{ "Accuracy": 74.07, "Time": [ 169.67881857594475, 7.645903262372026 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.299549102783203, "val_loss": 2.281285047531128, "acc": 20.13, "time": 161.0933638610877, "param": [ { "p": 0.08146953582763672, "m": 1.0 }, { "p": 0.021314887329936028, "m": 1.0 }, { "p": 0.0030996634159237146, "m": 1.0 }, { "p": 0.08912139385938644, "m": 0.9982249140739441 }, { "p": 0.12476886808872223, "m": 0.9868742227554321 }, { "p": 0.07296331226825714, "m": 0.993657112121582 }, { "p": 0.10323219746351242, "m": 0.9919936060905457 }, { "p": 0.07299768924713135, "m": 0.9987674951553345 }, { "p": 0.06982598453760147, "m": 0.9812577366828918 }, { "p": 0.10945871472358704, "m": 1.0 }, { "p": 0.0954645648598671, "m": 0.9875995516777039 }, { "p": 0.07520770281553268, "m": 1.0 }, { "p": 0.07722006738185883, "m": 1.0 }, { "p": 0.003855328541249037, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.2570250034332275, "val_loss": 2.020141363143921, "acc": 27.28, "time": 168.38268775306642, "param": [ { "p": 0.12432786077260971, "m": 1.0 }, { "p": 0.06837988644838333, "m": 1.0 }, { "p": 0.05887877941131592, "m": 1.0 }, { "p": 0.10257788002490997, "m": 0.9851512312889099 }, { "p": 0.04710707440972328, "m": 0.7685171365737915 }, { "p": 0.07291505485773087, "m": 0.6292263865470886 }, { "p": 0.0955352932214737, "m": 0.9347153306007385 }, { "p": 0.0009244905086234212, "m": 0.9999483823776245 }, { "p": 0.0029871552251279354, "m": 0.7907576560974121 }, { "p": 0.09130820631980896, "m": 0.8306387662887573 }, { "p": 0.08479991555213928, "m": 0.9981049299240112 }, { "p": 0.15657393634319305, "m": 0.9961131811141968 }, { "p": 0.02519376203417778, "m": 1.0 }, { "p": 0.06849075108766556, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.102224111557007, "val_loss": 1.8450427055358887, "acc": 30.39, "time": 176.82737633492798, "param": [ { "p": 0.05872022360563278, "m": 1.0 }, { "p": 0.03161637857556343, "m": 1.0 }, { "p": 0.06291300058364868, "m": 1.0 }, { "p": 0.015794912353157997, "m": 0.9696586728096008 }, { "p": 0.15465033054351807, "m": 0.7591316103935242 }, { "p": 0.09414759278297424, "m": 0.589367151260376 }, { "p": 0.111225925385952, "m": 0.9297131896018982 }, { "p": 0.045718543231487274, "m": 1.0 }, { "p": 0.07607580721378326, "m": 1.0 }, { "p": 0.04408535361289978, "m": 0.6881168484687805 }, { "p": 0.11346031725406647, "m": 1.0 }, { "p": 0.09837556630373001, "m": 1.0 }, { "p": 0.05060227960348129, "m": 1.0 }, { "p": 0.04261374846100807, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.996196985244751, "val_loss": 1.779929757118225, "acc": 35.52, "time": 177.87766202283092, "param": [ { "p": 0.07079564034938812, "m": 1.0 }, { "p": 0.06472808867692947, "m": 1.0 }, { "p": 0.1075858473777771, "m": 1.0 }, { "p": 0.09093214571475983, "m": 0.86972975730896 }, { "p": 0.06706958264112473, "m": 0.5000964999198914 }, { "p": 0.06758040189743042, "m": 0.7995578646659851 }, { "p": 0.0650738999247551, "m": 0.9400344491004944 }, { "p": 0.05388689786195755, "m": 0.9314830899238586 }, { "p": 0.06763358414173126, "m": 1.0 }, { "p": 0.10667411237955093, "m": 0.579881489276886 }, { "p": 0.10219074040651321, "m": 1.0 }, { "p": 0.0344805009663105, "m": 1.0 }, { "p": 0.06060445308685303, "m": 1.0 }, { "p": 0.04076405614614487, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.9186663627624512, "val_loss": 1.6846822500228882, "acc": 38.06, "time": 172.10563664208166, "param": [ { "p": 0.098451167345047, "m": 1.0 }, { "p": 0.04213812202215195, "m": 1.0 }, { "p": 0.06942933052778244, "m": 1.0 }, { "p": 0.10150214284658432, "m": 0.7740000486373901 }, { "p": 0.06802340596914291, "m": 0.35977160930633545 }, { "p": 0.06778483837842941, "m": 0.6902385354042053 }, { "p": 0.04325838387012482, "m": 0.9998571872711182 }, { "p": 0.0773458182811737, "m": 0.94234299659729 }, { "p": 0.0796569287776947, "m": 1.0 }, { "p": 0.11108420789241791, "m": 0.4426468312740326 }, { "p": 0.05009172484278679, "m": 1.0 }, { "p": 0.05816569924354553, "m": 1.0 }, { "p": 0.05058964341878891, "m": 1.0 }, { "p": 0.08247864991426468, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.8267300128936768, "val_loss": 1.5769909620285034, "acc": 43.42, "time": 167.5812531209085, "param": [ { "p": 0.0672406554222107, "m": 1.0 }, { "p": 0.09406708925962448, "m": 1.0 }, { "p": 0.060753848403692245, "m": 1.0 }, { "p": 0.09070376306772232, "m": 0.9093555808067322 }, { "p": 0.0558752678334713, "m": 0.26298320293426514 }, { "p": 0.10460297763347626, "m": 0.7604445815086365 }, { "p": 0.07542337477207184, "m": 0.9298123717308044 }, { "p": 0.08104816824197769, "m": 0.9906517267227173 }, { "p": 0.08328962326049805, "m": 0.9969934821128845 }, { "p": 0.05382595583796501, "m": 0.4635452330112457 }, { "p": 0.09300747513771057, "m": 1.0 }, { "p": 0.07514356821775436, "m": 0.9925662875175476 }, { "p": 0.052319567650556564, "m": 1.0 }, { "p": 0.012698591686785221, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.8034249544143677, "val_loss": 1.4924625158309937, "acc": 43.85, "time": 175.12504687299952, "param": [ { "p": 0.0734340250492096, "m": 1.0 }, { "p": 0.07378814369440079, "m": 1.0 }, { "p": 0.06651841104030609, "m": 1.0 }, { "p": 0.07368829846382141, "m": 0.6779646873474121 }, { "p": 0.07801898568868637, "m": 0.07136711478233337 }, { "p": 0.07061374187469482, "m": 0.9710982441902161 }, { "p": 0.060683272778987885, "m": 0.7425550818443298 }, { "p": 0.08055496215820312, "m": 0.9814808368682861 }, { "p": 0.10454241931438446, "m": 1.0 }, { "p": 0.0715111717581749, "m": 0.5130821466445923 }, { "p": 0.045626819133758545, "m": 1.0 }, { "p": 0.07276181131601334, "m": 0.9302607774734497 }, { "p": 0.055519092828035355, "m": 1.0 }, { "p": 0.07273879647254944, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.742233395576477, "val_loss": 1.497562050819397, "acc": 45.66, "time": 158.25845970213413, "param": [ { "p": 0.05292024090886116, "m": 1.0 }, { "p": 0.02595931850373745, "m": 1.0 }, { "p": 0.03645997494459152, "m": 1.0 }, { "p": 0.09293590486049652, "m": 0.5834556221961975 }, { "p": 0.08648218214511871, "m": 0.1332794576883316 }, { "p": 0.04691378027200699, "m": 0.9924995303153992 }, { "p": 0.10889743268489838, "m": 0.8468548059463501 }, { "p": 0.07578842341899872, "m": 0.8665980100631714 }, { "p": 0.11585503816604614, "m": 0.9893435835838318 }, { "p": 0.04435647279024124, "m": 0.5666735768318176 }, { "p": 0.06316030025482178, "m": 1.0 }, { "p": 0.08161697536706924, "m": 0.9075388312339783 }, { "p": 0.10724993795156479, "m": 1.0 }, { "p": 0.06140417605638504, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.7636806964874268, "val_loss": 1.55277419090271, "acc": 45.79, "time": 176.11197039997205, "param": [ { "p": 0.06408669054508209, "m": 1.0 }, { "p": 0.07015404105186462, "m": 1.0 }, { "p": 0.07585731148719788, "m": 1.0 }, { "p": 0.05919650197029114, "m": 0.6925662159919739 }, { "p": 0.0794164389371872, "m": 0.16219396889209747 }, { "p": 0.06219285726547241, "m": 0.9314950108528137 }, { "p": 0.08594003319740295, "m": 0.8331499099731445 }, { "p": 0.07402341812849045, "m": 0.9110114574432373 }, { "p": 0.08006281405687332, "m": 1.0 }, { "p": 0.05199279263615608, "m": 0.5771151185035706 }, { "p": 0.06110725551843643, "m": 1.0 }, { "p": 0.08118195086717606, "m": 0.9271799325942993 }, { "p": 0.09415559470653534, "m": 1.0 }, { "p": 0.060632187873125076, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.636121153831482, "val_loss": 1.4290831089019775, "acc": 48.06, "time": 171.52018253295682, "param": [ { "p": 0.08557596802711487, "m": 1.0 }, { "p": 0.04774251580238342, "m": 1.0 }, { "p": 0.0849650651216507, "m": 1.0 }, { "p": 0.07442635297775269, "m": 0.7395491003990173 }, { "p": 0.08617592602968216, "m": 0.16840948164463043 }, { "p": 0.03596439212560654, "m": 0.8438770174980164 }, { "p": 0.08727636933326721, "m": 0.911464273929596 }, { "p": 0.09887028485536575, "m": 0.9509867429733276 }, { "p": 0.04795973002910614, "m": 0.9909728169441223 }, { "p": 0.04912653565406799, "m": 0.583996057510376 }, { "p": 0.06415382772684097, "m": 1.0 }, { "p": 0.06766761094331741, "m": 0.9999533295631409 }, { "p": 0.10301875323057175, "m": 1.0 }, { "p": 0.0670766532421112, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.7036257982254028, "val_loss": 1.4486777782440186, "acc": 49.49, "time": 177.66243789717555, "param": [ { "p": 0.08780240267515182, "m": 1.0 }, { "p": 0.059565018862485886, "m": 1.0 }, { "p": 0.07108218967914581, "m": 1.0 }, { "p": 0.08372300118207932, "m": 0.7883760333061218 }, { "p": 0.09137574583292007, "m": 0.12532195448875427 }, { "p": 0.07691458612680435, "m": 0.8153141140937805 }, { "p": 0.07688047736883163, "m": 0.8383419513702393 }, { "p": 0.056388549506664276, "m": 0.9914969205856323 }, { "p": 0.05747602880001068, "m": 0.9953335523605347 }, { "p": 0.07178272306919098, "m": 0.5935906171798706 }, { "p": 0.0870601087808609, "m": 0.99042147397995 }, { "p": 0.06259337067604065, "m": 1.0 }, { "p": 0.07025815546512604, "m": 1.0 }, { "p": 0.04709761589765549, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.5719729661941528, "val_loss": 1.479379653930664, "acc": 46.63, "time": 179.3419998290483, "param": [ { "p": 0.060419127345085144, "m": 1.0 }, { "p": 0.05706323683261871, "m": 1.0 }, { "p": 0.08432307094335556, "m": 1.0 }, { "p": 0.0721825659275055, "m": 0.84043288230896 }, { "p": 0.0730758085846901, "m": 0.11304333060979843 }, { "p": 0.04415217414498329, "m": 0.7848445177078247 }, { "p": 0.08180317282676697, "m": 0.7427886128425598 }, { "p": 0.08266998827457428, "m": 0.9784356355667114 }, { "p": 0.07569702714681625, "m": 0.9979521036148071 }, { "p": 0.08458574116230011, "m": 0.6540194749832153 }, { "p": 0.05574137717485428, "m": 0.9992831349372864 }, { "p": 0.07727117836475372, "m": 0.9991346001625061 }, { "p": 0.09151878207921982, "m": 1.0 }, { "p": 0.05949678644537926, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.5030418634414673, "val_loss": 1.2860603332519531, "acc": 52.89, "time": 170.73984203813598, "param": [ { "p": 0.07779474556446075, "m": 1.0 }, { "p": 0.038174618035554886, "m": 1.0 }, { "p": 0.08125712722539902, "m": 1.0 }, { "p": 0.09896060079336166, "m": 0.9603953957557678 }, { "p": 0.04962082579731941, "m": 0.07946647703647614 }, { "p": 0.08125022053718567, "m": 0.577983021736145 }, { "p": 0.04873078688979149, "m": 0.7287462949752808 }, { "p": 0.07501525431871414, "m": 0.9978272318840027 }, { "p": 0.059857118874788284, "m": 0.9857460260391235 }, { "p": 0.07728247344493866, "m": 0.649705171585083 }, { "p": 0.07124664634466171, "m": 0.9981884956359863 }, { "p": 0.0986219123005867, "m": 1.0 }, { "p": 0.07730940729379654, "m": 1.0 }, { "p": 0.06487822532653809, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.5662163496017456, "val_loss": 1.3639018535614014, "acc": 53.15, "time": 177.54436819208786, "param": [ { "p": 0.07728977501392365, "m": 1.0 }, { "p": 0.04390990734100342, "m": 1.0 }, { "p": 0.07632286846637726, "m": 1.0 }, { "p": 0.06806640326976776, "m": 0.8436448574066162 }, { "p": 0.08838218450546265, "m": 0.12926584482192993 }, { "p": 0.07485344260931015, "m": 0.621148407459259 }, { "p": 0.10020379722118378, "m": 0.6979425549507141 }, { "p": 0.06831184029579163, "m": 1.0 }, { "p": 0.06547673791646957, "m": 0.9937187433242798 }, { "p": 0.04611409828066826, "m": 0.7248582243919373 }, { "p": 0.06414218991994858, "m": 0.9939126372337341 }, { "p": 0.10216188430786133, "m": 1.0 }, { "p": 0.09422644972801208, "m": 1.0 }, { "p": 0.030538393184542656, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.636393666267395, "val_loss": 1.4191416501998901, "acc": 53.51, "time": 177.187423564028, "param": [ { "p": 0.08864322304725647, "m": 1.0 }, { "p": 0.05944134294986725, "m": 1.0 }, { "p": 0.0727602168917656, "m": 1.0 }, { "p": 0.06745630502700806, "m": 0.9709509611129761 }, { "p": 0.060807131230831146, "m": 0.22040991485118866 }, { "p": 0.06814427673816681, "m": 0.5622315406799316 }, { "p": 0.049249179661273956, "m": 0.7594390511512756 }, { "p": 0.0727451890707016, "m": 0.9992181062698364 }, { "p": 0.09136319905519485, "m": 1.0 }, { "p": 0.08368846774101257, "m": 0.7844657897949219 }, { "p": 0.0589885413646698, "m": 1.0 }, { "p": 0.07614545524120331, "m": 1.0 }, { "p": 0.08394302427768707, "m": 1.0 }, { "p": 0.06662444025278091, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.4498226642608643, "val_loss": 1.2704625129699707, "acc": 54.41, "time": 170.84647931088693, "param": [ { "p": 0.07579053193330765, "m": 1.0 }, { "p": 0.053247351199388504, "m": 1.0 }, { "p": 0.06595732271671295, "m": 1.0 }, { "p": 0.08628465235233307, "m": 0.957645833492279 }, { "p": 0.07955554127693176, "m": 0.19305996596813202 }, { "p": 0.07598865032196045, "m": 0.6004072427749634 }, { "p": 0.06364980340003967, "m": 0.8292071223258972 }, { "p": 0.08774641156196594, "m": 0.9760029911994934 }, { "p": 0.08533018827438354, "m": 0.9898288249969482 }, { "p": 0.06931375712156296, "m": 0.8276947140693665 }, { "p": 0.060054145753383636, "m": 0.9954119920730591 }, { "p": 0.08236159384250641, "m": 1.0 }, { "p": 0.06568561494350433, "m": 1.0 }, { "p": 0.04903446510434151, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.4891527891159058, "val_loss": 1.2286489009857178, "acc": 55.39, "time": 176.70191562199034, "param": [ { "p": 0.09000357240438461, "m": 1.0 }, { "p": 0.03616480156779289, "m": 1.0 }, { "p": 0.08957953006029129, "m": 1.0 }, { "p": 0.07051066309213638, "m": 0.9262446165084839 }, { "p": 0.09820250421762466, "m": 0.19590729475021362 }, { "p": 0.06724467873573303, "m": 0.7225741147994995 }, { "p": 0.07872162759304047, "m": 0.9151765704154968 }, { "p": 0.0773937925696373, "m": 1.0 }, { "p": 0.05999679118394852, "m": 1.0 }, { "p": 0.050401657819747925, "m": 0.8533475399017334 }, { "p": 0.05573238432407379, "m": 0.9983469843864441 }, { "p": 0.07327503710985184, "m": 1.0 }, { "p": 0.09863339364528656, "m": 1.0 }, { "p": 0.05413958802819252, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.5160491466522217, "val_loss": 1.3096578121185303, "acc": 54.79, "time": 175.01601214078255, "param": [ { "p": 0.08116485178470612, "m": 1.0 }, { "p": 0.03137790039181709, "m": 1.0 }, { "p": 0.06833603233098984, "m": 1.0 }, { "p": 0.08597791939973831, "m": 0.916548490524292 }, { "p": 0.0754646435379982, "m": 0.12920144200325012 }, { "p": 0.07300819456577301, "m": 0.7474609613418579 }, { "p": 0.07923074811697006, "m": 0.8853540420532227 }, { "p": 0.06305526942014694, "m": 0.9936772584915161 }, { "p": 0.08494129776954651, "m": 1.0 }, { "p": 0.07607736438512802, "m": 0.878116250038147 }, { "p": 0.041833922266960144, "m": 0.9995577931404114 }, { "p": 0.1022559255361557, "m": 1.0 }, { "p": 0.07811164855957031, "m": 1.0 }, { "p": 0.059164270758628845, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.3624255657196045, "val_loss": 1.230586051940918, "acc": 56.78, "time": 168.77086499799043, "param": [ { "p": 0.09163393080234528, "m": 1.0 }, { "p": 0.03685925155878067, "m": 1.0 }, { "p": 0.0931444764137268, "m": 1.0 }, { "p": 0.09393691271543503, "m": 0.9755423665046692 }, { "p": 0.08785794675350189, "m": 0.11816558986902237 }, { "p": 0.05221616104245186, "m": 0.7322136759757996 }, { "p": 0.09927336871623993, "m": 0.8840305209159851 }, { "p": 0.05332465097308159, "m": 1.0 }, { "p": 0.054643526673316956, "m": 1.0 }, { "p": 0.06273043900728226, "m": 0.8548523187637329 }, { "p": 0.06555361300706863, "m": 0.9899635910987854 }, { "p": 0.071621373295784, "m": 1.0 }, { "p": 0.07779025286436081, "m": 1.0 }, { "p": 0.05941417068243027, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.4496749639511108, "val_loss": 1.1805108785629272, "acc": 56.95, "time": 167.60370885091834, "param": [ { "p": 0.10556589066982269, "m": 1.0 }, { "p": 0.03569066524505615, "m": 1.0 }, { "p": 0.07494918256998062, "m": 1.0 }, { "p": 0.07994160056114197, "m": 0.999420702457428 }, { "p": 0.06531979888677597, "m": 0.08616090565919876 }, { "p": 0.06951064616441727, "m": 0.692915678024292 }, { "p": 0.06683890521526337, "m": 0.8523045182228088 }, { "p": 0.06522795557975769, "m": 1.0 }, { "p": 0.07023869454860687, "m": 1.0 }, { "p": 0.08636320382356644, "m": 0.9008322358131409 }, { "p": 0.07422187924385071, "m": 0.9976522326469421 }, { "p": 0.06664056330919266, "m": 1.0 }, { "p": 0.08635415881872177, "m": 1.0 }, { "p": 0.05313698947429657, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.5050644874572754, "val_loss": 1.204599142074585, "acc": 57.53, "time": 168.56489672884345, "param": [ { "p": 0.08459734171628952, "m": 1.0 }, { "p": 0.07135903090238571, "m": 1.0 }, { "p": 0.09456419199705124, "m": 1.0 }, { "p": 0.072191022336483, "m": 0.993054211139679 }, { "p": 0.07806947827339172, "m": 0.14071187376976013 }, { "p": 0.06696456670761108, "m": 0.6652573347091675 }, { "p": 0.07298611849546432, "m": 0.9207119345664978 }, { "p": 0.07376673072576523, "m": 1.0 }, { "p": 0.061628736555576324, "m": 0.999068558216095 }, { "p": 0.049521300941705704, "m": 0.8898218870162964 }, { "p": 0.06514327228069305, "m": 0.9981741905212402 }, { "p": 0.08797012269496918, "m": 1.0 }, { "p": 0.0872899740934372, "m": 1.0 }, { "p": 0.03394819423556328, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.4429094791412354, "val_loss": 1.2451082468032837, "acc": 56.98, "time": 169.1967653699685, "param": [ { "p": 0.08135002851486206, "m": 1.0 }, { "p": 0.03530104085803032, "m": 1.0 }, { "p": 0.072450190782547, "m": 1.0 }, { "p": 0.0787968635559082, "m": 0.9696488976478577 }, { "p": 0.07925908267498016, "m": 0.12951381504535675 }, { "p": 0.07270298898220062, "m": 0.7651016712188721 }, { "p": 0.07965348660945892, "m": 0.8592983484268188 }, { "p": 0.07266318798065186, "m": 0.9913955926895142 }, { "p": 0.08220820128917694, "m": 0.9665943384170532 }, { "p": 0.08002424240112305, "m": 0.9211685657501221 }, { "p": 0.08339838683605194, "m": 0.991346538066864 }, { "p": 0.07713735103607178, "m": 1.0 }, { "p": 0.07516983151435852, "m": 1.0 }, { "p": 0.029885103926062584, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.4027117490768433, "val_loss": 1.2272670269012451, "acc": 59.11, "time": 175.00771777401678, "param": [ { "p": 0.08041471987962723, "m": 1.0 }, { "p": 0.05874226614832878, "m": 1.0 }, { "p": 0.07445498555898666, "m": 1.0 }, { "p": 0.04309524595737457, "m": 0.9148020148277283 }, { "p": 0.0755937322974205, "m": 0.11176759749650955 }, { "p": 0.06090838462114334, "m": 0.8281535506248474 }, { "p": 0.06973348557949066, "m": 0.7771698236465454 }, { "p": 0.06848566979169846, "m": 0.9662231206893921 }, { "p": 0.06165125221014023, "m": 1.0 }, { "p": 0.0688444972038269, "m": 0.9378986954689026 }, { "p": 0.07476283609867096, "m": 1.0 }, { "p": 0.10130441933870316, "m": 1.0 }, { "p": 0.09520234912633896, "m": 1.0 }, { "p": 0.06680610030889511, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.3610224723815918, "val_loss": 1.0952062606811523, "acc": 59.5, "time": 160.33544050203636, "param": [ { "p": 0.08249355852603912, "m": 1.0 }, { "p": 0.06514327228069305, "m": 1.0 }, { "p": 0.07348965108394623, "m": 1.0 }, { "p": 0.0581229142844677, "m": 0.9157955050468445 }, { "p": 0.057423196732997894, "m": 0.1491830199956894 }, { "p": 0.07134824991226196, "m": 0.6917582750320435 }, { "p": 0.05791756510734558, "m": 0.7832766175270081 }, { "p": 0.08451791107654572, "m": 1.0 }, { "p": 0.0712333470582962, "m": 0.9999239444732666 }, { "p": 0.06430328637361526, "m": 0.9949126243591309 }, { "p": 0.06880785524845123, "m": 0.9827479124069214 }, { "p": 0.10169948637485504, "m": 1.0 }, { "p": 0.0861208587884903, "m": 1.0 }, { "p": 0.05737883970141411, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.5258979797363281, "val_loss": 1.2209559679031372, "acc": 61.57, "time": 176.68174789403565, "param": [ { "p": 0.06064121797680855, "m": 1.0 }, { "p": 0.05002075061202049, "m": 1.0 }, { "p": 0.0685540959239006, "m": 1.0 }, { "p": 0.0896143913269043, "m": 0.8725463151931763 }, { "p": 0.08033904433250427, "m": 0.15156258642673492 }, { "p": 0.07740776985883713, "m": 0.7399117946624756 }, { "p": 0.039348047226667404, "m": 0.7898460626602173 }, { "p": 0.08696997165679932, "m": 0.9696890115737915 }, { "p": 0.07385335862636566, "m": 0.9868963360786438 }, { "p": 0.0711924359202385, "m": 1.0 }, { "p": 0.09858105331659317, "m": 1.0 }, { "p": 0.09757629781961441, "m": 1.0 }, { "p": 0.07717832922935486, "m": 1.0 }, { "p": 0.02872317284345627, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.3477822542190552, "val_loss": 1.208433747291565, "acc": 58.2, "time": 155.8955283178948, "param": [ { "p": 0.08152834326028824, "m": 1.0 }, { "p": 0.07714805006980896, "m": 1.0 }, { "p": 0.07955692708492279, "m": 1.0 }, { "p": 0.09039326757192612, "m": 0.936678946018219 }, { "p": 0.08645490556955338, "m": 0.19977417588233948 }, { "p": 0.049967166036367416, "m": 0.843490481376648 }, { "p": 0.07307787984609604, "m": 0.9193139672279358 }, { "p": 0.0713825523853302, "m": 1.0 }, { "p": 0.05431532487273216, "m": 0.9628987312316895 }, { "p": 0.05536840111017227, "m": 0.9665617346763611 }, { "p": 0.061417702585458755, "m": 0.9702301025390625 }, { "p": 0.07943659275770187, "m": 1.0 }, { "p": 0.09276958554983139, "m": 1.0 }, { "p": 0.04718327149748802, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.1691395044326782, "val_loss": 1.1412742137908936, "acc": 58.69, "time": 156.15205214289017, "param": [ { "p": 0.08122176676988602, "m": 1.0 }, { "p": 0.037478674203157425, "m": 1.0 }, { "p": 0.08144523948431015, "m": 1.0 }, { "p": 0.05852365866303444, "m": 0.8375570178031921 }, { "p": 0.06645260006189346, "m": 0.1251370757818222 }, { "p": 0.07333116233348846, "m": 0.8694866299629211 }, { "p": 0.0890577882528305, "m": 0.7969061732292175 }, { "p": 0.09788291156291962, "m": 0.8834978938102722 }, { "p": 0.03350182622671127, "m": 0.9828613996505737 }, { "p": 0.08937335759401321, "m": 0.9646347761154175 }, { "p": 0.0722561925649643, "m": 0.9976170659065247 }, { "p": 0.08209187537431717, "m": 1.0 }, { "p": 0.08776596933603287, "m": 1.0 }, { "p": 0.0496169812977314, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.515544056892395, "val_loss": 1.1794558763504028, "acc": 60.6, "time": 174.03708443511277, "param": [ { "p": 0.08325361460447311, "m": 1.0 }, { "p": 0.049699123948812485, "m": 1.0 }, { "p": 0.06892281025648117, "m": 1.0 }, { "p": 0.07470017671585083, "m": 1.0 }, { "p": 0.06168876588344574, "m": 0.09087657928466797 }, { "p": 0.05143153667449951, "m": 0.903857946395874 }, { "p": 0.05236044526100159, "m": 0.7803959846496582 }, { "p": 0.08167993277311325, "m": 1.0 }, { "p": 0.07261903584003448, "m": 1.0 }, { "p": 0.06908747553825378, "m": 1.0 }, { "p": 0.0814066156744957, "m": 1.0 }, { "p": 0.09333757311105728, "m": 1.0 }, { "p": 0.08247609436511993, "m": 1.0 }, { "p": 0.07733676582574844, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.2434130907058716, "val_loss": 1.065041422843933, "acc": 61.43, "time": 168.69983889185824, "param": [ { "p": 0.06960086524486542, "m": 1.0 }, { "p": 0.05030512064695358, "m": 1.0 }, { "p": 0.05795776844024658, "m": 1.0 }, { "p": 0.06626847386360168, "m": 0.9328234791755676 }, { "p": 0.06502217799425125, "m": 0.13422773778438568 }, { "p": 0.05791037157177925, "m": 0.8951634764671326 }, { "p": 0.07959360629320145, "m": 0.7788915634155273 }, { "p": 0.0647650957107544, "m": 1.0 }, { "p": 0.07787026464939117, "m": 1.0 }, { "p": 0.0913953185081482, "m": 0.9858236908912659 }, { "p": 0.07966744899749756, "m": 0.9883261919021606 }, { "p": 0.08341415971517563, "m": 1.0 }, { "p": 0.0994686558842659, "m": 1.0 }, { "p": 0.056760676205158234, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.326011061668396, "val_loss": 1.073979139328003, "acc": 61.9, "time": 176.58511791494675, "param": [ { "p": 0.09235458076000214, "m": 1.0 }, { "p": 0.041635796427726746, "m": 1.0 }, { "p": 0.07266796380281448, "m": 1.0 }, { "p": 0.04908427968621254, "m": 0.9709072113037109 }, { "p": 0.08737479150295258, "m": 0.1631874442100525 }, { "p": 0.06539790332317352, "m": 0.8269407153129578 }, { "p": 0.0662340521812439, "m": 0.7336587905883789 }, { "p": 0.0800371989607811, "m": 0.9978708028793335 }, { "p": 0.07763952016830444, "m": 0.9667909145355225 }, { "p": 0.057934604585170746, "m": 0.9432384967803955 }, { "p": 0.06130364537239075, "m": 0.992997407913208 }, { "p": 0.08272518962621689, "m": 1.0 }, { "p": 0.08008205890655518, "m": 1.0 }, { "p": 0.08552835136651993, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.0818840265274048, "val_loss": 1.1203722953796387, "acc": 61.59, "time": 177.99140915484168, "param": [ { "p": 0.061115480959415436, "m": 1.0 }, { "p": 0.039347823709249496, "m": 1.0 }, { "p": 0.08097636699676514, "m": 1.0 }, { "p": 0.048199813812971115, "m": 0.8390582799911499 }, { "p": 0.07363102585077286, "m": 0.11819346249103546 }, { "p": 0.07357589155435562, "m": 0.8863269686698914 }, { "p": 0.0699182003736496, "m": 0.6709122061729431 }, { "p": 0.07117709517478943, "m": 0.8924321532249451 }, { "p": 0.0888969749212265, "m": 1.0 }, { "p": 0.08284779638051987, "m": 0.9372868537902832 }, { "p": 0.061783432960510254, "m": 0.9975780844688416 }, { "p": 0.08556494861841202, "m": 1.0 }, { "p": 0.09638020396232605, "m": 1.0 }, { "p": 0.06658489257097244, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.2858929634094238, "val_loss": 1.0237334966659546, "acc": 63.21, "time": 172.05874291690998, "param": [ { "p": 0.08156688511371613, "m": 1.0 }, { "p": 0.045726921409368515, "m": 1.0 }, { "p": 0.07376483827829361, "m": 1.0 }, { "p": 0.041391097009181976, "m": 0.9013790488243103 }, { "p": 0.04653743654489517, "m": 0.1415041834115982 }, { "p": 0.039918143302202225, "m": 0.9715279936790466 }, { "p": 0.07974837720394135, "m": 0.6972455978393555 }, { "p": 0.08867264539003372, "m": 0.9223045706748962 }, { "p": 0.09634086489677429, "m": 1.0 }, { "p": 0.07761688530445099, "m": 0.9365229606628418 }, { "p": 0.08556271344423294, "m": 1.0 }, { "p": 0.08158864825963974, "m": 1.0 }, { "p": 0.11087692528963089, "m": 1.0 }, { "p": 0.05068763345479965, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.2086341381072998, "val_loss": 1.100939154624939, "acc": 61.67, "time": 159.24542976589873, "param": [ { "p": 0.0837860256433487, "m": 1.0 }, { "p": 0.06088527292013168, "m": 1.0 }, { "p": 0.0805354043841362, "m": 1.0 }, { "p": 0.07557433098554611, "m": 0.9067398905754089 }, { "p": 0.07635544240474701, "m": 0.09403157234191895 }, { "p": 0.021577369421720505, "m": 1.0 }, { "p": 0.08011413365602493, "m": 0.7580854892730713 }, { "p": 0.07134304940700531, "m": 0.8986301422119141 }, { "p": 0.06068691983819008, "m": 1.0 }, { "p": 0.06749564409255981, "m": 0.9970350861549377 }, { "p": 0.08277630060911179, "m": 1.0 }, { "p": 0.09392993152141571, "m": 1.0 }, { "p": 0.06812744587659836, "m": 1.0 }, { "p": 0.07681265473365784, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.2164442539215088, "val_loss": 1.0254653692245483, "acc": 64.0, "time": 159.09509513503872, "param": [ { "p": 0.06193087249994278, "m": 1.0 }, { "p": 0.04882847145199776, "m": 1.0 }, { "p": 0.09047971665859222, "m": 1.0 }, { "p": 0.05518636107444763, "m": 0.8661357164382935 }, { "p": 0.07550647109746933, "m": 0.15834316611289978 }, { "p": 0.058221831917762756, "m": 1.0 }, { "p": 0.0634179338812828, "m": 0.7457177042961121 }, { "p": 0.07514077425003052, "m": 1.0 }, { "p": 0.07016286253929138, "m": 1.0 }, { "p": 0.10408783704042435, "m": 1.0 }, { "p": 0.06187691166996956, "m": 1.0 }, { "p": 0.08664335310459137, "m": 1.0 }, { "p": 0.08655311167240143, "m": 1.0 }, { "p": 0.06196355074644089, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.0509777069091797, "val_loss": 0.9555524587631226, "acc": 64.08, "time": 163.01004746905528, "param": [ { "p": 0.06805212050676346, "m": 1.0 }, { "p": 0.05095132067799568, "m": 1.0 }, { "p": 0.08057574927806854, "m": 1.0 }, { "p": 0.06702263653278351, "m": 0.8099936842918396 }, { "p": 0.09275073558092117, "m": 0.06930138170719147 }, { "p": 0.05351196229457855, "m": 0.981682538986206 }, { "p": 0.07062921673059464, "m": 0.7689822316169739 }, { "p": 0.054513998329639435, "m": 0.9912848472595215 }, { "p": 0.06872740387916565, "m": 0.9633644819259644 }, { "p": 0.10026314854621887, "m": 0.9916437864303589 }, { "p": 0.06986477971076965, "m": 0.988650918006897 }, { "p": 0.07935705035924911, "m": 1.0 }, { "p": 0.09453021734952927, "m": 1.0 }, { "p": 0.049249593168497086, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.0704439878463745, "val_loss": 1.1420730352401733, "acc": 63.75, "time": 177.52178536495194, "param": [ { "p": 0.08306559920310974, "m": 1.0 }, { "p": 0.0466231144964695, "m": 1.0 }, { "p": 0.1074172854423523, "m": 1.0 }, { "p": 0.05189299210906029, "m": 0.8463227152824402 }, { "p": 0.07868596911430359, "m": 0.1849762499332428 }, { "p": 0.06299107521772385, "m": 0.9106296300888062 }, { "p": 0.059449758380651474, "m": 0.8132652640342712 }, { "p": 0.08069469034671783, "m": 1.0 }, { "p": 0.08738298714160919, "m": 1.0 }, { "p": 0.06698331236839294, "m": 0.8969470262527466 }, { "p": 0.04665089398622513, "m": 1.0 }, { "p": 0.08188793063163757, "m": 1.0 }, { "p": 0.08135971426963806, "m": 1.0 }, { "p": 0.06491469591856003, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.086699366569519, "val_loss": 0.9956063628196716, "acc": 64.56, "time": 175.6344151739031, "param": [ { "p": 0.08123526722192764, "m": 1.0 }, { "p": 0.045529644936323166, "m": 1.0 }, { "p": 0.06764833629131317, "m": 1.0 }, { "p": 0.04936579242348671, "m": 0.8715658783912659 }, { "p": 0.08399780839681625, "m": 0.1695035696029663 }, { "p": 0.062216658145189285, "m": 0.8786876201629639 }, { "p": 0.0736541673541069, "m": 0.7747544646263123 }, { "p": 0.0819353312253952, "m": 0.9982580542564392 }, { "p": 0.07492106407880783, "m": 1.0 }, { "p": 0.08785896748304367, "m": 0.9607129096984863 }, { "p": 0.06451697647571564, "m": 1.0 }, { "p": 0.07649024575948715, "m": 1.0 }, { "p": 0.08238866180181503, "m": 1.0 }, { "p": 0.06824107468128204, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.0811866521835327, "val_loss": 1.0595096349716187, "acc": 64.87, "time": 168.6285609230399, "param": [ { "p": 0.08411052823066711, "m": 1.0 }, { "p": 0.047351207584142685, "m": 1.0 }, { "p": 0.09704411029815674, "m": 1.0 }, { "p": 0.0630427673459053, "m": 0.822661280632019 }, { "p": 0.08916502445936203, "m": 0.19225510954856873 }, { "p": 0.05670803785324097, "m": 0.8459884524345398 }, { "p": 0.055619046092033386, "m": 0.754689633846283 }, { "p": 0.08944855630397797, "m": 1.0 }, { "p": 0.06594619899988174, "m": 0.9997251033782959 }, { "p": 0.07011174410581589, "m": 