{ "Accuracy": 74.64, "Time": [ 172.75957333296694, 6.46199289675909 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.2520151138305664, "val_loss": 2.270322799682617, "acc": 11.11, "time": 177.77220441796817, "param": [ { "p": 0.06673188507556915, "m": 1.0 }, { "p": 0.07433629781007767, "m": 1.0 }, { "p": 0.11194716393947601, "m": 1.0 }, { "p": 0.08654392510652542, "m": 1.0 }, { "p": 0.058241769671440125, "m": 1.0 }, { "p": 0.07649704813957214, "m": 1.0 }, { "p": 0.06769728660583496, "m": 0.9975502490997314 }, { "p": 0.06099670007824898, "m": 0.9916638135910034 }, { "p": 0.05272819846868515, "m": 1.0 }, { "p": 0.0857841745018959, "m": 1.0 }, { "p": 0.04816722869873047, "m": 1.0 }, { "p": 0.0848965272307396, "m": 1.0 }, { "p": 0.08722294867038727, "m": 1.0 }, { "p": 0.03820877522230148, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.2200944423675537, "val_loss": 2.0748064517974854, "acc": 25.15, "time": 173.24370153597556, "param": [ { "p": 0.1112879142165184, "m": 1.0 }, { "p": 0.030266109853982925, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10618530213832855, "m": 1.0 }, { "p": 0.2061002254486084, "m": 0.818693220615387 }, { "p": 0.11060789227485657, "m": 0.8044829368591309 }, { "p": 0.0940290316939354, "m": 0.9925850629806519 }, { "p": 0.12279496341943741, "m": 0.9815486669540405 }, { "p": 0.0388575978577137, "m": 0.9996896982192993 }, { "p": 0.05602286756038666, "m": 0.9977667927742004 }, { "p": 0.005566445644944906, "m": 0.9944414496421814 }, { "p": 0.11663232743740082, "m": 1.0 }, { "p": 0.0010298439301550388, "m": 1.0 }, { "p": 0.0006195868481881917, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.0391793251037598, "val_loss": 1.9472242593765259, "acc": 30.07, "time": 170.77642462495714, "param": [ { "p": 0.09128016233444214, "m": 1.0 }, { "p": 0.04877486079931259, "m": 1.0 }, { "p": 0.08136873692274094, "m": 1.0 }, { "p": 0.06329018622636795, "m": 0.9790257811546326 }, { "p": 0.06565190106630325, "m": 0.5965268015861511 }, { "p": 0.0448167659342289, "m": 0.5123674273490906 }, { "p": 0.06770063936710358, "m": 0.981446385383606 }, { "p": 0.07088713347911835, "m": 0.9096585512161255 }, { "p": 0.058226827532052994, "m": 1.0 }, { "p": 0.08557691425085068, "m": 0.7612080574035645 }, { "p": 0.06281019747257233, "m": 1.0 }, { "p": 0.07608002424240112, "m": 1.0 }, { "p": 0.0786665678024292, "m": 1.0 }, { "p": 0.10486910492181778, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.085270643234253, "val_loss": 1.8103547096252441, "acc": 35.36, "time": 172.76073990110308, "param": [ { "p": 0.0674888864159584, "m": 1.0 }, { "p": 0.051776014268398285, "m": 1.0 }, { "p": 0.10250801593065262, "m": 1.0 }, { "p": 0.05717514455318451, "m": 0.9673042893409729 }, { "p": 0.08562257140874863, "m": 0.4765978753566742 }, { "p": 0.09351218491792679, "m": 0.34392330050468445 }, { "p": 0.07060053944587708, "m": 1.0 }, { "p": 0.07731916010379791, "m": 0.9977970123291016 }, { "p": 0.06565500050783157, "m": 1.0 }, { "p": 0.07469616085290909, "m": 0.489536851644516 }, { "p": 0.061602819710969925, "m": 1.0 }, { "p": 0.06600651890039444, "m": 1.0 }, { "p": 0.0714949369430542, "m": 1.0 }, { "p": 0.054542023688554764, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.929390549659729, "val_loss": 1.6685254573822021, "acc": 38.49, "time": 170.0160995919723, "param": [ { "p": 0.10855646431446075, "m": 1.0 }, { "p": 0.07697340101003647, "m": 1.0 }, { "p": 0.08018042147159576, "m": 1.0 }, { "p": 0.044710468500852585, "m": 0.868131697177887 }, { "p": 0.06942786276340485, "m": 0.31689584255218506 }, { "p": 0.05018673092126846, "m": 0.25958481431007385 }, { "p": 0.06951425969600677, "m": 0.9247056245803833 }, { "p": 0.05463645979762077, "m": 0.9676373600959778 }, { "p": 0.05008332431316376, "m": 0.9802653789520264 }, { "p": 0.11926265805959702, "m": 0.3408623933792114 }, { "p": 0.05627191811800003, "m": 1.0 }, { "p": 0.07648791372776031, "m": 0.9938271641731262 }, { "p": 0.06589512526988983, "m": 1.0 }, { "p": 0.07781293243169785, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.79136323928833, "val_loss": 1.616396188735962, "acc": 41.92, "time": 161.10424741194583, "param": [ { "p": 0.0332401841878891, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08786003291606903, "m": 1.0 }, { "p": 0.10512111335992813, "m": 0.7463026642799377 }, { "p": 0.0035502766259014606, "m": 0.11917190998792648 }, { "p": 0.04406822845339775, "m": 0.48599767684936523 }, { "p": 0.05333130806684494, "m": 0.9175466299057007 }, { "p": 0.1111682802438736, "m": 0.9419410228729248 }, { "p": 0.0, "m": 0.9221689105033875 }, { "p": 0.1260811686515808, "m": 0.2145845890045166 }, { "p": 0.09839501231908798, "m": 1.0 }, { "p": 0.20738744735717773, "m": 1.0 }, { "p": 0.12979701161384583, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.7841401100158691, "val_loss": 1.5778242349624634, "acc": 42.14, "time": 159.06045949296094, "param": [ { "p": 0.06085333600640297, "m": 1.0 }, { "p": 0.047755878418684006, "m": 1.0 }, { "p": 0.09639282524585724, "m": 1.0 }, { "p": 0.04936402291059494, "m": 0.7316536903381348 }, { "p": 0.07435039430856705, "m": 0.1994875967502594 }, { "p": 0.06898076087236404, "m": 0.3441905677318573 }, { "p": 0.047818589955568314, "m": 0.843284010887146 }, { "p": 0.046619731932878494, "m": 0.9998990893363953 }, { "p": 0.06256208568811417, "m": 1.0 }, { "p": 0.08644194900989532, "m": 0.2993498742580414 }, { "p": 0.09244520217180252, "m": 1.0 }, { "p": 0.13866187632083893, "m": 1.0 }, { "p": 0.08502160012722015, "m": 1.0 }, { "p": 0.042731717228889465, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.7665108442306519, "val_loss": 1.6204783916473389, "acc": 45.89, "time": 167.60983032896183, "param": [ { "p": 0.06356515735387802, "m": 1.0 }, { "p": 0.053693681955337524, "m": 1.0 }, { "p": 0.0871754065155983, "m": 1.0 }, { "p": 0.05209553986787796, "m": 0.6848413944244385 }, { "p": 0.05251798406243324, "m": 0.08464359492063522 }, { "p": 0.07782338559627533, "m": 0.4746049642562866 }, { "p": 0.08352214097976685, "m": 0.806610107421875 }, { "p": 0.07602111995220184, "m": 0.9854109287261963 }, { "p": 0.08714926987886429, "m": 1.0 }, { "p": 0.08451568335294724, "m": 0.2323576658964157 }, { "p": 0.04262727499008179, "m": 0.9920052289962769 }, { "p": 0.09183239191770554, "m": 0.9934042692184448 }, { "p": 0.10289963334798813, "m": 1.0 }, { "p": 0.04456133022904396, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.8167779445648193, "val_loss": 1.5440796613693237, "acc": 45.27, "time": 164.77373779192567, "param": [ { "p": 0.04363838955760002, "m": 1.0 }, { "p": 0.037632159888744354, "m": 1.0 }, { "p": 0.10377176105976105, "m": 1.0 }, { "p": 0.06285744160413742, "m": 0.6233550310134888 }, { "p": 0.09105173498392105, "m": 0.0 }, { "p": 0.06905927509069443, "m": 0.49427545070648193 }, { "p": 0.07050678133964539, "m": 0.6675610542297363 }, { "p": 0.04891394451260567, "m": 0.9880067110061646 }, { "p": 0.09011409431695938, "m": 0.997065544128418 }, { "p": 0.0656079575419426, "m": 0.3119066655635834 }, { "p": 0.0748637467622757, "m": 1.0 }, { "p": 0.11274123936891556, "m": 1.0 }, { "p": 0.0712309256196022, "m": 1.0 }, { "p": 0.05801057070493698, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.6219801902770996, "val_loss": 1.3932136297225952, "acc": 48.38, "time": 174.4093939140439, "param": [ { "p": 0.07521753758192062, "m": 1.0 }, { "p": 0.06659859418869019, "m": 1.0 }, { "p": 0.08852344006299973, "m": 1.0 }, { "p": 0.07736217975616455, "m": 0.6066775321960449 }, { "p": 0.0592530332505703, "m": 0.14501044154167175 }, { "p": 0.06566769629716873, "m": 0.5184295773506165 }, { "p": 0.06928472220897675, "m": 0.6809893846511841 }, { "p": 0.0831974670290947, "m": 1.0 }, { "p": 0.0853380635380745, "m": 1.0 }, { "p": 0.056912947446107864, "m": 0.3176702857017517 }, { "p": 0.07469847798347473, "m": 1.0 }, { "p": 0.07734963297843933, "m": 1.0 }, { "p": 0.06844020634889603, "m": 1.0 }, { "p": 0.05215607210993767, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.5651912689208984, "val_loss": 1.3769690990447998, "acc": 50.26, "time": 176.97997749387287, "param": [ { "p": 0.07140041142702103, "m": 1.0 }, { "p": 0.0792633444070816, "m": 1.0 }, { "p": 0.07810857892036438, "m": 1.0 }, { "p": 0.07895655184984207, "m": 0.7386754155158997 }, { "p": 0.06367272883653641, "m": 0.05946967750787735 }, { "p": 0.07094740867614746, "m": 0.49585768580436707 }, { "p": 0.08247187733650208, "m": 0.7200276851654053 }, { "p": 0.07042746245861053, "m": 0.9998076558113098 }, { "p": 0.049449022859334946, "m": 0.998166561126709 }, { "p": 0.0713917464017868, "m": 0.3176284730434418 }, { "p": 0.0681312307715416, "m": 1.0 }, { "p": 0.0972200334072113, "m": 1.0 }, { "p": 0.06981302797794342, "m": 1.0 }, { "p": 0.04874664917588234, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.5234496593475342, "val_loss": 1.322353482246399, "acc": 51.5, "time": 178.40260212798603, "param": [ { "p": 0.07247032970190048, "m": 1.0 }, { "p": 0.05377983674407005, "m": 1.0 }, { "p": 0.05112078785896301, "m": 1.0 }, { "p": 0.04263238608837128, "m": 0.6400489807128906 }, { "p": 0.060106292366981506, "m": 0.003295609261840582 }, { "p": 0.06746605038642883, "m": 0.48158398270606995 }, { "p": 0.0790584459900856, "m": 0.6397449970245361 }, { "p": 0.07194603234529495, "m": 0.9665493965148926 }, { "p": 0.0708581954240799, "m": 0.9994820356369019 }, { "p": 0.07924724370241165, "m": 0.38192853331565857 }, { "p": 0.06277584284543991, "m": 0.9984403252601624 }, { "p": 0.10983402281999588, "m": 1.0 }, { "p": 0.11222817003726959, "m": 1.0 }, { "p": 0.06647639721632004, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.4846487045288086, "val_loss": 1.3005566596984863, "acc": 51.73, "time": 177.1779420808889, "param": [ { "p": 0.06818155199289322, "m": 1.0 }, { "p": 0.05047275871038437, "m": 1.0 }, { "p": 0.06943614780902863, "m": 1.0 }, { "p": 0.09048616886138916, "m": 0.8168483376502991 }, { "p": 0.06933293491601944, "m": 0.0 }, { "p": 0.07001741975545883, "m": 0.5250569581985474 }, { "p": 0.07098209112882614, "m": 0.7749820351600647 }, { "p": 0.06463523209095001, "m": 1.0 }, { "p": 0.07454180717468262, "m": 1.0 }, { "p": 0.07744516432285309, "m": 0.4520358145236969 }, { "p": 0.08689489960670471, "m": 1.0 }, { "p": 0.07127756625413895, "m": 1.0 }, { "p": 0.08525915443897247, "m": 1.0 }, { "p": 0.051037125289440155, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.8743139505386353, "val_loss": 1.364939570426941, "acc": 54.67, "time": 178.61504373396747, "param": [ { "p": 0.06965265423059464, "m": 1.0 }, { "p": 0.046532176434993744, "m": 1.0 }, { "p": 0.07949899137020111, "m": 1.0 }, { "p": 0.06599400192499161, "m": 0.8107826113700867 }, { "p": 0.08399470895528793, "m": 0.08567243814468384 }, { "p": 0.07855764776468277, "m": 0.6720023155212402 }, { "p": 0.06725291907787323, "m": 0.762455403804779 }, { "p": 0.08309698849916458, "m": 0.973783016204834 }, { "p": 0.06350430846214294, "m": 1.0 }, { "p": 0.06674730032682419, "m": 0.4950587749481201 }, { "p": 0.07395331561565399, "m": 1.0 }, { "p": 0.09402585029602051, "m": 1.0 }, { "p": 0.06362077593803406, "m": 1.0 }, { "p": 0.0635683462023735, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.5425491333007812, "val_loss": 1.2938206195831299, "acc": 54.91, "time": 174.31707670888864, "param": [ { "p": 0.08157790452241898, "m": 1.0 }, { "p": 0.03510957583785057, "m": 1.0 }, { "p": 0.06312526017427444, "m": 1.0 }, { "p": 0.09617754817008972, "m": 0.8301146030426025 }, { "p": 0.08345624804496765, "m": 0.1049991175532341 }, { "p": 0.04222422093153, "m": 0.682719886302948 }, { "p": 0.07735966145992279, "m": 0.7740689516067505 }, { "p": 0.077756866812706, "m": 0.9986661672592163 }, { "p": 0.05914583057165146, "m": 1.0 }, { "p": 0.0625830590724945, "m": 0.6115172505378723 }, { "p": 0.06844832748174667, "m": 1.0 }, { "p": 0.10134173184633255, "m": 1.0 }, { "p": 0.08352530002593994, "m": 1.0 }, { "p": 0.06816855818033218, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.6117358207702637, "val_loss": 1.1821324825286865, "acc": 55.84, "time": 169.7481379150413, "param": [ { "p": 0.07276751101016998, "m": 1.0 }, { "p": 0.045940231531858444, "m": 1.0 }, { "p": 0.0799257904291153, "m": 1.0 }, { "p": 0.027262968942523003, "m": 0.7249136567115784 }, { "p": 0.08546862006187439, "m": 0.06912639737129211 }, { "p": 0.07282567024230957, "m": 0.6923733353614807 }, { "p": 0.08198092132806778, "m": 0.7296059727668762 }, { "p": 0.07618238031864166, "m": 1.0 }, { "p": 0.08113615959882736, "m": 1.0 }, { "p": 0.06282946467399597, "m": 0.6892795562744141 }, { "p": 0.06419282406568527, "m": 0.9876423478126526 }, { "p": 0.09283993393182755, "m": 1.0 }, { "p": 0.07870208472013474, "m": 1.0 }, { "p": 0.07794549316167831, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.3870762586593628, "val_loss": 1.2325810194015503, "acc": 55.93, "time": 177.588415754959, "param": [ { "p": 0.06563930958509445, "m": 1.0 }, { "p": 0.049126677215099335, "m": 1.0 }, { "p": 0.0924060270190239, "m": 1.0 }, { "p": 0.07056993991136551, "m": 0.7911153435707092 }, { "p": 0.09188064187765121, "m": 0.043675560504198074 }, { "p": 0.05056287720799446, "m": 0.7023085355758667 }, { "p": 0.06897683441638947, "m": 0.7324411869049072 }, { "p": 0.06885134428739548, "m": 0.9792802333831787 }, { "p": 0.07180415838956833, "m": 0.980477511882782 }, { "p": 0.0739654004573822, "m": 0.7560610175132751 }, { "p": 0.06889111548662186, "m": 0.9913137555122375 }, { "p": 0.09170671552419662, "m": 1.0 }, { "p": 0.09329620003700256, "m": 1.0 }, { "p": 0.04232284054160118, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.4183766841888428, "val_loss": 1.2517166137695312, "acc": 57.99, "time": 177.9469319358468, "param": [ { "p": 0.07751324027776718, "m": 1.0 }, { "p": 0.051553692668676376, "m": 1.0 }, { "p": 0.0907137393951416, "m": 1.0 }, { "p": 0.07197290658950806, "m": 0.8322652578353882 }, { "p": 0.06187339499592781, "m": 0.21792323887348175 }, { "p": 0.054935991764068604, "m": 0.7623056769371033 }, { "p": 0.07803329825401306, "m": 0.8190215229988098 }, { "p": 0.06168404594063759, "m": 0.9524171352386475 }, { "p": 0.06518789380788803, "m": 1.0 }, { "p": 0.08289485424757004, "m": 0.8005169630050659 }, { "p": 0.06108909845352173, "m": 1.0 }, { "p": 0.10101673007011414, "m": 1.0 }, { "p": 0.08294307440519333, "m": 1.0 }, { "p": 0.05858810245990753, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.470686435699463, "val_loss": 1.2504690885543823, "acc": 56.3, "time": 171.41798670683056, "param": [ { "p": 0.05616193264722824, "m": 1.0 }, { "p": 0.05947006493806839, "m": 1.0 }, { "p": 0.059542421251535416, "m": 1.0 }, { "p": 0.07971077412366867, "m": 0.766214907169342 }, { "p": 0.054299496114254, "m": 0.1979857087135315 }, { "p": 0.08618056029081345, "m": 0.8194020390510559 }, { "p": 0.08748140186071396, "m": 0.8809747099876404 }, { "p": 0.07116629928350449, "m": 0.9869629740715027 }, { "p": 0.06544629484415054, "m": 1.0 }, { "p": 0.0771140530705452, "m": 0.8254715800285339 }, { "p": 0.08603399991989136, "m": 1.0 }, { "p": 0.0820239931344986, "m": 1.0 }, { "p": 0.08122413605451584, "m": 1.0 }, { "p": 0.054144687950611115, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.484336256980896, "val_loss": 