AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(2)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json

8130 lines
No EOL
114 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 68.73,
"Time": [
20.162292855870007,
9.711028290520469
],
"Device": "GeForce GTX 1080 Ti",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize",
"BadColor",
"BadSharpness",
"BadContrast",
"BadBrightness"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.28776216506958,
"val_loss": 2.2824547290802,
"acc": 12.45,
"time": 32.028111427,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4603889286518097,
"m": 1.0
},
{
"p": 0.46679773926734924,
"m": 1.0
},
{
"p": 0.4714273512363434,
"m": 1.0
},
{
"p": 0.47540202736854553,
"m": 1.0
},
{
"p": 0.47899073362350464,
"m": 1.0
},
{
"p": 0.48267602920532227,
"m": 1.0
},
{
"p": 0.5134730339050293,
"m": 1.0
},
{
"p": 0.5093547105789185,
"m": 1.0
},
{
"p": 0.4951150715351105,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.208685874938965,
"val_loss": 2.1466755867004395,
"acc": 21.54,
"time": 10.414925672999999,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.44472989439964294,
"m": 1.0
},
{
"p": 0.45396509766578674,
"m": 1.0
},
{
"p": 0.457207053899765,
"m": 1.0
},
{
"p": 0.4596588611602783,
"m": 1.0
},
{
"p": 0.46143028140068054,
"m": 1.0
},
{
"p": 0.46314534544944763,
"m": 1.0
},
{
"p": 0.5351908802986145,
"m": 1.0
},
{
"p": 0.5334952473640442,
"m": 1.0
},
{
"p": 0.46830910444259644,
"m": 1.0
},
{
"p": 0.4702257215976715,
"m": 1.0
},
{
"p": 0.47235816717147827,
"m": 1.0
},
{
"p": 0.5254003405570984,
"m": 1.0
},
{
"p": 0.4771313965320587,
"m": 1.0
},
{
"p": 0.5200423002243042,
"m": 1.0
},
{
"p": 0.483110249042511,
"m": 1.0
},
{
"p": 0.5133597254753113,
"m": 1.0
},
{
"p": 0.4905955195426941,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.9747216701507568,
"val_loss": 1.8844386339187622,
"acc": 31.25,
"time": 26.827859828,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.41579514741897583,
"m": 1.0
},
{
"p": 0.48568519949913025,
"m": 1.0
},
{
"p": 0.485837459564209,
"m": 1.0
},
{
"p": 0.48518282175064087,
"m": 1.0
},
{
"p": 0.48316484689712524,
"m": 1.0
},
{
"p": 0.436672568321228,
"m": 1.0
},
{
"p": 0.5227493047714233,
"m": 1.0
},
{
"p": 0.5559226870536804,
"m": 1.0
},
{
"p": 0.46889302134513855,
"m": 1.0
},
{
"p": 0.4531998336315155,
"m": 1.0
},
{
"p": 0.4585966467857361,
"m": 1.0
},
{
"p": 0.5407111048698425,
"m": 1.0
},
{
"p": 0.4601239264011383,
"m": 1.0
},
{
"p": 0.538928210735321,
"m": 1.0
},
{
"p": 0.4621344208717346,
"m": 1.0
},
{
"p": 0.5366546511650085,
"m": 1.0
},
{
"p": 0.4647252559661865,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.807679295539856,
"val_loss": 1.832883358001709,
"acc": 34.86,
"time": 14.424485708999995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4144543707370758,
"m": 1.0
},
{
"p": 0.49354735016822815,
"m": 1.0
},
{
"p": 0.500978946685791,
"m": 1.0
},
{
"p": 0.5021427869796753,
"m": 1.0
},
{
"p": 0.5020211338996887,
"m": 1.0
},
{
"p": 0.41562262177467346,
"m": 1.0
},
{
"p": 0.4996376931667328,
"m": 1.0
},
{
"p": 0.5820322036743164,
"m": 1.0
},
{
"p": 0.4966605305671692,
"m": 1.0
},
{
"p": 0.42102059721946716,
"m": 1.0
},
{
"p": 0.42317578196525574,
"m": 1.0
},
{
"p": 0.575275719165802,
"m": 1.0
},
{
"p": 0.42861875891685486,
"m": 1.0
},
{
"p": 0.5149921774864197,
"m": 1.0
},
{
"p": 0.45518770813941956,
"m": 1.0
},
{
"p": 0.5385368466377258,
"m": 1.0
},
{
"p": 0.4420779347419739,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.7627065181732178,
"val_loss": 1.7691702842712402,
"acc": 38.45,
"time": 22.691800508,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.43985164165496826,
"m": 1.0
},
{
"p": 0.46567922830581665,
"m": 1.0
},
{
"p": 0.462647020816803,
"m": 1.0
},
{
"p": 0.5399982929229736,
"m": 1.0
},
{
"p": 0.49921372532844543,
"m": 1.0
},
{
"p": 0.4357501268386841,
"m": 1.0
},
{
"p": 0.5148338675498962,
"m": 1.0
},
{
"p": 0.5674358010292053,
"m": 1.0
},
{
"p": 0.5238566398620605,
"m": 1.0
},
{
"p": 0.39678534865379333,
"m": 1.0
},
{
"p": 0.41092705726623535,
"m": 1.0
},
{
"p": 0.5923860669136047,
"m": 1.0
},
{
"p": 0.41061457991600037,
"m": 1.0
},
{
"p": 0.4942910075187683,
"m": 1.0
},
{
"p": 0.4532984495162964,
"m": 1.0
},
{
"p": 0.5326359272003174,
"m": 1.0
},
{
"p": 0.4171491265296936,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7155238389968872,
"val_loss": 1.555618166923523,
"acc": 41.7,
"time": 18.611969063999993,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4292972683906555,
"m": 1.0
},
{
"p": 0.4662509858608246,
"m": 1.0
},
{
"p": 0.4424265921115875,
"m": 1.0
},
{
"p": 0.5585380792617798,
"m": 1.0
},
{
"p": 0.4960227608680725,
"m": 1.0
},
{
"p": 0.4537157416343689,
"m": 1.0
},
{
"p": 0.5343448519706726,
"m": 1.0
},
{
"p": 0.5401394367218018,
"m": 1.0
},
{
"p": 0.555479884147644,
"m": 1.0
},
{
"p": 0.3624034821987152,
"m": 1.0
},
{
"p": 0.4216800928115845,
"m": 1.0
},
{
"p": 0.6111175417900085,
"m": 1.0
},
{
"p": 0.38167935609817505,
"m": 1.0
},
{
"p": 0.46160799264907837,
"m": 1.0
},
{
"p": 0.43144625425338745,
"m": 1.0
},
{
"p": 0.5102725028991699,
"m": 1.0
},
{
"p": 0.39544913172721863,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 2.0003950595855713,
"val_loss": 1.5391300916671753,
"acc": 45.16,
"time": 19.532886442000006,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.39691081643104553,
"m": 1.0
},
{
"p": 0.49515414237976074,
"m": 1.0
},
{
"p": 0.41319844126701355,
"m": 1.0
},
{
"p": 0.5266990661621094,
"m": 1.0
},
{
"p": 0.46142417192459106,
"m": 1.0
},
{
"p": 0.42459315061569214,
"m": 1.0
},
{
"p": 0.5057334899902344,
"m": 1.0
},
{
"p": 0.5278469324111938,
"m": 1.0
},
{
"p": 0.571948230266571,
"m": 1.0
},
{
"p": 0.3449792265892029,
"m": 1.0
},
{
"p": 0.42654845118522644,
"m": 1.0
},
{
"p": 0.6243174076080322,
"m": 1.0
},
{
"p": 0.36782407760620117,
"m": 1.0
},
{
"p": 0.44351786375045776,
"m": 1.0
},
{
"p": 0.415511816740036,
"m": 1.0
},
{
"p": 0.4906206429004669,
"m": 1.0
},
{
"p": 0.37731584906578064,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.0509142875671387,
"val_loss": 1.6797232627868652,
"acc": 43.12,
"time": 24.055929673999998,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.3616275191307068,
"m": 1.0
},
{
"p": 0.5074011087417603,
"m": 1.0
},
{
"p": 0.39911356568336487,
"m": 1.0
},
{
"p": 0.5061100721359253,
"m": 1.0
},
{
"p": 0.44439709186553955,
"m": 1.0
},
{
"p": 0.4058278203010559,
"m": 1.0
},
{
"p": 0.48207995295524597,
"m": 1.0
},
{
"p": 0.5223115086555481,
"m": 1.0
},
{
"p": 0.5813641548156738,
"m": 1.0
},
{
"p": 0.33386993408203125,
"m": 1.0
},
{
"p": 0.4293650686740875,
"m": 1.0
},
{
"p": 0.6579174399375916,
"m": 1.0
},
{
"p": 0.3663192093372345,
"m": 1.0
},
{
"p": 0.40485304594039917,
"m": 1.0
},
{
"p": 0.39037784934043884,
"m": 1.0
},
{
"p": 0.4761444628238678,
"m": 1.0
},
{
"p": 0.35265377163887024,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.5334535837173462,
"val_loss": 1.5624048709869385,
"acc": 45.37,
"time": 14.697368842000003,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.3295031487941742,
"m": 1.0
},
{
"p": 0.5127273797988892,
"m": 1.0
},
{
"p": 0.3889307677745819,
"m": 1.0
},
{
"p": 0.4590311646461487,
"m": 1.0
},
{
"p": 0.3952478766441345,
"m": 1.0
},
{
"p": 0.3690474033355713,
"m": 1.0
},
{
"p": 0.464292049407959,
"m": 1.0
},
{
"p": 0.5112423896789551,
"m": 1.0
},
{
"p": 0.5590030550956726,
"m": 1.0
},
{
"p": 0.30184921622276306,
"m": 1.0
},
{
"p": 0.4386990964412689,
"m": 1.0
},
{
"p": 0.6772373914718628,
"m": 1.0
},
{
"p": 0.35944026708602905,
"m": 1.0
},
{
"p": 0.38644060492515564,
"m": 1.0
},
{
"p": 0.3766613006591797,
"m": 1.0
},
{
"p": 0.46816641092300415,
"m": 1.0
},
{
"p": 0.3337113559246063,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.7713565826416016,
"val_loss": 1.7621079683303833,
"acc": 43.19,
"time": 27.567133127000005,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.3388284742832184,
"m": 1.0
},
{
"p": 0.5208534598350525,
"m": 1.0
},
{
"p": 0.3779233992099762,
"m": 1.0
},
{
"p": 0.4257287383079529,
"m": 1.0
},
{
"p": 0.3717052638530731,
"m": 1.0
},
{
"p": 0.3516870141029358,
"m": 1.0
},
{
"p": 0.45555222034454346,
"m": 1.0
},
{
"p": 0.5039202570915222,
"m": 1.0
},
{
"p": 0.5364363193511963,
"m": 1.0
},
{
"p": 0.2666858434677124,
"m": 1.0
},
{
"p": 0.45310214161872864,
"m": 1.0
},
{
"p": 0.6975658535957336,
"m": 1.0
},
{
"p": 0.323750376701355,
"m": 1.0
},
{
"p": 0.3609504997730255,
"m": 1.0
},
{
"p": 0.36170074343681335,
"m": 1.0
},
{
"p": 0.4430202543735504,
"m": 1.0
},
{
"p": 0.32634538412094116,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.4420915842056274,
"val_loss": 1.5159587860107422,
"acc": 48.59,
"time": 10.684389522000004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.35408705472946167,
"m": 1.0
},
{
"p": 0.5289272665977478,
"m": 1.0
},
{
"p": 0.3646164536476135,
"m": 1.0
},
{
"p": 0.38032305240631104,
"m": 1.0
},
{
"p": 0.3444470763206482,
"m": 1.0
},
{
"p": 0.3378760516643524,
"m": 1.0
},
{
"p": 0.44006916880607605,
"m": 1.0
},
{
"p": 0.5184857249259949,
"m": 1.0
},
{
"p": 0.5128369331359863,
"m": 1.0
},
{
"p": 0.24663978815078735,
"m": 1.0
},
{
"p": 0.4581258296966553,
"m": 1.0
},
{
"p": 0.7091510891914368,
"m": 1.0
},
{
"p": 0.2971307039260864,
"m": 1.0
},
{
"p": 0.34671446681022644,
"m": 1.0
},
{
"p": 0.3548679053783417,
"m": 1.0
},
{
"p": 0.42883968353271484,
"m": 1.0
},
{
"p": 0.323467493057251,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.496593713760376,
"val_loss": 1.5755258798599243,
"acc": 47.24,
"time": 30.99845993400001,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.38814982771873474,
"m": 1.0
},
{
"p": 0.49868258833885193,
"m": 1.0
},
{
"p": 0.3441484272480011,
"m": 1.0
},
{
"p": 0.3621786832809448,
"m": 1.0
},
{
"p": 0.3233191967010498,
"m": 1.0
},
{
"p": 0.338154137134552,
"m": 1.0
},
{
"p": 0.43285271525382996,
"m": 1.0
},
{
"p": 0.5275401473045349,
"m": 1.0
},
{
"p": 0.49871599674224854,
"m": 1.0
},
{
"p": 0.23560436069965363,
"m": 1.0
},
{
"p": 0.4594830572605133,
"m": 1.0
},
{
"p": 0.7180929183959961,
"m": 1.0
},
{
"p": 0.2589419484138489,
"m": 1.0
},
{
"p": 0.32089516520500183,
"m": 1.0
},
{
"p": 0.30359479784965515,
"m": 1.0
},
{
"p": 0.3999260663986206,
"m": 1.0
},
{
"p": 0.31187736988067627,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.6726545095443726,
"val_loss": 1.4372817277908325,
"acc": 52.76,
"time": 7.054408728999988,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.41069769859313965,
"m": 1.0
},
{
"p": 0.4694494903087616,
"m": 1.0
},
{
"p": 0.3238471746444702,
"m": 1.0
},
{
"p": 0.3552296757698059,
