{ "Accuracy": 74.74, "Time": [ 387.96495983520987, 13.703119447205907, 77767.15527201409 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.558359622955322, "val_loss": 2.1120400428771973, "acc": 23.31, "time": 338.97069946909323, "param": [ { "p": 0.07968838512897491, "m": 0.5 }, { "p": 0.10155630856752396, "m": 0.5 }, { "p": 0.04323820024728775, "m": 0.5 }, { "p": 0.04785199835896492, "m": 0.5688871741294861 }, { "p": 0.0647502914071083, "m": 0.47503164410591125 }, { "p": 0.0636376291513443, "m": 0.588948130607605 }, { "p": 0.061806123703718185, "m": 0.6647432446479797 }, { "p": 0.0424230694770813, "m": 0.5469875335693359 }, { "p": 0.0630587637424469, "m": 0.5169762969017029 }, { "p": 0.06957066059112549, "m": 0.9044684171676636 }, { "p": 0.09772638231515884, "m": 0.48102709650993347 }, { "p": 0.10690072178840637, "m": 0.861646294593811 }, { "p": 0.07848081737756729, "m": 0.5 }, { "p": 0.07931060343980789, "m": 0.5 } ] }, { "epoch": 2, "train_loss": 4.094244003295898, "val_loss": 2.1158320903778076, "acc": 24.66, "time": 393.9475287538953, "param": [ { "p": 0.0953461229801178, "m": 0.5 }, { "p": 0.08731140196323395, "m": 0.5 }, { "p": 0.037772588431835175, "m": 0.5 }, { "p": 0.042086437344551086, "m": 0.737882137298584 }, { "p": 0.0727059468626976, "m": 0.4326092302799225 }, { "p": 0.05568210780620575, "m": 0.526518702507019 }, { "p": 0.08408570289611816, "m": 0.8070431351661682 }, { "p": 0.051216769963502884, "m": 0.6969529390335083 }, { "p": 0.07369190454483032, "m": 0.5637598037719727 }, { "p": 0.07302559912204742, "m": 0.7826480865478516 }, { "p": 0.09793440997600555, "m": 0.5476444363594055 }, { "p": 0.1260705143213272, "m": 0.983323872089386 }, { "p": 0.08458422124385834, "m": 0.5 }, { "p": 0.018486255779862404, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 3.7732596397399902, "val_loss": 1.7706570625305176, "acc": 36.71, "time": 365.70328379701823, "param": [ { "p": 0.13739463686943054, "m": 0.5 }, { "p": 0.0007148530567064881, "m": 0.5 }, { "p": 0.035406939685344696, "m": 0.5 }, { "p": 0.04059091955423355, "m": 0.630913257598877 }, { "p": 0.05525049939751625, "m": 0.39336279034614563 }, { "p": 0.0007148530567064881, "m": 0.6372529864311218 }, { "p": 0.09463416785001755, "m": 0.696677565574646 }, { "p": 0.040125127881765366, "m": 0.5396845936775208 }, { "p": 0.11006815731525421, "m": 0.6084008812904358 }, { "p": 0.06121122092008591, "m": 0.8221762180328369 }, { "p": 0.09628020972013474, "m": 0.6316197514533997 }, { "p": 0.1846139281988144, "m": 0.9586662650108337 }, { "p": 0.14227959513664246, "m": 0.5 }, { "p": 0.0007148530567064881, "m": 0.5 } ] }, { "epoch": 4, "train_loss": 3.5317635536193848, "val_loss": 1.6147654056549072, "acc": 44.65, "time": 382.8475900419289, "param": [ { "p": 0.1637822538614273, "m": 0.5 }, { "p": 0.001816728268750012, "m": 0.5 }, { "p": 0.06000657379627228, "m": 0.5 }, { "p": 0.03933640196919441, "m": 0.5973455309867859 }, { "p": 0.004006372299045324, "m": 0.32324498891830444 }, { "p": 0.0007155772182159126, "m": 0.6360492706298828 }, { "p": 0.1028670221567154, "m": 0.608586311340332 }, { "p": 0.05300106853246689, "m": 0.5231238007545471 }, { "p": 0.07287657260894775, "m": 0.6655073761940002 }, { "p": 0.049693431705236435, "m": 0.808773934841156 }, { "p": 0.09111889451742172, "m": 0.658068060874939 }, { "p": 0.2044261246919632, "m": 1.0 }, { "p": 0.15563742816448212, "m": 0.5 }, { "p": 0.0007155772182159126, "m": 0.5 } ] }, { "epoch": 5, "train_loss": 3.2573599815368652, "val_loss": 1.5166157484054565, "acc": 44.59, "time": 376.9366196569754, "param": [ { "p": 0.17010952532291412, "m": 0.5 }, { "p": 0.0007127544959075749, "m": 0.5 }, { "p": 0.04220040887594223, "m": 0.5 }, { "p": 0.03941153362393379, "m": 0.45542028546333313 }, { "p": 0.06547395884990692, "m": 0.2757579982280731 }, { "p": 0.002734350971877575, "m": 0.6636450290679932 }, { "p": 0.10253358632326126, "m": 0.7213187217712402 }, { "p": 0.036029666662216187, "m": 0.715857207775116 }, { "p": 0.07009037584066391, "m": 0.7480546236038208 }, { "p": 0.06123144552111626, "m": 0.7977687120437622 }, { "p": 0.0607406347990036, "m": 0.7445985674858093 }, { "p": 0.20896406471729279, "m": 1.0 }, { "p": 0.13905486464500427, "m": 0.5 }, { "p": 0.0007127544959075749, "m": 0.5 } ] }, { "epoch": 6, "train_loss": 3.4927926063537598, "val_loss": 1.46196448802948, "acc": 45.17, "time": 359.8740743449889, "param": [ { "p": 0.13954974710941315, "m": 0.5 }, { "p": 0.001206948421895504, "m": 0.5 }, { "p": 0.07144804298877716, "m": 0.5 }, { "p": 0.07921820878982544, "m": 0.46570855379104614 }, { "p": 0.07711649686098099, "m": 0.24121424555778503 }, { "p": 0.007094685919582844, "m": 0.6536548733711243 }, { "p": 0.07452817261219025, "m": 0.6634902954101562 }, { "p": 0.05050639808177948, "m": 0.7904972434043884 }, { "p": 0.09220197051763535, "m": 0.7442159652709961 }, { "p": 0.07627297192811966, "m": 0.7701212763786316 }, { "p": 0.048561062663793564, "m": 0.7867223024368286 }, { "p": 0.15847590565681458, "m": 0.9881178736686707 }, { "p": 0.12310225516557693, "m": 0.5 }, { "p": 0.0007171441102400422, "m": 0.5 } ] }, { "epoch": 7, "train_loss": 3.152280807495117, "val_loss": 1.4019204378128052, "acc": 45.61, "time": 371.62480213399976, "param": [ { "p": 0.1353914886713028, "m": 0.5 }, { "p": 0.018519971519708633, "m": 0.5 }, { "p": 0.08838202804327011, "m": 0.5 }, { "p": 0.08730925619602203, "m": 0.5430447459220886 }, { "p": 0.09764254838228226, "m": 0.10173708945512772 }, { "p": 0.004310801159590483, "m": 0.683336615562439 }, { "p": 0.03531842306256294, "m": 0.7248589396476746 }, { "p": 0.07771563529968262, "m": 0.8314547538757324 }, { "p": 0.0644758939743042, "m": 0.7375704050064087 }, { "p": 0.06318667531013489, "m": 0.7869061827659607 }, { "p": 0.03359866514801979, "m": 0.8234499096870422 }, { "p": 0.15298613905906677, "m": 0.9836840033531189 }, { "p": 0.14045271277427673, "m": 0.5 }, { "p": 0.0007096545305103064, "m": 0.5 } ] }, { "epoch": 8, "train_loss": 2.857085704803467, "val_loss": 1.3875460624694824, "acc": 50.63, "time": 379.7626098159235, "param": [ { "p": 0.13542737066745758, "m": 0.5 }, { "p": 0.0007181477267295122, "m": 0.5 }, { "p": 0.08349302411079407, "m": 0.5 }, { "p": 0.09225275367498398, "m": 0.44648945331573486 }, { "p": 0.10277237743139267, "m": 0.10000000149011612 }, { "p": 0.0007181477267295122, "m": 0.6326104402542114 }, { "p": 0.03607729449868202, "m": 0.6953395009040833 }, { "p": 0.03697327896952629, "m": 0.8616410493850708 }, { "p": 0.08406668901443481, "m": 0.7482089400291443 }, { "p": 0.05252249538898468, "m": 0.756798505783081 }, { "p": 0.08072735369205475, "m": 0.8746523261070251 }, { "p": 0.15685635805130005, "m": 0.9904331564903259 }, { "p": 0.13667652010917664, "m": 0.5 }, { "p": 0.0007181477267295122, "m": 0.5 } ] }, { "epoch": 9, "train_loss": 2.81180477142334, "val_loss": 1.338765263557434, "acc": 49.71, "time": 390.13133306405507, "param": [ { "p": 0.12968841195106506, "m": 0.5 }, { "p": 0.0008876380743458867, "m": 0.5 }, { "p": 0.07205213606357574, "m": 0.5 }, { "p": 0.07006940990686417, "m": 0.5928282737731934 }, { "p": 0.08463279902935028, "m": 0.16125433146953583 }, { "p": 0.017010357230901718, "m": 0.6291523575782776 }, { "p": 0.08847849816083908, "m": 0.6893802285194397 }, { "p": 0.056542277336120605, "m": 0.9337067604064941 }, { "p": 0.08727915585041046, "m": 0.7360683679580688 }, { "p": 0.07640020549297333, "m": 0.6601832509040833 }, { "p": 0.08828330039978027, "m": 0.8471623063087463 }, { "p": 0.11003826558589935, "m": 0.9873437881469727 }, { "p": 0.11792759597301483, "m": 0.5 }, { "p": 0.0007099700742401183, "m": 0.5 } ] }, { "epoch": 10, "train_loss": 3.08024263381958, "val_loss": 1.3591042757034302, "acc": 54.76, "time": 374.87622682598885, "param": [ { "p": 0.12871237099170685, "m": 0.5 }, { "p": 0.0007081972435116768, "m": 0.5 }, { "p": 0.0947023332118988, "m": 0.5 }, { "p": 0.04606324061751366, "m": 0.6381540298461914 }, { "p": 0.1106414720416069, "m": 0.10000000149011612 }, { "p": 0.011436722241342068, "m": 0.5732643604278564 }, { "p": 0.0923851951956749, "m": 0.7977625131607056 }, { "p": 0.08934947848320007, "m": 0.8317832946777344 }, { "p": 0.04256819561123848, "m": 0.770585298538208 }, { "p": 0.05407274141907692, "m": 0.7364348769187927 }, { "p": 0.06819111853837967, "m": 0.8550257086753845 }, { "p": 0.14187836647033691, "m": 1.0 }, { "p": 0.1136244684457779, "m": 0.5 }, { "p": 0.005666053853929043, "m": 0.5 } ] }, { "epoch": 11, "train_loss": 3.163983106613159, "val_loss": 1.337127447128296, "acc": 54.11, "time": 368.0795267170761, "param": [ { "p": 0.10412579029798508, "m": 0.5 }, { "p": 0.0007142632966861129, "m": 0.5 }, { "p": 0.0947800874710083, "m": 0.5 }, { "p": 0.06797293573617935, "m": 0.5788836479187012 }, { "p": 0.10674528777599335, "m": 0.12805940210819244 }, { "p": 0.0007142632966861129, "m": 0.507390022277832 }, { "p": 0.08774353563785553, "m": 0.7380190491676331 }, { "p": 0.08139365166425705, "m": 0.9524550437927246 }, { "p": 0.06798388063907623, "m": 0.7349405288696289 }, { "p": 0.08343382924795151, "m": 0.7162087559700012 }, { "p": 0.06914373487234116, "m": 0.7928001284599304 }, { "p": 0.1281992495059967, "m": 1.0 }, { "p": 0.10633531212806702, "m": 0.5 }, { "p": 0.0007142632966861129, "m": 0.5 } ] }, { "epoch": 12, "train_loss": 2.799349784851074, "val_loss": 1.2268506288528442, "acc": 56.11, "time": 378.34494340303354, "param": [ { "p": 0.11782972514629364, "m": 0.5 }, { "p": 0.020959708839654922, "m": 0.5 }, { "p": 0.06492780894041061, "m": 0.5 }, { "p": 0.0737287700176239, "m": 0.5719210505485535 }, { "p": 0.06493353843688965, "m": 0.23199120163917542 }, { "p": 0.04110913351178169, "m": 0.4847702085971832 }, { "p": 0.09264426678419113, "m": 0.8351694941520691 }, { "p": 0.06346765905618668, "m": 1.0 }, { "p": 0.08129724860191345, "m": 0.77228182554245 }, { "p": 0.054948631674051285, "m": 0.6600205898284912 }, { "p": 0.09175614267587662, "m": 0.8720783591270447 }, { "p": 0.1250838339328766, "m": 0.9783313870429993 }, { "p": 0.10602651536464691, "m": 0.5 }, { "p": 0.0012870426289737225, "m": 0.5 } ] }, { "epoch": 13, "train_loss": 2.776686429977417, "val_loss": 1.1705049276351929, "acc": 57.17, "time": 370.58478043298237, "param": [ { "p": 0.12272577732801437, "m": 0.5 }, { "p": 0.0007203686982393265, "m": 0.5 }, { "p": 0.09269082546234131, "m": 0.5 }, { "p": 0.08841028809547424, "m": 0.7096729874610901 }, { "p": 0.08441600948572159, "m": 0.262079656124115 }, { "p": 0.012903126887977123, "m": 0.522566020488739 }, { "p": 0.07195743918418884, "m": 0.7697365283966064 }, { "p": 0.04755133017897606, "m": 0.9833767414093018 }, { "p": 0.07848136872053146, "m": 0.7753317952156067 }, { "p": 0.0687999278306961, "m": 0.7078889012336731 }, { "p": 0.09868752956390381, "m": 0.7596646547317505 }, { "p": 0.12134470790624619, "m": 0.9767611026763916 }, { "p": 0.11059096455574036, "m": 0.5 }, { "p": 0.0007203686982393265, "m": 0.5 } ] }, { "epoch": 14, "train_loss": 2.916825771331787, "val_loss": 1.2078062295913696, "acc": 56.96, "time": 367.9776893950766, "param": [ { "p": 0.13801482319831848, "m": 0.5 }, { "p": 0.0007174253696575761, "m": 0.5 }, { "p": 0.09315396100282669, "m": 0.5 }, { "p": 0.043303232640028, "m": 0.708251953125 }, { "p": 0.08419542759656906, "m": 0.2475089281797409 }, { "p": 0.0007174253696575761, "m": 0.5409348607063293 }, { "p": 0.06898294389247894, "m": 0.8190390467643738 }, { "p": 0.05560353025794029, "m": 0.9043031930923462 }, { "p": 0.06314906477928162, "m": 0.802919328212738 }, { "p": 0.10857463628053665, "m": 0.678257405757904 }, { "p": 0.10905557870864868, "m": 0.8126716017723083 }, { "p": 0.11996567994356155, "m": 0.9219234585762024 }, { "p": 0.11384884268045425, "m": 0.5 }, { "p": 0.0007174253696575761, "m": 0.5 } ] }, { "epoch": 15, "train_loss": 2.5785741806030273, "val_loss": 1.231488585472107, "acc": 57.79, "time": 377.55212830298115, "param": [ { "p": 0.12505459785461426, "m": 0.5 }, { "p": 0.020399492233991623, "m": 0.5 }, { "p": 0.10433800518512726, "m": 0.5 }, { "p": 0.08010497689247131, "m": 0.8123614192008972 }, { "p": 0.056384745985269547, "m": 0.2594718337059021 }, { "p": 0.0022579694632440805, "m": 0.60795658826828 }, { "p": 0.07762987911701202, "m": 0.8161900639533997 }, { "p": 0.06482572853565216, "m": 0.9336439371109009 }, { "p": 0.0770624503493309, "m": 0.8325429558753967 }, { "p": 0.07710906863212585, "m": 0.6678617000579834 }, { "p": 0.10289613157510757, "m": 0.7679627537727356 }, { "p": 0.11784008890390396, "m": 0.9566735625267029 }, { "p": 0.09339422732591629, "m": 0.5 }, { "p": 0.0007025435916148126, "m": 0.5 } ] }, { "epoch": 16, "train_loss": 3.0566015243530273, "val_loss": 1.1907684803009033, "acc": 59.17, "time": 360.28606370603666, "param": [ { "p": 0.10708939284086227, "m": 0.5 }, { "p": 0.0007029132102616131, "m": 0.5 }, { "p": 0.08407942950725555, "m": 0.5 }, { "p": 0.07498791068792343, "m": 0.7912001609802246 }, { "p": 0.07792390882968903, "m": 0.25056129693984985 }, { "p": 0.004147526808083057, "m": 0.5016179084777832 }, { "p": 0.0908956527709961, "m": 0.7238031029701233 }, { "p": 0.04350845888257027, "m": 0.9525456428527832 }, { "p": 0.11299610137939453, "m": 0.8582325577735901 }, { "p": 0.07871688902378082, "m": 0.6708800792694092 }, { "p": 0.08432934433221817, "m": 0.7267662882804871 }, { "p": 0.13152067363262177, "m": 0.9528754353523254 }, { "p": 0.10839884728193283, "m": 0.5 }, { "p": 0.0007029132102616131, "m": 0.5 } ] }, { "epoch": 17, "train_loss": 2.6427628993988037, "val_loss": 1.206910252571106, "acc": 57.88, "time": 384.1130497090053, "param": [ { "p": 0.1179298460483551, "m": 0.5 }, { "p": 0.017395595088601112, "m": 0.5 }, { "p": 0.08397334814071655, "m": 0.5 }, { "p": 0.08097785711288452, "m": 0.7990485429763794 }, { "p": 0.07837317138910294, "m": 0.23080047965049744 }, { "p": 0.04301473870873451, "m": 0.5030286312103271 }, { "p": 0.08983160555362701, "m": 0.7375468611717224 }, { "p": 0.06653466820716858, "m": 0.9648746848106384 }, { "p": 0.06890488415956497, "m": 0.8797879219055176 }, { "p": 0.06717489659786224, "m": 0.6491118669509888 }, { "p": 0.0745868980884552, "m": 0.7661006450653076 }, { "p": 0.10176413506269455, "m": 0.9616721868515015 }, { "p": 0.10883151739835739, "m": 0.5 }, { "p": 0.0007068784907460213, "m": 0.5 } ] }, { "epoch": 18, "train_loss": 2.6589014530181885, "val_loss": 1.0613658428192139, "acc": 59.97, "time": 398.6859577780124, "param": [ { "p": 0.10632451623678207, "m": 0.5 }, { "p": 0.0007204698631539941, "m": 0.5 }, { "p": 0.07210952788591385, "m": 0.5 }, { "p": 0.06558015942573547, "m": 0.7860767245292664 }, { "p": 0.07521558552980423, "m": 0.1849331110715866 }, { "p": 0.019030006602406502, "m": 0.4566583037376404 }, { "p": 0.0950363501906395, "m": 0.8588563799858093 }, { "p": 0.05427306890487671, "m": 1.0 }, { "p": 0.08807581663131714, "m": 0.8147059082984924 }, { "p": 0.06637682765722275, "m": 0.585176944732666 }, { "p": 0.1148659959435463, "m": 0.6912811398506165 }, { "p": 0.11712690442800522, "m": 0.9993942379951477 }, { "p": 0.12454428523778915, "m": 0.5 }, { "p": 0.0007204698631539941, "m": 0.5 } ] }, { "epoch": 19, "train_loss": 2.3603672981262207, "val_loss": 1.0818819999694824, "acc": 61.99, "time": 377.1103666629642, "param": [ { "p": 0.13452936708927155, "m": 0.5 }, { "p": 0.000709701213054359, "m": 0.5 }, { "p": 0.05355308949947357, "m": 0.5 }, { "p": 0.0634203776717186, "m": 0.6603754162788391 }, { "p": 0.07930034399032593, "m": 0.127089723944664 }, { "p": 0.04846605658531189, "m": 0.5225982666015625 }, { "p": 0.06082731485366821, "m": 0.7490056157112122 }, { "p": 0.0838620513677597, "m": 1.0 }, { "p": 0.06342899799346924, "m": 0.8292750716209412 }, { "p": 0.08224314451217651, "m": 0.48022520542144775 }, { "p": 0.06979464739561081, "m": 0.7940589785575867 }, { "p": 0.12392186373472214, "m": 0.9995154142379761 }, { "p": 0.13523341715335846, "m": 0.5 }, { "p": 0.000709701213054359, "m": 0.5 } ] }, { "epoch": 20, "train_loss": 2.6973423957824707, "val_loss": 1.086040735244751, "acc": 63.18, "time": 384.0462099260185, "param": [ { "p": 0.11570993810892105, "m": 0.5 }, { "p": 0.0007089232094585896, "m": 0.5 }, { "p": 0.0863761231303215, "m": 0.5 }, { "p": 0.06922891736030579, "m": 0.7932140231132507 }, { "p": 0.08034001290798187, "m": 0.13342860341072083 }, { "p": 0.05391611158847809, "m": 0.6021177768707275 }, { "p": 0.060415513813495636, "m": 0.8076701164245605 }, { "p": 0.062018901109695435, "m": 0.9754394292831421 }, { "p": 0.09293406456708908, "m": 0.8026518821716309 }, { "p": 0.09767758846282959, "m": 0.4824126958847046 }, { "p": 0.07935525476932526, "m": 0.8371213674545288 }, { "p": 0.08396054059267044, "m": 0.9355222582817078 }, { "p": 0.10750625282526016, "m": 0.5 }, { "p": 0.009851882234215736, "m": 0.5 } ] }, { "epoch": 21, "train_loss": 2.609849452972412, "val_loss": 1.0412497520446777, "acc": 63.0, "time": 373.6831040789839, "param": [ { "p": 0.10955757647752762, "m": 0.5 }, { "p": 0.006284353788942099, "m": 0.5 }, { "p": 0.07059595733880997, "m": 0.5 }, { "p": 0.07413199543952942, "m": 0.8693165183067322 }, { "p": 0.0778544619679451, "m": 0.17239312827587128 }, { "p": 0.04851864278316498, "m": 0.5275300145149231 }, { "p": 0.0658830925822258, "m": 0.8169525265693665 }, { "p": 0.06425710022449493, "m": 0.968235194683075 }, { "p": 0.08934738487005234, "m": 0.8164209127426147 }, { "p": 0.08551308512687683, "m": 0.49643608927726746 }, { "p": 0.08895756304264069, "m": 0.8893991708755493 }, { "p": 0.10595624148845673, "m": 0.985437273979187 }, { "p": 0.10639786720275879, "m": 0.5 }, { "p": 0.006744683254510164, "m": 0.5 } ] }, { "epoch": 22, "train_loss": 2.627774238586426, "val_loss": 1.1179382801055908, "acc": 62.02, "time": 371.1379227619618, "param": [ { "p": 0.09894329309463501, "m": 0.5 }, { "p": 0.001140774111263454, "m": 0.5 }, { "p": 0.08131631463766098, "m": 0.5 }, { "p": 0.09206369519233704, "m": 0.861113965511322 }, { "p": 0.0725407674908638, "m": 0.14919701218605042 }, { "p": 0.056920818984508514, "m": 0.44731608033180237 }, { "p": 0.08624632656574249, "m": 0.7568740844726562 }, { "p": 0.04381101205945015, "m": 0.8706291913986206 }, { "p": 0.10468848794698715, "m": 0.8025213479995728 }, { "p": 0.08047863095998764, "m": 0.6007625460624695 }, { "p": 0.06321024894714355, "m": 0.8513743877410889 }, { "p": 0.11489979922771454, "m": 0.9729121327400208 }, { "p": 0.10301058739423752, "m": 0.5 }, { "p": 0.000729187682736665, "m": 0.5 } ] }, { "epoch": 23, "train_loss": 2.7081730365753174, "val_loss": 1.0268871784210205, "acc": 63.91, "time": 382.6142312869197, "param": [ { "p": 0.1255475878715515, "m": 0.5 }, { "p": 0.0007037873147055507, "m": 0.5 }, { "p": 0.08172214776277542, "m": 0.5 }, { "p": 0.05668676644563675, "m": 0.8590481281280518 }, { "p": 0.08528661727905273, "m": 0.2221270203590393 }, { "p": 0.04410108923912048, "m": 0.4987272620201111 }, { "p": 0.09611734747886658, "m": 0.9942545890808105 }, { "p": 0.061424631625413895, "m": 0.9999901056289673 }, { "p": 0.05468548834323883, "m": 0.7606213688850403 }, { "p": 0.046686381101608276, "m": 0.6542959809303284 }, { "p": 0.09211611747741699, "m": 0.8255277872085571 }, { "p": 0.13456511497497559, "m": 0.9923283457756042 }, { "p": 0.1196531280875206, "m": 0.5 }, { "p": 0.0007037873147055507, "m": 0.5 } ] }, { "epoch": 24, "train_loss": 2.226325750350952, "val_loss": 1.0570660829544067, "acc": 63.84, "time": 376.9856663120445, "param": [ { "p": 0.10865909606218338, "m": 0.5 }, { "p": 0.010922866873443127, "m": 0.5 }, { "p": 0.06125595048069954, "m": 0.5 }, { "p": 0.07206632941961288, "m": 0.8031532168388367 }, { "p": 0.06837283819913864, "m": 0.14686141908168793 }, { "p": 0.04940221458673477, "m": 0.5364317893981934 }, { "p": 0.09227965027093887, "m": 0.9843270778656006 }, { "p": 0.06009337306022644, "m": 0.9313893914222717 }, { "p": 0.08487024158239365, "m": 0.8068397045135498 }, { "p": 0.07829752564430237, "m": 0.6789363026618958 }, { "p": 0.09802093356847763, "m": 0.867688000202179 }, { "p": 0.11321093142032623, "m": 0.9502305388450623 }, { "p": 0.10184946656227112, "m": 0.5 }, { "p": 0.0006986389053054154, "m": 0.5 } ] }, { "epoch": 25, "train_loss": 2.5867557525634766, "val_loss": 1.033156394958496, "acc": 64.42, "time": 386.35850659699645, "param": [ { "p": 0.10603977739810944, "m": 0.5 }, { "p": 0.0007027576211839914, "m": 