1.1856048107147217, "acc": 58.96, "time": 166.5716610259842, "param": [ { "p": 0.09028725326061249, "m": 1.0 }, { "p": 0.02885609120130539, "m": 1.0 }, { "p": 0.05474269390106201, "m": 1.0 }, { "p": 0.06854820996522903, "m": 0.8136349320411682 }, { "p": 0.07155562937259674, "m": 0.1785503327846527 }, { "p": 0.05952491611242294, "m": 0.8013575673103333 }, { "p": 0.0903715118765831, "m": 0.8782713413238525 }, { "p": 0.09096130728721619, "m": 1.0 }, { "p": 0.09801887720823288, "m": 0.9993671178817749 }, { "p": 0.05117180943489075, "m": 0.8259511590003967 }, { "p": 0.07437248528003693, "m": 0.9955207109451294 }, { "p": 0.10174788534641266, "m": 1.0 }, { "p": 0.06051657348871231, "m": 1.0 }, { "p": 0.05932489037513733, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.2738898992538452, "val_loss": 1.2884362936019897, "acc": 58.86, "time": 161.99187312810682, "param": [ { "p": 0.06251948326826096, "m": 1.0 }, { "p": 0.04189399257302284, "m": 1.0 }, { "p": 0.0677499994635582, "m": 1.0 }, { "p": 0.06196019425988197, "m": 0.7576994895935059 }, { "p": 0.07631532102823257, "m": 0.12754279375076294 }, { "p": 0.07045764476060867, "m": 0.7932481169700623 }, { "p": 0.07387124001979828, "m": 0.8343257308006287 }, { "p": 0.07056199759244919, "m": 0.9879909753799438 }, { "p": 0.08262805640697479, "m": 1.0 }, { "p": 0.06931275874376297, "m": 0.8695443272590637 }, { "p": 0.06423427164554596, "m": 1.0 }, { "p": 0.08506977558135986, "m": 1.0 }, { "p": 0.10187876969575882, "m": 1.0 }, { "p": 0.07154654711484909, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.1480884552001953, "val_loss": 1.2519595623016357, "acc": 57.66, "time": 178.22298675589263, "param": [ { "p": 0.06414736807346344, "m": 1.0 }, { "p": 0.06448221951723099, "m": 1.0 }, { "p": 0.08625900745391846, "m": 1.0 }, { "p": 0.05447335168719292, "m": 0.7327545285224915 }, { "p": 0.08253838866949081, "m": 0.16439159214496613 }, { "p": 0.06255779415369034, "m": 0.7443838119506836 }, { "p": 0.06441491842269897, "m": 0.7592741250991821 }, { "p": 0.08135657012462616, "m": 1.0 }, { "p": 0.06729158759117126, "m": 1.0 }, { "p": 0.08390942960977554, "m": 0.883344829082489 }, { "p": 0.06225698068737984, "m": 1.0 }, { "p": 0.0854434221982956, "m": 1.0 }, { "p": 0.0800541415810585, "m": 1.0 }, { "p": 0.06081482768058777, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.1885707378387451, "val_loss": 1.122698426246643, "acc": 58.41, "time": 178.34346943092532, "param": [ { "p": 0.06658021360635757, "m": 1.0 }, { "p": 0.04847363010048866, "m": 1.0 }, { "p": 0.08244948089122772, "m": 1.0 }, { "p": 0.058552853763103485, "m": 0.8007462620735168 }, { "p": 0.06273296475410461, "m": 0.12429296225309372 }, { "p": 0.06844118982553482, "m": 0.7448563575744629 }, { "p": 0.07580714672803879, "m": 0.7528925538063049 }, { "p": 0.09556473046541214, "m": 0.9421940445899963 }, { "p": 0.07467209547758102, "m": 0.9950080513954163 }, { "p": 0.08286353945732117, "m": 0.9758666157722473 }, { "p": 0.06919562816619873, "m": 0.999840497970581 }, { "p": 0.07655412703752518, "m": 1.0 }, { "p": 0.08562903851270676, "m": 1.0 }, { "p": 0.052483245730400085, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.3761743307113647, "val_loss": 1.1811772584915161, "acc": 61.01, "time": 169.90442211506888, "param": [ { "p": 0.08093968033790588, "m": 1.0 }, { "p": 0.05955633521080017, "m": 1.0 }, { "p": 0.06561833620071411, "m": 1.0 }, { "p": 0.057786811143159866, "m": 0.8023882508277893 }, { "p": 0.07323593646287918, "m": 0.18327760696411133 }, { "p": 0.07890362292528152, "m": 0.6342591047286987 }, { "p": 0.0598137304186821, "m": 0.8217198252677917 }, { "p": 0.07624442130327225, "m": 0.9982330203056335 }, { "p": 0.07807231694459915, "m": 0.9979401230812073 }, { "p": 0.0631072148680687, "m": 0.9999019503593445 }, { "p": 0.050421904772520065, "m": 1.0 }, { "p": 0.08778505027294159, "m": 1.0 }, { "p": 0.10040044039487839, "m": 1.0 }, { "p": 0.06811413168907166, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.2865060567855835, "val_loss": 1.187674880027771, "acc": 60.85, "time": 178.6286254399456, "param": [ { "p": 0.0941958799958229, "m": 1.0 }, { "p": 0.04682662710547447, "m": 1.0 }, { "p": 0.08074185997247696, "m": 1.0 }, { "p": 0.06405379623174667, "m": 0.7294923663139343 }, { "p": 0.05197054520249367, "m": 0.2175993174314499 }, { "p": 0.09927969425916672, "m": 0.681246817111969 }, { "p": 0.045579683035612106, "m": 0.728320837020874 }, { "p": 0.06770347058773041, "m": 0.9540407061576843 }, { "p": 0.06983447074890137, "m": 0.9977461695671082 }, { "p": 0.06449007987976074, "m": 0.9965245723724365 }, { "p": 0.07381977140903473, "m": 1.0 }, { "p": 0.0773029699921608, "m": 1.0 }, { "p": 0.08807908743619919, "m": 1.0 }, { "p": 0.07612208276987076, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.2152621746063232, "val_loss": 1.105183720588684, "acc": 60.17, "time": 179.01731880009174, "param": [ { "p": 0.07155965268611908, "m": 1.0 }, { "p": 0.052804578095674515, "m": 1.0 }, { "p": 0.08727017045021057, "m": 1.0 }, { "p": 0.0705808624625206, "m": 0.626715898513794 }, { "p": 0.08369176834821701, "m": 0.16501671075820923 }, { "p": 0.06268790364265442, "m": 0.7447976469993591 }, { "p": 0.07441583275794983, "m": 0.7765172719955444 }, { "p": 0.05308575928211212, "m": 0.8551868200302124 }, { "p": 0.06332892924547195, "m": 1.0 }, { "p": 0.06548380851745605, "m": 0.982686460018158 }, { "p": 0.07249686121940613, "m": 0.967070460319519 }, { "p": 0.08641217648983002, "m": 1.0 }, { "p": 0.09112013876438141, "m": 1.0 }, { "p": 0.06506159901618958, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.2643852233886719, "val_loss": 1.0228431224822998, "acc": 62.87, "time": 177.0873478089925, "param": [ { "p": 0.08639464527368546, "m": 1.0 }, { "p": 0.06940709799528122, "m": 1.0 }, { "p": 0.08919302374124527, "m": 1.0 }, { "p": 0.06404697895050049, "m": 0.7021052837371826 }, { "p": 0.07275675982236862, "m": 0.17804142832756042 }, { "p": 0.05617642402648926, "m": 0.7826352715492249 }, { "p": 0.07282640784978867, "m": 0.811742901802063 }, { "p": 0.07680819928646088, "m": 0.8420132398605347 }, { "p": 0.07276484370231628, "m": 1.0 }, { "p": 0.06581177562475204, "m": 0.9912227988243103 }, { "p": 0.0882582813501358, "m": 1.0 }, { "p": 0.06556924432516098, "m": 1.0 }, { "p": 0.05990989878773689, "m": 1.0 }, { "p": 0.060076501220464706, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.3376177549362183, "val_loss": 1.1972657442092896, "acc": 62.1, "time": 170.3869841150008, "param": [ { "p": 0.06441504508256912, "m": 1.0 }, { "p": 0.04453051835298538, "m": 1.0 }, { "p": 0.10135354846715927, "m": 1.0 }, { "p": 0.04120596498250961, "m": 0.6816123723983765 }, { "p": 0.070320263504982, "m": 0.1669764667749405 }, { "p": 0.07991261035203934, "m": 0.7847272753715515 }, { "p": 0.07922754436731339, "m": 0.6939429044723511 }, { "p": 0.05125534161925316, "m": 1.0 }, { "p": 0.07864754647016525, "m": 1.0 }, { "p": 0.04845542460680008, "m": 1.0 }, { "p": 0.06415236741304398, "m": 1.0 }, { "p": 0.09683076292276382, "m": 1.0 }, { "p": 0.09871367365121841, "m": 1.0 }, { "p": 0.0809793770313263, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.3338401317596436, "val_loss": 1.1205542087554932, "acc": 62.67, "time": 179.27310148603283, "param": [ { "p": 0.0750233605504036, "m": 1.0 }, { "p": 0.04215015470981598, "m": 1.0 }, { "p": 0.07035088539123535, "m": 1.0 }, { "p": 0.06944198161363602, "m": 0.7608093619346619 }, { "p": 0.06956509500741959, "m": 0.18888288736343384 }, { "p": 0.07804102450609207, "m": 0.7916831374168396 }, { "p": 0.08668641000986099, "m": 0.7569038271903992 }, { "p": 0.0687209889292717, "m": 0.9921126365661621 }, { "p": 0.06499544531106949, "m": 1.0 }, { "p": 0.07024077326059341, "m": 0.9996370077133179 }, { "p": 0.06856370717287064, "m": 1.0 }, { "p": 0.08671876043081284, "m": 1.0 }, { "p": 0.08672419935464859, "m": 1.0 }, { "p": 0.06277717649936676, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.3123518228530884, "val_loss": 1.1439876556396484, "acc": 62.19, "time": 170.96827703388408, "param": [ { "p": 0.06899848580360413, "m": 1.0 }, { "p": 0.057007111608982086, "m": 1.0 }, { "p": 0.08143183588981628, "m": 1.0 }, { "p": 0.060777485370635986, "m": 0.6709506511688232 }, { "p": 0.06441391259431839, "m": 0.2839758098125458 }, { "p": 0.085063636302948, "m": 0.6826034784317017 }, { "p": 0.08738715946674347, "m": 0.885772168636322 }, { "p": 0.06405755877494812, "m": 0.9430053234100342 }, { "p": 0.07895146310329437, "m": 0.9973698258399963 }, { "p": 0.07669056951999664, "m": 0.9632559418678284 }, { "p": 0.04836557060480118, "m": 0.9988409280776978 }, { "p": 0.08661265671253204, "m": 1.0 }, { "p": 0.09024807810783386, "m": 1.0 }, { "p": 0.04999454319477081, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.201794981956482, "val_loss": 1.0192395448684692, "acc": 63.94, "time": 180.80586853902787, "param": [ { "p": 0.06918256729841232, "m": 1.0 }, { "p": 0.06181645393371582, "m": 1.0 }, { "p": 0.0818866640329361, "m": 1.0 }, { "p": 0.06929110735654831, "m": 0.7029987573623657 }, { "p": 0.07545831054449081, "m": 0.25195369124412537 }, { "p": 0.08175013214349747, "m": 0.7794641256332397 }, { "p": 0.06594059616327286, "m": 0.8717578053474426 }, { "p": 0.053752120584249496, "m": 0.9359552264213562 }, { "p": 0.07121384143829346, "m": 1.0 }, { "p": 0.08818706125020981, "m": 0.9633769392967224 }, { "p": 0.06868096441030502, "m": 0.9995529651641846 }, { "p": 0.08354231715202332, "m": 1.0 }, { "p": 0.0780055969953537, "m": 1.0 }, { "p": 0.051292356103658676, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.1921244859695435, "val_loss": 1.114065408706665, "acc": 63.68, "time": 176.73432475095615, "param": [ { "p": 0.07612047344446182, "m": 1.0 }, { "p": 0.06422372162342072, "m": 1.0 }, { "p": 0.06405548751354218, "m": 1.0 }, { "p": 0.056841105222702026, "m": 0.6788248419761658 }, { "p": 0.07910691201686859, "m": 0.194597989320755 }, { "p": 0.06614439189434052, "m": 0.6571652889251709 }, { "p": 0.09129065275192261, "m": 0.8348026871681213 }, { "p": 0.06872334331274033, "m": 0.9443723559379578 }, { "p": 0.07213837653398514, "m": 0.9704510569572449 }, { "p": 0.07846441864967346, "m": 0.97545325756073 }, { "p": 0.06386624276638031, "m": 0.9999809265136719 }, { "p": 0.09066931903362274, "m": 1.0 }, { "p": 0.07967142015695572, "m": 1.0 }, { "p": 0.04868422448635101, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.047562837600708, "val_loss": 1.030982255935669, "acc": 63.69, "time": 171.0600059328135, "param": [ { "p": 0.07397232949733734, "m": 1.0 }, { "p": 0.05215049162507057, "m": 1.0 }, { "p": 0.08079217374324799, "m": 1.0 }, { "p": 0.07942898571491241, "m": 0.6698306202888489 }, { "p": 0.04339422285556793, "m": 0.1833827942609787 }, { "p": 0.07456216216087341, "m": 0.8591751456260681 }, { "p": 0.08795274049043655, "m": 0.8772199153900146 }, { "p": 0.08651503175497055, "m": 0.9220870733261108 }, { "p": 0.07044011354446411, "m": 0.9166059494018555 }, { "p": 0.07206403464078903, "m": 0.9990325570106506 }, { "p": 0.0628829300403595, "m": 0.9941652417182922 }, { "p": 0.08059382438659668, "m": 1.0 }, { "p": 0.0855003297328949, "m": 1.0 }, { "p": 0.04975062981247902, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.2864083051681519, "val_loss": 0.9943380355834961, "acc": 64.14, "time": 166.50896878517233, "param": [ { "p": 0.08947279304265976, "m": 1.0 }, { "p": 0.023057837039232254, "m": 1.0 }, { "p": 0.07577872276306152, "m": 1.0 }, { "p": 0.07382567226886749, "m": 0.6961624622344971 }, { "p": 0.06733150035142899, "m": 0.1267118602991104 }, { "p": 0.06846065819263458, "m": 0.6498839259147644 }, { "p": 0.08188490569591522, "m": 0.7201506495475769 }, { "p": 0.057707060128450394, "m": 0.9682592153549194 }, { "p": 0.07670068740844727, "m": 1.0 }, { "p": 0.07375042140483856, "m": 0.9975621104240417 }, { "p": 0.06762247532606125, "m": 1.0 }, { "p": 0.08475283533334732, "m": 1.0 }, { "p": 0.09139744937419891, "m": 1.0 }, { "p": 0.06825701147317886, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.0947197675704956, "val_loss": 0.9753803014755249, "acc": 65.1, "time": 180.5689752730541, "param": [ { "p": 0.08520103245973587, "m": 1.0 }, { "p": 0.052133046090602875, "m": 1.0 }, { "p": 0.061762403696775436, "m": 1.0 }, { "p": 0.0649602934718132, "m": 0.6040363907814026 }, { "p": 0.0772855207324028, "m": 0.11495254933834076 }, { "p": 0.06843508034944534, "m": 0.715486466884613 }, { "p": 0.08663680404424667, "m": 0.7214195728302002 }, { "p": 0.06020481511950493, "m": 0.9265064001083374 }, { "p": 0.07511147111654282, "m": 1.0 }, { "p": 0.07002799957990646, "m": 1.0 }, { "p": 0.046630263328552246, "m": 1.0 }, { "p": 0.08192042261362076, "m": 1.0 }, { "p": 0.08386260271072388, "m": 1.0 }, { "p": 0.08582817018032074, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.0520687103271484, "val_loss": 1.0081775188446045, "acc": 65.65, "time": 176.14259888301603, "param": [ { "p": 0.09935271739959717, "m": 1.0 }, { "p": 0.03933122754096985, "m": 1.0 }, { "p": 0.08909324556589127, "m": 1.0 }, { "p": 0.0813397765159607, "m": 0.6676974892616272 }, { "p": 0.05999639630317688, "m": 0.2076890915632248 }, { "p": 0.04312516748905182, "m": 0.6067327260971069 }, { "p": 0.05608588084578514, "m": 0.688374936580658 }, { "p": 0.06922122091054916, "m": 0.9269790649414062 }, { "p": 0.0775018259882927, "m": 1.0 }, { "p": 0.07708733528852463, "m": 0.9753325581550598 }, { "p": 0.08626839518547058, "m": 1.0 }, { "p": 0.09119009971618652, "m": 1.0 }, { "p": 0.07536868751049042, "m": 1.0 }, { "p": 0.055038101971149445, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.08384108543396, "val_loss": 1.0250924825668335, "acc": 62.91, "time": 176.07388331112452, "param": [ { "p": 0.08288620412349701, "m": 1.0 }, { "p": 0.043724507093429565, "m": 1.0 }, { "p": 0.06707876920700073, "m": 1.0 }, { "p": 0.05609603598713875, "m": 0.5396800637245178 }, { "p": 0.06184057891368866, "m": 0.28172218799591064 }, { "p": 0.08465500921010971, "m": 0.6761715412139893 }, { "p": 0.05674613267183304, "m": 0.7844900488853455 }, { "p": 0.06244366616010666, "m": 0.9775978326797485 }, { "p": 0.08527723699808121, "m": 1.0 }, { "p": 0.08506561070680618, "m": 0.9978927373886108 }, { "p": 0.08257785439491272, "m": 1.0 }, { "p": 0.09280107170343399, "m": 1.0 }, { "p": 0.07396816462278366, "m": 1.0 }, { "p": 0.06483916193246841, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.0557953119277954, "val_loss": 0.9758819937705994, "acc": 65.76, "time": 177.97649937588722, "param": [ { "p": 0.08494415879249573, "m": 1.0 }, { "p": 0.04845674708485603, "m": 1.0 }, { "p": 0.08039827644824982, "m": 1.0 }, { "p": 0.058030866086483, "m": 0.5038731694221497 }, { "p": 0.07466913759708405, "m": 0.3141588866710663 }, { "p": 0.0813712477684021, "m": 0.7330653071403503 }, { "p": 0.046076953411102295, "m": 0.7389833331108093 }, { "p": 0.060752034187316895, "m": 0.920469343662262 }, { "p": 0.07369016110897064, "m": 0.9138689637184143 }, { "p": 0.0974348708987236, "m": 1.0 }, { "p": 0.0668984204530716, "m": 0.9382661581039429 }, { "p": 0.08521991968154907, "m": 1.0 }, { "p": 0.07593723386526108, "m": 1.0 }, { "p": 