"m": 1.0
},
{
"p": 0.2919731140136719,
"m": 1.0
},
{
"p": 0.36903566122055054,
"m": 1.0
},
{
"p": 0.40366119146347046,
"m": 1.0
},
{
"p": 0.5006608366966248,
"m": 1.0
},
{
"p": 0.47116363048553467,
"m": 1.0
},
{
"p": 0.2133612334728241,
"m": 1.0
},
{
"p": 0.4545406997203827,
"m": 1.0
},
{
"p": 0.7308831810951233,
"m": 1.0
},
{
"p": 0.22472864389419556,
"m": 1.0
},
{
"p": 0.3002219498157501,
"m": 1.0
},
{
"p": 0.28104013204574585,
"m": 1.0
},
{
"p": 0.3864280581474304,
"m": 1.0
},
{
"p": 0.30532747507095337,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.4795687198638916,
"val_loss": 1.4017318487167358,
"acc": 50.03,
"time": 35.49507681899996,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4076204001903534,
"m": 1.0
},
{
"p": 0.4351545572280884,
"m": 1.0
},
{
"p": 0.278890460729599,
"m": 1.0
},
{
"p": 0.3543185591697693,
"m": 1.0
},
{
"p": 0.2625645101070404,
"m": 1.0
},
{
"p": 0.36761632561683655,
"m": 1.0
},
{
"p": 0.38616546988487244,
"m": 1.0
},
{
"p": 0.4874529242515564,
"m": 1.0
},
{
"p": 0.45615848898887634,
"m": 1.0
},
{
"p": 0.19880644977092743,
"m": 1.0
},
{
"p": 0.449767529964447,
"m": 1.0
},
{
"p": 0.7433498501777649,
"m": 1.0
},
{
"p": 0.18683776259422302,
"m": 1.0
},
{
"p": 0.26873350143432617,
"m": 1.0
},
{
"p": 0.26257121562957764,
"m": 1.0
},
{
"p": 0.3804376423358917,
"m": 1.0
},
{
"p": 0.2907799780368805,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.740771770477295,
"val_loss": 1.3234623670578003,
"acc": 53.12,
"time": 6.011690966999993,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.40421783924102783,
"m": 1.0
},
{
"p": 0.4143017530441284,
"m": 1.0
},
{
"p": 0.24222098290920258,
"m": 1.0
},
{
"p": 0.35545819997787476,
"m": 1.0
},
{
"p": 0.229232057929039,
"m": 1.0
},
{
"p": 0.33564236760139465,
"m": 1.0
},
{
"p": 0.3493487238883972,
"m": 1.0
},
{
"p": 0.46291524171829224,
"m": 1.0
},
{
"p": 0.45631396770477295,
"m": 1.0
},
{
"p": 0.18778827786445618,
"m": 1.0
},
{
"p": 0.42431238293647766,
"m": 1.0
},
{
"p": 0.7581196427345276,
"m": 1.0
},
{
"p": 0.15685154497623444,
"m": 1.0
},
{
"p": 0.24709196388721466,
"m": 1.0
},
{
"p": 0.2503281831741333,
"m": 1.0
},
{
"p": 0.37290245294570923,
"m": 1.0
},
{
"p": 0.28400665521621704,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.2116326093673706,
"val_loss": 1.2432808876037598,
"acc": 54.39,
"time": 35.155053363000036,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4492990970611572,
"m": 1.0
},
{
"p": 0.37055277824401855,
"m": 1.0
},
{
"p": 0.213163360953331,
"m": 1.0
},
{
"p": 0.34659343957901,
"m": 1.0
},
{
"p": 0.19602146744728088,
"m": 1.0
},
{
"p": 0.30517998337745667,
"m": 1.0
},
{
"p": 0.32310181856155396,
"m": 1.0
},
{
"p": 0.45167991518974304,
"m": 1.0
},
{
"p": 0.4568537473678589,
"m": 1.0
},
{
"p": 0.18244849145412445,
"m": 1.0
},
{
"p": 0.4067254364490509,
"m": 1.0
},
{
"p": 0.768971860408783,
"m": 1.0
},
{
"p": 0.13310062885284424,
"m": 1.0
},
{
"p": 0.2269105762243271,
"m": 1.0
},
{
"p": 0.23454315960407257,
"m": 1.0
},
{
"p": 0.34320539236068726,
"m": 1.0
},
{
"p": 0.2891930639743805,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.618910789489746,
"val_loss": 1.3585971593856812,
"acc": 53.83,
"time": 6.4366094900000235,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.47093695402145386,
"m": 1.0
},
{
"p": 0.34675148129463196,
"m": 1.0
},
{
"p": 0.19703856110572815,
"m": 1.0
},
{
"p": 0.33834129571914673,
"m": 1.0
},
{
"p": 0.16697318851947784,
"m": 1.0
},
{
"p": 0.2704117000102997,
"m": 1.0
},
{
"p": 0.2867012917995453,
"m": 1.0
},
{
"p": 0.43998393416404724,
"m": 1.0
},
{
"p": 0.43028324842453003,
"m": 1.0
},
{
"p": 0.1624251902103424,
"m": 1.0
},
{
"p": 0.3824068307876587,
"m": 1.0
},
{
"p": 0.7747523784637451,
"m": 1.0
},
{
"p": 0.10585495829582214,
"m": 1.0
},
{
"p": 0.2055596113204956,
"m": 1.0
},
{
"p": 0.2342648059129715,
"m": 1.0
},
{
"p": 0.31914201378822327,
"m": 1.0
},
{
"p": 0.2875172197818756,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.2134591341018677,
"val_loss": 1.2208540439605713,
"acc": 56.67,
"time": 32.29287074399997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5280084013938904,
"m": 1.0
},
{
"p": 0.33056166768074036,
"m": 1.0
},
{
"p": 0.17325851321220398,
"m": 1.0
},
{
"p": 0.3277435600757599,
"m": 1.0
},
{
"p": 0.1354939192533493,
"m": 1.0
},
{
"p": 0.2600516080856323,
"m": 1.0
},
{
"p": 0.2772931754589081,
"m": 1.0
},
{
"p": 0.4375724494457245,
"m": 1.0
},
{
"p": 0.42532533407211304,
"m": 1.0
},
{
"p": 0.1530420035123825,
"m": 1.0
},
{
"p": 0.36962151527404785,
"m": 1.0
},
{
"p": 0.7775116562843323,
"m": 1.0
},
{
"p": 0.08602727204561234,
"m": 1.0
},
{
"p": 0.18649809062480927,
"m": 1.0
},
{
"p": 0.24188721179962158,
"m": 1.0
},
{
"p": 0.28207579255104065,
"m": 1.0
},
{
"p": 0.2673402428627014,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.2243807315826416,
"val_loss": 1.3162380456924438,
"acc": 55.15,
"time": 10.557826446999968,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5588076114654541,
"m": 1.0
},
{
"p": 0.3235849440097809,
"m": 1.0
},
{
"p": 0.16069625318050385,
"m": 1.0
},
{
"p": 0.32123419642448425,
"m": 1.0
},
{
"p": 0.11292726546525955,
"m": 1.0
},
{
"p": 0.25872480869293213,
"m": 1.0
},
{
"p": 0.28011858463287354,
"m": 1.0
},
{
"p": 0.44171807169914246,
"m": 1.0
},
{
"p": 0.4527803063392639,
"m": 1.0
},
{
"p": 0.148262619972229,
"m": 1.0
},
{
"p": 0.39655065536499023,
"m": 1.0
},
{
"p": 0.7661688327789307,
"m": 1.0
},
{
"p": 0.057474490255117416,
"m": 1.0
},
{
"p": 0.1748131811618805,
"m": 1.0
},
{
"p": 0.246901273727417,
"m": 1.0
},
{
"p": 0.2626108229160309,
"m": 1.0
},
{
"p": 0.24699316918849945,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.0162606239318848,
"val_loss": 1.0373457670211792,
"acc": 59.07,
"time": 27.225647581000032,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.612666666507721,
"m": 1.0
},
{
"p": 0.30517587065696716,
"m": 1.0
},
{
"p": 0.0928327813744545,
"m": 1.0
},
{
"p": 0.29726144671440125,
"m": 1.0
},
{
"p": 0.07582967728376389,
"m": 1.0
},
{
"p": 0.23253962397575378,
"m": 1.0
},
{
"p": 0.31366848945617676,
"m": 1.0
},
{
"p": 0.43808603286743164,
"m": 1.0
},
{
"p": 0.47136390209198,
"m": 1.0
},
{
"p": 0.15388968586921692,
"m": 1.0
},
{
"p": 0.4097464978694916,
"m": 1.0
},
{
"p": 0.7594456076622009,
"m": 1.0
},
{
"p": 0.03965374454855919,
"m": 1.0
},
{
"p": 0.16810522973537445,
"m": 1.0
},
{
"p": 0.25046131014823914,
"m": 1.0
},
{
"p": 0.24889110028743744,
"m": 1.0
},
{
"p": 0.2111913561820984,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.2117873430252075,
"val_loss": 1.2091145515441895,
"acc": 57.5,
"time": 14.574347604000025,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.631476879119873,
"m": 1.0
},
{
"p": 0.30389466881752014,
"m": 1.0
},
{
"p": 0.06098952144384384,
"m": 1.0
},
{
"p": 0.28393808007240295,
"m": 1.0
},
{
"p": 0.05229907110333443,
"m": 1.0
},
{
"p": 0.2092166244983673,
"m": 1.0
},
{
"p": 0.35269421339035034,
"m": 1.0
},
{
"p": 0.429893434047699,
"m": 1.0
},
{
"p": 0.495959609746933,
"m": 1.0
},
{
"p": 0.19519956409931183,
"m": 1.0
},
{
"p": 0.4301340878009796,
"m": 1.0
},
{
"p": 0.7720063924789429,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1379019021987915,
"m": 1.0
},
{
"p": 0.2250450700521469,
"m": 1.0
},
{
"p": 0.21656452119350433,
"m": 1.0
},
{
"p": 0.18408100306987762,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 0.9259383082389832,
"val_loss": 1.1888402700424194,
"acc": 60.33,
"time": 23.48810337799995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6330288052558899,
"m": 1.0
},
{
"p": 0.33474209904670715,
"m": 1.0
},
{
"p": 0.10985925793647766,
"m": 1.0
},
{
"p": 0.27568116784095764,
"m": 1.0
},
{
"p": 0.0050898352637887,
"m": 1.0
},
{
"p": 0.23923727869987488,
"m": 1.0
},
{
"p": 0.37085458636283875,
"m": 1.0
},
{
"p": 0.40882670879364014,
"m": 1.0
},
{
"p": 0.5062258243560791,
"m": 1.0
},
{
"p": 0.21391381323337555,
"m": 1.0
},
{
"p": 0.440865695476532,
"m": 1.0
},
{
"p": 0.778170108795166,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11731286346912384,
"m": 1.0
},
{
"p": 0.20145612955093384,
"m": 1.0
},
{
"p": 0.18245422840118408,
"m": 1.0
},
{
"p": 0.15689754486083984,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.5384894609451294,
"val_loss": 1.0961556434631348,
"acc": 59.78,
"time": 18.794926628999974,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6260082721710205,
"m": 1.0
},
{
"p": 0.3434654176235199,
"m": 1.0
},
{
"p": 0.13119420409202576,
"m": 1.0
},
{
"p": 0.2721743583679199,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2633989155292511,
"m": 1.0
},
{
"p": 0.3793947398662567,
"m": 1.0
},
{
"p": 0.3863750100135803,
"m": 1.0
},
{
"p": 0.5109224319458008,
"m": 1.0
},
{
"p": 0.22648948431015015,
"m": 1.0
},
{
"p": 0.4587242603302002,
"m": 1.0
},
{
"p": 0.7396875619888306,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08614885807037354,
"m": 1.0
},
{
"p": 0.17329810559749603,
"m": 1.0
},
{
"p": 0.14240588247776031,
"m": 1.0
},
{
"p": 0.13121433556079865,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.0762165784835815,
"val_loss": 1.1578391790390015,
"acc": 61.19,
"time": 19.041712527999948,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6134873032569885,
"m": 1.0
},
{
"p": 0.3389883041381836,
"m": 1.0
},
{
"p": 0.1496112197637558,
"m": 1.0
},
{
"p": 0.20578396320343018,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.30593109130859375,
"m": 1.0
},
{
"p": 0.3860114514827728,
"m": 1.0
},
{
"p": 0.3673524558544159,
"m": 1.0
},
{
"p": 0.5308313965797424,
"m": 1.0
},
{
"p": 0.24970583617687225,
"m": 1.0
},
{
"p": 0.47152769565582275,
"m": 1.0
},
{
"p": 0.724600076675415,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06972534954547882,
"m": 1.0
},
{
"p": 0.15627621114253998,
"m": 1.0
},
{
"p": 0.11321309208869934,
"m": 1.0
},
{
"p": 0.10925676673650742,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5386077165603638,
"val_loss": 1.1393475532531738,
"acc": 59.64,
"time": 22.810715922999975,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6247326135635376,
"m": 1.0
},
{
"p": 0.34468886256217957,
"m": 1.0
},
{
"p": 0.13844163715839386,
"m": 1.0
},
{
"p": 0.1813478171825409,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.32860538363456726,
"m": 1.0
},
{
"p": 0.3896390199661255,
"m": 1.0
},
{
"p": 0.3547368347644806,
"m": 1.0
},
{
"p": 0.5529824495315552,
"m": 1.0
},
{
"p": 0.2821333706378937,
"m": 1.0
},
{
"p": 0.4894505739212036,
"m": 1.0
},
{
"p": 0.7195754647254944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07938552647829056,
"m": 1.0
},
{
"p": 0.12836794555187225,