0.9127368927001953 }, { "p": 0.05709733068943024, "m": 0.9473375678062439 }, { "p": 0.07883142679929733, "m": 1.0 }, { "p": 0.09503636509180069, "m": 1.0 }, { "p": 0.0504877083003521, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.1505792140960693, "val_loss": 1.0626319646835327, "acc": 65.32, "time": 171.99519059387967, "param": [ { "p": 0.06644222885370255, "m": 1.0 }, { "p": 0.05515500158071518, "m": 1.0 }, { "p": 0.05708357319235802, "m": 1.0 }, { "p": 0.06307296454906464, "m": 0.9176048636436462 }, { "p": 0.07693590223789215, "m": 0.228172168135643 }, { "p": 0.07561980932950974, "m": 0.8696364760398865 }, { "p": 0.0643022283911705, "m": 0.7294703125953674 }, { "p": 0.06769554316997528, "m": 1.0 }, { "p": 0.061721496284008026, "m": 1.0 }, { "p": 0.09679916501045227, "m": 0.9430679082870483 }, { "p": 0.07326605916023254, "m": 1.0 }, { "p": 0.07118236273527145, "m": 1.0 }, { "p": 0.0935937762260437, "m": 1.0 }, { "p": 0.07712984830141068, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.1850253343582153, "val_loss": 1.0167533159255981, "acc": 65.52, "time": 172.85591824701987, "param": [ { "p": 0.0892544537782669, "m": 1.0 }, { "p": 0.04772484302520752, "m": 1.0 }, { "p": 0.05421018972992897, "m": 1.0 }, { "p": 0.03835395351052284, "m": 0.7413100004196167 }, { "p": 0.06390135735273361, "m": 0.2924513816833496 }, { "p": 0.04073198884725571, "m": 0.9650086760520935 }, { "p": 0.0757836103439331, "m": 0.9048994183540344 }, { "p": 0.1093883290886879, "m": 0.9581036567687988 }, { "p": 0.06172749400138855, "m": 0.9878094792366028 }, { "p": 0.0762409195303917, "m": 0.9843758940696716 }, { "p": 0.09658801555633545, "m": 1.0 }, { "p": 0.08770117908716202, "m": 1.0 }, { "p": 0.10478758811950684, "m": 1.0 }, { "p": 0.05360613763332367, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.2200355529785156, "val_loss": 0.9187270402908325, "acc": 66.17, "time": 178.64307770016603, "param": [ { "p": 0.08503847569227219, "m": 1.0 }, { "p": 0.03833997994661331, "m": 1.0 }, { "p": 0.07204374670982361, "m": 1.0 }, { "p": 0.07186092436313629, "m": 0.7883375287055969 }, { "p": 0.06427013874053955, "m": 0.17537625133991241 }, { "p": 0.04370361566543579, "m": 0.8379328846931458 }, { "p": 0.0738510861992836, "m": 0.7956885695457458 }, { "p": 0.07879901677370071, "m": 0.9581330418586731 }, { "p": 0.06910085678100586, "m": 0.9996047616004944 }, { "p": 0.07706393301486969, "m": 1.0 }, { "p": 0.08878684788942337, "m": 1.0 }, { "p": 0.09999851882457733, "m": 1.0 }, { "p": 0.07955991476774216, "m": 1.0 }, { "p": 0.057582952082157135, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.0920666456222534, "val_loss": 0.971003532409668, "acc": 65.31, "time": 181.596005552914, "param": [ { "p": 0.07642620801925659, "m": 1.0 }, { "p": 0.04512486234307289, "m": 1.0 }, { "p": 0.09018044173717499, "m": 1.0 }, { "p": 0.05927401781082153, "m": 0.6751633882522583 }, { "p": 0.07183833420276642, "m": 0.19159488379955292 }, { "p": 0.06155717372894287, "m": 0.6934888362884521 }, { "p": 0.09337129443883896, "m": 0.7661498785018921 }, { "p": 0.05935674160718918, "m": 0.9458704590797424 }, { "p": 0.05289589613676071, "m": 0.9761386513710022 }, { "p": 0.0818011537194252, "m": 1.0 }, { "p": 0.09255135804414749, "m": 0.9708928465843201 }, { "p": 0.08335680514574051, "m": 1.0 }, { "p": 0.07320750504732132, "m": 1.0 }, { "p": 0.059058208018541336, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 0.955271303653717, "val_loss": 0.8689162731170654, "acc": 66.8, "time": 174.90039227390662, "param": [ { "p": 0.08871611207723618, "m": 1.0 }, { "p": 0.04926208406686783, "m": 1.0 }, { "p": 0.07621433585882187, "m": 1.0 }, { "p": 0.06130487099289894, "m": 0.7150118350982666 }, { "p": 0.09423799067735672, "m": 0.15342848002910614 }, { "p": 0.06704185158014297, "m": 0.7092273235321045 }, { "p": 0.07257408648729324, "m": 0.678192138671875 }, { "p": 0.06955068558454514, "m": 1.0 }, { "p": 0.06290353834629059, "m": 1.0 }, { "p": 0.06931894272565842, "m": 0.9155586361885071 }, { "p": 0.07812884449958801, "m": 1.0 }, { "p": 0.07283899188041687, "m": 1.0 }, { "p": 0.09828297048807144, "m": 1.0 }, { "p": 0.039624787867069244, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.2109885215759277, "val_loss": 0.8591761589050293, "acc": 66.5, "time": 165.1541138361208, "param": [ { "p": 0.08357801288366318, "m": 1.0 }, { "p": 0.0423995666205883, "m": 1.0 }, { "p": 0.05506959185004234, "m": 1.0 }, { "p": 0.08136463910341263, "m": 0.7987673282623291 }, { "p": 0.07301688194274902, "m": 0.20608949661254883 }, { "p": 0.060209307819604874, "m": 0.7211940884590149 }, { "p": 0.06524977833032608, "m": 0.6891291737556458 }, { "p": 0.045389190316200256, "m": 1.0 }, { "p": 0.0762421116232872, "m": 0.9557034969329834 }, { "p": 0.08110899478197098, "m": 0.963223397731781 }, { "p": 0.08953020721673965, "m": 1.0 }, { "p": 0.1014065369963646, "m": 0.9985054135322571 }, { "p": 0.07444854080677032, "m": 1.0 }, { "p": 0.07098662853240967, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.22861647605896, "val_loss": 1.0647406578063965, "acc": 66.6, "time": 165.87000724696554, "param": [ { "p": 0.1031353697180748, "m": 1.0 }, { "p": 0.05006401613354683, "m": 1.0 }, { "p": 0.08384987711906433, "m": 1.0 }, { "p": 0.052889078855514526, "m": 0.9007206559181213 }, { "p": 0.06852155923843384, "m": 0.18378448486328125 }, { "p": 0.05711852014064789, "m": 0.652585506439209 }, { "p": 0.059462469071149826, "m": 0.7865381836891174 }, { "p": 0.0846480131149292, "m": 0.9627558588981628 }, { "p": 0.076746366918087, "m": 0.9988004565238953 }, { "p": 0.07012569159269333, "m": 0.9953517317771912 }, { "p": 0.058980729430913925, "m": 1.0 }, { "p": 0.0966334193944931, "m": 1.0 }, { "p": 0.09726224094629288, "m": 1.0 }, { "p": 0.040562596172094345, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.2871564626693726, "val_loss": 1.0862993001937866, "acc": 67.3, "time": 157.63168221595697, "param": [ { "p": 0.06416117399930954, "m": 1.0 }, { "p": 0.037712108343839645, "m": 1.0 }, { "p": 0.05641498416662216, "m": 1.0 }, { "p": 0.0658322349190712, "m": 0.884249210357666 }, { "p": 0.08782367408275604, "m": 0.20275497436523438 }, { "p": 0.06730619072914124, "m": 0.645455002784729 }, { "p": 0.07564643025398254, "m": 0.8127970099449158 }, { "p": 0.09411019831895828, "m": 0.9052851796150208 }, { "p": 0.08754847198724747, "m": 1.0 }, { "p": 0.07493218034505844, "m": 0.9924836158752441 }, { "p": 0.05490683391690254, "m": 0.9845666885375977 }, { "p": 0.09778373688459396, "m": 1.0 }, { "p": 0.06077186018228531, "m": 1.0 }, { "p": 0.07504996657371521, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.0817898511886597, "val_loss": 0.9929961562156677, "acc": 66.39, "time": 160.98836944880895, "param": [ { "p": 0.08074408769607544, "m": 1.0 }, { "p": 0.058452997356653214, "m": 1.0 }, { "p": 0.05923287197947502, "m": 1.0 }, { "p": 0.05682836100459099, "m": 0.9698635935783386 }, { "p": 0.05791596323251724, "m": 0.2398986667394638 }, { "p": 0.07225540280342102, "m": 0.6640593409538269 }, { "p": 0.07035171985626221, "m": 0.8572983145713806 }, { "p": 0.08015600591897964, "m": 0.9602553248405457 }, { "p": 0.08304823189973831, "m": 1.0 }, { "p": 0.07446436583995819, "m": 1.0 }, { "p": 0.08775321394205093, "m": 1.0 }, { "p": 0.08093024045228958, "m": 1.0 }, { "p": 0.07358622550964355, "m": 1.0 }, { "p": 0.06428024917840958, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.0053776502609253, "val_loss": 0.9660549759864807, "acc": 67.57, "time": 161.76263786200434, "param": [ { "p": 0.08317209780216217, "m": 1.0 }, { "p": 0.010158452205359936, "m": 1.0 }, { "p": 0.07818233966827393, "m": 1.0 }, { "p": 0.0637897327542305, "m": 0.8773357272148132 }, { "p": 0.0831175148487091, "m": 0.25450652837753296 }, { "p": 0.06746239960193634, "m": 0.68519127368927 }, { "p": 0.0912783145904541, "m": 0.8568508625030518 }, { "p": 0.05941511318087578, "m": 1.0 }, { "p": 0.05358152836561203, "m": 1.0 }, { "p": 0.07825642079114914, "m": 0.995305061340332 }, { "p": 0.06899202615022659, "m": 1.0 }, { "p": 0.08660970628261566, "m": 1.0 }, { "p": 0.11869107931852341, "m": 1.0 }, { "p": 0.057293325662612915, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.1859060525894165, "val_loss": 0.9657512903213501, "acc": 66.78, "time": 165.8031708279159, "param": [ { "p": 0.06027602031826973, "m": 1.0 }, { "p": 0.05697796866297722, "m": 1.0 }, { "p": 0.08815079927444458, "m": 1.0 }, { "p": 0.055226828902959824, "m": 0.9251739382743835 }, { "p": 0.05457416921854019, "m": 0.34587833285331726 }, { "p": 0.05458485707640648, "m": 0.6172244548797607 }, { "p": 0.08025757968425751, "m": 0.8322203755378723 }, { "p": 0.07307402789592743, "m": 0.985191285610199 }, { "p": 0.08135740458965302, "m": 1.0 }, { "p": 0.06093002110719681, "m": 0.9780285954475403 }, { "p": 0.07814924418926239, "m": 0.9943622946739197 }, { "p": 0.08060945570468903, "m": 1.0 }, { "p": 0.08781960606575012, "m": 1.0 }, { "p": 0.0880119800567627, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.041878342628479, "val_loss": 0.9876546263694763, "acc": 67.62, "time": 166.67165595619008, "param": [ { "p": 0.08988973498344421, "m": 1.0 }, { "p": 0.030924102291464806, "m": 1.0 }, { "p": 0.0782691240310669, "m": 1.0 }, { "p": 0.07155562192201614, "m": 0.7909168004989624 }, { "p": 0.07495854794979095, "m": 0.22565510869026184 }, { "p": 0.0473315566778183, "m": 0.6788737773895264 }, { "p": 0.08663841336965561, "m": 0.803673505783081 }, { "p": 0.063507579267025, "m": 1.0 }, { "p": 0.087382972240448, "m": 1.0 }, { "p": 0.05257638543844223, "m": 1.0 }, { "p": 0.08247087895870209, "m": 1.0 }, { "p": 0.07168211042881012, "m": 1.0 }, { "p": 0.08877382427453995, "m": 1.0 }, { "p": 0.07403910905122757, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.2003462314605713, "val_loss": 0.879139244556427, "acc": 68.09, "time": 178.6605627699755, "param": [ { "p": 0.08029354363679886, "m": 1.0 }, { "p": 0.050454672425985336, "m": 1.0 }, { "p": 0.0843009501695633, "m": 1.0 }, { "p": 0.07514671981334686, "m": 0.8426679372787476 }, { "p": 0.06737130880355835, "m": 0.14240925014019012 }, { "p": 0.04039476811885834, "m": 0.6777077913284302 }, { "p": 0.058363690972328186, "m": 0.6820705533027649 }, { "p": 0.07643488049507141, "m": 0.9477441310882568 }, { "p": 0.06620906293392181, "m": 1.0 }, { "p": 0.07251637428998947, "m": 0.9836414456367493 }, { "p": 0.06299637258052826, "m": 0.9021883606910706 }, { "p": 0.09112759679555893, "m": 1.0 }, { "p": 0.09675440192222595, "m": 1.0 }, { "p": 0.07763566076755524, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.1296414136886597, "val_loss": 0.842396080493927, "acc": 68.42, "time": 174.268791802926, "param": [ { "p": 0.081059031188488, "m": 1.0 }, { "p": 0.05383933335542679, "m": 1.0 }, { "p": 0.10632064193487167, "m": 1.0 }, { "p": 0.02565723843872547, "m": 0.9207302927970886 }, { "p": 0.0656096562743187, "m": 0.1531991809606552 }, { "p": 0.06961575895547867, "m": 0.5166916847229004 }, { "p": 0.045340973883867264, "m": 0.808576226234436 }, { "p": 0.06290004402399063, "m": 0.879136860370636 }, { "p": 0.08764432370662689, "m": 1.0 }, { "p": 0.0886654406785965, "m": 0.9620783925056458 }, { "p": 0.04845500364899635, "m": 0.9405380487442017 }, { "p": 0.13290296494960785, "m": 1.0 }, { "p": 0.09549735486507416, "m": 1.0 }, { "p": 0.03649219870567322, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.8170509338378906, "val_loss": 1.028761863708496, "acc": 68.42, "time": 174.9233420030214, "param": [ { "p": 0.09335381537675858, "m": 1.0 }, { "p": 0.05012417957186699, "m": 1.0 }, { "p": 0.06914760917425156, "m": 1.0 }, { "p": 0.06338987499475479, "m": 0.8705983757972717 }, { "p": 0.07366225868463516, "m": 0.20664365589618683 }, { "p": 0.056420739740133286, "m": 0.5750220417976379 }, { "p": 0.051565736532211304, "m": 0.8674235343933105 }, { "p": 0.07257149368524551, "m": 0.9104154109954834 }, { "p": 0.07263645529747009, "m": 0.9967353940010071 }, { "p": 0.07263988256454468, "m": 1.0 }, { "p": 0.06694726645946503, "m": 0.9928642511367798 }, { "p": 0.09174712002277374, "m": 1.0 }, { "p": 0.07310066372156143, "m": 1.0 }, { "p": 0.09269293397665024, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.076493501663208, "val_loss": 0.990882396697998, "acc": 68.47, "time": 177.28946931590326, "param": [ { "p": 0.07870127260684967, "m": 1.0 }, { "p": 0.06433219462633133, "m": 1.0 }, { "p": 0.06645818799734116, "m": 1.0 }, { "p": 0.0881301611661911, "m": 0.902100145816803 }, { "p": 0.07215312123298645, "m": 0.10131265968084335 }, { "p": 0.0573468878865242, "m": 0.8043460845947266 }, { "p": 0.06929655373096466, "m": 0.8427198529243469 }, { "p": 0.06218331679701805, "m": 0.8704739212989807 }, { "p": 0.07235915958881378, "m": 0.9816184639930725 }, { "p": 0.0687241405248642, "m": 0.9976294040679932 }, { "p": 0.05340861156582832, "m": 0.9396214485168457 }, { "p": 0.09165824949741364, "m": 1.0 }, { "p": 0.08252716809511185, "m": 1.0 }, { "p": 0.07272085547447205, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.0040478706359863, "val_loss": 0.7973073720932007, "acc": 67.73, "time": 171.73314966098405, "param": [ { "p": 0.08414352685213089, "m": 1.0 }, { "p": 0.04875737056136131, "m": 1.0 }, { "p": 0.0697922632098198, "m": 1.0 }, { "p": 0.0629846602678299, "m": 0.969671905040741 }, { "p": 0.051530517637729645, "m": 0.08338779956102371 }, { "p": 0.04834465682506561, "m": 0.8386617302894592 }, { "p": 0.07534047961235046, "m": 0.9310129880905151 }, { "p": 0.10376835614442825, "m": 0.9982824325561523 }, { "p": 0.06717722117900848, "m": 1.0 }, { "p": 0.07944290339946747, "m": 0.9885677695274353 }, { "p": 0.07336947321891785, "m": 0.9909736514091492 }, { "p": 0.10039380192756653, "m": 1.0 }, { "p": 0.07902346551418304, "m": 1.0 }, { "p": 0.055931247770786285, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.0003575086593628, "val_loss": 1.0451979637145996, "acc": 66.54, "time": 167.80985447298735, "param": [ { "p": 0.1051531732082367, "m": 1.0 }, { "p": 0.06192002445459366, "m": 1.0 }, { "p": 0.08045504987239838, "m": 1.0 }, { "p": 0.04562826454639435, "m": 0.9637624621391296 }, { "p": 0.06104230880737305, "m": 0.10975122451782227 }, { "p": 0.060978397727012634, "m": 0.8160066604614258 }, { "p": 0.04348158463835716, "m": 0.8266968727111816 }, { "p": 0.05250569060444832, "m": 0.8974373936653137 }, { "p": 0.08143187314271927, "m": 0.9684401154518127 }, { "p": 0.08562751859426498, "m": 0.988275945186615 }, { "p": 0.06481724977493286, "m": 0.996181845664978 }, { "p": 0.06781812012195587, "m": 0.9991758465766907 }, { "p": 0.08771412074565887, "m": 1.0 }, { "p": 0.10142660140991211, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.013745665550232, "val_loss": 0.8631354570388794, "acc": 68.56, "time": 180.11775385891087, "param": [ { "p": 0.07048451900482178, "m": 1.0 }, { "p": 0.043277546763420105, "m": 1.0 }, { "p": 0.07552602887153625, "m": 1.0 }, { "p": 0.045264724642038345, "m": 0.9937068819999695 }, { "p": 0.07476602494716644, "m": 0.13406673073768616 }, { "p": 0.07600163668394089, "m": 0.8797686696052551 }, { "p": 0.06260959059000015, "m": 0.8133004307746887 }, { "p": 0.0562000535428524, "m": 0.8913217186927795 }, { "p": 0.0782942995429039, "m": 0.9863492250442505 }, { "p": 