }, { "p": 0.03412792086601257, "m": 0.8108082413673401 }, { "p": 0.05683119595050812, "m": 0.8108082413673401 }, { "p": 0.05164261907339096, "m": 0.8108082413673401 }, { "p": 0.10298561304807663, "m": 0.8108082413673401 }, { "p": 0.08417858183383942, "m": 0.8108082413673401 }, { "p": 0.08501190692186356, "m": 0.8108082413673401 }, { "p": 0.054166074842214584, "m": 0.8108082413673401 }, { "p": 0.06679430603981018, "m": 0.8108082413673401 }, { "p": 0.07273304462432861, "m": 0.8108082413673401 }, { "p": 0.026708347722887993, "m": 0.8108082413673401 } ] }, { "epoch": 23, "train_loss": 1.851118564605713, "val_loss": 0.9768735766410828, "acc": 66.61, "time": 116.40048567300028, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08784472942352295, "m": 0.9448620676994324 }, { "p": 0.000540439214091748, "m": 0.9448620676994324 }, { "p": 0.07589740306138992, "m": 0.9448620676994324 }, { "p": 0.009518764913082123, "m": 0.9448620676994324 }, { "p": 0.027799444273114204, "m": 0.9448620676994324 }, { "p": 0.0013761257287114859, "m": 0.9448620676994324 }, { "p": 0.08640801161527634, "m": 0.9448620676994324 }, { "p": 0.03938236087560654, "m": 0.9448620676994324 }, { "p": 0.038548026233911514, "m": 0.9448620676994324 }, { "p": 0.05856669694185257, "m": 0.9448620676994324 }, { "p": 0.06903450936079025, "m": 0.9448620676994324 }, { "p": 0.13416294753551483, "m": 0.9448620676994324 }, { "p": 0.09767907857894897, "m": 0.9448620676994324 }, { "p": 0.08804226666688919, "m": 0.9448620676994324 }, { "p": 0.06089852750301361, "m": 0.9448620676994324 }, { "p": 0.03931126743555069, "m": 0.9448620676994324 }, { "p": 0.08400297909975052, "m": 0.9448620676994324 }, { "p": 0.0009863523300737143, "m": 0.9448620676994324 } ] }, { "epoch": 24, "train_loss": 1.8317408561706543, "val_loss": 0.9063403010368347, "acc": 66.32, "time": 118.41555567099977, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07618261128664017, "m": 0.8248075842857361 }, { "p": 0.020599303767085075, "m": 0.8248075842857361 }, { "p": 0.07508068531751633, "m": 0.8248075842857361 }, { "p": 0.03858199343085289, "m": 0.8248075842857361 }, { "p": 0.015687867999076843, "m": 0.8248075842857361 }, { "p": 0.01851954683661461, "m": 0.8248075842857361 }, { "p": 0.07552172243595123, "m": 0.8248075842857361 }, { "p": 0.015760190784931183, "m": 0.8248075842857361 }, { "p": 0.05369657278060913, "m": 0.8248075842857361 }, { "p": 0.06633993238210678, "m": 0.8248075842857361 }, { "p": 0.05841156840324402, "m": 0.8248075842857361 }, { "p": 0.09309796988964081, "m": 0.8248075842857361 }, { "p": 0.09277940541505814, "m": 0.8248075842857361 }, { "p": 0.0844506174325943, "m": 0.8248075842857361 }, { "p": 0.06408872455358505, "m": 0.8248075842857361 }, { "p": 0.054481104016304016, "m": 0.8248075842857361 }, { "p": 0.0773497149348259, "m": 0.8248075842857361 }, { "p": 0.019370384514331818, "m": 0.8248075842857361 } ] }, { "epoch": 25, "train_loss": 1.9404244422912598, "val_loss": 1.0174764394760132, "acc": 66.45, "time": 121.33216253599994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05932171270251274, "m": 0.6829951405525208 }, { "p": 0.010824966244399548, "m": 0.6829951405525208 }, { "p": 0.08297323435544968, "m": 0.6829951405525208 }, { "p": 0.052365582436323166, "m": 0.6829951405525208 }, { "p": 0.02958708070218563, "m": 0.6829951405525208 }, { "p": 0.019592393189668655, "m": 0.6829951405525208 }, { "p": 0.08264485001564026, "m": 0.6829951405525208 }, { "p": 0.028320131823420525, "m": 0.6829951405525208 }, { "p": 0.04325205832719803, "m": 0.6829951405525208 }, { "p": 0.07471376657485962, "m": 0.6829951405525208 }, { "p": 0.052745040506124496, "m": 0.6829951405525208 }, { "p": 0.10772036761045456, "m": 0.6829951405525208 }, { "p": 0.09533210843801498, "m": 0.6829951405525208 }, { "p": 0.06505740433931351, "m": 0.6829951405525208 }, { "p": 0.05086526274681091, "m": 0.6829951405525208 }, { "p": 0.05615383759140968, "m": 0.6829951405525208 }, { "p": 0.0642467811703682, "m": 0.6829951405525208 }, { "p": 0.02428347058594227, "m": 0.6829951405525208 } ] }, { "epoch": 26, "train_loss": 1.8817458152770996, "val_loss": 0.9369518160820007, "acc": 67.38, "time": 117.53090707799993, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07439190149307251, "m": 0.8419678807258606 }, { "p": 0.008984332904219627, "m": 0.8419678807258606 }, { "p": 0.06944606453180313, "m": 0.8419678807258606 }, { "p": 0.04544825851917267, "m": 0.8419678807258606 }, { "p": 0.019961314275860786, "m": 0.8419678807258606 }, { "p": 0.02389891818165779, "m": 0.8419678807258606 }, { "p": 0.10718041658401489, "m": 0.8419678807258606 }, { "p": 0.023447323590517044, "m": 0.8419678807258606 }, { "p": 0.05863739550113678, "m": 0.8419678807258606 }, { "p": 0.05993844196200371, "m": 0.8419678807258606 }, { "p": 0.06197260692715645, "m": 0.8419678807258606 }, { "p": 0.07827102392911911, "m": 0.8419678807258606 }, { "p": 0.09190551936626434, "m": 0.8419678807258606 }, { "p": 0.07948410511016846, "m": 0.8419678807258606 }, { "p": 0.04877782613039017, "m": 0.8419678807258606 }, { "p": 0.057092368602752686, "m": 0.8419678807258606 }, { "p": 0.06410960853099823, "m": 0.8419678807258606 }, { "p": 0.027052653953433037, "m": 0.8419678807258606 } ] }, { "epoch": 27, "train_loss": 1.5445948839187622, "val_loss": 1.0297569036483765, "acc": 65.6, "time": 116.29104587100028, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0644688680768013, "m": 0.843115508556366 }, { "p": 0.0005275383591651917, "m": 0.843115508556366 }, { "p": 0.07183188945055008, "m": 0.843115508556366 }, { "p": 0.048627790063619614, "m": 0.843115508556366 }, { "p": 0.014007770456373692, "m": 0.843115508556366 }, { "p": 0.022407548502087593, "m": 0.843115508556366 }, { "p": 0.0895908921957016, "m": 0.843115508556366 }, { "p": 0.03920573368668556, "m": 0.843115508556366 }, { "p": 0.04891287907958031, "m": 0.843115508556366 }, { "p": 0.07112757116556168, "m": 0.843115508556366 }, { "p": 0.07014090567827225, "m": 0.843115508556366 }, { "p": 0.08019191771745682, "m": 0.843115508556366 }, { "p": 0.07971937954425812, "m": 0.843115508556366 }, { "p": 0.0824282169342041, "m": 0.843115508556366 }, { "p": 0.05690453201532364, "m": 0.843115508556366 }, { "p": 0.05042366310954094, "m": 0.843115508556366 }, { "p": 0.08186555653810501, "m": 0.843115508556366 }, { "p": 0.027617380023002625, "m": 0.843115508556366 } ] }, { "epoch": 28, "train_loss": 1.9572423696517944, "val_loss": 0.9957888722419739, "acc": 65.87, "time": 116.77457511000011, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07178723067045212, "m": 0.8924154043197632 }, { "p": 0.004624339751899242, "m": 0.8924154043197632 }, { "p": 0.08690738677978516, "m": 0.8924154043197632 }, { "p": 0.03206200152635574, "m": 0.8924154043197632 }, { "p": 0.02397523634135723, "m": 0.8924154043197632 }, { "p": 0.03036271594464779, "m": 0.8924154043197632 }, { "p": 0.09462358057498932, "m": 0.8924154043197632 }, { "p": 0.026920851320028305, "m": 0.8924154043197632 }, { "p": 0.049581848084926605, "m": 0.8924154043197632 }, { "p": 0.06458203494548798, "m": 0.8924154043197632 }, { "p": 0.06824805587530136, "m": 0.8924154043197632 }, { "p": 0.08935067057609558, "m": 0.8924154043197632 }, { "p": 0.06625371426343918, "m": 0.8924154043197632 }, { "p": 0.08765403926372528, "m": 0.8924154043197632 }, { "p": 0.06326882541179657, "m": 0.8924154043197632 }, { "p": 0.04613591358065605, "m": 0.8924154043197632 }, { "p": 0.06680608540773392, "m": 0.8924154043197632 }, { "p": 0.02685539983212948, "m": 0.8924154043197632 } ] }, { "epoch": 29, "train_loss": 1.8647375106811523, "val_loss": 0.8883258700370789, "acc": 67.66, "time": 114.69712909100008, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06071269512176514, "m": 0.849376380443573 }, { "p": 0.017329175025224686, "m": 0.849376380443573 }, { "p": 0.07478058338165283, "m": 0.849376380443573 }, { "p": 0.048101529479026794, "m": 0.849376380443573 }, { "p": 0.02086157537996769, "m": 0.849376380443573 }, { "p": 0.025058770552277565, "m": 0.849376380443573 }, { "p": 0.07955562323331833, "m": 0.849376380443573 }, { "p": 0.04037582874298096, "m": 0.849376380443573 }, { "p": 0.05117976292967796, "m": 0.849376380443573 }, { "p": 0.05716479942202568, "m": 0.849376380443573 }, { "p": 0.06268410384654999, "m": 0.849376380443573 }, { "p": 0.09361427277326584, "m": 0.849376380443573 }, { "p": 0.07549560070037842, "m": 0.849376380443573 }, { "p": 0.08124048262834549, "m": 0.849376380443573 }, { "p": 0.058316607028245926, "m": 0.849376380443573 }, { "p": 0.05312444269657135, "m": 0.849376380443573 }, { "p": 0.07729069143533707, "m": 0.849376380443573 }, { "p": 0.02311338111758232, "m": 0.849376380443573 } ] }, { "epoch": 30, "train_loss": 1.341559648513794, "val_loss": 0.8846511840820312, "acc": 68.26, "time": 115.71828079500028, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08642832189798355, "m": 0.7794390916824341 }, { "p": 0.014426745474338531, "m": 0.7794390916824341 }, { "p": 0.08127613365650177, "m": 0.7794390916824341 }, { "p": 0.024985862895846367, "m": 0.7794390916824341 }, { "p": 0.012285208329558372, "m": 0.7794390916824341 }, { "p": 0.02559443563222885, "m": 0.7794390916824341 }, { "p": 0.09908270090818405, "m": 0.7794390916824341 }, { "p": 0.04163910821080208, "m": 0.7794390916824341 }, { "p": 0.050719004124403, "m": 0.7794390916824341 }, { "p": 0.061317332088947296, "m": 0.7794390916824341 }, { "p": 0.02450423315167427, "m": 0.7794390916824341 }, { "p": 0.11865449696779251, "m": 0.7794390916824341 }, { "p": 0.07766859233379364, "m": 0.7794390916824341 }, { "p": 0.08725594729185104, "m": 0.7794390916824341 }, { "p": 0.05492042377591133, "m": 0.7794390916824341 }, { "p": 0.051481835544109344, "m": 0.7794390916824341 }, { "p": 0.06047014147043228, "m": 0.7794390916824341 }, { "p": 0.027289409190416336, "m": 0.7794390916824341 } ] }, { "epoch": 31, "train_loss": 1.8654310703277588, "val_loss": 0.8485869765281677, "acc": 66.8, "time": 116.45811391999996, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08396223187446594, "m": 0.8228103518486023 }, { "p": 0.0005360990180633962, "m": 0.8228103518486023 }, { "p": 0.047002773731946945, "m": 0.8228103518486023 }, { "p": 0.036890480667352676, "m": 0.8228103518486023 }, { "p": 0.024181663990020752, "m": 0.8228103518486023 }, { "p": 0.01809830777347088, "m": 0.8228103518486023 }, { "p": 0.09015322476625443, "m": 0.8228103518486023 }, { "p": 0.04324483126401901, "m": 0.8228103518486023 }, { "p": 0.0546889454126358, "m": 0.8228103518486023 }, { "p": 0.05961141735315323, "m": 0.8228103518486023 }, { "p": 0.07769636064767838, "m": 0.8228103518486023 }, { "p": 0.11732910573482513, "m": 0.8228103518486023 }, { "p": 0.07895084470510483, "m": 0.8228103518486023 }, { "p": 0.0844944566488266, "m": 0.8228103518486023 }, { "p": 0.03589988872408867, "m": 0.8228103518486023 }, { "p": 0.0441836342215538, "m": 0.8228103518486023 }, { "p": 0.06070340797305107, "m": 0.8228103518486023 }, { "p": 0.04237232729792595, "m": 0.8228103518486023 } ] }, { "epoch": 32, "train_loss": 1.6348869800567627, "val_loss": 1.0389593839645386, "acc": 66.72, "time": 115.51403478800012, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07868194580078125, "m": 0.5606945753097534 }, { "p": 0.00999209564179182, "m": 0.5606945753097534 }, { "p": 0.08574196696281433, "m": 0.5606945753097534 }, { "p": 0.046201519668102264, "m": 0.5606945753097534 }, { "p": 0.025706477463245392, "m": 0.5606945753097534 }, { "p": 0.014683013781905174, "m": 0.5606945753097534 }, { "p": 0.09864172339439392, "m": 0.5606945753097534 }, { "p": 0.031464822590351105, "m": 0.5606945753097534 }, { "p": 0.05645082890987396, "m": 0.5606945753097534 }, { "p": 0.05515842139720917, "m": 0.5606945753097534 }, { "p": 0.057584743946790695, "m": 0.5606945753097534 }, { "p": 0.1048780232667923, "m": 0.5606945753097534 }, { "p": 0.0854998454451561, "m": 0.5606945753097534 }, { "p": 0.056206878274679184, "m": 0.5606945753097534 }, { "p": 0.04901320859789848, "m": 0.5606945753097534 }, { "p": 0.05772970989346504, "m": 0.5606945753097534 }, { "p": 0.052980437874794006, "m": 0.5606945753097534 }, { "p": 0.033384405076503754, "m": 0.5606945753097534 } ] }, { "epoch": 33, "train_loss": 1.4885836839675903, "val_loss": 1.0497952699661255, "acc": 67.85, "time": 116.59901389200013, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07312014698982239, "m": 0.7392736077308655 }, { "p": 0.02358611486852169, "m": 0.7392736077308655 }, { "p": 0.09225499629974365, "m": 0.7392736077308655 }, { "p": 0.0487719364464283, "m": 0.7392736077308655 }, { "p": 0.02213922329246998, "m": 0.7392736077308655 }, { "p": 0.023021696135401726, "m": 0.7392736077308655 }, { "p": 0.08280947804450989, "m": 0.7392736077308655 }, { "p": 0.027626408264040947, "m": 0.7392736077308655 }, { "p": 0.04849479719996452, "m": 0.7392736077308655 }, { "p": 0.06208126246929169, "m": 0.7392736077308655 }, { "p": 0.06563150137662888, "m": 0.7392736077308655 }, { "p": 0.11201681941747665, "m": 0.7392736077308655 }, { "p": 0.07110866159200668, "m": 0.7392736077308655 }, { "p": 0.055092670023441315, "m": 0.7392736077308655 }, { "p": 0.05501403287053108, "m": 0.7392736077308655 }, { "p": 0.049567267298698425, "m": 0.7392736077308655 }, { "p": 0.06152180954813957, "m": 0.7392736077308655 }, { "p": 0.026141207665205002, "m": 0.7392736077308655 } ] }, { "epoch": 34, "train_loss": 1.0003734827041626, "val_loss": 0.906491219997406, "acc": 67.35, "time": 115.25904354600016, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08148497343063354, "m": 0.6636905074119568 }, { "p": 0.004381826147437096, "m": 0.6636905074119568 }, { "p": 0.08200428634881973, "m": 0.6636905074119568 }, { "p": 0.05487936735153198, "m": 0.6636905074119568 }, { "p": 0.015930576249957085, "m": 0.6636905074119568 }, { "p": 0.023954855278134346, "m": 0.6636905074119568 }, { "p": 0.0676259696483612, "m": 0.6636905074119568 }, { "p": 0.03525647521018982, "m": 0.6636905074119568 }, { "p": 0.04846654832363129, "m": 0.6636905074119568 }, { "p": 0.060160208493471146, "m": 0.6636905074119568 }, { "p": 0.05801678076386452, "m": 0.6636905074119568 }, { "p": 0.08852255344390869, "m": 0.6636905074119568 }, { "p": 0.07945635169744492, "m": 0.6636905074119568 }, { "p": 0.07747490704059601, "m": 0.6636905074119568 }, { "p": 0.05102207884192467, "m": 0.6636905074119568 }, { "p": 0.05634863302111626, "m": 0.6636905074119568 }, { "p": 0.08949588239192963, "m": 0.6636905074119568 }, { "p": 0.0255176592618227, "m": 0.6636905074119568 } ] }, { "epoch": 35, "train_loss": 1.2780404090881348, "val_loss": 1.121907114982605, "acc": 68.53, "time": 112.19603112799996, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06774260848760605, "m": 0.6653050780296326 }, { "p": 0.036385565996170044, "m": 0.6653050780296326 }, { "p": 0.06113402545452118, "m": 0.6653050780296326 }, { "p": 0.04319187253713608, "m": 0.6653050780296326 }, { "p": 0.026370735839009285, "m": 0.6653050780296326 }, { "p": 0.031290315091609955, "m": 0.6653050780296326 }, { "p": 0.0851183757185936, "m": 0.6653050780296326 }, { "p": 0.025719279423356056, "m": 0.6653050780296326 }, { "p": 0.05491116642951965, "m": 0.6653050780296326 }, { "p": 0.05883236601948738, "m": 0.6653050780296326 }, { "p": 0.06874632090330124, "m": 0.6653050780296326 }, { "p": 0.09470812231302261, "m": 0.6653050780296326 }, { "p": 0.08479023724794388, "m": 0.6653050780296326 }, { "p": 0.08046814799308777, "m": 0.6653050780296326 }, { "p": 0.04971811920404434, "m": 0.6653050780296326 }, { "p": 0.04570187255740166, "m": 0.6653050780296326 }, { "p": 0.055224381387233734, "m": 0.6653050780296326 }, { "p": 0.02994634211063385, "m": 0.6653050780296326 } ] }, { "epoch": 36, "train_loss": 1.5580304861068726, "val_loss": 0.9334279298782349, "acc": 68.52, "time": 115.10009475700008, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06655782461166382, "m": 0.6446914076805115 }, { "p": 0.021133221685886383, "m": 0.6446914076805115 }, { "p": 0.07502046227455139, "m": 0.6446914076805115 }, { "p": 0.039197809994220734, "m": 0.6446914076805115 }, { "p": 0.02802848070859909, "m": 0.6446914076805115 }, { "p": 0.03867286443710327, "m": 0.6446914076805115 }, { "p": 0.09550768882036209, "m": 0.6446914076805115 }, { "p": 0.023537995293736458, "m": 0.6446914076805115 }, { "p": 0.049827661365270615, "m": 0.6446914076805115 }, { "p": 0.05592816323041916, "m": 0.6446914076805115 }, { "p": 0.04646122828125954, "m": 0.6446914076805115 }, { "p": 0.10558230429887772, "m": 0.6446914076805115 }, { "p": 0.09555252641439438, "m": 0.6446914076805115 }, { "p": 0.06809385120868683, "m": 0.6446914076805115 }, { "p": 0.04487960785627365, "m": 0.6446914076805115 }, { "p": 0.04035268723964691, "m": 0.6446914076805115 }, { "p": 0.07962954044342041, "m": 0.6446914076805115 }, { "p": 0.026036100462079048, "m": 0.6446914076805115 } ] }, { "epoch": 37, "train_loss": 1.3464367389678955, "val_loss": 0.99958336353302, "acc": 68.87, "time": 116.22163889999956, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07223823666572571, "m": 0.6349478363990784 }, { "p": 0.025870800018310547, "m": 0.6349478363990784 }, { "p": 0.07144147157669067, "m": 0.6349478363990784 }, { "p": 0.043526891618967056, "m": 0.6349478363990784 }, { "p": 0.028757525607943535, "m": 0.6349478363990784 }, { "p": 0.03158823400735855, "m": 0.6349478363990784 }, { "p": 0.07744167000055313, "m": 0.6349478363990784 }, { "p": 0.029236888512969017, "m": 0.6349478363990784 }, { "p": 0.043589793145656586, "m": 0.6349478363990784 }, { "p": 0.05704660341143608, "m": 0.6349478363990784 }, { "p": 0.07488315552473068, "m": 0.6349478363990784 }, { "p": 0.07530344277620316, "m": 0.6349478363990784 }, { "p": 0.07874429225921631, "m": 0.6349478363990784 }, { "p": 0.07255177944898605, "m": 0.6349478363990784 }, { "p": 0.061144571751356125, "m": 0.6349478363990784 }, { "p": 0.05645264685153961, "m": 0.6349478363990784 }, { "p": 0.06938999146223068, "m": 0.6349478363990784 }, { "p": 0.03079189360141754, "m": 0.6349478363990784 } ] }, { "epoch": 38, "train_loss": 1.8592859506607056, "val_loss": 0.9747632741928101, "acc": 68.32, "time": 112.22555129900047, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05286676809191704, "m": 0.6355624198913574 }, { "p": 0.015325907617807388, "m": 0.6355624198913574 }, { "p": 0.06288604438304901, "m": 0.6355624198913574 }, { "p": 0.050416115671396255, "m": 0.6355624198913574 }, { "p": 0.02680554799735546, "m": 0.6355624198913574 }, { "p": 0.026303371414542198, "m": 0.6355624198913574 }, { "p": 0.09380728006362915, "m": 0.6355624198913574 }, { "p": 0.04441928118467331, "m": 0.6355624198913574 }, { "p": 0.03471837937831879, "m": 0.6355624198913574 }, { "p": 0.04516495391726494, "m": 0.6355624198913574 }, { "p": 0.06547627598047256, "m": 0.6355624198913574 }, { "p": 0.10514518618583679, "m": 0.6355624198913574 }, { "p": 0.08284050971269608, "m": 0.6355624198913574 }, { "p": 0.053271111100912094, "m": 0.6355624198913574 }, { "p": 0.062449924647808075, "m": 0.6355624198913574 }, { "p": 0.06255485117435455, "m": 0.6355624198913574 }, { "p": 0.07832667231559753, "m": 0.6355624198913574 }, { "p": 0.03722185641527176, "m": 0.6355624198913574 } ] }, { "epoch": 39, "train_loss": 1.620416283607483, "val_loss": 0.9340476393699646, "acc": 68.49, "time": 115.30887001600058, "mix_dist": 0.800000011920929, "param": [ { "p": 0.056448474526405334, "m": 0.7694521546363831 }, { "p": 0.0038221904542297125, "m": 0.7694521546363831 }, { "p": 0.08271946012973785, "m": 0.7694521546363831 }, { "p": 0.04815400764346123, "m": 0.7694521546363831 }, { "p": 0.03052564337849617, "m": 0.7694521546363831 }, { "p": 0.029102349653840065, "m": 0.7694521546363831 }, { "p": 0.08907776325941086, "m": 0.7694521546363831 }, { "p": 0.03958306089043617, "m": 0.7694521546363831 }, { "p": 0.04160398617386818, "m": 0.7694521546363831 }, { "p": 0.07448282837867737, "m": 0.7694521546363831 }, { "p": 0.0790296345949173, "m": 0.7694521546363831 }, { "p": 0.07204470783472061, "m": 0.7694521546363831 }, { "p": 0.07013887166976929, "m": 0.7694521546363831 }, { "p": 0.10235749930143356, "m": 0.7694521546363831 }, { "p": 0.0703304186463356, "m": 0.7694521546363831 }, { "p": 0.02094288542866707, "m": 0.7694521546363831 }, { "p": 0.05780594050884247, "m": 0.7694521546363831 }, { "p": 0.031830303370952606, "m": 0.7694521546363831 } ] }, { "epoch": 40, "train_loss": 1.2033381462097168, "val_loss": 0.898750364780426, "acc": 68.81, "time": 116.53178203199968, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07260249555110931, "m": 0.721087634563446 }, { "p": 0.008662201464176178, "m": 0.721087634563446 }, { "p": 0.07995527982711792, "m": 0.721087634563446 }, { "p": 0.03127187490463257, "m": 0.721087634563446 }, { "p": 0.0006737630465067923, "m": 0.721087634563446 }, { "p": 0.02465309202671051, "m": 0.721087634563446 }, { "p": 0.09617958217859268, "m": 0.721087634563446 }, { "p": 0.04101468622684479, "m": 0.721087634563446 }, { "p": 0.056913867592811584, "m": 0.721087634563446 }, { "p": 0.04953145235776901, "m": 0.721087634563446 }, { "p": 0.0701790526509285, "m": 0.721087634563446 }, { "p": 0.09376898407936096, "m": 0.721087634563446 }, { "p": 0.10381940007209778, "m": 0.721087634563446 }, { "p": 0.0400565005838871, "m": 0.721087634563446 }, { "p": 0.05034756287932396, "m": 0.721087634563446 }, { "p": 0.05111052095890045, "m": 0.721087634563446 }, { "p": 0.09398776292800903, "m": 0.721087634563446 }, { "p": 0.03527189418673515, "m": 0.721087634563446 } ] }, { "epoch": 41, "train_loss": 1.5378410816192627, "val_loss": 0.936066746711731, "acc": 68.24, "time": 116.07206279999991, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05795002356171608, "m": 0.6496960520744324 }, { "p": 0.017132027074694633, "m": 0.6496960520744324 }, { "p": 0.08316198736429214, "m": 0.6496960520744324 }, { "p": 0.0463353656232357, "m": 0.6496960520744324 }, { "p": 0.02505049668252468, "m": 0.6496960520744324 }, { "p": 0.01233963668346405, "m": 0.6496960520744324 }, { "p": 0.08546096831560135, "m": 0.6496960520744324 }, { "p": 0.0396166555583477, "m": 0.6496960520744324 }, { "p": 0.05871744081377983, "m": 0.6496960520744324 }, { "p": 0.05993509292602539, "m": 0.6496960520744324 }, { "p": 0.06701278686523438, "m": 0.6496960520744324 }, { "p": 0.09033136069774628, "m": 0.6496960520744324 }, { "p": 0.08123774826526642, "m": 0.6496960520744324 }, { "p": 0.07361873984336853, "m": 0.6496960520744324 }, { "p": 0.067674420773983, "m": 0.6496960520744324 }, { "p": 0.04515184462070465, "m": 0.6496960520744324 }, { "p": 0.05808824300765991, "m": 0.6496960520744324 }, { "p": 0.031185219064354897, "m": 0.6496960520744324 } ] }, { "epoch": 42, "train_loss": 1.3794752359390259, "val_loss": 0.8529504537582397, "acc": 69.33, "time": 116.49656854800014, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07568105310201645, "m": 0.7811636328697205 }, { "p": 0.017534928396344185, "m": 0.7811636328697205 }, { "p": 0.07095583528280258, "m": 0.7811636328697205 }, { "p": 0.05057458579540253, "m": 0.7811636328697205 }, { "p": 0.031152723357081413, "m": 0.7811636328697205 }, { "p": 0.014520833268761635, "m": 0.7811636328697205 }, { "p": 0.09324751794338226, "m": 0.7811636328697205 }, { "p": 0.031570643186569214, "m": 0.7811636328697205 }, { "p": 0.060973845422267914, "m": 0.7811636328697205 }, { "p": 0.060789015144109726, "m": 0.7811636328697205 }, { "p": 0.036242417991161346, "m": 0.7811636328697205 }, { "p": 0.10613755881786346, "m": 0.7811636328697205 }, { "p": 0.08080190420150757, "m": 0.7811636328697205 }, { "p": 0.08702711760997772, "m": 0.7811636328697205 }, { "p": 0.049897391349077225, "m": 0.7811636328697205 }, { "p": 0.04841778054833412, "m": 0.7811636328697205 }, { "p": 0.05138876289129257, "m": 0.7811636328697205 }, { "p": 0.03308602795004845, "m": 0.7811636328697205 } ] }, { "epoch": 43, "train_loss": 1.2975574731826782, "val_loss": 1.2458209991455078, "acc": 69.02, "time": 115.89984006400027, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06402052193880081, "m": 0.6851588487625122 }, { "p": 0.02357928454875946, "m": 0.6851588487625122 }, { "p": 0.0716789960861206, "m": 0.6851588487625122 }, { "p": 0.05237710475921631, "m": 0.6851588487625122 }, { "p": 0.030264267697930336, "m": 0.6851588487625122 }, { "p": 0.025314772501587868, "m": 0.6851588487625122 }, { "p": 0.05913902074098587, "m": 0.6851588487625122 }, { "p": 0.04826780781149864, "m": 0.6851588487625122 }, { "p": 0.05261586606502533, "m": 0.6851588487625122 }, { "p": 0.05903152376413345, "m": 0.6851588487625122 }, { "p": 0.06134233623743057, "m": 0.6851588487625122 }, { "p": 0.09207440912723541, "m": 0.6851588487625122 }, { "p": 0.08277378976345062, "m": 0.6851588487625122 }, { "p": 0.06305485218763351, "m": 0.6851588487625122 }, { "p": 0.05936961993575096, "m": 0.6851588487625122 }, { "p": 0.05412009358406067, "m": 0.6851588487625122 }, { "p": 0.06616832315921783, "m": 0.6851588487625122 }, { "p": 0.03480740636587143, "m": 0.6851588487625122 } ] }, { "epoch": 44, "train_loss": 1.520949125289917, "val_loss": 0.9434712529182434, "acc": 68.78, "time": 117.20631310600038, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07002829015254974, "m": 0.6022366881370544 }, { "p": 0.027664775028824806, "m": 0.6022366881370544 }, { "p": 0.06253187358379364, "m": 0.6022366881370544 }, { "p": 0.02808445133268833, "m": 0.6022366881370544 }, { "p": 0.03271836042404175, "m": 0.6022366881370544 }, { "p": 0.02331959642469883, "m": 0.6022366881370544 }, { "p": 0.07725352048873901, "m": 0.6022366881370544 }, { "p": 0.055307112634181976, "m": 0.6022366881370544 }, { "p": 0.05000827834010124, "m": 0.6022366881370544 }, { "p": 0.060768332332372665, "m": 0.6022366881370544 }, { "p": 0.0567183792591095, "m": 0.6022366881370544 }, { "p": 0.08086367696523666, "m": 0.6022366881370544 }, { "p": 0.08532296121120453, "m": 0.6022366881370544 }, { "p": 0.08352752774953842, "m": 0.6022366881370544 }, { "p": 0.05321646109223366, "m": 0.6022366881370544 }, { "p": 0.04584594815969467, "m": 0.6022366881370544 }, { "p": 0.07502269744873047, "m": 0.6022366881370544 }, { "p": 0.031797803938388824, "m": 0.6022366881370544 } ] }, { "epoch": 45, "train_loss": 1.2805064916610718, "val_loss": 0.8985190391540527, "acc": 69.74, "time": 115.20713300600073, "mix_dist": 0.800000011920929, "param": [ { "p": 0.046904534101486206, "m": 0.5743241906166077 }, { "p": 0.02013733610510826, "m": 0.5743241906166077 }, { "p": 0.0712047591805458, "m": 0.5743241906166077 }, { "p": 0.040065694600343704, "m": 0.5743241906166077 }, { "p": 0.018324969336390495, "m": 0.5743241906166077 }, { "p": 0.05322928726673126, "m": 0.5743241906166077 }, { "p": 0.06267836689949036, "m": 0.5743241906166077 }, { "p": 0.04859546571969986, "m": 0.5743241906166077 }, { "p": 0.06705938279628754, "m": 0.5743241906166077 }, { "p": 0.058692578226327896, "m": 0.5743241906166077 }, { "p": 0.0384843535721302, "m": 0.5743241906166077 }, { "p": 0.09375004470348358, "m": 0.5743241906166077 }, { "p": 0.08359270542860031, "m": 0.5743241906166077 }, { "p": 0.09464314579963684, "m": 0.5743241906166077 }, { "p": 0.04455312341451645, "m": 0.5743241906166077 }, { "p": 0.032376356422901154, "m": 0.5743241906166077 }, { "p": 0.06988053023815155, "m": 0.5743241906166077 }, { "p": 0.05582743510603905, "m": 0.5743241906166077 } ] }, { "epoch": 46, "train_loss": 1.0224186182022095, "val_loss": 0.897607147693634, "acc": 69.57, "time": 116.52236420600002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07738267630338669, "m": 0.6255267858505249 }, { "p": 0.02252313867211342, "m": 0.6255267858505249 }, { "p": 0.08162800222635269, "m": 0.6255267858505249 }, { "p": 0.04097316041588783, "m": 0.6255267858505249 }, { "p": 0.04238472506403923, "m": 0.6255267858505249 }, { "p": 0.033319201320409775, "m": 0.6255267858505249 }, { "p": 0.061095040291547775, "m": 0.6255267858505249 }, { "p": 0.04635201394557953, "m": 0.6255267858505249 }, { "p": 0.052250683307647705, "m": 0.6255267858505249 }, { "p": 0.05061304196715355, "m": 0.6255267858505249 }, { "p": 0.06027011573314667, "m": 0.6255267858505249 }, { "p": 0.07939109951257706, "m": 0.6255267858505249 }, { "p": 0.08820580691099167, "m": 0.6255267858505249 }, { "p": 0.07873766124248505, "m": 0.6255267858505249 }, { "p": 0.04527554288506508, "m": 0.6255267858505249 }, { "p": 0.06827472150325775, "m": 0.6255267858505249 }, { "p": 0.06713631749153137, "m": 0.6255267858505249 }, { "p": 0.004187049809843302, "m": 0.6255267858505249 } ] }, { "epoch": 47, "train_loss": 1.0590627193450928, "val_loss": 1.0723707675933838, "acc": 70.06, "time": 118.01041650099978, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08002589643001556, "m": 0.6137150526046753 }, { "p": 0.013599657453596592, "m": 0.6137150526046753 }, { "p": 0.0672331377863884, "m": 0.6137150526046753 }, { "p": 0.041948892176151276, "m": 0.6137150526046753 }, { "p": 0.02185755781829357, "m": 0.6137150526046753 }, { "p": 0.028275851160287857, "m": 0.6137150526046753 }, { "p": 0.07395299524068832, "m": 0.6137150526046753 }, { "p": 0.048955123871564865, "m": 0.6137150526046753 }, { "p": 0.06027808040380478, "m": 0.6137150526046753 }, { "p": 0.06720677763223648, "m": 0.6137150526046753 }, { "p": 0.04639148339629173, "m": 0.6137150526046753 }, { "p": 0.09998659044504166, "m": 0.6137150526046753 }, { "p": 0.0633542612195015, "m": 0.6137150526046753 }, { "p": 0.08324557542800903, "m": 0.6137150526046753 }, { "p": 0.04834366589784622, "m": 0.6137150526046753 }, { "p": 0.04506922513246536, "m": 0.6137150526046753 }, { "p": 0.0787077248096466, "m": 0.6137150526046753 }, { "p": 0.03156756982207298, "m": 0.6137150526046753 } ] }, { "epoch": 48, "train_loss": 1.1934930086135864, "val_loss": 0.9005530476570129, "acc": 70.01, "time": 120.59978503500042, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06567440181970596, "m": 0.6916406154632568 }, { "p": 0.013838503509759903, "m": 0.6916406154632568 }, { "p": 0.049615032970905304, "m": 0.6916406154632568 }, { "p": 0.0511556975543499, "m": 0.6916406154632568 }, { "p": 0.026909291744232178, "m": 0.6916406154632568 }, { "p": 0.03348248824477196, "m": 0.6916406154632568 }, { "p": 0.07965818047523499, "m": 0.6916406154632568 }, { "p": 0.038788262754678726, "m": 0.6916406154632568 }, { "p": 0.06603295356035233, "m": 0.6916406154632568 }, { "p": 0.06487050652503967, "m": 0.6916406154632568 }, { "p": 0.06463082879781723, "m": 0.6916406154632568 }, { "p": 0.08463399857282639, "m": 0.6916406154632568 }, { "p": 0.08149632811546326, "m": 0.6916406154632568 }, { "p": 0.08179870992898941, "m": 0.6916406154632568 }, { "p": 0.054616529494524, "m": 0.6916406154632568 }, { "p": 0.03920422121882439, "m": 0.6916406154632568 }, { "p": 0.07719672471284866, "m": 0.6916406154632568 }, { "p": 0.026397308334708214, "m": 0.6916406154632568 } ] }, { "epoch": 49, "train_loss": 1.3844835758209229, "val_loss": 0.8317026495933533, "acc": 69.87, "time": 122.69830229299987, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07407725602388382, "m": 0.591589093208313 }, { "p": 0.025998806580901146, "m": 0.591589093208313 }, { "p": 0.06435801088809967, "m": 0.591589093208313 }, { "p": 0.04402187094092369, "m": 0.591589093208313 }, { "p": 0.02877344936132431, "m": 0.591589093208313 }, { "p": 0.04074697941541672, "m": 0.591589093208313 }, { "p": 0.07614955306053162, "m": 0.591589093208313 }, { "p": 0.03640836849808693, "m": 0.591589093208313 }, { "p": 0.05928439646959305, "m": 0.591589093208313 }, { "p": 0.08440708369016647, "m": 0.591589093208313 }, { "p": 0.06097573786973953, "m": 0.591589093208313 }, { "p": 0.09799251705408096, "m": 0.591589093208313 }, { "p": 0.06053446605801582, "m": 0.591589093208313 }, { "p": 0.06026202440261841, "m": 0.591589093208313 }, { "p": 0.05635657161474228, "m": 0.591589093208313 }, { "p": 0.036262866109609604, "m": 0.591589093208313 }, { "p": 0.06679759919643402, "m": 0.591589093208313 }, { "p": 0.026592491194605827, "m": 0.591589093208313 } ] }, { "epoch": 50, "train_loss": 1.1015111207962036, "val_loss": 0.8839190006256104, "acc": 69.73, "time": 117.63834423300068, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07331748306751251, "m": 0.5100964307785034 }, { "p": 0.022976374253630638, "m": 0.5100964307785034 }, { "p": 0.05884230509400368, "m": 0.5100964307785034 }, { "p": 0.045060016214847565, "m": 0.5100964307785034 }, { "p": 0.03544418886303902, "m": 0.5100964307785034 }, { "p": 0.03482025861740112, "m": 0.5100964307785034 }, { "p": 0.08571791648864746, "m": 0.5100964307785034 }, { "p": 0.040457382798194885, "m": 0.5100964307785034 }, { "p": 0.06844033300876617, "m": 0.5100964307785034 }, { "p": 0.06660830229520798, "m": 0.5100964307785034 }, { "p": 0.06033911556005478, "m": 0.5100964307785034 }, { "p": 0.049375250935554504, "m": 0.5100964307785034 }, { "p": 0.09176905453205109, "m": 0.5100964307785034 }, { "p": 0.06706776469945908, "m": 0.5100964307785034 }, { "p": 0.057650376111269, "m": 0.5100964307785034 }, { "p": 0.033472348004579544, "m": 0.5100964307785034 }, { "p": 0.0787554532289505, "m": 0.5100964307785034 }, { "p": 0.029886025935411453, "m": 0.5100964307785034 } ] }, { "epoch": 51, "train_loss": 1.0721588134765625, "val_loss": 0.7519103288650513, "acc": 70.09, "time": 121.9710027709998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06885691732168198, "m": 0.45314082503318787 }, { "p": 0.026724761351943016, "m": 0.45314082503318787 }, { "p": 0.07498776167631149, "m": 0.45314082503318787 }, { "p": 0.029420340433716774, "m": 0.45314082503318787 }, { "p": 0.03016403131186962, "m": 0.45314082503318787 }, { "p": 0.03757408261299133, "m": 0.45314082503318787 }, { "p": 0.08365382254123688, "m": 0.45314082503318787 }, { "p": 0.05358337238430977, "m": 0.45314082503318787 }, { "p": 0.06412410736083984, "m": 0.45314082503318787 }, { "p": 0.06804437935352325, "m": 0.45314082503318787 }, { "p": 0.060932449996471405, "m": 0.45314082503318787 }, { "p": 0.08762587606906891, "m": 0.45314082503318787 }, { "p": 0.0715535432100296, "m": 0.45314082503318787 }, { "p": 0.06392091512680054, "m": 0.45314082503318787 }, { "p": 0.05809532850980759, "m": 0.45314082503318787 }, { "p": 0.03504355251789093, "m": 0.45314082503318787 }, { "p": 0.05922219902276993, "m": 0.45314082503318787 }, { "p": 0.026472631841897964, "m": 0.45314082503318787 } ] }, { "epoch": 52, "train_loss": 0.6801939010620117, "val_loss": 0.9098758101463318, "acc": 69.61, "time": 125.41127743600009, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0733661875128746, "m": 0.41407090425491333 }, { "p": 0.03730982169508934, "m": 0.41407090425491333 }, { "p": 0.06643534451723099, "m": 0.41407090425491333 }, { "p": 0.050703976303339005, "m": 0.41407090425491333 }, { "p": 0.023977860808372498, "m": 0.41407090425491333 }, { "p": 0.029120229184627533, "m": 0.41407090425491333 }, { "p": 0.06970835477113724, "m": 0.41407090425491333 }, { "p": 0.03137676790356636, "m": 0.41407090425491333 }, { "p": 0.05601800978183746, "m": 0.41407090425491333 }, { "p": 0.06471934169530869, "m": 0.41407090425491333 }, { "p": 0.05275331065058708, "m": 0.41407090425491333 }, { "p": 0.0799446627497673, "m": 0.41407090425491333 }, { "p": 0.08987253904342651, "m": 0.41407090425491333 }, { "p": 0.060307200998067856, "m": 0.41407090425491333 }, { "p": 0.050199445337057114, "m": 0.41407090425491333 }, { "p": 0.056923892349004745, "m": 0.41407090425491333 }, { "p": 0.061573099344968796, "m": 0.41407090425491333 }, { "p": 0.04569005221128464, "m": 0.41407090425491333 } ] }, { "epoch": 53, "train_loss": 0.9141031503677368, "val_loss": 0.9503589868545532, "acc": 68.76, "time": 123.5208739740001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07618409395217896, "m": 0.5200142860412598 }, { "p": 0.02579171024262905, "m": 0.5200142860412598 }, { "p": 0.07461636513471603, "m": 0.5200142860412598 }, { "p": 0.049906447529792786, "m": 0.5200142860412598 }, { "p": 0.02758367918431759, "m": 0.5200142860412598 }, { "p": 0.023865217342972755, "m": 0.5200142860412598 }, { "p": 0.07689180225133896, "m": 0.5200142860412598 }, { "p": 0.0457342229783535, "m": 0.5200142860412598 }, { "p": 0.05368822440505028, "m": 0.5200142860412598 }, { "p": 0.057727888226509094, "m": 0.5200142860412598 }, { "p": 0.04394522309303284, "m": 0.5200142860412598 }, { "p": 0.08100685477256775, "m": 0.5200142860412598 }, { "p": 0.08233146369457245, "m": 0.5200142860412598 }, { "p": 0.07933010905981064, "m": 0.5200142860412598 }, { "p": 0.05966382101178169, "m": 0.5200142860412598 }, { "p": 0.045283958315849304, "m": 0.5200142860412598 }, { "p": 0.06635121256113052, "m": 0.5200142860412598 }, { "p": 0.030097724869847298, "m": 0.5200142860412598 } ] }, { "epoch": 54, "train_loss": 1.402621865272522, "val_loss": 1.1104004383087158, "acc": 69.57, "time": 121.96751408199998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0520392507314682, "m": 0.7204098701477051 }, { "p": 0.03330470994114876, "m": 0.7204098701477051 }, { "p": 0.06639622896909714, "m": 0.7204098701477051 }, { "p": 0.06635081768035889, "m": 0.7204098701477051 }, { "p": 0.02134467475116253, "m": 0.7204098701477051 }, { "p": 0.027389582246541977, "m": 0.7204098701477051 }, { "p": 0.08976498246192932, "m": 0.7204098701477051 }, { "p": 0.027298610657453537, "m": 0.7204098701477051 }, { "p": 0.04749467223882675, "m": 0.7204098701477051 }, { "p": 0.06091685593128204, "m": 0.7204098701477051 }, { "p": 0.06188543513417244, "m": 0.7204098701477051 }, { "p": 0.09349386394023895, "m": 0.7204098701477051 }, { "p": 0.05901740491390228, "m": 0.7204098701477051 }, { "p": 0.07604570686817169, "m": 