"m": 1.0
},
{
"p": 0.09393671154975891,
"m": 1.0
},
{
"p": 0.07862211763858795,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.0402811765670776,
"val_loss": 1.0136269330978394,
"acc": 60.97,
"time": 15.351131592999991,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6419898271560669,
"m": 1.0
},
{
"p": 0.3564687967300415,
"m": 1.0
},
{
"p": 0.09251703321933746,
"m": 1.0
},
{
"p": 0.18143980205059052,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3186085522174835,
"m": 1.0
},
{
"p": 0.4038659334182739,
"m": 1.0
},
{
"p": 0.3450988531112671,
"m": 1.0
},
{
"p": 0.5455008149147034,
"m": 1.0
},
{
"p": 0.28314608335494995,
"m": 1.0
},
{
"p": 0.4895787239074707,
"m": 1.0
},
{
"p": 0.717090904712677,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08445018529891968,
"m": 1.0
},
{
"p": 0.11358128488063812,
"m": 1.0
},
{
"p": 0.0839051753282547,
"m": 1.0
},
{
"p": 0.05548907443881035,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 0.9185293316841125,
"val_loss": 1.123705506324768,
"acc": 61.07,
"time": 27.12030816899994,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6496719121932983,
"m": 1.0
},
{
"p": 0.38906630873680115,
"m": 1.0
},
{
"p": 0.07930904626846313,
"m": 1.0
},
{
"p": 0.17837916314601898,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.31319934129714966,
"m": 1.0
},
{
"p": 0.41175174713134766,
"m": 1.0
},
{
"p": 0.3398412764072418,
"m": 1.0
},
{
"p": 0.5343896150588989,
"m": 1.0
},
{
"p": 0.2742040455341339,
"m": 1.0
},
{
"p": 0.4807519316673279,
"m": 1.0
},
{
"p": 0.714998185634613,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.099032461643219,
"m": 1.0
},
{
"p": 0.10911037772893906,
"m": 1.0
},
{
"p": 0.08407045900821686,
"m": 1.0
},
{
"p": 0.010183379054069519,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 0.9521897435188293,
"val_loss": 0.9955899119377136,
"acc": 61.78,
"time": 10.746488918999944,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6531370878219604,
"m": 1.0
},
{
"p": 0.4240076243877411,
"m": 1.0
},
{
"p": 0.08041295409202576,
"m": 1.0
},
{
"p": 0.17021514475345612,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3376651704311371,
"m": 1.0
},
{
"p": 0.4229294955730438,
"m": 1.0
},
{
"p": 0.331241250038147,
"m": 1.0
},
{
"p": 0.5205352902412415,
"m": 1.0
},
{
"p": 0.2753012478351593,
"m": 1.0
},
{
"p": 0.4670756459236145,
"m": 1.0
},
{
"p": 0.7211775183677673,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10229309648275375,
"m": 1.0
},
{
"p": 0.10744743794202805,
"m": 1.0
},
{
"p": 0.08486448228359222,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 0.9738631248474121,
"val_loss": 1.1472277641296387,
"acc": 62.08,
"time": 31.608444340999995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6512832045555115,
"m": 1.0
},
{
"p": 0.4272632598876953,
"m": 1.0
},
{
"p": 0.1010027751326561,
"m": 1.0
},
{
"p": 0.16484379768371582,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3474278151988983,
"m": 1.0
},
{
"p": 0.42796432971954346,
"m": 1.0
},
{
"p": 0.3266932964324951,
"m": 1.0
},
{
"p": 0.512120246887207,
"m": 1.0
},
{
"p": 0.27805665135383606,
"m": 1.0
},
{
"p": 0.45363375544548035,
"m": 1.0
},
{
"p": 0.7325364947319031,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09061311930418015,
"m": 1.0
},
{
"p": 0.019325153902173042,
"m": 1.0
},
{
"p": 0.050663966685533524,
"m": 1.0
},
{
"p": 0.012875440530478954,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.0454003810882568,
"val_loss": 1.0420347452163696,
"acc": 62.64,
"time": 7.079399214000091,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6495496034622192,
"m": 1.0
},
{
"p": 0.4232622981071472,
"m": 1.0
},
{
"p": 0.12503328919410706,
"m": 1.0
},
{
"p": 0.15999458730220795,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.35175275802612305,
"m": 1.0
},
{
"p": 0.3874438405036926,
"m": 1.0
},
{
"p": 0.33801138401031494,
"m": 1.0
},
{
"p": 0.482155978679657,
"m": 1.0
},
{
"p": 0.27555543184280396,
"m": 1.0
},
{
"p": 0.39948806166648865,
"m": 1.0
},
{
"p": 0.7253706455230713,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07327866554260254,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034514572471380234,
"m": 1.0
},
{
"p": 0.020228877663612366,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.153839111328125,
"val_loss": 1.094862937927246,
"acc": 62.66,
"time": 34.73875181000005,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.645095705986023,
"m": 1.0
},
{
"p": 0.42902228236198425,
"m": 1.0
},
{
"p": 0.11803201586008072,
"m": 1.0
},
{
"p": 0.1547098606824875,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3415318727493286,
"m": 1.0
},
{
"p": 0.37075528502464294,
"m": 1.0
},
{
"p": 0.34348225593566895,
"m": 1.0
},
{
"p": 0.4656361937522888,
"m": 1.0
},
{
"p": 0.2734534442424774,
"m": 1.0
},
{
"p": 0.35365891456604004,
"m": 1.0
},
{
"p": 0.7133520245552063,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03789963573217392,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012919419445097446,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.1100250482559204,
"val_loss": 1.011447548866272,
"acc": 63.1,
"time": 6.011875582000016,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6426748633384705,
"m": 1.0
},
{
"p": 0.43357333540916443,
"m": 1.0
},
{
"p": 0.1070154532790184,
"m": 1.0
},
{
"p": 0.14996765553951263,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3107452094554901,
"m": 1.0
},
{
"p": 0.36061185598373413,
"m": 1.0
},
{
"p": 0.31310492753982544,
"m": 1.0
},
{
"p": 0.4386169910430908,
"m": 1.0
},
{
"p": 0.27622875571250916,
"m": 1.0
},
{
"p": 0.3320474326610565,
"m": 1.0
},
{
"p": 0.6901806592941284,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034571778029203415,
"m": 1.0
},
{
"p": 0.0023421086370944977,
"m": 1.0
},
{
"p": 0.0012032217346131802,
"m": 1.0
},
{
"p": 0.009254851378500462,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 0.7450476884841919,
"val_loss": 0.9916192889213562,
"acc": 64.34,
"time": 35.54340928800002,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6571835875511169,
"m": 1.0
},
{
"p": 0.43227851390838623,
"m": 1.0
},
{
"p": 0.10331213474273682,
"m": 1.0
},
{
"p": 0.13218015432357788,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26953643560409546,
"m": 1.0
},
{
"p": 0.36431777477264404,
"m": 1.0
},
{
"p": 0.3017576336860657,
"m": 1.0
},
{
"p": 0.42639416456222534,
"m": 1.0
},
{
"p": 0.2779574990272522,
"m": 1.0
},
{
"p": 0.3224290907382965,
"m": 1.0
},
{
"p": 0.6718193292617798,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04677688330411911,
"m": 1.0
},
{
"p": 0.008517579175531864,
"m": 1.0
},
{
"p": 0.007893784902989864,
"m": 1.0
},
{
"p": 0.04761340096592903,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.297376036643982,
"val_loss": 1.0447131395339966,
"acc": 62.43,
"time": 6.454137973000002,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6640841364860535,
"m": 1.0
},
{
"p": 0.43122464418411255,
"m": 1.0
},
{
"p": 0.10205124318599701,
"m": 1.0
},
{
"p": 0.11720429360866547,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21635229885578156,
"m": 1.0
},
{
"p": 0.38305649161338806,
"m": 1.0
},
{
"p": 0.30056437849998474,
"m": 1.0
},
{
"p": 0.44334036111831665,
"m": 1.0
},
{
"p": 0.2689003348350525,
"m": 1.0
},
{
"p": 0.3129870891571045,
"m": 1.0
},
{
"p": 0.64634770154953,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06115328520536423,
"m": 1.0
},
{
"p": 0.01871129870414734,
"m": 1.0
},
{
"p": 0.013274280354380608,
"m": 1.0
},
{
"p": 0.06109688803553581,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 0.8399814963340759,
"val_loss": 0.9248825907707214,
"acc": 64.99,
"time": 31.480707419000055,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6548229455947876,
"m": 1.0
},
{
"p": 0.42453616857528687,
"m": 1.0
},
{
"p": 0.08990339934825897,
"m": 1.0
},
{
"p": 0.10462657362222672,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22276687622070312,
"m": 1.0
},
{
"p": 0.38909316062927246,
"m": 1.0
},
{
"p": 0.30527785420417786,
"m": 1.0
},
{
"p": 0.4530663788318634,
"m": 1.0
},
{
"p": 0.2645878791809082,
"m": 1.0
},
{
"p": 0.3082728087902069,
"m": 1.0
},
{
"p": 0.6306554079055786,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07435356825590134,
"m": 1.0
},
{
"p": 0.03258690983057022,
"m": 1.0
},
{
"p": 0.021541841328144073,
"m": 1.0
},
{
"p": 0.05794091522693634,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 0.893646776676178,
"val_loss": 1.0800670385360718,
"acc": 61.71,
"time": 10.55600215000004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6483363509178162,
"m": 1.0
},
{
"p": 0.4214228391647339,
"m": 1.0
},
{
"p": 0.08307025581598282,
"m": 1.0
},
{
"p": 0.09760202467441559,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24685445427894592,
"m": 1.0
},
{
"p": 0.3897586464881897,
"m": 1.0
},
{
"p": 0.3187510371208191,
"m": 1.0
},
{
"p": 0.47263285517692566,
"m": 1.0
},
{
"p": 0.28908011317253113,
"m": 1.0
},
{
"p": 0.305139422416687,
"m": 1.0
},
{
"p": 0.6595797538757324,
"m": 1.0
},
{
"p": 0.009099102579057217,
"m": 1.0
},
{
"p": 0.13742108643054962,
"m": 1.0
},
{
"p": 0.044190146028995514,
"m": 1.0
},
{
"p": 0.04227549210190773,
"m": 1.0
},
{
"p": 0.059634529054164886,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 0.5283700823783875,
"val_loss": 1.0266700983047485,
"acc": 65.35,
"time": 27.506968228000005,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6311296820640564,
"m": 1.0
},
{
"p": 0.3544453978538513,
"m": 1.0
},
{
"p": 0.03806136175990105,
"m": 1.0
},
{
"p": 0.1140054389834404,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2512846887111664,
"m": 1.0
},
{
"p": 0.41486117243766785,
"m": 1.0
},
{
"p": 0.317475825548172,
"m": 1.0
},
{
"p": 0.4763796627521515,
"m": 1.0
},
{
"p": 0.29638707637786865,
"m": 1.0
},
{
"p": 0.30380818247795105,
"m": 1.0
},
{
"p": 0.6771382689476013,
"m": 1.0
},
{
"p": 0.01550266519188881,
"m": 1.0
},
{
"p": 0.1911870688199997,
"m": 1.0
},
{
"p": 0.053592126816511154,
"m": 1.0
},
{
"p": 0.07263721525669098,
"m": 1.0
},
{
"p": 0.06688152998685837,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 0.737973690032959,
"val_loss": 1.0977020263671875,
"acc": 63.58,
"time": 14.699877463000007,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.615732729434967,
"m": 1.0
},
{
"p": 0.33729156851768494,
"m": 1.0
},
{
"p": 0.017117736861109734,
"m": 1.0
},
{
"p": 0.12383011728525162,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.25050175189971924,
"m": 1.0
},
{
"p": 0.4443000555038452,
"m": 1.0
},
{
"p": 0.3086172640323639,
"m": 1.0
},
{
"p": 0.46898794174194336,
"m": 1.0