0.06612008064985275, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.2141298055648804, "val_loss": 0.876088559627533, "acc": 64.92, "time": 177.37268311483786, "param": [ { "p": 0.07721201330423355, "m": 1.0 }, { "p": 0.06175938621163368, "m": 1.0 }, { "p": 0.08667926490306854, "m": 1.0 }, { "p": 0.07155288755893707, "m": 0.5750454068183899 }, { "p": 0.06459622830152512, "m": 0.37425434589385986 }, { "p": 0.03817208483815193, "m": 0.7439095973968506 }, { "p": 0.07801192253828049, "m": 0.8137505650520325 }, { "p": 0.08703304827213287, "m": 0.8779101967811584 }, { "p": 0.07524003088474274, "m": 1.0 }, { "p": 0.06052994728088379, "m": 0.9747129678726196 }, { "p": 0.06778112053871155, "m": 0.9641872644424438 }, { "p": 0.08346116542816162, "m": 1.0 }, { "p": 0.08018791675567627, "m": 1.0 }, { "p": 0.06778299063444138, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.1017191410064697, "val_loss": 0.9164677262306213, "acc": 67.41, "time": 177.10159324784763, "param": [ { "p": 0.07559829950332642, "m": 1.0 }, { "p": 0.05544224753975868, "m": 1.0 }, { "p": 0.07451039552688599, "m": 1.0 }, { "p": 0.0779029130935669, "m": 0.679266095161438 }, { "p": 0.05273348465561867, "m": 0.37540724873542786 }, { "p": 0.08641056716442108, "m": 0.7882011532783508 }, { "p": 0.06415559351444244, "m": 0.8151868581771851 }, { "p": 0.06791701912879944, "m": 0.9934952259063721 }, { "p": 0.061134710907936096, "m": 1.0 }, { "p": 0.08300470560789108, "m": 0.9280150532722473 }, { "p": 0.08993691205978394, "m": 0.992657482624054 }, { "p": 0.06741443276405334, "m": 1.0 }, { "p": 0.0776655450463295, "m": 1.0 }, { "p": 0.0661732405424118, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.34092378616333, "val_loss": 0.9541616439819336, "acc": 67.09, "time": 173.31787168909796, "param": [ { "p": 0.05802624672651291, "m": 1.0 }, { "p": 0.04808683320879936, "m": 1.0 }, { "p": 0.09085559099912643, "m": 1.0 }, { "p": 0.07103223353624344, "m": 0.6592084169387817 }, { "p": 0.07120172679424286, "m": 0.34053874015808105 }, { "p": 0.05229225754737854, "m": 0.9385890364646912 }, { "p": 0.09241933375597, "m": 0.8807705044746399 }, { "p": 0.05694785341620445, "m": 0.9998075366020203 }, { "p": 0.08712972700595856, "m": 1.0 }, { "p": 0.07032637298107147, "m": 0.9976559281349182 }, { "p": 0.05263347178697586, "m": 0.9711790680885315 }, { "p": 0.08849208056926727, "m": 1.0 }, { "p": 0.08443240821361542, "m": 1.0 }, { "p": 0.07612375915050507, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.0333503484725952, "val_loss": 0.969752848148346, "acc": 67.15, "time": 174.87550403992645, "param": [ { "p": 0.09077519178390503, "m": 1.0 }, { "p": 0.04127529263496399, "m": 1.0 }, { "p": 0.08591141551733017, "m": 1.0 }, { "p": 0.012986982241272926, "m": 0.6077901721000671 }, { "p": 0.07137458771467209, "m": 0.3291949927806854 }, { "p": 0.0376889742910862, "m": 0.9539832472801208 }, { "p": 0.07799534499645233, "m": 0.8847618699073792 }, { "p": 0.07424061745405197, "m": 0.9974972605705261 }, { "p": 0.10973317921161652, "m": 1.0 }, { "p": 0.07397300750017166, "m": 1.0 }, { "p": 0.06550242751836777, "m": 0.93427574634552 }, { "p": 0.09006986021995544, "m": 1.0 }, { "p": 0.10205644369125366, "m": 1.0 }, { "p": 0.06641664355993271, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.227266550064087, "val_loss": 0.8968614339828491, "acc": 66.2, "time": 178.6384380760137, "param": [ { "p": 0.07131049036979675, "m": 1.0 }, { "p": 0.04222773388028145, "m": 1.0 }, { "p": 0.07257439941167831, "m": 1.0 }, { "p": 0.07332048565149307, "m": 0.6285332441329956 }, { "p": 0.06246833875775337, "m": 0.197313129901886 }, { "p": 0.0634252279996872, "m": 0.9354374408721924 }, { "p": 0.05583684891462326, "m": 0.8970726728439331 }, { "p": 0.07343264669179916, "m": 0.9465298652648926 }, { "p": 0.08382685482501984, "m": 1.0 }, { "p": 0.09470558166503906, "m": 1.0 }, { "p": 0.08119446784257889, "m": 1.0 }, { "p": 0.0874871090054512, "m": 1.0 }, { "p": 0.06769263744354248, "m": 1.0 }, { "p": 0.07049716264009476, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.9670332074165344, "val_loss": 0.9055975675582886, "acc": 65.67, "time": 162.3351282789372, "param": [ { "p": 0.10006126761436462, "m": 1.0 }, { "p": 0.04589531198143959, "m": 1.0 }, { "p": 0.07812304049730301, "m": 1.0 }, { "p": 0.0428343340754509, "m": 0.6442731618881226 }, { "p": 0.06246107444167137, "m": 0.3392561376094818 }, { "p": 0.05511288344860077, "m": 0.8447561264038086 }, { "p": 0.07473315298557281, "m": 0.8170835971832275 }, { "p": 0.08370725810527802, "m": 0.9915676712989807 }, { "p": 0.07914113998413086, "m": 0.9994868040084839 }, { "p": 0.06701076775789261, "m": 0.9778302311897278 }, { "p": 0.08074788749217987, "m": 0.9665470123291016 }, { "p": 0.08349084854125977, "m": 1.0 }, { "p": 0.09402643889188766, "m": 1.0 }, { "p": 0.05265454947948456, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.1256579160690308, "val_loss": 1.0352959632873535, "acc": 66.47, "time": 162.74783184705302, "param": [ { "p": 0.10035807639360428, "m": 1.0 }, { "p": 0.045120641589164734, "m": 1.0 }, { "p": 0.08705612272024155, "m": 1.0 }, { "p": 0.03891327604651451, "m": 0.6415984034538269 }, { "p": 0.06361209601163864, "m": 0.3537631630897522 }, { "p": 0.05384180322289467, "m": 0.9735192060470581 }, { "p": 0.06905573606491089, "m": 0.8853884935379028 }, { "p": 0.07494916766881943, "m": 1.0 }, { "p": 0.06515494734048843, "m": 0.9855130314826965 }, { "p": 0.0789533406496048, "m": 0.9335698485374451 }, { "p": 0.06716043502092361, "m": 0.96584552526474 }, { "p": 0.09754572808742523, "m": 1.0 }, { "p": 0.09588503837585449, "m": 1.0 }, { "p": 0.06239362806081772, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.3435641527175903, "val_loss": 0.8694018721580505, "acc": 68.43, "time": 168.22285668412223, "param": [ { "p": 0.09177475422620773, "m": 1.0 }, { "p": 0.034467849880456924, "m": 1.0 }, { "p": 0.08326401561498642, "m": 1.0 }, { "p": 0.06535738706588745, "m": 0.6109781861305237 }, { "p": 0.04768453910946846, "m": 0.36695754528045654 }, { "p": 0.06302579492330551, "m": 0.9964830279350281 }, { "p": 0.06382467597723007, "m": 0.9066540598869324 }, { "p": 0.09080605953931808, "m": 1.0 }, { "p": 0.07969270646572113, "m": 1.0 }, { "p": 0.07335126399993896, "m": 0.9885362982749939 }, { "p": 0.09464580565690994, "m": 0.9990749955177307 }, { "p": 0.06396849453449249, "m": 1.0 }, { "p": 0.07404124736785889, "m": 1.0 }, { "p": 0.07409538328647614, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.3261032104492188, "val_loss": 1.0414859056472778, "acc": 68.22, "time": 176.6659036159981, "param": [ { "p": 0.08783307671546936, "m": 1.0 }, { "p": 0.08232051879167557, "m": 1.0 }, { "p": 0.06097849830985069, "m": 1.0 }, { "p": 0.06765267997980118, "m": 0.5735076665878296 }, { "p": 0.06624060869216919, "m": 0.3633417785167694 }, { "p": 0.0793563649058342, "m": 0.9819563031196594 }, { "p": 0.05818828195333481, "m": 0.8447454571723938 }, { "p": 0.058209046721458435, "m": 0.9523835778236389 }, { "p": 0.05826091766357422, "m": 0.9913899302482605 }, { "p": 0.08401237428188324, "m": 0.9839550852775574 }, { "p": 0.07632911205291748, "m": 0.8608536720275879 }, { "p": 0.08576780557632446, "m": 1.0 }, { "p": 0.08290182799100876, "m": 1.0 }, { "p": 0.05194894224405289, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 0.8931666612625122, "val_loss": 0.9459581971168518, "acc": 68.93, "time": 172.52212811494246, "param": [ { "p": 0.0832923874258995, "m": 1.0 }, { "p": 0.05123414099216461, "m": 1.0 }, { "p": 0.10732804238796234, "m": 1.0 }, { "p": 0.041159894317388535, "m": 0.4768267273902893 }, { "p": 0.07916833460330963, "m": 0.3682752549648285 }, { "p": 0.029238006100058556, "m": 0.9606437683105469 }, { "p": 0.09887754172086716, "m": 0.8173261284828186 }, { "p": 0.047044020146131516, "m": 0.9075194001197815 }, { "p": 0.07909199595451355, "m": 0.9836159944534302 }, { "p": 0.07607261091470718, "m": 0.9920960664749146 }, { "p": 0.08273820579051971, "m": 1.0 }, { "p": 0.09797489643096924, "m": 1.0 }, { "p": 0.055748097598552704, "m": 1.0 }, { "p": 0.07103191316127777, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.0141996145248413, "val_loss": 0.9600340723991394, "acc": 68.76, "time": 177.14664232591167, "param": [ { "p": 0.0761190801858902, "m": 1.0 }, { "p": 0.04380693659186363, "m": 1.0 }, { "p": 0.06842442601919174, "m": 1.0 }, { "p": 0.0655306801199913, "m": 0.5018616914749146 }, { "p": 0.06777896732091904, "m": 0.4022867679595947 }, { "p": 0.04789482057094574, "m": 0.9424231648445129 }, { "p": 0.06465207040309906, "m": 0.8936812877655029 }, { "p": 0.07211349904537201, "m": 0.8605777025222778 }, { "p": 0.09147096425294876, "m": 0.9994201064109802 }, { "p": 0.06282883137464523, "m": 0.903117835521698 }, { "p": 0.08294370025396347, "m": 1.0 }, { "p": 0.09903208166360855, "m": 1.0 }, { "p": 0.07763253152370453, "m": 1.0 }, { "p": 0.07977144420146942, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.2206768989562988, "val_loss": 0.85273277759552, "acc": 68.96, "time": 174.71457765996456, "param": [ { "p": 0.06258073449134827, "m": 1.0 }, { "p": 0.05510792136192322, "m": 1.0 }, { "p": 0.05057956278324127, "m": 1.0 }, { "p": 0.053103938698768616, "m": 0.5453846454620361 }, { "p": 0.071436308324337, "m": 0.44418588280677795 }, { "p": 0.06768249720335007, "m": 0.8851273059844971 }, { "p": 0.0725330263376236, "m": 0.8274535536766052 }, { "p": 0.08747220784425735, "m": 0.9177793264389038 }, { "p": 0.06854693591594696, "m": 0.9946529865264893 }, { "p": 0.09953630715608597, "m": 0.9437408447265625 }, { "p": 0.09071798622608185, "m": 0.9773515462875366 }, { "p": 0.07866210490465164, "m": 1.0 }, { "p": 0.08661561459302902, "m": 1.0 }, { "p": 0.05542482063174248, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.0093045234680176, "val_loss": 0.8771925568580627, "acc": 69.24, "time": 179.55875501898117, "param": [ { "p": 0.07393594086170197, "m": 1.0 }, { "p": 0.02311897836625576, "m": 1.0 }, { "p": 0.0855783224105835, "m": 1.0 }, { "p": 0.07122636586427689, "m": 0.552223801612854 }, { "p": 0.06518547236919403, "m": 0.39582934975624084 }, { "p": 0.07525923103094101, "m": 0.7154279947280884 }, { "p": 0.046021826565265656, "m": 0.913020133972168 }, { "p": 0.07992629706859589, "m": 0.9111923575401306 }, { "p": 0.06752770394086838, "m": 0.9633722305297852 }, { "p": 0.10049565881490707, "m": 1.0 }, { "p": 0.07380113750696182, "m": 0.9523955583572388 }, { "p": 0.10089927911758423, "m": 1.0 }, { "p": 0.09699773788452148, "m": 1.0 }, { "p": 0.04002608731389046, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.0340112447738647, "val_loss": 0.9452018141746521, "acc": 69.21, "time": 176.14044197206385, "param": [ { "p": 0.07523827999830246, "m": 1.0 }, { "p": 0.04689928889274597, "m": 1.0 }, { "p": 0.10064677894115448, "m": 1.0 }, { "p": 0.08132191002368927, "m": 0.5289134979248047 }, { "p": 0.058350011706352234, "m": 0.6140444874763489 }, { "p": 0.07071273028850555, "m": 0.8879069089889526 }, { "p": 0.06973887234926224, "m": 1.0 }, { "p": 0.06675256043672562, "m": 0.901560366153717 }, { "p": 0.06766583770513535, "m": 0.9674260020256042 }, { "p": 0.08615610003471375, "m": 0.9332744479179382 }, { "p": 0.0774255320429802, "m": 0.9728991985321045 }, { "p": 0.07612311094999313, "m": 1.0 }, { "p": 0.07748754322528839, "m": 1.0 }, { "p": 0.04548148810863495, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.9626609683036804, "val_loss": 0.9025223851203918, "acc": 68.54, "time": 179.46304517192766, "param": [ { "p": 0.08211954683065414, "m": 1.0 }, { "p": 0.04619293287396431, "m": 1.0 }, { "p": 0.07663466036319733, "m": 1.0 }, { "p": 0.08011911809444427, "m": 0.6210532784461975 }, { "p": 0.061304617673158646, "m": 0.5761139988899231 }, { "p": 0.0513395331799984, "m": 0.8332344889640808 }, { "p": 0.06706561148166656, "m": 0.943071722984314 }, { "p": 0.08877383172512054, "m": 0.9238313436508179 }, { "p": 0.09563452750444412, "m": 1.0 }, { "p": 0.07492350041866302, "m": 0.8266772627830505 }, { "p": 0.06125086173415184, "m": 0.9828925728797913 }, { "p": 0.07012360543012619, "m": 1.0 }, { "p": 0.08110059052705765, "m": 1.0 }, { "p": 0.06341708451509476, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.1472619771957397, "val_loss": 0.8805033564567566, "acc": 69.77, "time": 176.010295269778, "param": [ { "p": 0.07008349150419235, "m": 1.0 }, { "p": 0.06292515993118286, "m": 1.0 }, { "p": 0.07843555510044098, "m": 1.0 }, { "p": 0.06317787617444992, "m": 0.5880341529846191 }, { "p": 0.07063122093677521, "m": 0.5418089032173157 }, { "p": 0.09583606570959091, "m": 0.8992224335670471 }, { "p": 0.0620398111641407, "m": 0.9940412044525146 }, { "p": 0.06579209119081497, "m": 1.0 }, { "p": 0.0804978609085083, "m": 0.9997365474700928 }, { "p": 0.07325688749551773, "m": 0.9955546855926514 }, { "p": 0.09439078718423843, "m": 0.9997724294662476 }, { "p": 0.056124843657016754, "m": 1.0 }, { "p": 0.0662006214261055, "m": 1.0 }, { "p": 0.060607656836509705, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.1742020845413208, "val_loss": 0.8743221759796143, "acc": 69.43, "time": 178.50952755496837, "param": [ { "p": 0.09677284210920334, "m": 1.0 }, { "p": 0.03309733048081398, "m": 1.0 }, { "p": 0.07266196608543396, "m": 1.0 }, { "p": 0.046665798872709274, "m": 0.7280133962631226 }, { "p": 0.052576854825019836, "m": 0.5659312009811401 }, { "p": 0.06750653684139252, "m": 0.8798858523368835 }, { "p": 0.059937190264463425, "m": 0.9236149191856384 }, { "p": 0.09546923637390137, "m": 1.0 }, { "p": 0.0934663861989975, "m": 0.9474079608917236 }, { "p": 0.09249495714902878, "m": 1.0 }, { "p": 0.06615925580263138, "m": 0.9898796081542969 }, { "p": 0.08284835517406464, "m": 1.0 }, { "p": 0.08711818605661392, "m": 1.0 }, { "p": 0.05322503298521042, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.0885183811187744, "val_loss": 0.8856167197227478, "acc": 69.88, "time": 178.1298640370369, "param": [ { "p": 0.08280099928379059, "m": 1.0 }, { "p": 0.06337115913629532, "m": 1.0 }, { "p": 0.07564663887023926, "m": 1.0 }, { "p": 0.05836699530482292, "m": 0.7175244092941284 }, { "p": 0.08537741005420685, "m": 0.5416151285171509 }, { "p": 0.060414932668209076, "m": 0.8742159605026245 }, { "p": 0.0748441219329834, "m": 0.9512045979499817 }, { "p": 0.07001761347055435, "m": 1.0 }, { "p": 0.07871557772159576, "m": 1.0 }, { "p": 0.07982416450977325, "m": 0.9282559752464294 }, { "p": 0.07178938388824463, "m": 1.0 }, { "p": 0.07411795854568481, "m": 1.0 }, { "p": 0.06774260848760605, "m": 1.0 }, { "p": 0.05697040632367134, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.9727956652641296, "val_loss": 0.8442632555961609, "acc": 68.14, "time": 175.64874092303216, "param": [ { "p": 0.09404139965772629, "m": 1.0 }, { "p": 0.05173061043024063, "m": 1.0 }, { "p": 0.0847550705075264, "m": 1.0 }, { "p": 0.0401826836168766, "m": 0.6156184077262878 }, { "p": 0.06745980679988861, "m": 0.6163755059242249 }, { "p": 0.04060304909944534, "m": 0.9173555374145508 }, { "p": 0.0772206038236618, "m": 0.9759513139724731 }, { "p": 0.0928753986954689, "m": 1.0 }, { "p": 0.07580068707466125, "m": 0.9945339560508728 }, { "p": 0.085795558989048, "m": 1.0 }, { "p": 0.07230140268802643, "m": 