0.5 }, { "p": 0.06228586658835411, "m": 0.5 }, { "p": 0.07767138630151749, "m": 0.777693510055542 }, { "p": 0.0882028341293335, "m": 0.24436205625534058 }, { "p": 0.02473057620227337, "m": 0.5129790902137756 }, { "p": 0.08449659496545792, "m": 0.983496367931366 }, { "p": 0.07949744164943695, "m": 0.9086882472038269 }, { "p": 0.07589244097471237, "m": 0.8243692517280579 }, { "p": 0.07606904953718185, "m": 0.6460666060447693 }, { "p": 0.08757676929235458, "m": 0.9378843307495117 }, { "p": 0.12414979934692383, "m": 0.9248976111412048 }, { "p": 0.10172083228826523, "m": 0.5 }, { "p": 0.010963945649564266, "m": 0.5 } ] }, { "epoch": 26, "train_loss": 2.4930522441864014, "val_loss": 0.9713538885116577, "acc": 64.79, "time": 394.0589786770288, "param": [ { "p": 0.12865227460861206, "m": 0.5 }, { "p": 0.010923105292022228, "m": 0.5 }, { "p": 0.07479086518287659, "m": 0.5 }, { "p": 0.05491800978779793, "m": 0.7879358530044556 }, { "p": 0.0905604362487793, "m": 0.2427791804075241 }, { "p": 0.020121654495596886, "m": 0.6336206197738647 }, { "p": 0.07992791384458542, "m": 1.0 }, { "p": 0.07378558069467545, "m": 1.0 }, { "p": 0.09864171594381332, "m": 0.9583241939544678 }, { "p": 0.0946790799498558, "m": 0.7012471556663513 }, { "p": 0.06188817322254181, "m": 0.9340264201164246 }, { "p": 0.09615620970726013, "m": 0.9188896417617798 }, { "p": 0.114240862429142, "m": 0.5 }, { "p": 0.0007141741807572544, "m": 0.5 } ] }, { "epoch": 27, "train_loss": 2.4214928150177, "val_loss": 0.9987091422080994, "acc": 64.49, "time": 396.45456350501627, "param": [ { "p": 0.12604106962680817, "m": 0.5 }, { "p": 0.026010168716311455, "m": 0.5 }, { "p": 0.07245370000600815, "m": 0.5 }, { "p": 0.05927591025829315, "m": 0.8342273831367493 }, { "p": 0.07521352916955948, "m": 0.40559089183807373 }, { "p": 0.05016867071390152, "m": 0.5999497771263123 }, { "p": 0.06900455057621002, "m": 1.0 }, { "p": 0.07703015953302383, "m": 0.9984836578369141 }, { "p": 0.08472484350204468, "m": 0.9303765296936035 }, { "p": 0.077655129134655, "m": 0.6795856952667236 }, { "p": 0.07741263508796692, "m": 0.9882408976554871 }, { "p": 0.09586551785469055, "m": 0.9582532644271851 }, { "p": 0.10843409597873688, "m": 0.5 }, { "p": 0.0007100493530742824, "m": 0.5 } ] }, { "epoch": 28, "train_loss": 2.4188289642333984, "val_loss": 0.899878740310669, "acc": 66.02, "time": 386.01110028102994, "param": [ { "p": 0.12229637801647186, "m": 0.5 }, { "p": 0.007688330952078104, "m": 0.5 }, { "p": 0.07680051773786545, "m": 0.5 }, { "p": 0.0902574434876442, "m": 0.843765377998352 }, { "p": 0.052278630435466766, "m": 0.5382903218269348 }, { "p": 0.03408593684434891, "m": 0.6965016722679138 }, { "p": 0.0770680382847786, "m": 0.9583562612533569 }, { "p": 0.08245772868394852, "m": 0.9382905960083008 }, { "p": 0.09234123677015305, "m": 0.9714367985725403 }, { "p": 0.06625553220510483, "m": 0.6434946060180664 }, { "p": 0.07386321574449539, "m": 0.9874413013458252 }, { "p": 0.1174568235874176, "m": 0.9991447329521179 }, { "p": 0.10644079744815826, "m": 0.5 }, { "p": 0.0007093715248629451, "m": 0.5 } ] }, { "epoch": 29, "train_loss": 2.4068827629089355, "val_loss": 1.0246678590774536, "acc": 65.02, "time": 367.6601442520041, "param": [ { "p": 0.103135846555233, "m": 0.5 }, { "p": 0.006503538694232702, "m": 0.5 }, { "p": 0.07393597811460495, "m": 0.5 }, { "p": 0.07435308396816254, "m": 0.9125873446464539 }, { "p": 0.024728311225771904, "m": 0.5951892733573914 }, { "p": 0.010427906177937984, "m": 0.7256866097450256 }, { "p": 0.11156748980283737, "m": 0.9103062152862549 }, { "p": 0.07646563649177551, "m": 1.0 }, { "p": 0.06233431398868561, "m": 0.9375758767127991 }, { "p": 0.0999448150396347, "m": 0.7420388460159302 }, { "p": 0.1066172793507576, "m": 1.0 }, { "p": 0.12615786492824554, "m": 0.9937979578971863 }, { "p": 0.12312158942222595, "m": 0.5 }, { "p": 0.0007063474622555077, "m": 0.5 } ] }, { "epoch": 30, "train_loss": 2.3935487270355225, "val_loss": 1.0584843158721924, "acc": 64.2, "time": 353.7738739269553, "param": [ { "p": 0.10236246883869171, "m": 0.5 }, { "p": 0.015287586487829685, "m": 0.5 }, { "p": 0.08884062618017197, "m": 0.5 }, { "p": 0.08374753594398499, "m": 0.8466836214065552 }, { "p": 0.0460510328412056, "m": 0.5853216052055359 }, { "p": 0.012143215164542198, "m": 0.7322850823402405 }, { "p": 0.07796666771173477, "m": 0.9596152305603027 }, { "p": 0.05959095060825348, "m": 0.9986037015914917 }, { "p": 0.07458040118217468, "m": 0.930345356464386 }, { "p": 0.09346871823072433, "m": 0.732113242149353 }, { "p": 0.10982625186443329, "m": 0.9832460284233093 }, { "p": 0.10059810429811478, "m": 0.9747217893600464 }, { "p": 0.13483580946922302, "m": 0.5 }, { "p": 0.0007006672094576061, "m": 0.5 } ] }, { "epoch": 31, "train_loss": 2.472520112991333, "val_loss": 0.9533161520957947, "acc": 66.43, "time": 380.19929538702127, "param": [ { "p": 0.13064996898174286, "m": 0.5 }, { "p": 0.0010024214861914515, "m": 0.5 }, { "p": 0.0857139453291893, "m": 0.5 }, { "p": 0.043196238577365875, "m": 0.856092095375061 }, { "p": 0.0658176988363266, "m": 0.5649867653846741 }, { "p": 0.03155062347650528, "m": 0.6752796173095703 }, { "p": 0.10714663565158844, "m": 0.9701038599014282 }, { "p": 0.0751018077135086, "m": 0.9853625893592834 }, { "p": 0.07121428102254868, "m": 0.8847094774246216 }, { "p": 0.09537255018949509, "m": 0.7773783206939697 }, { "p": 0.07738285511732101, "m": 0.9687495827674866 }, { "p": 0.09886592626571655, "m": 0.9995406270027161 }, { "p": 0.10569819808006287, "m": 0.5 }, { "p": 0.011286928318440914, "m": 0.5 } ] }, { "epoch": 32, "train_loss": 1.9398720264434814, "val_loss": 1.05135178565979, "acc": 62.65, "time": 378.98889071599115, "param": [ { "p": 0.0908755511045456, "m": 0.5 }, { "p": 0.0014334198785945773, "m": 0.5 }, { "p": 0.07506933063268661, "m": 0.5 }, { "p": 0.06558321416378021, "m": 0.9694310426712036 }, { "p": 0.07533834129571915, "m": 0.5668134689331055 }, { "p": 0.028233550488948822, "m": 0.7061943411827087 }, { "p": 0.08522757887840271, "m": 0.9911922216415405 }, { "p": 0.08884113281965256, "m": 0.9395236372947693 }, { "p": 0.06360819935798645, "m": 0.9119378924369812 }, { "p": 0.07564747333526611, "m": 0.7573142647743225 }, { "p": 0.10447066277265549, "m": 0.999088704586029 }, { "p": 0.1360689252614975, "m": 0.9989798665046692 }, { "p": 0.10889913141727448, "m": 0.5 }, { "p": 0.0007035457529127598, "m": 0.5 } ] }, { "epoch": 33, "train_loss": 1.999442219734192, "val_loss": 1.0209406614303589, "acc": 66.16, "time": 388.57579948799685, "param": [ { "p": 0.1161140725016594, "m": 0.5 }, { "p": 0.01234965119510889, "m": 0.5 }, { "p": 0.07435303181409836, "m": 0.5 }, { "p": 0.0781627893447876, "m": 0.9998771548271179 }, { "p": 0.05632053688168526, "m": 0.5376757383346558 }, { "p": 0.0342317558825016, "m": 0.7760988473892212 }, { "p": 0.08911126852035522, "m": 0.9724639058113098 }, { "p": 0.04544418677687645, "m": 0.9424446821212769 }, { "p": 0.09217426925897598, "m": 0.9902042746543884 }, { "p": 0.07401822507381439, "m": 0.7692769169807434 }, { "p": 0.08435407280921936, "m": 0.9558471441268921 }, { "p": 0.11148234456777573, "m": 0.9972109198570251 }, { "p": 0.12150509655475616, "m": 0.5 }, { "p": 0.010378764942288399, "m": 0.5 } ] }, { "epoch": 34, "train_loss": 2.5551438331604004, "val_loss": 0.9495354890823364, "acc": 65.68, "time": 387.83157067594584, "param": [ { "p": 0.11273778229951859, "m": 0.5 }, { "p": 0.019390283152461052, "m": 0.5 }, { "p": 0.07389353960752487, "m": 0.5 }, { "p": 0.06764618307352066, "m": 0.9287355542182922 }, { "p": 0.06123882904648781, "m": 0.4557313024997711 }, { "p": 0.023410439491271973, "m": 0.8163037896156311 }, { "p": 0.07892078161239624, "m": 0.9909987449645996 }, { "p": 0.0759691596031189, "m": 0.9604718685150146 }, { "p": 0.10262300074100494, "m": 1.0 }, { "p": 0.07506365329027176, "m": 0.8574035167694092 }, { "p": 0.08376361429691315, "m": 0.9655801653862 }, { "p": 0.09695229679346085, "m": 0.9578328728675842 }, { "p": 0.11181645840406418, "m": 0.5 }, { "p": 0.01657394878566265, "m": 0.5 } ] }, { "epoch": 35, "train_loss": 2.574310779571533, "val_loss": 0.8942860960960388, "acc": 67.77, "time": 395.1294417200843, "param": [ { "p": 0.1094590574502945, "m": 0.5 }, { "p": 0.0007084918906912208, "m": 0.5 }, { "p": 0.07989025861024857, "m": 0.5 }, { "p": 0.07630755752325058, "m": 0.8445245623588562 }, { "p": 0.0447380430996418, "m": 0.48438334465026855 }, { "p": 0.07405173778533936, "m": 0.6303582191467285 }, { "p": 0.08136113733053207, "m": 0.9934754371643066 }, { "p": 0.06394169479608536, "m": 0.8505513668060303 }, { "p": 0.08455197513103485, "m": 0.9930049777030945 }, { "p": 0.08447353541851044, "m": 0.9010622501373291 }, { "p": 0.07245097309350967, "m": 0.9677762389183044 }, { "p": 0.10063103586435318, "m": 1.0 }, { "p": 0.1187315359711647, "m": 0.5 }, { "p": 0.008702975697815418, "m": 0.5 } ] }, { "epoch": 36, "train_loss": 2.2807042598724365, "val_loss": 0.8794112205505371, "acc": 66.89, "time": 366.03383790992666, "param": [ { "p": 0.11562851816415787, "m": 0.5 }, { "p": 0.0007130475714802742, "m": 0.5 }, { "p": 0.05267010256648064, "m": 0.5 }, { "p": 0.09294192492961884, "m": 0.9082350730895996 }, { "p": 0.08256403356790543, "m": 0.5311997532844543 }, { "p": 0.030648764222860336, "m": 0.6624113917350769 }, { "p": 0.09335888922214508, "m": 0.8808667659759521 }, { "p": 0.08030083030462265, "m": 0.9326493144035339 }, { "p": 0.10500623285770416, "m": 0.9750463366508484 }, { "p": 0.06270690262317657, "m": 0.8836116790771484 }, { "p": 0.06421199440956116, "m": 0.9981173276901245 }, { "p": 0.10294284671545029, "m": 1.0 }, { "p": 0.09784390777349472, "m": 0.5 }, { "p": 0.018461965024471283, "m": 0.5 } ] }, { "epoch": 37, "train_loss": 1.9771543741226196, "val_loss": 0.9111737012863159, "acc": 67.28, "time": 378.7504071840085, "param": [ { "p": 0.11454766243696213, "m": 0.5 }, { "p": 0.013035848736763, "m": 0.5 }, { "p": 0.06710750609636307, "m": 0.5 }, { "p": 0.05747823789715767, "m": 0.93903648853302 }, { "p": 0.049532435834407806, "m": 0.508671760559082 }, { "p": 0.0636322870850563, "m": 0.564854085445404 }, { "p": 0.06938502937555313, "m": 0.7718058228492737 }, { "p": 0.06987132877111435, "m": 0.9866046905517578 }, { "p": 0.0951167568564415, "m": 0.9637575745582581 }, { "p": 0.07064949721097946, "m": 0.9322569370269775 }, { "p": 0.08453461527824402, "m": 0.9998847842216492 }, { "p": 0.11912927031517029, "m": 1.0 }, { "p": 0.12527132034301758, "m": 0.5 }, { "p": 0.0007082197698764503, "m": 0.5 } ] }, { "epoch": 38, "train_loss": 2.2214555740356445, "val_loss": 0.9461020231246948, "acc": 67.43, "time": 374.2221549199894, "param": [ { "p": 0.12264534085988998, "m": 0.5 }, { "p": 0.01851833052933216, "m": 0.5 }, { "p": 0.05860434100031853, "m": 0.5 }, { "p": 0.05870253965258598, "m": 0.872363269329071 }, { "p": 0.0682925283908844, "m": 0.663684070110321 }, { "p": 0.030892621725797653, "m": 0.4911024868488312 }, { "p": 0.09887922555208206, "m": 0.8488966822624207 }, { "p": 0.07276397198438644, "m": 0.9280800819396973 }, { "p": 0.10153620690107346, "m": 0.861822783946991 }, { "p": 0.09072354435920715, "m": 0.8709620833396912 }, { "p": 0.07090917229652405, "m": 0.8870696425437927 }, { "p": 0.09976333379745483, "m": 0.9973030090332031 }, { "p": 0.09090293943881989, "m": 0.5 }, { "p": 0.01686587557196617, "m": 0.5 } ] }, { "epoch": 39, "train_loss": 2.4224891662597656, "val_loss": 1.0037376880645752, "acc": 66.84, "time": 372.61885491001885, "param": [ { "p": 0.10990457981824875, "m": 0.5 }, { "p": 0.00210179528221488, "m": 0.5 }, { "p": 0.07297759503126144, "m": 0.5 }, { "p": 0.07544475048780441, "m": 1.0 }, { "p": 0.06828184425830841, "m": 0.6029576063156128 }, { "p": 0.032593097537755966, "m": 0.5155115723609924 }, { "p": 0.08819951117038727, "m": 0.8578999042510986 }, { "p": 0.0704672783613205, "m": 0.9419173002243042 }, { "p": 0.08877546340227127, "m": 0.8082367181777954 }, { "p": 0.0779646784067154, "m": 0.9305738210678101 }, { "p": 0.09914962947368622, "m": 0.9222850203514099 }, { "p": 0.09429861605167389, "m": 0.9997791051864624 }, { "p": 0.10764756053686142, "m": 0.5 }, { "p": 0.012193489819765091, "m": 0.5 } ] }, { "epoch": 40, "train_loss": 2.165393352508545, "val_loss": 1.0081865787506104, "acc": 67.65, "time": 361.3778856450226, "param": [ { "p": 0.09467198699712753, "m": 0.5 }, { "p": 0.0007005982333794236, "m": 0.5 }, { "p": 0.08878963440656662, "m": 0.5 }, { "p": 0.08172731101512909, "m": 0.9783838987350464 }, { "p": 0.05843374505639076, "m": 0.6525323987007141 }, { "p": 0.03493977338075638, "m": 0.6005313396453857 }, { "p": 0.08523116260766983, "m": 0.8628205060958862 }, { "p": 0.07419073581695557, "m": 0.9009861350059509 }, { "p": 0.06723089516162872, "m": 0.8072605133056641 }, { "p": 0.0922505334019661, "m": 0.900397777557373 }, { "p": 0.09524254500865936, "m": 0.9668089747428894 }, { "p": 0.104811891913414, "m": 0.9927811622619629 }, { "p": 0.118956059217453, "m": 0.5 }, { "p": 0.002823043614625931, "m": 0.5 } ] }, { "epoch": 41, "train_loss": 1.9658359289169312, "val_loss": 0.9736018180847168, "acc": 67.77, "time": 363.3739786950173, "param": [ { "p": 0.09521365910768509, "m": 0.5 }, { "p": 0.0006939153536222875, "m": 0.5 }, { "p": 0.07793229818344116, "m": 0.5 }, { "p": 0.0873626098036766, "m": 0.860731303691864 }, { "p": 0.06501039117574692, "m": 0.6316125392913818 }, { "p": 0.013989186845719814, "m": 0.7723267078399658 }, { "p": 0.08412985503673553, "m": 0.8657624125480652 }, { "p": 0.0826021060347557, "m": 0.8073883652687073 }, { "p": 0.09949596226215363, "m": 0.9187132716178894 }, { "p": 0.08333282172679901, "m": 0.9803040623664856 }, { "p": 0.08847347646951675, "m": 0.9753177165985107 }, { "p": 0.09273020923137665, "m": 0.9894533157348633 }, { "p": 0.11302832514047623, "m": 0.5 }, { "p": 0.0160052590072155, "m": 0.5 } ] }, { "epoch": 42, "train_loss": 1.9558265209197998, "val_loss": 0.9596027731895447, "acc": 67.11, "time": 413.9287589129526, "param": [ { "p": 0.11766526848077774, "m": 0.5 }, { "p": 0.0007132439059205353, "m": 0.5 }, { "p": 0.06758508086204529, "m": 0.5 }, { "p": 0.10565066337585449, "m": 0.8512235283851624 }, { "p": 0.02419714257121086, "m": 0.67900550365448 }, { "p": 0.0007132439059205353, "m": 0.7410435080528259 }, { "p": 0.0867241844534874, "m": 0.8712941408157349 }, { "p": 0.06127658858895302, "m": 0.8978751301765442 }, { "p": 0.11237484961748123, "m": 0.9851961731910706 }, { "p": 0.10341503471136093, "m": 0.8993307948112488 }, { "p": 0.06745607405900955, "m": 0.9189897179603577 }, { "p": 0.1260116547346115, "m": 1.0 }, { "p": 0.1255037635564804, "m": 0.5 }, { "p": 0.0007132439059205353, "m": 0.5 } ] }, { "epoch": 43, "train_loss": 2.3525359630584717, "val_loss": 0.8966445326805115, "acc": 66.79, "time": 361.7191598750651, "param": [ { "p": 0.1188586875796318, "m": 0.5 }, { "p": 0.0007038199692033231, "m": 0.5 }, { "p": 0.06832427531480789, "m": 0.5 }, { "p": 0.08296419680118561, "m": 0.9238892197608948 }, { "p": 0.07182998955249786, "m": 0.718768298625946 }, { "p": 0.04384974017739296, "m": 0.8028181195259094 }, { "p": 0.07836031913757324, "m": 0.8125035166740417 }, { "p": 0.08611971139907837, "m": 0.9283867478370667 }, { "p": 0.07023681700229645, "m": 1.0 }, { "p": 0.08162836730480194, "m": 0.8182348012924194 }, { "p": 0.07440204918384552, "m": 0.9233434200286865 }, { "p": 0.09593454748392105, "m": 0.9711175560951233 }, { "p": 0.10131660848855972, "m": 0.5 }, { "p": 0.02547084353864193, "m": 0.5 } ] }, { "epoch": 44, "train_loss": 1.9103484153747559, "val_loss": 0.8557181358337402, "acc": 66.98, "time": 393.36430125602055, "param": [ { "p": 0.10492328554391861, "m": 0.5 }, { "p": 0.01974947191774845, "m": 0.5 }, { "p": 0.08567708730697632, "m": 0.5 }, { "p": 0.0837259516119957, "m": 0.9387547373771667 }, { "p": 0.06835426390171051, "m": 0.7310748100280762 }, { "p": 0.028535371646285057, "m": 0.7813481092453003 }, { "p": 0.0514477975666523, "m": 0.9103192090988159 }, { "p": 0.06977207213640213, "m": 0.9758880138397217 }, { "p": 0.08970677852630615, "m": 0.9772841930389404 }, { "p": 0.07104260474443436, "m": 0.9078819155693054 }, { "p": 0.1050218865275383, "m": 0.9613777995109558 }, { "p": 0.10254916548728943, "m": 1.0 }, { "p": 0.11043066531419754, "m": 0.5 }, { "p": 0.00906368438154459, "m": 0.5 } ] }, { "epoch": 45, "train_loss": 2.2906577587127686, "val_loss": 0.9211772680282593, "acc": 67.55, "time": 395.9699651449919, "param": [ { "p": 0.11017191410064697, "m": 0.5 }, { "p": 0.017156414687633514, "m": 0.5 }, { "p": 0.09101434051990509, "m": 0.5 }, { "p": 0.07994598150253296, "m": 1.0 }, { "p": 0.04157378152012825, "m": 0.673315167427063 }, { "p": 0.038813576102256775, "m": 0.7716805934906006 }, { "p": 0.07281764596700668, "m": 0.9225386381149292 }, { "p": 0.07574303448200226, "m": 0.9069135189056396 }, { "p": 0.0668683871626854, "m": 0.9993914365768433 }, { "p": 0.10002752393484116, "m": 0.908426821231842 }, { "p": 0.0771452784538269, "m": 0.9974297285079956 }, { "p": 0.11557336151599884, "m": 0.9675245881080627 }, { "p": 0.07578027248382568, "m": 0.5 }, { "p": 0.03736850619316101, "m": 0.5 } ] }, { "epoch": 46, "train_loss": 1.8732295036315918, "val_loss": 0.9248089790344238, "acc": 68.04, "time": 374.3552362989867, "param": [ { "p": 0.11940169334411621, "m": 0.5 }, { "p": 0.0007030456908978522, "m": 0.5 }, { "p": 0.1010359674692154, "m": 0.5 }, { "p": 0.10104779899120331, "m": 0.985863447189331 }, { "p": 0.026919452473521233, "m": 0.5652422904968262 }, { "p": 0.01579313352704048, "m": 0.7541804313659668 }, { "p": 0.08138788491487503, "m": 0.9645415544509888 }, { "p": 0.06575360894203186, "m": 0.9282020926475525 }, { "p": 0.0948835015296936, "m": 0.9614981412887573 }, { "p": 0.09712505340576172, "m": 0.9307857751846313 }, { "p": 0.09676767885684967, "m": 0.9359171390533447 }, { "p": 0.09362770617008209, "m": 0.9914509654045105 }, { "p": 0.09538183361291885, "m": 0.5 }, { "p": 0.010171654634177685, "m": 0.5 } ] }, { "epoch": 47, "train_loss": 2.1494548320770264, "val_loss": 0.9494055509567261, "acc": 69.2, "time": 373.52736052300315, "param": [ { "p": 0.10794630646705627, "m": 0.5 }, { "p": 0.014788401313126087, "m": 0.5 }, { "p": 0.07542844116687775, "m": 0.5 }, { "p": 0.06033298373222351, "m": 0.9982214570045471 }, { "p": 0.0836845114827156, "m": 0.5624330043792725 }, { "p": 0.01258848700672388, "m": 0.5799150466918945 }, { "p": 0.09585501998662949, "m": 0.9170008897781372 }, { "p": 0.06761988252401352, "m": 1.0 }, { "p": 0.079215407371521, "m": 0.9394389390945435 }, { "p": 0.09547020494937897, "m": 0.8386862874031067 }, { "p": 0.09623982757329941, "m": 0.9952002763748169 }, { "p": 0.11183784902095795, "m": 1.0 }, { "p": 0.09828561544418335, "m": 0.5 }, { "p": 0.0007070005522109568, "m": 0.5 } ] }, { "epoch": 48, "train_loss": 1.984613299369812, "val_loss": 0.9222310781478882, "acc": 68.16, "time": 385.37480769702233, "param": [ { "p": 0.07765727490186691, "m": 0.5 }, { "p": 0.0007018524338491261, "m": 0.5 }, { "p": 0.11080297827720642, "m": 0.5 }, { "p": 0.0752747431397438, "m": 0.995736837387085 }, { "p": 0.06135646626353264, "m": 0.5882032513618469 }, { "p": 0.043828316032886505, "m": 0.5689375996589661 }, { "p": 0.10195014625787735, "m": 0.8927791714668274 }, { "p": 0.07014185190200806, "m": 0.9948934316635132 }, { "p": 0.0849340632557869, "m": 1.0 }, { "p": 0.09446848183870316, "m": 0.9642702341079712 }, { "p": 0.07230503112077713, "m": 0.9980534315109253 }, { "p": 0.11578972637653351, "m": 1.0 }, { "p": 0.08337876945734024, "m": 0.5 }, { "p": 0.007410281803458929, "m": 0.5 } ] }, { "epoch": 49, "train_loss": 2.008054494857788, "val_loss": 0.9016205668449402, "acc": 69.29, "time": 369.58185515599325, "param": [ { "p": 0.0978860855102539, "m": 0.5 }, { "p": 0.02978113293647766, "m": 0.5 }, { "p": 0.08512497693300247, "m": 0.5 }, { "p": 0.06540034711360931, "m": 0.9651508927345276 }, { "p": 0.0708533525466919, "m": 0.627813994884491 }, { "p": 0.050481587648391724, "m": 0.523520290851593 }, { "p": 0.07389804720878601, "m": 0.855118989944458 }, { "p": 0.08382661640644073, "m": 1.0 }, { "p": 0.07379801571369171, "m": 0.9294807314872742 }, { "p": 0.08844785392284393, "m": 0.9976456761360168 }, { "p": 0.06656469404697418, "m": 0.9391829967498779 }, { "p": 0.08260467648506165, "m": 0.9996552467346191 }, { "p": 0.1092848852276802, "m": 