0.7204098701477051 }, { "p": 0.05393286049365997, "m": 0.7204098701477051 }, { "p": 0.05534772947430611, "m": 0.7204098701477051 }, { "p": 0.07209046930074692, "m": 0.7204098701477051 }, { "p": 0.03588620945811272, "m": 0.7204098701477051 } ] }, { "epoch": 55, "train_loss": 1.437429428100586, "val_loss": 0.8657572269439697, "acc": 70.27, "time": 121.62746255000002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05556522309780121, "m": 0.7727892398834229 }, { "p": 0.030117735266685486, "m": 0.7727892398834229 }, { "p": 0.062148090451955795, "m": 0.7727892398834229 }, { "p": 0.050138238817453384, "m": 0.7727892398834229 }, { "p": 0.008001934736967087, "m": 0.7727892398834229 }, { "p": 0.022490300238132477, "m": 0.7727892398834229 }, { "p": 0.05137845128774643, "m": 0.7727892398834229 }, { "p": 0.049756016582250595, "m": 0.7727892398834229 }, { "p": 0.05007335543632507, "m": 0.7727892398834229 }, { "p": 0.06332699954509735, "m": 0.7727892398834229 }, { "p": 0.055755697190761566, "m": 0.7727892398834229 }, { "p": 0.1097353845834732, "m": 0.7727892398834229 }, { "p": 0.07604877650737762, "m": 0.7727892398834229 }, { "p": 0.0790114626288414, "m": 0.7727892398834229 }, { "p": 0.06909523904323578, "m": 0.7727892398834229 }, { "p": 0.05576438829302788, "m": 0.7727892398834229 }, { "p": 0.07088322937488556, "m": 0.7727892398834229 }, { "p": 0.040709469467401505, "m": 0.7727892398834229 } ] }, { "epoch": 56, "train_loss": 1.3520945310592651, "val_loss": 0.9199667572975159, "acc": 69.91, "time": 122.37780479600042, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06356491148471832, "m": 0.7338085174560547 }, { "p": 0.01616874895989895, "m": 0.7338085174560547 }, { "p": 0.0844191163778305, "m": 0.7338085174560547 }, { "p": 0.03486030921339989, "m": 0.7338085174560547 }, { "p": 0.02882390469312668, "m": 0.7338085174560547 }, { "p": 0.03726102411746979, "m": 0.7338085174560547 }, { "p": 0.06875268369913101, "m": 0.7338085174560547 }, { "p": 0.02109779790043831, "m": 0.7338085174560547 }, { "p": 0.06369747966527939, "m": 0.7338085174560547 }, { "p": 0.06565927714109421, "m": 0.7338085174560547 }, { "p": 0.075376957654953, "m": 0.7338085174560547 }, { "p": 0.08465088158845901, "m": 0.7338085174560547 }, { "p": 0.07600018382072449, "m": 0.7338085174560547 }, { "p": 0.07625290006399155, "m": 0.7338085174560547 }, { "p": 0.05901050195097923, "m": 0.7338085174560547 }, { "p": 0.05746391415596008, "m": 0.7338085174560547 }, { "p": 0.05548546835780144, "m": 0.7338085174560547 }, { "p": 0.03145400062203407, "m": 0.7338085174560547 } ] }, { "epoch": 57, "train_loss": 1.382467269897461, "val_loss": 0.9305442571640015, "acc": 69.86, "time": 122.37053780899987, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07353495061397552, "m": 0.7514373064041138 }, { "p": 0.022262658923864365, "m": 0.7514373064041138 }, { "p": 0.07235264778137207, "m": 0.7514373064041138 }, { "p": 0.0378352627158165, "m": 0.7514373064041138 }, { "p": 0.02643626555800438, "m": 0.7514373064041138 }, { "p": 0.038630519062280655, "m": 0.7514373064041138 }, { "p": 0.06778742372989655, "m": 0.7514373064041138 }, { "p": 0.04389108717441559, "m": 0.7514373064041138 }, { "p": 0.05142088606953621, "m": 0.7514373064041138 }, { "p": 0.027640728279948235, "m": 0.7514373064041138 }, { "p": 0.04121387377381325, "m": 0.7514373064041138 }, { "p": 0.08368971198797226, "m": 0.7514373064041138 }, { "p": 0.08613314479589462, "m": 0.7514373064041138 }, { "p": 0.086636483669281, "m": 0.7514373064041138 }, { "p": 0.05765542760491371, "m": 0.7514373064041138 }, { "p": 0.0487496554851532, "m": 0.7514373064041138 }, { "p": 0.09112121164798737, "m": 0.7514373064041138 }, { "p": 0.043007928878068924, "m": 0.7514373064041138 } ] }, { "epoch": 58, "train_loss": 1.3532993793487549, "val_loss": 0.9738597273826599, "acc": 69.72, "time": 121.87123524500021, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0654347613453865, "m": 0.7377284169197083 }, { "p": 0.020744265988469124, "m": 0.7377284169197083 }, { "p": 0.07900474220514297, "m": 0.7377284169197083 }, { "p": 0.025752825662493706, "m": 0.7377284169197083 }, { "p": 0.02607063017785549, "m": 0.7377284169197083 }, { "p": 0.02957610972225666, "m": 0.7377284169197083 }, { "p": 0.08314228057861328, "m": 0.7377284169197083 }, { "p": 0.045017339289188385, "m": 0.7377284169197083 }, { "p": 0.06342834234237671, "m": 0.7377284169197083 }, { "p": 0.05605536326766014, "m": 0.7377284169197083 }, { "p": 0.05185215175151825, "m": 0.7377284169197083 }, { "p": 0.0980980396270752, "m": 0.7377284169197083 }, { "p": 0.08610924333333969, "m": 0.7377284169197083 }, { "p": 0.09956928342580795, "m": 0.7377284169197083 }, { "p": 0.060427285730838776, "m": 0.7377284169197083 }, { "p": 0.009595436044037342, "m": 0.7377284169197083 }, { "p": 0.05992155894637108, "m": 0.7377284169197083 }, { "p": 0.040200382471084595, "m": 0.7377284169197083 } ] }, { "epoch": 59, "train_loss": 1.0161211490631104, "val_loss": 0.8907673358917236, "acc": 70.59, "time": 123.30316705899986, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06620163470506668, "m": 0.6490609645843506 }, { "p": 0.021256960928440094, "m": 0.6490609645843506 }, { "p": 0.06145504489541054, "m": 0.6490609645843506 }, { "p": 0.05220379680395126, "m": 0.6490609645843506 }, { "p": 0.035464148968458176, "m": 0.6490609645843506 }, { "p": 0.033460598438978195, "m": 0.6490609645843506 }, { "p": 0.07065292447805405, "m": 0.6490609645843506 }, { "p": 0.051408182829618454, "m": 0.6490609645843506 }, { "p": 0.0379909873008728, "m": 0.6490609645843506 }, { "p": 0.0771772712469101, "m": 0.6490609645843506 }, { "p": 0.06325069814920425, "m": 0.6490609645843506 }, { "p": 0.09910991787910461, "m": 0.6490609645843506 }, { "p": 0.08919799327850342, "m": 0.6490609645843506 }, { "p": 0.05985013395547867, "m": 0.6490609645843506 }, { "p": 0.06393801420927048, "m": 0.6490609645843506 }, { "p": 0.04427935555577278, "m": 0.6490609645843506 }, { "p": 0.040952492505311966, "m": 0.6490609645843506 }, { "p": 0.03214985132217407, "m": 0.6490609645843506 } ] }, { "epoch": 60, "train_loss": 1.3057457208633423, "val_loss": 0.8237932920455933, "acc": 70.6, "time": 121.16850293299922, "mix_dist": 0.800000011920929, "param": [ { "p": 0.061324235051870346, "m": 0.6284810304641724 }, { "p": 0.016608599573373795, "m": 0.6284810304641724 }, { "p": 0.08024270087480545, "m": 0.6284810304641724 }, { "p": 0.01751169003546238, "m": 0.6284810304641724 }, { "p": 0.05106974020600319, "m": 0.6284810304641724 }, { "p": 0.04099593311548233, "m": 0.6284810304641724 }, { "p": 0.07090580463409424, "m": 0.6284810304641724 }, { "p": 0.041799791157245636, "m": 0.6284810304641724 }, { "p": 0.05950503796339035, "m": 0.6284810304641724 }, { "p": 0.054670918732881546, "m": 0.6284810304641724 }, { "p": 0.03607239946722984, "m": 0.6284810304641724 }, { "p": 0.07195676118135452, "m": 0.6284810304641724 }, { "p": 0.08551906794309616, "m": 0.6284810304641724 }, { "p": 0.07574988156557083, "m": 0.6284810304641724 }, { "p": 0.07111793011426926, "m": 0.6284810304641724 }, { "p": 0.05129958316683769, "m": 0.6284810304641724 }, { "p": 0.06865953654050827, "m": 0.6284810304641724 }, { "p": 0.044990312308073044, "m": 0.6284810304641724 } ] }, { "epoch": 61, "train_loss": 1.3630915880203247, "val_loss": 0.7884662747383118, "acc": 69.89, "time": 123.96875619099956, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06518106907606125, "m": 0.6738371849060059 }, { "p": 0.035015083849430084, "m": 0.6738371849060059 }, { "p": 0.0750487819314003, "m": 0.6738371849060059 }, { "p": 0.057215750217437744, "m": 0.6738371849060059 }, { "p": 0.029432954266667366, "m": 0.6738371849060059 }, { "p": 0.03227303922176361, "m": 0.6738371849060059 }, { "p": 0.08528971672058105, "m": 0.6738371849060059 }, { "p": 0.04216247424483299, "m": 0.6738371849060059 }, { "p": 0.06557778269052505, "m": 0.6738371849060059 }, { "p": 0.05939112976193428, "m": 0.6738371849060059 }, { "p": 0.05789043754339218, "m": 0.6738371849060059 }, { "p": 0.0835023820400238, "m": 0.6738371849060059 }, { "p": 0.032703593373298645, "m": 0.6738371849060059 }, { "p": 0.06556452065706253, "m": 0.6738371849060059 }, { "p": 0.06828805059194565, "m": 0.6738371849060059 }, { "p": 0.042915064841508865, "m": 0.6738371849060059 }, { "p": 0.06597123295068741, "m": 0.6738371849060059 }, { "p": 0.03657691180706024, "m": 0.6738371849060059 } ] }, { "epoch": 62, "train_loss": 1.2264660596847534, "val_loss": 1.0238779783248901, "acc": 70.37, "time": 122.70695430699925, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07580151408910751, "m": 0.7306526899337769 }, { "p": 0.026927290484309196, "m": 0.7306526899337769 }, { "p": 0.07090429961681366, "m": 0.7306526899337769 }, { "p": 0.04684274271130562, "m": 0.7306526899337769 }, { "p": 0.02140740305185318, "m": 0.7306526899337769 }, { "p": 0.034563809633255005, "m": 0.7306526899337769 }, { "p": 0.0729583278298378, "m": 0.7306526899337769 }, { "p": 0.04348474368453026, "m": 0.7306526899337769 }, { "p": 0.06186698004603386, "m": 0.7306526899337769 }, { "p": 0.059572312980890274, "m": 0.7306526899337769 }, { "p": 0.04019108787178993, "m": 0.7306526899337769 }, { "p": 0.09117645770311356, "m": 0.7306526899337769 }, { "p": 0.0532914400100708, "m": 0.7306526899337769 }, { "p": 0.06373155862092972, "m": 0.7306526899337769 }, { "p": 0.06472740322351456, "m": 0.7306526899337769 }, { "p": 0.05046570673584938, "m": 0.7306526899337769 }, { "p": 0.0717565193772316, "m": 0.7306526899337769 }, { "p": 0.05033034831285477, "m": 0.7306526899337769 } ] }, { "epoch": 63, "train_loss": 1.1018829345703125, "val_loss": 0.8657830953598022, "acc": 70.45, "time": 123.02247116800027, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06896773725748062, "m": 0.6843866109848022 }, { "p": 0.013303397223353386, "m": 0.6843866109848022 }, { "p": 0.07397248595952988, "m": 0.6843866109848022 }, { "p": 0.04011009261012077, "m": 0.6843866109848022 }, { "p": 0.033892158418893814, "m": 0.6843866109848022 }, { "p": 0.03686719015240669, "m": 0.6843866109848022 }, { "p": 0.07367727160453796, "m": 0.6843866109848022 }, { "p": 0.03879502788186073, "m": 0.6843866109848022 }, { "p": 0.053891733288764954, "m": 0.6843866109848022 }, { "p": 0.05562683194875717, "m": 0.6843866109848022 }, { "p": 0.03857790678739548, "m": 0.6843866109848022 }, { "p": 0.09736888110637665, "m": 0.6843866109848022 }, { "p": 0.06446605175733566, "m": 0.6843866109848022 }, { "p": 0.09151734411716461, "m": 0.6843866109848022 }, { "p": 0.06664389371871948, "m": 0.6843866109848022 }, { "p": 0.053452298045158386, "m": 0.6843866109848022 }, { "p": 0.06577259302139282, "m": 0.6843866109848022 }, { "p": 0.03309718519449234, "m": 0.6843866109848022 } ] }, { "epoch": 64, "train_loss": 1.5158538818359375, "val_loss": 0.9230183959007263, "acc": 70.63, "time": 121.55522692300019, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08013943582773209, "m": 0.5407662987709045 }, { "p": 0.03211239352822304, "m": 0.5407662987709045 }, { "p": 0.07210694998502731, "m": 0.5407662987709045 }, { "p": 0.046711839735507965, "m": 0.5407662987709045 }, { "p": 0.039911456406116486, "m": 0.5407662987709045 }, { "p": 0.04421135410666466, "m": 0.5407662987709045 }, { "p": 0.08067277818918228, "m": 0.5407662987709045 }, { "p": 0.04779263958334923, "m": 0.5407662987709045 }, { "p": 0.03745396062731743, "m": 0.5407662987709045 }, { "p": 0.054397109895944595, "m": 0.5407662987709045 }, { "p": 0.03974517062306404, "m": 0.5407662987709045 }, { "p": 0.06489846855401993, "m": 0.5407662987709045 }, { "p": 0.07116694748401642, "m": 0.5407662987709045 }, { "p": 0.0693894475698471, "m": 0.5407662987709045 }, { "p": 0.06750474870204926, "m": 0.5407662987709045 }, { "p": 0.048125218600034714, "m": 0.5407662987709045 }, { "p": 0.06235582381486893, "m": 0.5407662987709045 }, { "p": 0.04130416363477707, "m": 0.5407662987709045 } ] }, { "epoch": 65, "train_loss": 0.9807095527648926, "val_loss": 0.8052170276641846, "acc": 70.26, "time": 122.05929459799972, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0502614788711071, "m": 0.524549663066864 }, { "p": 0.024434885010123253, "m": 0.524549663066864 }, { "p": 0.0679476335644722, "m": 0.524549663066864 }, { "p": 0.07303997874259949, "m": 0.524549663066864 }, { "p": 0.019233759492635727, "m": 0.524549663066864 }, { "p": 0.042795054614543915, "m": 0.524549663066864 }, { "p": 0.07817905396223068, "m": 0.524549663066864 }, { "p": 0.041373010724782944, "m": 0.524549663066864 }, { "p": 0.06329222023487091, "m": 0.524549663066864 }, { "p": 0.07650408148765564, "m": 0.524549663066864 }, { "p": 0.06283692270517349, "m": 0.524549663066864 }, { "p": 0.06234346330165863, "m": 0.524549663066864 }, { "p": 0.07025396078824997, "m": 0.524549663066864 }, { "p": 0.05936837196350098, "m": 0.524549663066864 }, { "p": 0.06698061525821686, "m": 0.524549663066864 }, { "p": 0.047986362129449844, "m": 0.524549663066864 }, { "p": 0.05400875210762024, "m": 0.524549663066864 }, { "p": 0.03916037082672119, "m": 0.524549663066864 } ] }, { "epoch": 66, "train_loss": 1.0974761247634888, "val_loss": 0.951837420463562, "acc": 70.15, "time": 123.8529240529997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06280671060085297, "m": 0.4855056703090668 }, { "p": 0.01972041092813015, "m": 0.4855056703090668 }, { "p": 0.08219451457262039, "m": 0.4855056703090668 }, { "p": 0.046540722250938416, "m": 0.4855056703090668 }, { "p": 0.03841368108987808, "m": 0.4855056703090668 }, { "p": 0.04141958802938461, "m": 0.4855056703090668 }, { "p": 0.0745125338435173, "m": 0.4855056703090668 }, { "p": 0.043148722499608994, "m": 0.4855056703090668 }, { "p": 0.06373605877161026, "m": 0.4855056703090668 }, { "p": 0.05597345903515816, "m": 0.4855056703090668 }, { "p": 0.045495498925447464, "m": 0.4855056703090668 }, { "p": 0.054011426866054535, "m": 0.4855056703090668 }, { "p": 0.07142911851406097, "m": 0.4855056703090668 }, { "p": 0.06589332967996597, "m": 0.4855056703090668 }, { "p": 0.07466237992048264, "m": 0.4855056703090668 }, { "p": 0.054092470556497574, "m": 0.4855056703090668 }, { "p": 0.061286747455596924, "m": 0.4855056703090668 }, { "p": 0.04466262832283974, "m": 0.4855056703090668 } ] }, { "epoch": 67, "train_loss": 1.0418031215667725, "val_loss": 1.093227744102478, "acc": 70.72, "time": 122.6534947400005, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06871950626373291, "m": 0.4674524664878845 }, { "p": 0.017256788909435272, "m": 0.4674524664878845 }, { "p": 0.05257418751716614, "m": 0.4674524664878845 }, { "p": 0.04398585110902786, "m": 0.4674524664878845 }, { "p": 0.044498953968286514, "m": 0.4674524664878845 }, { "p": 0.0480203740298748, "m": 0.4674524664878845 }, { "p": 0.07518009096384048, "m": 0.4674524664878845 }, { "p": 0.05784241110086441, "m": 0.4674524664878845 }, { "p": 0.04774860292673111, "m": 0.4674524664878845 }, { "p": 0.06387859582901001, "m": 0.4674524664878845 }, { "p": 0.059028275310993195, "m": 0.4674524664878845 }, { "p": 0.06579609960317612, "m": 0.4674524664878845 }, { "p": 0.06933264434337616, "m": 0.4674524664878845 }, { "p": 0.06581441313028336, "m": 0.4674524664878845 }, { "p": 0.06515862792730331, "m": 0.4674524664878845 }, { "p": 0.046895697712898254, "m": 0.4674524664878845 }, { "p": 0.06983812898397446, "m": 0.4674524664878845 }, { "p": 0.038430724292993546, "m": 0.4674524664878845 } ] }, { "epoch": 68, "train_loss": 1.0996793508529663, "val_loss": 1.073830246925354, "acc": 70.09, "time": 121.69830624399947, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06220483407378197, "m": 0.41824373602867126 }, { "p": 0.03267603740096092, "m": 0.41824373602867126 }, { "p": 0.0938451960682869, "m": 0.41824373602867126 }, { "p": 0.039464306086301804, "m": 0.41824373602867126 }, { "p": 0.031063998118042946, "m": 0.41824373602867126 }, { "p": 0.04411787539720535, "m": 0.41824373602867126 }, { "p": 0.07988875359296799, "m": 0.41824373602867126 }, { "p": 0.028473617509007454, "m": 0.41824373602867126 }, { "p": 0.05427989736199379, "m": 0.41824373602867126 }, { "p": 0.05729657784104347, "m": 0.41824373602867126 }, { "p": 0.04522918909788132, "m": 0.41824373602867126 }, { "p": 0.06873856484889984, "m": 0.41824373602867126 }, { "p": 0.07853144407272339, "m": 0.41824373602867126 }, { "p": 0.06712497770786285, "m": 0.41824373602867126 }, { "p": 0.06828000396490097, "m": 0.41824373602867126 }, { "p": 0.047388121485710144, "m": 0.41824373602867126 }, { "p": 0.06867174059152603, "m": 0.41824373602867126 }, { "p": 0.03272484242916107, "m": 0.41824373602867126 } ] }, { "epoch": 69, "train_loss": 0.8910772204399109, "val_loss": 0.8677082657814026, "acc": 71.0, "time": 123.35601623600087, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06886408478021622, "m": 0.42400923371315 }, { "p": 0.036742422729730606, "m": 0.42400923371315 }, { "p": 0.07444845885038376, "m": 0.42400923371315 }, { "p": 0.02521395869553089, "m": 0.42400923371315 }, { "p": 0.041290681809186935, "m": 0.42400923371315 }, { "p": 0.040955692529678345, "m": 0.42400923371315 }, { "p": 0.08860760182142258, "m": 0.42400923371315 }, { "p": 0.03759775683283806, "m": 0.42400923371315 }, { "p": 0.04666934534907341, "m": 0.42400923371315 }, { "p": 0.08527781069278717, "m": 0.42400923371315 }, { "p": 0.049616966396570206, "m": 0.42400923371315 }, { "p": 0.07006331533193588, "m": 0.42400923371315 }, { "p": 0.05939566344022751, "m": 0.42400923371315 }, { "p": 0.05509180575609207, "m": 0.42400923371315 }, { "p": 0.059413935989141464, "m": 0.42400923371315 }, { "p": 0.054265283048152924, "m": 0.42400923371315 }, { "p": 0.058400709182024, "m": 0.42400923371315 }, { "p": 0.04808444902300835, "m": 0.42400923371315 } ] }, { "epoch": 70, "train_loss": 1.4717689752578735, "val_loss": 0.9581324458122253, "acc": 70.44, "time": 120.18995323699983, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04776627942919731, "m": 0.6792863607406616 }, { "p": 0.04543733596801758, "m": 0.6792863607406616 }, { "p": 0.07392144203186035, "m": 0.6792863607406616 }, { "p": 0.054003529250621796, "m": 0.6792863607406616 }, { "p": 0.04791254550218582, "m": 0.6792863607406616 }, { "p": 0.039462603628635406, "m": 0.6792863607406616 }, { "p": 0.07985177636146545, "m": 0.6792863607406616 }, { "p": 0.044541336596012115, "m": 0.6792863607406616 }, { "p": 0.046237047761678696, "m": 0.6792863607406616 }, { "p": 0.053720682859420776, "m": 0.6792863607406616 }, { "p": 0.04400340095162392, "m": 0.6792863607406616 }, { "p": 0.07540281116962433, "m": 0.6792863607406616 }, { "p": 0.07060231268405914, "m": 0.6792863607406616 }, { "p": 0.0587531216442585, "m": 0.6792863607406616 }, { "p": 0.06802457571029663, "m": 0.6792863607406616 }, { "p": 0.03908435255289078, "m": 0.6792863607406616 }, { "p": 0.06793956458568573, "m": 0.6792863607406616 }, { "p": 0.04333540052175522, "m": 0.6792863607406616 } ] }, { "epoch": 71, "train_loss": 1.0856484174728394, "val_loss": 1.1311116218566895, "acc": 69.53, "time": 122.4225595200005, "mix_dist": 0.800000011920929, "param": [ { "p": 0.060543447732925415, "m": 0.6367992162704468 }, { "p": 0.03595733270049095, "m": 0.6367992162704468 }, { "p": 0.08975911140441895, "m": 0.6367992162704468 }, { "p": 0.010487142018973827, "m": 0.6367992162704468 }, { "p": 0.027433453127741814, "m": 0.6367992162704468 }, { "p": 0.038924653083086014, "m": 0.6367992162704468 }, { "p": 0.07642239332199097, "m": 0.6367992162704468 }, { "p": 0.05456559732556343, "m": 0.6367992162704468 }, { "p": 0.05374344438314438, "m": 0.6367992162704468 }, { "p": 0.058061633259058, "m": 0.6367992162704468 }, { "p": 0.06623286008834839, "m": 0.6367992162704468 }, { "p": 0.07557479292154312, "m": 0.6367992162704468 }, { "p": 0.06246667727828026, "m": 0.6367992162704468 }, { "p": 0.06483131647109985, "m": 0.6367992162704468 }, { "p": 0.07666416466236115, "m": 0.6367992162704468 }, { "p": 0.05511864274740219, "m": 0.6367992162704468 }, { "p": 0.04614631459116936, "m": 0.6367992162704468 }, { "p": 0.04706699401140213, "m": 0.6367992162704468 } ] }, { "epoch": 72, "train_loss": 1.4296259880065918, "val_loss": 0.8383104205131531, "acc": 70.09, "time": 125.21748205899894, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06206069141626358, "m": 0.6931654810905457 }, { "p": 0.028957096859812737, "m": 0.6931654810905457 }, { "p": 0.07954215258359909, "m": 0.6931654810905457 }, { "p": 0.04259965941309929, "m": 0.6931654810905457 }, { "p": 0.03778237849473953, "m": 0.6931654810905457 }, { "p": 0.033110737800598145, "m": 0.6931654810905457 }, { "p": 0.0685710608959198, "m": 0.6931654810905457 }, { "p": 0.04267864301800728, "m": 0.6931654810905457 }, { "p": 0.06834199279546738, "m": 0.6931654810905457 }, { "p": 0.0600193627178669, "m": 0.6931654810905457 }, { "p": 0.05127248167991638, "m": 0.6931654810905457 }, { "p": 0.07354579865932465, "m": 0.6931654810905457 }, { "p": 0.05263084918260574, "m": 0.6931654810905457 }, { "p": 0.06940185278654099, "m": 0.6931654810905457 }, { "p": 0.04766044020652771, "m": 0.6931654810905457 }, { "p": 0.04535628482699394, "m": 0.6931654810905457 }, { "p": 0.07603300362825394, "m": 0.6931654810905457 }, { "p": 0.060435667634010315, "m": 0.6931654810905457 } ] }, { "epoch": 73, "train_loss": 1.2094547748565674, "val_loss": 0.9971038699150085, "acc": 70.86, "time": 121.85244061699996, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0690130963921547, "m": 0.6554330587387085 }, { "p": 0.030110325664281845, "m": 0.6554330587387085 }, { "p": 0.05721272528171539, "m": 0.6554330587387085 }, { "p": 0.024398591369390488, "m": 0.6554330587387085 }, { "p": 0.05595850571990013, "m": 0.6554330587387085 }, { "p": 0.03154101222753525, "m": 0.6554330587387085 }, { "p": 0.07350856810808182, "m": 0.6554330587387085 }, { "p": 0.04059446603059769, "m": 0.6554330587387085 }, { "p": 0.06152917817234993, "m": 0.6554330587387085 }, { "p": 0.0790925845503807, "m": 0.6554330587387085 }, { "p": 0.0565609484910965, "m": 0.6554330587387085 }, { "p": 0.06794634461402893, "m": 0.6554330587387085 }, { "p": 0.06972703337669373, "m": 0.6554330587387085 }, { "p": 0.046811722218990326, "m": 0.6554330587387085 }, { "p": 0.05992719531059265, "m": 0.6554330587387085 }, { "p": 0.05672171339392662, "m": 0.6554330587387085 }, { "p": 0.07459484785795212, "m": 0.6554330587387085 }, { "p": 0.044751156121492386, "m": 0.6554330587387085 } ] }, { "epoch": 74, "train_loss": 1.1490079164505005, "val_loss": 0.8736177682876587, "acc": 71.46, "time": 123.88057413999923, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06388070434331894, "m": 0.6878173351287842 }, { "p": 0.034388646483421326, "m": 0.6878173351287842 }, { "p": 0.07270421832799911, "m": 0.6878173351287842 }, { "p": 0.031741827726364136, "m": 0.6878173351287842 }, { "p": 0.03157952427864075, "m": 0.6878173351287842 }, { "p": 0.05036168545484543, "m": 0.6878173351287842 }, { "p": 0.06797710806131363, "m": 0.6878173351287842 }, { "p": 0.05888548865914345, "m": 0.6878173351287842 }, { "p": 0.06794658303260803, "m": 0.6878173351287842 }, { "p": 0.04783837869763374, "m": 0.6878173351287842 }, { "p": 0.05125485733151436, "m": 0.6878173351287842 }, { "p": 0.05287689343094826, "m": 0.6878173351287842 }, { "p": 0.08618756383657455, "m": 0.6878173351287842 }, { "p": 0.06826496869325638, "m": 0.6878173351287842 }, { "p": 0.06568410992622375, "m": 0.6878173351287842 }, { "p": 0.057845041155815125, "m": 0.6878173351287842 }, { "p": 0.047675106674432755, "m": 0.6878173351287842 }, { "p": 0.0429072231054306, "m": 0.6878173351287842 } ] }, { "epoch": 75, "train_loss": 1.0706316232681274, "val_loss": 0.8527879118919373, "acc": 70.58, "time": 124.00523859599889, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07259149849414825, "m": 0.6244033575057983 }, { "p": 0.03642299026250839, "m": 0.6244033575057983 }, { "p": 0.09368225932121277, "m": 0.6244033575057983 }, { "p": 0.030700936913490295, "m": 0.6244033575057983 }, { "p": 0.031074604019522667, "m": 0.6244033575057983 }, { "p": 0.02179553732275963, "m": 0.6244033575057983 }, { "p": 0.07147487998008728, "m": 0.6244033575057983 }, { "p": 0.051073916256427765, "m": 0.6244033575057983 }, { "p": 0.05014219507575035, "m": 0.6244033575057983 }, { "p": 0.061801616102457047, "m": 0.6244033575057983 }, { "p": 0.0757802352309227, "m": 0.6244033575057983 }, { "p": 0.04323352873325348, "m": 0.6244033575057983 }, { "p": 0.05138538032770157, "m": 0.6244033575057983 }, { "p": 0.07425104826688766, "m": 0.6244033575057983 }, { "p": 0.06810171902179718, "m": 0.6244033575057983 }, { "p": 0.05653303861618042, "m": 0.6244033575057983 }, { "p": 0.08251103013753891, "m": 0.6244033575057983 }, { "p": 0.027443571016192436, "m": 0.6244033575057983 } ] }, { "epoch": 76, "train_loss": 1.4275038242340088, "val_loss": 0.885520875453949, "acc": 70.92, "time": 121.49262092199933, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06397880613803864, "m": 0.6008540987968445 }, { "p": 0.04371006414294243, "m": 0.6008540987968445 }, { "p": 0.06367882341146469, "m": 0.6008540987968445 }, { "p": 0.03357326239347458, "m": 0.6008540987968445 }, { "p": 0.041331853717565536, "m": 0.6008540987968445 }, { "p": 0.0429551787674427, "m": 0.6008540987968445 }, { "p": 0.06806674599647522, "m": 0.6008540987968445 }, { "p": 0.049743641167879105, "m": 0.6008540987968445 }, { "p": 0.05630916357040405, "m": 0.6008540987968445 }, { "p": 0.045533888041973114, "m": 0.6008540987968445 }, { "p": 0.06197214871644974, "m": 0.6008540987968445 }, { "p": 0.08404207974672318, "m": 0.6008540987968445 }, { "p": 0.0627460926771164, "m": 0.6008540987968445 }, { "p": 0.05463720113039017, "m": 0.6008540987968445 }, { "p": 0.06758759170770645, "m": 0.6008540987968445 }, { "p": 0.042777467519044876, "m": 0.6008540987968445 }, { "p": 0.0581790916621685, "m": 0.6008540987968445 }, { "p": 0.05917699262499809, "m": 0.6008540987968445 } ] }, { "epoch": 77, "train_loss": 1.124509572982788, "val_loss": 0.7503783106803894, "acc": 70.65, "time": 123.6074989050012, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05846141278743744, "m": 0.6427792906761169 }, { "p": 0.042406708002090454, "m": 0.6427792906761169 }, { "p": 0.06441978365182877, "m": 0.6427792906761169 }, { "p": 0.043601177632808685, "m": 0.6427792906761169 }, { "p": 0.03768107295036316, "m": 0.6427792906761169 }, { "p": 0.05797673761844635, "m": 0.6427792906761169 }, { "p": 0.0736222043633461, "m": 0.6427792906761169 }, { "p": 0.04004761949181557, "m": 0.6427792906761169 }, { "p": 0.04885967820882797, "m": 0.6427792906761169 }, { "p": 0.07957778126001358, "m": 0.6427792906761169 }, { "p": 0.033670295029878616, "m": 0.6427792906761169 }, { "p": 0.07696615904569626, "m": 0.6427792906761169 }, { "p": 0.05874226987361908, "m": 0.6427792906761169 }, { "p": 0.04385355859994888, "m": 0.6427792906761169 }, { "p": 0.06370559334754944, "m": 0.6427792906761169 }, { "p": 0.043137602508068085, "m": 0.6427792906761169 }, { "p": 0.08202848583459854, "m": 0.6427792906761169 }, { "p": 0.05124194175004959, "m": 0.6427792906761169 } ] }, { "epoch": 78, "train_loss": 0.9984810948371887, "val_loss": 0.9216334819793701, "acc": 70.76, "time": 124.55349730200032, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06144767627120018, "m": 0.6547387838363647 }, { "p": 0.03452435880899429, "m": 0.6547387838363647 }, { "p": 0.07130428403615952, "m": 0.6547387838363647 }, { "p": 0.05435509979724884, "m": 0.6547387838363647 }, { "p": 0.04213041812181473, "m": 0.6547387838363647 }, { "p": 0.028484905138611794, "m": 0.6547387838363647 }, { "p": 0.04282577335834503, "m": 0.6547387838363647 }, { "p": 0.04993285611271858, "m": 0.6547387838363647 }, { "p": 0.07421005517244339, "m": 0.6547387838363647 }, { "p": 0.06870907545089722, "m": 0.6547387838363647 }, { "p": 0.031636834144592285, "m": 0.6547387838363647 }, { "p": 0.10137122124433517, "m": 0.6547387838363647 }, { "p": 0.07237185537815094, "m": 0.6547387838363647 }, { "p": 0.061208195984363556, "m": 0.6547387838363647 }, { "p": 0.07023374736309052, "m": 0.6547387838363647 }, { "p": 0.03089306131005287, "m": 0.6547387838363647 }, { "p": 0.05755101516842842, "m": 0.6547387838363647 }, { "p": 0.04680950567126274, "m": 0.6547387838363647 } ] }, { "epoch": 79, "train_loss": 0.8483852744102478, "val_loss": 0.8658047914505005, "acc": 71.57, "time": 125.27438811200045, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07398253679275513, "m": 0.5628462433815002 }, { "p": 0.04192548990249634, "m": 0.5628462433815002 }, { "p": 0.07920318096876144, "m": 0.5628462433815002 }, { "p": 0.03378624469041824, "m": 0.5628462433815002 }, { "p": 0.03515703231096268, "m": 0.5628462433815002 }, { "p": 0.04488431662321091, "m": 0.5628462433815002 }, { "p": 0.055247172713279724, "m": 0.5628462433815002 }, { "p": 0.050891827791929245, "m": 0.5628462433815002 }, { "p": 0.039909400045871735, "m": 0.5628462433815002 }, { "p": 0.060809578746557236, "m": 0.5628462433815002 }, { "p": 0.0701560527086258, "m": 0.5628462433815002 }, { "p": 0.09427167475223541, "m": 0.5628462433815002 }, { "p": 0.06254395842552185, "m": 0.5628462433815002 }, { "p": 0.0636499747633934, "m": 0.5628462433815002 }, { "p": 0.07691195607185364, "m": 0.5628462433815002 }, { "p": 0.04694848135113716, "m": 0.5628462433815002 }, { "p": 0.0415271520614624, "m": 0.5628462433815002 }, { "p": 0.028194043785333633, "m": 0.5628462433815002 } ] }, { "epoch": 80, "train_loss": 0.9829837679862976, "val_loss": 0.8995465040206909, "acc": 70.65, "time": 123.3053414390015, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06798664480447769, "m": 0.5099277496337891 }, { "p": 0.040575768798589706, "m": 0.5099277496337891 }, { "p": 0.08693293482065201, "m": 0.5099277496337891 }, { "p": 0.04757950082421303, "m": 0.5099277496337891 }, { "p": 0.042253296822309494, "m": 0.5099277496337891 }, { "p": 0.036259960383176804, "m": 0.5099277496337891 }, { "p": 0.05945761129260063, "m": 0.5099277496337891 }, { "p": 0.04862065240740776, "m": 0.5099277496337891 }, { "p": 0.06317738443613052, "m": 0.5099277496337891 }, { "p": 0.07953281700611115, "m": 0.5099277496337891 }, { "p": 0.04335099086165428, "m": 0.5099277496337891 }, { "p": 0.06171109154820442, "m": 0.5099277496337891 }, { "p": 0.05191871151328087, "m": 0.5099277496337891 }, { "p": 0.06940239667892456, "m": 0.5099277496337891 }, { "p": 0.0005334466113708913, "m": 0.5099277496337891 }, { "p": 0.0510922372341156, "m": 0.5099277496337891 }, { "p": 0.08122982829809189, "m": 0.5099277496337891 }, { "p": 0.06838463991880417, "m": 0.5099277496337891 } ] }, { "epoch": 81, "train_loss": 0.8956137299537659, "val_loss": 0.9775975942611694, "acc": 70.58, "time": 121.74490565499946, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07198479026556015, "m": 0.29163795709609985 }, { "p": 0.043364617973566055, "m": 0.29163795709609985 }, { "p": 0.09146738052368164, "m": 0.29163795709609985 }, { "p": 0.02313934452831745, "m": 0.29163795709609985 }, { "p": 0.03562750294804573, "m": 0.29163795709609985 }, { "p": 0.03162876144051552, "m": 0.29163795709609985 }, { "p": 0.04465930536389351, "m": 0.29163795709609985 }, { "p": 0.050475139170885086, "m": 0.29163795709609985 }, { "p": 0.05696634575724602, "m": 0.29163795709609985 }, { "p": 0.08545204252004623, "m": 0.29163795709609985 }, { "p": 0.022713709622621536, "m": 0.29163795709609985 }, { "p": 0.05928616598248482, "m": 0.29163795709609985 }, { "p": 0.07160309702157974, "m": 0.29163795709609985 }, { "p": 0.07178454101085663, "m": 0.29163795709609985 }, { "p": 0.07091853767633438, "m": 0.29163795709609985 }, { "p": 0.0486898198723793, "m": 0.29163795709609985 }, { "p": 0.07944352179765701, "m": 0.29163795709609985 }, { "p": 0.04079537093639374, "m": 0.29163795709609985 } ] }, { "epoch": 82, "train_loss": 1.0306376218795776, "val_loss": 0.9065428972244263, "acc": 70.62, "time": 121.9828446800002, "mix_dist": 0.800000011920929, "param": [ { "p": 0.03818798065185547, "m": 0.3873102366924286 }, { "p": 0.044199906289577484, "m": 0.3873102366924286 }, { "p": 0.08097493648529053, "m": 0.3873102366924286 }, { "p": 0.04248473420739174, "m": 0.3873102366924286 }, { "p": 0.047792017459869385, "m": 0.3873102366924286 }, { "p": 0.0053623514249920845, "m": 0.3873102366924286 }, { "p": 0.05688333883881569, "m": 0.3873102366924286 }, { "p": 0.04827844724059105, "m": 0.3873102366924286 }, { "p": 0.05700303986668587, "m": 0.3873102366924286 }, { "p": 0.08349930495023727, "m": 0.3873102366924286 }, { "p": 0.0713825449347496, "m": 0.3873102366924286 }, { "p": 0.06722180545330048, "m": 0.3873102366924286 }, { "p": 0.052558597177267075, "m": 0.3873102366924286 }, { "p": 0.056596819311380386, "m": 0.3873102366924286 }, { "p": 0.06371358036994934, "m": 0.3873102366924286 }, { "p": 0.049724072217941284, "m": 0.3873102366924286 }, { "p": 0.08226579427719116, "m": 0.3873102366924286 }, { "p": 0.05187069997191429, "m": 0.3873102366924286 } ] }, { "epoch": 83, "train_loss": 0.8066698312759399, "val_loss": 0.9172303080558777, "acc": 70.44, "time": 124.35577791799915, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07119764387607574, "m": 0.34150734543800354 }, { "p": 0.028731951490044594, "m": 0.34150734543800354 }, { "p": 0.08245494961738586, "m": 0.34150734543800354 }, { "p": 0.02796047180891037, "m": 0.34150734543800354 }, { "p": 0.04071500524878502, "m": 0.34150734543800354 }, { "p": 0.04925505071878433, "m": 0.34150734543800354 }, { "p": 0.07176253944635391, "m": 0.34150734543800354 }, { "p": 0.02297615259885788, "m": 0.34150734543800354 }, { "p": 0.061153776943683624, "m": 0.34150734543800354 }, { "p": 0.07743825763463974, "m": 0.34150734543800354 }, { "p": 0.05643827095627785, "m": 0.34150734543800354 }, { "p": 0.060039106756448746, "m": 0.34150734543800354 }, { "p": 0.07001752406358719, "m": 0.34150734543800354 }, { "p": 0.07214679569005966, "m": 0.34150734543800354 }, { "p": 0.03430889546871185, "m": 0.34150734543800354 }, { "p": 0.0425826832652092, "m": 0.34150734543800354 }, { "p": 0.07034436613321304, "m": 0.34150734543800354 }, { "p": 0.06047651916742325, "m": 0.34150734543800354 } ] }, { "epoch": 84, "train_loss": 0.9049781560897827, "val_loss": 0.9959335923194885, "acc": 70.38, "time": 122.6182542430015, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06901833415031433, "m": 0.3554118275642395 }, { "p": 0.03950268030166626, "m": 0.3554118275642395 }, { "p": 0.0735708549618721, "m": 0.3554118275642395 }, { "p": 0.03132754936814308, "m": 0.3554118275642395 }, { "p": 0.026954274624586105, "m": 0.3554118275642395 }, { "p": 0.048846643418073654, "m": 0.3554118275642395 }, { "p": 0.05141730234026909, "m": 0.3554118275642395 }, { "p": 0.056874267756938934, "m": 0.3554118275642395 }, { "p": 0.06647215783596039, "m": 0.3554118275642395 }, { "p": 0.08118823170661926, "m": 0.3554118275642395 }, { "p": 0.04126404598355293, "m": 0.3554118275642395 }, { "p": 0.09067477285861969, "m": 0.3554118275642395 }, { "p": 0.06025008484721184, "m": 0.3554118275642395 }, { "p": 0.05756068974733353, "m": 0.3554118275642395 }, { "p": 0.05127597600221634, "m": 0.3554118275642395 }, { "p": 0.05366487056016922, "m": 0.3554118275642395 }, { "p": 0.05261344835162163, "m": 0.3554118275642395 }, { "p": 0.04752388969063759, "m": 0.3554118275642395 } ] }, { "epoch": 85, "train_loss": 1.0871936082839966, "val_loss": 0.9386918544769287, "acc": 70.3, "time": 123.57673928199983, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07560116797685623, "m": 0.5324490070343018 }, { "p": 0.04837952181696892, "m": 0.5324490070343018 }, { "p": 0.0809239074587822, "m": 0.5324490070343018 }, { "p": 0.03990631923079491, "m": 0.5324490070343018 }, { "p": 0.03690960258245468, "m": 0.5324490070343018 }, { "p": 0.027495630085468292, "m": 0.5324490070343018 }, { "p": 0.03556641936302185, "m": 0.5324490070343018 }, { "p": 0.05341305211186409, "m": 0.5324490070343018 }, { "p": 0.05995648354291916, "m": 0.5324490070343018 }, { "p": 0.057119905948638916, "m": 0.5324490070343018 }, { "p": 0.051737453788518906, "m": 0.5324490070343018 }, { "p": 0.0720088854432106, "m": 0.5324490070343018 }, { "p": 0.05245477706193924, "m": 0.5324490070343018 }, { "p": 0.07814372330904007, "m": 0.5324490070343018 }, { "p": 0.05160445719957352, "m": 0.5324490070343018 }, { "p": 0.05421583727002144, "m": 0.5324490070343018 }, { "p": 0.0733535960316658, "m": 0.5324490070343018 }, { "p": 0.05120927467942238, "m": 0.5324490070343018 } ] }, { "epoch": 86, "train_loss": 1.2698798179626465, "val_loss": 0.9114044308662415, "acc": 70.86, "time": 123.54493431999981, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06120160222053528, "m": 0.48041146993637085 }, { "p": 0.022004494443535805, "m": 0.48041146993637085 }, { "p": 0.08315977454185486, "m": 0.48041146993637085 }, { "p": 0.03917830437421799, "m": 0.48041146993637085 }, { "p": 0.046748604625463486, "m": 0.48041146993637085 }, { "p": 0.05131669342517853, "m": 0.48041146993637085 }, { "p": 0.05415705218911171, "m": 0.48041146993637085 }, { "p": 0.0701722502708435, "m": 0.48041146993637085 }, { "p": 0.07420966774225235, "m": 0.48041146993637085 }, { "p": 0.050608474761247635, "m": 0.48041146993637085 }, { "p": 0.065019890666008, "m": 0.48041146993637085 }, { "p": 0.07031102478504181, "m": 0.48041146993637085 }, { "p": 0.05038132146000862, "m": 0.48041146993637085 }, { "p": 0.060275740921497345, "m": 0.48041146993637085 }, { "p": 0.06909522414207458, "m": 0.48041146993637085 }, { "p": 0.019037391990423203, "m": 0.48041146993637085 }, { "p": 0.05906536430120468, "m": 0.48041146993637085 }, { "p": 0.05405721068382263, "m": 0.48041146993637085 } ] }, { "epoch": 87, "train_loss": 