0.9896403551101685 }, { "p": 0.07963169366121292, "m": 1.0 }, { "p": 0.08006646484136581, "m": 1.0 }, { "p": 0.05753562971949577, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.0047844648361206, "val_loss": 0.8230072259902954, "acc": 70.6, "time": 177.74898454686627, "param": [ { "p": 0.07608076930046082, "m": 1.0 }, { "p": 0.032988015562295914, "m": 1.0 }, { "p": 0.07606702297925949, "m": 1.0 }, { "p": 0.05958621948957443, "m": 0.5743599534034729 }, { "p": 0.048091426491737366, "m": 0.7060200572013855 }, { "p": 0.06550204753875732, "m": 0.921372652053833 }, { "p": 0.06892342865467072, "m": 1.0 }, { "p": 0.08464785665273666, "m": 0.9570388793945312 }, { "p": 0.0745372623205185, "m": 0.9473296403884888 }, { "p": 0.08148954808712006, "m": 1.0 }, { "p": 0.10020171105861664, "m": 0.9951658844947815 }, { "p": 0.0668569952249527, "m": 1.0 }, { "p": 0.10208861529827118, "m": 1.0 }, { "p": 0.06293906271457672, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.8534306287765503, "val_loss": 0.8078951239585876, "acc": 69.97, "time": 178.74206641106866, "param": [ { "p": 0.0925469920039177, "m": 1.0 }, { "p": 0.0513528548181057, "m": 1.0 }, { "p": 0.07720636576414108, "m": 1.0 }, { "p": 0.08691727370023727, "m": 0.42239832878112793 }, { "p": 0.02785252407193184, "m": 0.7448542714118958 }, { "p": 0.043140191584825516, "m": 0.9982009530067444 }, { "p": 0.0980597734451294, "m": 0.8474429845809937 }, { "p": 0.06644151359796524, "m": 0.9498879313468933 }, { "p": 0.07749316096305847, "m": 0.9583911299705505 }, { "p": 0.057456012815237045, "m": 0.9369872808456421 }, { "p": 0.1065344512462616, "m": 0.9967165589332581 }, { "p": 0.07161940634250641, "m": 1.0 }, { "p": 0.08473750948905945, "m": 1.0 }, { "p": 0.05864189565181732, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.0940884351730347, "val_loss": 0.8611151576042175, "acc": 69.96, "time": 174.71635702694766, "param": [ { "p": 0.0793394222855568, "m": 1.0 }, { "p": 0.07954155653715134, "m": 1.0 }, { "p": 0.06654432415962219, "m": 1.0 }, { "p": 0.06764176487922668, "m": 0.45504438877105713 }, { "p": 0.04465215280652046, "m": 0.6870931386947632 }, { "p": 0.06793920695781708, "m": 0.9813547730445862 }, { "p": 0.07430899143218994, "m": 0.8941110372543335 }, { "p": 0.07519056648015976, "m": 0.9368557929992676 }, { "p": 0.03899623826146126, "m": 0.9003645777702332 }, { "p": 0.07137297838926315, "m": 0.9984496235847473 }, { "p": 0.07749440521001816, "m": 0.880527138710022 }, { "p": 0.08218590915203094, "m": 1.0 }, { "p": 0.1050310805439949, "m": 1.0 }, { "p": 0.06976132839918137, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.070008635520935, "val_loss": 0.9080225825309753, "acc": 69.98, "time": 177.74958172696643, "param": [ { "p": 0.0992499440908432, "m": 1.0 }, { "p": 0.0709681287407875, "m": 1.0 }, { "p": 0.0812283530831337, "m": 1.0 }, { "p": 0.03525203838944435, "m": 0.4763258695602417 }, { "p": 0.06953661143779755, "m": 0.6907695531845093 }, { "p": 0.0814872458577156, "m": 0.9982154965400696 }, { "p": 0.0620078444480896, "m": 0.9735785126686096 }, { "p": 0.06658019125461578, "m": 0.86104816198349 }, { "p": 0.0596279501914978, "m": 0.9150338172912598 }, { "p": 0.06881607323884964, "m": 0.9742587208747864 }, { "p": 0.072693832218647, "m": 0.9993845820426941 }, { "p": 0.08723603934049606, "m": 1.0 }, { "p": 0.07127521187067032, "m": 1.0 }, { "p": 0.07404052466154099, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.2427021265029907, "val_loss": 0.900598406791687, "acc": 70.23, "time": 177.11731395195238, "param": [ { "p": 0.06612081080675125, "m": 1.0 }, { "p": 0.05567886307835579, "m": 1.0 }, { "p": 0.07350020110607147, "m": 1.0 }, { "p": 0.07272084057331085, "m": 0.6158952713012695 }, { "p": 0.06664024293422699, "m": 0.7083383798599243 }, { "p": 0.05770183727145195, "m": 0.9224821329116821 }, { "p": 0.07345671206712723, "m": 0.9617674350738525 }, { "p": 0.07627376168966293, "m": 0.9017755389213562 }, { "p": 0.0647093877196312, "m": 1.0 }, { "p": 0.058668699115514755, "m": 0.969484806060791 }, { "p": 0.08924687653779984, "m": 0.9904112219810486 }, { "p": 0.0948777124285698, "m": 1.0 }, { "p": 0.09104505926370621, "m": 1.0 }, { "p": 0.05935888737440109, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.8766273260116577, "val_loss": 0.9174586534500122, "acc": 70.41, "time": 179.5832680319436, "param": [ { "p": 0.08017546683549881, "m": 1.0 }, { "p": 0.05366790294647217, "m": 1.0 }, { "p": 0.06669758260250092, "m": 1.0 }, { "p": 0.056616101413965225, "m": 0.5412614345550537 }, { "p": 0.06109517067670822, "m": 0.6981642842292786 }, { "p": 0.08451207727193832, "m": 0.9997779726982117 }, { "p": 0.06939324736595154, "m": 0.9910086393356323 }, { "p": 0.07253051549196243, "m": 0.8529785871505737 }, { "p": 0.07441273331642151, "m": 1.0 }, { "p": 0.07132036983966827, "m": 0.9930901527404785 }, { "p": 0.07585836946964264, "m": 0.9912445545196533 }, { "p": 0.07547048479318619, "m": 1.0 }, { "p": 0.09552086889743805, "m": 1.0 }, { "p": 0.0627291351556778, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.0594615936279297, "val_loss": 0.801390528678894, "acc": 71.02, "time": 183.64954653708264, "param": [ { "p": 0.09071729332208633, "m": 1.0 }, { "p": 0.03717375546693802, "m": 1.0 }, { "p": 0.0913555845618248, "m": 1.0 }, { "p": 0.04905814677476883, "m": 0.6030176281929016 }, { "p": 0.050413113087415695, "m": 0.8607615828514099 }, { "p": 0.09564083069562912, "m": 0.986782968044281 }, { "p": 0.06713712215423584, "m": 0.8825566172599792 }, { "p": 0.06500207632780075, "m": 0.8863011002540588 }, { "p": 0.07011578977108002, "m": 0.9795751571655273 }, { "p": 0.08113640546798706, "m": 0.9399265646934509 }, { "p": 0.06984781473875046, "m": 1.0 }, { "p": 0.08786042034626007, "m": 1.0 }, { "p": 0.07819289714097977, "m": 1.0 }, { "p": 0.06634873151779175, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.0956799983978271, "val_loss": 0.8270753622055054, "acc": 70.32, "time": 180.93771536787972, "param": [ { "p": 0.0733003094792366, "m": 1.0 }, { "p": 0.04666309431195259, "m": 1.0 }, { "p": 0.0800359770655632, "m": 1.0 }, { "p": 0.06756878644227982, "m": 0.5531618595123291 }, { "p": 0.054563071578741074, "m": 0.9248090982437134 }, { "p": 0.059711579233407974, "m": 0.9654518961906433 }, { "p": 0.07596183568239212, "m": 0.9084550738334656 }, { "p": 0.05854674056172371, "m": 0.8630552887916565 }, { "p": 0.08455502986907959, "m": 0.9820481538772583 }, { "p": 0.07790113985538483, "m": 0.9076502323150635 }, { "p": 0.07742340862751007, "m": 0.9986344575881958 }, { "p": 0.08969905972480774, "m": 1.0 }, { "p": 0.09094953536987305, "m": 1.0 }, { "p": 0.06312038004398346, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.0089141130447388, "val_loss": 0.9966927170753479, "acc": 69.93, "time": 176.82735725701787, "param": [ { "p": 0.1049276813864708, "m": 1.0 }, { "p": 0.05770915001630783, "m": 1.0 }, { "p": 0.07676149159669876, "m": 1.0 }, { "p": 0.06622099131345749, "m": 0.47425609827041626 }, { "p": 0.020947938784956932, "m": 0.8670048713684082 }, { "p": 0.07695329934358597, "m": 0.9793106913566589 }, { "p": 0.05599592253565788, "m": 0.9979183673858643 }, { "p": 0.08007370680570602, "m": 0.8455721139907837 }, { "p": 0.06796225905418396, "m": 0.79681795835495 }, { "p": 0.06346156448125839, "m": 0.8876164555549622 }, { "p": 0.053740501403808594, "m": 0.9486878514289856 }, { "p": 0.074253149330616, "m": 1.0 }, { "p": 0.11137831956148148, "m": 1.0 }, { "p": 0.08961409330368042, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9368332624435425, "val_loss": 0.84671550989151, "acc": 69.67, "time": 161.78999474807642, "param": [ { "p": 0.06517209112644196, "m": 1.0 }, { "p": 0.031661294400691986, "m": 1.0 }, { "p": 0.08028930425643921, "m": 1.0 }, { "p": 0.07379074394702911, "m": 0.5547606348991394 }, { "p": 0.047131527215242386, "m": 0.8313657641410828 }, { "p": 0.0736042708158493, "m": 1.0 }, { "p": 0.0744933933019638, "m": 0.8904146552085876 }, { "p": 0.06776601821184158, "m": 0.8442639112472534 }, { "p": 0.07120957225561142, "m": 0.872470498085022 }, { "p": 0.08126507699489594, "m": 0.8098679780960083 }, { "p": 0.0938788428902626, "m": 0.9568880200386047 }, { "p": 0.09352784603834152, "m": 1.0 }, { "p": 0.08137490600347519, "m": 1.0 }, { "p": 0.06483514606952667, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.8640797138214111, "val_loss": 0.7242047786712646, "acc": 70.81, "time": 178.05699559208006, "param": [ { "p": 0.09191486239433289, "m": 1.0 }, { "p": 0.06664019823074341, "m": 1.0 }, { "p": 0.07394389063119888, "m": 1.0 }, { "p": 0.03870696946978569, "m": 0.5415849685668945 }, { "p": 0.05551175773143768, "m": 0.8242977261543274 }, { "p": 0.07572871446609497, "m": 0.8329724073410034 }, { "p": 0.05948209762573242, "m": 0.8646432757377625 }, { "p": 0.0715658962726593, "m": 0.8540018796920776 }, { "p": 0.07232122123241425, "m": 0.9935750365257263 }, { "p": 0.10287394374608994, "m": 0.8428358435630798 }, { "p": 0.0788482278585434, "m": 0.9834426045417786 }, { "p": 0.07163727283477783, "m": 1.0 }, { "p": 0.08320026099681854, "m": 1.0 }, { "p": 0.0576246939599514, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.063929796218872, "val_loss": 0.9664385318756104, "acc": 69.54, "time": 162.20644066599198, "param": [ { "p": 0.09465881437063217, "m": 1.0 }, { "p": 0.04503556713461876, "m": 1.0 }, { "p": 0.07871199399232864, "m": 1.0 }, { "p": 0.055288441479206085, "m": 0.5747628808021545 }, { "p": 0.038517121225595474, "m": 0.9020193815231323 }, { "p": 0.061830949038267136, "m": 0.8827513456344604 }, { "p": 0.09415263682603836, "m": 0.968852162361145 }, { "p": 0.06632388383150101, "m": 0.9286844730377197 }, { "p": 0.09823958575725555, "m": 0.9845881462097168 }, { "p": 0.056935932487249374, "m": 0.8496056795120239 }, { "p": 0.08583247661590576, "m": 0.9821291565895081 }, { "p": 0.08243401348590851, "m": 1.0 }, { "p": 0.08140906691551208, "m": 1.0 }, { "p": 0.060629550367593765, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.8485735654830933, "val_loss": 0.8589139580726624, "acc": 70.4, "time": 162.24608299392276, "param": [ { "p": 0.08720146119594574, "m": 1.0 }, { "p": 0.050219208002090454, "m": 1.0 }, { "p": 0.08178677409887314, "m": 1.0 }, { "p": 0.06443353742361069, "m": 0.6459009051322937 }, { "p": 0.04253542050719261, "m": 0.9544736742973328 }, { "p": 0.06561500579118729, "m": 0.8434107899665833 }, { "p": 0.07595542073249817, "m": 0.9784219861030579 }, { "p": 0.07337681204080582, "m": 0.7788946032524109 }, { "p": 0.08806493133306503, "m": 0.9941638112068176 }, { "p": 0.0801578015089035, "m": 0.9705511927604675 }, { "p": 0.058254703879356384, "m": 0.9798707365989685 }, { "p": 0.0913112461566925, "m": 1.0 }, { "p": 0.07976043969392776, "m": 1.0 }, { "p": 0.06132714822888374, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.8729175329208374, "val_loss": 0.7954805493354797, "acc": 70.97, "time": 161.5495847549755, "param": [ { "p": 0.08649273216724396, "m": 1.0 }, { "p": 0.042248692363500595, "m": 1.0 }, { "p": 0.06217259168624878, "m": 1.0 }, { "p": 0.0795045793056488, "m": 0.5985391736030579 }, { "p": 0.048809099942445755, "m": 0.9236642122268677 }, { "p": 0.039228156208992004, "m": 0.9945130348205566 }, { "p": 0.06010294333100319, "m": 0.9138820767402649 }, { "p": 0.09306201338768005, "m": 0.8247860074043274 }, { "p": 0.047851767390966415, "m": 0.9804666042327881 }, { "p": 0.08437561243772507, "m": 1.0 }, { "p": 0.09294824302196503, "m": 1.0 }, { "p": 0.07672163099050522, "m": 1.0 }, { "p": 0.09958135336637497, "m": 1.0 }, { "p": 0.08690057694911957, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.9030280709266663, "val_loss": 0.8258888721466064, "acc": 70.92, "time": 177.12159255193546, "param": [ { "p": 0.09909812361001968, "m": 1.0 }, { "p": 0.03741614520549774, "m": 1.0 }, { "p": 0.09234093874692917, "m": 1.0 }, { "p": 0.05506190285086632, "m": 0.6107112765312195 }, { "p": 0.06981034576892853, "m": 0.8083241581916809 }, { "p": 0.060818105936050415, "m": 0.9996407628059387 }, { "p": 0.06760285049676895, "m": 0.922942042350769 }, { "p": 0.06589864939451218, "m": 0.7972641587257385 }, { "p": 0.07152915000915527, "m": 0.9756561517715454 }, { "p": 0.08806782960891724, "m": 1.0 }, { "p": 0.07003788650035858, "m": 0.9756453633308411 }, { "p": 0.06725247949361801, "m": 1.0 }, { "p": 0.08751831948757172, "m": 1.0 }, { "p": 0.06754729151725769, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.9766525030136108, "val_loss": 0.8297017216682434, "acc": 71.62, "time": 177.4854275661055, "param": [ { "p": 0.11357374489307404, "m": 1.0 }, { "p": 0.03735630586743355, "m": 1.0 }, { "p": 0.0986548438668251, "m": 1.0 }, { "p": 0.07143709063529968, "m": 0.48661965131759644 }, { "p": 0.04817656800150871, "m": 0.8922252058982849 }, { "p": 0.03884897753596306, "m": 0.9587565660476685 }, { "p": 0.02962826006114483, "m": 0.8587422966957092 }, { "p": 0.09505356848239899, "m": 0.9135231375694275 }, { "p": 0.052994709461927414, "m": 0.9740594029426575 }, { "p": 0.10365679860115051, "m": 1.0 }, { "p": 0.06457623094320297, "m": 0.9691687226295471 }, { "p": 0.0671597346663475, "m": 1.0 }, { "p": 0.11298705637454987, "m": 1.0 }, { "p": 0.06589615345001221, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.9245584011077881, "val_loss": 0.8193243145942688, "acc": 69.85, "time": 167.897326012142, "param": [ { "p": 0.08807224035263062, "m": 1.0 }, { "p": 0.05307145416736603, "m": 1.0 }, { "p": 0.08504778891801834, "m": 1.0 }, { "p": 0.05708129703998566, "m": 0.5041977763175964 }, { "p": 0.02755269967019558, "m": 0.9653110504150391 }, { "p": 0.0793616995215416, "m": 0.8671237826347351 }, { "p": 0.0861935093998909, "m": 0.8766065239906311 }, { "p": 0.07966068387031555, "m": 0.8639618158340454 }, { "p": 0.07257214188575745, "m": 0.999396800994873 }, { "p": 0.07259058207273483, "m": 0.9996395111083984 }, { "p": 0.06377638876438141, "m": 0.9537627100944519 }, { "p": 0.07539908587932587, "m": 1.0 }, { "p": 0.08564643561840057, "m": 1.0 }, { "p": 0.07397404313087463, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.9401491284370422, "val_loss": 0.8219189047813416, "acc": 70.73, "time": 176.78881273814477, "param": [ { "p": 0.08081302046775818, "m": 1.0 }, { "p": 0.0524112693965435, "m": 1.0 }, { "p": 0.05530082806944847, "m": 1.0 }, { "p": 0.06868529319763184, "m": 0.6074169278144836 }, { "p": 0.0635211169719696, "m": 0.8902066946029663 }, { "p": 0.08094170689582825, "m": 0.7345357537269592 }, { "p": 0.09350907802581787, "m": 0.8664692044258118 }, { "p": 0.07960857450962067, "m": 0.8789103031158447 }, { "p": 0.07471011579036713, "m": 0.9061302542686462 }, { "p": 0.0787980854511261, "m": 1.0 }, { "p": 0.036260996013879776, "m": 0.9345623254776001 }, { "p": 0.0809888243675232, "m": 1.0 }, { "p": 0.08471466600894928, "m": 1.0 }, { "p": 0.06973639130592346, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.909359872341156, "val_loss": 0.8247128129005432, "acc": 71.66, "time": 170.15190608007833, "param": [ { "p": 0.048796918243169785, "m": 1.0 }, { "p": 0.061238843947649, "m": 1.0 }, { "p": 0.07393379509449005, "m": 1.0 }, { "p": 0.04914820194244385, "m": 0.6259711980819702 }, { "p": 0.045557282865047455, "m": 0.8454299569129944 }, { "p": 