0.5 }, { "p": 0.022047672420740128, "m": 0.5 } ] }, { "epoch": 50, "train_loss": 2.0332586765289307, "val_loss": 0.9274172186851501, "acc": 69.53, "time": 371.30651566397864, "param": [ { "p": 0.08990228921175003, "m": 0.5 }, { "p": 0.0006926828646101058, "m": 0.5 }, { "p": 0.08724989742040634, "m": 0.5 }, { "p": 0.07638923823833466, "m": 0.9869806170463562 }, { "p": 0.03410670533776283, "m": 0.7182891964912415 }, { "p": 0.05749267339706421, "m": 0.5755730867385864 }, { "p": 0.08161834627389908, "m": 1.0 }, { "p": 0.07989334315061569, "m": 0.944694995880127 }, { "p": 0.09378010779619217, "m": 0.9478529691696167 }, { "p": 0.06998627632856369, "m": 0.9956392645835876 }, { "p": 0.08643139898777008, "m": 0.9152616858482361 }, { "p": 0.1087002083659172, "m": 0.9998329281806946 }, { "p": 0.1124744787812233, "m": 0.5 }, { "p": 0.021282291039824486, "m": 0.5 } ] }, { "epoch": 51, "train_loss": 1.9457557201385498, "val_loss": 0.8902862071990967, "acc": 69.39, "time": 376.0934571370017, "param": [ { "p": 0.11844206601381302, "m": 0.5 }, { "p": 0.0013089757412672043, "m": 0.5 }, { "p": 0.08278889954090118, "m": 0.5 }, { "p": 0.062326014041900635, "m": 0.9897010922431946 }, { "p": 0.0292167067527771, "m": 0.8060460686683655 }, { "p": 0.03743058070540428, "m": 0.6627079844474792 }, { "p": 0.08318468928337097, "m": 0.9893051385879517 }, { "p": 0.05311135575175285, "m": 0.880102813243866 }, { "p": 0.11509470641613007, "m": 0.9825666546821594 }, { "p": 0.08269510418176651, "m": 0.9891224503517151 }, { "p": 0.1129375621676445, "m": 0.9747753739356995 }, { "p": 0.10115508735179901, "m": 0.9944862723350525 }, { "p": 0.10570190101861954, "m": 0.5 }, { "p": 0.014606300741434097, "m": 0.5 } ] }, { "epoch": 52, "train_loss": 2.0710413455963135, "val_loss": 0.8649162650108337, "acc": 69.94, "time": 380.60682997107506, "param": [ { "p": 0.12426301091909409, "m": 0.5 }, { "p": 0.0006974139832891524, "m": 0.5 }, { "p": 0.06874973326921463, "m": 0.5 }, { "p": 0.06841777265071869, "m": 0.952448308467865 }, { "p": 0.05204927176237106, "m": 0.8622778654098511 }, { "p": 0.00226849177852273, "m": 0.7288504838943481 }, { "p": 0.10699556767940521, "m": 1.0 }, { "p": 0.08361155539751053, "m": 0.93179851770401 }, { "p": 0.09753407537937164, "m": 0.8667774796485901 }, { "p": 0.09397375583648682, "m": 0.9513340592384338 }, { "p": 0.08573684096336365, "m": 0.949691653251648 }, { "p": 0.10928266495466232, "m": 1.0 }, { "p": 0.1057223528623581, "m": 0.5 }, { "p": 0.0006974139832891524, "m": 0.5 } ] }, { "epoch": 53, "train_loss": 2.081336736679077, "val_loss": 0.8910418748855591, "acc": 69.35, "time": 378.3576067450922, "param": [ { "p": 0.10142545402050018, "m": 0.5 }, { "p": 0.005961845628917217, "m": 0.5 }, { "p": 0.09015045315027237, "m": 0.5 }, { "p": 0.07645094394683838, "m": 0.9396092295646667 }, { "p": 0.0023258239962160587, "m": 0.9297919273376465 }, { "p": 0.05180850625038147, "m": 0.6813041567802429 }, { "p": 0.08933103829622269, "m": 0.9886981844902039 }, { "p": 0.08791592717170715, "m": 0.9761835932731628 }, { "p": 0.0808161199092865, "m": 0.8246095776557922 }, { "p": 0.09189626574516296, "m": 0.936306357383728 }, { "p": 0.10943707078695297, "m": 0.9944852590560913 }, { "p": 0.11583079397678375, "m": 1.0 }, { "p": 0.08652078360319138, "m": 0.5 }, { "p": 0.010128960944712162, "m": 0.5 } ] }, { "epoch": 54, "train_loss": 1.7282387018203735, "val_loss": 0.9339096546173096, "acc": 69.35, "time": 381.37813965801615, "param": [ { "p": 0.11268825083971024, "m": 0.5 }, { "p": 0.004662760533392429, "m": 0.5 }, { "p": 0.0702536404132843, "m": 0.5 }, { "p": 0.0598689541220665, "m": 0.9537565112113953 }, { "p": 0.03723495826125145, "m": 0.8578466773033142 }, { "p": 0.01772390492260456, "m": 0.6207995414733887 }, { "p": 0.07496103644371033, "m": 1.0 }, { "p": 0.0687071830034256, "m": 0.8494769334793091 }, { "p": 0.10396461188793182, "m": 0.8308363556861877 }, { "p": 0.10363432765007019, "m": 0.9205847978591919 }, { "p": 0.10665055364370346, "m": 0.969494104385376 }, { "p": 0.1191367581486702, "m": 1.0 }, { "p": 0.11981406062841415, "m": 0.5 }, { "p": 0.000699041411280632, "m": 0.5 } ] }, { "epoch": 55, "train_loss": 2.248858690261841, "val_loss": 0.961361289024353, "acc": 67.85, "time": 375.2590951869497, "param": [ { "p": 0.13033270835876465, "m": 0.5 }, { "p": 0.018934786319732666, "m": 0.5 }, { "p": 0.09623849391937256, "m": 0.5 }, { "p": 0.06952714174985886, "m": 0.9351509213447571 }, { "p": 0.05827932804822922, "m": 0.8649731278419495 }, { "p": 0.029305746778845787, "m": 0.7001902461051941 }, { "p": 0.05457407981157303, "m": 0.8863643407821655 }, { "p": 0.0793437510728836, "m": 0.9187625050544739 }, { "p": 0.07471954822540283, "m": 0.9448115229606628 }, { "p": 0.07307833433151245, "m": 0.8429827094078064 }, { "p": 0.0951884537935257, "m": 0.9993670582771301 }, { "p": 0.09907365590333939, "m": 1.0 }, { "p": 0.11944830417633057, "m": 0.5 }, { "p": 0.001955670304596424, "m": 0.5 } ] }, { "epoch": 56, "train_loss": 1.7577248811721802, "val_loss": 0.785308837890625, "acc": 70.19, "time": 376.35691020207014, "param": [ { "p": 0.11765250563621521, "m": 0.5 }, { "p": 0.0007052560686133802, "m": 0.5 }, { "p": 0.06956785917282104, "m": 0.5 }, { "p": 0.08975382149219513, "m": 0.9770243167877197 }, { "p": 0.05426320806145668, "m": 0.9091417193412781 }, { "p": 0.0007052560686133802, "m": 0.6968621015548706 }, { "p": 0.09152651578187943, "m": 0.9258312582969666 }, { "p": 0.09625426679849625, "m": 0.9403670430183411 }, { "p": 0.10441214591264725, "m": 0.9750828146934509 }, { "p": 0.0867033377289772, "m": 0.9248020052909851 }, { "p": 0.09083528071641922, "m": 0.988259494304657 }, { "p": 0.08914856612682343, "m": 0.9995313882827759 }, { "p": 0.10776670277118683, "m": 0.5 }, { "p": 0.0007052560686133802, "m": 0.5 } ] }, { "epoch": 57, "train_loss": 1.978708028793335, "val_loss": 0.7842875123023987, "acc": 69.14, "time": 370.4818782869261, "param": [ { "p": 0.11239556223154068, "m": 0.5 }, { "p": 0.012700924649834633, "m": 0.5 }, { "p": 0.06271016597747803, "m": 0.5 }, { "p": 0.06334180384874344, "m": 0.898239254951477 }, { "p": 0.033763132989406586, "m": 0.8079290390014648 }, { "p": 0.027553046122193336, "m": 0.7300429940223694 }, { "p": 0.08728170394897461, "m": 0.8902336955070496 }, { "p": 0.09613066911697388, "m": 1.0 }, { "p": 0.09701540321111679, "m": 0.9800809621810913 }, { "p": 0.10992752015590668, "m": 0.8983104228973389 }, { "p": 0.07374260574579239, "m": 0.8737140893936157 }, { "p": 0.08958691358566284, "m": 1.0 }, { "p": 0.11497509479522705, "m": 0.5 }, { "p": 0.018875492736697197, "m": 0.5 } ] }, { "epoch": 58, "train_loss": 2.1905479431152344, "val_loss": 0.9572343230247498, "acc": 67.29, "time": 386.1169395990437, "param": [ { "p": 0.1204630509018898, "m": 0.5 }, { "p": 0.01666487567126751, "m": 0.5 }, { "p": 0.09344404935836792, "m": 0.5 }, { "p": 0.06878972053527832, "m": 0.8034955859184265 }, { "p": 0.01641623117029667, "m": 0.7319552898406982 }, { "p": 0.017082493752241135, "m": 0.7609328627586365 }, { "p": 0.08616193383932114, "m": 0.9520038366317749 }, { "p": 0.06906585395336151, "m": 0.9442320466041565 }, { "p": 0.10573765635490417, "m": 0.9839984774589539 }, { "p": 0.10726317018270493, "m": 0.9442470073699951 }, { "p": 0.07617221027612686, "m": 0.9061706066131592 }, { "p": 0.1128830835223198, "m": 1.0 }, { "p": 0.09213470667600632, "m": 0.5 }, { "p": 0.017720937728881836, "m": 0.5 } ] }, { "epoch": 59, "train_loss": 2.0781280994415283, "val_loss": 0.9359043836593628, "acc": 70.32, "time": 381.19766708498355, "param": [ { "p": 0.10766974836587906, "m": 0.5 }, { "p": 0.0006991030531935394, "m": 0.5 }, { "p": 0.0859128087759018, "m": 0.5 }, { "p": 0.08428622782230377, "m": 0.8372432589530945 }, { "p": 0.030091842636466026, "m": 0.8496190309524536 }, { "p": 0.041729073971509933, "m": 0.7096428871154785 }, { "p": 0.08163165301084518, "m": 0.9696074724197388 }, { "p": 0.07647174596786499, "m": 0.9892846345901489 }, { "p": 0.09095105528831482, "m": 0.9582056403160095 }, { "p": 0.05269242078065872, "m": 0.9908028841018677 }, { "p": 0.10660863667726517, "m": 0.975186288356781 }, { "p": 0.111994668841362, "m": 1.0 }, { "p": 0.11284160614013672, "m": 0.5 }, { "p": 0.016419434919953346, "m": 0.5 } ] }, { "epoch": 60, "train_loss": 1.6218056678771973, "val_loss": 0.880929172039032, "acc": 69.52, "time": 390.94420482299756, "param": [ { "p": 0.09073120355606079, "m": 0.5 }, { "p": 0.0007154695340432227, "m": 0.5 }, { "p": 0.08392958343029022, "m": 0.5 }, { "p": 0.0640304759144783, "m": 0.7698759436607361 }, { "p": 0.0007154695340432227, "m": 0.872903048992157 }, { "p": 0.0285305455327034, "m": 0.6147405505180359 }, { "p": 0.07943417131900787, "m": 0.9177584648132324 }, { "p": 0.09514495730400085, "m": 0.9696803689002991 }, { "p": 0.10565035790205002, "m": 0.8420157432556152 }, { "p": 0.09177230298519135, "m": 1.0 }, { "p": 0.0890539214015007, "m": 0.9381938576698303 }, { "p": 0.12183552235364914, "m": 1.0 }, { "p": 0.13199768960475922, "m": 0.5 }, { "p": 0.01645830273628235, "m": 0.5 } ] }, { "epoch": 61, "train_loss": 2.1375365257263184, "val_loss": 0.8527446389198303, "acc": 70.85, "time": 397.7626345430035, "param": [ { "p": 0.11730848252773285, "m": 0.5 }, { "p": 0.0006937080179341137, "m": 0.5 }, { "p": 0.06267062574625015, "m": 0.5 }, { "p": 0.06498520821332932, "m": 0.7224085330963135 }, { "p": 0.037826038897037506, "m": 0.8725983500480652 }, { "p": 0.05710774287581444, "m": 0.6536873579025269 }, { "p": 0.09652998298406601, "m": 0.9740046262741089 }, { "p": 0.06556587666273117, "m": 0.9162978529930115 }, { "p": 0.08527719229459763, "m": 0.8105290532112122 }, { "p": 0.09010310471057892, "m": 0.996232807636261 }, { "p": 0.0928717702627182, "m": 0.9431796073913574 }, { "p": 0.09928859770298004, "m": 0.9996353387832642 }, { "p": 0.11312253773212433, "m": 0.5 }, { "p": 0.01664910279214382, "m": 0.5 } ] }, { "epoch": 62, "train_loss": 1.9778722524642944, "val_loss": 0.7953065037727356, "acc": 70.33, "time": 392.2547510799486, "param": [ { "p": 0.13043218851089478, "m": 0.5 }, { "p": 0.0006898950086906552, "m": 0.5 }, { "p": 0.056858375668525696, "m": 0.5 }, { "p": 0.07308227568864822, "m": 0.8624428510665894 }, { "p": 0.04451221600174904, "m": 0.8884121775627136 }, { "p": 0.012292181141674519, "m": 0.6446177959442139 }, { "p": 0.09239333122968674, "m": 1.0 }, { "p": 0.09624601155519485, "m": 1.0 }, { "p": 0.07583007961511612, "m": 0.8657506704330444 }, { "p": 0.08296648412942886, "m": 0.988572359085083 }, { "p": 0.09760285168886185, "m": 0.9368674159049988 }, { "p": 0.08884495496749878, "m": 1.0 }, { "p": 0.13118845224380493, "m": 0.5 }, { "p": 0.017060663551092148, "m": 0.5 } ] }, { "epoch": 63, "train_loss": 1.8678563833236694, "val_loss": 0.779405951499939, "acc": 70.39, "time": 378.11691292608157, "param": [ { "p": 0.1192772164940834, "m": 0.5 }, { "p": 0.0007040147902444005, "m": 0.5 }, { "p": 0.06447181850671768, "m": 0.5 }, { "p": 0.08287380635738373, "m": 0.9570183157920837 }, { "p": 0.04559308663010597, "m": 0.8353890776634216 }, { "p": 0.048338934779167175, "m": 0.6064288020133972 }, { "p": 0.09468412399291992, "m": 0.9283058047294617 }, { "p": 0.08162535727024078, "m": 0.9807984828948975 }, { "p": 0.10120029747486115, "m": 0.9981203079223633 }, { "p": 0.07840242981910706, "m": 0.9929037690162659 }, { "p": 0.08701122552156448, "m": 0.9928320646286011 }, { "p": 0.09774625301361084, "m": 1.0 }, { "p": 0.09585445374250412, "m": 0.5 }, { "p": 0.002216988941654563, "m": 0.5 } ] }, { "epoch": 64, "train_loss": 1.8753089904785156, "val_loss": 0.841517448425293, "acc": 68.15, "time": 376.7921319080051, "param": [ { "p": 0.10965504497289658, "m": 0.5 }, { "p": 0.003336110385134816, "m": 0.5 }, { "p": 0.0950608178973198, "m": 0.5 }, { "p": 0.07919556647539139, "m": 0.9912606477737427 }, { "p": 0.046105463057756424, "m": 0.7640755772590637 }, { "p": 0.024114180356264114, "m": 0.7218431234359741 }, { "p": 0.10157859325408936, "m": 0.8508392572402954 }, { "p": 0.06249046325683594, "m": 1.0 }, { "p": 0.11019283533096313, "m": 0.9922476410865784 }, { "p": 0.09315866231918335, "m": 0.9850260019302368 }, { "p": 0.08449947088956833, "m": 0.9426407217979431 }, { "p": 0.07866246998310089, "m": 1.0 }, { "p": 0.07338956743478775, "m": 0.5 }, { "p": 0.03856077045202255, "m": 0.5 } ] }, { "epoch": 65, "train_loss": 1.808408260345459, "val_loss": 0.7942108511924744, "acc": 70.67, "time": 400.58951581199653, "param": [ { "p": 0.12266785651445389, "m": 0.5 }, { "p": 0.019133148714900017, "m": 0.5 }, { "p": 0.07846777886152267, "m": 0.5 }, { "p": 0.0558171346783638, "m": 0.9181647300720215 }, { "p": 0.0006912171375006437, "m": 0.8582623600959778 }, { "p": 0.007220354396849871, "m": 0.7182673811912537 }, { "p": 0.11439008265733719, "m": 0.9504050016403198 }, { "p": 0.08160398155450821, "m": 0.8847209215164185 }, { "p": 0.07517798990011215, "m": 0.9979844093322754 }, { "p": 0.09507755190134048, "m": 0.9832662343978882 }, { "p": 0.10008939355611801, "m": 1.0 }, { "p": 0.12531614303588867, "m": 1.0 }, { "p": 0.12365622073411942, "m": 0.5 }, { "p": 0.0006912171375006437, "m": 0.5 } ] }, { "epoch": 66, "train_loss": 1.8007755279541016, "val_loss": 0.8013667464256287, "acc": 69.84, "time": 387.81800091301557, "param": [ { "p": 0.1113242506980896, "m": 0.5 }, { "p": 0.0006885280017741024, "m": 0.5 }, { "p": 0.10622389614582062, "m": 0.5 }, { "p": 0.09277354925870895, "m": 1.0 }, { "p": 0.012737094424664974, "m": 0.8175023794174194 }, { "p": 0.02777749113738537, "m": 0.5594696402549744 }, { "p": 0.08197075128555298, "m": 0.9828783273696899 }, { "p": 0.06739994138479233, "m": 0.885453999042511 }, { "p": 0.12045950442552567, "m": 0.9936453104019165 }, { "p": 0.08119890093803406, "m": 0.9382774233818054 }, { "p": 0.06334847211837769, "m": 0.9444376826286316 }, { "p": 0.09535662084817886, "m": 1.0 }, { "p": 0.13055017590522766, "m": 0.5 }, { "p": 0.008190769702196121, "m": 0.5 } ] }, { "epoch": 67, "train_loss": 1.6114698648452759, "val_loss": 0.8897643685340881, "acc": 68.62, "time": 385.5121697729919, "param": [ { "p": 0.13069631159305573, "m": 0.5 }, { "p": 0.000748984282836318, "m": 0.5 }, { "p": 0.07725431025028229, "m": 0.5 }, { "p": 0.047842927277088165, "m": 0.9944455027580261 }, { "p": 0.013605013489723206, "m": 0.7146266102790833 }, { "p": 0.0007122754468582571, "m": 0.752296507358551 }, { "p": 0.09284093976020813, "m": 0.9791996479034424 }, { "p": 0.11214069277048111, "m": 1.0 }, { "p": 0.08460750430822372, "m": 0.970402717590332 }, { "p": 0.11700870096683502, "m": 1.0 }, { "p": 0.08927301317453384, "m": 0.9677302837371826 }, { "p": 0.10803308337926865, "m": 1.0 }, { "p": 0.12452390789985657, "m": 0.5 }, { "p": 0.0007122754468582571, "m": 0.5 } ] }, { "epoch": 68, "train_loss": 2.4624838829040527, "val_loss": 0.8976798057556152, "acc": 70.23, "time": 390.55431116803084, "param": [ { "p": 0.09160107374191284, "m": 0.5 }, { "p": 0.010697339661419392, "m": 0.5 }, { "p": 0.07998435199260712, "m": 0.5 }, { "p": 0.07900907099246979, "m": 1.0 }, { "p": 0.053211890161037445, "m": 0.8226783871650696 }, { "p": 0.0399332195520401, "m": 0.694837749004364 }, { "p": 0.059862662106752396, "m": 0.9411961436271667 }, { "p": 0.08337990194559097, "m": 0.730233371257782 }, { "p": 0.09073550999164581, "m": 0.9455437660217285 }, { "p": 0.08877900242805481, "m": 0.9969601035118103 }, { "p": 0.09073247760534286, "m": 0.9604719281196594 }, { "p": 0.08927547931671143, "m": 1.0 }, { "p": 0.11365840584039688, "m": 0.5 }, { "p": 0.02913971059024334, "m": 0.5 } ] }, { "epoch": 69, "train_loss": 1.938981056213379, "val_loss": 0.8712443113327026, "acc": 69.82, "time": 401.2853994319448, "param": [ { "p": 0.07423515617847443, "m": 0.5 }, { "p": 0.003932691644877195, "m": 0.5 }, { "p": 0.10391968488693237, "m": 0.5 }, { "p": 0.0798167958855629, "m": 0.9440470337867737 }, { "p": 0.0678860992193222, "m": 0.8853071928024292 }, { "p": 0.019796760752797127, "m": 0.7054445743560791 }, { "p": 0.10994206368923187, "m": 0.9981917142868042 }, { "p": 0.09295888245105743, "m": 0.8619396090507507 }, { "p": 0.07908442616462708, "m": 0.9399992823600769 }, { "p": 0.0764114111661911, "m": 0.9882173538208008 }, { "p": 0.10534682869911194, "m": 1.0 }, { "p": 0.07412975281476974, "m": 1.0 }, { "p": 0.10092827677726746, "m": 0.5 }, { "p": 0.011611180379986763, "m": 0.5 } ] }, { "epoch": 70, "train_loss": 2.0485901832580566, "val_loss": 0.9094015955924988, "acc": 69.16, "time": 393.3984859709162, "param": [ { "p": 0.11926549673080444, "m": 0.5 }, { "p": 0.0016539932694286108, "m": 0.5 }, { "p": 0.08211908489465714, "m": 0.5 }, { "p": 0.09053279459476471, "m": 1.0 }, { "p": 0.0006796427187509835, "m": 0.9723972678184509 }, { "p": 0.05148160830140114, "m": 0.7508020401000977 }, { "p": 0.09302923828363419, "m": 0.9135423302650452 }, { "p": 0.06651380658149719, "m": 0.8657054305076599 }, { "p": 0.08934846520423889, "m": 0.9957073330879211 }, { "p": 0.10035684704780579, "m": 0.9988333582878113 }, { "p": 0.08123277872800827, "m": 1.0 }, { "p": 0.08413586765527725, "m": 0.9988499879837036 }, { "p": 0.09371893107891083, "m": 0.5 }, { "p": 0.04593152925372124, "m": 0.5 } ] }, { "epoch": 71, "train_loss": 1.834162950515747, "val_loss": 0.8957699537277222, "acc": 70.05, "time": 370.3326323570218, "param": [ { "p": 0.10713674128055573, "m": 0.5 }, { "p": 0.012750689871609211, "m": 0.5 }, { "p": 0.06949614733457565, "m": 0.5 }, { "p": 0.06798727810382843, "m": 0.9960566759109497 }, { "p": 0.045333053916692734, "m": 1.0 }, { "p": 0.012407200410962105, "m": 0.7443470358848572 }, { "p": 0.11139985173940659, "m": 1.0 }, { "p": 0.0690542533993721, "m": 0.9626602530479431 }, { "p": 0.08931640535593033, "m": 0.8972530364990234 }, { "p": 0.10363152623176575, "m": 1.0 }, { "p": 0.08176527172327042, "m": 0.9997074604034424 }, { "p": 0.1062864288687706, "m": 1.0 }, { "p": 0.11089709401130676, "m": 0.5 }, { "p": 0.012538019567728043, "m": 0.5 } ] }, { "epoch": 72, "train_loss": 1.9634711742401123, "val_loss": 0.896526575088501, "acc": 71.02, "time": 385.4831559410086, "param": [ { "p": 0.1083994135260582, "m": 0.5 }, { "p": 0.01741941086947918, "m": 0.5 }, { "p": 0.09126655757427216, "m": 0.5 }, { "p": 0.06902822852134705, "m": 1.0 }, { "p": 0.03159667178988457, "m": 0.9969859719276428 }, { "p": 0.015023760497570038, "m": 0.6974581480026245 }, { "p": 0.03076908364892006, "m": 0.968375563621521 }, { "p": 0.08497997373342514, "m": 0.9360857605934143 }, { "p": 0.10468393564224243, "m": 0.971858561038971 }, { "p": 0.08357095718383789, "m": 1.0 }, { "p": 0.10302788019180298, "m": 0.9509825706481934 }, { "p": 0.11114495247602463, "m": 1.0 }, { "p": 0.1129949763417244, "m": 0.5 }, { "p": 0.03609413653612137, "m": 0.5 } ] }, { "epoch": 73, "train_loss": 1.5906672477722168, "val_loss": 0.7037583589553833, "acc": 70.18, "time": 382.59727983304765, "param": [ { "p": 0.11715331673622131, "m": 0.5 }, { "p": 0.0036120458971709013, "m": 0.5 }, { "p": 0.08673609048128128, "m": 0.5 }, { "p": 0.050132498145103455, "m": 0.9993999004364014 }, { "p": 0.0007329851505346596, "m": 0.9731760621070862 }, { "p": 0.04355272278189659, "m": 0.7601925730705261 }, { "p": 0.09002349525690079, "m": 1.0 }, { "p": 0.08512836694717407, "m": 0.8575458526611328 }, { "p": 0.09702076017856598, "m": 0.9590376615524292 }, { "p": 0.07611914724111557, "m": 1.0 }, { "p": 0.09065275639295578, "m": 1.0 }, { "p": 0.1091352179646492, "m": 1.0 }, { "p": 0.12539757788181305, "m": 0.5 }, { "p": 0.024602895602583885, "m": 0.5 } ] }, { "epoch": 74, "train_loss": 2.0815553665161133, "val_loss": 0.7485710978507996, "acc": 70.32, "time": 401.34294372901786, "param": [ { "p": 0.10766919702291489, "m": 0.5 }, { "p": 0.0336785651743412, "m": 0.5 }, { "p": 0.10805095732212067, "m": 0.5 }, { "p": 0.04703928902745247, "m": 1.0 }, { "p": 0.015204553492367268, "m": 0.9527680277824402 }, { "p": 0.04654524847865105, "m": 0.8042305111885071 }, { "p": 0.05865330249071121, "m": 1.0 }, { "p": 0.07760560512542725, "m": 0.8506937623023987 }, { "p": 0.0775606632232666, "m": 0.9740296006202698 }, { "p": 0.0922008827328682, "m": 0.9547914266586304 }, { "p": 0.08537784218788147, "m": 0.9964528679847717 }, { "p": 0.12544965744018555, "m": 1.0 }, { "p": 0.10536066442728043, "m": 0.5 }, { "p": 0.019603488966822624, "m": 0.5 } ] }, { "epoch": 75, "train_loss": 