1.2721734046936035, "val_loss": 0.8072661757469177, "acc": 71.01, "time": 123.3530918969991, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06661908328533173, "m": 0.5482826232910156 }, { "p": 0.02522720769047737, "m": 0.5482826232910156 }, { "p": 0.08235666155815125, "m": 0.5482826232910156 }, { "p": 0.04171178117394447, "m": 0.5482826232910156 }, { "p": 0.03645507991313934, "m": 0.5482826232910156 }, { "p": 0.05145400017499924, "m": 0.5482826232910156 }, { "p": 0.004329347517341375, "m": 0.5482826232910156 }, { "p": 0.03970111161470413, "m": 0.5482826232910156 }, { "p": 0.07302574813365936, "m": 0.5482826232910156 }, { "p": 0.06035298481583595, "m": 0.5482826232910156 }, { "p": 0.07576802372932434, "m": 0.5482826232910156 }, { "p": 0.07411164790391922, "m": 0.5482826232910156 }, { "p": 0.09319145232439041, "m": 0.5482826232910156 }, { "p": 0.07602866739034653, "m": 0.5482826232910156 }, { "p": 0.057090941816568375, "m": 0.5482826232910156 }, { "p": 0.04900265485048294, "m": 0.5482826232910156 }, { "p": 0.049569740891456604, "m": 0.5482826232910156 }, { "p": 0.04400387033820152, "m": 0.5482826232910156 } ] }, { "epoch": 88, "train_loss": 1.1358803510665894, "val_loss": 0.9098999500274658, "acc": 70.65, "time": 122.35320729399973, "mix_dist": 0.800000011920929, "param": [ { "p": 0.09475136548280716, "m": 0.5631148219108582 }, { "p": 0.04064960777759552, "m": 0.5631148219108582 }, { "p": 0.07701563835144043, "m": 0.5631148219108582 }, { "p": 0.03119080327451229, "m": 0.5631148219108582 }, { "p": 0.0008572292281314731, "m": 0.5631148219108582 }, { "p": 0.01691327430307865, "m": 0.5631148219108582 }, { "p": 0.06429518014192581, "m": 0.5631148219108582 }, { "p": 0.039134833961725235, "m": 0.5631148219108582 }, { "p": 0.07480401545763016, "m": 0.5631148219108582 }, { "p": 0.0693635419011116, "m": 0.5631148219108582 }, { "p": 0.037222132086753845, "m": 0.5631148219108582 }, { "p": 0.07024676352739334, "m": 0.5631148219108582 }, { "p": 0.06748851388692856, "m": 0.5631148219108582 }, { "p": 0.059861160814762115, "m": 0.5631148219108582 }, { "p": 0.05720752105116844, "m": 0.5631148219108582 }, { "p": 0.06138372793793678, "m": 0.5631148219108582 }, { "p": 0.07764838635921478, "m": 0.5631148219108582 }, { "p": 0.05996637046337128, "m": 0.5631148219108582 } ] }, { "epoch": 89, "train_loss": 0.9698711633682251, "val_loss": 0.7989152073860168, "acc": 70.78, "time": 121.4876214019987, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0699961706995964, "m": 0.5125903487205505 }, { "p": 0.027129074558615685, "m": 0.5125903487205505 }, { "p": 0.08966854214668274, "m": 0.5125903487205505 }, { "p": 0.03175828233361244, "m": 0.5125903487205505 }, { "p": 0.035764455795288086, "m": 0.5125903487205505 }, { "p": 0.045296624302864075, "m": 0.5125903487205505 }, { "p": 0.05262693762779236, "m": 0.5125903487205505 }, { "p": 0.04977387189865112, "m": 0.5125903487205505 }, { "p": 0.04957163706421852, "m": 0.5125903487205505 }, { "p": 0.05800425633788109, "m": 0.5125903487205505 }, { "p": 0.06579633057117462, "m": 0.5125903487205505 }, { "p": 0.08404241502285004, "m": 0.5125903487205505 }, { "p": 0.07340819388628006, "m": 0.5125903487205505 }, { "p": 0.06862205266952515, "m": 0.5125903487205505 }, { "p": 0.04979527369141579, "m": 0.5125903487205505 }, { "p": 0.041282087564468384, "m": 0.5125903487205505 }, { "p": 0.0657835379242897, "m": 0.5125903487205505 }, { "p": 0.04168018698692322, "m": 0.5125903487205505 } ] }, { "epoch": 90, "train_loss": 0.9650312662124634, "val_loss": 0.8512747287750244, "acc": 71.11, "time": 117.65071626399913, "mix_dist": 0.800000011920929, "param": [ { "p": 0.039031825959682465, "m": 0.48046600818634033 }, { "p": 0.05238616466522217, "m": 0.48046600818634033 }, { "p": 0.08093796670436859, "m": 0.48046600818634033 }, { "p": 0.03947928175330162, "m": 0.48046600818634033 }, { "p": 0.029951835051178932, "m": 0.48046600818634033 }, { "p": 0.030316844582557678, "m": 0.48046600818634033 }, { "p": 0.04500103369355202, "m": 0.48046600818634033 }, { "p": 0.06561173498630524, "m": 0.48046600818634033 }, { "p": 0.05414532124996185, "m": 0.48046600818634033 }, { "p": 0.0803447961807251, "m": 0.48046600818634033 }, { "p": 0.061753496527671814, "m": 0.48046600818634033 }, { "p": 0.059653546661138535, "m": 0.48046600818634033 }, { "p": 0.08334580808877945, "m": 0.48046600818634033 }, { "p": 0.0812702625989914, "m": 0.48046600818634033 }, { "p": 0.054672546684741974, "m": 0.48046600818634033 }, { "p": 0.050663918256759644, "m": 0.48046600818634033 }, { "p": 0.05217244476079941, "m": 0.48046600818634033 }, { "p": 0.03926118463277817, "m": 0.48046600818634033 } ] }, { "epoch": 91, "train_loss": 1.175072431564331, "val_loss": 0.8678726553916931, "acc": 70.75, "time": 127.49022748800053, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0550604946911335, "m": 0.5489832162857056 }, { "p": 0.041760265827178955, "m": 0.5489832162857056 }, { "p": 0.08077315986156464, "m": 0.5489832162857056 }, { "p": 0.03341525420546532, "m": 0.5489832162857056 }, { "p": 0.043421678245067596, "m": 0.5489832162857056 }, { "p": 0.041676755994558334, "m": 0.5489832162857056 }, { "p": 0.059579282999038696, "m": 0.5489832162857056 }, { "p": 0.043220192193984985, "m": 0.5489832162857056 }, { "p": 0.041996896266937256, "m": 0.5489832162857056 }, { "p": 0.06571560353040695, "m": 0.5489832162857056 }, { "p": 0.0827108696103096, "m": 0.5489832162857056 }, { "p": 0.08653305470943451, "m": 0.5489832162857056 }, { "p": 0.06323540210723877, "m": 0.5489832162857056 }, { "p": 0.09037275612354279, "m": 0.5489832162857056 }, { "p": 0.06601446866989136, "m": 0.5489832162857056 }, { "p": 0.034179460257291794, "m": 0.5489832162857056 }, { "p": 0.02708248421549797, "m": 0.5489832162857056 }, { "p": 0.04325186833739281, "m": 0.5489832162857056 } ] }, { "epoch": 92, "train_loss": 0.7639639973640442, "val_loss": 0.9299468994140625, "acc": 70.91, "time": 120.13319812300142, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0716317668557167, "m": 0.5818445086479187 }, { "p": 0.025930389761924744, "m": 0.5818445086479187 }, { "p": 0.08574236929416656, "m": 0.5818445086479187 }, { "p": 0.018811888992786407, "m": 0.5818445086479187 }, { "p": 0.03975364938378334, "m": 0.5818445086479187 }, { "p": 0.04091174900531769, "m": 0.5818445086479187 }, { "p": 0.05030831694602966, "m": 0.5818445086479187 }, { "p": 0.04452778398990631, "m": 0.5818445086479187 }, { "p": 0.07898678630590439, "m": 0.5818445086479187 }, { "p": 0.054391976445913315, "m": 0.5818445086479187 }, { "p": 0.05777127668261528, "m": 0.5818445086479187 }, { "p": 0.05762456730008125, "m": 0.5818445086479187 }, { "p": 0.07707230746746063, "m": 0.5818445086479187 }, { "p": 0.06516707688570023, "m": 0.5818445086479187 }, { "p": 0.06460951268672943, "m": 0.5818445086479187 }, { "p": 0.057984013110399246, "m": 0.5818445086479187 }, { "p": 0.06942887604236603, "m": 0.5818445086479187 }, { "p": 0.03934565559029579, "m": 0.5818445086479187 } ] }, { "epoch": 93, "train_loss": 1.0572409629821777, "val_loss": 0.8415981531143188, "acc": 70.91, "time": 121.36848570700022, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07332058250904083, "m": 0.5833257436752319 }, { "p": 0.055868446826934814, "m": 0.5833257436752319 }, { "p": 0.08444887399673462, "m": 0.5833257436752319 }, { "p": 0.03749501332640648, "m": 0.5833257436752319 }, { "p": 0.026406846940517426, "m": 0.5833257436752319 }, { "p": 0.03587576746940613, "m": 0.5833257436752319 }, { "p": 0.05918077751994133, "m": 0.5833257436752319 }, { "p": 0.011715095490217209, "m": 0.5833257436752319 }, { "p": 0.032048966735601425, "m": 0.5833257436752319 }, { "p": 0.08686044067144394, "m": 0.5833257436752319 }, { "p": 0.04982998967170715, "m": 0.5833257436752319 }, { "p": 0.07045342028141022, "m": 0.5833257436752319 }, { "p": 0.08256559818983078, "m": 0.5833257436752319 }, { "p": 0.06204574555158615, "m": 0.5833257436752319 }, { "p": 0.07097291946411133, "m": 0.5833257436752319 }, { "p": 0.04601382091641426, "m": 0.5833257436752319 }, { "p": 0.06833679229021072, "m": 0.5833257436752319 }, { "p": 0.04656095802783966, "m": 0.5833257436752319 } ] }, { "epoch": 94, "train_loss": 0.9289752244949341, "val_loss": 0.7264915108680725, "acc": 70.87, "time": 119.99085371399997, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06911662220954895, "m": 0.5885235667228699 }, { "p": 0.03730835020542145, "m": 0.5885235667228699 }, { "p": 0.07273905724287033, "m": 0.5885235667228699 }, { "p": 0.04107626900076866, "m": 0.5885235667228699 }, { "p": 0.03388701006770134, "m": 0.5885235667228699 }, { "p": 0.04993181303143501, "m": 0.5885235667228699 }, { "p": 0.054558709263801575, "m": 0.5885235667228699 }, { "p": 0.04905031621456146, "m": 0.5885235667228699 }, { "p": 0.059275563806295395, "m": 0.5885235667228699 }, { "p": 0.08068376034498215, "m": 0.5885235667228699 }, { "p": 0.056656841188669205, "m": 0.5885235667228699 }, { "p": 0.07278919219970703, "m": 0.5885235667228699 }, { "p": 0.06641362607479095, "m": 0.5885235667228699 }, { "p": 0.0619170255959034, "m": 0.5885235667228699 }, { "p": 0.061468277126550674, "m": 0.5885235667228699 }, { "p": 0.03812494874000549, "m": 0.5885235667228699 }, { "p": 0.0482502318918705, "m": 0.5885235667228699 }, { "p": 0.046752505004405975, "m": 0.5885235667228699 } ] }, { "epoch": 95, "train_loss": 0.9300045967102051, "val_loss": 1.0720490217208862, "acc": 70.93, "time": 118.12595797599897, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07670745253562927, "m": 0.5694159865379333 }, { "p": 0.01485870499163866, "m": 0.5694159865379333 }, { "p": 0.07642633467912674, "m": 0.5694159865379333 }, { "p": 0.029196055606007576, "m": 0.5694159865379333 }, { "p": 0.03049721196293831, "m": 0.5694159865379333 }, { "p": 0.039395421743392944, "m": 0.5694159865379333 }, { "p": 0.04711803048849106, "m": 0.5694159865379333 }, { "p": 0.0668126568198204, "m": 0.5694159865379333 }, { "p": 0.06482239812612534, "m": 0.5694159865379333 }, { "p": 0.06308361142873764, "m": 0.5694159865379333 }, { "p": 0.054672062397003174, "m": 0.5694159865379333 }, { "p": 0.08060959726572037, "m": 0.5694159865379333 }, { "p": 0.0632210522890091, "m": 0.5694159865379333 }, { "p": 0.07229055464267731, "m": 0.5694159865379333 }, { "p": 0.07319606095552444, "m": 0.5694159865379333 }, { "p": 0.04889247938990593, "m": 0.5694159865379333 }, { "p": 0.05308694764971733, "m": 0.5694159865379333 }, { "p": 0.04511334374547005, "m": 0.5694159865379333 } ] }, { "epoch": 96, "train_loss": 1.0937659740447998, "val_loss": 1.100434422492981, "acc": 70.36, "time": 124.0874533039987, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06733237206935883, "m": 0.48425382375717163 }, { "p": 0.04711591824889183, "m": 0.48425382375717163 }, { "p": 0.03120635263621807, "m": 0.48425382375717163 }, { "p": 0.04796721041202545, "m": 0.48425382375717163 }, { "p": 0.035566870123147964, "m": 0.48425382375717163 }, { "p": 0.0365307442843914, "m": 0.48425382375717163 }, { "p": 0.06546168774366379, "m": 0.48425382375717163 }, { "p": 0.04681866616010666, "m": 0.48425382375717163 }, { "p": 0.07651587575674057, "m": 0.48425382375717163 }, { "p": 0.06141794100403786, "m": 0.48425382375717163 }, { "p": 0.04024412855505943, "m": 0.48425382375717163 }, { "p": 0.07187794893980026, "m": 0.48425382375717163 }, { "p": 0.07642649859189987, "m": 0.48425382375717163 }, { "p": 0.07597290724515915, "m": 0.48425382375717163 }, { "p": 0.06257475167512894, "m": 0.48425382375717163 }, { "p": 0.04584907740354538, "m": 0.48425382375717163 }, { "p": 0.055716466158628464, "m": 0.48425382375717163 }, { "p": 0.05540464445948601, "m": 0.48425382375717163 } ] }, { "epoch": 97, "train_loss": 1.018048644065857, "val_loss": 0.8951194286346436, "acc": 72.3, "time": 125.48675309400096, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07841693609952927, "m": 0.4748852849006653 }, { "p": 0.04434288293123245, "m": 0.4748852849006653 }, { "p": 0.07977726310491562, "m": 0.4748852849006653 }, { "p": 0.031816788017749786, "m": 0.4748852849006653 }, { "p": 0.04168033227324486, "m": 0.4748852849006653 }, { "p": 0.037217721343040466, "m": 0.4748852849006653 }, { "p": 0.05192277580499649, "m": 0.4748852849006653 }, { "p": 0.056755516678094864, "m": 0.4748852849006653 }, { "p": 0.05483689904212952, "m": 0.4748852849006653 }, { "p": 0.06824872642755508, "m": 0.4748852849006653 }, { "p": 0.06084835156798363, "m": 0.4748852849006653 }, { "p": 0.07659231126308441, "m": 0.4748852849006653 }, { "p": 0.0764990821480751, "m": 0.4748852849006653 }, { "p": 0.06204704940319061, "m": 0.4748852849006653 }, { "p": 0.04299692437052727, "m": 0.4748852849006653 }, { "p": 0.050225045531988144, "m": 0.4748852849006653 }, { "p": 0.035798363387584686, "m": 0.4748852849006653 }, { "p": 0.04997704178094864, "m": 0.4748852849006653 } ] }, { "epoch": 98, "train_loss": 1.176024317741394, "val_loss": 0.7683839201927185, "acc": 71.27, "time": 119.43561083300119, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0694194883108139, "m": 0.5336653590202332 }, { "p": 0.048605065792798996, "m": 0.5336653590202332 }, { "p": 0.08672800660133362, "m": 0.5336653590202332 }, { "p": 0.01838252693414688, "m": 0.5336653590202332 }, { "p": 0.036099690943956375, "m": 0.5336653590202332 }, { "p": 0.04543285071849823, "m": 0.5336653590202332 }, { "p": 0.03325159475207329, "m": 0.5336653590202332 }, { "p": 0.06029587239027023, "m": 0.5336653590202332 }, { "p": 0.0593121275305748, "m": 0.5336653590202332 }, { "p": 0.07353683561086655, "m": 0.5336653590202332 }, { "p": 0.05535048246383667, "m": 0.5336653590202332 }, { "p": 0.0297196414321661, "m": 0.5336653590202332 }, { "p": 0.06449294090270996, "m": 0.5336653590202332 }, { "p": 0.08028019219636917, "m": 0.5336653590202332 }, { "p": 0.05405793339014053, "m": 0.5336653590202332 }, { "p": 0.05965759977698326, "m": 0.5336653590202332 }, { "p": 0.06312227249145508, "m": 0.5336653590202332 }, { "p": 0.06225490942597389, "m": 0.5336653590202332 } ] }, { "epoch": 99, "train_loss": 0.9613800048828125, "val_loss": 1.0439488887786865, "acc": 71.12, "time": 115.96910759300044, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07229219377040863, "m": 0.39123088121414185 }, { "p": 0.05057048052549362, "m": 0.39123088121414185 }, { "p": 0.08711831271648407, "m": 0.39123088121414185 }, { "p": 0.02156500518321991, "m": 0.39123088121414185 }, { "p": 0.04579305276274681, "m": 0.39123088121414185 }, { "p": 0.03508903458714485, "m": 0.39123088121414185 }, { "p": 0.056377001106739044, "m": 0.39123088121414185 }, { "p": 0.04900470748543739, "m": 0.39123088121414185 }, { "p": 0.038995999842882156, "m": 0.39123088121414185 }, { "p": 0.08268674463033676, "m": 0.39123088121414185 }, { "p": 0.04744114726781845, "m": 0.39123088121414185 }, { "p": 0.06513790041208267, "m": 0.39123088121414185 }, { "p": 0.06664406508207321, "m": 0.39123088121414185 }, { "p": 0.06818988174200058, "m": 0.39123088121414185 }, { "p": 0.060646798461675644, "m": 0.39123088121414185 }, { "p": 0.06293303519487381, "m": 0.39123088121414185 }, { "p": 0.0455138273537159, "m": 0.39123088121414185 }, { "p": 0.04400084167718887, "m": 0.39123088121414185 } ] }, { "epoch": 100, "train_loss": 0.6131500005722046, "val_loss": 0.8569245934486389, "acc": 71.58, "time": 117.62499512700015, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06378612667322159, "m": 0.22079233825206757 }, { "p": 0.05518760532140732, "m": 0.22079233825206757 }, { "p": 0.06520136445760727, "m": 0.22079233825206757 }, { "p": 0.04776505380868912, "m": 0.22079233825206757 }, { "p": 0.05336272716522217, "m": 0.22079233825206757 }, { "p": 0.014955353923141956, "m": 0.22079233825206757 }, { "p": 0.054911352694034576, "m": 0.22079233825206757 }, { "p": 0.03940762206912041, "m": 0.22079233825206757 }, { "p": 0.07451147586107254, "m": 0.22079233825206757 }, { "p": 0.08300423622131348, "m": 0.22079233825206757 }, { "p": 0.041004203259944916, "m": 0.22079233825206757 }, { "p": 0.07564399391412735, "m": 0.22079233825206757 }, { "p": 0.06318965554237366, "m": 0.22079233825206757 }, { "p": 0.08546478301286697, "m": 0.22079233825206757 }, { "p": 0.05348505452275276, "m": 0.22079233825206757 }, { "p": 0.038192860782146454, "m": 0.22079233825206757 }, { "p": 0.055656466633081436, "m": 0.22079233825206757 }, { "p": 0.035269953310489655, "m": 0.22079233825206757 } ] }, { "epoch": 101, "train_loss": 0.9070272445678711, "val_loss": 0.918816089630127, "acc": 71.57, "time": 121.5134170729998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.058838993310928345, "m": 0.34522685408592224 }, { "p": 0.04956476390361786, "m": 0.34522685408592224 }, { "p": 0.07701381295919418, "m": 0.34522685408592224 }, { "p": 0.05208740010857582, "m": 0.34522685408592224 }, { "p": 0.04521294683218002, "m": 0.34522685408592224 }, { "p": 0.05144596844911575, "m": 0.34522685408592224 }, { "p": 0.041064951568841934, "m": 0.34522685408592224 }, { "p": 0.061592429876327515, "m": 0.34522685408592224 }, { "p": 0.038282088935375214, "m": 0.34522685408592224 }, { "p": 0.05712829902768135, "m": 0.34522685408592224 }, { "p": 0.05542711168527603, "m": 0.34522685408592224 }, { "p": 0.04817451164126396, "m": 0.34522685408592224 }, { "p": 0.0675198957324028, "m": 0.34522685408592224 }, { "p": 0.08368959277868271, "m": 0.34522685408592224 }, { "p": 0.07898461073637009, "m": 0.34522685408592224 }, { "p": 0.02928636036813259, "m": 0.34522685408592224 }, { "p": 0.05499736964702606, "m": 0.34522685408592224 }, { "p": 0.049688830971717834, "m": 0.34522685408592224 } ] }, { "epoch": 102, "train_loss": 0.7969561815261841, "val_loss": 1.0652896165847778, "acc": 71.19, "time": 122.39027814200017, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06981313973665237, "m": 0.1161629855632782 }, { "p": 0.04404409974813461, "m": 0.1161629855632782 }, { "p": 0.06623965501785278, "m": 0.1161629855632782 }, { "p": 0.050605304539203644, "m": 0.1161629855632782 }, { "p": 0.05259111523628235, "m": 0.1161629855632782 }, { "p": 0.02473243698477745, "m": 0.1161629855632782 }, { "p": 0.05449511110782623, "m": 0.1161629855632782 }, { "p": 0.03423747420310974, "m": 0.1161629855632782 }, { "p": 0.06737076491117477, "m": 0.1161629855632782 }, { "p": 0.09246715903282166, "m": 0.1161629855632782 }, { "p": 0.05967475473880768, "m": 0.1161629855632782 }, { "p": 0.026919536292552948, "m": 0.1161629855632782 }, { "p": 0.07066234946250916, "m": 0.1161629855632782 }, { "p": 0.05699708312749863, "m": 0.1161629855632782 }, { "p": 0.07367923855781555, "m": 0.1161629855632782 }, { "p": 0.0333656370639801, "m": 0.1161629855632782 }, { "p": 0.057163383811712265, "m": 0.1161629855632782 }, { "p": 0.06494193524122238, "m": 0.1161629855632782 } ] }, { "epoch": 103, "train_loss": 0.7373018264770508, "val_loss": 0.8388636708259583, "acc": 