0.08481798321008682, "m": 0.9470043778419495 }, { "p": 0.09028851240873337, "m": 0.9997515082359314 }, { "p": 0.08693093061447144, "m": 1.0 }, { "p": 0.07996398955583572, "m": 1.0 }, { "p": 0.07557418197393417, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.0959841012954712, "val_loss": 0.9881765842437744, "acc": 69.19, "time": 180.75449805008247, "param": [ { "p": 0.10357571393251419, "m": 1.0 }, { "p": 0.045578498393297195, "m": 1.0 }, { "p": 0.07829009741544724, "m": 1.0 }, { "p": 0.052387941628694534, "m": 0.9638156294822693 }, { "p": 0.07430293411016464, "m": 0.19810305535793304 }, { "p": 0.06575330346822739, "m": 0.7704467177391052 }, { "p": 0.07782233506441116, "m": 0.7591341137886047 }, { "p": 0.07240945845842361, "m": 0.9932180047035217 }, { "p": 0.09005513042211533, "m": 0.9996007680892944 }, { "p": 0.04928571730852127, "m": 0.958280622959137 }, { "p": 0.07182889431715012, "m": 1.0 }, { "p": 0.05968420207500458, "m": 1.0 }, { "p": 0.07163605839014053, "m": 1.0 }, { "p": 0.0873897522687912, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.1212131977081299, "val_loss": 0.9803639650344849, "acc": 68.84, "time": 173.47699398896657, "param": [ { "p": 0.08301657438278198, "m": 1.0 }, { "p": 0.0659964457154274, "m": 1.0 }, { "p": 0.06504352390766144, "m": 1.0 }, { "p": 0.056942254304885864, "m": 0.8724787831306458 }, { "p": 0.06657765805721283, "m": 0.23339739441871643 }, { "p": 0.05873389542102814, "m": 0.696385383605957 }, { "p": 0.0657820999622345, "m": 0.7086867690086365 }, { "p": 0.08163589984178543, "m": 0.8699830174446106 }, { "p": 0.058945219963788986, "m": 1.0 }, { "p": 0.09234452247619629, "m": 0.9314972162246704 }, { "p": 0.06922856718301773, "m": 1.0 }, { "p": 0.09839208424091339, "m": 1.0 }, { "p": 0.06119869276881218, "m": 1.0 }, { "p": 0.07616251707077026, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.1425713300704956, "val_loss": 0.9190605878829956, "acc": 66.68, "time": 176.2869738228619, "param": [ { "p": 0.0779372900724411, "m": 1.0 }, { "p": 0.030879970639944077, "m": 1.0 }, { "p": 0.10205713659524918, "m": 1.0 }, { "p": 0.0529872365295887, "m": 0.8813905715942383 }, { "p": 0.0840049460530281, "m": 0.1654348075389862 }, { "p": 0.05285105109214783, "m": 0.7257253527641296 }, { "p": 0.0688851922750473, "m": 0.9219229817390442 }, { "p": 0.09015832841396332, "m": 0.9122920036315918 }, { "p": 0.056975170969963074, "m": 0.9455203413963318 }, { "p": 0.06777594238519669, "m": 0.9941595196723938 }, { "p": 0.07060837745666504, "m": 0.964203417301178 }, { "p": 0.09310806542634964, "m": 1.0 }, { "p": 0.0964055061340332, "m": 1.0 }, { "p": 0.05536569654941559, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.025626540184021, "val_loss": 0.9305418133735657, "acc": 68.25, "time": 167.57870004000142, "param": [ { "p": 0.07791738212108612, "m": 1.0 }, { "p": 0.0483197420835495, "m": 1.0 }, { "p": 0.07834257930517197, "m": 1.0 }, { "p": 0.049039170145988464, "m": 0.854864776134491 }, { "p": 0.06817017495632172, "m": 0.16452695429325104 }, { "p": 0.05238063633441925, "m": 0.7612241506576538 }, { "p": 0.07991766929626465, "m": 0.76875901222229 }, { "p": 0.07261322438716888, "m": 1.0 }, { "p": 0.06003183871507645, "m": 1.0 }, { "p": 0.0808744952082634, "m": 0.9557391405105591 }, { "p": 0.06320098042488098, "m": 0.9926706552505493 }, { "p": 0.08782472461462021, "m": 1.0 }, { "p": 0.1075645461678505, "m": 1.0 }, { "p": 0.07380276173353195, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.1215943098068237, "val_loss": 0.876766562461853, "acc": 69.29, "time": 162.02764425589703, "param": [ { "p": 0.09234066307544708, "m": 1.0 }, { "p": 0.04139301925897598, "m": 1.0 }, { "p": 0.06839112937450409, "m": 1.0 }, { "p": 0.07508772611618042, "m": 0.8513715267181396 }, { "p": 0.06470347195863724, "m": 0.10838915407657623 }, { "p": 0.05078327655792236, "m": 0.7317790389060974 }, { "p": 0.0818217545747757, "m": 0.9010587334632874 }, { "p": 0.08205299079418182, "m": 0.9111019968986511 }, { "p": 0.08755558729171753, "m": 1.0 }, { "p": 0.06463950127363205, "m": 0.9251707196235657 }, { "p": 0.08718470484018326, "m": 0.9940719604492188 }, { "p": 0.07091109454631805, "m": 0.9998800754547119 }, { "p": 0.07464767247438431, "m": 1.0 }, { "p": 0.05848756432533264, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.9970026016235352, "val_loss": 0.8029420375823975, "acc": 67.81, "time": 158.27712819282897, "param": [ { "p": 0.08198972046375275, "m": 1.0 }, { "p": 0.053030215203762054, "m": 1.0 }, { "p": 0.08626669645309448, "m": 1.0 }, { "p": 0.055159807205200195, "m": 0.9463098645210266 }, { "p": 0.07169345766305923, "m": 0.10636798292398453 }, { "p": 0.043316129595041275, "m": 0.806229293346405 }, { "p": 0.04648416489362717, "m": 0.9806795716285706 }, { "p": 0.07876747101545334, "m": 0.9910386204719543 }, { "p": 0.06747095286846161, "m": 0.9974671006202698 }, { "p": 0.09658264368772507, "m": 0.9144904613494873 }, { "p": 0.06379127502441406, "m": 0.9952647686004639 }, { "p": 0.07339189946651459, "m": 1.0 }, { "p": 0.09529025107622147, "m": 1.0 }, { "p": 0.08676522970199585, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.0002459287643433, "val_loss": 0.7997109889984131, "acc": 69.75, "time": 172.98261755821295, "param": [ { "p": 0.08986932784318924, "m": 1.0 }, { "p": 0.048379480838775635, "m": 1.0 }, { "p": 0.06383172422647476, "m": 1.0 }, { "p": 0.05663933977484703, "m": 0.7999852299690247 }, { "p": 0.07008106261491776, "m": 0.12200864404439926 }, { "p": 0.05687170475721359, "m": 0.8475065231323242 }, { "p": 0.07734723389148712, "m": 0.9895843267440796 }, { "p": 0.09866195172071457, "m": 0.9882978200912476 }, { "p": 0.06575558334589005, "m": 0.962647557258606 }, { "p": 0.07957983016967773, "m": 0.8917815089225769 }, { "p": 0.08444608002901077, "m": 0.9989479184150696 }, { "p": 0.07383909076452255, "m": 1.0 }, { "p": 0.09586647152900696, "m": 1.0 }, { "p": 0.03883110731840134, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.1255390644073486, "val_loss": 0.8678315877914429, "acc": 69.35, "time": 178.76311335409991, "param": [ { "p": 0.09129853546619415, "m": 1.0 }, { "p": 0.05177474021911621, "m": 1.0 }, { "p": 0.09366278350353241, "m": 1.0 }, { "p": 0.04814452305436134, "m": 0.8519718647003174 }, { "p": 0.08980681002140045, "m": 0.2528340220451355 }, { "p": 0.03823715075850487, "m": 0.9504731297492981 }, { "p": 0.07380078732967377, "m": 0.9525541663169861 }, { "p": 0.07651988416910172, "m": 0.9750481843948364 }, { "p": 0.08627976477146149, "m": 1.0 }, { "p": 0.05634809285402298, "m": 0.841515302658081 }, { "p": 0.06546267122030258, "m": 0.9941011667251587 }, { "p": 0.08072617650032043, "m": 0.9997640252113342 }, { "p": 0.07501371204853058, "m": 1.0 }, { "p": 0.07292429357767105, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.0064582824707031, "val_loss": 0.9180405139923096, "acc": 68.86, "time": 164.17499489989132, "param": [ { "p": 0.052303463220596313, "m": 1.0 }, { "p": 0.0331231988966465, "m": 1.0 }, { "p": 0.08827873319387436, "m": 1.0 }, { "p": 0.06204339489340782, "m": 0.7964183688163757 }, { "p": 0.07029635459184647, "m": 0.1480446457862854 }, { "p": 0.08276093751192093, "m": 0.9543906450271606 }, { "p": 0.0656137615442276, "m": 0.9175031781196594 }, { "p": 0.06814925372600555, "m": 0.8910123705863953 }, { "p": 0.05263122543692589, "m": 0.9469236135482788 }, { "p": 0.113646499812603, "m": 0.9203627109527588 }, { "p": 0.09811808913946152, "m": 1.0 }, { "p": 0.06963900476694107, "m": 1.0 }, { "p": 0.07749519497156143, "m": 1.0 }, { "p": 0.06590083241462708, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9664479494094849, "val_loss": 0.8703592419624329, "acc": 69.01, "time": 173.652313338127, "param": [ { "p": 0.06446000188589096, "m": 1.0 }, { "p": 0.08483168482780457, "m": 1.0 }, { "p": 0.05985249578952789, "m": 1.0 }, { "p": 0.09620485454797745, "m": 0.9941874742507935 }, { "p": 0.06907358020544052, "m": 0.15122947096824646 }, { "p": 0.06870472431182861, "m": 0.7688738703727722 }, { "p": 0.05587119609117508, "m": 0.8480554819107056 }, { "p": 0.06910065561532974, "m": 0.8556339740753174 }, { "p": 0.062269777059555054, "m": 0.8901171684265137 }, { "p": 0.08012086898088455, "m": 0.9566760659217834 }, { "p": 0.06531442701816559, "m": 0.9412351846694946 }, { "p": 0.0820968970656395, "m": 1.0 }, { "p": 0.07744210213422775, "m": 1.0 }, { "p": 0.06465666741132736, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.9907118082046509, "val_loss": 0.824336588382721, "acc": 69.13, "time": 177.0104666359257, "param": [ { "p": 0.0748348981142044, "m": 1.0 }, { "p": 0.04810052365064621, "m": 1.0 }, { "p": 0.08883684128522873, "m": 1.0 }, { "p": 0.06791964918375015, "m": 0.9638789892196655 }, { "p": 0.07359413057565689, "m": 0.19262158870697021 }, { "p": 0.057922910898923874, "m": 0.6704689264297485 }, { "p": 0.06190553680062294, "m": 0.8934420943260193 }, { "p": 0.053010180592536926, "m": 0.952479362487793 }, { "p": 0.08640194684267044, "m": 1.0 }, { "p": 0.09686580300331116, "m": 1.0 }, { "p": 0.06995806843042374, "m": 0.9993025064468384 }, { "p": 0.07558810710906982, "m": 1.0 }, { "p": 0.09147436916828156, "m": 1.0 }, { "p": 0.05358710139989853, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.8269941806793213, "val_loss": 0.861585259437561, "acc": 70.44, "time": 156.71028564916924, "param": [ { "p": 0.11101509630680084, "m": 1.0 }, { "p": 0.04117435961961746, "m": 1.0 }, { "p": 0.09296171367168427, "m": 1.0 }, { "p": 0.07395458221435547, "m": 0.9366050362586975 }, { "p": 0.06426186114549637, "m": 0.31988033652305603 }, { "p": 0.06762716919183731, "m": 0.6898559331893921 }, { "p": 0.050847481936216354, "m": 0.8677808046340942 }, { "p": 0.08099643141031265, "m": 0.9998092651367188 }, { "p": 0.09463657438755035, "m": 0.9968465566635132 }, { "p": 0.08675208687782288, "m": 1.0 }, { "p": 0.0750969722867012, "m": 0.9880547523498535 }, { "p": 0.06103667616844177, "m": 1.0 }, { "p": 0.07849840819835663, "m": 1.0 }, { "p": 0.02114051952958107, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.9296033382415771, "val_loss": 0.9209917187690735, "acc": 69.62, "time": 156.10222762078047, "param": [ { "p": 0.10604694485664368, "m": 1.0 }, { "p": 0.05802619457244873, "m": 1.0 }, { "p": 0.05839605629444122, "m": 1.0 }, { "p": 0.07173319905996323, "m": 0.9999289512634277 }, { "p": 0.037998445332050323, "m": 0.2527177035808563 }, { "p": 0.05938994139432907, "m": 0.7950722575187683 }, { "p": 0.07270368933677673, "m": 0.9424146413803101 }, { "p": 0.05299355834722519, "m": 0.9526245594024658 }, { "p": 0.08534024655818939, "m": 0.991963803768158 }, { "p": 0.07628375291824341, "m": 0.9900655746459961 }, { "p": 0.07306712865829468, "m": 0.880506157875061 }, { "p": 0.08296017348766327, "m": 1.0 }, { "p": 0.09057755023241043, "m": 1.0 }, { "p": 0.07448320835828781, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.6693900227546692, "val_loss": 0.8980254530906677, "acc": 68.97, "time": 163.88292489782907, "param": [ { "p": 0.05064058303833008, "m": 1.0 }, { "p": 0.05305573344230652, "m": 1.0 }, { "p": 0.1140131801366806, "m": 1.0 }, { "p": 0.08205235004425049, "m": 0.9840670228004456 }, { "p": 0.06003890186548233, "m": 0.1589755117893219 }, { "p": 0.07182934135198593, "m": 0.7095024585723877 }, { "p": 0.05389336496591568, "m": 0.9809507131576538 }, { "p": 0.08697626739740372, "m": 0.9976893067359924 }, { "p": 0.06271366029977798, "m": 1.0 }, { "p": 0.06733101606369019, "m": 1.0 }, { "p": 0.09039583802223206, "m": 0.8977665305137634 }, { "p": 0.0786842554807663, "m": 1.0 }, { "p": 0.0691562369465828, "m": 1.0 }, { "p": 0.05921921506524086, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.0375038385391235, "val_loss": 0.8236792683601379, "acc": 70.93, "time": 173.79038193495944, "param": [ { "p": 0.0893087163567543, "m": 1.0 }, { "p": 0.06502323597669601, "m": 1.0 }, { "p": 0.06459280848503113, "m": 1.0 }, { "p": 0.07899908721446991, "m": 1.0 }, { "p": 0.07515960931777954, "m": 0.269986093044281 }, { "p": 0.058128733187913895, "m": 0.6676944494247437 }, { "p": 0.08020258694887161, "m": 0.8831965327262878 }, { "p": 0.08687019348144531, "m": 0.9664685130119324 }, { "p": 0.05657171830534935, "m": 0.9904946684837341 }, { "p": 0.05505818873643875, "m": 0.9773297309875488 }, { "p": 0.07712873071432114, "m": 0.9562607407569885 }, { "p": 0.05943140387535095, "m": 1.0 }, { "p": 0.09077298641204834, "m": 1.0 }, { "p": 0.06275197118520737, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.9741883873939514, "val_loss": 0.9222701787948608, "acc": 69.62, "time": 176.96039512800053, "param": [ { "p": 0.08271925151348114, "m": 1.0 }, { "p": 0.04360369220376015, "m": 1.0 }, { "p": 0.07810046523809433, "m": 1.0 }, { "p": 0.06024684011936188, "m": 0.9986133575439453 }, { "p": 0.07792391628026962, "m": 0.26488760113716125 }, { "p": 0.06371627748012543, "m": 0.7135598659515381 }, { "p": 0.045322347432374954, "m": 0.9293621182441711 }, { "p": 0.0786367729306221, "m": 0.9880422949790955 }, { "p": 0.08405471593141556, "m": 1.0 }, { "p": 0.08794942498207092, "m": 0.9651162028312683 }, { "p": 0.07940687984228134, "m": 0.9811210036277771 }, { "p": 0.06780614703893661, "m": 1.0 }, { "p": 0.08448227494955063, "m": 1.0 }, { "p": 0.06603095680475235, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.9716026186943054, "val_loss": 0.8554613590240479, "acc": 70.52, "time": 174.9730974638369, "param": [ { "p": 0.07806199043989182, "m": 1.0 }, { "p": 0.06419584900140762, "m": 1.0 }, { "p": 0.0593939945101738, "m": 1.0 }, { "p": 0.04416684806346893, "m": 0.904006838798523 }, { "p": 0.08985347300767899, "m": 0.29102811217308044 }, { "p": 0.06432713568210602, "m": 0.6925931572914124 }, { "p": 0.05950939655303955, "m": 0.8549634218215942 }, { "p": 0.06480859220027924, "m": 0.9140923619270325 }, { "p": 0.06289581954479218, "m": 0.9567173719406128 }, { "p": 0.08533085882663727, "m": 0.9508616328239441 }, { "p": 0.08793772757053375, "m": 1.0 }, { "p": 0.09234555065631866, "m": 1.0 }, { "p": 0.08697838336229324, "m": 1.0 }, { "p": 0.060194212943315506, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.916370689868927, "val_loss": 0.7625338435173035, "acc": 70.93, "time": 176.24982541589998, "param": [ { "p": 0.0716395378112793, "m": 1.0 }, { "p": 0.060495682060718536, "m": 1.0 }, { "p": 0.0706605315208435, "m": 1.0 }, { "p": 0.06473512202501297, "m": 0.9843815565109253 }, { "p": 0.051681455224752426, "m": 0.33755260705947876 }, { "p": 0.07139363884925842, "m": 0.7572622895240784 }, { "p": 0.07257632911205292, "m": 0.8178987503051758 }, { "p": 0.08941613137722015, "m": 1.0 }, { "p": 0.08183708041906357, "m": 0.9893857836723328 }, { "p": 0.08814272284507751, "m": 1.0 }, { "p": 0.06197543814778328, "m": 0.8998568654060364 }, { "p": 0.0804586261510849, "m": 1.0 }, { "p": 0.09275281429290771, "m": 1.0 }, { "p": 0.042234908789396286, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.9906197786331177, "val_loss": 0.9060430526733398, "acc": 71.06, "time": 178.10789248812944, "param": [ { "p": 0.08025949448347092, "m": 1.0 }, { "p": 0.02840479649603367, "m": 1.0 }, { "p": 0.05062112212181091, "m": 1.0 }, { "p": 0.08560876548290253, "m": 0.9381033778190613 }, { "p": 0.04805969446897507, "m": 0.3891964256763458 }, { "p": 0.05641591176390648, "m": 