1.804024577140808, "val_loss": 0.85728520154953, "acc": 71.68, "time": 388.33888687507715, "param": [ { "p": 0.13228993117809296, "m": 0.5 }, { "p": 0.0015690663130953908, "m": 0.5 }, { "p": 0.08300485461950302, "m": 0.5 }, { "p": 0.045950669795274734, "m": 0.9679653644561768 }, { "p": 0.011147384531795979, "m": 0.8791956305503845 }, { "p": 0.03311377018690109, "m": 0.8012930154800415 }, { "p": 0.09386049211025238, "m": 0.9293653964996338 }, { "p": 0.09480121731758118, "m": 0.956951379776001 }, { "p": 0.09323573857545853, "m": 0.9172527194023132 }, { "p": 0.09190016984939575, "m": 0.961029052734375 }, { "p": 0.10454745590686798, "m": 0.9770609736442566 }, { "p": 0.10755356401205063, "m": 1.0 }, { "p": 0.09789300709962845, "m": 0.5 }, { "p": 0.009132656268775463, "m": 0.5 } ] }, { "epoch": 76, "train_loss": 1.9077520370483398, "val_loss": 0.8542476892471313, "acc": 70.98, "time": 390.358536746935, "param": [ { "p": 0.10987599194049835, "m": 0.5 }, { "p": 0.008639983832836151, "m": 0.5 }, { "p": 0.10111994296312332, "m": 0.5 }, { "p": 0.0797715038061142, "m": 1.0 }, { "p": 0.05044436454772949, "m": 0.8592607975006104 }, { "p": 0.043656542897224426, "m": 0.7593756318092346 }, { "p": 0.06548860669136047, "m": 0.8645067811012268 }, { "p": 0.06622540205717087, "m": 1.0 }, { "p": 0.08304257690906525, "m": 0.8472999930381775 }, { "p": 0.0837511196732521, "m": 0.8710771799087524 }, { "p": 0.0771726667881012, "m": 0.9881486296653748 }, { "p": 0.10698940604925156, "m": 1.0 }, { "p": 0.11144299805164337, "m": 0.5 }, { "p": 0.012378977611660957, "m": 0.5 } ] }, { "epoch": 77, "train_loss": 1.644059419631958, "val_loss": 0.8355938792228699, "acc": 70.68, "time": 364.7821192999836, "param": [ { "p": 0.1251191347837448, "m": 0.5 }, { "p": 0.0007016193121671677, "m": 0.5 }, { "p": 0.09478104114532471, "m": 0.5 }, { "p": 0.08665166795253754, "m": 0.9990769028663635 }, { "p": 0.04105760529637337, "m": 0.7822610139846802 }, { "p": 0.018834734335541725, "m": 0.798046350479126 }, { "p": 0.013075869530439377, "m": 0.9426490664482117 }, { "p": 0.08044406026601791, "m": 0.9703760743141174 }, { "p": 0.09725099802017212, "m": 0.9475125074386597 }, { "p": 0.09399226307868958, "m": 0.9996883869171143 }, { "p": 0.09799528867006302, "m": 0.9438959956169128 }, { "p": 0.09723157435655594, "m": 1.0 }, { "p": 0.12469517439603806, "m": 0.5 }, { "p": 0.02816891111433506, "m": 0.5 } ] }, { "epoch": 78, "train_loss": 1.4866071939468384, "val_loss": 0.8319506645202637, "acc": 70.31, "time": 370.2359563279897, "param": [ { "p": 0.1381923407316208, "m": 0.5 }, { "p": 0.003045132849365473, "m": 0.5 }, { "p": 0.08186355978250504, "m": 0.5 }, { "p": 0.08294776827096939, "m": 0.9659473896026611 }, { "p": 0.054599251598119736, "m": 0.7916470766067505 }, { "p": 0.0007036908646114171, "m": 0.7978031039237976 }, { "p": 0.09134143590927124, "m": 0.9301890134811401 }, { "p": 0.019644439220428467, "m": 0.8887620568275452 }, { "p": 0.08473002910614014, "m": 0.935883641242981 }, { "p": 0.08808331191539764, "m": 1.0 }, { "p": 0.08653410524129868, "m": 0.8779603838920593 }, { "p": 0.11275377124547958, "m": 1.0 }, { "p": 0.12207316607236862, "m": 0.5 }, { "p": 0.033487964421510696, "m": 0.5 } ] }, { "epoch": 79, "train_loss": 1.796977162361145, "val_loss": 0.85420823097229, "acc": 70.62, "time": 392.8344751120312, "param": [ { "p": 0.12559741735458374, "m": 0.5 }, { "p": 0.018954237923026085, "m": 0.5 }, { "p": 0.0811467319726944, "m": 0.5 }, { "p": 0.0696316733956337, "m": 0.8616600632667542 }, { "p": 0.05077960342168808, "m": 0.9048507809638977 }, { "p": 0.046849653124809265, "m": 0.8150006532669067 }, { "p": 0.07505162805318832, "m": 0.9429593682289124 }, { "p": 0.05517160892486572, "m": 0.8904783725738525 }, { "p": 0.09731373935937881, "m": 0.9363943338394165 }, { "p": 0.09274034947156906, "m": 1.0 }, { "p": 0.07853229343891144, "m": 0.9454429745674133 }, { "p": 0.10346705466508865, "m": 1.0 }, { "p": 0.1040651872754097, "m": 0.5 }, { "p": 0.0006986837252043188, "m": 0.5 } ] }, { "epoch": 80, "train_loss": 2.1725356578826904, "val_loss": 0.8890137672424316, "acc": 70.96, "time": 394.15679484407883, "param": [ { "p": 0.10172079503536224, "m": 0.5 }, { "p": 0.03806421533226967, "m": 0.5 }, { "p": 0.09816614538431168, "m": 0.5 }, { "p": 0.06785009056329727, "m": 0.8859695196151733 }, { "p": 0.01990806870162487, "m": 0.9652371406555176 }, { "p": 0.020161006599664688, "m": 0.80125492811203 }, { "p": 0.061639923602342606, "m": 0.9574762582778931 }, { "p": 0.07510586827993393, "m": 0.9672656655311584 }, { "p": 0.07491166889667511, "m": 0.9078623056411743 }, { "p": 0.10074042528867722, "m": 0.9960778951644897 }, { "p": 0.12461166083812714, "m": 0.9573609232902527 }, { "p": 0.0877470076084137, "m": 1.0 }, { "p": 0.10965538769960403, "m": 0.5 }, { "p": 0.019717637449502945, "m": 0.5 } ] }, { "epoch": 81, "train_loss": 2.064497947692871, "val_loss": 0.7551531791687012, "acc": 71.04, "time": 393.9835129039129, "param": [ { "p": 0.11408032476902008, "m": 0.5 }, { "p": 0.0221244003623724, "m": 0.5 }, { "p": 0.06655333936214447, "m": 0.5 }, { "p": 0.06102326139807701, "m": 0.9991830587387085 }, { "p": 0.030283471569418907, "m": 0.7979322671890259 }, { "p": 0.029225565493106842, "m": 0.6411710381507874 }, { "p": 0.08846797794103622, "m": 0.916327953338623 }, { "p": 0.07879944890737534, "m": 0.96640944480896 }, { "p": 0.09978284686803818, "m": 0.8942400217056274 }, { "p": 0.07190744578838348, "m": 1.0 }, { "p": 0.09419075399637222, "m": 0.8805387616157532 }, { "p": 0.10979771614074707, "m": 0.9629592299461365 }, { "p": 0.12312798947095871, "m": 0.5 }, { "p": 0.010635526850819588, "m": 0.5 } ] }, { "epoch": 82, "train_loss": 1.8692339658737183, "val_loss": 0.7483253479003906, "acc": 71.05, "time": 389.1110890060663, "param": [ { "p": 0.11575322598218918, "m": 0.5 }, { "p": 0.01677493005990982, "m": 0.5 }, { "p": 0.08821631968021393, "m": 0.5 }, { "p": 0.06780058890581131, "m": 0.9742698669433594 }, { "p": 0.05520886927843094, "m": 0.856784999370575 }, { "p": 0.033780526369810104, "m": 0.7434712648391724 }, { "p": 0.0678301602602005, "m": 0.9769443869590759 }, { "p": 0.07418325543403625, "m": 1.0 }, { "p": 0.10726548731327057, "m": 0.9550711512565613 }, { "p": 0.08830440044403076, "m": 0.9792833924293518 }, { "p": 0.06943091750144958, "m": 0.9690806269645691 }, { "p": 0.10081177949905396, "m": 1.0 }, { "p": 0.10513859987258911, "m": 0.5 }, { "p": 0.009500968270003796, "m": 0.5 } ] }, { "epoch": 83, "train_loss": 1.9855518341064453, "val_loss": 0.7944876551628113, "acc": 71.71, "time": 380.94259831903037, "param": [ { "p": 0.11795487999916077, "m": 0.5 }, { "p": 0.0007040472701191902, "m": 0.5 }, { "p": 0.061590004712343216, "m": 0.5 }, { "p": 0.09863094240427017, "m": 1.0 }, { "p": 0.039829228073358536, "m": 0.9063035845756531 }, { "p": 0.0011733723804354668, "m": 0.7918327450752258 }, { "p": 0.09885013848543167, "m": 1.0 }, { "p": 0.062165893614292145, "m": 0.9985191822052002 }, { "p": 0.12250448763370514, "m": 0.8586625456809998 }, { "p": 0.07697968184947968, "m": 1.0 }, { "p": 0.09687753021717072, "m": 0.954634964466095 }, { "p": 0.10707037150859833, "m": 1.0 }, { "p": 0.11496530473232269, "m": 0.5 }, { "p": 0.0007040472701191902, "m": 0.5 } ] }, { "epoch": 84, "train_loss": 1.5240240097045898, "val_loss": 0.8589531183242798, "acc": 71.78, "time": 397.00849506200757, "param": [ { "p": 0.10090870410203934, "m": 0.5 }, { "p": 0.0006967592053115368, "m": 0.5 }, { "p": 0.08718425035476685, "m": 0.5 }, { "p": 0.047955937683582306, "m": 0.9982948899269104 }, { "p": 0.04202630743384361, "m": 0.8729708790779114 }, { "p": 0.04869261756539345, "m": 0.8567270636558533 }, { "p": 0.055442873388528824, "m": 1.0 }, { "p": 0.09399326145648956, "m": 0.9505674839019775 }, { "p": 0.08445475250482559, "m": 0.9865004420280457 }, { "p": 0.09581610560417175, "m": 0.955139696598053 }, { "p": 0.10796737670898438, "m": 0.9816502928733826 }, { "p": 0.11856076121330261, "m": 1.0 }, { "p": 0.10463646799325943, "m": 0.5 }, { "p": 0.011663821525871754, "m": 0.5 } ] }, { "epoch": 85, "train_loss": 2.1520192623138428, "val_loss": 0.794819712638855, "acc": 71.36, "time": 387.19108222890645, "param": [ { "p": 0.12247544527053833, "m": 0.5 }, { "p": 0.0007044989615678787, "m": 0.5 }, { "p": 0.06581997126340866, "m": 0.5 }, { "p": 0.0611194483935833, "m": 1.0 }, { "p": 0.05406031385064125, "m": 0.9999486207962036 }, { "p": 0.017594780772924423, "m": 0.9082542657852173 }, { "p": 0.06941605359315872, "m": 1.0 }, { "p": 0.0837189182639122, "m": 1.0 }, { "p": 0.07158026099205017, "m": 0.9150490760803223 }, { "p": 0.12139563262462616, "m": 1.0 }, { "p": 0.1386508345603943, "m": 0.9875229001045227 }, { "p": 0.085145004093647, "m": 0.9995086789131165 }, { "p": 0.10581567138433456, "m": 0.5 }, { "p": 0.0025032097473740578, "m": 0.5 } ] }, { "epoch": 86, "train_loss": 1.8518427610397339, "val_loss": 0.832138180732727, "acc": 70.31, "time": 386.85675696097314, "param": [ { "p": 0.10646911710500717, "m": 0.5 }, { "p": 0.020879924297332764, "m": 0.5 }, { "p": 0.07450754940509796, "m": 0.5 }, { "p": 0.05823879316449165, "m": 1.0 }, { "p": 0.046507228165864944, "m": 0.9739026427268982 }, { "p": 0.01075220387428999, "m": 0.9586442708969116 }, { "p": 0.08044029027223587, "m": 0.9563260078430176 }, { "p": 0.05244835838675499, "m": 0.9950540661811829 }, { "p": 0.08822200447320938, "m": 0.901796817779541 }, { "p": 0.11190150678157806, "m": 1.0 }, { "p": 0.0870952382683754, "m": 0.9813717603683472 }, { "p": 0.10545013844966888, "m": 1.0 }, { "p": 0.12548424303531647, "m": 0.5 }, { "p": 0.031603388488292694, "m": 0.5 } ] }, { "epoch": 87, "train_loss": 1.8727388381958008, "val_loss": 0.8443597555160522, "acc": 71.25, "time": 379.18267129792366, "param": [ { "p": 0.10445970296859741, "m": 0.5 }, { "p": 0.00070834846701473, "m": 0.5 }, { "p": 0.10205136984586716, "m": 0.5 }, { "p": 0.07393541187047958, "m": 0.9421636462211609 }, { "p": 0.024876028299331665, "m": 0.9735299348831177 }, { "p": 0.006169144529849291, "m": 0.9856842160224915 }, { "p": 0.0938643366098404, "m": 0.9872339963912964 }, { "p": 0.07776044309139252, "m": 0.9866865873336792 }, { "p": 0.09846504777669907, "m": 0.9738689661026001 }, { "p": 0.07076803594827652, "m": 0.8946731090545654 }, { "p": 0.07586280256509781, "m": 0.9720175266265869 }, { "p": 0.1320233792066574, "m": 0.9982508420944214 }, { "p": 0.12710057199001312, "m": 0.5 }, { "p": 0.011955342255532742, "m": 0.5 } ] }, { "epoch": 88, "train_loss": 1.9464820623397827, "val_loss": 0.8819842338562012, "acc": 69.81, "time": 398.6583828460425, "param": [ { "p": 0.08713572472333908, "m": 0.5 }, { "p": 0.032624758780002594, "m": 0.5 }, { "p": 0.09536606818437576, "m": 0.5 }, { "p": 0.08276306092739105, "m": 1.0 }, { "p": 0.00905666034668684, "m": 0.9858712553977966 }, { "p": 0.02406526915729046, "m": 0.9390552639961243 }, { "p": 0.08095470815896988, "m": 1.0 }, { "p": 0.06046217679977417, "m": 0.9208531975746155 }, { "p": 0.10063489526510239, "m": 1.0 }, { "p": 0.10439000278711319, "m": 0.9322802424430847 }, { "p": 0.08885754644870758, "m": 0.9972538352012634 }, { "p": 0.09565429389476776, "m": 0.9998511075973511 }, { "p": 0.10265381634235382, "m": 0.5 }, { "p": 0.03538103401660919, "m": 0.5 } ] }, { "epoch": 89, "train_loss": 1.919657826423645, "val_loss": 0.8346598148345947, "acc": 70.81, "time": 402.4266341609182, "param": [ { "p": 0.12327994406223297, "m": 0.5 }, { "p": 0.0024854287039488554, "m": 0.5 }, { "p": 0.10828646272420883, "m": 0.5 }, { "p": 0.09389222413301468, "m": 0.9914413094520569 }, { "p": 0.018022412434220314, "m": 0.933941125869751 }, { "p": 0.04504827782511711, "m": 0.8561540246009827 }, { "p": 0.06169328838586807, "m": 0.9997100830078125 }, { "p": 0.07399275153875351, "m": 0.8884127140045166 }, { "p": 0.11458082497119904, "m": 0.9864583611488342 }, { "p": 0.10844864696264267, "m": 0.9543201923370361 }, { "p": 0.0951918214559555, "m": 0.963853120803833 }, { "p": 0.04999014362692833, "m": 1.0 }, { "p": 0.10436783730983734, "m": 0.5 }, { "p": 0.0007198931416496634, "m": 0.5 } ] }, { "epoch": 90, "train_loss": 1.9805203676223755, "val_loss": 0.6405755877494812, "acc": 71.31, "time": 390.6882815549616, "param": [ { "p": 0.10778408497571945, "m": 0.5 }, { "p": 0.017217988148331642, "m": 0.5 }, { "p": 0.08059461414813995, "m": 0.5 }, { "p": 0.09441865980625153, "m": 0.9936321973800659 }, { "p": 0.04077162593603134, "m": 0.9452000260353088 }, { "p": 0.002716456539928913, "m": 0.8257303833961487 }, { "p": 0.07587791234254837, "m": 0.8487502932548523 }, { "p": 0.09467433393001556, "m": 0.9487534165382385 }, { "p": 0.08953781425952911, "m": 0.9748132228851318 }, { "p": 0.11675301194190979, "m": 0.9584181308746338 }, { "p": 0.048630960285663605, "m": 0.9022771716117859 }, { "p": 0.11701498925685883, "m": 1.0 }, { "p": 0.10337913781404495, "m": 0.5 }, { "p": 0.010628392919898033, "m": 0.5 } ] }, { "epoch": 91, "train_loss": 2.178025722503662, "val_loss": 0.9190685749053955, "acc": 71.32, "time": 394.3965516189346, "param": [ { "p": 0.11893834173679352, "m": 0.5 }, { "p": 0.022679919376969337, "m": 0.5 }, { "p": 0.07495270669460297, "m": 0.5 }, { "p": 0.08133939653635025, "m": 1.0 }, { "p": 0.023421689867973328, "m": 1.0 }, { "p": 0.04232025519013405, "m": 0.8065632581710815 }, { "p": 0.07450559735298157, "m": 0.8334283828735352 }, { "p": 0.06931978464126587, "m": 1.0 }, { "p": 0.07517186552286148, "m": 0.9810582995414734 }, { "p": 0.10532396286725998, "m": 0.9816162586212158 }, { "p": 0.09436475485563278, "m": 0.9022389054298401 }, { "p": 0.07529984414577484, "m": 1.0 }, { "p": 0.11181367188692093, "m": 0.5 }, { "p": 0.030548233538866043, "m": 0.5 } ] }, { "epoch": 92, "train_loss": 1.7755531072616577, "val_loss": 0.8922936320304871, "acc": 70.21, "time": 400.37727425293997, "param": [ { "p": 0.12067242711782455, "m": 0.5 }, { "p": 0.015939828008413315, "m": 0.5 }, { "p": 0.08357221633195877, "m": 0.5 }, { "p": 0.06409037113189697, "m": 0.9649222493171692 }, { "p": 0.02811155840754509, "m": 0.9626055359840393 }, { "p": 0.04908203333616257, "m": 0.8256161212921143 }, { "p": 0.09334813058376312, "m": 0.9642802476882935 }, { "p": 0.09283525496721268, "m": 1.0 }, { "p": 0.058343127369880676, "m": 1.0 }, { "p": 0.10684792697429657, "m": 1.0 }, { "p": 0.08544284850358963, "m": 0.9804050326347351 }, { "p": 0.09208475053310394, "m": 1.0 }, { "p": 0.09578689932823181, "m": 0.5 }, { "p": 0.013842606917023659, "m": 0.5 } ] }, { "epoch": 93, "train_loss": 1.974825382232666, "val_loss": 0.8160601258277893, "acc": 71.34, "time": 404.66519855801016, "param": [ { "p": 0.10805261135101318, "m": 0.5 }, { "p": 0.0052464623004198074, "m": 0.5 }, { "p": 0.0978638082742691, "m": 0.5 }, { "p": 0.06461489200592041, "m": 0.9975566267967224 }, { "p": 0.0006960537866689265, "m": 0.9253555536270142 }, { "p": 0.04270569980144501, "m": 0.7380595207214355 }, { "p": 0.04016762226819992, "m": 0.9916123747825623 }, { "p": 0.09577762335538864, "m": 0.9545966982841492 }, { "p": 0.10160932689905167, "m": 0.945437490940094 }, { "p": 0.0888042077422142, "m": 0.985712468624115 }, { "p": 0.10467486828565598, "m": 1.0 }, { "p": 0.09091965109109879, "m": 1.0 }, { "p": 0.13479159772396088, "m": 0.5 }, { "p": 0.02407568134367466, "m": 0.5 } ] }, { "epoch": 94, "train_loss": 1.6687514781951904, "val_loss": 0.7945664525032043, "acc": 70.91, "time": 408.8201089560753, "param": [ { "p": 0.11263925582170486, "m": 0.5 }, { "p": 0.007993059232831001, "m": 0.5 }, { "p": 0.09103017300367355, "m": 0.5 }, { "p": 0.051129430532455444, "m": 1.0 }, { "p": 0.04614698514342308, "m": 0.839660108089447 }, { "p": 0.04305247589945793, "m": 0.6495962142944336 }, { "p": 0.08350753039121628, "m": 1.0 }, { "p": 0.07318969815969467, "m": 0.993693470954895 }, { "p": 0.09503281116485596, "m": 0.9678053855895996 }, { "p": 0.08683167397975922, "m": 1.0 }, { "p": 0.07757396996021271, "m": 0.9773382544517517 }, { "p": 0.10871553421020508, "m": 1.0 }, { "p": 0.10714141279459, "m": 0.5 }, { "p": 0.016016043722629547, "m": 0.5 } ] }, { "epoch": 95, "train_loss": 2.1378884315490723, "val_loss": 0.8649485111236572, "acc": 69.84, "time": 399.1328563330462, "param": [ { "p": 0.11249025166034698, "m": 0.5 }, { "p": 0.0030304950196295977, "m": 0.5 }, { "p": 0.09496845304965973, "m": 0.5 }, { "p": 0.08536753058433533, "m": 0.96524977684021 }, { "p": 0.038952961564064026, "m": 0.7709412574768066 }, { "p": 0.055604614317417145, "m": 0.7469368577003479 }, { "p": 0.07324650883674622, "m": 1.0 }, { "p": 0.0848977342247963, "m": 0.9861922264099121 }, { "p": 0.08951153606176376, "m": 1.0 }, { "p": 0.07191815972328186, "m": 0.9990912079811096 }, { "p": 0.09551399946212769, "m": 1.0 }, { "p": 0.08804931491613388, "m": 1.0 }, { "p": 0.09416234493255615, "m": 0.5 }, { "p": 0.012286229990422726, "m": 0.5 } ] }, { "epoch": 96, "train_loss": 1.7847645282745361, "val_loss": 0.7730323076248169, "acc": 71.28, "time": 396.83041229308583, "param": [ { "p": 0.14197993278503418, "m": 0.5 }, { "p": 0.0006998940370976925, "m": 0.5 }, { "p": 0.1074322983622551, "m": 0.5 }, { "p": 0.06134595721960068, "m": 1.0 }, { "p": 0.05880644544959068, "m": 0.8113713264465332 }, { "p": 0.014741968363523483, "m": 0.8074894547462463 }, { "p": 0.06807743012905121, "m": 0.9224189519882202 }, { "p": 0.049377188086509705, "m": 0.9063029885292053 }, { "p": 0.1050441637635231, "m": 0.9801015853881836 }, { "p": 0.09460021555423737, "m": 0.9807662963867188 }, { "p": 0.08472295850515366, "m": 1.0 }, { "p": 0.11314276605844498, "m": 1.0 }, { "p": 0.0946694165468216, "m": 0.5 }, { "p": 0.005359212402254343, "m": 0.5 } ] }, { "epoch": 97, "train_loss": 1.6173579692840576, "val_loss": 0.7915443778038025, "acc": 71.76, "time": 403.27653167792596, "param": [ { "p": 0.12777529656887054, "m": 0.5 }, { "p": 0.0006961622275412083, "m": 0.5 }, { "p": 0.09936963021755219, "m": 0.5 }, { "p": 0.06027567759156227, "m": 0.9322435855865479 }, { "p": 0.029957514256238937, "m": 0.8025293946266174 }, { "p": 0.0012671505101025105, "m": 0.8642210960388184 }, { "p": 0.06504509598016739, "m": 0.9989686012268066 }, { "p": 0.07302113622426987, "m": 0.9437533020973206 }, { "p": 0.09095331281423569, "m": 0.9560903310775757 }, { "p": 0.09018754214048386, "m": 0.9695740938186646 }, { "p": 0.09202906489372253, "m": 0.9757878184318542 }, { "p": 0.10895368456840515, "m": 1.0 }, { "p": 0.13225354254245758, "m": 0.5 }, { "p": 0.02821526862680912, "m": 0.5 } ] }, { "epoch": 98, "train_loss": 1.7159169912338257, "val_loss": 0.8339946269989014, "acc": 72.22, "time": 399.05479340895545, "param": [ { "p": 0.09659404307603836, "m": 0.5 }, { "p": 0.013386105187237263, "m": 0.5 }, { "p": 0.12853528559207916, "m": 0.5 }, { "p": 0.07168801128864288, "m": 1.0 }, { "p": 0.04512832313776016, "m": 0.8327617645263672 }, { "p": 0.011448106728494167, "m": 0.8845036029815674 }, { "p": 0.08613336831331253, "m": 1.0 }, { "p": 0.04883264750242233, "m": 0.9944468140602112 }, { "p": 0.10022550821304321, "m": 0.9999545216560364 }, { "p": 0.09216286987066269, "m": 0.9629822373390198 }, { "p": 0.03239619359374046, "m": 0.9746284484863281 }, { "p": 0.14472565054893494, "m": 1.0 }, { "p": 0.12804123759269714, "m": 0.5 }, { "p": 0.0007026810199022293, "m": 0.5 } ] }, { "epoch": 99, "train_loss": 1.7424027919769287, "val_loss": 0.7158783674240112, "acc": 72.3, "time": 403.7151621810626, "param": [ { "p": 0.13300727307796478, "m": 0.5 }, { "p": 0.03170749545097351, "m": 0.5 }, { "p": 0.06770893931388855, "m": 0.5 }, { "p": 0.07275306433439255, "m": 0.9748627543449402 }, { "p": 0.04223059117794037, "m": 0.781711995601654 }, { "p": 0.03174114599823952, "m": 0.8810306787490845 }, { "p": 0.06731919944286346, "m": 0.9852968454360962 }, { "p": 0.06568519026041031, "m": 0.9453973770141602 }, { "p": 0.10069441795349121, "m": 0.9623563885688782 }, { "p": 0.0764898806810379, "m": 1.0 }, { "p": 0.08343234658241272, "m": 0.8683357834815979 }, { "p": 0.09659739583730698, "m": 1.0 }, { "p": 0.10855457186698914, "m": 0.5 }, { "p": 0.022078530862927437, "m": 0.5 } ] }, { "epoch": 100, "train_loss": 1.7347538471221924, "val_loss": 0.7562023997306824, "acc": 72.25, "time": 395.86890826304443, "param": [ { "p": 0.0916651040315628, "m": 0.5 }, { "p": 0.0006898841820657253, "m": 0.5 }, { "p": 0.08275707811117172, "m": 0.5 }, { "p": 0.07717573642730713, "m": 