70.91, "time": 119.46067337299974, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0212501659989357, "m": 0.20787040889263153 }, { "p": 0.056729815900325775, "m": 0.20787040889263153 }, { "p": 0.08569669723510742, "m": 0.20787040889263153 }, { "p": 0.026916615664958954, "m": 0.20787040889263153 }, { "p": 0.07213106006383896, "m": 0.20787040889263153 }, { "p": 0.011977527290582657, "m": 0.20787040889263153 }, { "p": 0.07590721547603607, "m": 0.20787040889263153 }, { "p": 0.03020840510725975, "m": 0.20787040889263153 }, { "p": 0.044178180396556854, "m": 0.20787040889263153 }, { "p": 0.05046091601252556, "m": 0.20787040889263153 }, { "p": 0.06547991186380386, "m": 0.20787040889263153 }, { "p": 0.07036957889795303, "m": 0.20787040889263153 }, { "p": 0.09078778326511383, "m": 0.20787040889263153 }, { "p": 0.06121619790792465, "m": 0.20787040889263153 }, { "p": 0.08384334295988083, "m": 0.20787040889263153 }, { "p": 0.04991912096738815, "m": 0.20787040889263153 }, { "p": 0.0615123026072979, "m": 0.20787040889263153 }, { "p": 0.04141516983509064, "m": 0.20787040889263153 } ] }, { "epoch": 104, "train_loss": 1.2056162357330322, "val_loss": 1.0505410432815552, "acc": 70.46, "time": 120.37399461699897, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06562880426645279, "m": 0.28600814938545227 }, { "p": 0.04247228056192398, "m": 0.28600814938545227 }, { "p": 0.09166431427001953, "m": 0.28600814938545227 }, { "p": 0.03922076150774956, "m": 0.28600814938545227 }, { "p": 0.04525933042168617, "m": 0.28600814938545227 }, { "p": 0.05774661526083946, "m": 0.28600814938545227 }, { "p": 0.0366034172475338, "m": 0.28600814938545227 }, { "p": 0.039803870022296906, "m": 0.28600814938545227 }, { "p": 0.06526245176792145, "m": 0.28600814938545227 }, { "p": 0.06903881579637527, "m": 0.28600814938545227 }, { "p": 0.039607323706150055, "m": 0.28600814938545227 }, { "p": 0.03399767726659775, "m": 0.28600814938545227 }, { "p": 0.03950851038098335, "m": 0.28600814938545227 }, { "p": 0.07493318617343903, "m": 0.28600814938545227 }, { "p": 0.0689677819609642, "m": 0.28600814938545227 }, { "p": 0.06618963181972504, "m": 0.28600814938545227 }, { "p": 0.059303756803274155, "m": 0.28600814938545227 }, { "p": 0.06479153782129288, "m": 0.28600814938545227 } ] }, { "epoch": 105, "train_loss": 0.5930614471435547, "val_loss": 0.930048942565918, "acc": 71.33, "time": 120.70463736999955, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05809810012578964, "m": 0.3153316080570221 }, { "p": 0.038919780403375626, "m": 0.3153316080570221 }, { "p": 0.08022451400756836, "m": 0.3153316080570221 }, { "p": 0.04472126066684723, "m": 0.3153316080570221 }, { "p": 0.04262470826506615, "m": 0.3153316080570221 }, { "p": 0.049728598445653915, "m": 0.3153316080570221 }, { "p": 0.058299798518419266, "m": 0.3153316080570221 }, { "p": 0.01659029722213745, "m": 0.3153316080570221 }, { "p": 0.05867166072130203, "m": 0.3153316080570221 }, { "p": 0.06645034998655319, "m": 0.3153316080570221 }, { "p": 0.06563472002744675, "m": 0.3153316080570221 }, { "p": 0.06085320562124252, "m": 0.3153316080570221 }, { "p": 0.07240071147680283, "m": 0.3153316080570221 }, { "p": 0.06693773716688156, "m": 0.3153316080570221 }, { "p": 0.06201700121164322, "m": 0.3153316080570221 }, { "p": 0.043077826499938965, "m": 0.3153316080570221 }, { "p": 0.06609969586133957, "m": 0.3153316080570221 }, { "p": 0.04864999279379845, "m": 0.3153316080570221 } ] }, { "epoch": 106, "train_loss": 0.5218369960784912, "val_loss": 0.939167857170105, "acc": 70.91, "time": 122.59611128399956, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06103380024433136, "m": 0.25148871541023254 }, { "p": 0.06078050285577774, "m": 0.25148871541023254 }, { "p": 0.07493045181035995, "m": 0.25148871541023254 }, { "p": 0.02982153929769993, "m": 0.25148871541023254 }, { "p": 0.033985916525125504, "m": 0.25148871541023254 }, { "p": 0.04759025573730469, "m": 0.25148871541023254 }, { "p": 0.05094129964709282, "m": 0.25148871541023254 }, { "p": 0.05075932666659355, "m": 0.25148871541023254 }, { "p": 0.0618782676756382, "m": 0.25148871541023254 }, { "p": 0.061041802167892456, "m": 0.25148871541023254 }, { "p": 0.059447672218084335, "m": 0.25148871541023254 }, { "p": 0.06463413685560226, "m": 0.25148871541023254 }, { "p": 0.06686069071292877, "m": 0.25148871541023254 }, { "p": 0.058206118643283844, "m": 0.25148871541023254 }, { "p": 0.05803385004401207, "m": 0.25148871541023254 }, { "p": 0.06413570791482925, "m": 0.25148871541023254 }, { "p": 0.05548945441842079, "m": 0.25148871541023254 }, { "p": 0.040429167449474335, "m": 0.25148871541023254 } ] }, { "epoch": 107, "train_loss": 1.0786776542663574, "val_loss": 1.01655113697052, "acc": 70.86, "time": 121.79649240900108, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06268980354070663, "m": 0.2521297037601471 }, { "p": 0.034649450331926346, "m": 0.2521297037601471 }, { "p": 0.09201674163341522, "m": 0.2521297037601471 }, { "p": 0.030852943658828735, "m": 0.2521297037601471 }, { "p": 0.05038328468799591, "m": 0.2521297037601471 }, { "p": 0.039457958191633224, "m": 0.2521297037601471 }, { "p": 0.05354313179850578, "m": 0.2521297037601471 }, { "p": 0.04125070944428444, "m": 0.2521297037601471 }, { "p": 0.07128674536943436, "m": 0.2521297037601471 }, { "p": 0.034618813544511795, "m": 0.2521297037601471 }, { "p": 0.06491709500551224, "m": 0.2521297037601471 }, { "p": 0.05046432465314865, "m": 0.2521297037601471 }, { "p": 0.09024306386709213, "m": 0.2521297037601471 }, { "p": 0.0408535972237587, "m": 0.2521297037601471 }, { "p": 0.06178773567080498, "m": 0.2521297037601471 }, { "p": 0.06489400565624237, "m": 0.2521297037601471 }, { "p": 0.061247970908880234, "m": 0.2521297037601471 }, { "p": 0.05484249070286751, "m": 0.2521297037601471 } ] }, { "epoch": 108, "train_loss": 0.6442673206329346, "val_loss": 1.1379996538162231, "acc": 71.06, "time": 124.77018499400037, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06282006949186325, "m": 0.21229740977287292 }, { "p": 0.059525199234485626, "m": 0.21229740977287292 }, { "p": 0.09208574891090393, "m": 0.21229740977287292 }, { "p": 0.05448712781071663, "m": 0.21229740977287292 }, { "p": 0.044572606682777405, "m": 0.21229740977287292 }, { "p": 0.038367174565792084, "m": 0.21229740977287292 }, { "p": 0.05982964113354683, "m": 0.21229740977287292 }, { "p": 0.037644460797309875, "m": 0.21229740977287292 }, { "p": 0.061017535626888275, "m": 0.21229740977287292 }, { "p": 0.07738553732633591, "m": 0.21229740977287292 }, { "p": 0.06874829530715942, "m": 0.21229740977287292 }, { "p": 0.0555567629635334, "m": 0.21229740977287292 }, { "p": 0.04541868716478348, "m": 0.21229740977287292 }, { "p": 0.05734962224960327, "m": 0.21229740977287292 }, { "p": 0.04081002622842789, "m": 0.21229740977287292 }, { "p": 0.020129114389419556, "m": 0.21229740977287292 }, { "p": 0.0584554485976696, "m": 0.21229740977287292 }, { "p": 0.06579694151878357, "m": 0.21229740977287292 } ] }, { "epoch": 109, "train_loss": 0.6628081798553467, "val_loss": 0.8971366286277771, "acc": 71.12, "time": 120.69730593399981, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04844111204147339, "m": 0.23597818613052368 }, { "p": 0.04960837587714195, "m": 0.23597818613052368 }, { "p": 0.07924924790859222, "m": 0.23597818613052368 }, { "p": 0.0432676300406456, "m": 0.23597818613052368 }, { "p": 0.058995939791202545, "m": 0.23597818613052368 }, { "p": 0.04976426064968109, "m": 0.23597818613052368 }, { "p": 0.05913447216153145, "m": 0.23597818613052368 }, { "p": 0.021470334380865097, "m": 0.23597818613052368 }, { "p": 0.06268996000289917, "m": 0.23597818613052368 }, { "p": 0.05553651228547096, "m": 0.23597818613052368 }, { "p": 0.07383715361356735, "m": 0.23597818613052368 }, { "p": 0.05729524418711662, "m": 0.23597818613052368 }, { "p": 0.05787225440144539, "m": 0.23597818613052368 }, { "p": 0.047213971614837646, "m": 0.23597818613052368 }, { "p": 0.06430553644895554, "m": 0.23597818613052368 }, { "p": 0.06053491309285164, "m": 0.23597818613052368 }, { "p": 0.06232966482639313, "m": 0.23597818613052368 }, { "p": 0.04845350980758667, "m": 0.23597818613052368 } ] }, { "epoch": 110, "train_loss": 1.2729531526565552, "val_loss": 1.0871702432632446, "acc": 71.27, "time": 122.75820784399912, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06241687014698982, "m": 0.43238314986228943 }, { "p": 0.05394461378455162, "m": 0.43238314986228943 }, { "p": 0.07709187269210815, "m": 0.43238314986228943 }, { "p": 0.04203479364514351, "m": 0.43238314986228943 }, { "p": 0.039820410311222076, "m": 0.43238314986228943 }, { "p": 0.055433738976716995, "m": 0.43238314986228943 }, { "p": 0.05774335563182831, "m": 0.43238314986228943 }, { "p": 0.05013163387775421, "m": 0.43238314986228943 }, { "p": 0.05633429065346718, "m": 0.43238314986228943 }, { "p": 0.07670079171657562, "m": 0.43238314986228943 }, { "p": 0.06039141118526459, "m": 0.43238314986228943 }, { "p": 0.04088853299617767, "m": 0.43238314986228943 }, { "p": 0.048225320875644684, "m": 0.43238314986228943 }, { "p": 0.07576403766870499, "m": 0.43238314986228943 }, { "p": 0.057633526623249054, "m": 0.43238314986228943 }, { "p": 0.052311383187770844, "m": 0.43238314986228943 }, { "p": 0.04655846580862999, "m": 0.43238314986228943 }, { "p": 0.04657488316297531, "m": 0.43238314986228943 } ] }, { "epoch": 111, "train_loss": 1.2524495124816895, "val_loss": 1.063321828842163, "acc": 71.49, "time": 120.18088930200065, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0792398452758789, "m": 0.5324772596359253 }, { "p": 0.028351936489343643, "m": 0.5324772596359253 }, { "p": 0.08147788047790527, "m": 0.5324772596359253 }, { "p": 0.03903675824403763, "m": 0.5324772596359253 }, { "p": 0.045796673744916916, "m": 0.5324772596359253 }, { "p": 0.05080638453364372, "m": 0.5324772596359253 }, { "p": 0.08101749420166016, "m": 0.5324772596359253 }, { "p": 0.036593805998563766, "m": 0.5324772596359253 }, { "p": 0.06453368812799454, "m": 0.5324772596359253 }, { "p": 0.06924471259117126, "m": 0.5324772596359253 }, { "p": 0.04974604398012161, "m": 0.5324772596359253 }, { "p": 0.0539841428399086, "m": 0.5324772596359253 }, { "p": 0.049677252769470215, "m": 0.5324772596359253 }, { "p": 0.06807813793420792, "m": 0.5324772596359253 }, { "p": 0.062463320791721344, "m": 0.5324772596359253 }, { "p": 0.022540677338838577, "m": 0.5324772596359253 }, { "p": 0.06699465215206146, "m": 0.5324772596359253 }, { "p": 0.050416503101587296, "m": 0.5324772596359253 } ] }, { "epoch": 112, "train_loss": 0.5919248461723328, "val_loss": 1.0706051588058472, "acc": 70.91, "time": 116.21570397899995, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06430068612098694, "m": 0.4475802779197693 }, { "p": 0.04028494656085968, "m": 0.4475802779197693 }, { "p": 0.05968804284930229, "m": 0.4475802779197693 }, { "p": 0.038515567779541016, "m": 0.4475802779197693 }, { "p": 0.04593566432595253, "m": 0.4475802779197693 }, { "p": 0.05886457487940788, "m": 0.4475802779197693 }, { "p": 0.0606391467154026, "m": 0.4475802779197693 }, { "p": 0.059557657688856125, "m": 0.4475802779197693 }, { "p": 0.06049846112728119, "m": 0.4475802779197693 }, { "p": 0.066395603120327, "m": 0.4475802779197693 }, { "p": 0.03845848888158798, "m": 0.4475802779197693 }, { "p": 0.05610286444425583, "m": 0.4475802779197693 }, { "p": 0.04620276018977165, "m": 0.4475802779197693 }, { "p": 0.07576236128807068, "m": 0.4475802779197693 }, { "p": 0.06526415050029755, "m": 0.4475802779197693 }, { "p": 0.045778680592775345, "m": 0.4475802779197693 }, { "p": 0.07798206061124802, "m": 0.4475802779197693 }, { "p": 0.039768390357494354, "m": 0.4475802779197693 } ] }, { "epoch": 113, "train_loss": 0.49923184514045715, "val_loss": 1.037726640701294, "acc": 71.35, "time": 116.9676742540014, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06041289120912552, "m": 0.35625171661376953 }, { "p": 0.05443211644887924, "m": 0.35625171661376953 }, { "p": 0.08072628825902939, "m": 0.35625171661376953 }, { "p": 0.031068921089172363, "m": 0.35625171661376953 }, { "p": 0.03703267499804497, "m": 0.35625171661376953 }, { "p": 0.03665262833237648, "m": 0.35625171661376953 }, { "p": 0.06041598692536354, "m": 0.35625171661376953 }, { "p": 0.047375015914440155, "m": 0.35625171661376953 }, { "p": 0.06991102546453476, "m": 0.35625171661376953 }, { "p": 0.07258579879999161, "m": 0.35625171661376953 }, { "p": 0.045458365231752396, "m": 0.35625171661376953 }, { "p": 0.05731198564171791, "m": 0.35625171661376953 }, { "p": 0.05769023299217224, "m": 0.35625171661376953 }, { "p": 0.055513896048069, "m": 0.35625171661376953 }, { "p": 0.07024569064378738, "m": 0.35625171661376953 }, { "p": 0.05915818735957146, "m": 0.35625171661376953 }, { "p": 0.048676781356334686, "m": 0.35625171661376953 }, { "p": 0.05533147603273392, "m": 0.35625171661376953 } ] }, { "epoch": 114, "train_loss": 0.8334329128265381, "val_loss": 0.9835562109947205, "acc": 71.38, "time": 114.8777466219999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07012079656124115, "m": 0.37366729974746704 }, { "p": 0.05890693515539169, "m": 0.37366729974746704 }, { "p": 0.0514691099524498, "m": 0.37366729974746704 }, { "p": 0.035336725413799286, "m": 0.37366729974746704 }, { "p": 0.027791274711489677, "m": 0.37366729974746704 }, { "p": 0.035831473767757416, "m": 0.37366729974746704 }, { "p": 0.06257648020982742, "m": 0.37366729974746704 }, { "p": 0.0711703971028328, "m": 0.37366729974746704 }, { "p": 0.04975605383515358, "m": 0.37366729974746704 }, { "p": 0.06060066074132919, "m": 0.37366729974746704 }, { "p": 0.06563558429479599, "m": 0.37366729974746704 }, { "p": 0.05520596727728844, "m": 0.37366729974746704 }, { "p": 0.04077044501900673, "m": 0.37366729974746704 }, { "p": 0.046426109969615936, "m": 0.37366729974746704 }, { "p": 0.09557276219129562, "m": 0.37366729974746704 }, { "p": 0.05857694149017334, "m": 0.37366729974746704 }, { "p": 0.05663374066352844, "m": 0.37366729974746704 }, { "p": 0.05761848762631416, "m": 0.37366729974746704 } ] }, { "epoch": 115, "train_loss": 0.6909376978874207, "val_loss": 0.7977613806724548, "acc": 71.67, "time": 112.45501648400023, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05627533793449402, "m": 0.2704046070575714 }, { "p": 0.060192376375198364, "m": 0.2704046070575714 }, { "p": 0.08169859647750854, "m": 0.2704046070575714 }, { "p": 0.029170025140047073, "m": 0.2704046070575714 }, { "p": 0.04448522627353668, "m": 0.2704046070575714 }, { "p": 0.045593660324811935, "m": 0.2704046070575714 }, { "p": 0.06367330998182297, "m": 0.2704046070575714 }, { "p": 0.06228075176477432, "m": 0.2704046070575714 }, { "p": 0.05344242602586746, "m": 0.2704046070575714 }, { "p": 0.04753277823328972, "m": 0.2704046070575714 }, { "p": 0.07331056892871857, "m": 0.2704046070575714 }, { "p": 0.059778522700071335, "m": 0.2704046070575714 }, { "p": 0.05724632740020752, "m": 0.2704046070575714 }, { "p": 0.053479522466659546, "m": 0.2704046070575714 }, { "p": 0.060289233922958374, "m": 0.2704046070575714 }, { "p": 0.04071299731731415, "m": 0.2704046070575714 }, { "p": 0.05445398762822151, "m": 0.2704046070575714 }, { "p": 0.056384433060884476, "m": 0.2704046070575714 } ] }, { "epoch": 116, "train_loss": 0.6342217326164246, "val_loss": 1.0546679496765137, "acc": 71.53, "time": 122.95855289800056, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07229245454072952, "m": 0.23910930752754211 }, { "p": 0.04585835337638855, "m": 0.23910930752754211 }, { "p": 0.07021157443523407, "m": 0.23910930752754211 }, { "p": 0.060859404504299164, "m": 0.23910930752754211 }, { "p": 0.06755562871694565, "m": 0.23910930752754211 }, { "p": 0.0531780906021595, "m": 0.23910930752754211 }, { "p": 0.05748913809657097, "m": 0.23910930752754211 }, { "p": 0.055366020649671555, "m": 0.23910930752754211 }, { "p": 0.0556475967168808, "m": 0.23910930752754211 }, { "p": 0.06546016037464142, "m": 0.23910930752754211 }, { "p": 0.06284753233194351, "m": 0.23910930752754211 }, { "p": 0.04918387904763222, "m": 0.23910930752754211 }, { "p": 0.06109926104545593, "m": 0.23910930752754211 }, { "p": 0.052232351154088974, "m": 0.23910930752754211 }, { "p": 0.05589447543025017, "m": 0.23910930752754211 }, { "p": 0.013689638115465641, "m": 0.23910930752754211 }, { "p": 0.07798288017511368, "m": 0.23910930752754211 }, { "p": 0.02315145917236805, "m": 0.23910930752754211 } ] }, { "epoch": 117, "train_loss": 0.8197634220123291, "val_loss": 1.0875458717346191, "acc": 71.5, "time": 127.72470679300022, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07171822339296341, "m": 0.18318110704421997 }, { "p": 0.057588689029216766, "m": 0.18318110704421997 }, { "p": 0.08939167857170105, "m": 0.18318110704421997 }, { "p": 0.0405997596681118, "m": 0.18318110704421997 }, { "p": 0.04365011677145958, "m": 0.18318110704421997 }, { "p": 0.0351635105907917, "m": 0.18318110704421997 }, { "p": 0.06453771889209747, "m": 0.18318110704421997 }, { "p": 0.0372062623500824, "m": 0.18318110704421997 }, { "p": 0.07061848044395447, "m": 0.18318110704421997 }, { "p": 0.06314674019813538, "m": 0.18318110704421997 }, { "p": 0.05406031385064125, "m": 0.18318110704421997 }, { "p": 0.029993830248713493, "m": 0.18318110704421997 }, { "p": 0.05848832428455353, "m": 0.18318110704421997 }, { "p": 0.06242359057068825, "m": 0.18318110704421997 }, { "p": 0.06547367572784424, "m": 0.18318110704421997 }, { "p": 0.04406069964170456, "m": 0.18318110704421997 }, { "p": 0.048125773668289185, "m": 0.18318110704421997 }, { "p": 0.0637526884675026, "m": 0.18318110704421997 } ] }, { "epoch": 118, "train_loss": 0.5386935472488403, "val_loss": 1.0524147748947144, "acc": 70.75, "time": 127.44806060200062, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0637383684515953, "m": 0.19714590907096863 }, { "p": 0.05848592892289162, "m": 0.19714590907096863 }, { "p": 0.07745367288589478, "m": 0.19714590907096863 }, { "p": 0.03508226200938225, "m": 0.19714590907096863 }, { "p": 0.05189160630106926, "m": 0.19714590907096863 }, { "p": 0.052989210933446884, "m": 0.19714590907096863 }, { "p": 0.04493046551942825, "m": 0.19714590907096863 }, { "p": 0.04646747186779976, "m": 0.19714590907096863 }, { "p": 0.06746614724397659, "m": 0.19714590907096863 }, { "p": 0.08218605071306229, "m": 0.19714590907096863 }, { "p": 0.07658152282238007, "m": 0.19714590907096863 }, { "p": 0.053832631558179855, "m": 0.19714590907096863 }, { "p": 0.062412578612565994, "m": 0.19714590907096863 }, { "p": 0.06079179793596268, "m": 0.19714590907096863 }, { "p": 0.021168218925595284, "m": 0.19714590907096863 }, { "p": 0.04156232252717018, "m": 0.19714590907096863 }, { "p": 0.054127614945173264, "m": 0.19714590907096863 }, { "p": 0.048832159489393234, "m": 0.19714590907096863 } ] }, { "epoch": 