0.7105419039726257 }, { "p": 0.052311018109321594, "m": 0.8439604640007019 }, { "p": 0.07846084237098694, "m": 0.9534804224967957 }, { "p": 0.09563399106264114, "m": 0.9488867521286011 }, { "p": 0.06703135371208191, "m": 0.9687674641609192 }, { "p": 0.10506363958120346, "m": 0.9540944695472717 }, { "p": 0.08679361641407013, "m": 1.0 }, { "p": 0.10499843209981918, "m": 1.0 }, { "p": 0.060337312519550323, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.0254889726638794, "val_loss": 1.0231260061264038, "acc": 69.15, "time": 170.24423063499853, "param": [ { "p": 0.08085640519857407, "m": 1.0 }, { "p": 0.050809767097234726, "m": 1.0 }, { "p": 0.08396553248167038, "m": 1.0 }, { "p": 0.05251540243625641, "m": 0.8606935143470764 }, { "p": 0.0746936947107315, "m": 0.35569626092910767 }, { "p": 0.08739936351776123, "m": 0.8590580224990845 }, { "p": 0.06452526897192001, "m": 0.8994875550270081 }, { "p": 0.07246259599924088, "m": 0.8874960541725159 }, { "p": 0.07421042770147324, "m": 1.0 }, { "p": 0.06745228916406631, "m": 1.0 }, { "p": 0.08293361961841583, "m": 1.0 }, { "p": 0.050204310566186905, "m": 1.0 }, { "p": 0.08091369271278381, "m": 1.0 }, { "p": 0.07705757766962051, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.9821426272392273, "val_loss": 0.7653435468673706, "acc": 71.82, "time": 169.1855633049272, "param": [ { "p": 0.10447142273187637, "m": 1.0 }, { "p": 0.042519934475421906, "m": 1.0 }, { "p": 0.09157099574804306, "m": 1.0 }, { "p": 0.06979319453239441, "m": 0.886427104473114 }, { "p": 0.05954894423484802, "m": 0.4448932409286499 }, { "p": 0.06044909358024597, "m": 0.8343127965927124 }, { "p": 0.06770747154951096, "m": 0.9276872277259827 }, { "p": 0.06094534322619438, "m": 0.9953467845916748 }, { "p": 0.04933801293373108, "m": 1.0 }, { "p": 0.07615739852190018, "m": 0.9884111881256104 }, { "p": 0.08655986189842224, "m": 1.0 }, { "p": 0.08533184230327606, "m": 1.0 }, { "p": 0.0947464182972908, "m": 1.0 }, { "p": 0.05086015164852142, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.0129597187042236, "val_loss": 0.758986234664917, "acc": 71.11, "time": 159.7460091591347, "param": [ { "p": 0.07980253547430038, "m": 1.0 }, { "p": 0.07020026445388794, "m": 1.0 }, { "p": 0.07650020718574524, "m": 1.0 }, { "p": 0.07628179341554642, "m": 0.8097342252731323 }, { "p": 0.03916659578680992, "m": 0.3829253017902374 }, { "p": 0.08292875438928604, "m": 1.0 }, { "p": 0.07521750777959824, "m": 0.8528446555137634 }, { "p": 0.08646025508642197, "m": 0.909153938293457 }, { "p": 0.06494508683681488, "m": 0.9952983856201172 }, { "p": 0.052749425172805786, "m": 0.9814019203186035 }, { "p": 0.08034513145685196, "m": 0.9921591877937317 }, { "p": 0.07833303511142731, "m": 1.0 }, { "p": 0.06859661638736725, "m": 1.0 }, { "p": 0.06847276538610458, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.0072605609893799, "val_loss": 0.9271563291549683, "acc": 70.49, "time": 161.32001553010195, "param": [ { "p": 0.08821704983711243, "m": 1.0 }, { "p": 0.06818114966154099, "m": 1.0 }, { "p": 0.04094311222434044, "m": 1.0 }, { "p": 0.0677296370267868, "m": 0.8889504075050354 }, { "p": 0.0584416463971138, "m": 0.355263352394104 }, { "p": 0.057224590331315994, "m": 1.0 }, { "p": 0.07232537865638733, "m": 0.9476714134216309 }, { "p": 0.06863009929656982, "m": 0.9189354777336121 }, { "p": 0.07316046208143234, "m": 0.9421319961547852 }, { "p": 0.07557987421751022, "m": 0.9755222797393799 }, { "p": 0.08016312122344971, "m": 0.9078608155250549 }, { "p": 0.08229165524244308, "m": 1.0 }, { "p": 0.09470479935407639, "m": 1.0 }, { "p": 0.07240739464759827, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.8033638596534729, "val_loss": 0.8529388904571533, "acc": 69.19, "time": 164.1865058420226, "param": [ { "p": 0.08052822202444077, "m": 1.0 }, { "p": 0.06770366430282593, "m": 1.0 }, { "p": 0.08641047775745392, "m": 1.0 }, { "p": 0.0723591074347496, "m": 0.9368310570716858 }, { "p": 0.05595797672867775, "m": 0.22901786863803864 }, { "p": 0.062013328075408936, "m": 1.0 }, { "p": 0.06758584082126617, "m": 0.9376652240753174 }, { "p": 0.07043562084436417, "m": 0.9890843033790588 }, { "p": 0.08360306918621063, "m": 0.995166540145874 }, { "p": 0.06351549178361893, "m": 0.9940385222434998 }, { "p": 0.10224731266498566, "m": 0.9699868559837341 }, { "p": 0.06833390891551971, "m": 1.0 }, { "p": 0.06069125235080719, "m": 1.0 }, { "p": 0.05861473083496094, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.7356498837471008, "val_loss": 0.8198140859603882, "acc": 71.58, "time": 180.51978052710183, "param": [ { "p": 0.08134310692548752, "m": 1.0 }, { "p": 0.07923641800880432, "m": 1.0 }, { "p": 0.09003343433141708, "m": 1.0 }, { "p": 0.04071640595793724, "m": 0.874340295791626 }, { "p": 0.06764987856149673, "m": 0.10070746392011642 }, { "p": 0.03375672921538353, "m": 0.9257351160049438 }, { "p": 0.06943470239639282, "m": 0.9456791281700134 }, { "p": 0.08544889837503433, "m": 0.9991596937179565 }, { "p": 0.07678928971290588, "m": 1.0 }, { "p": 0.06174461171030998, "m": 1.0 }, { "p": 0.07811085134744644, "m": 0.9339722394943237 }, { "p": 0.06491754204034805, "m": 1.0 }, { "p": 0.09735814481973648, "m": 1.0 }, { "p": 0.07346003502607346, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.8549631834030151, "val_loss": 0.8666667342185974, "acc": 71.67, "time": 175.61683747614734, "param": [ { "p": 0.07701735943555832, "m": 1.0 }, { "p": 0.06926702708005905, "m": 1.0 }, { "p": 0.09291116893291473, "m": 1.0 }, { "p": 0.049445994198322296, "m": 0.8599780201911926 }, { "p": 0.05032515898346901, "m": 0.14922165870666504 }, { "p": 0.07104578614234924, "m": 0.8520416617393494 }, { "p": 0.052674319595098495, "m": 0.975771963596344 }, { "p": 0.07500096410512924, "m": 0.9842272996902466 }, { "p": 0.05692886561155319, "m": 0.9518857598304749 }, { "p": 0.10855362564325333, "m": 0.9963697791099548 }, { "p": 0.0843055248260498, "m": 0.9868772029876709 }, { "p": 0.06927917152643204, "m": 1.0 }, { "p": 0.12779083847999573, "m": 1.0 }, { "p": 0.01545421127229929, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.8149635195732117, "val_loss": 0.8987017869949341, "acc": 70.95, "time": 170.78235690295696, "param": [ { "p": 0.08711210638284683, "m": 1.0 }, { "p": 0.03746257349848747, "m": 1.0 }, { "p": 0.06087470427155495, "m": 1.0 }, { "p": 0.07711096107959747, "m": 0.8404302000999451 }, { "p": 0.06166629493236542, "m": 0.18506915867328644 }, { "p": 0.050047390162944794, "m": 0.7574220895767212 }, { "p": 0.06971728056669235, "m": 0.9964116215705872 }, { "p": 0.08071868121623993, "m": 0.9049161076545715 }, { "p": 0.10943569988012314, "m": 0.9798380732536316 }, { "p": 0.08683327585458755, "m": 1.0 }, { "p": 0.06408627331256866, "m": 0.9502195119857788 }, { "p": 0.07873521745204926, "m": 1.0 }, { "p": 0.07943549752235413, "m": 1.0 }, { "p": 0.05676410347223282, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.9425627589225769, "val_loss": 0.889395534992218, "acc": 70.15, "time": 176.25507675902918, "param": [ { "p": 0.08044372498989105, "m": 1.0 }, { "p": 0.06317456811666489, "m": 1.0 }, { "p": 0.05971470847725868, "m": 1.0 }, { "p": 0.05276714637875557, "m": 0.8948608040809631 }, { "p": 0.06698530912399292, "m": 0.250055193901062 }, { "p": 0.08115565776824951, "m": 0.7489013075828552 }, { "p": 0.056345436722040176, "m": 1.0 }, { "p": 0.06827787309885025, "m": 0.9164859056472778 }, { "p": 0.06880629807710648, "m": 1.0 }, { "p": 0.09199867397546768, "m": 0.9022061228752136 }, { "p": 0.09589196741580963, "m": 0.9654293656349182 }, { "p": 0.06558603048324585, "m": 1.0 }, { "p": 0.07552792131900787, "m": 1.0 }, { "p": 0.07332475483417511, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.8435947299003601, "val_loss": 0.8773629069328308, "acc": 71.3, "time": 166.98106849589385, "param": [ { "p": 0.08737137913703918, "m": 1.0 }, { "p": 0.10289349406957626, "m": 1.0 }, { "p": 0.05592655390501022, "m": 1.0 }, { "p": 0.03450847044587135, "m": 0.9413231015205383 }, { "p": 0.06684743613004684, "m": 0.212746724486351 }, { "p": 0.07904477417469025, "m": 0.6516548991203308 }, { "p": 0.11253970116376877, "m": 0.9895139336585999 }, { "p": 0.07054971158504486, "m": 0.884382963180542 }, { "p": 0.09584551304578781, "m": 0.8734818696975708 }, { "p": 0.07203854620456696, "m": 1.0 }, { "p": 0.060035742819309235, "m": 0.9811415076255798 }, { "p": 0.03319525346159935, "m": 1.0 }, { "p": 0.07760599255561829, "m": 1.0 }, { "p": 0.05159749090671539, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.8585631847381592, "val_loss": 0.7775794267654419, "acc": 71.39, "time": 165.92513023479842, "param": [ { "p": 0.07850906997919083, "m": 1.0 }, { "p": 0.045322295278310776, "m": 1.0 }, { "p": 0.10849051922559738, "m": 1.0 }, { "p": 0.04323462396860123, "m": 0.8903226256370544 }, { "p": 0.07510071992874146, "m": 0.3236282765865326 }, { "p": 0.065658338367939, "m": 0.7141367793083191 }, { "p": 0.06390485912561417, "m": 0.9463039636611938 }, { "p": 0.05862141028046608, "m": 1.0 }, { "p": 0.0943116843700409, "m": 0.8299376368522644 }, { "p": 0.07328516244888306, "m": 1.0 }, { "p": 0.0878223106265068, "m": 0.954520583152771 }, { "p": 0.08580544590950012, "m": 1.0 }, { "p": 0.07051391154527664, "m": 1.0 }, { "p": 0.049419693648815155, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.7911679148674011, "val_loss": 0.817595362663269, "acc": 71.5, "time": 176.5885085731279, "param": [ { "p": 0.09311386197805405, "m": 1.0 }, { "p": 0.05679251253604889, "m": 1.0 }, { "p": 0.0643799751996994, "m": 1.0 }, { "p": 0.049255017191171646, "m": 0.9488455057144165 }, { "p": 0.059075966477394104, "m": 0.29978373646736145 }, { "p": 0.08904159814119339, "m": 0.7902476191520691 }, { "p": 0.044987473636865616, "m": 0.8694643378257751 }, { "p": 0.0904257670044899, "m": 0.9181813597679138 }, { "p": 0.06347766518592834, "m": 0.9535959959030151 }, { "p": 0.08375421911478043, "m": 0.9969862103462219 }, { "p": 0.09348919242620468, "m": 0.9967330694198608 }, { "p": 0.06965373456478119, "m": 1.0 }, { "p": 0.07693543285131454, "m": 1.0 }, { "p": 0.06561769545078278, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.6869907975196838, "val_loss": 0.9500095844268799, "acc": 70.99, "time": 157.22966083092615, "param": [ { "p": 0.0666307583451271, "m": 1.0 }, { "p": 0.07869934290647507, "m": 1.0 }, { "p": 0.09287256747484207, "m": 1.0 }, { "p": 0.05970858037471771, "m": 0.9367332458496094 }, { "p": 0.055264174938201904, "m": 0.37709474563598633 }, { "p": 0.07398401200771332, "m": 0.7793110609054565 }, { "p": 0.060478873550891876, "m": 0.959829568862915 }, { "p": 0.07853979617357254, "m": 0.9929450750350952 }, { "p": 0.06325961649417877, "m": 0.9773938059806824 }, { "p": 0.07260959595441818, "m": 0.9263030290603638 }, { "p": 0.0656319186091423, "m": 0.9495275020599365 }, { "p": 0.07533004134893417, "m": 1.0 }, { "p": 0.08442314714193344, "m": 1.0 }, { "p": 0.07256753742694855, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.9443570971488953, "val_loss": 0.9197468161582947, "acc": 71.26, "time": 165.0188994759228, "param": [ { "p": 0.09118744730949402, "m": 1.0 }, { "p": 0.047540850937366486, "m": 1.0 }, { "p": 0.08064979314804077, "m": 1.0 }, { "p": 0.06467733532190323, "m": 0.9207752346992493 }, { "p": 0.06866271048784256, "m": 0.31134775280952454 }, { "p": 0.0714050680398941, "m": 0.6487846970558167 }, { "p": 0.05422835424542427, "m": 0.8726627826690674 }, { "p": 0.08054754137992859, "m": 0.952012836933136 }, { "p": 0.07355736941099167, "m": 0.9594332575798035 }, { "p": 0.06226964294910431, "m": 1.0 }, { "p": 0.07013162225484848, "m": 0.8814061284065247 }, { "p": 0.08210138976573944, "m": 1.0 }, { "p": 0.10186246782541275, "m": 1.0 }, { "p": 0.05117833986878395, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.0524890422821045, "val_loss": 0.8274228572845459, "acc": 71.35, "time": 159.42845913302153, "param": [ { "p": 0.09041911363601685, "m": 1.0 }, { "p": 0.061233799904584885, "m": 1.0 }, { "p": 0.07145533710718155, "m": 1.0 }, { "p": 0.06244692951440811, "m": 0.9402734041213989 }, { "p": 0.02855698950588703, "m": 0.17635850608348846 }, { "p": 0.0744696781039238, "m": 0.6863436102867126 }, { "p": 0.06897975504398346, "m": 0.8978070616722107 }, { "p": 0.07349680364131927, "m": 0.9971719980239868 }, { "p": 0.07949783653020859, "m": 1.0 }, { "p": 0.050982266664505005, "m": 0.9954521656036377 }, { "p": 0.08269058167934418, "m": 0.9736337065696716 }, { "p": 0.07858407497406006, "m": 1.0 }, { "p": 0.08523685485124588, "m": 1.0 }, { "p": 0.09195004403591156, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.7410674691200256, "val_loss": 0.8384093046188354, "acc": 71.75, "time": 180.50352231389843, "param": [ { "p": 0.0973147451877594, "m": 1.0 }, { "p": 0.05479119345545769, "m": 1.0 }, { "p": 0.0838397890329361, "m": 1.0 }, { "p": 0.05558391660451889, "m": 0.9335041046142578 }, { "p": 0.038734037429094315, "m": 0.1108165979385376 }, { "p": 0.08851692825555801, "m": 0.5913722515106201 }, { "p": 0.034082867205142975, "m": 0.9147782325744629 }, { "p": 0.09066308289766312, "m": 0.8914042115211487 }, { "p": 0.060656145215034485, "m": 0.876421332359314 }, { "p": 0.05149511992931366, "m": 0.9893049597740173 }, { "p": 0.0680314376950264, "m": 0.927017092704773 }, { "p": 0.11713112145662308, "m": 1.0 }, { "p": 0.092320516705513, "m": 1.0 }, { "p": 0.0668390765786171, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.6964226961135864, "val_loss": 0.8884831666946411, "acc": 71.81, "time": 168.40040432289243, "param": [ { "p": 0.0800461396574974, "m": 1.0 }, { "p": 0.07899005711078644, "m": 1.0 }, { "p": 0.09935430437326431, "m": 1.0 }, { "p": 0.08190363645553589, "m": 0.9660816788673401 }, { "p": 0.07173394411802292, "m": 0.0 }, { "p": 0.08704515546560287, "m": 0.5656164288520813 }, { "p": 0.0589449442923069, "m": 0.9803770184516907 }, { "p": 0.059576403349637985, "m": 0.9384685754776001 }, { "p": 0.0470479279756546, "m": 0.7967668175697327 }, { "p": 0.06182350218296051, "m": 0.9792110323905945 }, { "p": 0.07698146998882294, "m": 0.9632796049118042 }, { "p": 0.0592389740049839, "m": 1.0 }, { "p": 0.08701834827661514, "m": 1.0 }, { "p": 0.05029522255063057, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.8184548616409302, "val_loss": 0.802495539188385, "acc": 72.32, "time": 179.00946109485812, "param": [ { "p": 0.06382077187299728, "m": 1.0 }, { "p": 0.047770705074071884, "m": 1.0 }, { "p": 0.08436372131109238, "m": 1.0 }, { "p": 0.045193832367658615, "m": 0.9093692898750305 }, { "p": 0.0808170884847641, "m": 0.02584652043879032 }, { "p": 0.07427269220352173, "m": 0.7082729935646057 }, { "p": 0.052723463624715805, "m": 0.965973436832428 }, { "p": 0.07445921748876572, "m": 0.9809301495552063 }, { "p": 0.06654691696166992, "m": 0.8106725811958313 }, { "p": 0.086944580078125, "m": 0.9067462682723999 }, { "p": 0.07800327986478806, "m": 0.9794256687164307 }, { "p": 0.07481012493371964, "m": 1.0 }, { "p": 0.10448869317770004, "m": 1.0 }, { "p": 0.06578493118286133, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.7533443570137024, "val_loss": 0.9044137597084045, "acc": 72.06, "time": 170.82927471213043, "param": [ { "p": 0.060706596821546555, "m": 1.0 }, { "p": 0.04684493690729141, "m": 1.0 }, { "p": 0.06822020560503006, "m": 