0.9616814851760864 }, { "p": 0.028656236827373505, "m": 0.7079377770423889 }, { "p": 0.027321413159370422, "m": 0.867667555809021 }, { "p": 0.0862307995557785, "m": 0.9851756691932678 }, { "p": 0.08677580952644348, "m": 0.9986659288406372 }, { "p": 0.09185638278722763, "m": 0.9664415121078491 }, { "p": 0.12186705321073532, "m": 1.0 }, { "p": 0.08235099166631699, "m": 0.9114218950271606 }, { "p": 0.10350514203310013, "m": 0.9876261353492737 }, { "p": 0.0990467295050621, "m": 0.5 }, { "p": 0.020101604983210564, "m": 0.5 } ] }, { "epoch": 101, "train_loss": 1.8503764867782593, "val_loss": 0.7528539299964905, "acc": 71.98, "time": 392.59416193899233, "param": [ { "p": 0.10819651186466217, "m": 0.5 }, { "p": 0.028855586424469948, "m": 0.5 }, { "p": 0.11031907051801682, "m": 0.5 }, { "p": 0.06161440163850784, "m": 0.990181565284729 }, { "p": 0.05074170604348183, "m": 0.7240294814109802 }, { "p": 0.041244979947805405, "m": 1.0 }, { "p": 0.06761294603347778, "m": 1.0 }, { "p": 0.07117700576782227, "m": 1.0 }, { "p": 0.08045829832553864, "m": 0.99146568775177 }, { "p": 0.09550284594297409, "m": 1.0 }, { "p": 0.08139633387327194, "m": 0.9924997091293335 }, { "p": 0.08828748762607574, "m": 1.0 }, { "p": 0.08961144834756851, "m": 0.5 }, { "p": 0.024981513619422913, "m": 0.5 } ] }, { "epoch": 102, "train_loss": 1.9079762697219849, "val_loss": 0.7486820220947266, "acc": 71.51, "time": 408.45980720897205, "param": [ { "p": 0.1290505975484848, "m": 0.5 }, { "p": 0.016352804377675056, "m": 0.5 }, { "p": 0.08346016705036163, "m": 0.5 }, { "p": 0.09206873178482056, "m": 0.9846975207328796 }, { "p": 0.035782311111688614, "m": 0.7854097485542297 }, { "p": 0.005510194227099419, "m": 0.9983594417572021 }, { "p": 0.09119705855846405, "m": 0.9959097504615784 }, { "p": 0.06904646754264832, "m": 0.9927253723144531 }, { "p": 0.06735358387231827, "m": 0.9707368016242981 }, { "p": 0.10175159573554993, "m": 1.0 }, { "p": 0.07015158981084824, "m": 0.8637988567352295 }, { "p": 0.10686987638473511, "m": 1.0 }, { "p": 0.11223318427801132, "m": 0.5 }, { "p": 0.019171852618455887, "m": 0.5 } ] }, { "epoch": 103, "train_loss": 2.1972241401672363, "val_loss": 0.8478230237960815, "acc": 71.54, "time": 407.75041189498734, "param": [ { "p": 0.0870763286948204, "m": 0.5 }, { "p": 0.016488948836922646, "m": 0.5 }, { "p": 0.0907544493675232, "m": 0.5 }, { "p": 0.07488572597503662, "m": 0.9527437090873718 }, { "p": 0.06043016538023949, "m": 0.6647472977638245 }, { "p": 0.013683818280696869, "m": 0.9997332692146301 }, { "p": 0.10228660702705383, "m": 0.9969766736030579 }, { "p": 0.0620616190135479, "m": 0.9897497296333313 }, { "p": 0.10359490662813187, "m": 0.9673712849617004 }, { "p": 0.07994332164525986, "m": 0.9785565733909607 }, { "p": 0.08099042624235153, "m": 0.9574741125106812 }, { "p": 0.08859249204397202, "m": 1.0 }, { "p": 0.11720025539398193, "m": 0.5 }, { "p": 0.022010942921042442, "m": 0.5 } ] }, { "epoch": 104, "train_loss": 1.7990188598632812, "val_loss": 0.7143360376358032, "acc": 71.37, "time": 400.01644475001376, "param": [ { "p": 0.10971438139677048, "m": 0.5 }, { "p": 0.03496571630239487, "m": 0.5 }, { "p": 0.10377692431211472, "m": 0.5 }, { "p": 0.05371275544166565, "m": 0.8663865923881531 }, { "p": 0.05013221502304077, "m": 0.6146818399429321 }, { "p": 0.028887387365102768, "m": 0.968839704990387 }, { "p": 0.07024294883012772, "m": 0.9737791419029236 }, { "p": 0.061037827283144, "m": 0.957421064376831 }, { "p": 0.07806006073951721, "m": 0.9267336130142212 }, { "p": 0.1080315038561821, "m": 0.9853318929672241 }, { "p": 0.06963633000850677, "m": 0.9522714018821716 }, { "p": 0.09847196936607361, "m": 1.0 }, { "p": 0.1130419373512268, "m": 0.5 }, { "p": 0.02028805948793888, "m": 0.5 } ] }, { "epoch": 105, "train_loss": 1.6161837577819824, "val_loss": 0.8410883545875549, "acc": 72.07, "time": 390.68959531898145, "param": [ { "p": 0.08783489465713501, "m": 0.5 }, { "p": 0.0006951924879103899, "m": 0.5 }, { "p": 0.0787329152226448, "m": 0.5 }, { "p": 0.0608200766146183, "m": 0.8642202615737915 }, { "p": 0.041518907994031906, "m": 0.5314677357673645 }, { "p": 0.052699014544487, "m": 1.0 }, { "p": 0.08550849556922913, "m": 0.7879340052604675 }, { "p": 0.07779128849506378, "m": 0.9540354609489441 }, { "p": 0.10502634942531586, "m": 0.9898995161056519 }, { "p": 0.08920013159513474, "m": 0.999559760093689 }, { "p": 0.11037663370370865, "m": 0.9564071297645569 }, { "p": 0.08542858064174652, "m": 1.0 }, { "p": 0.07713355869054794, "m": 0.5 }, { "p": 0.047233887016773224, "m": 0.5 } ] }, { "epoch": 106, "train_loss": 1.942610263824463, "val_loss": 0.8321613669395447, "acc": 71.6, "time": 398.91304051398765, "param": [ { "p": 0.09708154946565628, "m": 0.5 }, { "p": 0.02907172031700611, "m": 0.5 }, { "p": 0.08921024948358536, "m": 0.5 }, { "p": 0.041397687047719955, "m": 0.8499880433082581 }, { "p": 0.058733757585287094, "m": 0.5665218830108643 }, { "p": 0.03331204131245613, "m": 0.9107484817504883 }, { "p": 0.07379824668169022, "m": 0.7991300225257874 }, { "p": 0.04169585183262825, "m": 0.8589267730712891 }, { "p": 0.09855851531028748, "m": 1.0 }, { "p": 0.096816286444664, "m": 1.0 }, { "p": 0.09345777332782745, "m": 0.9909353852272034 }, { "p": 0.09840308129787445, "m": 1.0 }, { "p": 0.1272088885307312, "m": 0.5 }, { "p": 0.021254347637295723, "m": 0.5 } ] }, { "epoch": 107, "train_loss": 1.4461860656738281, "val_loss": 0.7781819701194763, "acc": 72.2, "time": 395.3969290929381, "param": [ { "p": 0.09941054880619049, "m": 0.5 }, { "p": 0.008399165235459805, "m": 0.5 }, { "p": 0.09029906243085861, "m": 0.5 }, { "p": 0.08015576750040054, "m": 0.874562680721283 }, { "p": 0.07087574154138565, "m": 0.37060561776161194 }, { "p": 0.011490699835121632, "m": 0.8751781582832336 }, { "p": 0.06715191155672073, "m": 0.8636953830718994 }, { "p": 0.08408603817224503, "m": 0.7581222057342529 }, { "p": 0.08313369005918503, "m": 0.9927194118499756 }, { "p": 0.09679520130157471, "m": 0.9815353155136108 }, { "p": 0.07406151294708252, "m": 1.0 }, { "p": 0.09699942916631699, "m": 1.0 }, { "p": 0.11353591084480286, "m": 0.5 }, { "p": 0.023605430498719215, "m": 0.5 } ] }, { "epoch": 108, "train_loss": 1.9089176654815674, "val_loss": 0.8961165547370911, "acc": 71.77, "time": 420.99087852600496, "param": [ { "p": 0.08368384093046188, "m": 0.5 }, { "p": 0.014829675666987896, "m": 0.5 }, { "p": 0.07999595254659653, "m": 0.5 }, { "p": 0.06852193921804428, "m": 0.9268022179603577 }, { "p": 0.06138912960886955, "m": 0.5676742196083069 }, { "p": 0.031279608607292175, "m": 0.9171497225761414 }, { "p": 0.09028779715299606, "m": 0.9606975317001343 }, { "p": 0.06859871745109558, "m": 0.8670812845230103 }, { "p": 0.09615317732095718, "m": 0.9808148741722107 }, { "p": 0.10230319201946259, "m": 1.0 }, { "p": 0.09998765587806702, "m": 0.9975152015686035 }, { "p": 0.08554448932409286, "m": 0.9977466464042664 }, { "p": 0.11121441423892975, "m": 0.5 }, { "p": 0.006210484076291323, "m": 0.5 } ] }, { "epoch": 109, "train_loss": 1.602397084236145, "val_loss": 0.7822834253311157, "acc": 72.81, "time": 396.97890726290643, "param": [ { "p": 0.10837402194738388, "m": 0.5 }, { "p": 0.0006865307223051786, "m": 0.5 }, { "p": 0.11666600406169891, "m": 0.5 }, { "p": 0.0481436587870121, "m": 0.8897976875305176 }, { "p": 0.05419135093688965, "m": 0.6339601278305054 }, { "p": 0.03809934854507446, "m": 0.869187593460083 }, { "p": 0.0896049216389656, "m": 0.9796358346939087 }, { "p": 0.0874253436923027, "m": 0.9651455879211426 }, { "p": 0.09247121214866638, "m": 0.9976392388343811 }, { "p": 0.08816958218812943, "m": 0.9478593468666077 }, { "p": 0.09036370366811752, "m": 0.9159975051879883 }, { "p": 0.04688864201307297, "m": 0.9917927980422974 }, { "p": 0.11260995268821716, "m": 0.5 }, { "p": 0.026305632665753365, "m": 0.5 } ] }, { "epoch": 110, "train_loss": 1.9784842729568481, "val_loss": 0.7427808046340942, "acc": 73.01, "time": 395.1954328499269, "param": [ { "p": 0.12310046702623367, "m": 0.5 }, { "p": 0.0007005015504546463, "m": 0.5 }, { "p": 0.0927596241235733, "m": 0.5 }, { "p": 0.06801585853099823, "m": 0.8726055026054382 }, { "p": 0.06244581192731857, "m": 0.6587483882904053 }, { "p": 0.03976749628782272, "m": 0.7500094771385193 }, { "p": 0.07891096919775009, "m": 0.9546204209327698 }, { "p": 0.07264678925275803, "m": 0.9393271803855896 }, { "p": 0.08101607859134674, "m": 0.9225163459777832 }, { "p": 0.0829463079571724, "m": 0.8611708283424377 }, { "p": 0.05667842552065849, "m": 0.9293836951255798 }, { "p": 0.08888548612594604, "m": 1.0 }, { "p": 0.10830872505903244, "m": 0.5 }, { "p": 0.04381747916340828, "m": 0.5 } ] }, { "epoch": 111, "train_loss": 1.7084169387817383, "val_loss": 0.8540481328964233, "acc": 72.54, "time": 393.75166478403844, "param": [ { "p": 0.08202618360519409, "m": 0.5 }, { "p": 0.0006949131493456662, "m": 0.5 }, { "p": 0.0751609355211258, "m": 0.5 }, { "p": 0.07163337618112564, "m": 0.8795933127403259 }, { "p": 0.04685394465923309, "m": 0.5175430178642273 }, { "p": 0.04698554053902626, "m": 0.7362892627716064 }, { "p": 0.08004078269004822, "m": 0.9123883247375488 }, { "p": 0.08468079566955566, "m": 0.9913650155067444 }, { "p": 0.08005376905202866, "m": 0.9614980816841125 }, { "p": 0.104709692299366, "m": 0.820607602596283 }, { "p": 0.08368661254644394, "m": 0.993844747543335 }, { "p": 0.1101556047797203, "m": 1.0 }, { "p": 0.10576371848583221, "m": 0.5 }, { "p": 0.027554240077733994, "m": 0.5 } ] }, { "epoch": 112, "train_loss": 1.6857694387435913, "val_loss": 0.7952824234962463, "acc": 72.95, "time": 409.28929859702475, "param": [ { "p": 0.12560948729515076, "m": 0.5 }, { "p": 0.0014644330367445946, "m": 0.5 }, { "p": 0.10589127987623215, "m": 0.5 }, { "p": 0.06576957553625107, "m": 0.8895348906517029 }, { "p": 0.06344383955001831, "m": 0.47545695304870605 }, { "p": 0.024083629250526428, "m": 0.9425008893013 }, { "p": 0.08060157299041748, "m": 0.9724516272544861 }, { "p": 0.07870344072580338, "m": 1.0 }, { "p": 0.06749099493026733, "m": 0.9561539888381958 }, { "p": 0.06563384085893631, "m": 0.9177649617195129 }, { "p": 0.09606199711561203, "m": 1.0 }, { "p": 0.10085835307836533, "m": 1.0 }, { "p": 0.10500604659318924, "m": 0.5 }, { "p": 0.019381549209356308, "m": 0.5 } ] }, { "epoch": 113, "train_loss": 1.265371561050415, "val_loss": 0.7743749618530273, "acc": 72.83, "time": 402.0805933299707, "param": [ { "p": 0.11687102168798447, "m": 0.5 }, { "p": 0.0006932875257916749, "m": 0.5 }, { "p": 0.07762373238801956, "m": 0.5 }, { "p": 0.09153607487678528, "m": 0.9028365015983582 }, { "p": 0.047332506626844406, "m": 0.5003102421760559 }, { "p": 0.047709282487630844, "m": 0.9488744735717773 }, { "p": 0.05749356746673584, "m": 0.8353255391120911 }, { "p": 0.04151536524295807, "m": 0.9985266923904419 }, { "p": 0.08709511160850525, "m": 0.940273642539978 }, { "p": 0.09585923701524734, "m": 0.8478601574897766 }, { "p": 0.09033700078725815, "m": 0.9585288763046265 }, { "p": 0.1132822036743164, "m": 1.0 }, { "p": 0.11916200816631317, "m": 0.5 }, { "p": 0.013489517383277416, "m": 0.5 } ] }, { "epoch": 114, "train_loss": 1.6792157888412476, "val_loss": 0.7866536974906921, "acc": 71.73, "time": 403.7494048270164, "param": [ { "p": 0.12486683577299118, "m": 0.5 }, { "p": 0.01236443780362606, "m": 0.5 }, { "p": 0.11127185076475143, "m": 0.5 }, { "p": 0.0883832648396492, "m": 0.8535484671592712 }, { "p": 0.05675794929265976, "m": 0.5863733291625977 }, { "p": 0.012033358216285706, "m": 0.9975998997688293 }, { "p": 0.11266045272350311, "m": 0.9730046987533569 }, { "p": 0.06412699073553085, "m": 0.9997593760490417 }, { "p": 0.08604677766561508, "m": 0.9792617559432983 }, { "p": 0.08134875446557999, "m": 0.8389435410499573 }, { "p": 0.06893433630466461, "m": 0.9215981960296631 }, { "p": 0.08797924220561981, "m": 1.0 }, { "p": 0.08754133433103561, "m": 0.5 }, { "p": 0.005684290546923876, "m": 0.5 } ] }, { "epoch": 115, "train_loss": 1.881174087524414, "val_loss": 0.9026212692260742, "acc": 72.16, "time": 416.81653617403936, "param": [ { "p": 0.11263103783130646, "m": 0.5 }, { "p": 0.006722788792103529, "m": 0.5 }, { "p": 0.09139759838581085, "m": 0.5 }, { "p": 0.06870771199464798, "m": 0.8936708569526672 }, { "p": 0.05362584814429283, "m": 0.6093825101852417 }, { "p": 0.002085058018565178, "m": 0.983090877532959 }, { "p": 0.09716327488422394, "m": 0.9531536102294922 }, { "p": 0.08066312223672867, "m": 0.985010027885437 }, { "p": 0.07993846386671066, "m": 0.94190514087677 }, { "p": 0.10153098404407501, "m": 0.9189196228981018 }, { "p": 0.05595365911722183, "m": 0.9740530848503113 }, { "p": 0.09552063792943954, "m": 1.0 }, { "p": 0.10319481045007706, "m": 0.5 }, { "p": 0.050864964723587036, "m": 0.5 } ] }, { "epoch": 116, "train_loss": 1.754337191581726, "val_loss": 0.6888924837112427, "acc": 71.05, "time": 409.1895509000169, "param": [ { "p": 0.09413434565067291, "m": 0.5 }, { "p": 0.01963823474943638, "m": 0.5 }, { "p": 0.09415684640407562, "m": 0.5 }, { "p": 0.06402227282524109, "m": 0.9987854957580566 }, { "p": 0.06172817572951317, "m": 0.4839734137058258 }, { "p": 0.045099250972270966, "m": 0.995599091053009 }, { "p": 0.09080357104539871, "m": 0.9554421901702881 }, { "p": 0.06484715640544891, "m": 1.0 }, { "p": 0.09742602705955505, "m": 0.9999704957008362 }, { "p": 0.08413907885551453, "m": 1.0 }, { "p": 0.08162175118923187, "m": 0.9432228207588196 }, { "p": 0.08805805444717407, "m": 1.0 }, { "p": 0.08228924870491028, "m": 0.5 }, { "p": 0.032036006450653076, "m": 0.5 } ] }, { "epoch": 117, "train_loss": 1.5505248308181763, "val_loss": 0.7713528871536255, "acc": 71.96, "time": 403.30132223898545, "param": [ { "p": 0.11928493529558182, "m": 0.5 }, { "p": 0.040516823530197144, "m": 0.5 }, { "p": 0.07876573503017426, "m": 0.5 }, { "p": 0.056891944259405136, "m": 0.9026647806167603 }, { "p": 0.06372292339801788, "m": 0.3940650522708893 }, { "p": 0.004738197661936283, "m": 0.9032047390937805 }, { "p": 0.09014332294464111, "m": 0.9690264463424683 }, { "p": 0.056191250681877136, "m": 0.9887815117835999 }, { "p": 0.10889998078346252, "m": 0.9749012589454651 }, { "p": 0.08926395326852798, "m": 0.9997508525848389 }, { "p": 0.07757336646318436, "m": 0.9003092050552368 }, { "p": 0.10733862221240997, "m": 0.995245635509491 }, { "p": 0.10183478146791458, "m": 0.5 }, { "p": 0.004834190476685762, "m": 0.5 } ] }, { "epoch": 118, "train_loss": 1.768371343612671, "val_loss": 0.7551445364952087, "acc": 72.52, "time": 399.54167021694593, "param": [ { "p": 0.08806619793176651, "m": 0.5 }, { "p": 0.018298890441656113, "m": 0.5 }, { "p": 0.0873810201883316, "m": 0.5 }, { "p": 0.0687633827328682, "m": 0.9117730855941772 }, { "p": 0.04584018513560295, "m": 0.3721458315849304 }, { "p": 0.06625352799892426, "m": 0.9738927483558655 }, { "p": 0.0893571674823761, "m": 1.0 }, { "p": 0.06226778030395508, "m": 0.9719136357307434 }, { "p": 0.08673243969678879, "m": 0.99676913022995 }, { "p": 0.08604650944471359, "m": 1.0 }, { "p": 0.07429356127977371, "m": 0.9162203669548035 }, { "p": 0.10171306878328323, "m": 1.0 }, { "p": 0.10354579240083694, "m": 0.5 }, { "p": 0.021440403535962105, "m": 0.5 } ] }, { "epoch": 119, "train_loss": 1.642293930053711, "val_loss": 0.877352774143219, "acc": 72.75, "time": 402.27991800999735, "param": [ { "p": 0.09962447732686996, "m": 0.5 }, { "p": 0.0011590395588427782, "m": 0.5 }, { "p": 0.11886114627122879, "m": 0.5 }, { "p": 0.06773634254932404, "m": 0.9456051588058472 }, { "p": 0.05875839665532112, "m": 0.3526996374130249 }, { "p": 0.029418330639600754, "m": 1.0 }, { "p": 0.0646405816078186, "m": 0.9753644466400146 }, { "p": 0.042059678584337234, "m": 0.8423906564712524 }, { "p": 0.12377123534679413, "m": 0.9727153182029724 }, { "p": 0.0964563861489296, "m": 0.9845665693283081 }, { "p": 0.08664558082818985, "m": 0.9240775108337402 }, { "p": 0.08750513941049576, "m": 1.0 }, { "p": 0.10335388034582138, "m": 0.5 }, { "p": 0.0200097244232893, "m": 0.5 } ] }, { "epoch": 120, "train_loss": 1.711306095123291, "val_loss": 0.9642800688743591, "acc": 72.51, "time": 400.33264655503444, "param": [ { "p": 0.10901600867509842, "m": 0.5 }, { "p": 0.03498202562332153, "m": 0.5 }, { "p": 0.11261837184429169, "m": 0.5 }, { "p": 0.0634746104478836, "m": 1.0 }, { "p": 0.07220691442489624, "m": 0.37974685430526733 }, { "p": 0.007915190421044827, "m": 0.9727954268455505 }, { "p": 0.04330155625939369, "m": 0.9393652677536011 }, { "p": 0.07460617274045944, "m": 0.7331660389900208 }, { "p": 0.1188204437494278, "m": 0.9930239319801331 }, { "p": 0.10507433116436005, "m": 0.9997695088386536 }, { "p": 0.05141260474920273, "m": 0.880715012550354 }, { "p": 0.11204256862401962, "m": 1.0 }, { "p": 0.09091734141111374, "m": 0.5 }, { "p": 0.0036119744181632996, "m": 0.5 } ] }, { "epoch": 121, "train_loss": 1.6986594200134277, "val_loss": 0.7399386763572693, "acc": 72.55, "time": 401.9560988249723, "param": [ { "p": 0.10557159781455994, "m": 0.5 }, { "p": 0.0006987504893913865, "m": 0.5 }, { "p": 0.08521158248186111, "m": 0.5 }, { "p": 0.06029071286320686, "m": 0.929267168045044 }, { "p": 0.10313563048839569, "m": 0.3725872337818146 }, { "p": 0.0006987504893913865, "m": 0.9674380421638489 }, { "p": 0.11021061986684799, "m": 0.9574365019798279 }, { "p": 0.02534542605280876, "m": 0.747543215751648 }, { "p": 0.08429480344057083, "m": 0.8980085253715515 }, { "p": 0.104915551841259, "m": 0.9951885342597961 }, { "p": 0.07704117149114609, "m": 0.8738572597503662 }, { "p": 0.11548083275556564, "m": 1.0 }, { "p": 0.09129254519939423, "m": 0.5 }, { "p": 0.03581203520298004, "m": 0.5 } ] }, { "epoch": 122, "train_loss": 1.5568410158157349, "val_loss": 0.781771183013916, "acc": 72.6, "time": 401.6868465139996, "param": [ { "p": 0.09515433758497238, "m": 0.5 }, { "p": 0.001517987111583352, "m": 0.5 }, { "p": 0.09290965646505356, "m": 0.5 }, { "p": 0.07874219119548798, "m": 1.0 }, { "p": 0.05441915616393089, "m": 0.48395729064941406 }, { "p": 0.039415307343006134, "m": 0.9119842648506165 }, { "p": 0.10427861660718918, "m": 0.9318868517875671 }, { "p": 0.07499334216117859, "m": 0.7523126006126404 }, { "p": 0.07454802840948105, "m": 0.8718357682228088 }, { "p": 0.10369856655597687, "m": 1.0 }, { "p": 0.07699503004550934, "m": 0.9313338994979858 }, { "p": 0.12195305526256561, "m": 0.9862970113754272 }, { "p": 0.06962615996599197, "m": 0.5 }, { "p": 0.011748675256967545, "m": 0.5 } ] }, { "epoch": 123, "train_loss": 1.8222311735153198, "val_loss": 0.6772578358650208, "acc": 71.85, "time": 395.9695714650443, "param": [ { "p": 0.10469167679548264, "m": 0.5 }, { "p": 0.019943783059716225, "m": 0.5 }, { "p": 0.08205278217792511, "m": 0.5 }, { "p": 0.06799603998661041, "m": 0.9403302669525146 }, { "p": 0.0529496893286705, "m": 0.5596281886100769 }, { "p": 0.04116641730070114, "m": 0.8524131774902344 }, { "p": 0.11001959443092346, "m": 0.967666506767273 }, { "p": 0.06041429936885834, "m": 0.9205598831176758 }, { "p": 0.06443552672863007, "m": 0.8219091892242432 }, { "p": 0.08499003946781158, "m": 0.9928613901138306 }, { "p": 0.09859833121299744, "m": 0.9823248982429504 }, { "p": 0.07366109639406204, "m": 1.0 }, { "p": 0.111491858959198, "m": 0.5 }, { "p": 0.02758890576660633, "m": 0.5 } ] }, { "epoch": 124, "train_loss": 1.9203977584838867, "val_loss": 0.7363473176956177, "acc": 72.43, "time": 400.3393533870112, "param": [ { "p": 0.09951721876859665, "m": 0.5 }, { "p": 0.006319071166217327, "m": 0.5 }, { "p": 0.10159468650817871, "m": 0.5 }, { "p": 0.06418506056070328, "m": 0.9455916881561279 }, { "p": 0.03250331059098244, "m": 0.5428677797317505 }, { "p": 0.016271106898784637, "m": 0.8274698853492737 }, { "p": 0.08698181807994843, "m": 1.0 }, { "p": 0.10869423300027847, "m": 0.8550546169281006 }, { "p": 0.10548974573612213, "m": 0.7163087129592896 }, { "p": 0.08084750920534134, "m": 0.9777700901031494 }, { "p": 0.059124208986759186, "m": 0.9194148182868958 }, { "p": 0.09847236424684525, "m": 1.0 }, { "p": 0.11639651656150818, "m": 0.5 }, { "p": 0.023603131994605064, "m": 0.5 } ] }, { "epoch": 125, "train_loss": 1.9056639671325684, "val_loss": 0.8245244026184082, "acc": 72.36, "time": 402.1721592589747, "param": [ { "p": 0.11006950587034225, "m": 0.5 }, { "p": 0.009289737790822983, "m": 0.5 }, { "p": 0.08305112272500992, "m": 0.5 }, { "p": 0.05472851172089577, "m": 0.9172850847244263 }, { "p": 0.03990962356328964, "m": 0.6491892337799072 }, { "p": 0.02876843698322773, "m": 0.8020821809768677 }, { "p": 0.0726257786154747, "m": 0.9395264387130737 }, { "p": 0.082870714366436, "m": 0.9308595657348633 }, { "p": 0.07867414504289627, "m": 0.7848324775695801 }, { "p": 0.09735620766878128, "m": 1.0 }, { "p": 0.08990579098463058, "m": 0.891380786895752 }, { "p": 0.11428222805261612, "m": 1.0 }, { "p": 0.11598030477762222, "m": 0.5 }, { "p": 0.022487828508019447, "m": 0.5 } ] }, { "epoch": 126, "train_loss": 1.7843703031539917, "val_loss": 0.7656819224357605, "acc": 72.72, "time": 395.8465225609252, "param": [ { "p": 0.10320192575454712, "m": 0.5 }, { "p": 0.019607877358794212, "m": 0.5 }, { "p": 0.12050451338291168, "m": 0.5 }, { "p": 0.05573122575879097, "m": 0.8876432180404663 }, { "p": 0.06228175014257431, "m": 0.6239156723022461 }, { "p": 0.03889050707221031, "m": 0.8955748081207275 }, { "p": 0.09708266705274582, "m": 0.9189110398292542 }, { "p": 0.012917975895106792, "m": 0.9323788285255432 }, { "p": 0.08462610840797424, "m": 0.8930575251579285 }, { "p": 0.12981434166431427, "m": 0.9787173867225647 }, { "p": 0.05544860288500786, "m": 0.916356086730957 }, { "p": 0.08883105963468552, "m": 1.0 }, { "p": 0.09247275441884995, "m": 0.5 }, { "p": 0.03858862444758415, "m": 0.5 } ] }, { "epoch": 127, "train_loss": 1.751532793045044, "val_loss": 0.8762926459312439, "acc": 72.6, "time": 406.4485155970324, "param": [ { "p": 0.10615143179893494, "m": 0.5 }, { "p": 0.03345285728573799, "m": 0.5 }, { "p": 0.09127617627382278, "m": 0.5 }, { "p": 0.06450983881950378, "m": 0.9626269340515137 }, { "p": 0.045192986726760864, "m": 0.575126051902771 }, { "p": 0.05781468003988266, "m": 0.9605756402015686 }, { "p": 0.07818564027547836, "m": 0.9045056700706482 }, { "p": 0.07708334922790527, "m": 0.8093439340591431 }, { "p": 0.07931134849786758, "m": 0.8950645327568054 }, { "p": 0.08734577894210815, "m": 0.9801901578903198 }, { "p": 0.06866047531366348, "m": 0.8074937462806702 }, { "p": 0.08751939237117767, "m": 1.0 }, { "p": 0.1228223368525505, "m": 0.5 }, { "p": 0.0006736761424690485, "m": 0.5 } ] }, { "epoch": 128, "train_loss": 1.3920716047286987, "val_loss": 0.7532538175582886, "acc": 72.37, "time": 399.1017892579548, "param": [ { "p": 0.13600905239582062, "m": 0.5 }, { "p": 0.0007117278291843832, "m": 0.5 }, { "p": 0.10650572925806046, "m": 0.5 }, { "p": 0.07253898680210114, "m": 0.9967556595802307 }, { "p": 0.03487890213727951, "m": 0.7463261485099792 }, { "p": 0.014317451976239681, "m": 0.9178075194358826 }, { "p": 0.12405002117156982, "m": 0.90388423204422 }, { "p": 0.08901988714933395, "m": 0.7956209778785706 }, { "p": 0.050874967128038406, "m": 0.8860241770744324 }, { "p": 0.041613031178712845, "m": 0.9895766973495483 }, { "p": 0.06606628745794296, "m": 0.7980618476867676 }, { "p": 0.1088331937789917, "m": 1.0 }, { "p": 0.15386901795864105, "m": 0.5 }, { "p": 0.0007117278291843832, "m": 0.5 } ] }, { "epoch": 129, "train_loss": 1.8265306949615479, "val_loss": 0.8378286361694336, "acc": 72.26, "time": 410.5705375629477, "param": [ { "p": 0.100477434694767, "m": 0.5 }, { "p": 0.033435892313718796, "m": 0.5 }, { "p": 0.07562994956970215, "m": 0.5 }, { "p": 0.07420708239078522, "m": 0.927876353263855 }, { "p": 0.06009926646947861, "m": 0.6202530264854431 }, { "p": 0.02024887315928936, "m": 0.8242783546447754 }, { "p": 0.09361961483955383, "m": 0.8747594952583313 }, { "p": 0.07559779286384583, "m": 0.7907947301864624 }, { "p": 0.08295780420303345, "m": 0.9681863784790039 }, { "p": 0.07790418714284897, "m": 1.0 }, { "p": 0.07799424231052399, "m": 0.779801607131958 }, { "p": 0.08016262948513031, "m": 0.9983735680580139 }, { "p": 0.10933025181293488, "m": 0.5 }, { "p": 0.03833501413464546, "m": 0.5 } ] }, { "epoch": 130, "train_loss": 1.7375768423080444, "val_loss": 0.7404276132583618, "acc": 72.62, "time": 416.5296689340612, "param": [ { "p": 0.08022674918174744, "m": 0.5 }, { "p": 0.012253797613084316, "m": 0.5 }, { "p": 0.08146463334560394, "m": 0.5 }, { "p": 0.054580286145210266, "m": 0.8740853071212769 }, { "p": 0.03392055258154869, "m": 0.6712497472763062 }, { "p": 0.040353644639253616, "m": 0.7912501692771912 }, { "p": 0.11507604271173477, "m": 1.0 }, { "p": 0.07227666676044464, "m": 0.8879163861274719 }, { "p": 0.11213096231222153, "m": 0.9003571271896362 }, { "p": 0.1003265529870987, "m": 0.9822397828102112 }, { "p": 0.06122409179806709, "m": 0.822101354598999 }, { "p": 0.08818921446800232, "m": 1.0 }, { "p": 0.10972916334867477, "m": 0.5 }, { "p": 0.03824765980243683, "m": 0.5 } ] }, { "epoch": 131, "train_loss": 1.4711174964904785, "val_loss": 0.8126819729804993, "acc": 72.01, "time": 419.5578953240765, "param": [ { "p": 0.1162092313170433, "m": 0.5 }, { "p": 0.006161116063594818, "m": 0.5 }, { "p": 0.09198254346847534, "m": 0.5 }, { "p": 0.03990619629621506, "m": 0.8626184463500977 }, { "p": 0.029352311044931412, "m": 0.7596040964126587 }, { "p": 0.012595683336257935, "m": 0.8148701190948486 }, { "p": 0.08080308139324188, "m": 0.9611710906028748 }, { "p": 0.08843973278999329, "m": 0.8714767694473267 }, { "p": 0.10328352451324463, "m": 0.9973534941673279 }, { "p": 0.10947448015213013, "m": 0.9943640828132629 }, { "p": 0.1016656681895256, "m": 0.8487648367881775 }, { "p": 0.09161804616451263, "m": 1.0 }, { "p": 0.12550099194049835, "m": 0.5 }, { "p": 0.003007421037182212, "m": 0.5 } ] }, { "epoch": 132, "train_loss": 1.6379469633102417, "val_loss": 0.8207168579101562, "acc": 72.5, "time": 395.00579217798077, "param": [ { "p": 0.08991013467311859, "m": 0.5 }, { "p": 0.012661442160606384, "m": 0.5 }, { "p": 0.08276448398828506, "m": 0.5 }, { "p": 0.06433381885290146, "m": 0.9106016755104065 }, { "p": 0.03908681124448776, "m": 0.7706595659255981 }, { "p": 0.03622139245271683, "m": 0.8603041172027588 }, { "p": 0.0911526083946228, "m": 0.9925817847251892 }, { "p": 0.07604187726974487, "m": 0.9274207949638367 }, { "p": 0.09201354533433914, "m": 0.999329686164856 }, { "p": 0.1088140681385994, "m": 0.9773293733596802 }, { "p": 0.08292698860168457, "m": 0.9137919545173645 }, { "p": 0.0933346152305603, "m": 0.9954633116722107 }, { "p": 0.09154544770717621, "m": 0.5 }, { "p": 0.03919278830289841, "m": 0.5 } ] }, { "epoch": 133, "train_loss": 1.451269507408142, "val_loss": 0.8464947938919067, "acc": 73.15, "time": 383.6982509169029, "param": [ { "p": 0.10726761072874069, "m": 0.5 }, { "p": 0.008125979453325272, "m": 0.5 }, { "p": 0.1035064235329628, "m": 0.5 }, { "p": 0.07674302160739899, "m": 0.9997227787971497 }, { "p": 0.04958438500761986, "m": 0.6932336688041687 }, { "p": 0.0594654381275177, "m": 0.7956562638282776 }, { "p": 0.07764360308647156, "m": 0.9766591191291809 }, { "p": 0.054555706679821014, "m": 0.8428422212600708 }, { "p": 0.08765513449907303, "m": 0.9621891975402832 }, { "p": 0.094972163438797, "m": 0.9520326256752014 }, { "p": 0.08347342908382416, "m": 0.8662900924682617 }, { "p": 0.08417756110429764, "m": 1.0 }, { "p": 0.1081860214471817, "m": 0.5 }, { "p": 0.004643498919904232, "m": 0.5 } ] }, { "epoch": 134, "train_loss": 1.875350832939148, "val_loss": 0.7975980043411255, "acc": 72.78, "time": 395.81101282697637, "param": [ { "p": 0.10380962491035461, "m": 0.5 }, { "p": 0.022592177614569664, "m": 0.5 }, { "p": 0.09362507611513138, "m": 0.5 }, { "p": 0.0588066391646862, "m": 0.9427026510238647 }, { "p": 0.03570220246911049, "m": 0.7659585475921631 }, { "p": 0.04936579614877701, "m": 0.7081525325775146 }, { "p": 0.0657401904463768, "m": 0.9335317611694336 }, { "p": 0.08527664095163345, "m": 0.8849660158157349 }, { "p": 0.090192049741745, "m": 0.8357045650482178 }, { "p": 0.07753563672304153, "m": 1.0 }, { "p": 0.06780701130628586, "m": 0.9091272354125977 }, { "p": 0.09198229759931564, "m": 1.0 }, { "p": 0.12302792817354202, "m": 0.5 }, { "p": 0.03453662246465683, "m": 0.5 } ] }, { "epoch": 135, "train_loss": 1.8012778759002686, "val_loss": 0.8378037214279175, "acc": 73.14, "time": 389.90932002698537, "param": [ { "p": 0.1140105351805687, "m": 0.5 }, { "p": 0.013126354664564133, "m": 0.5 }, { "p": 0.08058508485555649, "m": 0.5 }, { "p": 0.06021975353360176, "m": 0.8594752550125122 }, { "p": 0.047050170600414276, "m": 0.8503615856170654 }, { "p": 0.05004904419183731, "m": 0.527834951877594 }, { "p": 0.07810217142105103, "m": 0.8238822817802429 }, { "p": 0.06726843863725662, "m": 0.833703875541687 }, { "p": 0.08914719521999359, "m": 0.8208742737770081 }, { "p": 0.07723798602819443, "m": 0.9858073592185974 }, { "p": 0.08118879795074463, "m": 0.8835850954055786 }, { "p": 0.10773240774869919, "m": 1.0 }, { "p": 0.0913446843624115, "m": 0.5 }, { "p": 0.04293738305568695, "m": 0.5 } ] }, { "epoch": 136, "train_loss": 1.5192171335220337, "val_loss": 0.6939818263053894, "acc": 72.39, "time": 395.6240182769252, "param": [ { "p": 0.122841015458107, "m": 0.5 }, { "p": 0.026311509311199188, "m": 0.5 }, { "p": 0.09924998879432678, "m": 0.5 }, { "p": 0.07328639924526215, "m": 0.9911023378372192 }, { "p": 0.0006857311818748713, "m": 0.7938826084136963 }, { "p": 0.037530552595853806, "m": 0.5626184940338135 }, { "p": 0.1171906590461731, "m": 0.7766170501708984 }, { "p": 0.08264215290546417, "m": 0.8639401197433472 }, { "p": 0.04396218806505203, "m": 0.9671114683151245 }, { "p": 0.0786244347691536, "m": 0.8762483596801758 }, { "p": 0.0978722795844078, "m": 1.0 }, { "p": 0.12103582918643951, "m": 1.0 }, { "p": 0.0906185433268547, "m": 0.5 }, { "p": 0.008148761466145515, "m": 0.5 } ] }, { "epoch": 137, "train_loss": 1.9378129243850708, "val_loss": 0.7364052534103394, "acc": 72.52, "time": 405.13947231299244, "param": [ { "p": 0.10627556592226028, "m": 0.5 }, { "p": 0.009824280627071857, "m": 0.5 }, { "p": 0.08049627393484116, "m": 0.5 }, { "p": 0.05855166167020798, "m": 1.0 }, { "p": 0.06090005859732628, "m": 0.8218061923980713 }, { "p": 0.06811622530221939, "m": 0.44894975423812866 }, { "p": 0.10853224992752075, "m": 0.7576628923416138 }, { "p": 0.08445562422275543, "m": 0.9604593515396118 }, { "p": 0.0881122425198555, "m": 0.9673163890838623 }, { "p": 0.061058420687913895, "m": 0.9995519518852234 }, { "p": 0.05728194862604141, "m": 1.0 }, { "p": 0.09235003590583801, "m": 1.0 }, { "p": 0.09100649505853653, "m": 0.5 }, { "p": 0.03303904086351395, "m": 0.5 } ] }, { "epoch": 138, "train_loss": 1.5043981075286865, "val_loss": 0.7800602912902832, "acc": 73.07, "time": 392.07100984896533, "param": [ { "p": 0.08573778718709946, "m": 0.5 }, { "p": 0.024113968014717102, "m": 0.5 }, { "p": 0.08052262663841248, "m": 0.5 }, { "p": 0.0629752054810524, "m": 0.9619483351707458 }, { "p": 0.03364085778594017, "m": 0.6692931652069092 }, { "p": 0.05055474862456322, "m": 0.5185276865959167 }, { "p": 0.06266598403453827, "m": 0.8775051832199097 }, { "p": 0.06148870289325714, "m": 0.8141958117485046 }, { "p": 0.09216073900461197, "m": 0.8592867255210876 }, { "p": 0.0798083245754242, "m": 0.985993504524231 }, { "p": 0.08191963285207748, "m": 0.9290522336959839 }, { "p": 0.13942141830921173, "m": 1.0 }, { "p": 0.1247706189751625, "m": 0.5 }, { "p": 0.020219309255480766, "m": 0.5 } ] }, { "epoch": 139, "train_loss": 1.5979690551757812, "val_loss": 0.9076021909713745, "acc": 72.78, "time": 401.24329175800085, "param": [ { "p": 0.08466041088104248, "m": 0.5 }, { "p": 0.01467189472168684, "m": 0.5 }, { "p": 0.09184818714857101, "m": 0.5 }, { "p": 0.09351573139429092, "m": 1.0 }, { "p": 0.06208651512861252, "m": 0.5872488021850586 }, { "p": 0.06101543828845024, "m": 0.5131502151489258 }, { "p": 0.10500305145978928, "m": 1.0 }, { "p": 0.05621717870235443, "m": 0.7431501746177673 }, { "p": 0.08168140053749084, "m": 0.874107837677002 }, { "p": 0.07389002293348312, "m": 1.0 }, { "p": 0.0938199907541275, "m": 0.8995015621185303 }, { "p": 0.05515546724200249, "m": 1.0 }, { "p": 0.10598161816596985, "m": 0.5 }, { "p": 0.0204529520124197, "m": 0.5 } ] }, { "epoch": 140, "train_loss": 1.7151192426681519, "val_loss": 0.6979190111160278, "acc": 72.39, "time": 413.53506621392444, "param": [ { "p": 0.09389984607696533, "m": 0.5 }, { "p": 0.008987718261778355, "m": 0.5 }, { "p": 0.09040990471839905, "m": 0.5 }, { "p": 0.05934443697333336, "m": 0.949320375919342 }, { "p": 0.05676499009132385, "m": 0.6898506879806519 }, { "p": 0.02828255668282509, "m": 0.48419755697250366 }, { "p": 0.07919054478406906, "m": 0.9995014071464539 }, { "p": 0.08068548887968063, "m": 0.8219473958015442 }, { "p": 0.08945024013519287, "m": 0.9588896632194519 }, { "p": 0.08972591906785965, "m": 0.9772610664367676 }, { "p": 0.09130708873271942, "m": 0.9336978793144226 }, { "p": 0.09038478881120682, "m": 1.0 }, { "p": 0.10658030211925507, "m": 0.5 }, { "p": 0.0349862203001976, "m": 0.5 } ] }, { "epoch": 141, "train_loss": 1.7587404251098633, "val_loss": 0.7172911167144775, "acc": 72.56, "time": 389.4743014659034, "param": [ { "p": 0.10831864923238754, "m": 0.5 }, { "p": 0.004531958606094122, "m": 0.5 }, { "p": 0.09684055298566818, "m": 0.5 }, { "p": 0.07889588922262192, "m": 1.0 }, { "p": 0.043986205011606216, "m": 0.8021555542945862 }, { "p": 0.06509470194578171, "m": 0.48419710993766785 }, { "p": 0.09845851361751556, "m": 1.0 }, { "p": 0.0807415097951889, "m": 0.8649899363517761 }, { "p": 0.04625355452299118, "m": 1.0 }, { "p": 0.09817150235176086, "m": 0.9989761710166931 }, { "p": 0.0789194256067276, "m": 0.9433474540710449 }, { "p": 0.09148834645748138, "m": 1.0 }, { "p": 0.09791054576635361, "m": 0.5 }, { "p": 0.010388625785708427, "m": 0.5 } ] }, { "epoch": 142, "train_loss": 1.7672830820083618, "val_loss": 0.6460427641868591, "acc": 73.24, "time": 384.0806358800037, "param": [ { "p": 0.0921209305524826, "m": 0.5 }, { "p": 0.02769879810512066, "m": 0.5 }, { "p": 0.09203920513391495, "m": 0.5 }, { "p": 0.0604243241250515, "m": 0.9799402356147766 }, { "p": 0.0006883984315209091, "m": 0.7132229804992676 }, { "p": 0.0628754198551178, "m": 0.5996055006980896 }, { "p": 0.093878835439682, "m": 1.0 }, { "p": 0.07579915970563889, "m": 0.9134038090705872 }, { "p": 0.07902433723211288, "m": 0.9344643354415894 }, { "p": 0.09003916382789612, "m": 0.9908563494682312 }, { "p": 0.08796940743923187, "m": 0.9071660041809082 }, { "p": 0.10935572534799576, "m": 1.0 }, { "p": 0.07517106831073761, "m": 0.5 }, { "p": 0.052915267646312714, "m": 0.5 } ] }, { "epoch": 143, "train_loss": 1.7294561862945557, "val_loss": 0.7819978594779968, "acc": 73.31, "time": 397.6031621680595, "param": [ { "p": 0.09623053669929504, "m": 0.5 }, { "p": 0.0006998773314990103, "m": 0.5 }, { "p": 0.09168320894241333, "m": 0.5 }, { "p": 0.09488976001739502, "m": 1.0 }, { "p": 0.06513950973749161, "m": 0.7035764455795288 }, { "p": 0.016747135668992996, "m": 0.7069607973098755 }, { "p": 0.06551111489534378, "m": 0.9621338248252869 }, { "p": 0.08622244745492935, "m": 0.9657420516014099 }, { "p": 0.09529523551464081, "m": 0.9528653025627136 }, { "p": 0.08932238072156906, "m": 1.0 }, { "p": 0.08570586144924164, "m": 0.9129491448402405 }, { "p": 0.07988888770341873, "m": 1.0 }, { "p": 0.11546055972576141, "m": 0.5 }, { "p": 0.017203595489263535, "m": 0.5 } ] }, { "epoch": 144, "train_loss": 1.411881446838379, "val_loss": 0.7429534792900085, "acc": 73.37, "time": 377.85467607702594, "param": [ { "p": 0.10023899376392365, "m": 0.5 }, { "p": 0.025630036368966103, "m": 0.5 }, { "p": 0.09338226914405823, "m": 0.5 }, { "p": 0.062241796404123306, "m": 1.0 }, { "p": 0.03160944581031799, "m": 0.772680938243866 }, { "p": 0.032258111983537674, "m": 0.8198947906494141 }, { "p": 0.10149990022182465, "m": 0.9796258211135864 }, { "p": 0.06021376699209213, "m": 0.95381760597229 }, { "p": 0.09281434863805771, "m": 0.8841515183448792 }, { "p": 0.09682917594909668, "m": 0.9973189234733582 }, { "p": 0.06380829960107803, "m": 0.9377121925354004 }, { "p": 0.08947573602199554, "m": 1.0 }, { "p": 0.11216326057910919, "m": 0.5 }, { "p": 0.0378347747027874, "m": 0.5 } ] }, { "epoch": 145, "train_loss": 1.6285637617111206, "val_loss": 0.766566276550293, "acc": 73.4, "time": 373.78133545501623, "param": [ { "p": 0.11390208452939987, "m": 0.5 }, { "p": 0.013367634266614914, "m": 0.5 }, { "p": 0.09044618904590607, "m": 0.5 }, { "p": 0.05434208735823631, "m": 0.9579922556877136 }, { "p": 0.0471254400908947, "m": 0.811372697353363 }, { "p": 0.06447388976812363, "m": 0.8232758641242981 }, { "p": 0.05666223540902138, "m": 0.8564903140068054 }, { "p": 0.07746270298957825, "m": 0.8140581846237183 }, { "p": 0.0974648967385292, "m": 0.9021027684211731 }, { "p": 0.09372179955244064, "m": 0.9979099631309509 }, { "p": 0.09324004501104355, "m": 0.9295657873153687 }, { "p": 0.04728616029024124, "m": 1.0 }, { "p": 0.10853693634271622, "m": 0.5 }, { "p": 0.04196777194738388, "m": 0.5 } ] }, { "epoch": 146, "train_loss": 1.5334746837615967, "val_loss": 0.7885398268699646, "acc": 72.8, "time": 406.9540547550423, "param": [ { "p": 0.1119682639837265, "m": 0.5 }, { "p": 0.04623172804713249, "m": 0.5 }, { "p": 0.0861111655831337, "m": 0.5 }, { "p": 0.06539665162563324, "m": 0.857550323009491 }, { "p": 0.022847335785627365, "m": 0.8414496779441833 }, { "p": 0.029101386666297913, "m": 0.6822986006736755 }, { "p": 0.07001277804374695, "m": 0.9917697310447693 }, { "p": 0.05413980409502983, "m": 0.8228845596313477 }, { "p": 0.09928422421216965, "m": 0.888116717338562 }, { "p": 0.07964777201414108, "m": 0.9999600648880005 }, { "p": 0.08943057805299759, "m": 0.9742491841316223 }, { "p": 0.09408801048994064, "m": 1.0 }, { "p": 0.11116397380828857, "m": 0.5 }, { "p": 0.04057634621858597, "m": 0.5 } ] }, { "epoch": 147, "train_loss": 1.537232518196106, "val_loss": 0.9382010102272034, "acc": 71.45, "time": 386.79787388199475, "param": [ { "p": 0.09437539428472519, "m": 0.5 }, { "p": 0.017645202577114105, "m": 0.5 }, { "p": 0.08702515810728073, "m": 0.5 }, { "p": 0.08205077797174454, "m": 0.8023734092712402 }, { "p": 0.008444344624876976, "m": 0.7554084062576294 }, { "p": 0.0490742027759552, "m": 0.5681561231613159 }, { "p": 0.09715098142623901, "m": 0.9231511354446411 }, { "p": 0.0595632903277874, "m": 0.8802090883255005 }, { "p": 0.09457843750715256, "m": 0.9294102191925049 }, { "p": 0.10771141946315765, "m": 0.9811175465583801 }, { "p": 0.07189682126045227, "m": 1.0 }, { "p": 0.09833304584026337, "m": 0.9980704188346863 }, { "p": 0.10406731069087982, "m": 0.5 }, { "p": 0.0280836820602417, "m": 0.5 } ] }, { "epoch": 148, "train_loss": 1.499157428741455, "val_loss": 0.8898519277572632, "acc": 72.68, "time": 402.5062950880965, "param": [ { "p": 0.0473133884370327, "m": 0.5 }, { "p": 0.0068088723346591, "m": 0.5 }, { "p": 0.07435962557792664, "m": 0.5 }, { "p": 0.10044673830270767, "m": 0.7229623198509216 }, { "p": 0.04433838278055191, "m": 0.7871131300926208 }, { "p": 0.07988126575946808, "m": 0.3818131983280182 }, { "p": 0.05660872906446457, "m": 0.8446771502494812 }, { "p": 0.0982898622751236, "m": 0.8715968728065491 }, { "p": 0.0921042189002037, "m": 0.9284261465072632 }, { "p": 0.10985720157623291, "m": 0.9987866878509521 }, { "p": 0.09665411710739136, "m": 1.0 }, { "p": 0.07883261889219284, "m": 1.0 }, { "p": 0.08153297007083893, "m": 0.5 }, { "p": 0.0329720675945282, "m": 0.5 } ] }, { "epoch": 149, "train_loss": 1.350464105606079, "val_loss": 0.7432267069816589, "acc": 73.52, "time": 390.5953831200022, "param": [ { "p": 0.08808024227619171, "m": 0.5 }, { "p": 0.016137506812810898, "m": 0.5 }, { "p": 0.08833254873752594, "m": 0.5 }, { "p": 0.06491708010435104, "m": 0.827760636806488 }, { "p": 0.03341829404234886, "m": 0.8922611474990845 }, { "p": 0.0514286570250988, "m": 0.6023008823394775 }, { "p": 0.09308958053588867, "m": 0.8549724221229553 }, { "p": 0.06279177963733673, "m": 0.9860190749168396 }, { "p": 0.08511630445718765, "m": 1.0 }, { "p": 0.08210935443639755, "m": 0.9632342457771301 }, { "p": 0.09855284541845322, "m": 1.0 }, { "p": 0.12255361676216125, "m": 1.0 }, { "p": 0.10894987732172012, "m": 0.5 }, { "p": 0.004522233735769987, "m": 0.5 } ] }, { "epoch": 150, "train_loss": 1.5668352842330933, "val_loss": 0.6508344411849976, "acc": 73.36, "time": 379.910112794023, "param": [ { "p": 0.09807632118463516, "m": 0.5 }, { "p": 0.0012820417759940028, "m": 0.5 }, { "p": 0.10865539312362671, "m": 0.5 }, { "p": 0.054642204195261, "m": 0.8240340948104858 }, { "p": 0.025178492069244385, "m": 0.8398223519325256 }, { "p": 