0.07983700186014175, "m": 0.6050270199775696 }, { "p": 0.0750017836689949, "m": 0.828522264957428 }, { "p": 0.07400432229042053, "m": 0.8480532169342041 }, { "p": 0.07317984849214554, "m": 1.0 }, { "p": 0.07658613473176956, "m": 0.9603285193443298 }, { "p": 0.07711860537528992, "m": 1.0 }, { "p": 0.08757231384515762, "m": 1.0 }, { "p": 0.10568176954984665, "m": 1.0 }, { "p": 0.0723431259393692, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.7834400534629822, "val_loss": 0.7616049647331238, "acc": 70.95, "time": 164.69797732285224, "param": [ { "p": 0.0850202888250351, "m": 1.0 }, { "p": 0.0277373269200325, "m": 1.0 }, { "p": 0.08559722453355789, "m": 1.0 }, { "p": 0.046137601137161255, "m": 0.5995901226997375 }, { "p": 0.055439792573451996, "m": 0.8548598885536194 }, { "p": 0.0698036327958107, "m": 0.6485163569450378 }, { "p": 0.09950342774391174, "m": 0.832172155380249 }, { "p": 0.07919494807720184, "m": 0.8349676728248596 }, { "p": 0.05283905938267708, "m": 0.9290262460708618 }, { "p": 0.09417729824781418, "m": 1.0 }, { "p": 0.07407738268375397, "m": 0.9963873028755188 }, { "p": 0.07559575140476227, "m": 1.0 }, { "p": 0.06890182942152023, "m": 1.0 }, { "p": 0.08597441017627716, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.8974161148071289, "val_loss": 0.8432419896125793, "acc": 71.72, "time": 175.78336101491004, "param": [ { "p": 0.07535355538129807, "m": 1.0 }, { "p": 0.05159271880984306, "m": 1.0 }, { "p": 0.08928047120571136, "m": 1.0 }, { "p": 0.043186672031879425, "m": 0.617714524269104 }, { "p": 0.06801723688840866, "m": 0.8125685453414917 }, { "p": 0.08877063542604446, "m": 0.6139694452285767 }, { "p": 0.06236274167895317, "m": 0.9550772905349731 }, { "p": 0.07729355245828629, "m": 0.9612518548965454 }, { "p": 0.06817425042390823, "m": 0.9945672750473022 }, { "p": 0.06973174959421158, "m": 1.0 }, { "p": 0.05487032234668732, "m": 0.9998168349266052 }, { "p": 0.10083485394716263, "m": 1.0 }, { "p": 0.08437679708003998, "m": 1.0 }, { "p": 0.06615439057350159, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.0021369457244873, "val_loss": 0.9639190435409546, "acc": 71.78, "time": 177.41098256595433, "param": [ { "p": 0.07300902158021927, "m": 1.0 }, { "p": 0.05083926022052765, "m": 1.0 }, { "p": 0.07982722669839859, "m": 1.0 }, { "p": 0.04957054182887077, "m": 0.502605140209198 }, { "p": 0.06995547562837601, "m": 0.8962844610214233 }, { "p": 0.052227552980184555, "m": 0.5410991311073303 }, { "p": 0.06473119556903839, "m": 0.8679133057594299 }, { "p": 0.05435127764940262, "m": 0.9437239170074463 }, { "p": 0.044586293399333954, "m": 0.8337956070899963 }, { "p": 0.09900597482919693, "m": 0.9625024795532227 }, { "p": 0.07841148972511292, "m": 0.9428637623786926 }, { "p": 0.07733679562807083, "m": 1.0 }, { "p": 0.10109540820121765, "m": 1.0 }, { "p": 0.10505238175392151, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.9124138951301575, "val_loss": 0.7373908758163452, "acc": 70.92, "time": 165.86610509897582, "param": [ { "p": 0.07782983034849167, "m": 1.0 }, { "p": 0.054188065230846405, "m": 1.0 }, { "p": 0.08150406926870346, "m": 1.0 }, { "p": 0.05845062434673309, "m": 0.6032425761222839 }, { "p": 0.06130652129650116, "m": 0.8931065797805786 }, { "p": 0.06425603479146957, "m": 0.6723465919494629 }, { "p": 0.06693512946367264, "m": 0.9298619627952576 }, { "p": 0.06729031354188919, "m": 0.7844682335853577 }, { "p": 0.07944335043430328, "m": 0.903893768787384 }, { "p": 0.08433270454406738, "m": 0.9665697813034058 }, { "p": 0.053271934390068054, "m": 0.9548521637916565 }, { "p": 0.07337202876806259, "m": 1.0 }, { "p": 0.08491522073745728, "m": 1.0 }, { "p": 0.0929042398929596, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.0025854110717773, "val_loss": 0.7658857703208923, "acc": 71.72, "time": 175.86081860004924, "param": [ { "p": 0.06634575873613358, "m": 1.0 }, { "p": 0.03551756590604782, "m": 1.0 }, { "p": 0.08536830544471741, "m": 1.0 }, { "p": 0.04484163224697113, "m": 0.49550268054008484 }, { "p": 0.04717870429158211, "m": 0.8116064667701721 }, { "p": 0.05875077843666077, "m": 0.5875462889671326 }, { "p": 0.06151999160647392, "m": 0.8790127635002136 }, { "p": 0.08360312879085541, "m": 0.9461256861686707 }, { "p": 0.09311944991350174, "m": 0.958572268486023 }, { "p": 0.08395648747682571, "m": 0.8967561721801758 }, { "p": 0.08159179985523224, "m": 0.8910371661186218 }, { "p": 0.09109807759523392, "m": 1.0 }, { "p": 0.08429104089736938, "m": 1.0 }, { "p": 0.08281733095645905, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.7638274431228638, "val_loss": 0.9070556163787842, "acc": 72.09, "time": 179.17410919605754, "param": [ { "p": 0.07543355226516724, "m": 1.0 }, { "p": 0.0906379446387291, "m": 1.0 }, { "p": 0.05794892460107803, "m": 1.0 }, { "p": 0.07605764269828796, "m": 0.5312700271606445 }, { "p": 0.051853157579898834, "m": 0.7562128305435181 }, { "p": 0.059987518936395645, "m": 0.5240899324417114 }, { "p": 0.07358033210039139, "m": 0.8365333080291748 }, { "p": 0.035649001598358154, "m": 1.0 }, { "p": 0.07031957060098648, "m": 0.9644225835800171 }, { "p": 0.08912741392850876, "m": 0.9151792526245117 }, { "p": 0.0587456189095974, "m": 0.9985842704772949 }, { "p": 0.07919184118509293, "m": 1.0 }, { "p": 0.0954039916396141, "m": 1.0 }, { "p": 0.08606348186731339, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.7843637466430664, "val_loss": 0.760924756526947, "acc": 71.38, "time": 178.7209051279351, "param": [ { "p": 0.07624516636133194, "m": 1.0 }, { "p": 0.06962651014328003, "m": 1.0 }, { "p": 0.08266835659742355, "m": 1.0 }, { "p": 0.0645962730050087, "m": 0.4963432550430298 }, { "p": 0.05160345509648323, "m": 0.615344762802124 }, { "p": 0.05408855900168419, "m": 0.6460569500923157 }, { "p": 0.06106105446815491, "m": 0.8505746126174927 }, { "p": 0.06763458251953125, "m": 0.9333502054214478 }, { "p": 0.09063348919153214, "m": 0.914823591709137 }, { "p": 0.07814579457044601, "m": 0.8487600088119507 }, { "p": 0.07734224200248718, "m": 0.9716653227806091 }, { "p": 0.07390622049570084, "m": 1.0 }, { "p": 0.08191985636949539, "m": 1.0 }, { "p": 0.07052842527627945, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.6958889365196228, "val_loss": 0.8038159012794495, "acc": 71.35, "time": 165.1424081500154, "param": [ { "p": 0.09189995378255844, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10059656947851181, "m": 1.0 }, { "p": 0.0447150282561779, "m": 0.4229690730571747 }, { "p": 0.043514300137758255, "m": 0.7311595678329468 }, { "p": 0.09365851432085037, "m": 0.7552195191383362 }, { "p": 0.08482490479946136, "m": 0.8684976100921631 }, { "p": 0.0794575959444046, "m": 0.8749158382415771 }, { "p": 0.11272939294576645, "m": 0.9417018890380859 }, { "p": 0.07454942911863327, "m": 0.8709259033203125 }, { "p": 0.08192217350006104, "m": 0.9056332111358643 }, { "p": 0.0823388621211052, "m": 1.0 }, { "p": 0.07459226250648499, "m": 1.0 }, { "p": 0.03520099073648453, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.8382856845855713, "val_loss": 0.879882276058197, "acc": 71.51, "time": 168.3132758999709, "param": [ { "p": 0.07552590221166611, "m": 1.0 }, { "p": 0.061039041727781296, "m": 1.0 }, { "p": 0.061535537242889404, "m": 1.0 }, { "p": 0.08599016815423965, "m": 0.4179488718509674 }, { "p": 0.052128273993730545, "m": 0.893674910068512 }, { "p": 0.07276952266693115, "m": 0.8905149698257446 }, { "p": 0.06149034574627876, "m": 0.8256240487098694 }, { "p": 0.07246651500463486, "m": 0.9069249629974365 }, { "p": 0.0808735340833664, "m": 0.9737367033958435 }, { "p": 0.0719912201166153, "m": 0.9019040465354919 }, { "p": 0.059775352478027344, "m": 0.920021116733551 }, { "p": 0.08442259579896927, "m": 1.0 }, { "p": 0.10307326167821884, "m": 1.0 }, { "p": 0.05691872909665108, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.9990090131759644, "val_loss": 0.794352114200592, "acc": 72.22, "time": 176.8132148908917, "param": [ { "p": 0.08917953819036484, "m": 1.0 }, { "p": 0.05031352862715721, "m": 1.0 }, { "p": 0.07641485333442688, "m": 1.0 }, { "p": 0.0748346596956253, "m": 0.4972417950630188 }, { "p": 0.0554879754781723, "m": 0.9760902523994446 }, { "p": 0.06468214094638824, "m": 0.8523359894752502 }, { "p": 0.05833883583545685, "m": 0.8531211018562317 }, { "p": 0.07620370388031006, "m": 0.8726202249526978 }, { "p": 0.08845987915992737, "m": 0.9900429248809814 }, { "p": 0.07545918226242065, "m": 1.0 }, { "p": 0.061651501804590225, "m": 0.9984283447265625 }, { "p": 0.073243647813797, "m": 1.0 }, { "p": 0.07417016476392746, "m": 1.0 }, { "p": 0.08156044781208038, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.7852471470832825, "val_loss": 0.8707737922668457, "acc": 71.46, "time": 180.40049321390688, "param": [ { "p": 0.08588724583387375, "m": 1.0 }, { "p": 0.06021814048290253, "m": 1.0 }, { "p": 0.09646375477313995, "m": 1.0 }, { "p": 0.049454040825366974, "m": 0.5970360636711121 }, { "p": 0.047568030655384064, "m": 0.9174362421035767 }, { "p": 0.08141834288835526, "m": 0.7966096997261047 }, { "p": 0.07625613361597061, "m": 0.8719572424888611 }, { "p": 0.04628182575106621, "m": 0.950174868106842 }, { "p": 0.08533905446529388, "m": 0.981657087802887 }, { "p": 0.058744169771671295, "m": 0.9999390244483948 }, { "p": 0.059116534888744354, "m": 0.9663909673690796 }, { "p": 0.08350624144077301, "m": 1.0 }, { "p": 0.0979142040014267, "m": 1.0 }, { "p": 0.07183225452899933, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.8440715074539185, "val_loss": 0.8622199296951294, "acc": 71.9, "time": 170.1017553701531, "param": [ { "p": 0.09920714795589447, "m": 1.0 }, { "p": 0.06001737341284752, "m": 1.0 }, { "p": 0.06809549033641815, "m": 1.0 }, { "p": 0.06284274905920029, "m": 0.6968746185302734 }, { "p": 0.0528138093650341, "m": 0.788957417011261 }, { "p": 0.07685128599405289, "m": 0.8187695145606995 }, { "p": 0.07410689443349838, "m": 0.9261901378631592 }, { "p": 0.07485542446374893, "m": 0.9319093823432922 }, { "p": 0.07795437425374985, "m": 0.975423276424408 }, { "p": 0.06991872936487198, "m": 1.0 }, { "p": 0.05084645375609398, "m": 0.9848454594612122 }, { "p": 0.07585655152797699, "m": 1.0 }, { "p": 0.07853740453720093, "m": 1.0 }, { "p": 0.07809630036354065, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.8278172612190247, "val_loss": 0.7493162751197815, "acc": 71.95, "time": 172.8051600321196, "param": [ { "p": 0.05786106735467911, "m": 1.0 }, { "p": 0.03363807499408722, "m": 1.0 }, { "p": 0.09254666417837143, "m": 1.0 }, { "p": 0.030087986961007118, "m": 0.5695392489433289 }, { "p": 0.05905112251639366, "m": 0.7316678166389465 }, { "p": 0.11049188673496246, "m": 0.8683261871337891 }, { "p": 0.08633582293987274, "m": 1.0 }, { "p": 0.06373938918113708, "m": 0.947843074798584 }, { "p": 0.09222980588674545, "m": 0.9983308911323547 }, { "p": 0.0799417719244957, "m": 0.9985744953155518 }, { "p": 0.07005872577428818, "m": 0.9179295301437378 }, { "p": 0.0727028027176857, "m": 1.0 }, { "p": 0.08487576246261597, "m": 1.0 }, { "p": 0.06643925607204437, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.8634807467460632, "val_loss": 0.8299418687820435, "acc": 71.2, "time": 171.12732029496692, "param": [ { "p": 0.08896857500076294, "m": 1.0 }, { "p": 0.06407930701971054, "m": 1.0 }, { "p": 0.08215879648923874, "m": 1.0 }, { "p": 0.05112037435173988, "m": 0.474317342042923 }, { "p": 0.06019933149218559, "m": 0.7340734601020813 }, { "p": 0.03857226297259331, "m": 0.9966111779212952 }, { "p": 0.05402404069900513, "m": 0.9111037254333496 }, { "p": 0.061564721167087555, "m": 0.9581257104873657 }, { "p": 0.06361785531044006, "m": 0.997995913028717 }, { "p": 0.08274970203638077, "m": 0.9879937767982483 }, { "p": 0.06371225416660309, "m": 0.9279690384864807 }, { "p": 0.1073843389749527, "m": 1.0 }, { "p": 0.13002890348434448, "m": 1.0 }, { "p": 0.05181951820850372, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.8056325912475586, "val_loss": 0.8072494864463806, "acc": 72.14, "time": 157.02309419307858, "param": [ { "p": 0.061192337423563004, "m": 1.0 }, { "p": 0.0786932110786438, "m": 1.0 }, { "p": 0.08638470619916916, "m": 1.0 }, { "p": 0.052312374114990234, "m": 0.441240131855011 }, { "p": 0.05907009541988373, "m": 0.7557969093322754 }, { "p": 0.0647195503115654, "m": 1.0 }, { "p": 0.0772140696644783, "m": 0.880514919757843 }, { "p": 0.0869789719581604, "m": 0.9382359981536865 }, { "p": 0.07147452980279922, "m": 1.0 }, { "p": 0.0770806148648262, "m": 0.9429829716682434 }, { "p": 0.05320879444479942, "m": 0.9746522903442383 }, { "p": 0.07035496085882187, "m": 1.0 }, { "p": 0.08503677695989609, "m": 1.0 }, { "p": 0.07627901434898376, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.0224595069885254, "val_loss": 0.8897297382354736, "acc": 72.34, "time": 177.45500090811402, "param": [ { "p": 0.07864546030759811, "m": 1.0 }, { "p": 0.05736566334962845, "m": 1.0 }, { "p": 0.07216370850801468, "m": 1.0 }, { "p": 0.06113949045538902, "m": 0.5726429224014282 }, { "p": 0.04804885387420654, "m": 0.7173851132392883 }, { "p": 0.07349507510662079, "m": 0.9956077337265015 }, { "p": 0.07093971967697144, "m": 0.8616507649421692 }, { "p": 0.10813593864440918, "m": 0.8972182273864746 }, { "p": 0.08764707297086716, "m": 0.9826971888542175 }, { "p": 0.03758557140827179, "m": 0.8926026821136475 }, { "p": 0.08742866665124893, "m": 0.9938459396362305 }, { "p": 0.06699647009372711, "m": 1.0 }, { "p": 0.08625519275665283, "m": 1.0 }, { "p": 0.06415306031703949, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.8865534663200378, "val_loss": 0.7147316932678223, "acc": 72.35, "time": 168.86867378698662, "param": [ { "p": 0.09112124890089035, "m": 1.0 }, { "p": 0.07345136255025864, "m": 1.0 }, { "p": 0.06695317476987839, "m": 1.0 }, { "p": 0.06187472119927406, "m": 0.547182023525238 }, { "p": 0.04986311495304108, "m": 0.514458417892456 }, { "p": 0.06702468544244766, "m": 0.9666900038719177 }, { "p": 0.0740194320678711, "m": 0.6941533088684082 }, { "p": 0.04335758090019226, "m": 0.8980185985565186 }, { "p": 0.09005624055862427, "m": 0.9961062669754028 }, { "p": 0.07922312617301941, "m": 0.8942204713821411 }, { "p": 0.07868094742298126, "m": 0.978742778301239 }, { "p": 0.08578871190547943, "m": 1.0 }, { "p": 0.06996221840381622, "m": 1.0 }, { "p": 0.06862334907054901, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.7785639762878418, "val_loss": 0.9111807346343994, "acc": 70.76, "time": 166.17520889197476, "param": [ { "p": 0.072721466422081, "m": 1.0 }, { "p": 0.07475057989358902, "m": 1.0 }, { "p": 0.10270152986049652, "m": 1.0 }, { "p": 0.05110108479857445, "m": 0.5460448861122131 }, { "p": 0.05691543221473694, "m": 0.7379932403564453 }, { "p": 0.06681501120328903, "m": 0.9649565815925598 }, { "p": 0.07282368093729019, "m": 0.7647901773452759 }, { "p": 0.07795456051826477, "m": 0.90482497215271 }, { "p": 0.08306283503770828, "m": 0.9896281361579895 }, { "p": 0.06736243516206741, "m": 1.0 }, { "p": 0.057065449655056, "m": 0.9986449480056763 }, { "p": 0.0779891088604927, "m": 1.0 }, { "p": 0.06343868374824524, "m": 1.0 }, { "p": 0.07529797405004501, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.92076176404953, "val_loss": 0.6974100470542908, "acc": 