1.0 }, { "p": 0.061936866492033005, "m": 0.9460263848304749 }, { "p": 0.08675988763570786, "m": 0.1790008693933487 }, { "p": 0.05104939267039299, "m": 0.871082603931427 }, { "p": 0.05989904701709747, "m": 0.9558238983154297 }, { "p": 0.0743008553981781, "m": 0.9928169250488281 }, { "p": 0.0740194246172905, "m": 0.8708012104034424 }, { "p": 0.06764582544565201, "m": 0.9261592626571655 }, { "p": 0.07093838602304459, "m": 1.0 }, { "p": 0.0875207856297493, "m": 1.0 }, { "p": 0.11648538708686829, "m": 1.0 }, { "p": 0.07367240637540817, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.8434443473815918, "val_loss": 0.786711573600769, "acc": 72.54, "time": 164.4657925791107, "param": [ { "p": 0.08525073528289795, "m": 1.0 }, { "p": 0.06139783561229706, "m": 1.0 }, { "p": 0.07684317976236343, "m": 1.0 }, { "p": 0.059533704072237015, "m": 0.9066412448883057 }, { "p": 0.06529542058706284, "m": 0.11056458204984665 }, { "p": 0.0852498933672905, "m": 0.9141905307769775 }, { "p": 0.0641099214553833, "m": 0.9938172698020935 }, { "p": 0.07331342995166779, "m": 0.8975339531898499 }, { "p": 0.05265195295214653, "m": 0.8765459060668945 }, { "p": 0.07897476851940155, "m": 0.8701324462890625 }, { "p": 0.09556430578231812, "m": 0.9583294987678528 }, { "p": 0.062284257262945175, "m": 1.0 }, { "p": 0.07516195625066757, "m": 1.0 }, { "p": 0.06436873227357864, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.9244858622550964, "val_loss": 0.9176286458969116, "acc": 72.08, "time": 172.13944320683368, "param": [ { "p": 0.056955188512802124, "m": 1.0 }, { "p": 0.05094162002205849, "m": 1.0 }, { "p": 0.07153388112783432, "m": 1.0 }, { "p": 0.0829675942659378, "m": 0.882391631603241 }, { "p": 0.06542970985174179, "m": 0.13503685593605042 }, { "p": 0.06785612553358078, "m": 0.7895282506942749 }, { "p": 0.05960601940751076, "m": 0.8014162182807922 }, { "p": 0.061826590448617935, "m": 0.8707289099693298 }, { "p": 0.06602589040994644, "m": 0.8974521160125732 }, { "p": 0.09349006414413452, "m": 1.0 }, { "p": 0.06992869079113007, "m": 0.8041729927062988 }, { "p": 0.09995342791080475, "m": 1.0 }, { "p": 0.09767300635576248, "m": 1.0 }, { "p": 0.05581212043762207, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.1755189895629883, "val_loss": 0.8919721245765686, "acc": 72.56, "time": 159.13088445691392, "param": [ { "p": 0.09732621163129807, "m": 1.0 }, { "p": 0.0722532719373703, "m": 1.0 }, { "p": 0.08166688680648804, "m": 1.0 }, { "p": 0.0688588097691536, "m": 0.9922953844070435 }, { "p": 0.08464699983596802, "m": 0.13800910115242004 }, { "p": 0.048832785338163376, "m": 0.81251060962677 }, { "p": 0.06432504206895828, "m": 0.8450382947921753 }, { "p": 0.0909569263458252, "m": 0.8261199593544006 }, { "p": 0.066969133913517, "m": 0.9742668271064758 }, { "p": 0.07909272611141205, "m": 1.0 }, { "p": 0.05058623477816582, "m": 0.9457036256790161 }, { "p": 0.05863463506102562, "m": 1.0 }, { "p": 0.07365969568490982, "m": 1.0 }, { "p": 0.06219062954187393, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.8027834296226501, "val_loss": 0.7415502667427063, "acc": 72.74, "time": 178.2807666719891, "param": [ { "p": 0.0862814337015152, "m": 1.0 }, { "p": 0.05193979665637016, "m": 1.0 }, { "p": 0.08015768975019455, "m": 1.0 }, { "p": 0.06313948333263397, "m": 1.0 }, { "p": 0.07622412592172623, "m": 0.12901949882507324 }, { "p": 0.042123086750507355, "m": 1.0 }, { "p": 0.07648146897554398, "m": 0.8700207471847534 }, { "p": 0.06625525653362274, "m": 0.8943169116973877 }, { "p": 0.07388638705015182, "m": 0.9991164803504944 }, { "p": 0.0717892274260521, "m": 0.9313399195671082 }, { "p": 0.08541428297758102, "m": 0.9608709216117859 }, { "p": 0.08216296881437302, "m": 1.0 }, { "p": 0.07977060973644257, "m": 1.0 }, { "p": 0.06437422335147858, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.7767583131790161, "val_loss": 0.9479204416275024, "acc": 72.36, "time": 175.81583861401305, "param": [ { "p": 0.07675822079181671, "m": 1.0 }, { "p": 0.044693801552057266, "m": 1.0 }, { "p": 0.09035489708185196, "m": 1.0 }, { "p": 0.07485227286815643, "m": 0.9460327625274658 }, { "p": 0.07405645400285721, "m": 0.13578484952449799 }, { "p": 0.07851848006248474, "m": 0.9827854633331299 }, { "p": 0.06333478540182114, "m": 0.7732648253440857 }, { "p": 0.0889783725142479, "m": 0.9698535203933716 }, { "p": 0.06933742761611938, "m": 0.9707655310630798 }, { "p": 0.06932017207145691, "m": 0.9214566946029663 }, { "p": 0.06575220823287964, "m": 0.8758222460746765 }, { "p": 0.085486501455307, "m": 1.0 }, { "p": 0.06440579891204834, "m": 1.0 }, { "p": 0.05415054038167, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.9699540734291077, "val_loss": 0.8932880163192749, "acc": 71.08, "time": 162.30871893605217, "param": [ { "p": 0.07311555743217468, "m": 1.0 }, { "p": 0.09487996995449066, "m": 1.0 }, { "p": 0.0814686119556427, "m": 1.0 }, { "p": 0.06589243561029434, "m": 0.8912684917449951 }, { "p": 0.08251672238111496, "m": 0.20044298470020294 }, { "p": 0.055525485426187515, "m": 0.9508994817733765 }, { "p": 0.0623653344810009, "m": 0.8848707675933838 }, { "p": 0.06178710237145424, "m": 0.9721677303314209 }, { "p": 0.07207627594470978, "m": 0.9407945871353149 }, { "p": 0.057536374777555466, "m": 1.0 }, { "p": 0.06088624894618988, "m": 0.851449728012085 }, { "p": 0.07752949744462967, "m": 1.0 }, { "p": 0.08696871995925903, "m": 1.0 }, { "p": 0.06745170801877975, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.6874300241470337, "val_loss": 0.7085345983505249, "acc": 71.74, "time": 167.71381151513197, "param": [ { "p": 0.09046617150306702, "m": 1.0 }, { "p": 0.0635303482413292, "m": 1.0 }, { "p": 0.09000415354967117, "m": 1.0 }, { "p": 0.048838019371032715, "m": 0.9178040623664856 }, { "p": 0.03030790388584137, "m": 0.17393583059310913 }, { "p": 0.07317546010017395, "m": 0.9546490907669067 }, { "p": 0.07657017558813095, "m": 0.7931625843048096 }, { "p": 0.08185910433530807, "m": 0.9832538962364197 }, { "p": 0.05634063109755516, "m": 0.9038483500480652 }, { "p": 0.052006930112838745, "m": 0.9928682446479797 }, { "p": 0.06286747753620148, "m": 0.8183616399765015 }, { "p": 0.11360850185155869, "m": 1.0 }, { "p": 0.09609998762607574, "m": 1.0 }, { "p": 0.06432516127824783, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.8801419138908386, "val_loss": 0.7885499000549316, "acc": 72.3, "time": 177.47026707418263, "param": [ { "p": 0.09541936963796616, "m": 1.0 }, { "p": 0.07871881127357483, "m": 1.0 }, { "p": 0.07299356162548065, "m": 1.0 }, { "p": 0.07443798333406448, "m": 0.8147388696670532 }, { "p": 0.05794013664126396, "m": 0.3056451976299286 }, { "p": 0.04443974792957306, "m": 0.8620649576187134 }, { "p": 0.06543900817632675, "m": 0.8259274959564209 }, { "p": 0.08093119412660599, "m": 0.9686859846115112 }, { "p": 0.07779363542795181, "m": 0.966503918170929 }, { "p": 0.0602489672601223, "m": 0.8446497321128845 }, { "p": 0.0925719365477562, "m": 0.9169882535934448 }, { "p": 0.046376097947359085, "m": 1.0 }, { "p": 0.07810390740633011, "m": 1.0 }, { "p": 0.07458561658859253, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.038057804107666, "val_loss": 0.7634590864181519, "acc": 71.43, "time": 169.62977878609672, "param": [ { "p": 0.08080124855041504, "m": 1.0 }, { "p": 0.07098095118999481, "m": 1.0 }, { "p": 0.08063790947198868, "m": 1.0 }, { "p": 0.051758263260126114, "m": 0.9087802171707153 }, { "p": 0.06958018988370895, "m": 0.2222721129655838 }, { "p": 0.06522524356842041, "m": 0.944767951965332 }, { "p": 0.07698452472686768, "m": 0.8851599097251892 }, { "p": 0.039916153997182846, "m": 0.8710492253303528 }, { "p": 0.061756063252687454, "m": 0.973264753818512 }, { "p": 0.07529626041650772, "m": 0.9613393545150757 }, { "p": 0.073366679251194, "m": 0.9695309400558472 }, { "p": 0.10228446125984192, "m": 0.9989855885505676 }, { "p": 0.07735207676887512, "m": 1.0 }, { "p": 0.07405994832515717, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.8457516431808472, "val_loss": 0.6561176180839539, "acc": 71.76, "time": 180.02481888397597, "param": [ { "p": 0.09491001814603806, "m": 1.0 }, { "p": 0.04934151470661163, "m": 1.0 }, { "p": 0.07713638991117477, "m": 1.0 }, { "p": 0.05722755566239357, "m": 0.8833392858505249 }, { "p": 0.08007124811410904, "m": 0.2358778864145279 }, { "p": 0.07141121476888657, "m": 0.9855939149856567 }, { "p": 0.07647286355495453, "m": 0.6896909475326538 }, { "p": 0.05107186734676361, "m": 0.8594136238098145 }, { "p": 0.07295750081539154, "m": 0.9755422472953796 }, { "p": 0.07548623532056808, "m": 0.8946340084075928 }, { "p": 0.08715445548295975, "m": 1.0 }, { "p": 0.07269993424415588, "m": 1.0 }, { "p": 0.0675269290804863, "m": 1.0 }, { "p": 0.066532202064991, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.88210129737854, "val_loss": 0.7131584882736206, "acc": 72.38, "time": 178.81773398513906, "param": [ { "p": 0.08947543054819107, "m": 1.0 }, { "p": 0.055187612771987915, "m": 1.0 }, { "p": 0.05218469724059105, "m": 1.0 }, { "p": 0.05988979712128639, "m": 0.9068184494972229 }, { "p": 0.0713733583688736, "m": 0.18032239377498627 }, { "p": 0.07327738404273987, "m": 0.9835513830184937 }, { "p": 0.054143477231264114, "m": 0.8880255818367004 }, { "p": 0.06155622750520706, "m": 0.7802331447601318 }, { "p": 0.07519775629043579, "m": 0.9982940554618835 }, { "p": 0.08393128961324692, "m": 0.9220208525657654 }, { "p": 0.06887435913085938, "m": 0.9727377891540527 }, { "p": 0.08046887069940567, "m": 1.0 }, { "p": 0.09896495938301086, "m": 1.0 }, { "p": 0.07547478377819061, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.5674017071723938, "val_loss": 0.8294615149497986, "acc": 72.21, "time": 163.09098013211042, "param": [ { "p": 0.07446051388978958, "m": 1.0 }, { "p": 0.07052385061979294, "m": 1.0 }, { "p": 0.09915386140346527, "m": 1.0 }, { "p": 0.07521247118711472, "m": 1.0 }, { "p": 0.07596992701292038, "m": 0.284945011138916 }, { "p": 0.04056603088974953, "m": 1.0 }, { "p": 0.06375210732221603, "m": 0.8979124426841736 }, { "p": 0.06778065115213394, "m": 0.8108271956443787 }, { "p": 0.067657470703125, "m": 0.9856919646263123 }, { "p": 0.07548156380653381, "m": 0.8444117307662964 }, { "p": 0.07031097263097763, "m": 0.9301320910453796 }, { "p": 0.08665390312671661, "m": 1.0 }, { "p": 0.07709967344999313, "m": 1.0 }, { "p": 0.05537707731127739, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.712133526802063, "val_loss": 0.7927858233451843, "acc": 72.11, "time": 171.64607121795416, "param": [ { "p": 0.08982129395008087, "m": 1.0 }, { "p": 0.07180646806955338, "m": 1.0 }, { "p": 0.06724485754966736, "m": 1.0 }, { "p": 0.05850713700056076, "m": 0.9863182902336121 }, { "p": 0.07547818869352341, "m": 0.10621001571416855 }, { "p": 0.05682579427957535, "m": 0.9842612147331238 }, { "p": 0.05949722230434418, "m": 0.9998268485069275 }, { "p": 0.07887805998325348, "m": 0.8458815217018127 }, { "p": 0.05199781432747841, "m": 0.9680279493331909 }, { "p": 0.0809006616473198, "m": 0.8601022958755493 }, { "p": 0.05519537627696991, "m": 0.8350194096565247 }, { "p": 0.07859911024570465, "m": 1.0 }, { "p": 0.08717575669288635, "m": 1.0 }, { "p": 0.0880722925066948, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.8076449632644653, "val_loss": 0.8650751709938049, "acc": 72.15, "time": 162.51328887115233, "param": [ { "p": 0.10229126363992691, "m": 1.0 }, { "p": 0.0734395906329155, "m": 1.0 }, { "p": 0.08536084741353989, "m": 1.0 }, { "p": 0.03609247878193855, "m": 0.8832546472549438 }, { "p": 0.07639627903699875, "m": 0.1902552992105484 }, { "p": 0.09081599861383438, "m": 0.8550506234169006 }, { "p": 0.02735959365963936, "m": 0.9401363730430603 }, { "p": 0.07863223552703857, "m": 0.7587552070617676 }, { "p": 0.0526542104780674, "m": 0.9428556561470032 }, { "p": 0.055780332535505295, "m": 0.8899669647216797 }, { "p": 0.06158732995390892, "m": 0.9148101210594177 }, { "p": 0.07986130565404892, "m": 1.0 }, { "p": 0.09774719923734665, "m": 1.0 }, { "p": 0.08198126405477524, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.5465376973152161, "val_loss": 0.778096616268158, "acc": 71.14, "time": 156.91499007702805, "param": [ { "p": 0.06290842592716217, "m": 1.0 }, { "p": 0.05896595120429993, "m": 1.0 }, { "p": 0.06625540554523468, "m": 1.0 }, { "p": 0.04682907089591026, "m": 0.9703121781349182 }, { "p": 0.08751670271158218, "m": 0.3278147280216217 }, { "p": 0.056945182383060455, "m": 0.7370018362998962 }, { "p": 0.061695851385593414, "m": 0.8852701187133789 }, { "p": 0.07582342624664307, "m": 0.8956540822982788 }, { "p": 0.08589604496955872, "m": 0.9355310201644897 }, { "p": 0.05657226964831352, "m": 0.8650540709495544 }, { "p": 0.08100271970033646, "m": 0.9549567103385925 }, { "p": 0.08610400557518005, "m": 1.0 }, { "p": 0.1120198518037796, "m": 1.0 }, { "p": 0.061465151607990265, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.9229036569595337, "val_loss": 0.9133189916610718, "acc": 72.38, "time": 158.22966093802825, "param": [ { "p": 0.06546756625175476, "m": 1.0 }, { "p": 0.0706198662519455, "m": 1.0 }, { "p": 0.09763585776090622, "m": 1.0 }, { "p": 0.06450760364532471, "m": 0.9743914008140564 }, { "p": 0.05472734570503235, "m": 0.23007294535636902 }, { "p": 0.0948546975851059, "m": 0.7619738578796387 }, { "p": 0.07316580414772034, "m": 0.9954044818878174 }, { "p": 0.042864784598350525, "m": 0.8343260884284973 }, { "p": 0.07458837330341339, "m": 0.9252170324325562 }, { "p": 0.07110296189785004, "m": 0.9618100523948669 }, { "p": 0.06129254028201103, "m": 0.8851144313812256 }, { "p": 0.0769067108631134, "m": 1.0 }, { "p": 0.09365225583314896, "m": 1.0 }, { "p": 0.0586136095225811, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.7939890623092651, "val_loss": 0.7270606160163879, "acc": 72.43, "time": 160.8757592891343, "param": [ { "p": 0.07596156746149063, "m": 1.0 }, { "p": 0.059142861515283585, "m": 1.0 }, { "p": 0.06744781136512756, "m": 1.0 }, { "p": 0.08435046672821045, "m": 0.9042580127716064 }, { "p": 0.05693940073251724, "m": 0.25816911458969116 }, { "p": 0.021702317520976067, "m": 0.5676159262657166 }, { "p": 0.12457721680402756, "m": 0.9858552813529968 }, { "p": 0.05871671065688133, "m": 0.8461010456085205 }, { "p": 0.05930587276816368, "m": 0.8826841115951538 }, { "p": 0.10912483930587769, "m": 0.9830455183982849 }, { "p": 0.07748148590326309, "m": 0.8984378576278687 }, { "p": 0.07171086966991425, "m": 1.0 }, { "p": 0.0778159573674202, "m": 1.0 }, { "p": 0.055722612887620926, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.8187251687049866, "val_loss": 0.819028377532959, "acc": 72.14, "time": 167.5500061509665, "param": [ { "p": 0.10377080738544464, "m": 1.0 }, { "p": 0.06348825246095657, "m": 1.0 }, { "p": 0.06308534741401672, "m": 1.0 }, { "p": 0.04150987043976784, "m": 0.9584004878997803 }, { "p": 0.0702197253704071, "m": 0.24038571119308472 }, { "p": 0.09361570328474045, "m": 0.72530597448349 }, { "p": 0.040686823427677155, "m": 0.9957566857337952 }, { "p": 0.04970688000321388, "m": 0.7788549661636353 }, { "p": 0.10560878366231918, "m": 0.943094789981842 }, { "p": 0.05796976387500763, "m": 0.9881003499031067 }, { "p": 0.07583561539649963, "m": 0.8929105997085571 }, { "p": 0.08427241444587708, "m": 1.0 }, { "p": 0.08344904333353043, "m": 