},
{
"p": 0.28719836473464966,
"m": 1.0
},
{
"p": 0.3313792943954468,
"m": 1.0
},
{
"p": 0.6909328699111938,
"m": 1.0
},
{
"p": 0.005902869626879692,
"m": 1.0
},
{
"p": 0.2139354646205902,
"m": 1.0
},
{
"p": 0.05005856230854988,
"m": 1.0
},
{
"p": 0.0801692008972168,
"m": 1.0
},
{
"p": 0.07195324450731277,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 0.5971964001655579,
"val_loss": 0.9335893988609314,
"acc": 65.79,
"time": 23.32711955400009,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5903583765029907,
"m": 1.0
},
{
"p": 0.37807363271713257,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11643745750188828,
"m": 1.0
},
{
"p": 0.016407039016485214,
"m": 1.0
},
{
"p": 0.2858555316925049,
"m": 1.0
},
{
"p": 0.47282901406288147,
"m": 1.0
},
{
"p": 0.3234066665172577,
"m": 1.0
},
{
"p": 0.44564497470855713,
"m": 1.0
},
{
"p": 0.2967775762081146,
"m": 1.0
},
{
"p": 0.34055235981941223,
"m": 1.0
},
{
"p": 0.6968855857849121,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22337771952152252,
"m": 1.0
},
{
"p": 0.04505249112844467,
"m": 1.0
},
{
"p": 0.07965410500764847,
"m": 1.0
},
{
"p": 0.07676642388105392,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.1368328332901,
"val_loss": 1.008360743522644,
"acc": 64.8,
"time": 18.856081262999965,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.573910653591156,
"m": 1.0
},
{
"p": 0.39974454045295715,
"m": 1.0
},
{
"p": 0.008875499479472637,
"m": 1.0
},
{
"p": 0.11267133057117462,
"m": 1.0
},
{
"p": 0.025742335245013237,
"m": 1.0
},
{
"p": 0.31081077456474304,
"m": 1.0
},
{
"p": 0.4925185441970825,
"m": 1.0
},
{
"p": 0.34360817074775696,
"m": 1.0
},
{
"p": 0.4105217456817627,
"m": 1.0
},
{
"p": 0.3300950825214386,
"m": 1.0
},
{
"p": 0.3355129659175873,
"m": 1.0
},
{
"p": 0.6750332117080688,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23555085062980652,
"m": 1.0
},
{
"p": 0.04255244880914688,
"m": 1.0
},
{
"p": 0.06564989686012268,
"m": 1.0
},
{
"p": 0.0495997779071331,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.16417396068573,
"val_loss": 0.9588345289230347,
"acc": 65.4,
"time": 19.674168487999964,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5592349171638489,
"m": 1.0
},
{
"p": 0.420870304107666,
"m": 1.0
},
{
"p": 0.058156054466962814,
"m": 1.0
},
{
"p": 0.1080801710486412,
"m": 1.0
},
{
"p": 0.006504562683403492,
"m": 1.0
},
{
"p": 0.30324748158454895,
"m": 1.0
},
{
"p": 0.49435198307037354,
"m": 1.0
},
{
"p": 0.364504873752594,
"m": 1.0
},
{
"p": 0.379992812871933,
"m": 1.0
},
{
"p": 0.33818551898002625,
"m": 1.0
},
{
"p": 0.3496813178062439,
"m": 1.0
},
{
"p": 0.6665080189704895,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24182309210300446,
"m": 1.0
},
{
"p": 0.041404906660318375,
"m": 1.0
},
{
"p": 0.05324742943048477,
"m": 1.0
},
{
"p": 0.016047997400164604,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.2571481466293335,
"val_loss": 1.0874305963516235,
"acc": 64.32,
"time": 23.498902271999896,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5734875202178955,
"m": 1.0
},
{
"p": 0.40360909700393677,
"m": 1.0
},
{
"p": 0.08879195898771286,
"m": 1.0
},
{
"p": 0.10232887417078018,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2972235381603241,
"m": 1.0
},
{
"p": 0.4932425320148468,
"m": 1.0
},
{
"p": 0.37919023633003235,
"m": 1.0
},
{
"p": 0.35483747720718384,
"m": 1.0
},
{
"p": 0.3350062668323517,
"m": 1.0
},
{
"p": 0.3914085626602173,
"m": 1.0
},
{
"p": 0.663506805896759,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2554941475391388,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06878946721553802,
"m": 1.0
},
{
"p": 0.033485520631074905,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.721238374710083,
"val_loss": 1.11247980594635,
"acc": 62.19,
"time": 14.990951713999948,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5948407053947449,
"m": 1.0
},
{
"p": 0.3643834888935089,
"m": 1.0
},
{
"p": 0.1260448545217514,
"m": 1.0
},
{
"p": 0.0797133594751358,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.237420916557312,
"m": 1.0
},
{
"p": 0.5014691948890686,
"m": 1.0
},
{
"p": 0.41477733850479126,
"m": 1.0
},
{
"p": 0.3545929193496704,
"m": 1.0
},
{
"p": 0.3402899503707886,
"m": 1.0
},
{
"p": 0.40303006768226624,
"m": 1.0
},
{
"p": 0.6723315715789795,
"m": 1.0
},
{
"p": 0.005602988414466381,
"m": 1.0
},
{
"p": 0.26172059774398804,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08122023940086365,
"m": 1.0
},
{
"p": 0.055635981261730194,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.8223698139190674,
"val_loss": 0.9197850823402405,
"acc": 64.69,
"time": 27.10861722900006,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.578410267829895,
"m": 1.0
},
{
"p": 0.3709138035774231,
"m": 1.0
},
{
"p": 0.13812929391860962,
"m": 1.0
},
{
"p": 0.072170190513134,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20954973995685577,
"m": 1.0
},
{
"p": 0.5062217712402344,
"m": 1.0
},
{
"p": 0.43799102306365967,
"m": 1.0
},
{
"p": 0.35931187868118286,
"m": 1.0
},
{
"p": 0.34750497341156006,
"m": 1.0
},
{
"p": 0.40153464674949646,
"m": 1.0
},
{
"p": 0.6981910467147827,
"m": 1.0
},
{
"p": 0.036700498312711716,
"m": 1.0
},
{
"p": 0.2573881447315216,
"m": 1.0
},
{
"p": 0.03216000273823738,
"m": 1.0
},
{
"p": 0.06224712356925011,
"m": 1.0
},
{
"p": 0.04448329284787178,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 0.5500181317329407,
"val_loss": 1.0952390432357788,
"acc": 64.57,
"time": 10.704506401000003,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5595629215240479,
"m": 1.0
},
{
"p": 0.39073678851127625,
"m": 1.0
},
{
"p": 0.13963840901851654,
"m": 1.0
},
{
"p": 0.07221150398254395,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1857965886592865,
"m": 1.0
},
{
"p": 0.48054325580596924,
"m": 1.0
},
{
"p": 0.42027878761291504,
"m": 1.0
},
{
"p": 0.36166250705718994,
"m": 1.0
},
{
"p": 0.35310524702072144,
"m": 1.0
},
{
"p": 0.42368584871292114,
"m": 1.0
},
{
"p": 0.712834358215332,
"m": 1.0
},
{
"p": 0.047627389430999756,
"m": 1.0
},
{
"p": 0.2532562017440796,
"m": 1.0
},
{
"p": 0.047241583466529846,
"m": 1.0
},
{
"p": 0.05060800164937973,
"m": 1.0
},
{
"p": 0.03395566716790199,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.7347884178161621,
"val_loss": 0.9262794256210327,
"acc": 65.53,
"time": 32.591860360000055,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5470125675201416,
"m": 1.0
},
{
"p": 0.3946344554424286,
"m": 1.0
},
{
"p": 0.155100479722023,
"m": 1.0
},
{
"p": 0.06964658945798874,
"m": 1.0
},
{
"p": 0.0029205966275185347,
"m": 1.0
},
{
"p": 0.17972882091999054,
"m": 1.0
},
{
"p": 0.46836182475090027,
"m": 1.0
},
{
"p": 0.4086155295372009,
"m": 1.0
},
{
"p": 0.3627394139766693,
"m": 1.0
},
{
"p": 0.3566855788230896,
"m": 1.0
},
{
"p": 0.45026692748069763,
"m": 1.0
},
{
"p": 0.7242750525474548,
"m": 1.0
},
{
"p": 0.049036167562007904,
"m": 1.0
},
{
"p": 0.23910294473171234,
"m": 1.0
},
{
"p": 0.010730691254138947,
"m": 1.0
},
{
"p": 0.07113402336835861,
"m": 1.0
},
{
"p": 0.04285521060228348,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 0.828980565071106,
"val_loss": 1.058038592338562,
"acc": 65.38,
"time": 7.066501762999906,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.54049152135849,
"m": 1.0
},
{
"p": 0.3942243754863739,
"m": 1.0
},
{
"p": 0.1728634238243103,
"m": 1.0
},
{
"p": 0.06536585837602615,
"m": 1.0
},
{
"p": 0.01060216873884201,
"m": 1.0
},
{
"p": 0.19415375590324402,
"m": 1.0
},
{
"p": 0.46894943714141846,
"m": 1.0
},
{
"p": 0.4016497731208801,
"m": 1.0
},
{
"p": 0.37213462591171265,
"m": 1.0
},
{
"p": 0.3569715619087219,
"m": 1.0
},
{
"p": 0.44484803080558777,
"m": 1.0
},
{
"p": 0.7378570437431335,
"m": 1.0
},
{
"p": 0.050103943794965744,
"m": 1.0
},
{
"p": 0.2318262904882431,
"m": 1.0
},
{
"p": 0.007403965573757887,
"m": 1.0
},
{
"p": 0.08110345900058746,
"m": 1.0
},
{
"p": 0.048635829240083694,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 0.6463353037834167,
"val_loss": 0.84677654504776,
"acc": 66.01,
"time": 35.26663342200004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5592836737632751,
"m": 1.0
},
{
"p": 0.40118324756622314,
"m": 1.0
},
{
"p": 0.17325279116630554,
"m": 1.0
},
{
"p": 0.09528102725744247,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20139987766742706,
"m": 1.0
},
{
"p": 0.4681383967399597,
"m": 1.0
},
{
"p": 0.398733913898468,
"m": 1.0
},
{
"p": 0.37739625573158264,
"m": 1.0
},
{
"p": 0.35673731565475464,
"m": 1.0
},
{
"p": 0.4348069429397583,
"m": 1.0
},
{
"p": 0.7503355741500854,
"m": 1.0
},
{
"p": 0.0511757917702198,
"m": 1.0
},
{
"p": 0.22512172162532806,
"m": 1.0
},
{
"p": 0.04847823828458786,
"m": 1.0
},
{
"p": 0.07197913527488708,
"m": 1.0
},
{
"p": 0.09161543101072311,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.82272869348526,
"val_loss": 1.1320445537567139,
"acc": 63.66,
"time": 6.009724676000133,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5704033374786377,
"m": 1.0
},
{
"p": 0.40611720085144043,
"m": 1.0
},
{
"p": 0.17012006044387817,
"m": 1.0
},
{
"p": 0.13186009228229523,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2077873796224594,
"m": 1.0
},
{
"p": 0.46245062351226807,
"m": 1.0
},
{
"p": 0.4008510112762451,
"m": 1.0
},
{
"p": 0.43397146463394165,
"m": 1.0
},
{
"p": 0.3344969153404236,
"m": 1.0
},
{
"p": 0.42739608883857727,
"m": 1.0
},
{
"p": 0.7831016778945923,
"m": 1.0
},
{
"p": 0.035062383860349655,
"m": 1.0
},
{
"p": 0.22573542594909668,
"m": 1.0
},
{
"p": 0.08109617233276367,
"m": 1.0
},
{
"p": 0.06873226910829544,
"m": 1.0
},
{
"p": 0.1115807294845581,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.30404627323150635,
"val_loss": 0.9498583078384399,
"acc": 66.91,
"time": 35.968108580000035,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5773131251335144,
"m": 1.0
},
{
"p": 0.4470251202583313,
"m": 1.0
},
{
"p": 0.19367189705371857,
"m": 1.0
},
{
"p": 0.1463148593902588,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22685377299785614,
"m": 1.0
},
{
"p": 0.4543829560279846,
"m": 1.0
},
{
"p": 0.3980315923690796,
"m": 1.0
},
{
"p": 0.46031737327575684,
"m": 1.0
},
{
"p": 0.3218866288661957,
"m": 1.0
},
{
"p": 0.42341476678848267,
"m": 1.0
},
{
"p": 0.8098654747009277,
"m": 1.0
},
{
"p": 0.01574302464723587,
"m": 1.0
},
{
"p": 0.23009037971496582,
"m": 1.0
},
{
"p": 0.13080067932605743,
"m": 1.0
},
{
"p": 0.06917854398488998,
"m": 1.0
},
{
"p": 0.11150383949279785,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.2639448642730713,
"val_loss": 0.988779604434967,
"acc": 64.53,