0.010773778893053532, "m": 0.720108687877655 }, { "p": 0.07514270395040512, "m": 0.9527205228805542 }, { "p": 0.09584269672632217, "m": 0.9660558700561523 }, { "p": 0.090300053358078, "m": 0.9534301161766052 }, { "p": 0.10029187798500061, "m": 0.9990131855010986 }, { "p": 0.10579080879688263, "m": 0.9879981875419617 }, { "p": 0.09342168271541595, "m": 1.0 }, { "p": 0.10507085174322128, "m": 0.5 }, { "p": 0.035531070083379745, "m": 0.5 } ] }, { "epoch": 151, "train_loss": 1.8094923496246338, "val_loss": 0.7905394434928894, "acc": 73.35, "time": 396.80272333999164, "param": [ { "p": 0.09563546627759933, "m": 0.5 }, { "p": 0.0006968776579014957, "m": 0.5 }, { "p": 0.11433909833431244, "m": 0.5 }, { "p": 0.06820300221443176, "m": 0.7878262400627136 }, { "p": 0.04732444882392883, "m": 0.8803487420082092 }, { "p": 0.060333602130413055, "m": 0.6263255476951599 }, { "p": 0.1172267347574234, "m": 0.9708778858184814 }, { "p": 0.05529283732175827, "m": 0.9159798622131348 }, { "p": 0.06260555982589722, "m": 0.9483010768890381 }, { "p": 0.07526437938213348, "m": 1.0 }, { "p": 0.08150599151849747, "m": 0.9145354628562927 }, { "p": 0.09785594046115875, "m": 1.0 }, { "p": 0.08802402764558792, "m": 0.5 }, { "p": 0.0356920026242733, "m": 0.5 } ] }, { "epoch": 152, "train_loss": 1.7747137546539307, "val_loss": 0.682191789150238, "acc": 73.33, "time": 375.2343121400336, "param": [ { "p": 0.1220371201634407, "m": 0.5 }, { "p": 0.0007134692859835923, "m": 0.5 }, { "p": 0.10305832326412201, "m": 0.5 }, { "p": 0.10340205579996109, "m": 0.9090287089347839 }, { "p": 0.06153672933578491, "m": 0.7844245433807373 }, { "p": 0.02344510518014431, "m": 0.5529583096504211 }, { "p": 0.09938541054725647, "m": 0.9600194692611694 }, { "p": 0.07141834497451782, "m": 0.868181586265564 }, { "p": 0.04978179186582565, "m": 0.939480721950531 }, { "p": 0.06021108478307724, "m": 0.922092854976654 }, { "p": 0.07497916370630264, "m": 0.8498494625091553 }, { "p": 0.08475978672504425, "m": 1.0 }, { "p": 0.10943956673145294, "m": 0.5 }, { "p": 0.03583209216594696, "m": 0.5 } ] }, { "epoch": 153, "train_loss": 1.5256083011627197, "val_loss": 0.7517080903053284, "acc": 72.34, "time": 384.62349190202076, "param": [ { "p": 0.09373779594898224, "m": 0.5 }, { "p": 0.0057212612591683865, "m": 0.5 }, { "p": 0.08698824048042297, "m": 0.5 }, { "p": 0.06950276345014572, "m": 0.7386979460716248 }, { "p": 0.03320471942424774, "m": 0.8676511645317078 }, { "p": 0.03692864254117012, "m": 0.6109060049057007 }, { "p": 0.07562059164047241, "m": 1.0 }, { "p": 0.08925411105155945, "m": 0.9990003108978271 }, { "p": 0.0924055352807045, "m": 0.9621070623397827 }, { "p": 0.08472100645303726, "m": 1.0 }, { "p": 0.08051338791847229, "m": 0.848849892616272 }, { "p": 0.09474720805883408, "m": 1.0 }, { "p": 0.11293324083089828, "m": 0.5 }, { "p": 0.04372145235538483, "m": 0.5 } ] }, { "epoch": 154, "train_loss": 1.597248911857605, "val_loss": 0.7997552156448364, "acc": 73.0, "time": 381.0846764949383, "param": [ { "p": 0.08474942296743393, "m": 0.5 }, { "p": 0.019711988046765327, "m": 0.5 }, { "p": 0.09535110741853714, "m": 0.5 }, { "p": 0.08667774498462677, "m": 0.7342733144760132 }, { "p": 0.04165060445666313, "m": 0.8484534621238708 }, { "p": 0.032419636845588684, "m": 0.6190110445022583 }, { "p": 0.0868498831987381, "m": 0.9771798253059387 }, { "p": 0.07025416940450668, "m": 0.9852597117424011 }, { "p": 0.06280344724655151, "m": 0.9444106817245483 }, { "p": 0.08870343118906021, "m": 1.0 }, { "p": 0.09493474662303925, "m": 0.9734756946563721 }, { "p": 0.10234232991933823, "m": 1.0 }, { "p": 0.10684073716402054, "m": 0.5 }, { "p": 0.026710674166679382, "m": 0.5 } ] }, { "epoch": 155, "train_loss": 1.5149167776107788, "val_loss": 0.815521776676178, "acc": 73.51, "time": 384.5770066799596, "param": [ { "p": 0.10683687031269073, "m": 0.5 }, { "p": 0.0006860422436147928, "m": 0.5 }, { "p": 0.11208761483430862, "m": 0.5 }, { "p": 0.08103066682815552, "m": 0.7560320496559143 }, { "p": 0.029810799285769463, "m": 0.7491694092750549 }, { "p": 0.04841357842087746, "m": 0.6684095859527588 }, { "p": 0.055734846740961075, "m": 0.9724184274673462 }, { "p": 0.07431407272815704, "m": 0.9998981356620789 }, { "p": 0.08783432096242905, "m": 0.9200172424316406 }, { "p": 0.09116530418395996, "m": 1.0 }, { "p": 0.08369842916727066, "m": 0.9689895510673523 }, { "p": 0.10152597725391388, "m": 1.0 }, { "p": 0.08233213424682617, "m": 0.5 }, { "p": 0.0445292629301548, "m": 0.5 } ] }, { "epoch": 156, "train_loss": 1.7105090618133545, "val_loss": 0.722434937953949, "acc": 73.44, "time": 389.6543009839952, "param": [ { "p": 0.11164844036102295, "m": 0.5 }, { "p": 0.01708986796438694, "m": 0.5 }, { "p": 0.11248540133237839, "m": 0.5 }, { "p": 0.0680120438337326, "m": 0.8177602291107178 }, { "p": 0.055539265275001526, "m": 0.6476565599441528 }, { "p": 0.03869100287556648, "m": 0.6147857308387756 }, { "p": 0.0903998464345932, "m": 0.926809549331665 }, { "p": 0.06539507955312729, "m": 0.8372371196746826 }, { "p": 0.08719253540039062, "m": 0.9231241941452026 }, { "p": 0.0769665539264679, "m": 1.0 }, { "p": 0.07169714570045471, "m": 0.9681107997894287 }, { "p": 0.07689154148101807, "m": 1.0 }, { "p": 0.09153546392917633, "m": 0.5 }, { "p": 0.036455754190683365, "m": 0.5 } ] }, { "epoch": 157, "train_loss": 1.5368510484695435, "val_loss": 0.777368426322937, "acc": 73.13, "time": 374.99838279502, "param": [ { "p": 0.09350931644439697, "m": 0.5 }, { "p": 0.004644257482141256, "m": 0.5 }, { "p": 0.08294210582971573, "m": 0.5 }, { "p": 0.07462194561958313, "m": 0.9057374596595764 }, { "p": 0.06441016495227814, "m": 0.6226294040679932 }, { "p": 0.050372377038002014, "m": 0.5677424669265747 }, { "p": 0.07079147547483444, "m": 1.0 }, { "p": 0.07615634053945541, "m": 0.7303052544593811 }, { "p": 0.09902190417051315, "m": 0.979631781578064 }, { "p": 0.09645567089319229, "m": 1.0 }, { "p": 0.07301079481840134, "m": 0.9740836024284363 }, { "p": 0.09724685549736023, "m": 1.0 }, { "p": 0.09740711748600006, "m": 0.5 }, { "p": 0.019409645348787308, "m": 0.5 } ] }, { "epoch": 158, "train_loss": 1.7156842947006226, "val_loss": 0.7919074892997742, "acc": 73.21, "time": 386.89062314410694, "param": [ { "p": 0.11198856681585312, "m": 0.5 }, { "p": 0.0241836067289114, "m": 0.5 }, { "p": 0.06367464363574982, "m": 0.5 }, { "p": 0.05925605818629265, "m": 0.8439902663230896 }, { "p": 0.03681761771440506, "m": 0.49104833602905273 }, { "p": 0.040697623044252396, "m": 0.5975523591041565 }, { "p": 0.09857845306396484, "m": 0.9708999991416931 }, { "p": 0.07483507692813873, "m": 0.9021632075309753 }, { "p": 0.0784369558095932, "m": 0.9090641140937805 }, { "p": 0.10710319131612778, "m": 1.0 }, { "p": 0.07168508321046829, "m": 0.8848425149917603 }, { "p": 0.09571444243192673, "m": 1.0 }, { "p": 0.11000639945268631, "m": 0.5 }, { "p": 0.027022313326597214, "m": 0.5 } ] }, { "epoch": 159, "train_loss": 1.3108038902282715, "val_loss": 0.7917570471763611, "acc": 72.96, "time": 392.8622634350322, "param": [ { "p": 0.09543325752019882, "m": 0.5 }, { "p": 0.026493322104215622, "m": 0.5 }, { "p": 0.08822306245565414, "m": 0.5 }, { "p": 0.05374560132622719, "m": 0.8864687085151672 }, { "p": 0.06889171898365021, "m": 0.39905986189842224 }, { "p": 0.02977907843887806, "m": 0.625817060470581 }, { "p": 0.08571594953536987, "m": 0.8303547501564026 }, { "p": 0.08738752454519272, "m": 0.8954869508743286 }, { "p": 0.0748978704214096, "m": 0.9203085899353027 }, { "p": 0.08290327340364456, "m": 1.0 }, { "p": 0.08718413859605789, "m": 0.8670716285705566 }, { "p": 0.08678503334522247, "m": 1.0 }, { "p": 0.10214409232139587, "m": 0.5 }, { "p": 0.030416101217269897, "m": 0.5 } ] }, { "epoch": 160, "train_loss": 1.41361665725708, "val_loss": 0.7505991458892822, "acc": 73.15, "time": 380.24798693996854, "param": [ { "p": 0.09812875092029572, "m": 0.5 }, { "p": 0.000673555419780314, "m": 0.5 }, { "p": 0.09647094458341599, "m": 0.5 }, { "p": 0.04662410169839859, "m": 0.8040785789489746 }, { "p": 0.06480883806943893, "m": 0.2745647728443146 }, { "p": 0.05278493091464043, "m": 0.47743919491767883 }, { "p": 0.08105047792196274, "m": 0.8643835783004761 }, { "p": 0.06626924127340317, "m": 0.9347327947616577 }, { "p": 0.08555510640144348, "m": 1.0 }, { "p": 0.0905861109495163, "m": 0.9681599736213684 }, { "p": 0.08535406738519669, "m": 0.9456055760383606 }, { "p": 0.09610840678215027, "m": 1.0 }, { "p": 0.09339213371276855, "m": 0.5 }, { "p": 0.0421932227909565, "m": 0.5 } ] }, { "epoch": 161, "train_loss": 1.7036868333816528, "val_loss": 0.70939040184021, "acc": 73.31, "time": 379.3747684590053, "param": [ { "p": 0.08703353255987167, "m": 0.5 }, { "p": 0.0025453679263591766, "m": 0.5 }, { "p": 0.07074068486690521, "m": 0.5 }, { "p": 0.08292355388402939, "m": 0.9127541780471802 }, { "p": 0.04731269180774689, "m": 0.19728295505046844 }, { "p": 0.06311656534671783, "m": 0.560979962348938 }, { "p": 0.061417583376169205, "m": 1.0 }, { "p": 0.0716508999466896, "m": 0.9080967903137207 }, { "p": 0.07062742114067078, "m": 1.0 }, { "p": 0.08899035304784775, "m": 0.9998809099197388 }, { "p": 0.08766451478004456, "m": 0.9125180244445801 }, { "p": 0.08360044658184052, "m": 1.0 }, { "p": 0.1118101105093956, "m": 0.5 }, { "p": 0.07056631147861481, "m": 0.5 } ] }, { "epoch": 162, "train_loss": 1.744883418083191, "val_loss": 0.7034523487091064, "acc": 73.28, "time": 393.9121883889893, "param": [ { "p": 0.10527638345956802, "m": 0.5 }, { "p": 0.03881632164120674, "m": 0.5 }, { "p": 0.10306272655725479, "m": 0.5 }, { "p": 0.0602419488132, "m": 0.902475118637085 }, { "p": 0.06675698608160019, "m": 0.27905651926994324 }, { "p": 0.05392683297395706, "m": 0.5130181312561035 }, { "p": 0.06766712665557861, "m": 0.9995989799499512 }, { "p": 0.0647355318069458, "m": 0.9037348031997681 }, { "p": 0.08203587681055069, "m": 1.0 }, { "p": 0.08112972974777222, "m": 0.9820857048034668 }, { "p": 0.08220554888248444, "m": 0.9536609053611755 }, { "p": 0.06831002980470657, "m": 1.0 }, { "p": 0.09886234998703003, "m": 0.5 }, { "p": 0.02697252854704857, "m": 0.5 } ] }, { "epoch": 163, "train_loss": 1.4564006328582764, "val_loss": 0.7600473761558533, "acc": 74.01, "time": 395.91728443303145, "param": [ { "p": 0.0909525603055954, "m": 0.5 }, { "p": 0.04049965366721153, "m": 0.5 }, { "p": 0.0919877365231514, "m": 0.5 }, { "p": 0.08113741874694824, "m": 0.9591399431228638 }, { "p": 0.06673222780227661, "m": 0.3583429753780365 }, { "p": 0.07958747446537018, "m": 0.4418233633041382 }, { "p": 0.07323702424764633, "m": 0.9599202275276184 }, { "p": 0.05755741521716118, "m": 1.0 }, { "p": 0.07959214597940445, "m": 0.878930926322937 }, { "p": 0.07085781544446945, "m": 1.0 }, { "p": 0.07402794063091278, "m": 0.9917487502098083 }, { "p": 0.07052245736122131, "m": 1.0 }, { "p": 0.10117516666650772, "m": 0.5 }, { "p": 0.022132983431220055, "m": 0.5 } ] }, { "epoch": 164, "train_loss": 1.4746928215026855, "val_loss": 0.713641345500946, "acc": 73.78, "time": 376.86578628700227, "param": [ { "p": 0.10387133806943893, "m": 0.5 }, { "p": 0.00110178766772151, "m": 0.5 }, { "p": 0.06774440407752991, "m": 0.5 }, { "p": 0.0739513710141182, "m": 0.9830642342567444 }, { "p": 0.0571017824113369, "m": 0.4558728337287903 }, { "p": 0.061347346752882004, "m": 0.45456764101982117 }, { "p": 0.06070157140493393, "m": 0.9495089650154114 }, { "p": 0.08317995816469193, "m": 0.952455461025238 }, { "p": 0.06284746527671814, "m": 0.9156280755996704 }, { "p": 0.09928238391876221, "m": 0.9845770001411438 }, { "p": 0.10462456196546555, "m": 0.9440567493438721 }, { "p": 0.08711941540241241, "m": 1.0 }, { "p": 0.10879047214984894, "m": 0.5 }, { "p": 0.028336165472865105, "m": 0.5 } ] }, { "epoch": 165, "train_loss": 1.390189290046692, "val_loss": 0.8105558753013611, "acc": 73.96, "time": 426.4983341949992, "param": [ { "p": 0.0851249173283577, "m": 0.5 }, { "p": 0.007083937060087919, "m": 0.5 }, { "p": 0.09862171858549118, "m": 0.5 }, { "p": 0.06603237986564636, "m": 0.9681961536407471 }, { "p": 0.03766798973083496, "m": 0.5443598628044128 }, { "p": 0.06581393629312515, "m": 0.4146442711353302 }, { "p": 0.06467948853969574, "m": 0.8979998230934143 }, { "p": 0.07948397845029831, "m": 0.9421828389167786 }, { "p": 0.08294785022735596, "m": 0.9287931323051453 }, { "p": 0.10218445956707001, "m": 0.9987723231315613 }, { "p": 0.07332174479961395, "m": 0.9164416193962097 }, { "p": 0.08429767191410065, "m": 1.0 }, { "p": 0.10689861327409744, "m": 0.5 }, { "p": 0.045841239392757416, "m": 0.5 } ] }, { "epoch": 166, "train_loss": 1.280188798904419, "val_loss": 0.7148954272270203, "acc": 73.27, "time": 400.3075572659727, "param": [ { "p": 0.11065708845853806, "m": 0.5 }, { "p": 0.0042456998489797115, "m": 0.5 }, { "p": 0.11393727362155914, "m": 0.5 }, { "p": 0.07706335186958313, "m": 1.0 }, { "p": 0.03728253021836281, "m": 0.5776274800300598 }, { "p": 0.033709295094013214, "m": 0.4466080963611603 }, { "p": 0.06250360608100891, "m": 0.9406319856643677 }, { "p": 0.08725165575742722, "m": 0.9229066371917725 }, { "p": 0.08088520169258118, "m": 0.9271739721298218 }, { "p": 0.06921526044607162, "m": 0.9984250068664551 }, { "p": 0.10435905307531357, "m": 1.0 }, { "p": 0.093830406665802, "m": 1.0 }, { "p": 0.10503239184617996, "m": 0.5 }, { "p": 0.02002722956240177, "m": 0.5 } ] }, { "epoch": 167, "train_loss": 1.751274585723877, "val_loss": 0.8332791328430176, "acc": 73.57, "time": 383.404271499021, "param": [ { "p": 0.11496563255786896, "m": 0.5 }, { "p": 0.004440090153366327, "m": 0.5 }, { "p": 0.06451092660427094, "m": 0.5 }, { "p": 0.0697597935795784, "m": 0.998810350894928 }, { "p": 0.03217490762472153, "m": 0.4568694233894348 }, { "p": 0.055071692913770676, "m": 0.5169894099235535 }, { "p": 0.06567561626434326, "m": 0.9988332390785217 }, { "p": 0.07428253442049026, "m": 0.9928046464920044 }, { "p": 0.10256817191839218, "m": 0.9771688580513 }, { "p": 0.0763629898428917, "m": 0.9939693808555603 }, { "p": 0.08201995491981506, "m": 0.9872950911521912 }, { "p": 0.12734520435333252, "m": 1.0 }, { "p": 0.10610384494066238, "m": 0.5 }, { "p": 0.0247186329215765, "m": 0.5 } ] }, { "epoch": 168, "train_loss": 1.4847623109817505, "val_loss": 0.6987547874450684, "acc": 73.19, "time": 404.26305755006615, "param": [ { "p": 0.0818902850151062, "m": 0.5 }, { "p": 0.045285243541002274, "m": 0.5 }, { "p": 0.08914841711521149, "m": 0.5 }, { "p": 0.05456940457224846, "m": 0.8969874382019043 }, { "p": 0.07193288952112198, "m": 0.427132785320282 }, { "p": 0.058974310755729675, "m": 0.5016939640045166 }, { "p": 0.09114761650562286, "m": 1.0 }, { "p": 0.054357077926397324, "m": 0.9069363474845886 }, { "p": 0.06934833526611328, "m": 0.9293622374534607 }, { "p": 0.0829138234257698, "m": 0.9970307946205139 }, { "p": 0.07434681057929993, "m": 0.9512580037117004 }, { "p": 0.10963650047779083, "m": 1.0 }, { "p": 0.09359142184257507, "m": 0.5 }, { "p": 0.022857896983623505, "m": 0.5 } ] }, { "epoch": 169, "train_loss": 1.7202517986297607, "val_loss": 0.9227043986320496, "acc": 72.05, "time": 381.5112762579229, "param": [ { "p": 0.08787412196397781, "m": 0.5 }, { "p": 0.0007097512716427445, "m": 0.5 }, { "p": 0.09140204638242722, "m": 0.5 }, { "p": 0.08998370915651321, "m": 0.8795708417892456 }, { "p": 0.018814686685800552, "m": 0.579630434513092 }, { "p": 0.07107001543045044, "m": 0.6302443742752075 }, { "p": 0.09217178076505661, "m": 0.9696294069290161 }, { "p": 0.06870318204164505, "m": 0.91542649269104 }, { "p": 0.063825324177742, "m": 0.9007842540740967 }, { "p": 0.07748781144618988, "m": 0.9758054614067078 }, { "p": 0.08589094877243042, "m": 0.9855526089668274 }, { "p": 0.09565145522356033, "m": 1.0 }, { "p": 0.09505759924650192, "m": 0.5 }, { "p": 0.061357609927654266, "m": 0.5 } ] }, { "epoch": 170, "train_loss": 1.439539909362793, "val_loss": 0.7800867557525635, "acc": 73.54, "time": 402.19028765696567, "param": [ { "p": 0.09747450053691864, "m": 0.5 }, { "p": 0.015636349096894264, "m": 0.5 }, { "p": 0.08928460627794266, "m": 0.5 }, { "p": 0.08139131218194962, "m": 0.9891084432601929 }, { "p": 0.05991225317120552, "m": 0.45449012517929077 }, { "p": 0.029550310224294662, "m": 0.6955264806747437 }, { "p": 0.08845049142837524, "m": 0.9565554857254028 }, { "p": 0.09502647817134857, "m": 0.9643219709396362 }, { "p": 0.072223961353302, "m": 0.9287901520729065 }, { "p": 0.062456078827381134, "m": 1.0 }, { "p": 0.08216948062181473, "m": 0.9559349417686462 }, { "p": 0.09083328396081924, "m": 1.0 }, { "p": 0.08409681916236877, "m": 0.5 }, { "p": 0.0514940544962883, "m": 0.5 } ] }, { "epoch": 171, "train_loss": 1.2245771884918213, "val_loss": 0.5946837067604065, "acc": 74.3, "time": 379.73393903602846, "param": [ { "p": 0.12042977660894394, "m": 0.5 }, { "p": 0.000706330465618521, "m": 0.5 }, { "p": 0.09405776113271713, "m": 0.5 }, { "p": 0.04999425634741783, "m": 0.8801023364067078 }, { "p": 0.019986402243375778, "m": 0.5379381775856018 }, { "p": 0.03866326063871384, "m": 0.8418294787406921 }, { "p": 0.07044415175914764, "m": 0.9023848176002502 }, { "p": 0.060939155519008636, "m": 0.956917941570282 }, { "p": 0.11287597566843033, "m": 0.9872575402259827 }, { "p": 0.08319710940122604, "m": 0.9983529448509216 }, { "p": 0.09066985547542572, "m": 0.9511458277702332 }, { "p": 0.12829172611236572, "m": 1.0 }, { "p": 0.10873878002166748, "m": 0.5 }, { "p": 0.021005358546972275, "m": 0.5 } ] }, { "epoch": 172, "train_loss": 1.5422536134719849, "val_loss": 0.7500531673431396, "acc": 74.38, "time": 394.62669905496296, "param": [ { "p": 0.09133919328451157, "m": 0.5 }, { "p": 0.04648413881659508, "m": 0.5 }, { "p": 0.096412293612957, "m": 0.5 }, { "p": 0.0679914578795433, "m": 0.8110513687133789 }, { "p": 0.03379124775528908, "m": 0.5944385528564453 }, { "p": 0.008768522180616856, "m": 0.8548644185066223 }, { "p": 0.07426807284355164, "m": 0.9687771797180176 }, { "p": 0.06928214430809021, "m": 0.969062328338623 }, { "p": 0.08598802983760834, "m": 1.0 }, { "p": 0.09752142429351807, "m": 0.9751128554344177 }, { "p": 0.08362860232591629, "m": 0.9072690010070801 }, { "p": 0.09511873126029968, "m": 1.0 }, { "p": 0.10663524270057678, "m": 0.5 }, { "p": 0.0427708625793457, "m": 0.5 } ] }, { "epoch": 173, "train_loss": 1.6369686126708984, "val_loss": 0.799653172492981, "acc": 73.56, "time": 381.2230923109455, "param": [ { "p": 0.0624484047293663, "m": 0.5 }, { "p": 0.0064086830243468285, "m": 0.5 }, { "p": 0.11803333461284637, "m": 0.5 }, { "p": 0.06013301759958267, "m": 0.6951324343681335 }, { "p": 0.03688618540763855, "m": 0.6087267398834229 }, { "p": 0.05388161912560463, "m": 0.8024299144744873 }, { "p": 0.11069100350141525, "m": 0.8577364087104797 }, { "p": 0.08427328616380692, "m": 0.8838177919387817 }, { "p": 0.08350314199924469, "m": 0.9924430847167969 }, { "p": 0.07931455224752426, "m": 0.9413490891456604 }, { "p": 0.07892581075429916, "m": 0.983895480632782 }, { "p": 0.12757140398025513, "m": 1.0 }, { "p": 0.08597422391176224, "m": 0.5 }, { "p": 0.01195539627224207, "m": 0.5 } ] }, { "epoch": 174, "train_loss": 1.6288394927978516, "val_loss": 0.7428933382034302, "acc": 73.48, "time": 382.1373044870561, "param": [ { "p": 0.09836268424987793, "m": 0.5 }, { "p": 0.01835295371711254, "m": 0.5 }, { "p": 0.07176103442907333, "m": 0.5 }, { "p": 0.08534716814756393, "m": 0.888836681842804 }, { "p": 0.05880112200975418, "m": 0.5558657050132751 }, { "p": 0.0006841563736088574, "m": 0.8964185118675232 }, { "p": 0.07148583978414536, "m": 0.8775821924209595 }, { "p": 0.07282940298318863, "m": 0.9935764670372009 }, { "p": 0.07710373401641846, "m": 1.0 }, { "p": 0.09946119785308838, "m": 1.0 }, { "p": 0.09580458700656891, "m": 1.0 }, { "p": 0.08330076932907104, "m": 1.0 }, { "p": 0.11056968569755554, "m": 0.5 }, { "p": 0.05613568425178528, "m": 0.5 } ] }, { "epoch": 175, "train_loss": 1.5252196788787842, "val_loss": 0.6547572016716003, "acc": 74.0, "time": 373.18855925195385, "param": [ { "p": 0.09086570143699646, "m": 0.5 }, { "p": 0.0007032908615656197, "m": 0.5 }, { "p": 0.10557582974433899, "m": 0.5 }, { "p": 0.08529753237962723, "m": 0.9901562333106995 }, { "p": 0.06735701858997345, "m": 0.5558325052261353 }, { "p": 0.007304711267352104, "m": 0.9715030789375305 }, { "p": 0.08393755555152893, "m": 0.9853336215019226 }, { "p": 0.04617317020893097, "m": 0.8766151666641235 }, { "p": 