1.0 }, { "p": 0.0667809545993805, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.5573634505271912, "val_loss": 0.8450010418891907, "acc": 72.58, "time": 175.17017061985098, "param": [ { "p": 0.08428122103214264, "m": 1.0 }, { "p": 0.044745784252882004, "m": 1.0 }, { "p": 0.09147196263074875, "m": 1.0 }, { "p": 0.05719767138361931, "m": 0.9490860104560852 }, { "p": 0.052452512085437775, "m": 0.30792489647865295 }, { "p": 0.05979664623737335, "m": 0.7003119587898254 }, { "p": 0.05550792068243027, "m": 0.9810898900032043 }, { "p": 0.08302473276853561, "m": 0.8375216722488403 }, { "p": 0.09382813423871994, "m": 1.0 }, { "p": 0.0814410001039505, "m": 0.9444361925125122 }, { "p": 0.08750435709953308, "m": 0.995381772518158 }, { "p": 0.04930367320775986, "m": 1.0 }, { "p": 0.06343971937894821, "m": 1.0 }, { "p": 0.09600462019443512, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.5931494832038879, "val_loss": 0.9707927107810974, "acc": 72.61, "time": 177.31790558015928, "param": [ { "p": 0.06151554733514786, "m": 1.0 }, { "p": 0.06369820237159729, "m": 1.0 }, { "p": 0.056461770087480545, "m": 1.0 }, { "p": 0.04767845571041107, "m": 0.8930988907814026 }, { "p": 0.07562483847141266, "m": 0.2657642662525177 }, { "p": 0.056048326194286346, "m": 0.7208335995674133 }, { "p": 0.06336565315723419, "m": 0.9146178364753723 }, { "p": 0.08284786343574524, "m": 0.8882980346679688 }, { "p": 0.05445116013288498, "m": 0.8487522006034851 }, { "p": 0.07913379371166229, "m": 0.8717746734619141 }, { "p": 0.14599892497062683, "m": 0.9998239278793335 }, { "p": 0.07681111246347427, "m": 1.0 }, { "p": 0.07753650099039078, "m": 1.0 }, { "p": 0.05882782116532326, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.8012335896492004, "val_loss": 0.8770134449005127, "acc": 71.6, "time": 167.69263300090097, "param": [ { "p": 0.053309470415115356, "m": 1.0 }, { "p": 0.06144219636917114, "m": 1.0 }, { "p": 0.08718816936016083, "m": 1.0 }, { "p": 0.07217481732368469, "m": 0.8414283394813538 }, { "p": 0.059538181871175766, "m": 0.1279117316007614 }, { "p": 0.05229008570313454, "m": 0.6401224136352539 }, { "p": 0.07446721941232681, "m": 0.7960073351860046 }, { "p": 0.07862503826618195, "m": 0.8394643068313599 }, { "p": 0.07599157094955444, "m": 0.9063394665718079 }, { "p": 0.09053701162338257, "m": 0.963114321231842 }, { "p": 0.07557102292776108, "m": 0.9984905123710632 }, { "p": 0.08050878345966339, "m": 1.0 }, { "p": 0.061588749289512634, "m": 1.0 }, { "p": 0.07676767557859421, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.7178896069526672, "val_loss": 0.8305681943893433, "acc": 73.27, "time": 170.90567815490067, "param": [ { "p": 0.07641217112541199, "m": 1.0 }, { "p": 0.0471377857029438, "m": 1.0 }, { "p": 0.06630901247262955, "m": 1.0 }, { "p": 0.07292672991752625, "m": 0.896609365940094 }, { "p": 0.05054314434528351, "m": 0.1914917230606079 }, { "p": 0.09778942167758942, "m": 0.6656860709190369 }, { "p": 0.0427679680287838, "m": 0.8972641825675964 }, { "p": 0.09180667251348495, "m": 0.8560179471969604 }, { "p": 0.09761543571949005, "m": 0.9720143675804138 }, { "p": 0.051792822778224945, "m": 0.972359836101532 }, { "p": 0.08519179373979568, "m": 0.9325323700904846 }, { "p": 0.0690169483423233, "m": 1.0 }, { "p": 0.07804728299379349, "m": 1.0 }, { "p": 0.07264285534620285, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.8491342663764954, "val_loss": 0.9642596244812012, "acc": 71.74, "time": 188.50251508597285, "param": [ { "p": 0.101442351937294, "m": 1.0 }, { "p": 0.05162394419312477, "m": 1.0 }, { "p": 0.11317957192659378, "m": 1.0 }, { "p": 0.055125150829553604, "m": 1.0 }, { "p": 0.04841597005724907, "m": 0.24797971546649933 }, { "p": 0.08521754294633865, "m": 0.7777584195137024 }, { "p": 0.05177217721939087, "m": 0.9882746934890747 }, { "p": 0.048872366547584534, "m": 0.8703166246414185 }, { "p": 0.10078182816505432, "m": 0.9510354399681091 }, { "p": 0.07737142592668533, "m": 0.8795578479766846 }, { "p": 0.04328685253858566, "m": 0.8383522033691406 }, { "p": 0.07825428992509842, "m": 1.0 }, { "p": 0.08941584080457687, "m": 1.0 }, { "p": 0.05524079501628876, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.7878195643424988, "val_loss": 0.6620103716850281, "acc": 72.34, "time": 178.67269185185432, "param": [ { "p": 0.07503367215394974, "m": 1.0 }, { "p": 0.06019110977649689, "m": 1.0 }, { "p": 0.08220472931861877, "m": 1.0 }, { "p": 0.055285707116127014, "m": 0.9819865226745605 }, { "p": 0.061561450362205505, "m": 0.217721089720726 }, { "p": 0.059705089777708054, "m": 0.6956947445869446 }, { "p": 0.07414662092924118, "m": 0.9895066022872925 }, { "p": 0.06604666262865067, "m": 1.0 }, { "p": 0.09068825840950012, "m": 1.0 }, { "p": 0.06751015782356262, "m": 0.9366106986999512 }, { "p": 0.07506177574396133, "m": 0.7754819989204407 }, { "p": 0.06588941812515259, "m": 1.0 }, { "p": 0.08392814546823502, "m": 1.0 }, { "p": 0.08274730294942856, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.7207067608833313, "val_loss": 0.8714894652366638, "acc": 71.98, "time": 159.12365886103362, "param": [ { "p": 0.0633283481001854, "m": 1.0 }, { "p": 0.06177966669201851, "m": 1.0 }, { "p": 0.08471447974443436, "m": 1.0 }, { "p": 0.08273705840110779, "m": 0.8888230323791504 }, { "p": 0.0783407911658287, "m": 0.20767861604690552 }, { "p": 0.08751681447029114, "m": 0.7860236763954163 }, { "p": 0.06579626351594925, "m": 0.7638829946517944 }, { "p": 0.06170859560370445, "m": 0.8649397492408752 }, { "p": 0.09407810121774673, "m": 0.8347697257995605 }, { "p": 0.031791649758815765, "m": 0.9799928665161133 }, { "p": 0.06231200695037842, "m": 0.7966328263282776 }, { "p": 0.06516575813293457, "m": 1.0 }, { "p": 0.10968746244907379, "m": 1.0 }, { "p": 0.051042962819337845, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.7305625677108765, "val_loss": 0.6686183214187622, "acc": 72.95, "time": 157.47833771584556, "param": [ { "p": 0.08945628255605698, "m": 1.0 }, { "p": 0.06698665767908096, "m": 1.0 }, { "p": 0.08754831552505493, "m": 1.0 }, { "p": 0.034454748034477234, "m": 0.8493497371673584 }, { "p": 0.08285468816757202, "m": 0.2614836096763611 }, { "p": 0.06744229048490524, "m": 0.6570231318473816 }, { "p": 0.0729275718331337, "m": 0.8719726204872131 }, { "p": 0.07234781980514526, "m": 0.9118074178695679 }, { "p": 0.07313092797994614, "m": 0.8319011926651001 }, { "p": 0.08178187906742096, "m": 0.9849889278411865 }, { "p": 0.04408423975110054, "m": 0.7842532992362976 }, { "p": 0.06133602187037468, "m": 0.9930045008659363 }, { "p": 0.09786787629127502, "m": 1.0 }, { "p": 0.06778077781200409, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.7460374236106873, "val_loss": 0.6786877512931824, "acc": 72.52, "time": 159.772855859017, "param": [ { "p": 0.09871163219213486, "m": 1.0 }, { "p": 0.08844184875488281, "m": 1.0 }, { "p": 0.08498874306678772, "m": 1.0 }, { "p": 0.015640446916222572, "m": 0.8580335378646851 }, { "p": 0.06834938377141953, "m": 0.4071468114852905 }, { "p": 0.07434006780385971, "m": 0.6804633736610413 }, { "p": 0.06381428986787796, "m": 0.9985007047653198 }, { "p": 0.0563003346323967, "m": 0.7636505365371704 }, { "p": 0.0785607397556305, "m": 0.8290983438491821 }, { "p": 0.10047802329063416, "m": 0.9639552235603333 }, { "p": 0.06613097339868546, "m": 0.9096208810806274 }, { "p": 0.05064688250422478, "m": 1.0 }, { "p": 0.0762803852558136, "m": 1.0 }, { "p": 0.0773162841796875, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.7065528631210327, "val_loss": 0.8352895379066467, "acc": 72.8, "time": 157.48838163213804, "param": [ { "p": 0.08515123277902603, "m": 1.0 }, { "p": 0.0809815302491188, "m": 1.0 }, { "p": 0.05240402743220329, "m": 1.0 }, { "p": 0.05814040079712868, "m": 0.9735634326934814 }, { "p": 0.04127822816371918, "m": 0.27284112572669983 }, { "p": 0.06173181161284447, "m": 0.6044552326202393 }, { "p": 0.0816943347454071, "m": 0.8882208466529846 }, { "p": 0.062093693763017654, "m": 0.8556537628173828 }, { "p": 0.07361119985580444, "m": 0.8262974619865417 }, { "p": 0.07097654789686203, "m": 0.8531003594398499 }, { "p": 0.07465839385986328, "m": 0.8880332708358765 }, { "p": 0.0640064999461174, "m": 1.0 }, { "p": 0.11749150604009628, "m": 1.0 }, { "p": 0.07578059285879135, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.77372145652771, "val_loss": 0.9509629607200623, "acc": 73.08, "time": 158.5355907480698, "param": [ { "p": 0.07488420605659485, "m": 1.0 }, { "p": 0.07460463047027588, "m": 1.0 }, { "p": 0.07220141589641571, "m": 1.0 }, { "p": 0.042651090770959854, "m": 0.8782126307487488 }, { "p": 0.0814894363284111, "m": 0.4515523910522461 }, { "p": 0.08015841245651245, "m": 0.6392581462860107 }, { "p": 0.05772612243890762, "m": 0.8572335243225098 }, { "p": 0.07734979689121246, "m": 0.8981229066848755 }, { "p": 0.06852500885725021, "m": 0.947330892086029 }, { "p": 0.07700547575950623, "m": 0.9079889059066772 }, { "p": 0.06414440274238586, "m": 0.9197356700897217 }, { "p": 0.06859557330608368, "m": 1.0 }, { "p": 0.08381770551204681, "m": 1.0 }, { "p": 0.07684668898582458, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.6981245279312134, "val_loss": 0.8714594841003418, "acc": 72.55, "time": 168.0684010379482, "param": [ { "p": 0.09665273129940033, "m": 1.0 }, { "p": 0.07573764771223068, "m": 1.0 }, { "p": 0.08681105822324753, "m": 1.0 }, { "p": 0.07083713263273239, "m": 0.876470685005188 }, { "p": 0.054640524089336395, "m": 0.4508400559425354 }, { "p": 0.06264889240264893, "m": 0.6830535531044006 }, { "p": 0.0684225931763649, "m": 0.7365729808807373 }, { "p": 0.044068772345781326, "m": 0.8804424405097961 }, { "p": 0.09638945758342743, "m": 0.972339928150177 }, { "p": 0.07435589283704758, "m": 0.9711118936538696 }, { "p": 0.05899154022336006, "m": 0.8479675650596619 }, { "p": 0.04591001570224762, "m": 1.0 }, { "p": 0.09233226627111435, "m": 1.0 }, { "p": 0.07220149785280228, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.8010387420654297, "val_loss": 0.9556528329849243, "acc": 72.19, "time": 160.01816266099922, "param": [ { "p": 0.0637643113732338, "m": 1.0 }, { "p": 0.06580815464258194, "m": 1.0 }, { "p": 0.08795393258333206, "m": 1.0 }, { "p": 0.03574635088443756, "m": 0.9480575323104858 }, { "p": 0.07690507918596268, "m": 0.4684236943721771 }, { "p": 0.04809754341840744, "m": 0.6074896454811096 }, { "p": 0.07934795320034027, "m": 0.722915530204773 }, { "p": 0.044018879532814026, "m": 0.8933099508285522 }, { "p": 0.0833403542637825, "m": 0.9779196977615356 }, { "p": 0.09423695504665375, "m": 0.9932845830917358 }, { "p": 0.07727594673633575, "m": 0.936529815196991 }, { "p": 0.10288718342781067, "m": 1.0 }, { "p": 0.05024397000670433, "m": 1.0 }, { "p": 0.09037332981824875, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.7571359276771545, "val_loss": 0.9347042441368103, "acc": 72.67, "time": 169.93393350299448, "param": [ { "p": 0.09530489891767502, "m": 1.0 }, { "p": 0.032920874655246735, "m": 1.0 }, { "p": 0.07119396328926086, "m": 1.0 }, { "p": 0.03732454776763916, "m": 0.8793078064918518 }, { "p": 0.0506405383348465, "m": 0.39281293749809265 }, { "p": 0.07749036699533463, "m": 0.5961928963661194 }, { "p": 0.10631241649389267, "m": 0.7636139392852783 }, { "p": 0.0402727834880352, "m": 0.8142979741096497 }, { "p": 0.08350399881601334, "m": 0.9832327365875244 }, { "p": 0.09621627628803253, "m": 0.9460541009902954 }, { "p": 0.10030696541070938, "m": 0.9738072752952576 }, { "p": 0.05942844972014427, "m": 0.9995643496513367 }, { "p": 0.06815385818481445, "m": 1.0 }, { "p": 0.08093009889125824, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.6256908178329468, "val_loss": 0.8539556264877319, "acc": 72.74, "time": 174.97031615208834, "param": [ { "p": 0.07842930406332016, "m": 1.0 }, { "p": 0.05052831768989563, "m": 1.0 }, { "p": 0.09830483049154282, "m": 1.0 }, { "p": 0.04966007173061371, "m": 0.9037376046180725 }, { "p": 0.08664283901453018, "m": 0.4280063509941101 }, { "p": 0.05456630140542984, "m": 0.5464114546775818 }, { "p": 0.05448620021343231, "m": 0.8583142757415771 }, { "p": 0.01791183277964592, "m": 0.9432356953620911 }, { "p": 0.07749706506729126, "m": 0.8741885423660278 }, { "p": 0.10860064625740051, "m": 0.9255560636520386 }, { "p": 0.10014314949512482, "m": 0.9904497861862183 }, { "p": 0.08681386709213257, "m": 1.0 }, { "p": 0.07419970631599426, "m": 1.0 }, { "p": 0.06221575289964676, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.6297743320465088, "val_loss": 0.8182907104492188, "acc": 72.86, "time": 178.0737489440944, "param": [ { "p": 0.07669176161289215, "m": 1.0 }, { "p": 0.07137002795934677, "m": 1.0 }, { "p": 0.07205966860055923, "m": 1.0 }, { "p": 0.07238785177469254, "m": 0.7746950387954712 }, { "p": 0.06312614679336548, "m": 0.5283066630363464 }, { "p": 0.06400652974843979, "m": 0.6349379420280457 }, { "p": 0.06476861238479614, "m": 1.0 }, { "p": 0.04627256095409393, "m": 0.8456135392189026 }, { "p": 0.08705326914787292, "m": 0.9117372035980225 }, { "p": 0.05974293872714043, "m": 0.9388896226882935 }, { "p": 0.09186507761478424, "m": 1.0 }, { "p": 0.0762542262673378, "m": 1.0 }, { "p": 0.062386855483055115, "m": 1.0 }, { "p": 0.09201449155807495, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.6603110432624817, "val_loss": 0.7708241939544678, "acc": 72.88, "time": 177.86472760187462, "param": [ { "p": 0.08245078474283218, "m": 1.0 }, { "p": 0.06755630671977997, "m": 1.0 }, { "p": 0.08214317262172699, "m": 1.0 }, { "p": 0.05144108831882477, "m": 0.8889186978340149 }, { "p": 0.06901496648788452, "m": 0.4447549283504486 }, { "p": 0.06460794061422348, "m": 0.5316080451011658 }, { "p": 0.060247842222452164, "m": 1.0 }, { "p": 0.0677269771695137, "m": 0.9267385005950928 }, { "p": 0.08129079639911652, "m": 0.9684216380119324 }, { "p": 0.0747634768486023, "m": 0.9639383554458618 }, { "p": 0.07483303546905518, "m": 0.9980848431587219 }, { "p": 0.07721417397260666, "m": 1.0 }, { "p": 0.07268993556499481, "m": 1.0 }, { "p": 0.07401951402425766, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.9078329205513, "val_loss": 0.8478609323501587, "acc": 72.78, "time": 178.58133746520616, "param": [ { "p": 0.08813637495040894, "m": 1.0 }, { "p": 0.06724118441343307, "m": 1.0 }, { "p": 0.07258901000022888, "m": 1.0 }, { "p": 0.04943069443106651, "m": 0.8589200377464294 }, { "p": 0.08540797978639603, "m": 0.37030360102653503 }, { "p": 0.08269064128398895, "m": 0.6076374650001526 }, { "p": 0.04893222823739052, "m": 0.992377758026123 }, { "p": 0.07402867078781128, "m": 0.8581693172454834 }, { "p": 0.07618611305952072, "m": 0.9715570211410522 }, { "p": 0.07637124508619308, "m": 0.9939833283424377 }, { "p": 0.04238186776638031, "m": 0.9776794910430908 }, { "p": 0.07318103313446045, "m": 1.0 }, { "p": 0.08714932203292847, "m": 1.0 }, { "p": 0.07627367228269577, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.6902602910995483, "val_loss": 0.800429105758667, "acc": 73.34, "time": 164.89702105592005, "param": [ { "p": 0.09217475354671478, "m": 1.0 }, { "p": 0.054042600095272064, "m": 1.0 }, { "p": 0.06739255785942078, "m": 1.0 }, { "p": 0.0520733967423439, "m": 0.9445052742958069 }, { "p": 0.06091633439064026, "m": 0.38672852516174316 }, { "p": 0.08501019328832626, "m": 