"time": 6.457234073000109,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5802174210548401,
"m": 1.0
},
{
"p": 0.4699060618877411,
"m": 1.0
},
{
"p": 0.21057692170143127,
"m": 1.0
},
{
"p": 0.15203647315502167,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.25532853603363037,
"m": 1.0
},
{
"p": 0.43816477060317993,
"m": 1.0
},
{
"p": 0.3781144917011261,
"m": 1.0
},
{
"p": 0.4786801040172577,
"m": 1.0
},
{
"p": 0.32674112915992737,
"m": 1.0
},
{
"p": 0.42781350016593933,
"m": 1.0
},
{
"p": 0.8507019877433777,
"m": 1.0
},
{
"p": 0.021311959251761436,
"m": 1.0
},
{
"p": 0.23859341442584991,
"m": 1.0
},
{
"p": 0.15708549320697784,
"m": 1.0
},
{
"p": 0.058309394866228104,
"m": 1.0
},
{
"p": 0.1125992015004158,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 0.3775385618209839,
"val_loss": 1.0468565225601196,
"acc": 66.5,
"time": 31.36269365599992,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5990806221961975,
"m": 1.0
},
{
"p": 0.47313302755355835,
"m": 1.0
},
{
"p": 0.21162977814674377,
"m": 1.0
},
{
"p": 0.1499069333076477,
"m": 1.0
},
{
"p": 0.02022399753332138,
"m": 1.0
},
{
"p": 0.2764340937137604,
"m": 1.0
},
{
"p": 0.4445769190788269,
"m": 1.0
},
{
"p": 0.36312803626060486,
"m": 1.0
},
{
"p": 0.4926738440990448,
"m": 1.0
},
{
"p": 0.32939085364341736,
"m": 1.0
},
{
"p": 0.43058380484580994,
"m": 1.0
},
{
"p": 0.8761022686958313,
"m": 1.0
},
{
"p": 0.030055930837988853,
"m": 1.0
},
{
"p": 0.24726852774620056,
"m": 1.0
},
{
"p": 0.17599882185459137,
"m": 1.0
},
{
"p": 0.029346462339162827,
"m": 1.0
},
{
"p": 0.11882897466421127,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.8120701313018799,
"val_loss": 1.1202950477600098,
"acc": 62.09,
"time": 10.453582868000012,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6040793061256409,
"m": 1.0
},
{
"p": 0.47396111488342285,
"m": 1.0
},
{
"p": 0.21106480062007904,
"m": 1.0
},
{
"p": 0.147719144821167,
"m": 1.0
},
{
"p": 0.03824411332607269,
"m": 1.0
},
{
"p": 0.2925199568271637,
"m": 1.0
},
{
"p": 0.46328213810920715,
"m": 1.0
},
{
"p": 0.34120577573776245,
"m": 1.0
},
{
"p": 0.5331595540046692,
"m": 1.0
},
{
"p": 0.3311294913291931,
"m": 1.0
},
{
"p": 0.44591468572616577,
"m": 1.0
},
{
"p": 0.8855820298194885,
"m": 1.0
},
{
"p": 0.03775247558951378,
"m": 1.0
},
{
"p": 0.2497989982366562,
"m": 1.0
},
{
"p": 0.1831335723400116,
"m": 1.0
},
{
"p": 0.017470939084887505,
"m": 1.0
},
{
"p": 0.11365055292844772,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.25876638293266296,
"val_loss": 0.9881216287612915,
"acc": 67.02,
"time": 27.344134908000115,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.593684196472168,
"m": 1.0
},
{
"p": 0.43643614649772644,
"m": 1.0
},
{
"p": 0.22939814627170563,
"m": 1.0
},
{
"p": 0.16786432266235352,
"m": 1.0
},
{
"p": 0.02603905461728573,
"m": 1.0
},
{
"p": 0.30202046036720276,
"m": 1.0
},
{
"p": 0.4767966568470001,
"m": 1.0
},
{
"p": 0.32930272817611694,
"m": 1.0
},
{
"p": 0.5474779605865479,
"m": 1.0
},
{
"p": 0.3254721164703369,
"m": 1.0
},
{
"p": 0.45300889015197754,
"m": 1.0
},
{
"p": 0.8892143368721008,
"m": 1.0
},
{
"p": 0.04208984971046448,
"m": 1.0
},
{
"p": 0.2503564655780792,
"m": 1.0
},
{
"p": 0.18570952117443085,
"m": 1.0
},
{
"p": 0.012157720513641834,
"m": 1.0
},
{
"p": 0.09457844495773315,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.5979106426239014,
"val_loss": 0.8878971338272095,
"acc": 65.61,
"time": 14.939208108000003,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.583797037601471,
"m": 1.0
},
{
"p": 0.41980722546577454,
"m": 1.0
},
{
"p": 0.23799601197242737,
"m": 1.0
},
{
"p": 0.17944248020648956,
"m": 1.0
},
{
"p": 0.015295700170099735,
"m": 1.0
},
{
"p": 0.3073377311229706,
"m": 1.0
},
{
"p": 0.48695096373558044,
"m": 1.0
},
{
"p": 0.32044368982315063,
"m": 1.0
},
{
"p": 0.5496163964271545,
"m": 1.0
},
{
"p": 0.2905957102775574,
"m": 1.0
},
{
"p": 0.4479700028896332,
"m": 1.0
},
{
"p": 0.8680033683776855,
"m": 1.0
},
{
"p": 0.05638161301612854,
"m": 1.0
},
{
"p": 0.24320922791957855,
"m": 1.0
},
{
"p": 0.18522121012210846,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10835452377796173,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.22537119686603546,
"val_loss": 1.0467005968093872,
"acc": 67.63,
"time": 23.37875198100005,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5669265389442444,
"m": 1.0
},
{
"p": 0.4033992886543274,
"m": 1.0
},
{
"p": 0.2571943402290344,
"m": 1.0
},
{
"p": 0.18863403797149658,
"m": 1.0
},
{
"p": 0.008157444186508656,
"m": 1.0
},
{
"p": 0.3029632568359375,
"m": 1.0
},
{
"p": 0.49202728271484375,
"m": 1.0
},
{
"p": 0.3308756649494171,
"m": 1.0
},
{
"p": 0.5550675392150879,
"m": 1.0
},
{
"p": 0.2765790522098541,
"m": 1.0
},
{
"p": 0.44674962759017944,
"m": 1.0
},
{
"p": 0.8579686880111694,
"m": 1.0
},
{
"p": 0.06418978422880173,
"m": 1.0
},
{
"p": 0.23813042044639587,
"m": 1.0
},
{
"p": 0.18428261578083038,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1406862735748291,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.075307011604309,
"val_loss": 0.9571377635002136,
"acc": 66.37,
"time": 18.995495594999966,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5578113198280334,
"m": 1.0
},
{
"p": 0.3892892003059387,
"m": 1.0
},
{
"p": 0.2661425471305847,
"m": 1.0
},
{
"p": 0.19258973002433777,
"m": 1.0
},
{
"p": 0.004847173113375902,
"m": 1.0
},
{
"p": 0.2992521822452545,
"m": 1.0
},
{
"p": 0.4945634603500366,
"m": 1.0
},
{
"p": 0.3458867371082306,
"m": 1.0
},
{
"p": 0.5630493760108948,
"m": 1.0
},
{
"p": 0.2703082859516144,
"m": 1.0
},
{
"p": 0.45015785098075867,
"m": 1.0
},
{
"p": 0.859065055847168,
"m": 1.0
},
{
"p": 0.06651034951210022,
"m": 1.0
},
{
"p": 0.2372254729270935,
"m": 1.0
},
{
"p": 0.19132913649082184,
"m": 1.0
},
{
"p": 0.009168310090899467,
"m": 1.0
},
{
"p": 0.1614643633365631,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.8840730786323547,
"val_loss": 1.1835540533065796,
"acc": 67.81,
"time": 19.221193114000016,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.551066517829895,
"m": 1.0
},
{
"p": 0.36659127473831177,
"m": 1.0
},
{
"p": 0.27699053287506104,
"m": 1.0
},
{
"p": 0.16693682968616486,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3187425136566162,
"m": 1.0
},
{
"p": 0.4803045392036438,
"m": 1.0
},
{
"p": 0.3534250557422638,
"m": 1.0
},
{
"p": 0.5628811120986938,
"m": 1.0
},
{
"p": 0.2691040337085724,
"m": 1.0
},
{
"p": 0.45136407017707825,
"m": 1.0
},
{
"p": 0.8578311204910278,
"m": 1.0
},
{
"p": 0.06736332178115845,
"m": 1.0
},
{
"p": 0.23706111311912537,
"m": 1.0
},
{
"p": 0.19638222455978394,
"m": 1.0
},
{
"p": 0.01733265072107315,
"m": 1.0
},
{
"p": 0.17597509920597076,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.2568042278289795,
"val_loss": 1.0424549579620361,
"acc": 65.69,
"time": 23.201591979000113,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5470774173736572,
"m": 1.0
},
{
"p": 0.3564441204071045,
"m": 1.0
},
{
"p": 0.28377729654312134,
"m": 1.0
},
{
"p": 0.15415234863758087,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.33004769682884216,
"m": 1.0
},
{
"p": 0.4700034558773041,
"m": 1.0
},
{
"p": 0.3572043776512146,
"m": 1.0
},
{
"p": 0.5602266192436218,
"m": 1.0
},
{
"p": 0.2702193856239319,
"m": 1.0
},
{
"p": 0.4515480101108551,
"m": 1.0
},
{
"p": 0.8487799167633057,
"m": 1.0
},
{
"p": 0.039063092321157455,
"m": 1.0
},
{
"p": 0.2327485978603363,
"m": 1.0
},
{
"p": 0.1984035074710846,
"m": 1.0
},
{
"p": 0.04158404469490051,
"m": 1.0
},
{
"p": 0.1722855418920517,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.48880714178085327,
"val_loss": 1.1267224550247192,
"acc": 64.84,
"time": 14.893477321999853,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5444570183753967,
"m": 1.0
},
{
"p": 0.3508789539337158,
"m": 1.0
},
{
"p": 0.2921067476272583,
"m": 1.0
},
{
"p": 0.13505682349205017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2941038906574249,
"m": 1.0
},
{
"p": 0.4651675820350647,
"m": 1.0
},
{
"p": 0.34864741563796997,
"m": 1.0
},
{
"p": 0.5417256355285645,
"m": 1.0
},
{
"p": 0.2665098011493683,
"m": 1.0
},
{
"p": 0.4543585777282715,
"m": 1.0
},
{
"p": 0.8407403230667114,
"m": 1.0
},
{
"p": 0.030060522258281708,
"m": 1.0
},
{
"p": 0.23073643445968628,
"m": 1.0
},
{
"p": 0.1992025077342987,
"m": 1.0
},
{
"p": 0.05759092792868614,
"m": 1.0
},
{
"p": 0.1661663055419922,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.4760843515396118,
"val_loss": 1.0601706504821777,
"acc": 66.44,
"time": 26.91259317899994,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5639602541923523,
"m": 1.0
},
{
"p": 0.3346659243106842,
"m": 1.0
},
{
"p": 0.29324349761009216,
"m": 1.0
},
{
"p": 0.11405613273382187,
"m": 1.0
},
{
"p": 0.005151304882019758,
"m": 1.0
},
{
"p": 0.2769577205181122,
"m": 1.0
},
{
"p": 0.4631333351135254,
"m": 1.0
},
{
"p": 0.34219375252723694,
"m": 1.0
},
{
"p": 0.5257740616798401,
"m": 1.0
},
{
"p": 0.2618004381656647,
"m": 1.0
},
{
"p": 0.45892858505249023,
"m": 1.0
},
{
"p": 0.8275467753410339,
"m": 1.0
},
{
"p": 0.03725718706846237,
"m": 1.0
},
{
"p": 0.23517151176929474,
"m": 1.0
},
{
"p": 0.1634683609008789,
"m": 1.0
},
{
"p": 0.04014845937490463,
"m": 1.0
},
{
"p": 0.17814025282859802,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.23001527786254883,
"val_loss": 1.0570054054260254,
"acc": 64.59,
"time": 10.572081069999967,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5818324089050293,
"m": 1.0
},
{
"p": 0.3172960877418518,
"m": 1.0
},
{
"p": 0.2909964621067047,
"m": 1.0
},
{
"p": 0.07561162859201431,
"m": 1.0
},
{
"p": 0.03369630128145218,
"m": 1.0
},
{
"p": 0.21888701617717743,
"m": 1.0
},
{
"p": 0.42572519183158875,
"m": 1.0
},
{
"p": 0.34174656867980957,
"m": 1.0
},
{
"p": 0.5052763223648071,
"m": 1.0
},
{
"p": 0.2555495798587799,
"m": 1.0
},
{
"p": 0.46982792019844055,
"m": 1.0
},
{
"p": 0.8297761082649231,
"m": 1.0
},
{
"p": 0.05448022112250328,
"m": 1.0
},
{
"p": 0.23604750633239746,
"m": 1.0
},
{
"p": 0.14673514664173126,
"m": 1.0
},
{
"p": 0.02916436828672886,
"m": 1.0
},
{
"p": 0.18727059662342072,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.6532224416732788,
"val_loss": 1.0824397802352905,
"acc": 66.87,
"time": 31.13661183499994,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5954070091247559,
"m": 1.0
},
{
"p": 0.3225734233856201,
"m": 1.0
},
{
"p": 0.29622572660446167,
"m": 1.0
},
{
"p": 0.04870203882455826,
"m": 1.0
},
{
"p": 0.04019387811422348,
"m": 1.0
},
{
"p": 0.2008720338344574,
"m": 1.0
},
{
"p": 0.4082956612110138,
"m": 1.0
},
{
"p": 0.3419358432292938,
"m": 1.0
},
{
"p": 0.4928463101387024,