0.10073763132095337, "m": 1.0 }, { "p": 0.09325014799833298, "m": 0.9993699789047241 }, { "p": 0.09424929320812225, "m": 0.9761205911636353 }, { "p": 0.11797430366277695, "m": 1.0 }, { "p": 0.10089889168739319, "m": 0.5 }, { "p": 0.0056748827919363976, "m": 0.5 } ] }, { "epoch": 176, "train_loss": 1.4224891662597656, "val_loss": 0.7194830179214478, "acc": 74.36, "time": 372.2912366450764, "param": [ { "p": 0.1257333606481552, "m": 0.5 }, { "p": 0.0006927918875589967, "m": 0.5 }, { "p": 0.11094429343938828, "m": 0.5 }, { "p": 0.10501030087471008, "m": 0.9939507246017456 }, { "p": 0.044249214231967926, "m": 0.5228254795074463 }, { "p": 0.0073427967727184296, "m": 0.9655444622039795 }, { "p": 0.07295995950698853, "m": 1.0 }, { "p": 0.08640148490667343, "m": 0.9546789526939392 }, { "p": 0.060676220804452896, "m": 1.0 }, { "p": 0.1061018779873848, "m": 0.994796097278595 }, { "p": 0.07074374705553055, "m": 0.9191630482673645 }, { "p": 0.08275993168354034, "m": 1.0 }, { "p": 0.09228209406137466, "m": 0.5 }, { "p": 0.03410188481211662, "m": 0.5 } ] }, { "epoch": 177, "train_loss": 1.703974962234497, "val_loss": 0.778378963470459, "acc": 73.52, "time": 394.0612172980327, "param": [ { "p": 0.09163428097963333, "m": 0.5 }, { "p": 0.0018679818604141474, "m": 0.5 }, { "p": 0.08338829129934311, "m": 0.5 }, { "p": 0.09061627835035324, "m": 0.9821125864982605 }, { "p": 0.062264200299978256, "m": 0.5299751162528992 }, { "p": 0.022617410868406296, "m": 0.9562233090400696 }, { "p": 0.09085069596767426, "m": 1.0 }, { "p": 0.04439467191696167, "m": 0.9745380282402039 }, { "p": 0.09260638803243637, "m": 1.0 }, { "p": 0.08076545596122742, "m": 1.0 }, { "p": 0.08381073921918869, "m": 0.9833797812461853 }, { "p": 0.10480277240276337, "m": 1.0 }, { "p": 0.11270203441381454, "m": 0.5 }, { "p": 0.03767883777618408, "m": 0.5 } ] }, { "epoch": 178, "train_loss": 1.277346134185791, "val_loss": 0.7186609506607056, "acc": 73.86, "time": 387.64432779094204, "param": [ { "p": 0.09603466838598251, "m": 0.5 }, { "p": 0.0006908525829203427, "m": 0.5 }, { "p": 0.10574615746736526, "m": 0.5 }, { "p": 0.07559303194284439, "m": 0.8946368098258972 }, { "p": 0.016404837369918823, "m": 0.568426251411438 }, { "p": 0.03852419927716255, "m": 0.8486950993537903 }, { "p": 0.11202692240476608, "m": 1.0 }, { "p": 0.08347497880458832, "m": 0.9982805252075195 }, { "p": 0.0794859379529953, "m": 0.9863781929016113 }, { "p": 0.09313207864761353, "m": 1.0 }, { "p": 0.07376039773225784, "m": 0.992854118347168 }, { "p": 0.1211724504828453, "m": 1.0 }, { "p": 0.09870662540197372, "m": 0.5 }, { "p": 0.005246742162853479, "m": 0.5 } ] }, { "epoch": 179, "train_loss": 1.7989649772644043, "val_loss": 0.674465000629425, "acc": 72.56, "time": 379.84060145309195, "param": [ { "p": 0.07920187711715698, "m": 0.5 }, { "p": 0.02564305067062378, "m": 0.5 }, { "p": 0.07753551751375198, "m": 0.5 }, { "p": 0.07014413177967072, "m": 1.0 }, { "p": 0.07026657462120056, "m": 0.5219799876213074 }, { "p": 0.051937036216259, "m": 0.795711100101471 }, { "p": 0.0746845155954361, "m": 0.9556556344032288 }, { "p": 0.08606532216072083, "m": 0.9997122883796692 }, { "p": 0.08768992125988007, "m": 0.9174280166625977 }, { "p": 0.09846477210521698, "m": 1.0 }, { "p": 0.07668488472700119, "m": 0.8175724148750305 }, { "p": 0.09780661761760712, "m": 1.0 }, { "p": 0.09012232720851898, "m": 0.5 }, { "p": 0.013753415085375309, "m": 0.5 } ] }, { "epoch": 180, "train_loss": 1.744232416152954, "val_loss": 0.6406965851783752, "acc": 73.78, "time": 391.3437093460234, "param": [ { "p": 0.07245655357837677, "m": 0.5 }, { "p": 0.005761288106441498, "m": 0.5 }, { "p": 0.11165311187505722, "m": 0.5 }, { "p": 0.05768202990293503, "m": 1.0 }, { "p": 0.04936794564127922, "m": 0.5825868248939514 }, { "p": 0.05402124673128128, "m": 0.701513946056366 }, { "p": 0.07887779921293259, "m": 0.9142720103263855 }, { "p": 0.0801914781332016, "m": 0.9849507808685303 }, { "p": 0.07560153305530548, "m": 0.9915248155593872 }, { "p": 0.10940682142972946, "m": 1.0 }, { "p": 0.09838984906673431, "m": 0.8433340191841125 }, { "p": 0.08988381922245026, "m": 1.0 }, { "p": 0.09948369860649109, "m": 0.5 }, { "p": 0.017222881317138672, "m": 0.5 } ] }, { "epoch": 181, "train_loss": 2.2707998752593994, "val_loss": 0.7212578058242798, "acc": 73.9, "time": 384.78281105600763, "param": [ { "p": 0.09198411554098129, "m": 0.5 }, { "p": 0.018716072663664818, "m": 0.5 }, { "p": 0.07251954078674316, "m": 0.5 }, { "p": 0.057052623480558395, "m": 0.9898143410682678 }, { "p": 0.051650285720825195, "m": 0.5527682900428772 }, { "p": 0.030730238184332848, "m": 0.7727936506271362 }, { "p": 0.09672567248344421, "m": 0.9515359997749329 }, { "p": 0.07057806849479675, "m": 1.0 }, { "p": 0.07693973183631897, "m": 0.9632017612457275 }, { "p": 0.09294982254505157, "m": 1.0 }, { "p": 0.09622286260128021, "m": 0.9200530648231506 }, { "p": 0.10066205263137817, "m": 1.0 }, { "p": 0.09446585178375244, "m": 0.5 }, { "p": 0.04880297929048538, "m": 0.5 } ] }, { "epoch": 182, "train_loss": 1.4156932830810547, "val_loss": 0.7981558442115784, "acc": 74.3, "time": 368.68533953803126, "param": [ { "p": 0.09674344211816788, "m": 0.5 }, { "p": 0.02219547890126705, "m": 0.5 }, { "p": 0.08405029773712158, "m": 0.5 }, { "p": 0.08165784925222397, "m": 0.9730400443077087 }, { "p": 0.06539865583181381, "m": 0.5024141073226929 }, { "p": 0.02796326018869877, "m": 0.7376680970191956 }, { "p": 0.09481310844421387, "m": 0.9408973455429077 }, { "p": 0.058230895549058914, "m": 1.0 }, { "p": 0.08458735793828964, "m": 0.9758236408233643 }, { "p": 0.04889581352472305, "m": 1.0 }, { "p": 0.07744701951742172, "m": 0.9128016233444214 }, { "p": 0.09989441931247711, "m": 1.0 }, { "p": 0.12091318517923355, "m": 0.5 }, { "p": 0.037209223955869675, "m": 0.5 } ] }, { "epoch": 183, "train_loss": 1.6348942518234253, "val_loss": 0.5861178636550903, "acc": 73.99, "time": 380.8459705100395, "param": [ { "p": 0.11401791125535965, "m": 0.5 }, { "p": 0.014225153252482414, "m": 0.5 }, { "p": 0.10378142446279526, "m": 0.5 }, { "p": 0.0626821294426918, "m": 0.8292208313941956 }, { "p": 0.04170897230505943, "m": 0.5485957264900208 }, { "p": 0.06243385002017021, "m": 0.7552574276924133 }, { "p": 0.06373505294322968, "m": 0.9322755336761475 }, { "p": 0.07975108176469803, "m": 0.8991990685462952 }, { "p": 0.08028876036405563, "m": 0.9816701412200928 }, { "p": 0.06589262932538986, "m": 1.0 }, { "p": 0.07461541146039963, "m": 0.9751268029212952 }, { "p": 0.07441094517707825, "m": 0.9984872341156006 }, { "p": 0.11951529234647751, "m": 0.5 }, { "p": 0.042941395193338394, "m": 0.5 } ] }, { "epoch": 184, "train_loss": 1.6051511764526367, "val_loss": 0.7657082676887512, "acc": 73.34, "time": 391.1027877300512, "param": [ { "p": 0.0898556187748909, "m": 0.5 }, { "p": 0.0351531095802784, "m": 0.5 }, { "p": 0.09025152027606964, "m": 0.5 }, { "p": 0.0689973533153534, "m": 0.895969033241272 }, { "p": 0.04831691458821297, "m": 0.4611557722091675 }, { "p": 0.032079413533210754, "m": 0.5415335893630981 }, { "p": 0.09253503382205963, "m": 0.95858234167099 }, { "p": 0.07982196658849716, "m": 0.8172938823699951 }, { "p": 0.06479349732398987, "m": 0.9931437373161316 }, { "p": 0.07052361220121384, "m": 1.0 }, { "p": 0.07774224132299423, "m": 0.9820749163627625 }, { "p": 0.11573120951652527, "m": 1.0 }, { "p": 0.08483102172613144, "m": 0.5 }, { "p": 0.04936742037534714, "m": 0.5 } ] }, { "epoch": 185, "train_loss": 1.7433905601501465, "val_loss": 0.8596504330635071, "acc": 73.79, "time": 393.6847131109098, "param": [ { "p": 0.08059961348772049, "m": 0.5 }, { "p": 0.016806017607450485, "m": 0.5 }, { "p": 0.06048588454723358, "m": 0.5 }, { "p": 0.08658987283706665, "m": 0.9175390601158142 }, { "p": 0.06729587912559509, "m": 0.3802924156188965 }, { "p": 0.06736644357442856, "m": 0.43592527508735657 }, { "p": 0.08077595382928848, "m": 0.93818199634552 }, { "p": 0.06452540308237076, "m": 0.8342822194099426 }, { "p": 0.07838886231184006, "m": 0.9919612407684326 }, { "p": 0.09060437977313995, "m": 0.9894084334373474 }, { "p": 0.09283514320850372, "m": 1.0 }, { "p": 0.08775896579027176, "m": 1.0 }, { "p": 0.086460642516613, "m": 0.5 }, { "p": 0.03950696438550949, "m": 0.5 } ] }, { "epoch": 186, "train_loss": 1.3474639654159546, "val_loss": 0.7156816720962524, "acc": 74.74, "time": 400.8761736700544, "param": [ { "p": 0.09109323471784592, "m": 0.5 }, { "p": 0.0006839330890215933, "m": 0.5 }, { "p": 0.08448407799005508, "m": 0.5 }, { "p": 0.041590992361307144, "m": 0.9370852708816528 }, { "p": 0.06761001795530319, "m": 0.4274924397468567 }, { "p": 0.059579767286777496, "m": 0.4079478979110718 }, { "p": 0.10022047907114029, "m": 0.9825098514556885 }, { "p": 0.08188024908304214, "m": 0.9080156087875366 }, { "p": 0.0947100967168808, "m": 0.998415470123291 }, { "p": 0.061232790350914, "m": 1.0 }, { "p": 0.08077242225408554, "m": 1.0 }, { "p": 0.0825425460934639, "m": 1.0 }, { "p": 0.09861449152231216, "m": 0.5 }, { "p": 0.05498485267162323, "m": 0.5 } ] }, { "epoch": 187, "train_loss": 1.574694275856018, "val_loss": 0.833397388458252, "acc": 72.76, "time": 373.947709169006, "param": [ { "p": 0.10206964612007141, "m": 0.5 }, { "p": 0.037756480276584625, "m": 0.5 }, { "p": 0.06713423877954483, "m": 0.5 }, { "p": 0.08270604908466339, "m": 0.9769848585128784 }, { "p": 0.0658436194062233, "m": 0.5394905209541321 }, { "p": 0.04382610693573952, "m": 0.3474489450454712 }, { "p": 0.0906430184841156, "m": 0.9993646740913391 }, { "p": 0.08602651208639145, "m": 0.8577969670295715 }, { "p": 0.07112673670053482, "m": 1.0 }, { "p": 0.09098935127258301, "m": 0.9965999126434326 }, { "p": 0.06682781130075455, "m": 1.0 }, { "p": 0.08264093101024628, "m": 1.0 }, { "p": 0.08677558600902557, "m": 0.5 }, { "p": 0.02563386596739292, "m": 0.5 } ] }, { "epoch": 188, "train_loss": 1.3484388589859009, "val_loss": 0.7413358092308044, "acc": 74.1, "time": 386.6440012609819, "param": [ { "p": 0.10729449987411499, "m": 0.5 }, { "p": 0.03652951866388321, "m": 0.5 }, { "p": 0.11109151691198349, "m": 0.5 }, { "p": 0.07961554080247879, "m": 0.8816689252853394 }, { "p": 0.050255682319402695, "m": 0.39743325114250183 }, { "p": 0.045385465025901794, "m": 0.3987872898578644 }, { "p": 0.06442780792713165, "m": 0.9277980923652649 }, { "p": 0.11563579738140106, "m": 0.8368152379989624 }, { "p": 0.08425741642713547, "m": 0.9469691514968872 }, { "p": 0.05990605801343918, "m": 0.9823307394981384 }, { "p": 0.06484746187925339, "m": 0.9653198719024658 }, { "p": 0.05592086911201477, "m": 1.0 }, { "p": 0.09055376052856445, "m": 0.5 }, { "p": 0.03427863493561745, "m": 0.5 } ] }, { "epoch": 189, "train_loss": 1.4670109748840332, "val_loss": 0.7040868997573853, "acc": 73.77, "time": 382.7295014219126, "param": [ { "p": 0.0802081823348999, "m": 0.5 }, { "p": 0.029808444902300835, "m": 0.5 }, { "p": 0.11636576056480408, "m": 0.5 }, { "p": 0.06495555490255356, "m": 0.9370026588439941 }, { "p": 0.040496502071619034, "m": 0.4336262345314026 }, { "p": 0.039758533239364624, "m": 0.5554239749908447 }, { "p": 0.08952395617961884, "m": 1.0 }, { "p": 0.08925362676382065, "m": 0.9333775639533997 }, { "p": 0.07490211725234985, "m": 0.9481868147850037 }, { "p": 0.08779780566692352, "m": 0.9996652603149414 }, { "p": 0.09537728130817413, "m": 0.9493805170059204 }, { "p": 0.09034842252731323, "m": 1.0 }, { "p": 0.10051906853914261, "m": 0.5 }, { "p": 0.0006847280310466886, "m": 0.5 } ] }, { "epoch": 190, "train_loss": 1.4138858318328857, "val_loss": 0.7388526201248169, "acc": 73.19, "time": 374.8008792370092, "param": [ { "p": 0.08906307816505432, "m": 0.5 }, { "p": 0.0437784306704998, "m": 0.5 }, { "p": 0.08857089281082153, "m": 0.5 }, { "p": 0.06125136837363243, "m": 0.9518408179283142 }, { "p": 0.06531588733196259, "m": 0.38164132833480835 }, { "p": 0.07273240387439728, "m": 0.494582861661911 }, { "p": 0.05305944010615349, "m": 0.9927533268928528 }, { "p": 0.07787937670946121, "m": 0.8681933283805847 }, { "p": 0.06649918854236603, "m": 0.788008987903595 }, { "p": 0.08514136075973511, "m": 0.9984066486358643 }, { "p": 0.08090801537036896, "m": 1.0 }, { "p": 0.07564251124858856, "m": 0.9961889982223511 }, { "p": 0.1020326241850853, "m": 0.5 }, { "p": 0.0381254106760025, "m": 0.5 } ] }, { "epoch": 191, "train_loss": 1.3926903009414673, "val_loss": 0.7523773312568665, "acc": 74.2, "time": 379.80979674193077, "param": [ { "p": 0.0967823714017868, "m": 0.5 }, { "p": 0.023322541266679764, "m": 0.5 }, { "p": 0.07101882249116898, "m": 0.5 }, { "p": 0.07660084217786789, "m": 0.9803986549377441 }, { "p": 0.08119022846221924, "m": 0.3913520574569702 }, { "p": 0.04237595200538635, "m": 0.41020214557647705 }, { "p": 0.05023163929581642, "m": 0.927642822265625 }, { "p": 0.07872645556926727, "m": 0.7195359468460083 }, { "p": 0.07175707072019577, "m": 0.7388477325439453 }, { "p": 0.0802181288599968, "m": 0.9910262823104858 }, { "p": 0.08769125491380692, "m": 0.886535108089447 }, { "p": 0.08884923905134201, "m": 1.0 }, { "p": 0.1072748452425003, "m": 0.5 }, { "p": 0.043960489332675934, "m": 0.5 } ] }, { "epoch": 192, "train_loss": 1.1303670406341553, "val_loss": 0.7083867788314819, "acc": 74.22, "time": 373.3618283510441, "param": [ { "p": 0.09996936470270157, "m": 0.5 }, { "p": 0.04568665102124214, "m": 0.5 }, { "p": 0.07655826956033707, "m": 0.5 }, { "p": 0.08991389721632004, "m": 0.9218816161155701 }, { "p": 0.06258032470941544, "m": 0.3967418074607849 }, { "p": 0.039304446429014206, "m": 0.4191988706588745 }, { "p": 0.05188304930925369, "m": 0.8639561533927917 }, { "p": 0.06705018877983093, "m": 0.5644715428352356 }, { "p": 0.07785560190677643, "m": 0.9821921586990356 }, { "p": 0.06864622235298157, "m": 0.9397666454315186 }, { "p": 0.08163511008024216, "m": 0.9675759673118591 }, { "p": 0.09167904406785965, "m": 1.0 }, { "p": 0.1137857735157013, "m": 0.5 }, { "p": 0.03345208987593651, "m": 0.5 } ] }, { "epoch": 193, "train_loss": 1.32853364944458, "val_loss": 0.694258987903595, "acc": 73.47, "time": 384.5995931060752, "param": [ { "p": 0.08887474238872528, "m": 0.5 }, { "p": 0.03760753571987152, "m": 0.5 }, { "p": 0.10850163549184799, "m": 0.5 }, { "p": 0.09132803231477737, "m": 0.8568317890167236 }, { "p": 0.06946340948343277, "m": 0.3774319589138031 }, { "p": 0.04753319174051285, "m": 0.4849134385585785 }, { "p": 0.05880565568804741, "m": 0.8607547283172607 }, { "p": 0.07363363355398178, "m": 0.601036787033081 }, { "p": 0.0811857134103775, "m": 0.9944285154342651 }, { "p": 0.05193672701716423, "m": 1.0 }, { "p": 0.08519921451807022, "m": 0.962103545665741 }, { "p": 0.06884198635816574, "m": 1.0 }, { "p": 0.08740805089473724, "m": 0.5 }, { "p": 0.04968060553073883, "m": 0.5 } ] }, { "epoch": 194, "train_loss": 1.4284082651138306, "val_loss": 0.8520956635475159, "acc": 74.36, "time": 401.3698421140434, "param": [ { "p": 0.08855371177196503, "m": 0.5 }, { "p": 0.025986528024077415, "m": 0.5 }, { "p": 0.08258602768182755, "m": 0.5 }, { "p": 0.0486457496881485, "m": 0.9605222940444946 }, { "p": 0.07770665735006332, "m": 0.39877623319625854 }, { "p": 0.05713358893990517, "m": 0.6379560828208923 }, { "p": 0.09667856246232986, "m": 0.8644052147865295 }, { "p": 0.0836724117398262, "m": 0.5874763131141663 }, { "p": 0.08205652981996536, "m": 1.0 }, { "p": 0.0864882692694664, "m": 1.0 }, { "p": 0.06919742375612259, "m": 0.9967752695083618 }, { "p": 0.06540122628211975, "m": 1.0 }, { "p": 0.10242743790149689, "m": 0.5 }, { "p": 0.03346594050526619, "m": 0.5 } ] }, { "epoch": 195, "train_loss": 1.3784747123718262, "val_loss": 0.7729204297065735, "acc": 74.72, "time": 366.5091677220771, "param": [ { "p": 0.08565628528594971, "m": 0.5 }, { "p": 0.00070706702535972, "m": 0.5 }, { "p": 0.10957495868206024, "m": 0.5 }, { "p": 0.08706047385931015, "m": 0.9918426275253296 }, { "p": 0.06028535217046738, "m": 0.2902816832065582 }, { "p": 0.05438811331987381, "m": 0.5606080293655396 }, { "p": 0.08177635818719864, "m": 0.9112988114356995 }, { "p": 0.084664486348629, "m": 0.45572400093078613 }, { "p": 0.07554925978183746, "m": 0.9534929990768433 }, { "p": 0.07257677614688873, "m": 1.0 }, { "p": 0.029243141412734985, "m": 0.8335190415382385 }, { "p": 0.09849856793880463, "m": 1.0 }, { "p": 0.10264209657907486, "m": 0.5 }, { "p": 0.05737696960568428, "m": 0.5 } ] }, { "epoch": 196, "train_loss": 1.5769977569580078, "val_loss": 0.8234648108482361, "acc": 73.3, "time": 362.0830442359438, "param": [ { "p": 0.10648440569639206, "m": 0.5 }, { "p": 0.033137716352939606, "m": 0.5 }, { "p": 0.09238412231206894, "m": 0.5 }, { "p": 0.06319931149482727, "m": 1.0 }, { "p": 0.08198831230401993, "m": 0.3269769549369812 }, { "p": 0.04750964418053627, "m": 0.6619893312454224 }, { "p": 0.07215858995914459, "m": 0.9649320244789124 }, { "p": 0.03745809569954872, "m": 0.5631082653999329 }, { "p": 0.0938204973936081, "m": 1.0 }, { "p": 0.06469886004924774, "m": 0.9430399537086487 }, { "p": 0.09454907476902008, "m": 0.913438081741333 }, { "p": 0.08223502337932587, "m": 1.0 }, { "p": 0.10368233174085617, "m": 0.5 }, { "p": 0.026694035157561302, "m": 0.5 } ] }, { "epoch": 197, "train_loss": 1.3860909938812256, "val_loss": 0.7564913034439087, "acc": 74.14, "time": 398.2821633090498, "param": [ { "p": 0.0645296722650528, "m": 0.5 }, { "p": 0.04511992260813713, "m": 0.5 }, { "p": 0.11397653818130493, "m": 0.5 }, { "p": 0.08078344911336899, "m": 0.8917722105979919 }, { "p": 0.0017748582176864147, "m": 0.3816068768501282 }, { "p": 0.0473945178091526, "m": 0.7323150038719177 }, { "p": 0.07786394655704498, "m": 0.9952409863471985 }, { "p": 0.08165567368268967, "m": 0.6628415584564209 }, { "p": 0.0856596902012825, "m": 0.8909159302711487 }, { "p": 0.07074858248233795, "m": 1.0 }, { "p": 0.120863176882267, "m": 0.8058449625968933 }, { "p": 0.08000139147043228, "m": 1.0 }, { "p": 0.1274988353252411, "m": 0.5 }, { "p": 0.0021297214552760124, "m": 0.5 } ] }, { "epoch": 198, "train_loss": 1.5742290019989014, "val_loss": 0.8990073800086975, "acc": 73.57, "time": 386.113754193997, "param": [ { "p": 0.07994227111339569, "m": 0.5 }, { "p": 0.028749439865350723, "m": 0.5 }, { "p": 0.08788733929395676, "m": 0.5 }, { "p": 0.0692702978849411, "m": 0.96063631772995 }, { "p": 0.07226354628801346, "m": 0.31530269980430603 }, { "p": 0.038429342210292816, "m": 0.6409082412719727 }, { "p": 0.07662034779787064, "m": 1.0 }, { "p": 0.062386590987443924, "m": 0.6662989258766174 }, { "p": 0.07990789413452148, "m": 1.0 }, { "p": 0.07942266762256622, "m": 0.9876921772956848 }, { "p": 0.08820133656263351, "m": 0.8606085181236267 }, { "p": 0.08611433207988739, "m": 1.0 }, { "p": 0.09907995164394379, "m": 0.5 }, { "p": 0.05172468349337578, "m": 0.5 } ] }, { "epoch": 199, "train_loss": 1.6136705875396729, "val_loss": 0.7565310001373291, "acc": 74.17, "time": 388.00837917102035, "param": [ { "p": 0.08651603013277054, "m": 0.5 }, { "p": 0.04289652407169342, "m": 0.5 }, { "p": 0.08835096657276154, "m": 0.5 }, { "p": 0.058361202478408813, "m": 0.9761898517608643 }, { "p": 0.0627610981464386, "m": 0.36544662714004517 }, { "p": 0.04154009744524956, "m": 0.6667225360870361 }, { "p": 0.07146970927715302, "m": 0.965677797794342 }, { "p": 0.06803584098815918, "m": 0.6434618830680847 }, { "p": 0.07648912817239761, "m": 0.9321635961532593 }, { "p": 0.09588171541690826, "m": 1.0 }, { "p": 0.09101470559835434, "m": 0.9290629029273987 }, { "p": 0.0890033170580864, "m": 1.0 }, { "p": 0.09266874194145203, "m": 0.5 }, { "p": 0.03501090034842491, "m": 0.5 } ] }, { "epoch": 200, "train_loss": 1.351521611213684, "val_loss": 0.7377665042877197, "acc": 73.94, "time": 398.40022758289706, "param": [ { "p": 0.09332193434238434, "m": 0.5 }, { "p": 0.036171503365039825, "m": 0.5 }, { "p": 0.08884261548519135, "m": 0.5 }, { "p": 0.05950836092233658, "m": 0.897536039352417 }, { "p": 0.07405395060777664, "m": 0.38742968440055847 }, { "p": 0.061537813395261765, "m": 0.7272910475730896 }, { "p": 0.09516248106956482, "m": 1.0 }, { "p": 0.07225508987903595, "m": 0.7058706283569336 }, { "p": 0.08356896787881851, "m": 0.9762295484542847 }, { "p": 0.07979251444339752, "m": 0.9309415221214294 }, { "p": 0.06634968519210815, "m": 0.9850731492042542 }, { "p": 0.06930684298276901, "m": 0.9991604685783386 }, { "p": 0.08969811350107193, "m": 0.5 }, { "p": 0.030430098995566368, "m": 0.5 } ] } ] }