0.7470037341117859 }, { "p": 0.05585520714521408, "m": 0.9081268310546875 }, { "p": 0.06793596595525742, "m": 0.7826581597328186 }, { "p": 0.036462780088186264, "m": 0.786352813243866 }, { "p": 0.08115075528621674, "m": 0.9987384080886841 }, { "p": 0.10306061804294586, "m": 0.8722884058952332 }, { "p": 0.08932624012231827, "m": 1.0 }, { "p": 0.10293185710906982, "m": 1.0 }, { "p": 0.051666732877492905, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.658894419670105, "val_loss": 0.9071158170700073, "acc": 73.44, "time": 159.12735658697784, "param": [ { "p": 0.05930710583925247, "m": 1.0 }, { "p": 0.0746961310505867, "m": 1.0 }, { "p": 0.09113607555627823, "m": 1.0 }, { "p": 0.0715455487370491, "m": 0.9356361627578735 }, { "p": 0.06484958529472351, "m": 0.403005987405777 }, { "p": 0.06319691985845566, "m": 0.8459722399711609 }, { "p": 0.06274521350860596, "m": 0.8106060028076172 }, { "p": 0.06419703364372253, "m": 0.8136720657348633 }, { "p": 0.08020330965518951, "m": 0.8145947456359863 }, { "p": 0.09056677669286728, "m": 0.8382540345191956 }, { "p": 0.07697881758213043, "m": 0.825503945350647 }, { "p": 0.0414455309510231, "m": 1.0 }, { "p": 0.08258382230997086, "m": 1.0 }, { "p": 0.07654808461666107, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.8854029774665833, "val_loss": 0.7555357217788696, "acc": 72.84, "time": 156.89510721387342, "param": [ { "p": 0.07307130098342896, "m": 1.0 }, { "p": 0.06249740719795227, "m": 1.0 }, { "p": 0.08071891963481903, "m": 1.0 }, { "p": 0.08174769580364227, "m": 0.9680643677711487 }, { "p": 0.0758373811841011, "m": 0.3773235082626343 }, { "p": 0.060160137712955475, "m": 0.9146566390991211 }, { "p": 0.055990591645240784, "m": 0.7634261250495911 }, { "p": 0.06928811222314835, "m": 0.8603461384773254 }, { "p": 0.07929158955812454, "m": 0.8612871766090393 }, { "p": 0.07690100371837616, "m": 0.9982805252075195 }, { "p": 0.06014937907457352, "m": 0.8194012641906738 }, { "p": 0.07705612480640411, "m": 1.0 }, { "p": 0.08382982015609741, "m": 1.0 }, { "p": 0.06346055865287781, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.6696504354476929, "val_loss": 0.7209070324897766, "acc": 73.16, "time": 165.5453689431306, "param": [ { "p": 0.07712603360414505, "m": 1.0 }, { "p": 0.05701519921422005, "m": 1.0 }, { "p": 0.060165975242853165, "m": 1.0 }, { "p": 0.08358807116746902, "m": 0.9699684977531433 }, { "p": 0.05384185165166855, "m": 0.3166777491569519 }, { "p": 0.07243785262107849, "m": 0.9188542366027832 }, { "p": 0.06685125082731247, "m": 0.8768313527107239 }, { "p": 0.0600929819047451, "m": 0.8132606744766235 }, { "p": 0.06745406985282898, "m": 0.9485564231872559 }, { "p": 0.05815412476658821, "m": 0.978318989276886 }, { "p": 0.058464933186769485, "m": 0.809318482875824 }, { "p": 0.09404052048921585, "m": 1.0 }, { "p": 0.11802487820386887, "m": 1.0 }, { "p": 0.0727422833442688, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.645609438419342, "val_loss": 0.9110379815101624, "acc": 72.75, "time": 174.187728560064, "param": [ { "p": 0.0767466127872467, "m": 1.0 }, { "p": 0.06625841557979584, "m": 1.0 }, { "p": 0.06707008928060532, "m": 1.0 }, { "p": 0.08458075672388077, "m": 0.8818198442459106 }, { "p": 0.0613614022731781, "m": 0.3090690076351166 }, { "p": 0.06449785828590393, "m": 0.8268502354621887 }, { "p": 0.07341951131820679, "m": 0.7954384088516235 }, { "p": 0.06726575642824173, "m": 0.8167300820350647 }, { "p": 0.05841889977455139, "m": 0.932468831539154 }, { "p": 0.05550998076796532, "m": 0.9603716135025024 }, { "p": 0.08949031680822372, "m": 0.9203892350196838 }, { "p": 0.08114849030971527, "m": 1.0 }, { "p": 0.09724638611078262, "m": 1.0 }, { "p": 0.056985560804605484, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.6525164842605591, "val_loss": 0.8164596557617188, "acc": 72.62, "time": 179.11522040190175, "param": [ { "p": 0.09825444966554642, "m": 1.0 }, { "p": 0.06641630083322525, "m": 1.0 }, { "p": 0.06228192150592804, "m": 1.0 }, { "p": 0.064286969602108, "m": 0.8095294237136841 }, { "p": 0.07715819031000137, "m": 0.23932024836540222 }, { "p": 0.07059289515018463, "m": 0.6990793347358704 }, { "p": 0.0441252700984478, "m": 0.7363402247428894 }, { "p": 0.05730435624718666, "m": 0.738162100315094 }, { "p": 0.07922937721014023, "m": 0.916596531867981 }, { "p": 0.05169900506734848, "m": 0.991265594959259 }, { "p": 0.0814734473824501, "m": 0.9692437052726746 }, { "p": 0.09395544975996017, "m": 1.0 }, { "p": 0.07672711461782455, "m": 1.0 }, { "p": 0.07649531215429306, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.6975815892219543, "val_loss": 0.8656561374664307, "acc": 73.14, "time": 159.16976742702536, "param": [ { "p": 0.10659973323345184, "m": 1.0 }, { "p": 0.07548680156469345, "m": 1.0 }, { "p": 0.08996515721082687, "m": 1.0 }, { "p": 0.06456200778484344, "m": 0.915721595287323 }, { "p": 0.055959708988666534, "m": 0.17714384198188782 }, { "p": 0.059941310435533524, "m": 0.5865406394004822 }, { "p": 0.05563300475478172, "m": 0.7013047337532043 }, { "p": 0.06450910866260529, "m": 0.5636783242225647 }, { "p": 0.05859201401472092, "m": 0.765235960483551 }, { "p": 0.05890095233917236, "m": 0.9930827617645264 }, { "p": 0.05021194368600845, "m": 0.9642017483711243 }, { "p": 0.10219037532806396, "m": 1.0 }, { "p": 0.1029534786939621, "m": 1.0 }, { "p": 0.05449449643492699, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.8266814351081848, "val_loss": 0.7156054973602295, "acc": 73.56, "time": 174.40946565195918, "param": [ { "p": 0.11029339581727982, "m": 1.0 }, { "p": 0.06190400570631027, "m": 1.0 }, { "p": 0.07778646051883698, "m": 1.0 }, { "p": 0.057922620326280594, "m": 0.9994956254959106 }, { "p": 0.0831054076552391, "m": 0.17427179217338562 }, { "p": 0.06214875727891922, "m": 0.6565133333206177 }, { "p": 0.01707339845597744, "m": 0.9210627675056458 }, { "p": 0.08821100741624832, "m": 0.60712730884552 }, { "p": 0.0856308713555336, "m": 0.804212212562561 }, { "p": 0.05628848820924759, "m": 0.9304424524307251 }, { "p": 0.03304840624332428, "m": 0.8578261137008667 }, { "p": 0.09156598895788193, "m": 1.0 }, { "p": 0.09434784948825836, "m": 1.0 }, { "p": 0.08067332953214645, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.4882984161376953, "val_loss": 0.8758184909820557, "acc": 74.07, "time": 179.1827029620763, "param": [ { "p": 0.07683750987052917, "m": 1.0 }, { "p": 0.050282303243875504, "m": 1.0 }, { "p": 0.08932802826166153, "m": 1.0 }, { "p": 0.031181808561086655, "m": 0.9055755138397217 }, { "p": 0.07265979051589966, "m": 0.14833487570285797 }, { "p": 0.05575878545641899, "m": 0.5072117447853088 }, { "p": 0.034363508224487305, "m": 0.9545243978500366 }, { "p": 0.08878143876791, "m": 0.4747101664543152 }, { "p": 0.09922023117542267, "m": 0.9353069067001343 }, { "p": 0.0939733013510704, "m": 0.862726092338562 }, { "p": 0.07712996006011963, "m": 0.8442897200584412 }, { "p": 0.07793577760457993, "m": 1.0 }, { "p": 0.07761470973491669, "m": 1.0 }, { "p": 0.07493288815021515, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.603937566280365, "val_loss": 0.8739973306655884, "acc": 72.83, "time": 176.47129085403867, "param": [ { "p": 0.0989781990647316, "m": 1.0 }, { "p": 0.07257113605737686, "m": 1.0 }, { "p": 0.0883760079741478, "m": 1.0 }, { "p": 0.05076659098267555, "m": 0.9967585206031799 }, { "p": 0.06100055202841759, "m": 0.14199425280094147 }, { "p": 0.08069411665201187, "m": 0.4547213613986969 }, { "p": 0.05006011575460434, "m": 0.9140424132347107 }, { "p": 0.06767863780260086, "m": 0.6305291652679443 }, { "p": 0.07438281923532486, "m": 0.886945903301239 }, { "p": 0.05183734744787216, "m": 0.9229851365089417 }, { "p": 0.07018808275461197, "m": 0.926295280456543 }, { "p": 0.0768219530582428, "m": 1.0 }, { "p": 0.08324075490236282, "m": 1.0 }, { "p": 0.07340368628501892, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.6735518574714661, "val_loss": 1.0007694959640503, "acc": 72.53, "time": 165.83496249001473, "param": [ { "p": 0.0658247172832489, "m": 1.0 }, { "p": 0.08800092339515686, "m": 1.0 }, { "p": 0.04903443902730942, "m": 1.0 }, { "p": 0.062109917402267456, "m": 0.9843704700469971 }, { "p": 0.05852893739938736, "m": 0.24250243604183197 }, { "p": 0.060818616300821304, "m": 0.3306797742843628 }, { "p": 0.03728403151035309, "m": 0.7519775629043579 }, { "p": 0.10881856083869934, "m": 0.6858395934104919 }, { "p": 0.10478229075670242, "m": 0.7886874079704285 }, { "p": 0.07563355565071106, "m": 0.8718907833099365 }, { "p": 0.09194803237915039, "m": 0.7850125432014465 }, { "p": 0.05686800926923752, "m": 1.0 }, { "p": 0.06154966354370117, "m": 1.0 }, { "p": 0.07879828661680222, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.779047966003418, "val_loss": 0.8861168026924133, "acc": 72.83, "time": 173.63623542780988, "param": [ { "p": 0.08389350771903992, "m": 1.0 }, { "p": 0.08511217683553696, "m": 1.0 }, { "p": 0.07137078046798706, "m": 1.0 }, { "p": 0.07086136937141418, "m": 0.9691707491874695 }, { "p": 0.056910037994384766, "m": 0.27524060010910034 }, { "p": 0.06709998100996017, "m": 0.3867572247982025 }, { "p": 0.0786617174744606, "m": 0.7558982968330383 }, { "p": 0.07355947047472, "m": 0.8735595941543579 }, { "p": 0.09614647179841995, "m": 0.8531592488288879 }, { "p": 0.06898567825555801, "m": 0.8772624731063843 }, { "p": 0.07023944705724716, "m": 0.8293279409408569 }, { "p": 0.034730616956949234, "m": 1.0 }, { "p": 0.06808573007583618, "m": 1.0 }, { "p": 0.0743430033326149, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.6280328035354614, "val_loss": 0.8039859533309937, "acc": 72.54, "time": 163.05193958291784, "param": [ { "p": 0.09452567994594574, "m": 1.0 }, { "p": 0.09405721724033356, "m": 1.0 }, { "p": 0.09581038355827332, "m": 1.0 }, { "p": 0.05448757857084274, "m": 0.9669846892356873 }, { "p": 0.061430517584085464, "m": 0.28276896476745605 }, { "p": 0.0716070905327797, "m": 0.15578171610832214 }, { "p": 0.053125396370887756, "m": 0.7377559542655945 }, { "p": 0.07025592029094696, "m": 0.9353829026222229 }, { "p": 0.07154987007379532, "m": 0.833816647529602 }, { "p": 0.07226579636335373, "m": 0.8141733407974243 }, { "p": 0.06926991045475006, "m": 0.7583451271057129 }, { "p": 0.06194696202874184, "m": 1.0 }, { "p": 0.08106997609138489, "m": 1.0 }, { "p": 0.04859776422381401, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.575852632522583, "val_loss": 0.9401479363441467, "acc": 73.42, "time": 157.3810319029726, "param": [ { "p": 0.07275410741567612, "m": 1.0 }, { "p": 0.08077125996351242, "m": 1.0 }, { "p": 0.07851482927799225, "m": 1.0 }, { "p": 0.03617724031209946, "m": 0.9430761933326721 }, { "p": 0.054513100534677505, "m": 0.36316215991973877 }, { "p": 0.08329316973686218, "m": 0.19323588907718658 }, { "p": 0.059841398149728775, "m": 0.874254047870636 }, { "p": 0.0754484161734581, "m": 0.8717233538627625 }, { "p": 0.1250346153974533, "m": 0.9648903608322144 }, { "p": 0.08429629355669022, "m": 0.943962037563324 }, { "p": 0.05697166547179222, "m": 0.7410420179367065 }, { "p": 0.07497105747461319, "m": 1.0 }, { "p": 0.07830540835857391, "m": 1.0 }, { "p": 0.039107419550418854, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.7237294316291809, "val_loss": 0.8449329137802124, "acc": 72.21, "time": 159.99905746197328, "param": [ { "p": 0.09551375359296799, "m": 1.0 }, { "p": 0.06443747878074646, "m": 1.0 }, { "p": 0.06752584129571915, "m": 1.0 }, { "p": 0.04272133484482765, "m": 0.8299193382263184 }, { "p": 0.05482938513159752, "m": 0.48459091782569885 }, { "p": 0.08920697122812271, "m": 0.26925501227378845 }, { "p": 0.04780419170856476, "m": 0.8755152821540833 }, { "p": 0.0894845500588417, "m": 0.8656260371208191 }, { "p": 0.06531060487031937, "m": 0.9260708689689636 }, { "p": 0.10882070660591125, "m": 0.9693372845649719 }, { "p": 0.051277872174978256, "m": 0.7791901230812073 }, { "p": 0.0657668337225914, "m": 1.0 }, { "p": 0.06806827336549759, "m": 1.0 }, { "p": 0.08923224359750748, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.7668370008468628, "val_loss": 0.8842599391937256, "acc": 72.01, "time": 158.41527253109962, "param": [ { "p": 0.0936630368232727, "m": 1.0 }, { "p": 0.07444562017917633, "m": 1.0 }, { "p": 0.08849971741437912, "m": 1.0 }, { "p": 0.0634126365184784, "m": 0.8914022445678711 }, { "p": 0.03868159279227257, "m": 0.4856443405151367 }, { "p": 0.0661822035908699, "m": 0.18983709812164307 }, { "p": 0.06719689071178436, "m": 0.9577459096908569 }, { "p": 0.07753460854291916, "m": 0.8256863951683044 }, { "p": 0.050178661942481995, "m": 0.8611940741539001 }, { "p": 0.09077426791191101, "m": 0.9540132284164429 }, { "p": 0.07075008004903793, "m": 0.748759925365448 }, { "p": 0.06028933450579643, "m": 1.0 }, { "p": 0.06351470947265625, "m": 1.0 }, { "p": 0.09487659484148026, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.4906674325466156, "val_loss": 0.8257087469100952, "acc": 73.13, "time": 175.75158864608966, "param": [ { "p": 0.08872193843126297, "m": 1.0 }, { "p": 0.05550551787018776, "m": 1.0 }, { "p": 0.06649494171142578, "m": 1.0 }, { "p": 0.043734993785619736, "m": 0.7734412550926208 }, { "p": 0.07284139096736908, "m": 0.4736137092113495 }, { "p": 0.07356933504343033, "m": 0.31321650743484497 }, { "p": 0.0389816090464592, "m": 0.9860031604766846 }, { "p": 0.0923943817615509, "m": 0.8264859318733215 }, { "p": 0.07747219502925873, "m": 0.8969882726669312 }, { "p": 0.06349017471075058, "m": 1.0 }, { "p": 0.09644392132759094, "m": 0.9385238289833069 }, { "p": 0.054549578577280045, "m": 1.0 }, { "p": 0.08455535769462585, "m": 1.0 }, { "p": 0.09124457836151123, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.6502261161804199, "val_loss": 0.931823194026947, "acc": 72.73, "time": 177.46708193887025, "param": [ { "p": 0.08960448205471039, "m": 1.0 }, { "p": 0.057880908250808716, "m": 1.0 }, { "p": 0.062340836971998215, "m": 1.0 }, { "p": 0.05623533949255943, "m": 0.7261248230934143 }, { "p": 0.10237298160791397, "m": 0.4988030195236206 }, { "p": 0.09468517452478409, "m": 0.2977311313152313 }, { "p": 0.08389445394277573, "m": 0.9519202709197998 }, { "p": 0.0543639212846756, "m": 0.916766345500946 }, { "p": 0.09666533768177032, "m": 0.9475023746490479 }, { "p": 0.066438689827919, "m": 0.9438558220863342 }, { "p": 0.04209619015455246, "m": 0.9022549390792847 }, { "p": 0.08013183623552322, "m": 1.0 }, { "p": 0.06491822749376297, "m": 1.0 }, { "p": 0.04837164282798767, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.040986180305481, "val_loss": 0.7882448434829712, "acc": 73.73, "time": 157.64617562503554, "param": [ { "p": 0.09936965256929398, "m": 1.0 }, { "p": 0.03765656426548958, "m": 1.0 }, { "p": 0.07408424466848373, "m": 1.0 }, { "p": 0.051584742963314056, "m": 0.911069929599762 }, { "p": 0.08427000790834427, "m": 0.5159153342247009 }, { "p": 0.09255991876125336, "m": 0.43028417229652405 }, { "p": 0.07992386817932129, "m": 0.9631023406982422 }, { "p": 0.06597751379013062, "m": 0.8016743659973145 }, { "p": 0.05652773007750511, "m": 0.8721536993980408 }, { "p": 0.06487133353948593, "m": 0.875497579574585 }, { "p": 0.09532371908426285, "m": 0.8890932202339172 }, { "p": 0.04520632326602936, "m": 1.0 }, { "p": 0.09820611029863358, "m": 1.0 }, { "p": 0.05443817004561424, "m": 1.0 } ] } ] }