"m": 1.0
},
{
"p": 0.2509053349494934,
"m": 1.0
},
{
"p": 0.48124921321868896,
"m": 1.0
},
{
"p": 0.8400171399116516,
"m": 1.0
},
{
"p": 0.0934152901172638,
"m": 1.0
},
{
"p": 0.2319585531949997,
"m": 1.0
},
{
"p": 0.05968635529279709,
"m": 1.0
},
{
"p": 0.03271842747926712,
"m": 1.0
},
{
"p": 0.18163232505321503,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.678250253200531,
"val_loss": 1.0729771852493286,
"acc": 65.79,
"time": 7.069438530999832,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.6027538180351257,
"m": 1.0
},
{
"p": 0.33066028356552124,
"m": 1.0
},
{
"p": 0.3030698895454407,
"m": 1.0
},
{
"p": 0.02314816042780876,
"m": 1.0
},
{
"p": 0.03228301554918289,
"m": 1.0
},
{
"p": 0.21812812983989716,
"m": 1.0
},
{
"p": 0.3863869905471802,
"m": 1.0
},
{
"p": 0.30891409516334534,
"m": 1.0
},
{
"p": 0.5115543603897095,
"m": 1.0
},
{
"p": 0.23081056773662567,
"m": 1.0
},
{
"p": 0.49314138293266296,
"m": 1.0
},
{
"p": 0.8445749878883362,
"m": 1.0
},
{
"p": 0.1011740192770958,
"m": 1.0
},
{
"p": 0.22581163048744202,
"m": 1.0
},
{
"p": 0.02725789323449135,
"m": 1.0
},
{
"p": 0.03470686078071594,
"m": 1.0
},
{
"p": 0.17781122028827667,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.29356682300567627,
"val_loss": 1.0303705930709839,
"acc": 66.44,
"time": 34.72915446799993,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5845823884010315,
"m": 1.0
},
{
"p": 0.33413225412368774,
"m": 1.0
},
{
"p": 0.31571128964424133,
"m": 1.0
},
{
"p": 0.03257143869996071,
"m": 1.0
},
{
"p": 0.034468766301870346,
"m": 1.0
},
{
"p": 0.23269565403461456,
"m": 1.0
},
{
"p": 0.38221532106399536,
"m": 1.0
},
{
"p": 0.2934727966785431,
"m": 1.0
},
{
"p": 0.5230064392089844,
"m": 1.0
},
{
"p": 0.2172970175743103,
"m": 1.0
},
{
"p": 0.5014954209327698,
"m": 1.0
},
{
"p": 0.8467899560928345,
"m": 1.0
},
{
"p": 0.09473294764757156,
"m": 1.0
},
{
"p": 0.21324697136878967,
"m": 1.0
},
{
"p": 0.023053376004099846,
"m": 1.0
},
{
"p": 0.05351930111646652,
"m": 1.0
},
{
"p": 0.15591472387313843,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 0.6151257753372192,
"val_loss": 1.2177547216415405,
"acc": 66.1,
"time": 6.011508777000017,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5737840533256531,
"m": 1.0
},
{
"p": 0.3355858623981476,
"m": 1.0
},
{
"p": 0.32562455534935,
"m": 1.0
},
{
"p": 0.05151185020804405,
"m": 1.0
},
{
"p": 0.042014192789793015,
"m": 1.0
},
{
"p": 0.2558545470237732,
"m": 1.0
},
{
"p": 0.4032568335533142,
"m": 1.0
},
{
"p": 0.2849040925502777,
"m": 1.0
},
{
"p": 0.5318402647972107,
"m": 1.0
},
{
"p": 0.24385963380336761,
"m": 1.0
},
{
"p": 0.5179846882820129,
"m": 1.0
},
{
"p": 0.8544176816940308,
"m": 1.0
},
{
"p": 0.072594054043293,
"m": 1.0
},
{
"p": 0.2096782624721527,
"m": 1.0
},
{
"p": 0.021041087806224823,
"m": 1.0
},
{
"p": 0.06219350919127464,
"m": 1.0
},
{
"p": 0.14579419791698456,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.14615361392498016,
"val_loss": 1.029649257659912,
"acc": 67.28,
"time": 35.02007615699995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.590431809425354,
"m": 1.0
},
{
"p": 0.34701400995254517,
"m": 1.0
},
{
"p": 0.3372763991355896,
"m": 1.0
},
{
"p": 0.05984200909733772,
"m": 1.0
},
{
"p": 0.04778729006648064,
"m": 1.0
},
{
"p": 0.26188924908638,
"m": 1.0
},
{
"p": 0.42599377036094666,
"m": 1.0
},
{
"p": 0.2780021131038666,
"m": 1.0
},
{
"p": 0.5356280207633972,
"m": 1.0
},
{
"p": 0.2598329782485962,
"m": 1.0
},
{
"p": 0.5285223126411438,
"m": 1.0
},
{
"p": 0.860772430896759,
"m": 1.0
},
{
"p": 0.04852784425020218,
"m": 1.0
},
{
"p": 0.20998983085155487,
"m": 1.0
},
{
"p": 0.019434217363595963,
"m": 1.0
},
{
"p": 0.07233976572751999,
"m": 1.0
},
{
"p": 0.13465677201747894,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.0678226947784424,
"val_loss": 1.0212420225143433,
"acc": 66.15,
"time": 6.481335044999923,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5985323786735535,
"m": 1.0
},
{
"p": 0.35338759422302246,
"m": 1.0
},
{
"p": 0.3442371189594269,
"m": 1.0
},
{
"p": 0.06355910748243332,
"m": 1.0
},
{
"p": 0.05226041376590729,
"m": 1.0
},
{
"p": 0.26041579246520996,
"m": 1.0
},
{
"p": 0.4672921895980835,
"m": 1.0
},
{
"p": 0.25703153014183044,
"m": 1.0
},
{
"p": 0.5180824398994446,
"m": 1.0
},
{
"p": 0.2620294392108917,
"m": 1.0
},
{
"p": 0.49659067392349243,
"m": 1.0
},
{
"p": 0.8412507176399231,
"m": 1.0
},
{
"p": 0.06534546613693237,
"m": 1.0
},
{
"p": 0.20263585448265076,
"m": 1.0
},
{
"p": 0.0174243226647377,
"m": 1.0
},
{
"p": 0.06607677787542343,
"m": 1.0
},
{
"p": 0.12874248623847961,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.343757688999176,
"val_loss": 1.1094435453414917,
"acc": 67.78,
"time": 32.042905592000125,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5695666074752808,
"m": 1.0
},
{
"p": 0.38119885325431824,
"m": 1.0
},
{
"p": 0.32545924186706543,
"m": 1.0
},
{
"p": 0.09294544905424118,
"m": 1.0
},
{
"p": 0.04850318282842636,
"m": 1.0
},
{
"p": 0.24749745428562164,
"m": 1.0
},
{
"p": 0.4764986038208008,
"m": 1.0
},
{
"p": 0.23207764327526093,
"m": 1.0
},
{
"p": 0.5108709335327148,
"m": 1.0
},
{
"p": 0.2625806927680969,
"m": 1.0
},
{
"p": 0.4777834415435791,
"m": 1.0
},
{
"p": 0.826813280582428,
"m": 1.0
},
{
"p": 0.08499955385923386,
"m": 1.0
},
{
"p": 0.19388973712921143,
"m": 1.0
},
{
"p": 0.014889012090861797,
"m": 1.0
},
{
"p": 0.040764838457107544,
"m": 1.0
},
{
"p": 0.11841688305139542,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.5386494994163513,
"val_loss": 1.1177313327789307,
"acc": 64.75,
"time": 10.503491003000136,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5543069243431091,
"m": 1.0
},
{
"p": 0.3940027952194214,
"m": 1.0
},
{
"p": 0.3143480718135834,
"m": 1.0
},
{
"p": 0.11307093501091003,
"m": 1.0
},
{
"p": 0.04428882896900177,
"m": 1.0
},
{
"p": 0.23275531828403473,
"m": 1.0
},
{
"p": 0.4712979197502136,
"m": 1.0
},
{
"p": 0.18489845097064972,
"m": 1.0
},
{
"p": 0.5062638521194458,
"m": 1.0
},
{
"p": 0.263226181268692,
"m": 1.0
},
{
"p": 0.4802291691303253,
"m": 1.0
},
{
"p": 0.8122054934501648,
"m": 1.0
},
{
"p": 0.09983900934457779,
"m": 1.0
},
{
"p": 0.1907816231250763,
"m": 1.0
},
{
"p": 0.03382553160190582,
"m": 1.0
},
{
"p": 0.059841178357601166,
"m": 1.0
},
{
"p": 0.1256655752658844,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.08981749415397644,
"val_loss": 1.1649041175842285,
"acc": 68.35,
"time": 27.517106028999933,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5281180739402771,
"m": 1.0
},
{
"p": 0.3958183825016022,
"m": 1.0
},
{
"p": 0.3043908476829529,
"m": 1.0
},
{
"p": 0.08954169601202011,
"m": 1.0
},
{
"p": 0.051574017852544785,
"m": 1.0
},
{
"p": 0.20277073979377747,
"m": 1.0
},
{
"p": 0.4598163068294525,
"m": 1.0
},
{
"p": 0.16505105793476105,
"m": 1.0
},
{
"p": 0.502251923084259,
"m": 1.0
},
{
"p": 0.2624554932117462,
"m": 1.0
},
{
"p": 0.48193082213401794,
"m": 1.0
},
{
"p": 0.8049225807189941,
"m": 1.0
},
{
"p": 0.10785273462533951,
"m": 1.0
},
{
"p": 0.1897219866514206,
"m": 1.0
},
{
"p": 0.05687590688467026,
"m": 1.0
},
{
"p": 0.10399544984102249,
"m": 1.0
},
{
"p": 0.1537172496318817,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.8058112859725952,
"val_loss": 1.036810278892517,
"acc": 66.61,
"time": 14.838830370000096,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.514724612236023,
"m": 1.0
},
{
"p": 0.39393720030784607,
"m": 1.0
},
{
"p": 0.3000698983669281,
"m": 1.0
},
{
"p": 0.07484045624732971,
"m": 1.0
},
{
"p": 0.057183172553777695,
"m": 1.0
},
{
"p": 0.178975448012352,
"m": 1.0
},
{
"p": 0.4479101896286011,
"m": 1.0
},
{
"p": 0.1555252969264984,
"m": 1.0
},
{
"p": 0.4957464933395386,
"m": 1.0
},
{
"p": 0.25688740611076355,
"m": 1.0
},
{
"p": 0.4841406047344208,
"m": 1.0
},
{
"p": 0.7775946259498596,
"m": 1.0
},
{
"p": 0.10128156840801239,
"m": 1.0
},
{
"p": 0.18121112883090973,
"m": 1.0
},
{
"p": 0.06580644100904465,
"m": 1.0
},
{
"p": 0.13520902395248413,
"m": 1.0
},
{
"p": 0.1749645322561264,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.07892973721027374,
"val_loss": 1.0825042724609375,
"acc": 68.26,
"time": 23.4249363429999,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5024498701095581,
"m": 1.0
},
{
"p": 0.37986406683921814,
"m": 1.0
},
{
"p": 0.2800108790397644,
"m": 1.0
},
{
"p": 0.07239453494548798,
"m": 1.0
},
{
"p": 0.049064237624406815,
"m": 1.0
},
{
"p": 0.17714767158031464,
"m": 1.0
},
{
"p": 0.45069098472595215,
"m": 1.0
},
{
"p": 0.15921348333358765,
"m": 1.0
},
{
"p": 0.48665550351142883,
"m": 1.0
},
{
"p": 0.26792240142822266,
"m": 1.0
},
{
"p": 0.48444849252700806,
"m": 1.0
},
{
"p": 0.7650467753410339,
"m": 1.0
},
{
"p": 0.09701233357191086,
"m": 1.0
},
{
"p": 0.17538166046142578,
"m": 1.0
},
{
"p": 0.06925667077302933,
"m": 1.0
},
{
"p": 0.1583605259656906,
"m": 1.0
},
{
"p": 0.19628354907035828,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.8829604983329773,
"val_loss": 1.1339794397354126,
"acc": 67.23,
"time": 18.676727044000017,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4912925362586975,
"m": 1.0
},
{
"p": 0.37200647592544556,
"m": 1.0
},
{
"p": 0.2765714228153229,
"m": 1.0
},
{
"p": 0.07168903201818466,
"m": 1.0
},
{
"p": 0.044083770364522934,
"m": 1.0
},
{
"p": 0.17874282598495483,
"m": 1.0
},
{
"p": 0.45548394322395325,
"m": 1.0
},
{
"p": 0.16647443175315857,
"m": 1.0
},
{
"p": 0.4748120605945587,
"m": 1.0
},
{
"p": 0.30174919962882996,
"m": 1.0
},
{
"p": 0.4817054569721222,
"m": 1.0
},
{
"p": 0.7691461443901062,
"m": 1.0
},
{
"p": 0.08354926109313965,
"m": 1.0
},
{
"p": 0.16655589640140533,
"m": 1.0
},
{
"p": 0.061299972236156464,
"m": 1.0
},
{
"p": 0.17577126622200012,
"m": 1.0
},
{
"p": 0.17555251717567444,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.8552713394165039,
"val_loss": 1.0989515781402588,
"acc": 67.56,
"time": 18.803762104999805,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4788818657398224,
"m": 1.0
},
{
"p": 0.3636760413646698,
"m": 1.0
},
{
"p": 0.29789599776268005,
"m": 1.0
},
{
"p": 0.07596834748983383,
"m": 1.0
},
{
"p": 0.03913690149784088,
"m": 1.0
},
{
"p": 0.2024098038673401,
"m": 1.0
},
{
"p": 0.43864884972572327,
"m": 1.0
},
{
"p": 0.1583453267812729,
"m": 1.0
},
{
"p": 0.4709094166755676,
"m": 1.0
},
{
"p": 0.31482192873954773,
"m": 1.0
},
{
"p": 0.4841805696487427,
"m": 1.0
},
{
"p": 0.775874137878418,
"m": 1.0
},
{
"p": 0.07738888263702393,
"m": 1.0
},
{
"p": 0.16195881366729736,
"m": 1.0
},
{
"p": 0.055314451456069946,
"m": 1.0
},
{
"p": 0.18674291670322418,
"m": 1.0
},
{
"p": 0.14463308453559875,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.2169266939163208,