71.98, "time": 178.69699273188598, "param": [ { "p": 0.07249242067337036, "m": 1.0 }, { "p": 0.05682508274912834, "m": 1.0 }, { "p": 0.06719972938299179, "m": 1.0 }, { "p": 0.040960367769002914, "m": 0.5898359417915344 }, { "p": 0.042897507548332214, "m": 0.7619379758834839 }, { "p": 0.08578502386808395, "m": 0.989075243473053 }, { "p": 0.07410702109336853, "m": 0.6698155403137207 }, { "p": 0.07713611423969269, "m": 0.9017970561981201 }, { "p": 0.06270989775657654, "m": 0.9342880845069885 }, { "p": 0.10127411037683487, "m": 0.8832997679710388 }, { "p": 0.07686042040586472, "m": 1.0 }, { "p": 0.0727962777018547, "m": 1.0 }, { "p": 0.09652652591466904, "m": 1.0 }, { "p": 0.07242955267429352, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.7968615293502808, "val_loss": 0.7922919988632202, "acc": 72.51, "time": 159.56681835302152, "param": [ { "p": 0.0908745527267456, "m": 1.0 }, { "p": 0.03715579956769943, "m": 1.0 }, { "p": 0.061854805797338486, "m": 1.0 }, { "p": 0.029802029952406883, "m": 0.529839813709259 }, { "p": 0.036379214376211166, "m": 0.7094718813896179 }, { "p": 0.06758688390254974, "m": 0.9336707592010498 }, { "p": 0.04780406504869461, "m": 0.8147232532501221 }, { "p": 0.1035289391875267, "m": 0.7711821794509888 }, { "p": 0.10190166532993317, "m": 0.9062832593917847 }, { "p": 0.07250593602657318, "m": 0.9648760557174683 }, { "p": 0.07751365005970001, "m": 0.8693971037864685 }, { "p": 0.10787155479192734, "m": 1.0 }, { "p": 0.10095331072807312, "m": 1.0 }, { "p": 0.06426763534545898, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.9047046303749084, "val_loss": 0.7000647187232971, "acc": 72.71, "time": 169.64783381693996, "param": [ { "p": 0.09595540165901184, "m": 1.0 }, { "p": 0.05253155529499054, "m": 1.0 }, { "p": 0.0966135561466217, "m": 1.0 }, { "p": 0.05741655454039574, "m": 0.5845102071762085 }, { "p": 0.03791751340031624, "m": 0.7491453289985657 }, { "p": 0.05175807699561119, "m": 0.9126293659210205 }, { "p": 0.0729658454656601, "m": 0.8108351230621338 }, { "p": 0.05529865249991417, "m": 0.9154167175292969 }, { "p": 0.07249616086483002, "m": 0.9901919960975647 }, { "p": 0.07273111492395401, "m": 0.9842689633369446 }, { "p": 0.0729096308350563, "m": 0.919798731803894 }, { "p": 0.0926261767745018, "m": 1.0 }, { "p": 0.08799153566360474, "m": 1.0 }, { "p": 0.08078823983669281, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.83196622133255, "val_loss": 0.67050701379776, "acc": 72.88, "time": 175.94858476985246, "param": [ { "p": 0.08234580606222153, "m": 1.0 }, { "p": 0.07760529220104218, "m": 1.0 }, { "p": 0.08254718035459518, "m": 1.0 }, { "p": 0.06331483274698257, "m": 0.6505730748176575 }, { "p": 0.06122710928320885, "m": 0.7789992094039917 }, { "p": 0.08434514701366425, "m": 0.9328557848930359 }, { "p": 0.05971863493323326, "m": 0.9252843856811523 }, { "p": 0.055962346494197845, "m": 0.7808918952941895 }, { "p": 0.09347808361053467, "m": 1.0 }, { "p": 0.08644800633192062, "m": 0.9620580077171326 }, { "p": 0.06275365501642227, "m": 0.972324788570404 }, { "p": 0.05497308820486069, "m": 1.0 }, { "p": 0.06766631454229355, "m": 1.0 }, { "p": 0.06761457026004791, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.9175620675086975, "val_loss": 0.9121191501617432, "acc": 73.3, "time": 175.98736668890342, "param": [ { "p": 0.09431958198547363, "m": 1.0 }, { "p": 0.08306986838579178, "m": 1.0 }, { "p": 0.08107458055019379, "m": 1.0 }, { "p": 0.07868529111146927, "m": 0.6197113394737244 }, { "p": 0.04649081081151962, "m": 0.658677339553833 }, { "p": 0.04579810053110123, "m": 0.9251084327697754 }, { "p": 0.05795659124851227, "m": 0.9242451190948486 }, { "p": 0.07756738364696503, "m": 0.8123640418052673 }, { "p": 0.05553364381194115, "m": 0.928908109664917 }, { "p": 0.08393462002277374, "m": 0.9292839765548706 }, { "p": 0.07160761207342148, "m": 0.915065586566925 }, { "p": 0.05648113414645195, "m": 1.0 }, { "p": 0.08402097970247269, "m": 1.0 }, { "p": 0.08345986902713776, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.7114324569702148, "val_loss": 0.8314338326454163, "acc": 72.35, "time": 176.2296934700571, "param": [ { "p": 0.08051950484514236, "m": 1.0 }, { "p": 0.04108358174562454, "m": 1.0 }, { "p": 0.08179342746734619, "m": 1.0 }, { "p": 0.03638257831335068, "m": 0.5957823991775513 }, { "p": 0.07851739972829819, "m": 0.5856814980506897 }, { "p": 0.06570380181074142, "m": 0.840045690536499 }, { "p": 0.061457667499780655, "m": 0.8822749853134155 }, { "p": 0.06507676094770432, "m": 0.7900521159172058 }, { "p": 0.07304039597511292, "m": 0.9849948287010193 }, { "p": 0.08812632411718369, "m": 1.0 }, { "p": 0.07842691987752914, "m": 0.9112971425056458 }, { "p": 0.08106246590614319, "m": 1.0 }, { "p": 0.08194106817245483, "m": 1.0 }, { "p": 0.08686816692352295, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.844496488571167, "val_loss": 0.7338747382164001, "acc": 72.47, "time": 174.38694362412207, "param": [ { "p": 0.074964739382267, "m": 1.0 }, { "p": 0.05272386968135834, "m": 1.0 }, { "p": 0.08902639895677567, "m": 1.0 }, { "p": 0.07131834328174591, "m": 0.5146786570549011 }, { "p": 0.0948825478553772, "m": 0.5168912410736084 }, { "p": 0.040279679000377655, "m": 0.8253651857376099 }, { "p": 0.0623495988547802, "m": 0.8177962303161621 }, { "p": 0.064336396753788, "m": 0.8317505121231079 }, { "p": 0.08259455859661102, "m": 1.0 }, { "p": 0.06734593212604523, "m": 0.9559208750724792 }, { "p": 0.07474999874830246, "m": 0.9417929649353027 }, { "p": 0.05630360543727875, "m": 1.0 }, { "p": 0.071599580347538, "m": 1.0 }, { "p": 0.09752484411001205, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.932519793510437, "val_loss": 0.8737712502479553, "acc": 72.2, "time": 156.76651062513702, "param": [ { "p": 0.08671090751886368, "m": 1.0 }, { "p": 0.07362640649080276, "m": 1.0 }, { "p": 0.08926969021558762, "m": 1.0 }, { "p": 0.0547923743724823, "m": 0.5375260710716248 }, { "p": 0.07372112572193146, "m": 0.5847340822219849 }, { "p": 0.0637274757027626, "m": 0.91861492395401 }, { "p": 0.07268685847520828, "m": 0.7976186871528625 }, { "p": 0.06548506021499634, "m": 0.8114207983016968 }, { "p": 0.047178514301776886, "m": 1.0 }, { "p": 0.07158598303794861, "m": 0.99806147813797 }, { "p": 0.07652980834245682, "m": 1.0 }, { "p": 0.074738509953022, "m": 1.0 }, { "p": 0.08517840504646301, "m": 1.0 }, { "p": 0.06476880609989166, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.9625658988952637, "val_loss": 0.7727822661399841, "acc": 73.19, "time": 156.20444407803006, "param": [ { "p": 0.05718833580613136, "m": 1.0 }, { "p": 0.045646362006664276, "m": 1.0 }, { "p": 0.0826026201248169, "m": 1.0 }, { "p": 0.07452680915594101, "m": 0.5883660316467285 }, { "p": 0.0638335645198822, "m": 0.6729608774185181 }, { "p": 0.06777381896972656, "m": 0.9270946383476257 }, { "p": 0.05932621657848358, "m": 0.7789536118507385 }, { "p": 0.09273908287286758, "m": 0.8014446496963501 }, { "p": 0.05952807888388634, "m": 1.0 }, { "p": 0.06675893813371658, "m": 0.982508659362793 }, { "p": 0.08653638511896133, "m": 0.9321225881576538 }, { "p": 0.10090874135494232, "m": 1.0 }, { "p": 0.08361521363258362, "m": 1.0 }, { "p": 0.05901578813791275, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.9940444231033325, "val_loss": 0.9398223757743835, "acc": 72.6, "time": 169.6939109330997, "param": [ { "p": 0.09218572825193405, "m": 1.0 }, { "p": 0.048315078020095825, "m": 1.0 }, { "p": 0.09351076185703278, "m": 1.0 }, { "p": 0.061169933527708054, "m": 0.5890803337097168 }, { "p": 0.05356287956237793, "m": 0.7406889200210571 }, { "p": 0.08679794520139694, "m": 0.8529134392738342 }, { "p": 0.07323649525642395, "m": 0.7476969957351685 }, { "p": 0.05867357552051544, "m": 0.8376559615135193 }, { "p": 0.07105520367622375, "m": 0.9038019776344299 }, { "p": 0.07535243034362793, "m": 0.9847375750541687 }, { "p": 0.07540227472782135, "m": 0.93267822265625 }, { "p": 0.0479012206196785, "m": 1.0 }, { "p": 0.07084812968969345, "m": 1.0 }, { "p": 0.09198824316263199, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.7178399562835693, "val_loss": 0.7665886878967285, "acc": 72.94, "time": 168.99556502397172, "param": [ { "p": 0.09123034030199051, "m": 1.0 }, { "p": 0.03944769129157066, "m": 1.0 }, { "p": 0.08597374707460403, "m": 1.0 }, { "p": 0.05305854231119156, "m": 0.5119784474372864 }, { "p": 0.08703801035881042, "m": 0.8303784728050232 }, { "p": 0.08475079387426376, "m": 0.8577724099159241 }, { "p": 0.09305313974618912, "m": 0.9603789448738098 }, { "p": 0.04740260913968086, "m": 0.7337861657142639 }, { "p": 0.04290468618273735, "m": 0.9999861121177673 }, { "p": 0.04707532376050949, "m": 0.9266524910926819 }, { "p": 0.09433554112911224, "m": 0.9962214231491089 }, { "p": 0.06473388522863388, "m": 1.0 }, { "p": 0.10078101605176926, "m": 1.0 }, { "p": 0.06821464002132416, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.9423586130142212, "val_loss": 0.7901024222373962, "acc": 72.38, "time": 169.1884067361243, "param": [ { "p": 0.09568328410387039, "m": 1.0 }, { "p": 0.08604172617197037, "m": 1.0 }, { "p": 0.05356772243976593, "m": 1.0 }, { "p": 0.059722378849983215, "m": 0.6441143751144409 }, { "p": 0.04601617529988289, "m": 0.9060506224632263 }, { "p": 0.06234297156333923, "m": 0.8295146226882935 }, { "p": 0.06231221184134483, "m": 0.9828723669052124 }, { "p": 0.09202652424573898, "m": 0.7188947796821594 }, { "p": 0.0835774689912796, "m": 0.9308874011039734 }, { "p": 0.042230550199747086, "m": 0.9656121730804443 }, { "p": 0.1083725243806839, "m": 1.0 }, { "p": 0.05437818914651871, "m": 1.0 }, { "p": 0.10884279757738113, "m": 1.0 }, { "p": 0.044885385781526566, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.7714823484420776, "val_loss": 0.811898410320282, "acc": 72.91, "time": 166.81322793406434, "param": [ { "p": 0.07654793560504913, "m": 1.0 }, { "p": 0.0689474493265152, "m": 1.0 }, { "p": 0.0754905566573143, "m": 1.0 }, { "p": 0.04651378467679024, "m": 0.6548728346824646 }, { "p": 0.05808671563863754, "m": 0.9100304245948792 }, { "p": 0.07401762902736664, "m": 0.8046467304229736 }, { "p": 0.04322933033108711, "m": 0.9220521450042725 }, { "p": 0.05963711068034172, "m": 0.7736778855323792 }, { "p": 0.09575856477022171, "m": 0.9723148345947266 }, { "p": 0.060611262917518616, "m": 0.9801496863365173 }, { "p": 0.09738252311944962, "m": 0.9996004700660706 }, { "p": 0.1043732687830925, "m": 1.0 }, { "p": 0.07980866730213165, "m": 1.0 }, { "p": 0.05959520861506462, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.7822479009628296, "val_loss": 0.8183267116546631, "acc": 73.28, "time": 174.03426360106096, "param": [ { "p": 0.08484457433223724, "m": 1.0 }, { "p": 0.08517110347747803, "m": 1.0 }, { "p": 0.037411678582429886, "m": 1.0 }, { "p": 0.04834416136145592, "m": 0.6097702383995056 }, { "p": 0.039386626332998276, "m": 0.7890763282775879 }, { "p": 0.06639862805604935, "m": 0.9109020233154297 }, { "p": 0.05695991590619087, "m": 0.8075574040412903 }, { "p": 0.06334865093231201, "m": 0.8316982388496399 }, { "p": 0.08819713443517685, "m": 0.9640750288963318 }, { "p": 0.0857175961136818, "m": 0.8938881754875183 }, { "p": 0.0929449126124382, "m": 0.9491044282913208 }, { "p": 0.09561201184988022, "m": 1.0 }, { "p": 0.08109783381223679, "m": 1.0 }, { "p": 0.07456520199775696, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.7489826083183289, "val_loss": 0.7976096272468567, "acc": 72.88, "time": 177.86990578309633, "param": [ { "p": 0.08980905264616013, "m": 1.0 }, { "p": 0.07706981897354126, "m": 1.0 }, { "p": 0.06214777007699013, "m": 1.0 }, { "p": 0.042563725262880325, "m": 0.6077480316162109 }, { "p": 0.06100684031844139, "m": 0.685197114944458 }, { "p": 0.057121675461530685, "m": 0.9094399213790894 }, { "p": 0.07322702556848526, "m": 0.7620159387588501 }, { "p": 0.07373303174972534, "m": 0.9578768014907837 }, { "p": 0.07718785107135773, "m": 0.9653047919273376 }, { "p": 0.08755870908498764, "m": 0.9550356864929199 }, { "p": 0.07129234820604324, "m": 0.9990121722221375 }, { "p": 0.060142386704683304, "m": 1.0 }, { "p": 0.07674114406108856, "m": 1.0 }, { "p": 0.09039861708879471, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.6670930981636047, "val_loss": 0.7552827000617981, "acc": 73.2, "time": 180.03792194998823, "param": [ { "p": 0.07883738726377487, "m": 1.0 }, { "p": 0.06381374597549438, "m": 1.0 }, { "p": 0.0606299564242363, "m": 1.0 }, { "p": 0.08265850692987442, "m": 0.5165991187095642 }, { "p": 0.07572709023952484, "m": 0.5313292145729065 }, { "p": 0.0742926299571991, "m": 0.9505144357681274 }, { "p": 0.05539962649345398, "m": 0.6692842841148376 }, { "p": 0.08456744998693466, "m": 0.9612300395965576 }, { "p": 0.07933742552995682, "m": 1.0 }, { "p": 0.0728977620601654, "m": 0.8925461769104004 }, { "p": 0.06138491630554199, "m": 0.9545626640319824 }, { "p": 0.06813365966081619, "m": 1.0 }, { "p": 0.07735588401556015, "m": 1.0 }, { "p": 0.06496398895978928, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.7967650294303894, "val_loss": 0.8979730606079102, "acc": 72.62, "time": 177.16401796694845, "param": [ { "p": 0.08965500444173813, "m": 1.0 }, { "p": 0.04051026701927185, "m": 1.0 }, { "p": 0.07202136516571045, "m": 1.0 }, { "p": 0.054083772003650665, "m": 0.5678789019584656 }, { "p": 0.04959990456700325, "m": 0.551018476486206 }, { "p": 0.03941018506884575, "m": 1.0 }, { "p": 0.06225422024726868, "m": 0.7099188566207886 }, { "p": 0.0855957642197609, "m": 0.9704131484031677 }, { "p": 0.08881045132875443, "m": 0.9639936089515686 }, { "p": 0.10134675353765488, "m": 0.8324865102767944 }, { "p": 0.09946595877408981, "m": 0.8561496734619141 }, { "p": 0.057209428399801254, "m": 1.0 }, { "p": 0.10252657532691956, "m": 1.0 }, { "p": 0.0575103797018528, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.6195424199104309, "val_loss": 0.7992198467254639, "acc": 73.1, "time": 171.54416240006685, "param": [ { "p": 0.08595062047243118, "m": 1.0 }, { "p": 0.058723073452711105, "m": 1.0 }, { "p": 0.06789752095937729, "m": 1.0 }, { "p": 0.05019167438149452, "m": 0.6013126969337463 }, { "p": 0.0926494374871254, "m": 0.616966187953949 }, { "p": 0.058642175048589706, "m": 0.9254152178764343 }, { "p": 0.06378742307424545, "m": 0.6594746708869934 }, { "p": 0.07339176535606384, "m": 0.9636070132255554 }, { "p": 0.05713186040520668, "m": 0.9700599312782288 }, { "p": 0.0787847638130188, "m": 0.8296188116073608 }, { "p": 0.06175348535180092, "m": 0.8990862965583801 }, { "p": 0.07086172699928284, "m": 1.0 }, { "p": 0.09272731840610504, "m": 1.0 }, { "p": 0.08750712126493454, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.7456935048103333, "val_loss": 0.7531667947769165, "acc": 74.27, "time": 169.82944943592884, "param": [ { "p": 0.07183250039815903, "m": 1.0 }, { "p": 0.05137532949447632, "m": 1.0 }, { "p": 0.07487928122282028, "m": 1.0 }, { "p": 0.03992192819714546, "m": 0.668436586856842 }, { "p": 0.08250688761472702, "m": 0.4595282971858978 }, { "p": 0.06470121443271637, "m": 0.9560683369636536 }, { "p": 0.01960676722228527, "m": 0.7956070899963379 }, { "p": 0.07372449338436127, "m": 0.9444403648376465 }, { "p": 0.0744987204670906, "m": 1.0 }, { "p": 0.10145126283168793, "m": 1.0 }, { "p": 0.10679563879966736, "m": 0.9527926445007324 }, { "p": 0.06950745731592178, "m": 1.0 }, { "p": 0.08261801302433014, "m": 1.0 }, { "p": 0.08658046275377274, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.6485798358917236, "val_loss": 0.9221363067626953, "acc": 73.09, "time": 176.24725023587234, "param": [ { "p": 0.0736745074391365, "m": 1.0 }, { "p": 0.08563525229692459, "m": 1.0 }, { "p": 0.06268437206745148, "m": 1.0 }, { "p": 0.06619550287723541, "m": 0.6079064011573792 }, { "p": 0.051558610051870346, "m": 0.3671342134475708 }, { "p": 0.060028187930583954, "m": 0.911578893661499 }, { "p": 0.07775219529867172, "m": 0.7805641293525696 }, { "p": 0.06491319090127945, "m": 0.9986243844032288 }, { "p": 0.07781977206468582, "m": 0.9878344535827637 }, { "p": 0.06508394330739975, "m": 0.9926242828369141 }, { "p": 0.08379838615655899, "m": 1.0 }, { "p": 0.07322856038808823, "m": 1.0 }, { "p": 0.06683308631181717, "m": 1.0 }, { "p": 0.09079447388648987, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.9873132109642029, "val_loss": 0.7377300262451172, "acc": 74.01, "time": 178.91897540306672, "param": [ { "p": 0.07146496325731277, "m": 1.0 }, { "p": 0.06214624643325806, "m": 1.0 }, { "p": 0.08349691331386566, "m": 1.0 }, { "p": 0.05768406763672829, "m": 0.5855399370193481 }, { "p": 0.06840973347425461, "m": 0.4458247423171997 }, { "p": 0.052025869488716125, "m": 0.9579541683197021 }, { "p": 0.06304226815700531, "m": 0.9858174324035645 }, { "p": 0.08157769590616226, "m": 0.9464473128318787 }, { "p": 0.059173334389925, "m": 1.0 }, { "p": 0.06942130625247955, "m": 0.969367265701294 }, { "p": 0.09107968956232071, "m": 1.0 }, { "p": 0.09651202708482742, "m": 1.0 }, { "p": 0.08849748969078064, "m": 1.0 }, { "p": 0.05546843633055687, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.771754264831543, "val_loss": 0.8178310990333557, "acc": 72.98, "time": 176.78528256202117, "param": [ { "p": 0.0761333778500557, "m": 1.0 }, { "p": 0.07413411140441895, "m": 1.0 }, { "p": 0.0803491473197937, "m": 1.0 }, { "p": 0.04698742553591728, "m": 0.5520004630088806 }, { "p": 0.032941967248916626, "m": 0.5368083715438843 }, { "p": 0.09537555277347565, "m": 0.9833398461341858 }, { "p": 0.06937701255083084, "m": 0.9658927321434021 }, { "p": 0.08160800486803055, "m": 0.9894847869873047 }, { "p": 0.07854073494672775, "m": 1.0 }, { "p": 0.08722377568483353, "m": 1.0 }, { "p": 0.08768855035305023, "m": 1.0 }, { "p": 0.06332836300134659, "m": 1.0 }, { "p": 0.06618979573249817, "m": 1.0 }, { "p": 0.060122136026620865, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.8166049122810364, "val_loss": 0.7782694697380066, "acc": 72.32, "time": 176.3255822288338, "param": [ { "p": 0.06931435316801071, "m": 1.0 }, { "p": 0.08422040939331055, "m": 1.0 }, { "p": 0.09442608058452606, "m": 1.0 }, { "p": 0.06139056757092476, "m": 0.4302811026573181 }, { "p": 0.056656528264284134, "m": 0.572281002998352 }, { "p": 0.08238150179386139, "m": 0.9617590308189392 }, { "p": 0.050141919404268265, "m": 0.9119057059288025 }, { "p": 0.07227163016796112, "m": 0.9446538090705872 }, { "p": 0.0602811723947525, "m": 0.9556148648262024 }, { "p": 0.056560415774583817, "m": 0.9578655362129211 }, { "p": 0.1052367240190506, "m": 0.9697803854942322 }, { "p": 0.06707322597503662, "m": 1.0 }, { "p": 0.07802809774875641, "m": 1.0 }, { "p": 0.062017399817705154, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.7219539284706116, "val_loss": 0.8450945615768433, "acc": 72.81, "time": 179.98728837398812, "param": [ { "p": 0.06972959637641907, "m": 1.0 }, { "p": 0.052882205694913864, "m": 1.0 }, { "p": 0.08400467038154602, "m": 1.0 }, { "p": 0.06228114292025566, "m": 0.6207575798034668 }, { "p": 0.06545715034008026, "m": 0.4915536046028137 }, { "p": 0.09161454439163208, "m": 0.9298491477966309 }, { "p": 0.07687543332576752, "m": 0.9643317461013794 }, { "p": 0.06961935758590698, "m": 0.9162021279335022 }, { "p": 0.08580000698566437, "m": 0.9513679146766663 }, { "p": 0.08621031045913696, "m": 0.9904748797416687 }, { "p": 0.05594422668218613, "m": 0.9368605017662048 }, { "p": 0.05956696346402168, "m": 1.0 }, { "p": 0.06548850238323212, "m": 1.0 }, { "p": 0.07452583312988281, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.7889836430549622, "val_loss": 0.8701382875442505, "acc": 73.0, "time": 166.9748937988188, "param": [ { "p": 0.07377056777477264, "m": 1.0 }, { "p": 0.04784826561808586, "m": 1.0 }, { "p": 0.07781223952770233, "m": 1.0 }, { "p": 0.07437055557966232, "m": 0.6533612012863159 }, { "p": 0.06408434361219406, "m": 0.4334658682346344 }, { "p": 0.07982319593429565, "m": 0.8911481499671936 }, { "p": 0.06787647306919098, "m": 1.0 }, { "p": 0.08431839942932129, "m": 0.9972108006477356 }, { "p": 0.07294411212205887, "m": 0.9401789903640747 }, { "p": 0.07642559707164764, "m": 0.9773774743080139 }, { "p": 0.062462352216243744, "m": 0.9132293462753296 }, { "p": 0.07560266554355621, "m": 1.0 }, { "p": 0.08130005747079849, "m": 1.0 }, { "p": 0.06136118248105049, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.9091396927833557, "val_loss": 0.742885410785675, "acc": 73.37, "time": 161.08646756899543, "param": [ { "p": 0.08653932809829712, "m": 1.0 }, { "p": 0.07445920258760452, "m": 1.0 }, { "p": 0.07988017797470093, "m": 1.0 }, { "p": 0.05055593326687813, "m": 0.712422788143158 }, { "p": 0.04621743783354759, "m": 0.2776470184326172 }, { "p": 0.06360933929681778, "m": 0.8349369764328003 }, { "p": 0.04396115243434906, "m": 0.913028359413147 }, { "p": 0.06811250001192093, "m": 0.9590898752212524 }, { "p": 0.07364781200885773, "m": 0.9423395991325378 }, { "p": 0.08182898163795471, "m": 0.9439164400100708 }, { "p": 0.08229254931211472, "m": 0.9790614247322083 }, { "p": 0.08359714597463608, "m": 1.0 }, { "p": 0.07898213714361191, "m": 1.0 }, { "p": 0.08631623536348343, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.7864291071891785, "val_loss": 0.7558671832084656, "acc": 72.76, "time": 168.29001083690673, "param": [ { "p": 0.07242930680513382, "m": 1.0 }, { "p": 0.058914024382829666, "m": 1.0 }, { "p": 0.07314464449882507, "m": 1.0 }, { "p": 0.05961286276578903, "m": 0.7498572468757629 }, { "p": 0.063604936003685, "m": 0.3884226679801941 }, { "p": 0.08210313320159912, "m": 0.8506540656089783 }, { "p": 0.05431394279003143, "m": 0.8356260061264038 }, { "p": 0.0634554773569107, "m": 0.9181616902351379 }, { "p": 0.09679006040096283, "m": 1.0 }, { "p": 0.055196840316057205, "m": 0.9279965162277222 }, { "p": 0.07433205842971802, "m": 0.9314571619033813 }, { "p": 0.07686574012041092, "m": 1.0 }, { "p": 0.09738003462553024, "m": 1.0 }, { "p": 0.07185696810483932, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.8285852074623108, "val_loss": 0.7777633666992188, "acc": 73.46, "time": 183.4675531820394, "param": [ { "p": 0.06826010346412659, "m": 1.0 }, { "p": 0.07572049647569656, "m": 1.0 }, { "p": 0.08369123935699463, "m": 1.0 }, { "p": 0.06547759473323822, "m": 0.6080502271652222 }, { "p": 0.06846654415130615, "m": 0.41684213280677795 }, { "p": 0.06916223466396332, "m": 0.7009637951850891 }, { "p": 0.06609301269054413, "m": 0.9174498915672302 }, { "p": 0.058026187121868134, "m": 0.9519191384315491 }, { "p": 0.07269694656133652, "m": 0.9836103320121765 }, { "p": 0.07750343531370163, "m": 0.9988489747047424 }, { "p": 0.09204227477312088, "m": 0.9997890591621399 }, { "p": 0.06960636377334595, "m": 1.0 }, { "p": 0.07209523022174835, "m": 1.0 }, { "p": 0.06115836277604103, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.7991047501564026, "val_loss": 0.857029914855957, "acc": 73.21, "time": 169.02519551105797, "param": [ { "p": 0.05979064106941223, "m": 1.0 }, { "p": 0.04735785350203514, "m": 1.0 }, { "p": 0.07561765611171722, "m": 1.0 }, { "p": 0.0782778337597847, "m": 0.648615300655365 }, { "p": 0.06894447654485703, "m": 0.5122805237770081 }, { "p": 0.09315166622400284, "m": 0.6362406015396118 }, { "p": 0.05964784324169159, "m": 0.9199951887130737 }, { "p": 0.05848032608628273, "m": 0.9171435236930847 }, { "p": 0.07372332364320755, "m": 1.0 }, { "p": 0.07678621262311935, "m": 0.9127839207649231 }, { "p": 0.08790434151887894, "m": 0.9850844144821167 }, { "p": 0.08659277856349945, "m": 1.0 }, { "p": 0.07647450268268585, "m": 1.0 }, { "p": 0.05725057050585747, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.926849901676178, "val_loss": 0.8143408894538879, "acc": 72.89, "time": 176.54145086416975, "param": [ { "p": 0.07995898276567459, "m": 1.0 }, { "p": 0.07256758958101273, "m": 1.0 }, { "p": 0.07689329981803894, "m": 1.0 }, { "p": 0.07464451342821121, "m": 0.7169259190559387 }, { "p": 0.08596830070018768, "m": 0.5494637489318848 }, { "p": 0.06709808856248856, "m": 0.7106440663337708 }, { "p": 0.07757198065519333, "m": 0.989865779876709 }, { "p": 0.05050744116306305, "m": 0.9479121565818787 }, { "p": 0.06731381267309189, "m": 0.9853311777114868 }, { "p": 0.05959305912256241, "m": 0.7476633787155151 }, { "p": 0.07214675098657608, "m": 0.9361435174942017 }, { "p": 0.06943193078041077, "m": 1.0 }, { "p": 0.08261529356241226, "m": 1.0 }, { "p": 0.0636889860033989, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.699451208114624, "val_loss": 0.8837894201278687, "acc": 72.01, "time": 177.54985999804921, "param": [ { "p": 0.08112375438213348, "m": 1.0 }, { "p": 0.08294863998889923, "m": 1.0 }, { "p": 0.08452987670898438, "m": 1.0 }, { "p": 0.03703610971570015, "m": 0.763313353061676 }, { "p": 0.06270772218704224, "m": 0.4520377218723297 }, { "p": 0.10278142988681793, "m": 0.8255965709686279 }, { "p": 0.03605049103498459, "m": 0.9447981715202332 }, { "p": 0.08484137803316116, "m": 0.8618873953819275 }, { "p": 0.07422121614217758, "m": 0.8769826292991638 }, { "p": 0.08360499143600464, "m": 0.7795793414115906 }, { "p": 0.05875835195183754, "m": 0.9526687860488892 }, { "p": 0.05097358301281929, "m": 1.0 }, { "p": 0.10081102699041367, "m": 1.0 }, { "p": 0.05961140617728233, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.6870311498641968, "val_loss": 0.8086811304092407, "acc": 73.68, "time": 173.26132002589293, "param": [ { "p": 0.0885728970170021, "m": 1.0 }, { "p": 0.033225785940885544, "m": 1.0 }, { "p": 0.08109577745199203, "m": 1.0 }, { "p": 0.05900413170456886, "m": 0.7169036865234375 }, { "p": 0.0667024478316307, "m": 0.7206829190254211 }, { "p": 0.07398370653390884, "m": 0.7218145728111267 }, { "p": 0.08485599607229233, "m": 0.9911643862724304 }, { "p": 0.06967785209417343, "m": 0.9054531455039978 }, { "p": 0.057584498077631, "m": 0.8925398588180542 }, { "p": 0.052662692964076996, "m": 0.7166787385940552 }, { "p": 0.0695871114730835, "m": 1.0 }, { "p": 0.10658916085958481, "m": 1.0 }, { "p": 0.09244292974472046, "m": 1.0 }, { "p": 0.0640149638056755, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.6703723073005676, "val_loss": 0.7614436745643616, "acc": 73.16, "time": 172.36063786107115, "param": [ { "p": 0.08125664293766022, "m": 1.0 }, { "p": 0.05680198222398758, "m": 1.0 }, { "p": 0.053524311631917953, "m": 1.0 }, { "p": 0.053346335887908936, "m": 0.7656358480453491 }, { "p": 0.061574991792440414, "m": 0.6350042819976807 }, { "p": 0.048001889139413834, "m": 0.8556202054023743 }, { "p": 0.06479450315237045, "m": 0.9024354219436646 }, { "p": 0.06230020895600319, "m": 0.9812144041061401 }, { "p": 0.0901486799120903, "m": 0.9680303931236267 }, { "p": 0.08010249584913254, "m": 0.6747798919677734 }, { "p": 0.0824829488992691, "m": 0.9984066486358643 }, { "p": 0.0931670144200325, "m": 1.0 }, { "p": 0.07087281346321106, "m": 1.0 }, { "p": 0.10162515938282013, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.6110401749610901, "val_loss": 0.8384760618209839, "acc": 73.66, "time": 175.05188108212315, "param": [ { "p": 0.059223275631666183, "m": 1.0 }, { "p": 0.05365736782550812, "m": 1.0 }, { "p": 0.07916725426912308, "m": 1.0 }, { "p": 0.06742686033248901, "m": 0.766148567199707 }, { "p": 0.04868759587407112, "m": 0.7418214082717896 }, { "p": 0.0738602951169014, "m": 0.8706681132316589 }, { "p": 0.060040734708309174, "m": 0.8238293528556824 }, { "p": 0.09266108274459839, "m": 0.8469363451004028 }, { "p": 0.052392374724149704, "m": 0.9254216551780701 }, { "p": 0.07785889506340027, "m": 0.7207233309745789 }, { "p": 0.07808693498373032, "m": 0.9332635998725891 }, { "p": 0.09154713898897171, "m": 1.0 }, { "p": 0.09379130601882935, "m": 1.0 }, { "p": 0.07159880548715591, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.6136958003044128, "val_loss": 0.8536640405654907, "acc": 73.45, "time": 175.39203935302794, "param": [ { "p": 0.088434599339962, "m": 1.0 }, { "p": 0.06234333664178848, "m": 1.0 }, { "p": 0.07425004243850708, "m": 1.0 }, { "p": 0.07465140521526337, "m": 0.8702032566070557 }, { "p": 0.058721158653497696, "m": 0.7560016512870789 }, { "p": 0.0674622505903244, "m": 0.834337592124939 }, { "p": 0.0424947515130043, "m": 0.8107404708862305 }, { "p": 0.06741603463888168, "m": 0.8668906688690186 }, { "p": 0.0711323469877243, "m": 0.9993063807487488 }, { "p": 0.09980374574661255, "m": 0.7086069583892822 }, { "p": 0.08960973471403122, "m": 0.9903343915939331 }, { "p": 0.0454537495970726, "m": 1.0 }, { "p": 0.08274032175540924, "m": 1.0 }, { "p": 0.07548651099205017, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.641619086265564, "val_loss": 0.812709629535675, "acc": 73.99, "time": 179.39010152802803, "param": [ { "p": 0.0804227665066719, "m": 1.0 }, { "p": 0.03919444605708122, "m": 1.0 }, { "p": 0.0937819555401802, "m": 1.0 }, { "p": 0.03431987389922142, "m": 0.7988933324813843 }, { "p": 0.03312579542398453, "m": 0.7515061497688293 }, { "p": 0.10581418126821518, "m": 0.7226618528366089 }, { "p": 0.07844796031713486, "m": 0.8939332365989685 }, { "p": 0.056961070746183395, "m": 0.9420551657676697 }, { "p": 0.08137296885251999, "m": 0.87130206823349 }, { "p": 0.07100795954465866, "m": 0.8045656681060791 }, { "p": 0.08704683929681778, "m": 1.0 }, { "p": 0.08459628373384476, "m": 1.0 }, { "p": 0.07389409840106964, "m": 1.0 }, { "p": 0.08001379668712616, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.8096853494644165, "val_loss": 0.8470273017883301, "acc": 74.08, "time": 160.71565447491594, "param": [ { "p": 0.04494667053222656, "m": 1.0 }, { "p": 0.08765857666730881, "m": 1.0 }, { "p": 0.06829052418470383, "m": 1.0 }, { "p": 0.07027625292539597, "m": 0.7648133635520935 }, { "p": 0.07215039432048798, "m": 0.7394691705703735 }, { "p": 0.06405646353960037, "m": 0.6263643503189087 }, { "p": 0.03228187933564186, "m": 0.8082116842269897 }, { "p": 0.05079621449112892, "m": 0.9656659364700317 }, { "p": 0.07252640277147293, "m": 0.8525206446647644 }, { "p": 0.08675167709589005, "m": 0.901732325553894 }, { "p": 0.09484684467315674, "m": 0.9799668788909912 }, { "p": 0.10821100324392319, "m": 1.0 }, { "p": 0.08141074329614639, "m": 1.0 }, { "p": 0.06579645723104477, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.6612374782562256, "val_loss": 0.8493872284889221, "acc": 73.86, "time": 158.60221588797867, "param": [ { "p": 0.07826253771781921, "m": 1.0 }, { "p": 0.044190049171447754, "m": 1.0 }, { "p": 0.11717866361141205, "m": 1.0 }, { "p": 0.06933194398880005, "m": 0.6463054418563843 }, { "p": 0.0399281345307827, "m": 0.7946289777755737 }, { "p": 0.055020712316036224, "m": 0.736025869846344 }, { "p": 0.045748792588710785, "m": 0.731479823589325 }, { "p": 0.11728327721357346, "m": 0.9290999174118042 }, { "p": 0.046777475625276566, "m": 0.8679237961769104 }, { "p": 0.052303802222013474, "m": 0.9399264454841614 }, { "p": 0.07307656109333038, "m": 0.9702757000923157 }, { "p": 0.08203684538602829, "m": 1.0 }, { "p": 0.10076433420181274, "m": 1.0 }, { "p": 0.07809684425592422, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.6745203733444214, "val_loss": 0.915436327457428, "acc": 73.58, "time": 159.4406935570296, "param": [ { "p": 0.08427753299474716, "m": 1.0 }, { "p": 0.08970680832862854, "m": 1.0 }, { "p": 0.060052987188100815, "m": 1.0 }, { "p": 0.05947362259030342, "m": 0.5416207909584045 }, { "p": 0.06705480068922043, "m": 0.7101017236709595 }, { "p": 0.08247590810060501, "m": 0.4947475790977478 }, { "p": 0.07145433872938156, "m": 0.7903377413749695 }, { "p": 0.06111566722393036, "m": 0.9350119233131409 }, { "p": 0.05314354971051216, "m": 0.7958176136016846 }, { "p": 0.061632879078388214, "m": 0.9488773345947266 }, { "p": 0.08922921121120453, "m": 0.9857921600341797 }, { "p": 0.07967818528413773, "m": 1.0 }, { "p": 0.05546377971768379, "m": 1.0 }, { "p": 0.08524073660373688, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.6663774251937866, "val_loss": 0.9035744667053223, "acc": 73.96, "time": 178.12846090109088, "param": [ { "p": 0.09434722363948822, "m": 1.0 }, { "p": 0.0463700108230114, "m": 1.0 }, { "p": 0.09981194138526917, "m": 1.0 }, { "p": 0.037291839718818665, "m": 0.5353122353553772 }, { "p": 0.06258334964513779, "m": 0.5783814191818237 }, { "p": 0.04428962618112564, "m": 0.24545329809188843 }, { "p": 0.073306605219841, "m": 0.8555997610092163 }, { "p": 0.070420041680336, "m": 1.0 }, { "p": 0.07136673480272293, "m": 0.7856789231300354 }, { "p": 0.08971970528364182, "m": 0.9982715845108032 }, { "p": 0.07935915142297745, "m": 1.0 }, { "p": 0.04269453138113022, "m": 1.0 }, { "p": 0.1059815064072609, "m": 1.0 }, { "p": 0.0824577584862709, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.5812623500823975, "val_loss": 0.7455812096595764, "acc": 73.7, "time": 174.32691763713956, "param": [ { "p": 0.09171635657548904, "m": 1.0 }, { "p": 0.059371575713157654, "m": 1.0 }, { "p": 0.0714249312877655, "m": 1.0 }, { "p": 0.06137153506278992, "m": 0.5867516398429871 }, { "p": 0.04928525909781456, "m": 0.6932662129402161 }, { "p": 0.08875323832035065, "m": 0.09381044656038284 }, { "p": 0.06921061128377914, "m": 0.9537471532821655 }, { "p": 0.07066016644239426, "m": 0.9783653020858765 }, { "p": 0.05095398426055908, "m": 0.8271517157554626 }, { "p": 0.08160369098186493, "m": 0.9735459685325623 }, { "p": 0.07708783447742462, "m": 0.9612371921539307 }, { "p": 0.06726688891649246, "m": 1.0 }, { "p": 0.08554405719041824, "m": 1.0 }, { "p": 0.07574982941150665, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.7637688517570496, "val_loss": 0.6703042387962341, "acc": 73.97, "time": 178.57549124909565, "param": [ { "p": 0.052279021590948105, "m": 1.0 }, { "p": 0.032204482704401016, "m": 1.0 }, { "p": 0.08307402580976486, "m": 1.0 }, { "p": 0.02021527849137783, "m": 0.5847733616828918 }, { "p": 0.08292417973279953, "m": 0.6859612464904785 }, { "p": 0.08117249608039856, "m": 0.31837278604507446 }, { "p": 0.06477358192205429, "m": 0.8757494688034058 }, { "p": 0.06911738216876984, "m": 0.8071672320365906 }, { "p": 0.09786960482597351, "m": 0.899824857711792 }, { "p": 0.04350230097770691, "m": 0.9013727903366089 }, { "p": 0.0727439820766449, "m": 0.9388239979743958 }, { "p": 0.09880785644054413, "m": 1.0 }, { "p": 0.0875600203871727, "m": 1.0 }, { "p": 0.11375570297241211, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.5321175456047058, "val_loss": 0.8925366997718811, "acc": 74.48, "time": 171.3073851109948, "param": [ { "p": 0.08683111518621445, "m": 1.0 }, { "p": 0.07226116955280304, "m": 1.0 }, { "p": 0.0741707980632782, "m": 1.0 }, { "p": 0.034037284553050995, "m": 0.6038891077041626 }, { "p": 0.08854176849126816, "m": 0.5080839395523071 }, { "p": 0.05396724492311478, "m": 0.0 }, { "p": 0.04061393812298775, "m": 0.9926528334617615 }, { "p": 0.10611581802368164, "m": 0.8391241431236267 }, { "p": 0.11411949247121811, "m": 0.8195517659187317 }, { "p": 0.0911085456609726, "m": 0.8858721256256104 }, { "p": 0.02969999425113201, "m": 0.9457527995109558 }, { "p": 0.0820365622639656, "m": 1.0 }, { "p": 0.07202449440956116, "m": 1.0 }, { "p": 0.05447174236178398, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.5954762697219849, "val_loss": 0.859882116317749, "acc": 74.03, "time": 161.1687623190228, "param": [ { "p": 0.08178657293319702, "m": 1.0 }, { "p": 0.08454213291406631, "m": 1.0 }, { "p": 0.08638396859169006, "m": 1.0 }, { "p": 0.03556181117892265, "m": 0.5843427777290344 }, { "p": 0.029499271884560585, "m": 0.3293107748031616 }, { "p": 0.07589279860258102, "m": 0.0 }, { "p": 0.07288026064634323, "m": 0.9114353656768799 }, { "p": 0.0891728550195694, "m": 0.7782089114189148 }, { "p": 0.07995231449604034, "m": 0.8307974338531494 }, { "p": 0.054506685584783554, "m": 0.9929705858230591 }, { "p": 0.07558076828718185, "m": 0.8159729838371277 }, { "p": 0.07447931170463562, "m": 1.0 }, { "p": 0.06753310561180115, "m": 1.0 }, { "p": 0.09222811460494995, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.504181444644928, "val_loss": 0.9294823408126831, "acc": 73.34, "time": 159.22529814881273, "param": [ { "p": 0.1115916445851326, "m": 1.0 }, { "p": 0.08287103474140167, "m": 1.0 }, { "p": 0.06578958034515381, "m": 1.0 }, { "p": 0.061675913631916046, "m": 0.5732711553573608 }, { "p": 0.05344928056001663, "m": 0.31853172183036804 }, { "p": 0.0566096268594265, "m": 0.03483022749423981 }, { "p": 0.06642673164606094, "m": 0.8778884410858154 }, { "p": 0.059304408729076385, "m": 0.9150000810623169 }, { "p": 0.08424273878335953, "m": 0.8930301666259766 }, { "p": 0.09142346680164337, "m": 0.9934396147727966 }, { "p": 0.032012004405260086, "m": 0.7488856315612793 }, { "p": 0.08876089006662369, "m": 1.0 }, { "p": 0.08084825426340103, "m": 1.0 }, { "p": 0.06499446928501129, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.6641176342964172, "val_loss": 0.9341718554496765, "acc": 72.78, "time": 167.59172419807874, "param": [ { "p": 0.076614610850811, "m": 1.0 }, { "p": 0.06958074122667313, "m": 1.0 }, { "p": 0.053662095218896866, "m": 1.0 }, { "p": 0.06941214203834534, "m": 0.5768537521362305 }, { "p": 0.06384951621294022, "m": 0.2999730408191681 }, { "p": 0.0771450325846672, "m": 0.16828690469264984 }, { "p": 0.029842831194400787, "m": 0.7865033745765686 }, { "p": 0.08135945349931717, "m": 0.9900288581848145 }, { "p": 0.07576413452625275, "m": 0.9363451600074768 }, { "p": 0.09273916482925415, "m": 0.993351399898529 }, { "p": 0.08585171401500702, "m": 0.757526159286499 }, { "p": 0.06402385234832764, "m": 1.0 }, { "p": 0.08169858157634735, "m": 1.0 }, { "p": 0.07845617830753326, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.5520209670066833, "val_loss": 0.8157647252082825, "acc": 73.03, "time": 174.4498504200019, "param": [ { "p": 0.06460767984390259, "m": 1.0 }, { "p": 0.06681235134601593, "m": 1.0 }, { "p": 0.0537836067378521, "m": 1.0 }, { "p": 0.05935605615377426, "m": 0.6883635520935059 }, { "p": 0.07450918853282928, "m": 0.4540920853614807 }, { "p": 0.062348246574401855, "m": 0.22051355242729187 }, { "p": 0.061945781111717224, "m": 0.7546678185462952 }, { "p": 0.09800273925065994, "m": 0.9450975060462952 }, { "p": 0.06243331357836723, "m": 0.9340595006942749 }, { "p": 0.07246803492307663, "m": 1.0 }, { "p": 0.09372001886367798, "m": 0.8012326955795288 }, { "p": 0.07832425087690353, "m": 1.0 }, { "p": 0.0933394804596901, "m": 1.0 }, { "p": 0.05834922194480896, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.7099514603614807, "val_loss": 0.8207970261573792, "acc": 74.35, "time": 160.22949477797374, "param": [ { "p": 0.0860389843583107, "m": 1.0 }, { "p": 0.04215994477272034, "m": 1.0 }, { "p": 0.07827811688184738, "m": 1.0 }, { "p": 0.08427061885595322, "m": 0.7386753559112549 }, { "p": 0.09298735857009888, "m": 0.4881662428379059 }, { "p": 0.05727836489677429, "m": 0.3281344473361969 }, { "p": 0.08744798600673676, "m": 0.8311843276023865 }, { "p": 0.03853334113955498, "m": 0.9990466833114624 }, { "p": 0.06973717361688614, "m": 0.973974347114563 }, { "p": 0.07932890206575394, "m": 0.9632726311683655 }, { "p": 0.07887732237577438, "m": 0.9321512579917908 }, { "p": 0.07091236859560013, "m": 1.0 }, { "p": 0.06733677536249161, "m": 1.0 }, { "p": 0.0668126717209816, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.7091520428657532, "val_loss": 0.786201536655426, "acc": 73.82, "time": 160.5069853879977, "param": [ { "p": 0.07287465780973434, "m": 1.0 }, { "p": 0.06493189185857773, "m": 1.0 }, { "p": 0.06953258067369461, "m": 1.0 }, { "p": 0.06771973520517349, "m": 0.6856591701507568 }, { "p": 0.06171981617808342, "m": 0.39749911427497864 }, { "p": 0.08169673383235931, "m": 0.4454648196697235 }, { "p": 0.07099825143814087, "m": 0.8803467750549316 }, { "p": 0.06033864989876747, "m": 0.9552404880523682 }, { "p": 0.07107909768819809, "m": 1.0 }, { "p": 0.07620565593242645, "m": 0.987332820892334 }, { "p": 0.0776851549744606, "m": 1.0 }, { "p": 0.07011842727661133, "m": 1.0 }, { "p": 0.07233733683824539, "m": 1.0 }, { "p": 0.0827619656920433, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.7320966720581055, "val_loss": 0.6079772114753723, "acc": 73.39, "time": 173.60466709407046, "param": [ { "p": 0.08682941645383835, "m": 1.0 }, { "p": 0.05788545310497284, "m": 1.0 }, { "p": 0.07003796100616455, "m": 1.0 }, { "p": 0.09784579277038574, "m": 0.7637129426002502 }, { "p": 0.05007423087954521, "m": 0.2725740671157837 }, { "p": 0.10174213349819183, "m": 0.506043553352356 }, { "p": 0.07375261187553406, "m": 0.978668212890625 }, { "p": 0.01774498075246811, "m": 0.9618589878082275 }, { "p": 0.0775446742773056, "m": 1.0 }, { "p": 0.04103400558233261, "m": 0.9262278079986572 }, { "p": 0.07645674049854279, "m": 0.9998193979263306 }, { "p": 0.08468064665794373, "m": 1.0 }, { "p": 0.07734853029251099, "m": 1.0 }, { "p": 0.08702290058135986, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.6044397950172424, "val_loss": 0.6621952652931213, "acc": 74.64, "time": 177.83532507298514, "param": [ { "p": 0.0658152848482132, "m": 1.0 }, { "p": 0.054762642830610275, "m": 1.0 }, { "p": 0.07080863416194916, "m": 1.0 }, { "p": 0.07920074462890625, "m": 0.671148419380188 }, { "p": 0.07756207138299942, "m": 0.18897207081317902 }, { "p": 0.060345038771629333, "m": 0.4689357876777649 }, { "p": 0.08213458210229874, "m": 0.9573262929916382 }, { "p": 0.05808154121041298, "m": 0.9089078903198242 }, { "p": 0.07712895423173904, "m": 0.9296790361404419 }, { "p": 0.0611310750246048, "m": 0.9996002912521362 }, { "p": 0.07929419726133347, "m": 0.8885068893432617 }, { "p": 0.07584108412265778, "m": 1.0 }, { "p": 0.07669451832771301, "m": 1.0 }, { "p": 0.08119954913854599, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.6447816491127014, "val_loss": 0.9207714200019836, "acc": 72.72, "time": 177.79820432094857, "param": [ { "p": 0.0868573859333992, "m": 1.0 }, { "p": 0.046080127358436584, "m": 1.0 }, { "p": 0.08428124338388443, "m": 1.0 }, { "p": 0.06271897256374359, "m": 0.6886118650436401 }, { "p": 0.06198535114526749, "m": 0.14701256155967712 }, { "p": 0.07360619306564331, "m": 0.3389292061328888 }, { "p": 0.0879095122218132, "m": 0.9817371964454651 }, { "p": 0.06456442922353745, "m": 0.851606011390686 }, { "p": 0.046957459300756454, "m": 0.8230788707733154 }, { "p": 0.09428025037050247, "m": 0.9021124243736267 }, { "p": 0.08472901582717896, "m": 0.900520384311676 }, { "p": 0.06299683451652527, "m": 1.0 }, { "p": 0.09024404734373093, "m": 1.0 }, { "p": 0.05278912931680679, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.6298119425773621, "val_loss": 0.7578153014183044, "acc": 74.51, "time": 175.13883678382263, "param": [ { "p": 0.11715368926525116, "m": 1.0 }, { "p": 0.04599044471979141, "m": 1.0 }, { "p": 0.06503766775131226, "m": 1.0 }, { "p": 0.05629628896713257, "m": 0.6630062460899353 }, { "p": 0.06065956503152847, "m": 0.1053294911980629 }, { "p": 0.06110645830631256, "m": 0.3592972159385681 }, { "p": 0.07659662514925003, "m": 0.9417693614959717 }, { "p": 0.07824534177780151, "m": 0.8350546956062317 }, { "p": 0.07926716655492783, "m": 0.8661539554595947 }, { "p": 0.0659288540482521, "m": 0.8748077154159546 }, { "p": 0.06763140112161636, "m": 0.8163513541221619 }, { "p": 0.08744245022535324, "m": 1.0 }, { "p": 0.08481910824775696, "m": 1.0 }, { "p": 0.053824808448553085, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.3722096085548401, "val_loss": 0.7829548716545105, "acc": 74.24, "time": 173.9574365799781, "param": [ { "p": 0.073527030646801, "m": 1.0 }, { "p": 0.05024357885122299, "m": 1.0 }, { "p": 0.06907734274864197, "m": 1.0 }, { "p": 0.09496958553791046, "m": 0.7427757382392883 }, { "p": 0.05560819432139397, "m": 0.08853939175605774 }, { "p": 0.07595516741275787, "m": 0.3087081015110016 }, { "p": 0.06186581403017044, "m": 1.0 }, { "p": 0.08848404139280319, "m": 0.8107795715332031 }, { "p": 0.045570019632577896, "m": 0.8736657500267029 }, { "p": 0.08281738311052322, "m": 0.8423773646354675 }, { "p": 0.06718183308839798, "m": 0.8367457389831543 }, { "p": 0.09034726023674011, "m": 1.0 }, { "p": 0.07921385765075684, "m": 1.0 }, { "p": 0.06513883918523788, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.5568506717681885, "val_loss": 0.7590389847755432, "acc": 73.63, "time": 174.00391245121136, "param": [ { "p": 0.059462495148181915, "m": 1.0 }, { "p": 0.08787205070257187, "m": 1.0 }, { "p": 0.0859472006559372, "m": 1.0 }, { "p": 0.024326056241989136, "m": 0.7426077723503113 }, { "p": 0.036225948482751846, "m": 0.035408034920692444 }, { "p": 0.09766272455453873, "m": 0.3380924165248871 }, { "p": 0.0460970513522625, "m": 1.0 }, { "p": 0.0842888355255127, "m": 0.9968701601028442 }, { "p": 0.0898921936750412, "m": 0.8254925608634949 }, { "p": 0.08934755623340607, "m": 0.9922252297401428 }, { "p": 0.0907450020313263, "m": 0.829551100730896 }, { "p": 0.06953194737434387, "m": 1.0 }, { "p": 0.07344410568475723, "m": 1.0 }, { "p": 0.06515684723854065, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.5249726176261902, "val_loss": 0.7525544762611389, "acc": 74.3, "time": 178.85068001202308, "param": [ { "p": 0.06581268459558487, "m": 1.0 }, { "p": 0.06126930192112923, "m": 1.0 }, { "p": 0.07657566666603088, "m": 1.0 }, { "p": 0.05906086787581444, "m": 0.720138669013977 }, { "p": 0.044152144342660904, "m": 0.0865347608923912 }, { "p": 0.08611404150724411, "m": 0.44366711378097534 }, { "p": 0.07277920842170715, "m": 0.9493795037269592 }, { "p": 0.09095606952905655, "m": 1.0 }, { "p": 0.08061697334051132, "m": 0.8483525514602661 }, { "p": 0.058952201157808304, "m": 0.8969270586967468 }, { "p": 0.08384905010461807, "m": 0.7743688821792603 }, { "p": 0.09075822681188583, "m": 1.0 }, { "p": 0.07743579894304276, "m": 1.0 }, { "p": 0.051667697727680206, "m": 1.0 } ] } ] }