119, "train_loss": 0.575701117515564, "val_loss": 0.9592941999435425, "acc": 70.78, "time": 119.7786443999994, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06666172295808792, "m": 0.14390325546264648 }, { "p": 0.05412524566054344, "m": 0.14390325546264648 }, { "p": 0.07583808898925781, "m": 0.14390325546264648 }, { "p": 0.045244041830301285, "m": 0.14390325546264648 }, { "p": 0.041916266083717346, "m": 0.14390325546264648 }, { "p": 0.05661359056830406, "m": 0.14390325546264648 }, { "p": 0.046122439205646515, "m": 0.14390325546264648 }, { "p": 0.03600086271762848, "m": 0.14390325546264648 }, { "p": 0.08944089710712433, "m": 0.14390325546264648 }, { "p": 0.047056645154953, "m": 0.14390325546264648 }, { "p": 0.06532052159309387, "m": 0.14390325546264648 }, { "p": 0.05057067424058914, "m": 0.14390325546264648 }, { "p": 0.04663868993520737, "m": 0.14390325546264648 }, { "p": 0.06713107973337173, "m": 0.14390325546264648 }, { "p": 0.05330421403050423, "m": 0.14390325546264648 }, { "p": 0.04630851745605469, "m": 0.14390325546264648 }, { "p": 0.059811174869537354, "m": 0.14390325546264648 }, { "p": 0.051895301789045334, "m": 0.14390325546264648 } ] }, { "epoch": 120, "train_loss": 0.5780331492424011, "val_loss": 1.1421787738800049, "acc": 71.0, "time": 121.70573425300063, "mix_dist": 0.800000011920929, "param": [ { "p": 0.030191656202077866, "m": 0.1273241490125656 }, { "p": 0.06227143853902817, "m": 0.1273241490125656 }, { "p": 0.09603717178106308, "m": 0.1273241490125656 }, { "p": 0.042542021721601486, "m": 0.1273241490125656 }, { "p": 0.0005412144237197936, "m": 0.1273241490125656 }, { "p": 0.042254336178302765, "m": 0.1273241490125656 }, { "p": 0.007768445182591677, "m": 0.1273241490125656 }, { "p": 0.060869570821523666, "m": 0.1273241490125656 }, { "p": 0.08057043701410294, "m": 0.1273241490125656 }, { "p": 0.0639355257153511, "m": 0.1273241490125656 }, { "p": 0.06767791509628296, "m": 0.1273241490125656 }, { "p": 0.05308310687541962, "m": 0.1273241490125656 }, { "p": 0.0571514368057251, "m": 0.1273241490125656 }, { "p": 0.06666585803031921, "m": 0.1273241490125656 }, { "p": 0.08771400153636932, "m": 0.1273241490125656 }, { "p": 0.058662474155426025, "m": 0.1273241490125656 }, { "p": 0.06697054952383041, "m": 0.1273241490125656 }, { "p": 0.055092740803956985, "m": 0.1273241490125656 } ] }, { "epoch": 121, "train_loss": 0.6658613681793213, "val_loss": 1.0087854862213135, "acc": 70.67, "time": 121.83012419400075, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07274217903614044, "m": 0.2651941180229187 }, { "p": 0.06255582720041275, "m": 0.2651941180229187 }, { "p": 0.06850365549325943, "m": 0.2651941180229187 }, { "p": 0.05075603723526001, "m": 0.2651941180229187 }, { "p": 0.03798583894968033, "m": 0.2651941180229187 }, { "p": 0.06023631617426872, "m": 0.2651941180229187 }, { "p": 0.055805981159210205, "m": 0.2651941180229187 }, { "p": 0.06412489712238312, "m": 0.2651941180229187 }, { "p": 0.06931668519973755, "m": 0.2651941180229187 }, { "p": 0.07344479113817215, "m": 0.2651941180229187 }, { "p": 0.0530700609087944, "m": 0.2651941180229187 }, { "p": 0.012336659245193005, "m": 0.2651941180229187 }, { "p": 0.05345020070672035, "m": 0.2651941180229187 }, { "p": 0.05465283244848251, "m": 0.2651941180229187 }, { "p": 0.06461819261312485, "m": 0.2651941180229187 }, { "p": 0.027577582746744156, "m": 0.2651941180229187 }, { "p": 0.07844018191099167, "m": 0.2651941180229187 }, { "p": 0.04038215056061745, "m": 0.2651941180229187 } ] }, { "epoch": 122, "train_loss": 0.9540382623672485, "val_loss": 1.0629417896270752, "acc": 70.52, "time": 119.56562187999953, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0645645335316658, "m": 0.3007550835609436 }, { "p": 0.06396207958459854, "m": 0.3007550835609436 }, { "p": 0.08106949180364609, "m": 0.3007550835609436 }, { "p": 0.06061112508177757, "m": 0.3007550835609436 }, { "p": 0.05113222822546959, "m": 0.3007550835609436 }, { "p": 0.029486410319805145, "m": 0.3007550835609436 }, { "p": 0.05341706797480583, "m": 0.3007550835609436 }, { "p": 0.05497909337282181, "m": 0.3007550835609436 }, { "p": 0.06769807636737823, "m": 0.3007550835609436 }, { "p": 0.05389374867081642, "m": 0.3007550835609436 }, { "p": 0.07688859850168228, "m": 0.3007550835609436 }, { "p": 0.0533452033996582, "m": 0.3007550835609436 }, { "p": 0.049944084137678146, "m": 0.3007550835609436 }, { "p": 0.05516279488801956, "m": 0.3007550835609436 }, { "p": 0.04418928548693657, "m": 0.3007550835609436 }, { "p": 0.05069294571876526, "m": 0.3007550835609436 }, { "p": 0.04172751307487488, "m": 0.3007550835609436 }, { "p": 0.047235701233148575, "m": 0.3007550835609436 } ] }, { "epoch": 123, "train_loss": 0.6824491620063782, "val_loss": 0.9500036239624023, "acc": 70.43, "time": 125.40632415899927, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06689473986625671, "m": 0.3176574110984802 }, { "p": 0.05702275037765503, "m": 0.3176574110984802 }, { "p": 0.08487263321876526, "m": 0.3176574110984802 }, { "p": 0.046013243496418, "m": 0.3176574110984802 }, { "p": 0.06534267961978912, "m": 0.3176574110984802 }, { "p": 0.043439630419015884, "m": 0.3176574110984802 }, { "p": 0.04206473007798195, "m": 0.3176574110984802 }, { "p": 0.04240458831191063, "m": 0.3176574110984802 }, { "p": 0.07736663520336151, "m": 0.3176574110984802 }, { "p": 0.05527234449982643, "m": 0.3176574110984802 }, { "p": 0.05970267206430435, "m": 0.3176574110984802 }, { "p": 0.05934914946556091, "m": 0.3176574110984802 }, { "p": 0.054895251989364624, "m": 0.3176574110984802 }, { "p": 0.04175931587815285, "m": 0.3176574110984802 }, { "p": 0.05655219405889511, "m": 0.3176574110984802 }, { "p": 0.046943750232458115, "m": 0.3176574110984802 }, { "p": 0.04547258839011192, "m": 0.3176574110984802 }, { "p": 0.05463109537959099, "m": 0.3176574110984802 } ] }, { "epoch": 124, "train_loss": 1.1763287782669067, "val_loss": 1.0355381965637207, "acc": 70.3, "time": 122.25537706899922, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07635698467493057, "m": 0.3676000237464905 }, { "p": 0.048558466136455536, "m": 0.3676000237464905 }, { "p": 0.09398297965526581, "m": 0.3676000237464905 }, { "p": 0.04955219477415085, "m": 0.3676000237464905 }, { "p": 0.038145847618579865, "m": 0.3676000237464905 }, { "p": 0.0685468316078186, "m": 0.3676000237464905 }, { "p": 0.05267079174518585, "m": 0.3676000237464905 }, { "p": 0.022690966725349426, "m": 0.3676000237464905 }, { "p": 0.08348410576581955, "m": 0.3676000237464905 }, { "p": 0.06484449654817581, "m": 0.3676000237464905 }, { "p": 0.018109578639268875, "m": 0.3676000237464905 }, { "p": 0.04290974140167236, "m": 0.3676000237464905 }, { "p": 0.06021755188703537, "m": 0.3676000237464905 }, { "p": 0.06781896948814392, "m": 0.3676000237464905 }, { "p": 0.06158953160047531, "m": 0.3676000237464905 }, { "p": 0.028945323079824448, "m": 0.3676000237464905 }, { "p": 0.06467840075492859, "m": 0.3676000237464905 }, { "p": 0.05689728632569313, "m": 0.3676000237464905 } ] }, { "epoch": 125, "train_loss": 0.640865683555603, "val_loss": 0.9524474143981934, "acc": 72.0, "time": 123.50870424599998, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07459147274494171, "m": 0.24131733179092407 }, { "p": 0.0626937597990036, "m": 0.24131733179092407 }, { "p": 0.08251570910215378, "m": 0.24131733179092407 }, { "p": 0.04583180695772171, "m": 0.24131733179092407 }, { "p": 0.04572279378771782, "m": 0.24131733179092407 }, { "p": 0.04225755110383034, "m": 0.24131733179092407 }, { "p": 0.05699104815721512, "m": 0.24131733179092407 }, { "p": 0.042675554752349854, "m": 0.24131733179092407 }, { "p": 0.05126626044511795, "m": 0.24131733179092407 }, { "p": 0.0688411071896553, "m": 0.24131733179092407 }, { "p": 0.04703974723815918, "m": 0.24131733179092407 }, { "p": 0.05889727175235748, "m": 0.24131733179092407 }, { "p": 0.05318651720881462, "m": 0.24131733179092407 }, { "p": 0.055084019899368286, "m": 0.24131733179092407 }, { "p": 0.0758838951587677, "m": 0.24131733179092407 }, { "p": 0.04347545653581619, "m": 0.24131733179092407 }, { "p": 0.03936535865068436, "m": 0.24131733179092407 }, { "p": 0.05368068814277649, "m": 0.24131733179092407 } ] }, { "epoch": 126, "train_loss": 0.7439352869987488, "val_loss": 1.082189679145813, "acc": 71.45, "time": 126.14428246899843, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06057431176304817, "m": 0.1949162781238556 }, { "p": 0.06569067388772964, "m": 0.1949162781238556 }, { "p": 0.08201737701892853, "m": 0.1949162781238556 }, { "p": 0.057354703545570374, "m": 0.1949162781238556 }, { "p": 0.048897866159677505, "m": 0.1949162781238556 }, { "p": 0.04533299431204796, "m": 0.1949162781238556 }, { "p": 0.04182341322302818, "m": 0.1949162781238556 }, { "p": 0.03482843190431595, "m": 0.1949162781238556 }, { "p": 0.08275005221366882, "m": 0.1949162781238556 }, { "p": 0.06342479586601257, "m": 0.1949162781238556 }, { "p": 0.05741136893630028, "m": 0.1949162781238556 }, { "p": 0.038322631269693375, "m": 0.1949162781238556 }, { "p": 0.05568964034318924, "m": 0.1949162781238556 }, { "p": 0.06234990805387497, "m": 0.1949162781238556 }, { "p": 0.038509517908096313, "m": 0.1949162781238556 }, { "p": 0.050227321684360504, "m": 0.1949162781238556 }, { "p": 0.06467553228139877, "m": 0.1949162781238556 }, { "p": 0.050119489431381226, "m": 0.1949162781238556 } ] }, { "epoch": 127, "train_loss": 0.4943529963493347, "val_loss": 0.9458569288253784, "acc": 70.82, "time": 123.60574769300001, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04062385857105255, "m": 0.1886879950761795 }, { "p": 0.0669410303235054, "m": 0.1886879950761795 }, { "p": 0.09853989630937576, "m": 0.1886879950761795 }, { "p": 0.047711778432130814, "m": 0.1886879950761795 }, { "p": 0.045626167207956314, "m": 0.1886879950761795 }, { "p": 0.024696536362171173, "m": 0.1886879950761795 }, { "p": 0.05929044261574745, "m": 0.1886879950761795 }, { "p": 0.0223369263112545, "m": 0.1886879950761795 }, { "p": 0.0787268579006195, "m": 0.1886879950761795 }, { "p": 0.08209287375211716, "m": 0.1886879950761795 }, { "p": 0.06879016011953354, "m": 0.1886879950761795 }, { "p": 0.048526257276535034, "m": 0.1886879950761795 }, { "p": 0.03700685873627663, "m": 0.1886879950761795 }, { "p": 0.055301472544670105, "m": 0.1886879950761795 }, { "p": 0.06361941993236542, "m": 0.1886879950761795 }, { "p": 0.028607865795493126, "m": 0.1886879950761795 }, { "p": 0.05778734013438225, "m": 0.1886879950761795 }, { "p": 0.07377426326274872, "m": 0.1886879950761795 } ] }, { "epoch": 128, "train_loss": 0.747008740901947, "val_loss": 1.0506364107131958, "acc": 70.2, "time": 121.98697512099898, "mix_dist": 0.800000011920929, "param": [ { "p": 0.08989305049180984, "m": 0.2667638659477234 }, { "p": 0.06850705295801163, "m": 0.2667638659477234 }, { "p": 0.059223297983407974, "m": 0.2667638659477234 }, { "p": 0.03804812952876091, "m": 0.2667638659477234 }, { "p": 0.016186965629458427, "m": 0.2667638659477234 }, { "p": 0.04641137644648552, "m": 0.2667638659477234 }, { "p": 0.030124332755804062, "m": 0.2667638659477234 }, { "p": 0.021598199382424355, "m": 0.2667638659477234 }, { "p": 0.08576861023902893, "m": 0.2667638659477234 }, { "p": 0.05936299264431, "m": 0.2667638659477234 }, { "p": 0.06796903908252716, "m": 0.2667638659477234 }, { "p": 0.037608712911605835, "m": 0.2667638659477234 }, { "p": 0.06864909827709198, "m": 0.2667638659477234 }, { "p": 0.06263789534568787, "m": 0.2667638659477234 }, { "p": 0.06307172030210495, "m": 0.2667638659477234 }, { "p": 0.045931603759527206, "m": 0.2667638659477234 }, { "p": 0.07222960144281387, "m": 0.2667638659477234 }, { "p": 0.06677840650081635, "m": 0.2667638659477234 } ] }, { "epoch": 129, "train_loss": 0.5715728402137756, "val_loss": 1.0236364603042603, "acc": 70.87, "time": 123.52763411900014, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0677383691072464, "m": 0.2716202437877655 }, { "p": 0.06352346390485764, "m": 0.2716202437877655 }, { "p": 0.06516972929239273, "m": 0.2716202437877655 }, { "p": 0.041539266705513, "m": 0.2716202437877655 }, { "p": 0.03647672012448311, "m": 0.2716202437877655 }, { "p": 0.046555209904909134, "m": 0.2716202437877655 }, { "p": 0.05592116713523865, "m": 0.2716202437877655 }, { "p": 0.05342802032828331, "m": 0.2716202437877655 }, { "p": 0.06989067047834396, "m": 0.2716202437877655 }, { "p": 0.05703168362379074, "m": 0.2716202437877655 }, { "p": 0.06522567570209503, "m": 0.2716202437877655 }, { "p": 0.04882887750864029, "m": 0.2716202437877655 }, { "p": 0.04920351877808571, "m": 0.2716202437877655 }, { "p": 0.05759814754128456, "m": 0.2716202437877655 }, { "p": 0.06281154602766037, "m": 0.2716202437877655 }, { "p": 0.033364441245794296, "m": 0.2716202437877655 }, { "p": 0.06930111348628998, "m": 0.2716202437877655 }, { "p": 0.05639240890741348, "m": 0.2716202437877655 } ] }, { "epoch": 130, "train_loss": 0.6170411109924316, "val_loss": 1.071754813194275, "acc": 70.51, "time": 124.72054754000055, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06802365183830261, "m": 0.19410298764705658 }, { "p": 0.06717640906572342, "m": 0.19410298764705658 }, { "p": 0.07505753636360168, "m": 0.19410298764705658 }, { "p": 0.05104700103402138, "m": 0.19410298764705658 }, { "p": 0.03969818353652954, "m": 0.19410298764705658 }, { "p": 0.047694891691207886, "m": 0.19410298764705658 }, { "p": 0.06623400002717972, "m": 0.19410298764705658 }, { "p": 0.057288456708192825, "m": 0.19410298764705658 }, { "p": 0.07085978239774704, "m": 0.19410298764705658 }, { "p": 0.031549472361803055, "m": 0.19410298764705658 }, { "p": 0.06081266701221466, "m": 0.19410298764705658 }, { "p": 0.05532227084040642, "m": 0.19410298764705658 }, { "p": 0.06306137144565582, "m": 0.19410298764705658 }, { "p": 0.05971009284257889, "m": 0.19410298764705658 }, { "p": 0.06510478258132935, "m": 0.19410298764705658 }, { "p": 0.04854331538081169, "m": 0.19410298764705658 }, { "p": 0.021464800462126732, "m": 0.19410298764705658 }, { "p": 0.051351264119148254, "m": 0.19410298764705658 } ] }, { "epoch": 131, "train_loss": 0.7070633769035339, "val_loss": 1.0375458002090454, "acc": 70.37, "time": 115.73603742799969, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04924687370657921, "m": 0.3249012231826782 }, { "p": 0.06300968676805496, "m": 0.3249012231826782 }, { "p": 0.08195875585079193, "m": 0.3249012231826782 }, { "p": 0.0521632544696331, "m": 0.3249012231826782 }, { "p": 0.04728687182068825, "m": 0.3249012231826782 }, { "p": 0.04168292135000229, "m": 0.3249012231826782 }, { "p": 0.04827386885881424, "m": 0.3249012231826782 }, { "p": 0.0449485257267952, "m": 0.3249012231826782 }, { "p": 0.06035469099879265, "m": 0.3249012231826782 }, { "p": 0.07260899245738983, "m": 0.3249012231826782 }, { "p": 0.06517250090837479, "m": 0.3249012231826782 }, { "p": 0.04429741948843002, "m": 0.3249012231826782 }, { "p": 0.05914725363254547, "m": 0.3249012231826782 }, { "p": 0.07590121775865555, "m": 0.3249012231826782 }, { "p": 0.05312470719218254, "m": 0.3249012231826782 }, { "p": 0.04460226371884346, "m": 0.3249012231826782 }, { "p": 0.04454290494322777, "m": 0.3249012231826782 }, { "p": 0.051677145063877106, "m": 0.3249012231826782 } ] }, { "epoch": 132, "train_loss": 0.7875626683235168, "val_loss": 1.1597806215286255, "acc": 71.15, "time": 116.41125497899884, "mix_dist": 0.800000011920929, "param": [ { "p": 0.047138895839452744, "m": 0.23845480382442474 }, { "p": 0.08265122771263123, "m": 0.23845480382442474 }, { "p": 0.0983148142695427, "m": 0.23845480382442474 }, { "p": 0.01170014962553978, "m": 0.23845480382442474 }, { "p": 0.034113429486751556, "m": 0.23845480382442474 }, { "p": 0.06257490813732147, "m": 0.23845480382442474 }, { "p": 0.03115920163691044, "m": 0.23845480382442474 }, { "p": 0.04263747110962868, "m": 0.23845480382442474 }, { "p": 0.04482916742563248, "m": 0.23845480382442474 }, { "p": 0.07166334986686707, "m": 0.23845480382442474 }, { "p": 0.06357211619615555, "m": 0.23845480382442474 }, { "p": 0.048221323639154434, "m": 0.23845480382442474 }, { "p": 0.07165177911520004, "m": 0.23845480382442474 }, { "p": 0.07400283217430115, "m": 0.23845480382442474 }, { "p": 0.06678835302591324, "m": 0.23845480382442474 }, { "p": 0.05106708034873009, "m": 0.23845480382442474 }, { "p": 0.05221301689743996, "m": 0.23845480382442474 }, { "p": 0.04570098593831062, "m": 0.23845480382442474 } ] }, { "epoch": 133, "train_loss": 0.5999349355697632, "val_loss": 0.9583640098571777, "acc": 70.93, "time": 112.0657790339992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05195210129022598, "m": 0.16461050510406494 }, { "p": 0.060681525617837906, "m": 0.16461050510406494 }, { "p": 0.09681869298219681, "m": 0.16461050510406494 }, { "p": 0.02990243397653103, "m": 0.16461050510406494 }, { "p": 0.04340636357665062, "m": 0.16461050510406494 }, { "p": 0.028074806556105614, "m": 0.16461050510406494 }, { "p": 0.04823698103427887, "m": 0.16461050510406494 }, { "p": 0.04964984953403473, "m": 0.16461050510406494 }, { "p": 0.06012913957238197, "m": 0.16461050510406494 }, { "p": 0.09245306253433228, "m": 0.16461050510406494 }, { "p": 0.05754013732075691, "m": 0.16461050510406494 }, { "p": 0.04866809770464897, "m": 0.16461050510406494 }, { "p": 0.06856745481491089, "m": 0.16461050510406494 }, { "p": 0.06447794288396835, "m": 0.16461050510406494 }, { "p": 0.06590825319290161, "m": 0.16461050510406494 }, { "p": 0.03881760686635971, "m": 0.16461050510406494 }, { "p": 0.04193463921546936, "m": 0.16461050510406494 }, { "p": 0.052780795842409134, "m": 0.16461050510406494 } ] }, { "epoch": 134, "train_loss": 0.7857679128646851, "val_loss": 1.1251505613327026, "acc": 71.36, "time": 109.194763047999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.045187581330537796, "m": 0.1824684739112854 }, { "p": 0.058126021176576614, "m": 0.1824684739112854 }, { "p": 0.07626400142908096, "m": 0.1824684739112854 }, { "p": 0.015145160257816315, "m": 0.1824684739112854 }, { "p": 0.05276748910546303, "m": 0.1824684739112854 }, { "p": 0.04574687406420708, "m": 0.1824684739112854 }, { "p": 0.021271074190735817, "m": 0.1824684739112854 }, { "p": 0.05753837153315544, "m": 0.1824684739112854 }, { "p": 0.06850643455982208, "m": 0.1824684739112854 }, { "p": 0.0742126926779747, "m": 0.1824684739112854 }, { "p": 0.08032910525798798, "m": 0.1824684739112854 }, { "p": 0.04926731064915657, "m": 0.1824684739112854 }, { "p": 0.06918592751026154, "m": 0.1824684739112854 }, { "p": 0.06555571407079697, "m": 0.1824684739112854 }, { "p": 0.06259007006883621, "m": 0.1824684739112854 }, { "p": 0.05997886881232262, "m": 0.1824684739112854 }, { "p": 0.034569866955280304, "m": 0.1824684739112854 }, { "p": 0.06375744193792343, "m": 0.1824684739112854 } ] }, { "epoch": 135, "train_loss": 0.7325432896614075, "val_loss": 1.301292896270752, "acc": 70.47, "time": 119.14314758999899, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05384617671370506, "m": 0.3000444173812866 }, { "p": 0.06785979866981506, "m": 0.3000444173812866 }, { "p": 0.08645164966583252, "m": 0.3000444173812866 }, { "p": 0.05231890082359314, "m": 0.3000444173812866 }, { "p": 0.029423706233501434, "m": 0.3000444173812866 }, { "p": 0.042655348777770996, "m": 0.3000444173812866 }, { "p": 0.05101742222905159, "m": 0.3000444173812866 }, { "p": 0.04866941273212433, "m": 0.3000444173812866 }, { "p": 0.06853699684143066, "m": 0.3000444173812866 }, { "p": 0.05188414826989174, "m": 0.3000444173812866 }, { "p": 0.0720539465546608, "m": 0.3000444173812866 }, { "p": 0.050906870514154434, "m": 0.3000444173812866 }, { "p": 0.060345232486724854, "m": 0.3000444173812866 }, { "p": 0.046721842139959335, "m": 0.3000444173812866 }, { "p": 0.054831672459840775, "m": 0.3000444173812866 }, { "p": 0.05651743710041046, "m": 0.3000444173812866 }, { "p": 0.044936954975128174, "m": 0.3000444173812866 }, { "p": 0.06102245673537254, "m": 0.3000444173812866 } ] }, { "epoch": 136, "train_loss": 0.764961838722229, "val_loss": 0.9998250007629395, "acc": 70.25, "time": 123.3703654660003, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04511430487036705, "m": 0.32558754086494446 }, { "p": 0.04807881638407707, "m": 0.32558754086494446 }, { "p": 0.06843320280313492, "m": 0.32558754086494446 }, { "p": 0.04155129939317703, "m": 0.32558754086494446 }, { "p": 0.05068765953183174, "m": 0.32558754086494446 }, { "p": 0.06089238077402115, "m": 0.32558754086494446 }, { "p": 0.050998520106077194, "m": 0.32558754086494446 }, { "p": 0.041709981858730316, "m": 0.32558754086494446 }, { "p": 0.05625303089618683, "m": 0.32558754086494446 }, { "p": 0.07645700871944427, "m": 0.32558754086494446 }, { "p": 0.056789007037878036, "m": 0.32558754086494446 }, { "p": 0.031926482915878296, "m": 0.32558754086494446 }, { "p": 0.04635361582040787, "m": 0.32558754086494446 }, { "p": 0.060276929289102554, "m": 0.32558754086494446 }, { "p": 0.06717203557491302, "m": 0.32558754086494446 }, { "p": 0.053463589400053024, "m": 0.32558754086494446 }, { "p": 0.06289853155612946, "m": 0.32558754086494446 }, { "p": 0.08094353973865509, "m": 0.32558754086494446 } ] }, { "epoch": 137, "train_loss": 0.6021762490272522, "val_loss": 0.8508355617523193, "acc": 71.27, "time": 110.64685110699975, "mix_dist": 0.800000011920929, "param": [ { "p": 0.03202700987458229, "m": 0.3239988386631012 }, { "p": 0.07872820645570755, "m": 0.3239988386631012 }, { "p": 0.07528786361217499, "m": 0.3239988386631012 }, { "p": 0.0321911945939064, "m": 0.3239988386631012 }, { "p": 0.04909389838576317, "m": 0.3239988386631012 }, { "p": 0.0557769313454628, "m": 0.3239988386631012 }, { "p": 0.0600217841565609, "m": 0.3239988386631012 }, { "p": 0.04360930249094963, "m": 0.3239988386631012 }, { "p": 0.05026562884449959, "m": 0.3239988386631012 }, { "p": 0.06298678368330002, "m": 0.3239988386631012 }, { "p": 0.06331437826156616, "m": 0.3239988386631012 }, { "p": 0.04179563373327255, "m": 0.3239988386631012 }, { "p": 0.07564809918403625, "m": 0.3239988386631012 }, { "p": 0.061505526304244995, "m": 0.3239988386631012 }, { "p": 0.06883296370506287, "m": 0.3239988386631012 }, { "p": 0.03702326864004135, "m": 0.3239988386631012 }, { "p": 0.05252336710691452, "m": 0.3239988386631012 }, { "p": 0.05936814099550247, "m": 0.3239988386631012 } ] }, { "epoch": 138, "train_loss": 0.8842979073524475, "val_loss": 0.8974296450614929, "acc": 70.68, "time": 118.360687684999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.051902610808610916, "m": 0.2338167279958725 }, { "p": 0.06327595561742783, "m": 0.2338167279958725 }, { "p": 0.08418215066194534, "m": 0.2338167279958725 }, { "p": 0.04741860181093216, "m": 0.2338167279958725 }, { "p": 0.031180184334516525, "m": 0.2338167279958725 }, { "p": 0.057974159717559814, "m": 0.2338167279958725 }, { "p": 0.04909191280603409, "m": 0.2338167279958725 }, { "p": 0.05385919660329819, "m": 0.2338167279958725 }, { "p": 0.05714740231633186, "m": 0.2338167279958725 }, { "p": 0.06822486221790314, "m": 0.2338167279958725 }, { "p": 0.06846494972705841, "m": 0.2338167279958725 }, { "p": 0.0031190640293061733, "m": 0.2338167279958725 }, { "p": 0.055427830666303635, "m": 0.2338167279958725 }, { "p": 0.05343255400657654, "m": 0.2338167279958725 }, { "p": 0.06223654747009277, "m": 0.2338167279958725 }, { "p": 0.05118490383028984, "m": 0.2338167279958725 }, { "p": 0.07094335556030273, "m": 0.2338167279958725 }, { "p": 0.07093365490436554, "m": 0.2338167279958725 } ] }, { "epoch": 139, "train_loss": 0.831390380859375, "val_loss": 1.0252631902694702, "acc": 70.69, "time": 117.47423034799795, "mix_dist": 0.800000011920929, "param": [ { "p": 0.023182086646556854, "m": 0.22927136719226837 }, { "p": 0.060626380145549774, "m": 0.22927136719226837 }, { "p": 0.0892406478524208, "m": 0.22927136719226837 }, { "p": 0.03887880966067314, "m": 0.22927136719226837 }, { "p": 0.0580732598900795, "m": 0.22927136719226837 }, { "p": 0.06889978051185608, "m": 0.22927136719226837 }, { "p": 0.04724394902586937, "m": 0.22927136719226837 }, { "p": 0.05922927334904671, "m": 0.22927136719226837 }, { "p": 0.051494937390089035, "m": 0.22927136719226837 }, { "p": 0.06252655386924744, "m": 0.22927136719226837 }, { "p": 0.0767567977309227, "m": 0.22927136719226837 }, { "p": 0.049221113324165344, "m": 0.22927136719226837 }, { "p": 0.0459989570081234, "m": 0.22927136719226837 }, { "p": 0.06551710516214371, "m": 0.22927136719226837 }, { "p": 0.057867951691150665, "m": 0.22927136719226837 }, { "p": 0.02912873774766922, "m": 0.22927136719226837 }, { "p": 0.050404325127601624, "m": 0.22927136719226837 }, { "p": 0.06570929288864136, "m": 0.22927136719226837 } ] }, { "epoch": 140, "train_loss": 0.8309536576271057, "val_loss": 1.1302798986434937, "acc": 70.62, "time": 115.47962781200113, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0507197342813015, "m": 0.11842501908540726 }, { "p": 0.08021995425224304, "m": 0.11842501908540726 }, { "p": 0.06117920204997063, "m": 0.11842501908540726 }, { "p": 0.0504867359995842, "m": 0.11842501908540726 }, { "p": 0.050721149891614914, "m": 0.11842501908540726 }, { "p": 0.03676999732851982, "m": 0.11842501908540726 }, { "p": 0.054990220814943314, "m": 0.11842501908540726 }, { "p": 0.04268680512905121, "m": 0.11842501908540726 }, { "p": 0.08024588227272034, "m": 0.11842501908540726 }, { "p": 0.07800568640232086, "m": 0.11842501908540726 }, { "p": 0.05109785124659538, "m": 0.11842501908540726 }, { "p": 0.03145451098680496, "m": 0.11842501908540726 }, { "p": 0.051308199763298035, "m": 0.11842501908540726 }, { "p": 0.05675583705306053, "m": 0.11842501908540726 }, { "p": 0.040619321167469025, "m": 0.11842501908540726 }, { "p": 0.04884212464094162, "m": 0.11842501908540726 }, { "p": 0.05179733783006668, "m": 0.11842501908540726 }, { "p": 0.08209944516420364, "m": 0.11842501908540726 } ] }, { "epoch": 141, "train_loss": 0.3410035967826843, "val_loss": 1.1278811693191528, "acc": 71.78, "time": 113.0712989800013, "mix_dist": 0.800000011920929, "param": [ { "p": 0.027689043432474136, "m": 0.10000000149011612 }, { "p": 0.06837032735347748, "m": 0.10000000149011612 }, { "p": 0.08074942976236343, "m": 0.10000000149011612 }, { "p": 0.04302655905485153, "m": 0.10000000149011612 }, { "p": 0.04492485523223877, "m": 0.10000000149011612 }, { "p": 0.054824136197566986, "m": 0.10000000149011612 }, { "p": 0.04099157452583313, "m": 0.10000000149011612 }, { "p": 0.033499300479888916, "m": 0.10000000149011612 }, { "p": 0.06562937051057816, "m": 0.10000000149011612 }, { "p": 0.061881281435489655, "m": 0.10000000149011612 }, { "p": 0.09867620468139648, "m": 0.10000000149011612 }, { "p": 0.054142486304044724, "m": 0.10000000149011612 }, { "p": 0.06513702124357224, "m": 0.10000000149011612 }, { "p": 0.03317438066005707, "m": 0.10000000149011612 }, { "p": 0.07442964613437653, "m": 0.10000000149011612 }, { "p": 0.04037770628929138, "m": 0.10000000149011612 }, { "p": 0.06253514438867569, "m": 0.10000000149011612 }, { "p": 0.04994156211614609, "m": 0.10000000149011612 } ] }, { "epoch": 142, "train_loss": 0.6440014839172363, "val_loss": 1.2442586421966553, "acc": 70.32, "time": 115.84512786800042, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06552457809448242, "m": 0.16839799284934998 }, { "p": 0.07409651577472687, "m": 0.16839799284934998 }, { "p": 0.06848854571580887, "m": 0.16839799284934998 }, { "p": 0.0517694391310215, "m": 0.16839799284934998 }, { "p": 0.0370846688747406, "m": 0.16839799284934998 }, { "p": 0.06638097763061523, "m": 0.16839799284934998 }, { "p": 0.039984337985515594, "m": 0.16839799284934998 }, { "p": 0.03466775640845299, "m": 0.16839799284934998 }, { "p": 0.06397989392280579, "m": 0.16839799284934998 }, { "p": 0.05565090849995613, "m": 0.16839799284934998 }, { "p": 0.0719962939620018, "m": 0.16839799284934998 }, { "p": 0.033658526837825775, "m": 0.16839799284934998 }, { "p": 0.0655038058757782, "m": 0.16839799284934998 }, { "p": 0.05293586105108261, "m": 0.16839799284934998 }, { "p": 0.055687032639980316, "m": 0.16839799284934998 }, { "p": 0.04404052346944809, "m": 0.16839799284934998 }, { "p": 0.04448147118091583, "m": 0.16839799284934998 }, { "p": 0.07406884431838989, "m": 0.16839799284934998 } ] }, { "epoch": 143, "train_loss": 0.33505648374557495, "val_loss": 1.2370691299438477, "acc": 71.27, "time": 122.1483155599999, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06505685299634933, "m": 0.10282778739929199 }, { "p": 0.06268572807312012, "m": 0.10282778739929199 }, { "p": 0.06348684430122375, "m": 0.10282778739929199 }, { "p": 0.03362487629055977, "m": 0.10282778739929199 }, { "p": 0.056814976036548615, "m": 0.10282778739929199 }, { "p": 0.05060850828886032, "m": 0.10282778739929199 }, { "p": 0.05947505682706833, "m": 0.10282778739929199 }, { "p": 0.01710117794573307, "m": 0.10282778739929199 }, { "p": 0.07955531775951385, "m": 0.10282778739929199 }, { "p": 0.04371175169944763, "m": 0.10282778739929199 }, { "p": 0.07777769863605499, "m": 0.10282778739929199 }, { "p": 0.03641858324408531, "m": 0.10282778739929199 }, { "p": 0.0822947695851326, "m": 0.10282778739929199 }, { "p": 0.0631602331995964, "m": 0.10282778739929199 }, { "p": 0.057718947529792786, "m": 0.10282778739929199 }, { "p": 0.05000949651002884, "m": 0.10282778739929199 }, { "p": 0.056382521986961365, "m": 0.10282778739929199 }, { "p": 0.04411673918366432, "m": 0.10282778739929199 } ] }, { "epoch": 144, "train_loss": 0.4378706216812134, "val_loss": 1.0560004711151123, "acc": 70.46, "time": 124.58009252999909, "mix_dist": 0.800000011920929, "param": [ { "p": 0.05774708837270737, "m": 0.18583305180072784 }, { "p": 0.08087063580751419, "m": 0.18583305180072784 }, { "p": 0.10350392013788223, "m": 0.18583305180072784 }, { "p": 0.03589517995715141, "m": 0.18583305180072784 }, { "p": 0.05410391092300415, "m": 0.18583305180072784 }, { "p": 0.0388747863471508, "m": 0.18583305180072784 }, { "p": 0.05811336636543274, "m": 0.18583305180072784 }, { "p": 0.060563404113054276, "m": 0.18583305180072784 }, { "p": 0.06215920299291611, "m": 0.18583305180072784 }, { "p": 0.045020829886198044, "m": 0.18583305180072784 }, { "p": 0.08133399486541748, "m": 0.18583305180072784 }, { "p": 0.050065428018569946, "m": 0.18583305180072784 }, { "p": 0.052160199731588364, "m": 0.18583305180072784 }, { "p": 0.059419430792331696, "m": 0.18583305180072784 }, { "p": 0.020919518545269966, "m": 0.18583305180072784 }, { "p": 0.044682856649160385, "m": 0.18583305180072784 }, { "p": 0.07427272200584412, "m": 0.18583305180072784 }, { "p": 0.020293543115258217, "m": 0.18583305180072784 } ] }, { "epoch": 145, "train_loss": 0.4493538737297058, "val_loss": 1.3313121795654297, "acc": 70.36, "time": 120.56129663899992, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0432237945497036, "m": 0.14349065721035004 }, { "p": 0.0682341530919075, "m": 0.14349065721035004 }, { "p": 0.08302565664052963, "m": 0.14349065721035004 }, { "p": 0.047144435346126556, "m": 0.14349065721035004 }, { "p": 0.042175330221652985, "m": 0.14349065721035004 }, { "p": 0.03731553629040718, "m": 0.14349065721035004 }, { "p": 0.0628710463643074, "m": 0.14349065721035004 }, { "p": 0.05199884995818138, "m": 0.14349065721035004 }, { "p": 0.06352322548627853, "m": 0.14349065721035004 }, { "p": 0.07946585863828659, "m": 0.14349065721035004 }, { "p": 0.09078918397426605, "m": 0.14349065721035004 }, { "p": 0.052685294300317764, "m": 0.14349065721035004 }, { "p": 0.057066239416599274, "m": 0.14349065721035004 }, { "p": 0.047888267785310745, "m": 0.14349065721035004 }, { "p": 0.05607069283723831, "m": 0.14349065721035004 }, { "p": 0.05006536468863487, "m": 0.14349065721035004 }, { "p": 0.0228736512362957, "m": 0.14349065721035004 }, { "p": 0.04358329251408577, "m": 0.14349065721035004 } ] }, { "epoch": 146, "train_loss": 0.4055202603340149, "val_loss": 1.2971673011779785, "acc": 70.57, "time": 121.6730502140017, "mix_dist": 0.800000011920929, "param": [ { "p": 0.07889148592948914, "m": 0.23493532836437225 }, { "p": 0.05599654093384743, "m": 0.23493532836437225 }, { "p": 0.07176364213228226, "m": 0.23493532836437225 }, { "p": 0.05735113099217415, "m": 0.23493532836437225 }, { "p": 0.0484740287065506, "m": 0.23493532836437225 }, { "p": 0.05758924409747124, "m": 0.23493532836437225 }, { "p": 0.05933508649468422, "m": 0.23493532836437225 }, { "p": 0.028173070400953293, "m": 0.23493532836437225 }, { "p": 0.07177381217479706, "m": 0.23493532836437225 }, { "p": 0.07284542173147202, "m": 0.23493532836437225 }, { "p": 0.07579762488603592, "m": 0.23493532836437225 }, { "p": 0.03225747495889664, "m": 0.23493532836437225 }, { "p": 0.06662148982286453, "m": 0.23493532836437225 }, { "p": 0.046555060893297195, "m": 0.23493532836437225 }, { "p": 0.05167192593216896, "m": 0.23493532836437225 }, { "p": 0.049427252262830734, "m": 0.23493532836437225 }, { "p": 0.0374753475189209, "m": 0.23493532836437225 }, { "p": 0.03800045698881149, "m": 0.23493532836437225 } ] }, { "epoch": 147, "train_loss": 0.43551188707351685, "val_loss": 1.075340986251831, "acc": 70.43, "time": 121.89068774000043, "mix_dist": 0.800000011920929, "param": [ { "p": 0.0437900647521019, "m": 0.15654867887496948 }, { "p": 0.08003164827823639, "m": 0.15654867887496948 }, { "p": 0.07739856094121933, "m": 0.15654867887496948 }, { "p": 0.04659811034798622, "m": 0.15654867887496948 }, { "p": 0.06278891116380692, "m": 0.15654867887496948 }, { "p": 0.04637439548969269, "m": 0.15654867887496948 }, { "p": 0.05759967491030693, "m": 0.15654867887496948 }, { "p": 0.05774777755141258, "m": 0.15654867887496948 }, { "p": 0.0005289434920996428, "m": 0.15654867887496948 }, { "p": 0.07177946716547012, "m": 0.15654867887496948 }, { "p": 0.0619162954390049, "m": 0.15654867887496948 }, { "p": 0.02736589126288891, "m": 0.15654867887496948 }, { "p": 0.07616075873374939, "m": 0.15654867887496948 }, { "p": 0.05307154357433319, "m": 0.15654867887496948 }, { "p": 0.06640845537185669, "m": 0.15654867887496948 }, { "p": 0.05094136297702789, "m": 0.15654867887496948 }, { "p": 0.07270295917987823, "m": 0.15654867887496948 }, { "p": 0.04679517447948456, "m": 0.15654867887496948 } ] }, { "epoch": 148, "train_loss": 0.7590885162353516, "val_loss": 0.8611665368080139, "acc": 70.51, "time": 126.27091030799784, "mix_dist": 0.800000011920929, "param": [ { "p": 0.04494393989443779, "m": 0.2743382453918457 }, { "p": 0.046357348561286926, "m": 0.2743382453918457 }, { "p": 0.06546154618263245, "m": 0.2743382453918457 }, { "p": 0.05708036944270134, "m": 0.2743382453918457 }, { "p": 0.05185535550117493, "m": 0.2743382453918457 }, { "p": 0.05487770959734917, "m": 0.2743382453918457 }, { "p": 0.05567976459860802, "m": 0.2743382453918457 }, { "p": 0.05440883710980415, "m": 0.2743382453918457 }, { "p": 0.04419201239943504, "m": 0.2743382453918457 }, { "p": 0.07351554930210114, "m": 0.2743382453918457 }, { "p": 0.04425697401165962, "m": 0.2743382453918457 }, { "p": 0.06693460792303085, "m": 0.2743382453918457 }, { "p": 0.0656646192073822, "m": 0.2743382453918457 }, { "p": 0.056016501039266586, "m": 0.2743382453918457 }, { "p": 0.06418284773826599, "m": 0.2743382453918457 }, { "p": 0.0415131077170372, "m": 0.2743382453918457 }, { "p": 0.05107859894633293, "m": 0.2743382453918457 }, { "p": 0.06198035925626755, "m": 0.2743382453918457 } ] }, { "epoch": 149, "train_loss": 0.612179160118103, "val_loss": 1.111987829208374, "acc": 70.69, "time": 121.41816994400142, "mix_dist": 0.800000011920929, "param": [ { "p": 0.06005812808871269, "m": 0.13983550667762756 }, { "p": 0.06953829526901245, "m": 0.13983550667762756 }, { "p": 0.08531679958105087, "m": 0.13983550667762756 }, { "p": 0.04248691722750664, "m": 0.13983550667762756 }, { "p": 0.05674062669277191, "m": 0.13983550667762756 }, { "p": 0.05127234384417534, "m": 0.13983550667762756 }, { "p": 0.050366390496492386, "m": 0.13983550667762756 }, { "p": 0.03998381271958351, "m": 0.13983550667762756 }, { "p": 0.05931095406413078, "m": 0.13983550667762756 }, { "p": 0.06775769591331482, "m": 0.13983550667762756 }, { "p": 0.1083376556634903, "m": 0.13983550667762756 }, { "p": 0.03227254003286362, "m": 0.13983550667762756 }, { "p": 0.04687102884054184, "m": 0.13983550667762756 }, { "p": 0.02637333609163761, "m": 0.13983550667762756 }, { "p": 0.05519382283091545, "m": 0.13983550667762756 }, { "p": 0.05039433389902115, "m": 0.13983550667762756 }, { "p": 0.06254734843969345, "m": 0.13983550667762756 }, { "p": 0.03517800569534302, "m": 0.13983550667762756 } ] }, { "epoch": 150, "train_loss": 0.500744104385376, "val_loss": 1.1976126432418823, "acc": 69.86, "time": 121.26308594800139, "mix_dist": 0.800000011920929, "param": [ { "p": 0.027822833508253098, "m": 0.12597647309303284 }, { "p": 0.0709020271897316, "m": 0.12597647309303284 }, { "p": 0.06393412500619888, "m": 0.12597647309303284 }, { "p": 0.06150789558887482, "m": 0.12597647309303284 }, { "p": 0.054648563265800476, "m": 0.12597647309303284 }, { "p": 0.0360528938472271, "m": 0.12597647309303284 }, { "p": 0.0722704753279686, "m": 0.12597647309303284 }, { "p": 0.03507043421268463, "m": 0.12597647309303284 }, { "p": 0.05049648508429527, "m": 0.12597647309303284 }, { "p": 0.08382619172334671, "m": 0.12597647309303284 }, { "p": 0.06860418617725372, "m": 0.12597647309303284 }, { "p": 0.048259187489748, "m": 0.12597647309303284 }, { "p": 0.0554233081638813, "m": 0.12597647309303284 }, { "p": 0.0584702342748642, "m": 0.12597647309303284 }, { "p": 0.06248023360967636, "m": 0.12597647309303284 }, { "p": 0.05112111568450928, "m": 0.12597647309303284 }, { "p": 0.049956273287534714, "m": 0.12597647309303284 }, { "p": 0.04915348440408707, "m": 0.12597647309303284 } ] } ] }