"val_loss": 1.038329839706421,
"acc": 66.85,
"time": 22.90584743699992,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4779345989227295,
"m": 1.0
},
{
"p": 0.37484660744667053,
"m": 1.0
},
{
"p": 0.32043957710266113,
"m": 1.0
},
{
"p": 0.0784873440861702,
"m": 1.0
},
{
"p": 0.03697486221790314,
"m": 1.0
},
{
"p": 0.2156972438097,
"m": 1.0
},
{
"p": 0.4262881875038147,
"m": 1.0
},
{
"p": 0.14970260858535767,
"m": 1.0
},
{
"p": 0.4699552059173584,
"m": 1.0
},
{
"p": 0.31973782181739807,
"m": 1.0
},
{
"p": 0.4930717349052429,
"m": 1.0
},
{
"p": 0.8048804998397827,
"m": 1.0
},
{
"p": 0.07780931890010834,
"m": 1.0
},
{
"p": 0.10213930904865265,
"m": 1.0
},
{
"p": 0.07002020627260208,
"m": 1.0
},
{
"p": 0.18327127397060394,
"m": 1.0
},
{
"p": 0.11162902414798737,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.29159101843833923,
"val_loss": 1.2589199542999268,
"acc": 65.15,
"time": 15.17518692700014,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4806288182735443,
"m": 1.0
},
{
"p": 0.3974772095680237,
"m": 1.0
},
{
"p": 0.3609794080257416,
"m": 1.0
},
{
"p": 0.0838250070810318,
"m": 1.0
},
{
"p": 0.025140509009361267,
"m": 1.0
},
{
"p": 0.21720457077026367,
"m": 1.0
},
{
"p": 0.42724213004112244,
"m": 1.0
},
{
"p": 0.1347486525774002,
"m": 1.0
},
{
"p": 0.4667409360408783,
"m": 1.0
},
{
"p": 0.33546850085258484,
"m": 1.0
},
{
"p": 0.507303774356842,
"m": 1.0
},
{
"p": 0.8216943740844727,
"m": 1.0
},
{
"p": 0.0851423367857933,
"m": 1.0
},
{
"p": 0.0743447095155716,
"m": 1.0
},
{
"p": 0.07875343412160873,
"m": 1.0
},
{
"p": 0.1795169860124588,
"m": 1.0
},
{
"p": 0.08830667287111282,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.6250201463699341,
"val_loss": 1.0042264461517334,
"acc": 67.01,
"time": 27.274106916999926,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.49328792095184326,
"m": 1.0
},
{
"p": 0.4193742573261261,
"m": 1.0
},
{
"p": 0.3778195083141327,
"m": 1.0
},
{
"p": 0.0868806391954422,
"m": 1.0
},
{
"p": 0.025143364444375038,
"m": 1.0
},
{
"p": 0.21751371026039124,
"m": 1.0
},
{
"p": 0.42862793803215027,
"m": 1.0
},
{
"p": 0.1253281533718109,
"m": 1.0
},
{
"p": 0.46406906843185425,
"m": 1.0
},
{
"p": 0.3524540662765503,
"m": 1.0
},
{
"p": 0.5264825820922852,
"m": 1.0
},
{
"p": 0.8404912948608398,
"m": 1.0
},
{
"p": 0.12489917129278183,
"m": 1.0
},
{
"p": 0.07653447985649109,
"m": 1.0
},
{
"p": 0.08287019282579422,
"m": 1.0
},
{
"p": 0.17811733484268188,
"m": 1.0
},
{
"p": 0.07865483313798904,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.2417536824941635,
"val_loss": 1.1565827131271362,
"acc": 66.67,
"time": 10.697762487000091,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5040174126625061,
"m": 1.0
},
{
"p": 0.4381740391254425,
"m": 1.0
},
{
"p": 0.38565793633461,
"m": 1.0
},
{
"p": 0.09023898094892502,
"m": 1.0
},
{
"p": 0.0489657036960125,
"m": 1.0
},
{
"p": 0.20098218321800232,
"m": 1.0
},
{
"p": 0.41834115982055664,
"m": 1.0
},
{
"p": 0.10961104929447174,
"m": 1.0
},
{
"p": 0.4550655484199524,
"m": 1.0
},
{
"p": 0.3539451062679291,
"m": 1.0
},
{
"p": 0.5255691409111023,
"m": 1.0
},
{
"p": 0.8503147959709167,
"m": 1.0
},
{
"p": 0.13637372851371765,
"m": 1.0
},
{
"p": 0.07786498963832855,
"m": 1.0
},
{
"p": 0.08453278988599777,
"m": 1.0
},
{
"p": 0.17758211493492126,
"m": 1.0
},
{
"p": 0.07471692562103271,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.6220634579658508,
"val_loss": 0.8872207403182983,
"acc": 67.0,
"time": 31.30653082599997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5117619037628174,
"m": 1.0
},
{
"p": 0.44805610179901123,
"m": 1.0
},
{
"p": 0.39132237434387207,
"m": 1.0
},
{
"p": 0.09834419190883636,
"m": 1.0
},
{
"p": 0.056291595101356506,
"m": 1.0
},
{
"p": 0.2001451998949051,
"m": 1.0
},
{
"p": 0.4134979546070099,
"m": 1.0
},
{
"p": 0.10136142373085022,
"m": 1.0
},
{
"p": 0.4490886330604553,
"m": 1.0
},
{
"p": 0.3519633710384369,
"m": 1.0
},
{
"p": 0.5186129808425903,
"m": 1.0
},
{
"p": 0.8572880625724792,
"m": 1.0
},
{
"p": 0.13177871704101562,
"m": 1.0
},
{
"p": 0.08082688599824905,
"m": 1.0
},
{
"p": 0.025490030646324158,
"m": 1.0
},
{
"p": 0.1827787160873413,
"m": 1.0
},
{
"p": 0.0827651247382164,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.6093941926956177,
"val_loss": 1.2019057273864746,
"acc": 66.36,
"time": 7.051137796000148,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5158849954605103,
"m": 1.0
},
{
"p": 0.4531804621219635,
"m": 1.0
},
{
"p": 0.39557674527168274,
"m": 1.0
},
{
"p": 0.11010913550853729,
"m": 1.0
},
{
"p": 0.05472145229578018,
"m": 1.0
},
{
"p": 0.22875939309597015,
"m": 1.0
},
{
"p": 0.4041512608528137,
"m": 1.0
},
{
"p": 0.023359157145023346,
"m": 1.0
},
{
"p": 0.46186840534210205,
"m": 1.0
},
{
"p": 0.36065587401390076,
"m": 1.0
},
{
"p": 0.5137487649917603,
"m": 1.0
},
{
"p": 0.8632324934005737,
"m": 1.0
},
{
"p": 0.13269095122814178,
"m": 1.0
},
{
"p": 0.10555414855480194,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18522027134895325,
"m": 1.0
},
{
"p": 0.0875886082649231,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.21424628794193268,
"val_loss": 0.9837514162063599,
"acc": 67.68,
"time": 35.33998150400021,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5367071628570557,
"m": 1.0
},
{
"p": 0.45331907272338867,
"m": 1.0
},
{
"p": 0.39597591757774353,
"m": 1.0
},
{
"p": 0.12352070212364197,
"m": 1.0
},
{
"p": 0.06300480663776398,
"m": 1.0
},
{
"p": 0.2575187087059021,
"m": 1.0
},
{
"p": 0.4024670422077179,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.46950820088386536,
"m": 1.0
},
{
"p": 0.3669760823249817,
"m": 1.0
},
{
"p": 0.5107792615890503,
"m": 1.0
},
{
"p": 0.868081271648407,
"m": 1.0
},
{
"p": 0.13647492229938507,
"m": 1.0
},
{
"p": 0.1678469330072403,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19470493495464325,
"m": 1.0
},
{
"p": 0.12292700260877609,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.6607933044433594,
"val_loss": 1.2457178831100464,
"acc": 65.69,
"time": 6.024167490999844,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5482060313224792,
"m": 1.0
},
{
"p": 0.45279768109321594,
"m": 1.0
},
{
"p": 0.3955026865005493,
"m": 1.0
},
{
"p": 0.13567672669887543,
"m": 1.0
},
{
"p": 0.07750161737203598,
"m": 1.0
},
{
"p": 0.30800339579582214,
"m": 1.0
},
{
"p": 0.41193726658821106,
"m": 1.0
},
{
"p": 0.001059808419086039,
"m": 1.0
},
{
"p": 0.4186449348926544,
"m": 1.0
},
{
"p": 0.3593531548976898,
"m": 1.0
},
{
"p": 0.5301963090896606,
"m": 1.0
},
{
"p": 0.8616623282432556,
"m": 1.0
},
{
"p": 0.13993079960346222,
"m": 1.0
},
{
"p": 0.187200665473938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.197564959526062,
"m": 1.0
},
{
"p": 0.13927710056304932,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.13617770373821259,
"val_loss": 1.1315600872039795,
"acc": 67.64,
"time": 35.084949626000025,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5380519032478333,
"m": 1.0
},
{
"p": 0.45707833766937256,
"m": 1.0
},
{
"p": 0.40045368671417236,
"m": 1.0
},
{
"p": 0.1578127145767212,
"m": 1.0
},
{
"p": 0.06970709562301636,
"m": 1.0
},
{
"p": 0.3448983430862427,
"m": 1.0
},
{
"p": 0.42946547269821167,
"m": 1.0
},
{
"p": 0.013353301212191582,
"m": 1.0
},
{
"p": 0.3946806490421295,
"m": 1.0
},
{
"p": 0.3546082675457001,
"m": 1.0
},
{
"p": 0.5441367030143738,
"m": 1.0
},
{
"p": 0.8550136089324951,
"m": 1.0
},
{
"p": 0.14283238351345062,
"m": 1.0
},
{
"p": 0.18844957649707794,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1943279206752777,
"m": 1.0
},
{
"p": 0.18850457668304443,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.923040509223938,
"val_loss": 1.0387320518493652,
"acc": 66.71,
"time": 6.465722582000126,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5329722166061401,
"m": 1.0
},
{
"p": 0.4595356285572052,
"m": 1.0
},
{
"p": 0.4039738178253174,
"m": 1.0
},
{
"p": 0.17512038350105286,
"m": 1.0
},
{
"p": 0.05610257759690285,
"m": 1.0
},
{
"p": 0.3810403347015381,
"m": 1.0
},
{
"p": 0.4671873450279236,
"m": 1.0
},
{
"p": 0.07927469164133072,
"m": 1.0
},
{
"p": 0.36707568168640137,
"m": 1.0
},
{
"p": 0.3437778949737549,
"m": 1.0
},
{
"p": 0.5563961267471313,
"m": 1.0
},
{
"p": 0.8430356383323669,
"m": 1.0
},
{
"p": 0.12970978021621704,
"m": 1.0
},
{
"p": 0.20986929535865784,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18989835679531097,
"m": 1.0
},
{
"p": 0.20814913511276245,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.2606911063194275,
"val_loss": 1.0053513050079346,
"acc": 68.12,
"time": 31.274826520999795,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5083584785461426,
"m": 1.0
},
{
"p": 0.44316571950912476,
"m": 1.0
},
{
"p": 0.3970749080181122,
"m": 1.0
},
{
"p": 0.20414897799491882,
"m": 1.0
},
{
"p": 0.038433145731687546,
"m": 1.0
},
{
"p": 0.4158548414707184,
"m": 1.0
},
{
"p": 0.4798770844936371,
"m": 1.0
},
{
"p": 0.09896177053451538,
"m": 1.0
},
{
"p": 0.3529369831085205,
"m": 1.0
},
{
"p": 0.33886486291885376,
"m": 1.0
},
{
"p": 0.5623779892921448,
"m": 1.0
},
{
"p": 0.8354600071907043,
"m": 1.0
},
{
"p": 0.11748308688402176,
"m": 1.0
},
{
"p": 0.2346588373184204,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1811019331216812,
"m": 1.0
},
{
"p": 0.21793514490127563,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.4348229765892029,
"val_loss": 1.0930997133255005,
"acc": 65.43,
"time": 10.472055242999886,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4974426031112671,
"m": 1.0
},
{
"p": 0.43545448780059814,
"m": 1.0
},
{
"p": 0.39293190836906433,
"m": 1.0
},
{
"p": 0.2223636507987976,
"m": 1.0
},
{
"p": 0.025377970188856125,
"m": 1.0
},
{
"p": 0.44568970799446106,
"m": 1.0
},
{
"p": 0.48224300146102905,
"m": 1.0
},
{
"p": 0.09310532361268997,
"m": 1.0
},
{
"p": 0.3301604986190796,
"m": 1.0
},
{
"p": 0.2838086783885956,
"m": 1.0
},
{
"p": 0.5836127996444702,
"m": 1.0
},
{
"p": 0.8374810218811035,
"m": 1.0
},
{
"p": 0.13963666558265686,
"m": 1.0
},
{
"p": 0.2503049969673157,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1756834089756012,
"m": 1.0
},
{
"p": 0.2160283774137497,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.05774608626961708,
"val_loss": 1.1954573392868042,
"acc": 68.42,
"time": 27.51921424399984,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.48649051785469055,
"m": 1.0
},
{
"p": 0.42858755588531494,
"m": 1.0
},
{
"p": 0.39468955993652344,
"m": 1.0
},
{
"p": 0.23330268263816833,
"m": 1.0
},
{
"p": 0.003998922184109688,
"m": 1.0
},
{
"p": 0.45820802450180054,
"m": 1.0
},
{
"p": 0.4886097311973572,
"m": 1.0
},
{
"p": 0.06747254729270935,
"m": 1.0
},
{
"p": 0.3308230936527252,
"m": 1.0
},
{
"p": 0.2629782557487488,
"m": 1.0
},
{
"p": 0.5933430194854736,
"m": 1.0
},
{
"p": 0.8391420245170593,
"m": 1.0
},
{
"p": 0.15660440921783447,
"m": 1.0
},
{
"p": 0.2593858540058136,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17105862498283386,
"m": 1.0
},
{
"p": 0.20249143242835999,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.7577857971191406,
"val_loss": 1.0572609901428223,
"acc": 66.3,
"time": 14.72892234599999,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4778123199939728,
"m": 1.0
},
{
"p": 0.4274732172489166,
"m": 1.0
},
{
"p": 0.3956325054168701,
"m": 1.0
},
{
"p": 0.23824472725391388,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4635278582572937,
"m": 1.0
},
{
"p": 0.49536585807800293,
"m": 1.0
},
{
"p": 0.02792024426162243,
"m": 1.0
},
{
"p": 0.3524244725704193,
"m": 1.0
},
{
"p": 0.2583242654800415,
"m": 1.0
},
{
"p": 0.6005502939224243,
"m": 1.0
},
{
"p": 0.8491384983062744,
"m": 1.0
},
{
"p": 0.1642671674489975,
"m": 1.0
},
{
"p": 0.251697838306427,
"m": 1.0
},
{
"p": 0.008921470493078232,
"m": 1.0
},
{
"p": 0.18316593766212463,
"m": 1.0
},
{
"p": 0.19541266560554504,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.04734128713607788,
"val_loss": 1.0669503211975098,
"acc": 68.57,
"time": 22.85864030400012,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4645999073982239,
"m": 1.0
},
{
"p": 0.4351043105125427,
"m": 1.0
},
{
"p": 0.35706716775894165,
"m": 1.0
},
{
"p": 0.21977399289608002,
"m": 1.0
},
{
"p": 0.04268898069858551,
"m": 1.0
},
{
"p": 0.4679749011993408,
"m": 1.0
},
{
"p": 0.5041152834892273,
"m": 1.0
},
{
"p": 0.053902942687273026,
"m": 1.0
},
{
"p": 0.36376968026161194,
"m": 1.0
},
{
"p": 0.25439679622650146,
"m": 1.0
},
{
"p": 0.6029776334762573,
"m": 1.0
},
{
"p": 0.853752851486206,
"m": 1.0
},
{
"p": 0.16744127869606018,
"m": 1.0
},
{
"p": 0.24522677063941956,
"m": 1.0
},
{
"p": 0.016848551109433174,
"m": 1.0
},
{
"p": 0.19880913197994232,
"m": 1.0
},
{
"p": 0.19038160145282745,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.2983449697494507,
"val_loss": 1.410022497177124,
"acc": 66.13,
"time": 18.615450581000005,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4719124734401703,
"m": 1.0
},
{
"p": 0.4385949969291687,
"m": 1.0
},
{
"p": 0.34248998761177063,
"m": 1.0
},
{
"p": 0.21101082861423492,
"m": 1.0
},
{
"p": 0.06683100759983063,
"m": 1.0
},
{
"p": 0.47044309973716736,
"m": 1.0
},
{
"p": 0.5105751752853394,
"m": 1.0
},
{
"p": 0.09654939919710159,
"m": 1.0
},
{
"p": 0.3718799948692322,
"m": 1.0
},
{
"p": 0.24815355241298676,
"m": 1.0
},
{
"p": 0.6019304394721985,
"m": 1.0
},
{
"p": 0.8528397679328918,
"m": 1.0
},
{
"p": 0.14669746160507202,
"m": 1.0
},
{
"p": 0.24046443402767181,
"m": 1.0
},
{
"p": 0.004724026657640934,
"m": 1.0
},
{
"p": 0.20427222549915314,
"m": 1.0
},
{
"p": 0.19683924317359924,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.8077297210693359,
"val_loss": 1.039400577545166,
"acc": 68.73,
"time": 19.234074772999975,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.490549772977829,
"m": 1.0
},
{
"p": 0.4410972595214844,
"m": 1.0
},
{
"p": 0.3392939567565918,
"m": 1.0
},
{
"p": 0.14675194025039673,
"m": 1.0
},
{
"p": 0.08922024816274643,
"m": 1.0
},
{
"p": 0.46888551115989685,
"m": 1.0
},
{
"p": 0.516473114490509,
"m": 1.0
},
{
"p": 0.10325897485017776,
"m": 1.0
},
{
"p": 0.39407089352607727,
"m": 1.0
},
{
"p": 0.2415885478258133,
"m": 1.0
},
{
"p": 0.5984203219413757,
"m": 1.0
},
{
"p": 0.848816990852356,
"m": 1.0
},
{
"p": 0.13692685961723328,
"m": 1.0
},
{
"p": 0.23821349442005157,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20608384907245636,
"m": 1.0
},
{
"p": 0.20596767961978912,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.029756784439087,
"val_loss": 1.0007785558700562,
"acc": 66.35,
"time": 22.870071170000074,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4989038109779358,
"m": 1.0
},
{
"p": 0.46016621589660645,
"m": 1.0
},
{
"p": 0.33309757709503174,
"m": 1.0
},
{
"p": 0.12090664356946945,
"m": 1.0
},
{
"p": 0.0989479050040245,
"m": 1.0
},
{
"p": 0.4678361117839813,
"m": 1.0
},
{
"p": 0.5198182463645935,
"m": 1.0
},
{
"p": 0.10092712938785553,
"m": 1.0
},
{
"p": 0.41765791177749634,
"m": 1.0
},
{
"p": 0.2338036149740219,
"m": 1.0
},
{
"p": 0.5901269912719727,
"m": 1.0
},
{
"p": 0.8283881545066833,
"m": 1.0
},
{
"p": 0.08071446418762207,
"m": 1.0
},
{
"p": 0.1895482987165451,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20382297039031982,
"m": 1.0
},
{
"p": 0.204962357878685,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.40145182609558105,
"val_loss": 1.0372507572174072,
"acc": 66.8,
"time": 14.67060103100016,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5030097961425781,
"m": 1.0
},
{
"p": 0.49050211906433105,
"m": 1.0
},
{
"p": 0.3196325898170471,
"m": 1.0
},
{
"p": 0.1069546788930893,
"m": 1.0
},
{
"p": 0.09024141728878021,
"m": 1.0
},
{
"p": 0.45183148980140686,
"m": 1.0
},
{
"p": 0.4911642074584961,
"m": 1.0
},
{
"p": 0.11685509979724884,
"m": 1.0
},
{
"p": 0.47403275966644287,
"m": 1.0
},
{
"p": 0.20256641507148743,
"m": 1.0
},
{
"p": 0.5814881324768066,
"m": 1.0
},
{
"p": 0.8117880821228027,
"m": 1.0
},
{
"p": 0.06157046929001808,
"m": 1.0
},
{
"p": 0.16691628098487854,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20202390849590302,
"m": 1.0
},
{
"p": 0.20229431986808777,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.6100254654884338,
"val_loss": 1.0105007886886597,
"acc": 67.06,
"time": 26.774198632000207,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5325896143913269,
"m": 1.0
},
{
"p": 0.5119448900222778,
"m": 1.0
},
{
"p": 0.3184341788291931,
"m": 1.0
},
{
"p": 0.08500936627388,
"m": 1.0
},
{
"p": 0.0834144726395607,
"m": 1.0
},
{
"p": 0.4443979561328888,
"m": 1.0
},
{
"p": 0.47473394870758057,
"m": 1.0
},
{
"p": 0.12827187776565552,
"m": 1.0
},
{
"p": 0.5195280313491821,
"m": 1.0
},
{
"p": 0.1682538241147995,
"m": 1.0
},
{
"p": 0.5712825655937195,
"m": 1.0
},
{
"p": 0.7860599756240845,
"m": 1.0
},
{
"p": 0.06853502988815308,
"m": 1.0
},
{
"p": 0.16337673366069794,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20658645033836365,
"m": 1.0
},
{
"p": 0.21011227369308472,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.08175909519195557,
"val_loss": 1.1916455030441284,
"acc": 67.07,
"time": 10.596885509999993,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.558067798614502,
"m": 1.0
},
{
"p": 0.5278443098068237,
"m": 1.0
},
{
"p": 0.3231019675731659,
"m": 1.0
},
{
"p": 0.039617735892534256,
"m": 1.0
},
{
"p": 0.06312143802642822,
"m": 1.0
},
{
"p": 0.4371396601200104,
"m": 1.0
},
{
"p": 0.4636174142360687,
"m": 1.0
},
{
"p": 0.10297924280166626,
"m": 1.0
},
{
"p": 0.571910560131073,
"m": 1.0
},
{
"p": 0.14185510575771332,
"m": 1.0
},
{
"p": 0.5700402855873108,
"m": 1.0
},
{
"p": 0.7861813306808472,
"m": 1.0
},
{
"p": 0.07587598264217377,
"m": 1.0
},
{
"p": 0.1635434776544571,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20928901433944702,
"m": 1.0
},
{
"p": 0.21589934825897217,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.5631729364395142,
"val_loss": 1.0922507047653198,
"acc": 67.89,
"time": 31.271310117000212,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5727474093437195,
"m": 1.0
},
{
"p": 0.5434251427650452,
"m": 1.0
},
{
"p": 0.3095988631248474,
"m": 1.0
},
{
"p": 0.02200409583747387,
"m": 1.0
},
{
"p": 0.05510367080569267,
"m": 1.0
},
{
"p": 0.4348340332508087,
"m": 1.0
},
{
"p": 0.45892012119293213,
"m": 1.0
},
{
"p": 0.08789964020252228,
"m": 1.0
},
{
"p": 0.6030470728874207,
"m": 1.0
},
{
"p": 0.12507544457912445,
"m": 1.0
},
{
"p": 0.5717060565948486,
"m": 1.0
},
{
"p": 0.7990913391113281,
"m": 1.0
},
{
"p": 0.08905742317438126,
"m": 1.0
},
{
"p": 0.171574667096138,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20743291079998016,
"m": 1.0
},
{
"p": 0.21994392573833466,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.6278071999549866,
"val_loss": 1.2915908098220825,
"acc": 64.99,
"time": 7.057506851000198,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5799389481544495,
"m": 1.0
},
{
"p": 0.554174542427063,
"m": 1.0
},
{
"p": 0.29230791330337524,
"m": 1.0
},
{
"p": 0.015265614725649357,
"m": 1.0
},
{
"p": 0.051762569695711136,
"m": 1.0
},
{
"p": 0.4366512596607208,
"m": 1.0
},
{
"p": 0.46046319603919983,
"m": 1.0
},
{
"p": 0.04614686965942383,
"m": 1.0
},
{
"p": 0.6213253736495972,
"m": 1.0
},
{
"p": 0.09556695818901062,
"m": 1.0
},
{
"p": 0.5624896287918091,
"m": 1.0
},
{
"p": 0.7946382164955139,
"m": 1.0
},
{
"p": 0.09931101649999619,
"m": 1.0
},
{
"p": 0.16562800109386444,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2064872682094574,
"m": 1.0
},
{
"p": 0.22183530032634735,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.1489245444536209,
"val_loss": 1.151171088218689,
"acc": 67.6,
"time": 35.54526387499982,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5911991596221924,
"m": 1.0
},
{
"p": 0.5512951612472534,
"m": 1.0
},
{
"p": 0.30189797282218933,
"m": 1.0
},
{
"p": 0.03547215461730957,
"m": 1.0
},
{
"p": 0.0434008352458477,
"m": 1.0
},
{
"p": 0.43795445561408997,
"m": 1.0
},
{
"p": 0.46113622188568115,
"m": 1.0
},
{
"p": 0.027123820036649704,
"m": 1.0
},
{
"p": 0.6295320987701416,
"m": 1.0
},
{
"p": 0.07696178555488586,
"m": 1.0
},
{
"p": 0.5539796352386475,
"m": 1.0
},
{
"p": 0.7854546904563904,
"m": 1.0
},
{
"p": 0.10977485775947571,
"m": 1.0
},
{
"p": 0.14303573966026306,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20098048448562622,
"m": 1.0
},
{
"p": 0.2207547426223755,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.6331502199172974,
"val_loss": 1.2945507764816284,
"acc": 65.37,
"time": 5.991961821000132,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5970734357833862,
"m": 1.0
},
{
"p": 0.5479874610900879,
"m": 1.0
},
{
"p": 0.31377631425857544,
"m": 1.0
},
{
"p": 0.06126955524086952,
"m": 1.0
},
{
"p": 0.031208988279104233,
"m": 1.0
},
{
"p": 0.4397883415222168,
"m": 1.0
},
{
"p": 0.4617619812488556,
"m": 1.0
},
{
"p": 0.009451598860323429,
"m": 1.0
},
{
"p": 0.6095210313796997,
"m": 1.0
},
{
"p": 0.09761888533830643,
"m": 1.0
},
{
"p": 0.5476603507995605,
"m": 1.0
},
{
"p": 0.7707775831222534,
"m": 1.0
},
{
"p": 0.1088128387928009,
"m": 1.0
},
{
"p": 0.1356325000524521,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20339086651802063,
"m": 1.0
},
{
"p": 0.22019483149051666,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink