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/brutus-tests2/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-ResNet18)-150 epochs (dataug:0)- 1 in_it-2.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

9788 lines
No EOL
144 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 82.06,
"Time": [
201.87824667858504,
3.404462540612693,
30453.753185936017
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.1,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 0.0052583953365683556,
"val_loss": 0.7895804643630981,
"acc": 81.29,
"time": 202.67584210901987,
"param": [
{
"p": 0.000718572351615876,
"m": 0.5
},
{
"p": 0.07158945500850677,
"m": 0.5
},
{
"p": 0.10154862701892853,
"m": 0.5
},
{
"p": 0.16406144201755524,
"m": 0.5
},
{
"p": 0.000718572351615876,
"m": 0.5
},
{
"p": 0.000718572351615876,
"m": 0.5
},
{
"p": 0.09605541825294495,
"m": 0.5
},
{
"p": 0.000718572351615876,
"m": 0.5
},
{
"p": 0.05989232659339905,
"m": 0.5
},
{
"p": 0.12852142751216888,
"m": 0.5
},
{
"p": 0.15200431644916534,
"m": 0.5
},
{
"p": 0.11148878186941147,
"m": 0.5
},
{
"p": 0.047999683767557144,
"m": 0.5
},
{
"p": 0.06396427750587463,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 0.03815820440649986,
"val_loss": 0.9309403300285339,
"acc": 80.73,
"time": 200.08416457707062,
"param": [
{
"p": 0.025653474032878876,
"m": 0.5
},
{
"p": 0.025372546166181564,
"m": 0.5
},
{
"p": 0.12137254327535629,
"m": 0.5
},
{
"p": 0.1635722815990448,
"m": 0.5
},
{
"p": 0.0007119538495317101,
"m": 0.5
},
{
"p": 0.025965409353375435,
"m": 0.5
},
{
"p": 0.06898549199104309,
"m": 0.5
},
{
"p": 0.0007119538495317101,
"m": 0.5
},
{
"p": 0.007033714558929205,
"m": 0.5
},
{
"p": 0.14752070605754852,
"m": 0.5
},
{
"p": 0.12939760088920593,
"m": 0.5
},
{
"p": 0.14015576243400574,
"m": 0.5
},
{
"p": 0.06811349093914032,
"m": 0.5
},
{
"p": 0.07543309777975082,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 0.178628608584404,
"val_loss": 1.3638561964035034,
"acc": 81.08,
"time": 199.92744248104282,
"param": [
{
"p": 0.011451249942183495,
"m": 0.5
},
{
"p": 0.09773551672697067,
"m": 0.5
},
{
"p": 0.13885144889354706,
"m": 0.5
},
{
"p": 0.12909317016601562,
"m": 0.5
},
{
"p": 0.000716409005690366,
"m": 0.5
},
{
"p": 0.017619840800762177,
"m": 0.5
},
{
"p": 0.09415245056152344,
"m": 0.5
},
{
"p": 0.000716409005690366,
"m": 0.5
},
{
"p": 0.06851085275411606,
"m": 0.5
},
{
"p": 0.1796582192182541,
"m": 0.5
},
{
"p": 0.07627936452627182,
"m": 0.5
},
{
"p": 0.10245408117771149,
"m": 0.5
},
{
"p": 0.03891824185848236,
"m": 0.5
},
{
"p": 0.04384271427989006,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 0.17402009665966034,
"val_loss": 0.897986650466919,
"acc": 81.47,
"time": 204.36294372496195,
"param": [
{
"p": 0.02839493192732334,
"m": 0.5
},
{
"p": 0.0759638100862503,
"m": 0.5
},
{
"p": 0.1942194253206253,
"m": 0.5
},
{
"p": 0.09598687291145325,
"m": 0.5
},
{
"p": 0.08092812448740005,
"m": 0.5
},
{
"p": 0.011439033783972263,
"m": 0.5
},
{
"p": 0.0007206390728242695,
"m": 0.5
},
{
"p": 0.10228005051612854,
"m": 0.5
},
{
"p": 0.09095919132232666,
"m": 0.5
},
{
"p": 0.11662837862968445,
"m": 0.5
},
{
"p": 0.12270531803369522,
"m": 0.5
},
{
"p": 0.0007206390728242695,
"m": 0.5
},
{
"p": 0.02533264271914959,
"m": 0.5
},
{
"p": 0.05372093245387077,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 0.10041464865207672,
"val_loss": 0.7516375780105591,
"acc": 81.26,
"time": 207.25648953707423,
"param": [
{
"p": 0.019925028085708618,
"m": 0.5
},
{
"p": 0.1367933750152588,
"m": 0.5
},
{
"p": 0.1524883657693863,
"m": 0.5
},
{
"p": 0.07457467913627625,
"m": 0.5
},
{
"p": 0.04971742630004883,
"m": 0.5
},
{
"p": 0.005782261956483126,
"m": 0.5
},
{
"p": 0.07188160717487335,
"m": 0.5
},
{
"p": 0.0646730288863182,
"m": 0.5
},
{
"p": 0.11044462025165558,
"m": 0.5
},
{
"p": 0.04649544134736061,
"m": 0.5
},
{
"p": 0.10262030363082886,
"m": 0.5
},
{
"p": 0.0007104304386302829,
"m": 0.5
},
{
"p": 0.09744773060083389,
"m": 0.5
},
{
"p": 0.06644560396671295,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 0.06735356897115707,
"val_loss": 1.2694649696350098,
"acc": 81.6,
"time": 201.10513929103035,
"param": [
{
"p": 0.02895551547408104,
"m": 0.5
},
{
"p": 0.06912580877542496,
"m": 0.5
},
{
"p": 0.1483382135629654,
"m": 0.5
},
{
"p": 0.1194472387433052,
"m": 0.5
},
{
"p": 0.02581930346786976,
"m": 0.5
},
{
"p": 0.02232242003083229,
"m": 0.5
},
{
"p": 0.03387248143553734,
"m": 0.5
},
{
"p": 0.0327836312353611,
"m": 0.5
},
{
"p": 0.09270627796649933,
"m": 0.5
},
{
"p": 0.1252620816230774,
"m": 0.5
},
{
"p": 0.1307327151298523,
"m": 0.5
},
{
"p": 0.04158236086368561,
"m": 0.5
},
{
"p": 0.04942619428038597,
"m": 0.5
},
{
"p": 0.07962580770254135,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 0.14963588118553162,
"val_loss": 1.067380428314209,
"acc": 81.41,
"time": 202.5740277050063,
"param": [
{
"p": 0.033251792192459106,
"m": 0.5
},
{
"p": 0.0597468800842762,
"m": 0.5
},
{
"p": 0.15386994183063507,
"m": 0.5
},
{
"p": 0.12821996212005615,
"m": 0.5
},
{
"p": 0.02418401837348938,
"m": 0.5
},
{
"p": 0.019760023802518845,
"m": 0.5
},
{
"p": 0.05543067306280136,
"m": 0.5
},
{
"p": 0.027782635763287544,
"m": 0.5
},
{
"p": 0.10810291022062302,
"m": 0.5
},
{
"p": 0.08444815874099731,
"m": 0.5
},
{
"p": 0.094281405210495,
"m": 0.5
},
{
"p": 0.03134402260184288,
"m": 0.5
},
{
"p": 0.043520428240299225,
"m": 0.5
},
{
"p": 0.1360570341348648,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 0.26468750834465027,
"val_loss": 1.2196241617202759,
"acc": 81.21,
"time": 202.48194408405107,
"param": [
{
"p": 0.035922884941101074,
"m": 0.5
},
{
"p": 0.04901093617081642,
"m": 0.5
},
{
"p": 0.14697885513305664,
"m": 0.5
},
{
"p": 0.19898423552513123,
"m": 0.5
},
{
"p": 0.023734619840979576,
"m": 0.5
},
{
"p": 0.020114000886678696,
"m": 0.5
},
{
"p": 0.0450352281332016,
"m": 0.5
},
{
"p": 0.02107490785419941,
"m": 0.5
},
{
"p": 0.06499931216239929,
"m": 0.5
},
{
"p": 0.09707774221897125,
"m": 0.5
},
{
"p": 0.1365208476781845,
"m": 0.5
},
{
"p": 0.0231328047811985,
"m": 0.5
},
{
"p": 0.02516375482082367,
"m": 0.5
},
{
"p": 0.1122499331831932,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 0.04144853353500366,
"val_loss": 0.8983220458030701,
"acc": 81.52,
"time": 201.55844086699653,
"param": [
{
"p": 0.0007111197919584811,
"m": 0.5
},
{
"p": 0.04211653396487236,
"m": 0.5
},
{
"p": 0.2232504040002823,
"m": 0.5
},
{
"p": 0.16152474284172058,
"m": 0.5
},
{
"p": 0.03126318007707596,
"m": 0.5
},
{
"p": 0.02099239081144333,
"m": 0.5
},
{
"p": 0.05625482648611069,
"m": 0.5
},
{
"p": 0.01754176802933216,
"m": 0.5
},
{
"p": 0.07032173126935959,
"m": 0.5
},
{
"p": 0.08120879530906677,
"m": 0.5
},
{
"p": 0.15264274179935455,
"m": 0.5
},
{
"p": 0.008495582267642021,
"m": 0.5
},
{
"p": 0.033210378140211105,
"m": 0.5
},
{
"p": 0.10046587139368057,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 0.21361729502677917,
"val_loss": 1.2664768695831299,
"acc": 81.62,
"time": 202.95412363600917,
"param": [
{
"p": 0.1099482849240303,
"m": 0.5
},
{
"p": 0.0411362498998642,
"m": 0.5
},
{
"p": 0.24412058293819427,
"m": 0.5
},
{
"p": 0.17303553223609924,
"m": 0.5
},
{
"p": 0.0341002382338047,
"m": 0.5
},
{
"p": 0.026797467842698097,
"m": 0.5
},
{
"p": 0.05766231194138527,
"m": 0.5
},
{
"p": 0.016168171539902687,
"m": 0.5
},
{
"p": 0.0007177924853749573,
"m": 0.5
},
{
"p": 0.01424393616616726,
"m": 0.5
},
{
"p": 0.1276904046535492,
"m": 0.5
},
{
"p": 0.03447003662586212,
"m": 0.5
},
{
"p": 0.02492070384323597,
"m": 0.5
},
{
"p": 0.09498827904462814,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 0.1282396912574768,
"val_loss": 1.0803606510162354,
"acc": 81.47,
"time": 200.1270263841143,
"param": [
{
"p": 0.08075562119483948,
"m": 0.5
},
{
"p": 0.03087576851248741,
"m": 0.5
},
{
"p": 0.23718565702438354,
"m": 0.5
},
{
"p": 0.1496187001466751,
"m": 0.5
},
{
"p": 0.02716572768986225,
"m": 0.5
},
{
"p": 0.020633824169635773,
"m": 0.5
},
{
"p": 0.022073660045862198,
"m": 0.5
},
{
"p": 0.01261554379016161,
"m": 0.5
},
{
"p": 0.14030922949314117,
"m": 0.5
},
{
"p": 0.11166775971651077,
"m": 0.5
},
{
"p": 0.0007105360855348408,
"m": 0.5
},
{
"p": 0.028584538027644157,
"m": 0.5
},
{
"p": 0.03141479566693306,
"m": 0.5
},
{
"p": 0.10638853907585144,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 0.065739706158638,
"val_loss": 0.9209718108177185,
"acc": 81.69,
"time": 199.17727431398816,
"param": [
{
"p": 0.053230997174978256,
"m": 0.5
},
{
"p": 0.022402474656701088,
"m": 0.5
},
{
"p": 0.1569327712059021,
"m": 0.5
},
{
"p": 0.1570078283548355,
"m": 0.5
},
{
"p": 0.02915126085281372,
"m": 0.5
},
{
"p": 0.01838855817914009,
"m": 0.5
},
{
"p": 0.060717176645994186,
"m": 0.5
},
{
"p": 0.01033953670412302,
"m": 0.5
},
{
"p": 0.0986679345369339,
"m": 0.5
},
{
"p": 0.07566606253385544,
"m": 0.5
},
{
"p": 0.1558859646320343,
"m": 0.5
},
{
"p": 0.025008270516991615,
"m": 0.5
},
{
"p": 0.035855576395988464,
"m": 0.5
},
{
"p": 0.1007455438375473,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 0.1675080806016922,
"val_loss": 1.0989630222320557,
"acc": 81.54,
"time": 200.91318476898596,
"param": [
{
"p": 0.04179034382104874,
"m": 0.5
},
{
"p": 0.017634933814406395,
"m": 0.5
},
{
"p": 0.127915620803833,
"m": 0.5
},
{
"p": 0.18216130137443542,
"m": 0.5
},
{
"p": 0.021201100200414658,
"m": 0.5
},
{
"p": 0.011533072218298912,
"m": 0.5
},
{
"p": 0.06679002195596695,
"m": 0.5
},
{
"p": 0.006446700543165207,
"m": 0.5
},
{
"p": 0.10193582624197006,
"m": 0.5
},
{
"p": 0.08580060303211212,
"m": 0.5
},
{
"p": 0.13098706305027008,
"m": 0.5
},
{
"p": 0.02231128141283989,
"m": 0.5
},
{
"p": 0.03762764111161232,
"m": 0.5
},
{
"p": 0.14586447179317474,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 0.11220705509185791,
"val_loss": 0.8637524247169495,
"acc": 81.51,
"time": 201.69964393193368,
"param": [
{
"p": 0.03632348030805588,
"m": 0.5
},
{
"p": 0.019395042210817337,
"m": 0.5
},
{
"p": 0.08209705352783203,
"m": 0.5
},
{
"p": 0.2519530951976776,
"m": 0.5
},
{
"p": 0.02028714120388031,
"m": 0.5
},
{
"p": 0.019093044102191925,
"m": 0.5
},
{
"p": 0.03983070328831673,
"m": 0.5
},
{
"p": 0.0007138574728742242,
"m": 0.5
},
{
"p": 0.09217077493667603,
"m": 0.5
},
{
"p": 0.06679161638021469,
"m": 0.5
},
{
"p": 0.10008609294891357,
"m": 0.5
},
{
"p": 0.09364721179008484,
"m": 0.5
},
{
"p": 0.03151862323284149,
"m": 0.5
},
{
"p": 0.1460922509431839,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 0.14925654232501984,
"val_loss": 0.7674745917320251,
"acc": 81.8,
"time": 196.2256096090423,
"param": [
{
"p": 0.02556334249675274,
"m": 0.5
},
{
"p": 0.009311840869486332,
"m": 0.5
},
{
"p": 0.17134816944599152,
"m": 0.5
},
{
"p": 0.23026983439922333,
"m": 0.5
},
{
"p": 0.023211544379591942,
"m": 0.5
},
{
"p": 0.017815325409173965,
"m": 0.5
},
{
"p": 0.01327272318303585,
"m": 0.5
},
{
"p": 0.000713218585588038,
"m": 0.5
},
{
"p": 0.07041133940219879,
"m": 0.5
},
{
"p": 0.06748754531145096,
"m": 0.5
},
{
"p": 0.08708201348781586,
"m": 0.5
},
{
"p": 0.0974646657705307,
"m": 0.5
},
{
"p": 0.030011504888534546,
"m": 0.5
},
{
"p": 0.15603692829608917,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 0.25707170367240906,
"val_loss": 0.9654775857925415,
"acc": 81.94,
"time": 199.57330042100511,
"param": [
{
"p": 0.03089727647602558,
"m": 0.5
},
{
"p": 0.030170701444149017,
"m": 0.5
},
{
"p": 0.0981312021613121,
"m": 0.5
},
{
"p": 0.2141866683959961,
"m": 0.5
},
{
"p": 0.02388647571206093,
"m": 0.5
},
{
"p": 0.015407058410346508,
"m": 0.5
},
{
"p": 0.16619141399860382,
"m": 0.5
},
{
"p": 0.0007141532259993255,
"m": 0.5
},
{
"p": 0.08764851093292236,
"m": 0.5
},
{
"p": 0.07851458340883255,
"m": 0.5
},
{
"p": 0.053465586155653,
"m": 0.5
},
{
"p": 0.05777708441019058,
"m": 0.5
},
{
"p": 0.0007141532259993255,
"m": 0.5
},
{
"p": 0.14229509234428406,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 0.10243453830480576,
"val_loss": 0.8448747992515564,
"acc": 81.65,
"time": 201.705499989097,
"param": [
{
"p": 0.0546596385538578,
"m": 0.5
},
{
"p": 0.020024411380290985,
"m": 0.5
},
{
"p": 0.1878436803817749,
"m": 0.5
},
{
"p": 0.0007109281723387539,
"m": 0.5
},
{
"p": 0.0019594107288867235,
"m": 0.5
},
{
"p": 0.033628690987825394,
"m": 0.5
},
{
"p": 0.10438106209039688,
"m": 0.5
},
{
"p": 0.002115426119416952,
"m": 0.5
},
{
"p": 0.14437207579612732,
"m": 0.5
},
{
"p": 0.07919301837682724,
"m": 0.5
},
{
"p": 0.17522428929805756,
"m": 0.5
},
{
"p": 0.029347501695156097,
"m": 0.5
},
{
"p": 0.02075018547475338,
"m": 0.5
},
{
"p": 0.1457897573709488,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 0.13864803314208984,
"val_loss": 0.8490602374076843,
"acc": 81.61,
"time": 200.2350236660568,
"param": [
{
"p": 0.043666381388902664,
"m": 0.5
},
{
"p": 0.012380375526845455,
"m": 0.5
},
{
"p": 0.15349623560905457,
"m": 0.5
},
{
"p": 0.23671524226665497,
"m": 0.5
},
{
"p": 0.0283935759216547,
"m": 0.5
},
{
"p": 0.029415996745228767,
"m": 0.5
},
{
"p": 0.07246934622526169,
"m": 0.5
},
{
"p": 0.0007120184018276632,
"m": 0.5
},
{
"p": 0.10803310573101044,
"m": 0.5
},
{
"p": 0.044849298894405365,
"m": 0.5
},
{
"p": 0.12124569714069366,
"m": 0.5
},
{
"p": 0.010072322562336922,
"m": 0.5
},
{
"p": 0.015765735879540443,
"m": 0.5
},
{
"p": 0.12278463691473007,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 0.07259051501750946,
"val_loss": 0.785044252872467,
"acc": 81.72,
"time": 200.21522701799404,
"param": [
{
"p": 0.0428488589823246,
"m": 0.5
},
{
"p": 0.0007115172920748591,
"m": 0.5
},
{
"p": 0.14235123991966248,
"m": 0.5
},
{
"p": 0.18823875486850739,
"m": 0.5
},
{
"p": 0.022802192717790604,
"m": 0.5
},
{
"p": 0.02616056054830551,
"m": 0.5
},
{
"p": 0.05960103124380112,
"m": 0.5
},
{
"p": 0.03184211254119873,
"m": 0.5
},
{
"p": 0.095172218978405,
"m": 0.5
},
{
"p": 0.09663817286491394,
"m": 0.5
},
{
"p": 0.09620415419340134,
"m": 0.5
},
{
"p": 0.033026501536369324,
"m": 0.5
},
{
"p": 0.037425316870212555,
"m": 0.5
},
{
"p": 0.12697733938694,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 0.2011433243751526,
"val_loss": 1.0106526613235474,
"acc": 81.71,
"time": 201.3725892599905,
"param": [
{
"p": 0.027004161849617958,
"m": 0.5
},
{
"p": 0.011230592615902424,
"m": 0.5
},
{
"p": 0.19518761336803436,
"m": 0.5
},
{
"p": 0.16018079221248627,
"m": 0.5
},
{
"p": 0.022115111351013184,
"m": 0.5
},
{
"p": 0.021367646753787994,
"m": 0.5
},
{
"p": 0.05652260780334473,
"m": 0.5
},
{
"p": 0.04133009910583496,
"m": 0.5
},
{
"p": 0.0677703246474266,
"m": 0.5
},
{
"p": 0.0744318962097168,
"m": 0.5
},
{
"p": 0.08139407634735107,
"m": 0.5
},
{
"p": 0.029671812430024147,
"m": 0.5
},
{
"p": 0.034037984907627106,
"m": 0.5
},
{
"p": 0.1777552366256714,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 0.03150750324130058,
"val_loss": 0.9584572315216064,
"acc": 81.8,
"time": 201.11932676297147,
"param": [
{
"p": 0.028446700423955917,
"m": 0.5
},
{
"p": 0.014698895625770092,
"m": 0.5
},
{
"p": 0.17276376485824585,
"m": 0.5
},
{
"p": 0.12098401039838791,
"m": 0.5
},
{
"p": 0.01980287954211235,
"m": 0.5
},
{
"p": 0.01925976760685444,
"m": 0.5
},
{
"p": 0.04831589758396149,
"m": 0.5
},
{
"p": 0.03159389644861221,
"m": 0.5
},
{
"p": 0.023866867646574974,
"m": 0.5
},
{
"p": 0.24029597640037537,
"m": 0.5
},
{
"p": 0.061684150248765945,
"m": 0.5
},
{
"p": 0.05665728449821472,
"m": 0.5
},
{
"p": 0.024220379069447517,
"m": 0.5
},
{
"p": 0.137409508228302,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 0.21539144217967987,
"val_loss": 1.1234962940216064,
"acc": 81.71,
"time": 199.04432616999839,
"param": [
{
"p": 0.01907220296561718,
"m": 0.5
},
{
"p": 0.011791259050369263,
"m": 0.5
},
{
"p": 0.17205771803855896,
"m": 0.5
},
{
"p": 0.10096655786037445,
"m": 0.5
},
{
"p": 0.026823315769433975,
"m": 0.5
},
{
"p": 0.01752452366054058,
"m": 0.5
},
{
"p": 0.04485214501619339,
"m": 0.5
},
{
"p": 0.025120530277490616,
"m": 0.5
},
{
"p": 0.11763765662908554,
"m": 0.5
},
{
"p": 0.2123401165008545,
"m": 0.5
},
{
"p": 0.05106255039572716,
"m": 0.5
},
{
"p": 0.0492061972618103,
"m": 0.5
},
{
"p": 0.02166873775422573,
"m": 0.5
},
{
"p": 0.1298765391111374,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 0.13462698459625244,
"val_loss": 0.9374163746833801,
"acc": 81.77,
"time": 197.60024674306624,
"param": [
{
"p": 0.03677990660071373,
"m": 0.5
},
{
"p": 0.017110290005803108,
"m": 0.5
},
{
"p": 0.16874058544635773,
"m": 0.5
},
{
"p": 0.08113079518079758,
"m": 0.5
},
{
"p": 0.029070816934108734,
"m": 0.5
},
{
"p": 0.026539670303463936,
"m": 0.5
},
{
"p": 0.04218633845448494,
"m": 0.5
},
{
"p": 0.02384302206337452,
"m": 0.5
},
{
"p": 0.1206471398472786,
"m": 0.5
},
{
"p": 0.17380018532276154,
"m": 0.5
},
{
"p": 0.0443849079310894,
"m": 0.5
},
{
"p": 0.027137339115142822,
"m": 0.5
},
{
"p": 0.0433477908372879,
"m": 0.5
},
{
"p": 0.1652812510728836,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 0.03264905512332916,
"val_loss": 1.1007088422775269,
"acc": 82.06,
"time": 200.80225458811037,
"param": [
{
"p": 0.03697139397263527,
"m": 0.5
},
{
"p": 0.01541492622345686,
"m": 0.5
},
{
"p": 0.1715119481086731,
"m": 0.5
},
{
"p": 0.07949034869670868,
"m": 0.5
},
{
"p": 0.02561875246465206,
"m": 0.5
},
{
"p": 0.02476271614432335,
"m": 0.5
},
{
"p": 0.047830600291490555,
"m": 0.5
},
{
"p": 0.025142503902316093,
"m": 0.5
},
{
"p": 0.0932929590344429,
"m": 0.5
},
{
"p": 0.17641031742095947,
"m": 0.5
},
{
"p": 0.044419579207897186,
"m": 0.5
},
{
"p": 0.04326760768890381,
"m": 0.5
},
{
"p": 0.04026075080037117,
"m": 0.5
},
{
"p": 0.1756056249141693,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 0.11031978577375412,
"val_loss": 1.1173431873321533,
"acc": 81.62,
"time": 197.23061267402954,
"param": [
{
"p": 0.03902563080191612,
"m": 0.5
},
{
"p": 0.004352368414402008,
"m": 0.5
},
{
"p": 0.16815589368343353,
"m": 0.5
},
{
"p": 0.08255892246961594,
"m": 0.5
},
{
"p": 0.03056277148425579,
"m": 0.5
},
{
"p": 0.03056805394589901,
"m": 0.5
},
{
"p": 0.04263509437441826,
"m": 0.5
},
{
"p": 0.02421059086918831,
"m": 0.5
},
{
"p": 0.055367838591337204,
"m": 0.5
},
{
"p": 0.18142133951187134,
"m": 0.5
},
{
"p": 0.04502127319574356,
"m": 0.5
},
{
"p": 0.05506110191345215,
"m": 0.5
},
{
"p": 0.039095763117074966,
"m": 0.5
},
{
"p": 0.20196333527565002,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 0.2454901933670044,
"val_loss": 0.785723090171814,
"acc": 81.65,
"time": 198.79366831993684,
"param": [
{
"p": 0.03378676623106003,
"m": 0.5
},
{
"p": 0.008342449553310871,
"m": 0.5
},
{
"p": 0.17699474096298218,
"m": 0.5
},
{
"p": 0.07682961225509644,
"m": 0.5
},
{
"p": 0.03207560256123543,
"m": 0.5
},
{
"p": 0.022174576297402382,
"m": 0.5
},
{
"p": 0.01602345146238804,
"m": 0.5
},
{
"p": 0.021806543692946434,
"m": 0.5
},
{
"p": 0.11705879867076874,
"m": 0.5
},
{
"p": 0.15345799922943115,
"m": 0.5
},
{
"p": 0.035676226019859314,
"m": 0.5
},
{
"p": 0.06691155582666397,
"m": 0.5
},
{
"p": 0.04728107899427414,
"m": 0.5
},
{
"p": 0.1915806382894516,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 0.05946476757526398,
"val_loss": 1.1302852630615234,
"acc": 81.53,
"time": 198.7505966089666,
"param": [
{
"p": 0.059900250285863876,
"m": 0.5
},
{
"p": 0.01077456958591938,
"m": 0.5
},
{
"p": 0.1619885265827179,
"m": 0.5
},
{
"p": 0.0641920194029808,
"m": 0.5
},
{
"p": 0.03727810084819794,
"m": 0.5
},
{
"p": 0.024894636124372482,
"m": 0.5
},
{
"p": 0.007580081466585398,
"m": 0.5
},
{
"p": 0.020823445171117783,
"m": 0.5
},
{
"p": 0.12898559868335724,
"m": 0.5
},
{
"p": 0.12598496675491333,
"m": 0.5
},
{
"p": 0.038567014038562775,
"m": 0.5
},
{
"p": 0.05978012830018997,
"m": 0.5
},
{
"p": 0.06531966477632523,
"m": 0.5
},
{
"p": 0.1939309537410736,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 0.05769532173871994,
"val_loss": 1.092434287071228,
"acc": 81.16,
"time": 200.27653105498757,
"param": [
{
"p": 0.056236401200294495,
"m": 0.5
},
{
"p": 0.0172734335064888,
"m": 0.5
},
{
"p": 0.1540432721376419,
"m": 0.5
},
{
"p": 0.03974189981818199,
"m": 0.5
},
{
"p": 0.0377005897462368,
"m": 0.5
},
{
"p": 0.028437670320272446,
"m": 0.5
},
{
"p": 0.1002495065331459,
"m": 0.5
},
{
"p": 0.02127230167388916,
"m": 0.5
},
{
"p": 0.11255963146686554,
"m": 0.5
},
{
"p": 0.10958967357873917,
"m": 0.5
},
{
"p": 0.037014298141002655,
"m": 0.5
},
{
"p": 0.043078649789094925,
"m": 0.5
},
{
"p": 0.05606738477945328,
"m": 0.5
},
{
"p": 0.18673528730869293,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 0.04408164694905281,
"val_loss": 1.017911434173584,
"acc": 81.34,
"time": 204.10201343207154,
"param": [
{
"p": 0.06364528089761734,
"m": 0.5
},
{
"p": 0.015920255333185196,
"m": 0.5
},
{
"p": 0.15155021846294403,
"m": 0.5
},
{
"p": 0.02305828407406807,
"m": 0.5
},
{
"p": 0.045562345534563065,
"m": 0.5
},
{
"p": 0.03075224533677101,
"m": 0.5
},
{
"p": 0.10873816907405853,
"m": 0.5
},
{
"p": 0.021843189373612404,
"m": 0.5
},
{
"p": 0.0904189944267273,
"m": 0.5
},
{
"p": 0.11487924307584763,
"m": 0.5
},
{
"p": 0.03307627514004707,
"m": 0.5
},
{
"p": 0.03480906039476395,
"m": 0.5
},
{
"p": 0.06202306970953941,
"m": 0.5
},
{
"p": 0.20372329652309418,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 0.08183708041906357,
"val_loss": 0.9680039286613464,
"acc": 81.24,
"time": 203.90994654397946,
"param": [
{
"p": 0.06887363642454147,
"m": 0.5
},
{
"p": 0.01767062582075596,
"m": 0.5
},
{
"p": 0.14154216647148132,
"m": 0.5
},
{
"p": 0.07269188016653061,
"m": 0.5
},
{
"p": 0.03432195633649826,
"m": 0.5
},
{
"p": 0.03365815058350563,
"m": 0.5
},
{
"p": 0.10154564678668976,
"m": 0.5
},
{
"p": 0.01800062507390976,
"m": 0.5
},
{
"p": 0.08193684369325638,
"m": 0.5
},
{
"p": 0.11260281503200531,
"m": 0.5
},
{
"p": 0.031465090811252594,
"m": 0.5
},
{
"p": 0.06691563129425049,
"m": 0.5
},
{
"p": 0.05134757235646248,
"m": 0.5
},
{
"p": 0.16742725670337677,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 0.05369017273187637,
"val_loss": 0.7609729766845703,
"acc": 81.29,
"time": 206.90769587107934,
"param": [
{
"p": 0.05976552516222,
"m": 0.5
},
{
"p": 0.014265247620642185,
"m": 0.5
},
{
"p": 0.18560707569122314,
"m": 0.5
},
{
"p": 0.056021470576524734,
"m": 0.5
},
{
"p": 0.032362569123506546,
"m": 0.5
},
{
"p": 0.025405636057257652,
"m": 0.5
},
{
"p": 0.08413200080394745,
"m": 0.5
},
{
"p": 0.010126754641532898,
"m": 0.5
},
{
"p": 0.09181949496269226,
"m": 0.5
},
{
"p": 0.09384839236736298,
"m": 0.5
},
{
"p": 0.02869049645960331,
"m": 0.5
},
{
"p": 0.0632900670170784,
"m": 0.5
},
{
"p": 0.03962697088718414,
"m": 0.5
},
{
"p": 0.21503841876983643,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 0.1580585390329361,
"val_loss": 1.1290132999420166,
"acc": 81.28,
"time": 201.71238558297046,
"param": [
{
"p": 0.06025468930602074,
"m": 0.5
},
{
"p": 0.0007115199114196002,
"m": 0.5
},
{
"p": 0.2045753300189972,
"m": 0.5
},
{
"p": 0.0463402159512043,
"m": 0.5
},
{
"p": 0.028367651626467705,
"m": 0.5
},
{
"p": 0.01464702095836401,
"m": 0.5
},
{
"p": 0.08156061917543411,
"m": 0.5
},
{
"p": 0.009521650150418282,
"m": 0.5
},
{
"p": 0.11089632660150528,
"m": 0.5
},
{
"p": 0.0873313695192337,
"m": 0.5
},
{
"p": 0.030567990615963936,
"m": 0.5
},
{
"p": 0.06768344342708588,
"m": 0.5
},
{
"p": 0.038630325347185135,
"m": 0.5
},
{
"p": 0.21891185641288757,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 0.08425425738096237,
"val_loss": 1.328932762145996,
"acc": 81.45,
"time": 204.0304721480934,
"param": [
{
"p": 0.04351998493075371,
"m": 0.5
},
{
"p": 0.034657955169677734,
"m": 0.5
},
{
"p": 0.1870957314968109,
"m": 0.5
},
{
"p": 0.05813348665833473,
"m": 0.5
},
{
"p": 0.029670806601643562,
"m": 0.5
},
{
"p": 0.019617203623056412,
"m": 0.5
},
{
"p": 0.0559551939368248,
"m": 0.5
},
{
"p": 0.014134242199361324,
"m": 0.5
},
{
"p": 0.10161556303501129,
"m": 0.5
},
{
"p": 0.060031499713659286,
"m": 0.5
},
{
"p": 0.029452983289957047,
"m": 0.5
},
{
"p": 0.04219119995832443,
"m": 0.5
},
{
"p": 0.11052810400724411,
"m": 0.5
},
{
"p": 0.2133960723876953,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 0.04873882606625557,
"val_loss": 1.0404024124145508,
"acc": 81.6,
"time": 199.28421938896645,
"param": [
{
"p": 0.03997204080224037,
"m": 0.5
},
{
"p": 0.026599328964948654,
"m": 0.5
},
{
"p": 0.17020811140537262,
"m": 0.5
},
{
"p": 0.05599343404173851,
"m": 0.5
},
{
"p": 0.030599800869822502,
"m": 0.5
},
{
"p": 0.015125523321330547,
"m": 0.5
},
{
"p": 0.038458459079265594,
"m": 0.5
},
{
"p": 0.018542084842920303,
"m": 0.5
},
{
"p": 0.13914670050144196,
"m": 0.5
},
{
"p": 0.052130576223134995,
"m": 0.5
},
{
"p": 0.02791229821741581,
"m": 0.5
},
{
"p": 0.02930068038403988,
"m": 0.5
},
{
"p": 0.13718880712985992,
"m": 0.5
},
{
"p": 0.2188221663236618,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 0.09420175105333328,
"val_loss": 1.2814812660217285,
"acc": 81.49,
"time": 194.37200364901219,
"param": [
{
"p": 0.03426928073167801,
"m": 0.5
},
{
"p": 0.008048297837376595,
"m": 0.5
},
{
"p": 0.12931880354881287,
"m": 0.5
},
{
"p": 0.0007155492203310132,
"m": 0.5
},
{
"p": 0.02518000453710556,
"m": 0.5
},
{
"p": 0.020777300000190735,
"m": 0.5
},
{
"p": 0.029292384162545204,
"m": 0.5
},
{
"p": 0.023481599986553192,
"m": 0.5
},
{
"p": 0.13026434183120728,
"m": 0.5
},
{
"p": 0.03770750015974045,
"m": 0.5
},
{
"p": 0.021287864074110985,
"m": 0.5
},
{
"p": 0.2405891716480255,
"m": 0.5
},
{
"p": 0.08970896154642105,
"m": 0.5
},
{
"p": 0.20935894548892975,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 0.08150719851255417,
"val_loss": 0.8580878973007202,
"acc": 81.59,
"time": 193.2819024529308,
"param": [
{
"p": 0.010301830247044563,
"m": 0.5
},
{
"p": 0.017056550830602646,
"m": 0.5
},
{
"p": 0.1575540155172348,
"m": 0.5
},
{
"p": 0.0007062145741656423,
"m": 0.5
},
{
"p": 0.034124504774808884,
"m": 0.5
},
{
"p": 0.0283073540776968,
"m": 0.5
},
{
"p": 0.03918328136205673,
"m": 0.5
},
{
"p": 0.018248427659273148,
"m": 0.5
},
{
"p": 0.126564159989357,
"m": 0.5
},
{
"p": 0.0323251374065876,
"m": 0.5
},
{
"p": 0.012323319911956787,
"m": 0.5
},
{
"p": 0.22167830169200897,
"m": 0.5
},
{
"p": 0.08072240650653839,
"m": 0.5
},
{
"p": 0.22090448439121246,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 0.09063281118869781,
"val_loss": 0.9609282612800598,
"acc": 80.93,
"time": 195.80232721497305,
"param": [
{
"p": 0.1405937671661377,
"m": 0.5
},
{
"p": 0.024952592328190804,
"m": 0.5
},
{
"p": 0.12530115246772766,
"m": 0.5
},
{
"p": 0.03028646670281887,
"m": 0.5
},
{
"p": 0.21376997232437134,
"m": 0.5
},
{
"p": 0.02083187736570835,
"m": 0.5
},
{
"p": 0.03848527744412422,
"m": 0.5
},
{
"p": 0.0007080055074766278,
"m": 0.5
},
{
"p": 0.0007080055074766278,
"m": 0.5
},
{
"p": 0.03539727255702019,
"m": 0.5
},
{
"p": 0.10896037518978119,
"m": 0.5
},
{
"p": 0.06836149841547012,
"m": 0.5
},
{
"p": 0.055070698261260986,
"m": 0.5
},
{
"p": 0.13657300174236298,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 0.1314980834722519,
"val_loss": 1.0572896003723145,
"acc": 81.1,
"time": 203.03071465808898,
"param": [
{
"p": 0.09793253242969513,
"m": 0.5
},
{
"p": 0.02681175246834755,
"m": 0.5
},
{
"p": 0.21295961737632751,
"m": 0.5
},
{
"p": 0.03657989576458931,
"m": 0.5
},
{
"p": 0.16046155989170074,
"m": 0.5
},
{
"p": 0.02405991405248642,
"m": 0.5
},
{
"p": 0.026758844032883644,
"m": 0.5
},
{
"p": 0.02086097188293934,
"m": 0.5
},
{
"p": 0.0007164039998315275,
"m": 0.5
},
{
"p": 0.02534417062997818,
"m": 0.5
},
{
"p": 0.07492982596158981,
"m": 0.5
},
{
"p": 0.047753144055604935,
"m": 0.5
},
{
"p": 0.0766478031873703,
"m": 0.5
},
{
"p": 0.1681835651397705,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 0.1747535765171051,
"val_loss": 0.9276826977729797,
"acc": 81.18,
"time": 201.87906225107145,
"param": [
{
"p": 0.059278976172208786,
"m": 0.5
},
{
"p": 0.019596291705965996,
"m": 0.5
},
{
"p": 0.15121397376060486,
"m": 0.5
},
{
"p": 0.04417692869901657,
"m": 0.5
},
{
"p": 0.09361939877271652,
"m": 0.5
},
{
"p": 0.019167857244610786,
"m": 0.5
},
{
"p": 0.03754431754350662,
"m": 0.5
},
{
"p": 0.00950197596102953,
"m": 0.5
},
{
"p": 0.09342126548290253,
"m": 0.5
},
{
"p": 0.17100869119167328,
"m": 0.5
},
{
"p": 0.0440668910741806,
"m": 0.5
},
{
"p": 0.02912510558962822,
"m": 0.5
},
{
"p": 0.05345270410180092,
"m": 0.5
},
{
"p": 0.174825519323349,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 0.2831367552280426,
"val_loss": 1.2655963897705078,
"acc": 81.19,
"time": 198.44510190293659,
"param": [
{
"p": 0.03034313954412937,
"m": 0.5
},
{
"p": 0.03115222603082657,
"m": 0.5
},
{
"p": 0.15642529726028442,
"m": 0.5
},
{
"p": 0.1628778576850891,
"m": 0.5
},
{
"p": 0.05304143205285072,
"m": 0.5
},
{
"p": 0.0490630678832531,
"m": 0.5
},
{
"p": 0.020776571705937386,
"m": 0.5
},
{
"p": 0.02488461509346962,
"m": 0.5
},
{
"p": 0.17185106873512268,
"m": 0.5
},
{
"p": 0.09879274666309357,
"m": 0.5
},
{
"p": 0.02271552011370659,
"m": 0.5
},
{
"p": 0.017997991293668747,
"m": 0.5
},
{
"p": 0.0033153982367366552,
"m": 0.5
},
{
"p": 0.15676306188106537,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 0.07816416770219803,
"val_loss": 1.5218379497528076,
"acc": 81.45,
"time": 198.1280078269774,
"param": [
{
"p": 0.14726833999156952,
"m": 0.5
},
{
"p": 0.029691534116864204,
"m": 0.5
},
{
"p": 0.13880470395088196,
"m": 0.5
},
{
"p": 0.18820448219776154,
"m": 0.5
},
{
"p": 0.04197027161717415,
"m": 0.5
},
{
"p": 0.038011178374290466,
"m": 0.5
},
{
"p": 0.0007106816628947854,
"m": 0.5
},
{
"p": 0.0007106816628947854,
"m": 0.5
},
{
"p": 0.13552641868591309,
"m": 0.5
},
{
"p": 0.08109742403030396,
"m": 0.5
},
{
"p": 0.021770481020212173,
"m": 0.5
},
{
"p": 0.0007106816628947854,
"m": 0.5
},
{
"p": 0.03473788872361183,
"m": 0.5
},
{
"p": 0.14078524708747864,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 0.04002301022410393,
"val_loss": 0.9700402021408081,
"acc": 81.25,
"time": 195.62465670099482,
"param": [
{
"p": 0.10167863965034485,
"m": 0.5
},
{
"p": 0.02324772998690605,
"m": 0.5
},
{
"p": 0.1505524069070816,
"m": 0.5
},
{
"p": 0.12297744303941727,
"m": 0.5
},
{
"p": 0.026295339688658714,
"m": 0.5
},
{
"p": 0.0317678302526474,
"m": 0.5
},
{
"p": 0.0007125830161385238,
"m": 0.5
},
{
"p": 0.05037230625748634,
"m": 0.5
},
{
"p": 0.08831427991390228,
"m": 0.5
},
{
"p": 0.05685407295823097,
"m": 0.5
},
{
"p": 0.0173331405967474,
"m": 0.5
},
{
"p": 0.04206826165318489,
"m": 0.5
},
{
"p": 0.09062152355909348,
"m": 0.5
},
{
"p": 0.19720444083213806,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 0.1451815813779831,
"val_loss": 1.1004266738891602,
"acc": 81.31,
"time": 199.06687010696623,
"param": [
{
"p": 0.08858039975166321,
"m": 0.5
},
{
"p": 0.018939238041639328,
"m": 0.5
},
{
"p": 0.20711137354373932,
"m": 0.5
},
{
"p": 0.10895940661430359,
"m": 0.5
},
{
"p": 0.023754777386784554,
"m": 0.5
},
{
"p": 0.0382721833884716,
"m": 0.5
},
{
"p": 0.0038216046523302794,
"m": 0.5
},
{
"p": 0.04553412273526192,
"m": 0.5
},
{
"p": 0.07836328446865082,
"m": 0.5
},
{
"p": 0.05906407907605171,
"m": 0.5
},
{
"p": 0.022170238196849823,
"m": 0.5
},
{
"p": 0.035203717648983,
"m": 0.5
},
{
"p": 0.08977483958005905,
"m": 0.5
},
{
"p": 0.18045076727867126,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 0.061394110321998596,
"val_loss": 1.0900980234146118,
"acc": 80.86,
"time": 197.72180043102708,
"param": [
{
"p": 0.08214599639177322,
"m": 0.5
},
{
"p": 0.029387136921286583,
"m": 0.5
},
{
"p": 0.23579499125480652,
"m": 0.5
},
{
"p": 0.1007438376545906,
"m": 0.5
},
{
"p": 0.02588222175836563,
"m": 0.5
},
{
"p": 0.04019125550985336,
"m": 0.5
},
{
"p": 0.0007143325638025999,
"m": 0.5
},
{
"p": 0.041895247995853424,
"m": 0.5
},
{
"p": 0.0729498639702797,
"m": 0.5
},
{
"p": 0.05322379618883133,
"m": 0.5
},
{
"p": 0.02998989261686802,
"m": 0.5
},
{
"p": 0.038474638015031815,
"m": 0.5
},
{
"p": 0.08839716017246246,
"m": 0.5
},
{
"p": 0.16020958125591278,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 0.16533944010734558,
"val_loss": 1.0383204221725464,
"acc": 81.21,
"time": 200.07183475699276,
"param": [
{
"p": 0.07305418699979782,
"m": 0.5
},
{
"p": 0.022551679983735085,
"m": 0.5
},
{
"p": 0.20726417005062103,
"m": 0.5
},
{
"p": 0.09002410620450974,
"m": 0.5
},
{
"p": 0.025784611701965332,
"m": 0.5
},
{
"p": 0.047559741884469986,
"m": 0.5
},
{
"p": 0.0052456422708928585,
"m": 0.5
},
{
"p": 0.03668705374002457,
"m": 0.5
},
{
"p": 0.06332685053348541,
"m": 0.5
},
{
"p": 0.07171612232923508,
"m": 0.5
},
{
"p": 0.026095042005181313,
"m": 0.5
},
{
"p": 0.03598175197839737,
"m": 0.5
},
{
"p": 0.07563675194978714,
"m": 0.5
},
{
"p": 0.21907226741313934,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 0.18510888516902924,
"val_loss": 0.966616690158844,
"acc": 81.12,
"time": 198.3123472110601,
"param": [
{
"p": 0.06692063063383102,
"m": 0.5
},
{
"p": 0.023184044286608696,
"m": 0.5
},
{
"p": 0.21246053278446198,
"m": 0.5
},
{
"p": 0.08165926486253738,
"m": 0.5
},
{
"p": 0.026505399495363235,
"m": 0.5
},
{
"p": 0.045728445053100586,
"m": 0.5
},
{
"p": 0.0007118911016732454,
"m": 0.5
},
{
"p": 0.036190859973430634,
"m": 0.5
},
{
"p": 0.059433355927467346,
"m": 0.5
},
{
"p": 0.06780878454446793,
"m": 0.5
},
{
"p": 0.023057401180267334,
"m": 0.5
},
{
"p": 0.033512797206640244,
"m": 0.5
},
{
"p": 0.06706690043210983,
"m": 0.5
},
{
"p": 0.25575974583625793,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 0.19949547946453094,
"val_loss": 1.2230223417282104,
"acc": 81.19,
"time": 200.2054713460384,
"param": [
{
"p": 0.051340460777282715,
"m": 0.5
},
{
"p": 0.020994888618588448,
"m": 0.5
},
{
"p": 0.21523138880729675,
"m": 0.5
},
{
"p": 0.0650227814912796,
"m": 0.5
},
{
"p": 0.02152140438556671,
"m": 0.5
},
{
"p": 0.04580597206950188,
"m": 0.5
},
{
"p": 0.04137072712182999,
"m": 0.5
},
{
"p": 0.03259304165840149,
"m": 0.5
},
{
"p": 0.052240703254938126,
"m": 0.5
},
{
"p": 0.05648869276046753,
"m": 0.5
},
{
"p": 0.0007141399546526372,
"m": 0.5
},
{
"p": 0.03794495388865471,
"m": 0.5
},
{
"p": 0.06692906469106674,
"m": 0.5
},
{
"p": 0.2918017506599426,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 0.21094836294651031,
"val_loss": 0.8736016750335693,
"acc": 80.97,
"time": 199.53739455598406,
"param": [
{
"p": 0.03292299062013626,
"m": 0.5
},
{
"p": 0.025048185139894485,
"m": 0.5
},
{
"p": 0.2688477635383606,
"m": 0.5
},
{
"p": 0.04222594201564789,
"m": 0.5
},
{
"p": 0.016958028078079224,
"m": 0.5
},
{
"p": 0.03390989080071449,
"m": 0.5
},
{
"p": 0.028221193701028824,
"m": 0.5
},
{
"p": 0.015995047986507416,
"m": 0.5
},
{
"p": 0.03566266596317291,
"m": 0.5
},
{
"p": 0.03930675610899925,
"m": 0.5
},
{
"p": 0.10617147386074066,
"m": 0.5
},
{
"p": 0.029212292283773422,
"m": 0.5
},
{
"p": 0.08454083651304245,
"m": 0.5
},
{
"p": 0.2409769743680954,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 0.30009111762046814,
"val_loss": 1.238340139389038,
"acc": 81.33,
"time": 195.85381352703553,
"param": [
{
"p": 0.0315232053399086,
"m": 0.5
},
{
"p": 0.02699378877878189,
"m": 0.5
},
{
"p": 0.2804798185825348,
"m": 0.5
},
{
"p": 0.042987409979104996,
"m": 0.5
},
{
"p": 0.017036445438861847,
"m": 0.5
},
{
"p": 0.02711281180381775,
"m": 0.5
},
{
"p": 0.02818361483514309,
"m": 0.5
},
{
"p": 0.011915537528693676,
"m": 0.5
},
{
"p": 0.03394573926925659,
"m": 0.5
},
{
"p": 0.031038455665111542,
"m": 0.5
},
{
"p": 0.09252931922674179,
"m": 0.5
},
{
"p": 0.021301914006471634,
"m": 0.5
},
{
"p": 0.08049135655164719,
"m": 0.5
},
{
"p": 0.2744605541229248,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 0.322077214717865,
"val_loss": 0.7213753461837769,
"acc": 81.37,
"time": 198.14634486311115,
"param": [
{
"p": 0.06164267286658287,
"m": 0.5
},
{
"p": 0.028895584866404533,
"m": 0.5
},
{
"p": 0.20908397436141968,
"m": 0.5
},
{
"p": 0.05336615443229675,
"m": 0.5
},
{
"p": 0.022959858179092407,
"m": 0.5
},
{
"p": 0.1505553275346756,
"m": 0.5
},
{
"p": 0.015096600167453289,
"m": 0.5
},
{
"p": 0.018852535635232925,
"m": 0.5
},
{
"p": 0.027414599433541298,
"m": 0.5
},
{
"p": 0.044814758002758026,
"m": 0.5
},
{
"p": 0.05460113286972046,
"m": 0.5
},
{
"p": 0.010582189075648785,
"m": 0.5
},
{
"p": 0.05923200398683548,
"m": 0.5
},
{
"p": 0.24290259182453156,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 0.2683357894420624,
"val_loss": 1.0456390380859375,
"acc": 81.4,
"time": 201.82258209900465,
"param": [
{
"p": 0.06100260093808174,
"m": 0.5
},
{
"p": 0.03939497470855713,
"m": 0.5
},
{
"p": 0.241703063249588,
"m": 0.5
},
{
"p": 0.05782655254006386,
"m": 0.5
},
{
"p": 0.027162717655301094,
"m": 0.5
},
{
"p": 0.14137856662273407,
"m": 0.5
},
{
"p": 0.01872650720179081,
"m": 0.5
},
{
"p": 0.0007771672680974007,
"m": 0.5
},
{
"p": 0.022171728312969208,
"m": 0.5
},
{
"p": 0.05249067395925522,
"m": 0.5
},
{
"p": 0.045075833797454834,
"m": 0.5
},
{
"p": 0.0007139471708796918,
"m": 0.5
},
{
"p": 0.059649381786584854,
"m": 0.5
},
{
"p": 0.23192621767520905,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 0.16849206387996674,
"val_loss": 0.9847058057785034,
"acc": 81.01,
"time": 199.50873796700034,
"param": [
{
"p": 0.04703934118151665,
"m": 0.5
},
{
"p": 0.038664087653160095,
"m": 0.5
},
{
"p": 0.2817142605781555,
"m": 0.5
},
{
"p": 0.0632818192243576,
"m": 0.5
},
{
"p": 0.024709312245249748,
"m": 0.5
},
{
"p": 0.1268942505121231,
"m": 0.5
},
{
"p": 0.020577283576130867,
"m": 0.5
},
{
"p": 0.001466107671149075,
"m": 0.5
},
{
"p": 0.02464345656335354,
"m": 0.5
},
{
"p": 0.06238570064306259,
"m": 0.5
},
{
"p": 0.03850880637764931,
"m": 0.5
},
{
"p": 0.0007120947120711207,
"m": 0.5
},
{
"p": 0.05915171280503273,
"m": 0.5
},
{
"p": 0.21025176346302032,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 0.1727992445230484,
"val_loss": 1.0375937223434448,
"acc": 81.03,
"time": 200.98133347195107,
"param": [
{
"p": 0.04643252491950989,
"m": 0.5
},
{
"p": 0.037233639508485794,
"m": 0.5
},
{
"p": 0.29551464319229126,
"m": 0.5
},
{
"p": 0.047920096665620804,
"m": 0.5
},
{
"p": 0.01869843527674675,
"m": 0.5
},
{
"p": 0.09407833218574524,
"m": 0.5
},
{
"p": 0.020691493526101112,
"m": 0.5
},
{
"p": 0.02380082942545414,
"m": 0.5
},
{
"p": 0.028086015954613686,
"m": 0.5
},
{
"p": 0.0423775240778923,
"m": 0.5
},
{
"p": 0.029289258643984795,
"m": 0.5
},
{
"p": 0.0007126089767552912,
"m": 0.5
},
{
"p": 0.045653894543647766,
"m": 0.5
},
{
"p": 0.2695108652114868,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 0.18146151304244995,
"val_loss": 1.1318777799606323,
"acc": 81.37,
"time": 204.0737272700062,
"param": [
{
"p": 0.03530484810471535,
"m": 0.5
},
{
"p": 0.03755282983183861,
"m": 0.5
},
{
"p": 0.2428719848394394,
"m": 0.5
},
{
"p": 0.0383731909096241,
"m": 0.5
},
{
"p": 0.021141229197382927,
"m": 0.5
},
{
"p": 0.07571345567703247,
"m": 0.5
},
{
"p": 0.02082434482872486,
"m": 0.5
},
{
"p": 0.02163882926106453,
"m": 0.5
},
{
"p": 0.03188756853342056,
"m": 0.5
},
{
"p": 0.04259789362549782,
"m": 0.5
},
{
"p": 0.02190198376774788,
"m": 0.5
},
{
"p": 0.1468227654695511,
"m": 0.5
},
{
"p": 0.06499474495649338,
"m": 0.5
},
{
"p": 0.198374405503273,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 0.08336871862411499,
"val_loss": 1.1006454229354858,
"acc": 81.33,
"time": 202.4831345769344,
"param": [
{
"p": 0.03697487339377403,
"m": 0.5
},
{
"p": 0.022677769884467125,
"m": 0.5
},
{
"p": 0.22192716598510742,
"m": 0.5
},
{
"p": 0.025684474036097527,
"m": 0.5
},
{
"p": 0.022639255970716476,
"m": 0.5
},
{
"p": 0.06279533356428146,
"m": 0.5
},
{
"p": 0.024459771811962128,
"m": 0.5
},
{
"p": 0.025623850524425507,
"m": 0.5
},
{
"p": 0.036466214805841446,
"m": 0.5
},
{
"p": 0.03494854271411896,
"m": 0.5
},
{
"p": 0.03437500819563866,
"m": 0.5
},
{
"p": 0.1394137591123581,
"m": 0.5
},
{
"p": 0.05283213034272194,
"m": 0.5
},
{
"p": 0.2591818571090698,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 0.1948106437921524,
"val_loss": 0.8645256757736206,
"acc": 81.07,
"time": 201.50225176499225,
"param": [
{
"p": 0.01975828781723976,
"m": 0.5
},
{
"p": 0.22755300998687744,
"m": 0.5
},
{
"p": 0.17871299386024475,
"m": 0.5
},
{
"p": 0.22431738674640656,
"m": 0.5
},
{
"p": 0.017570991069078445,
"m": 0.5
},
{
"p": 0.041931334882974625,
"m": 0.5
},
{
"p": 0.017620978876948357,
"m": 0.5
},
{
"p": 0.018986720591783524,
"m": 0.5
},
{
"p": 0.010125738568603992,
"m": 0.5
},
{
"p": 0.0007127166027203202,
"m": 0.5
},
{
"p": 0.024941248819231987,
"m": 0.5
},
{
"p": 0.08323271572589874,
"m": 0.5
},
{
"p": 0.025477450340986252,
"m": 0.5
},
{
"p": 0.10905840992927551,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 0.21124394237995148,
"val_loss": 0.9477441310882568,
"acc": 80.76,
"time": 202.4412252859911,
"param": [
{
"p": 0.026011241599917412,
"m": 0.5
},
{
"p": 0.16462589800357819,
"m": 0.5
},
{
"p": 0.1235351487994194,
"m": 0.5
},
{
"p": 0.16206412017345428,
"m": 0.5
},
{
"p": 0.01984473690390587,
"m": 0.5
},
{
"p": 0.027616411447525024,
"m": 0.5
},
{
"p": 0.016395648941397667,
"m": 0.5
},
{
"p": 0.02067996747791767,
"m": 0.5
},
{
"p": 0.0007112465682439506,
"m": 0.5
},
{
"p": 0.06884238868951797,
"m": 0.5
},
{
"p": 0.020629271864891052,
"m": 0.5
},
{
"p": 0.0604165755212307,
"m": 0.5
},
{
"p": 0.04583990201354027,
"m": 0.5
},
{
"p": 0.24278734624385834,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 0.07530301064252853,
"val_loss": 1.3098567724227905,
"acc": 80.68,
"time": 200.0158016110072,
"param": [
{
"p": 0.03413445129990578,
"m": 0.5
},
{
"p": 0.11255626380443573,
"m": 0.5
},
{
"p": 0.22675950825214386,
"m": 0.5
},
{
"p": 0.1108405813574791,
"m": 0.5
},
{
"p": 0.020943189039826393,
"m": 0.5
},
{
"p": 0.038995154201984406,
"m": 0.5
},
{
"p": 0.026062825694680214,
"m": 0.5
},
{
"p": 0.02089807018637657,
"m": 0.5
},
{
"p": 0.0409529022872448,
"m": 0.5
},
{
"p": 0.04530167207121849,
"m": 0.5
},
{
"p": 0.021292347460985184,
"m": 0.5
},
{
"p": 0.04467608779668808,
"m": 0.5
},
{
"p": 0.06115264073014259,
"m": 0.5
},
{
"p": 0.1954343467950821,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 0.25289854407310486,
"val_loss": 1.211300253868103,
"acc": 81.31,
"time": 201.93622246291488,
"param": [
{
"p": 0.04296170175075531,
"m": 0.5
},
{
"p": 0.10724812000989914,
"m": 0.5
},
{
"p": 0.19135351479053497,
"m": 0.5
},
{
"p": 0.10504738241434097,
"m": 0.5
},
{
"p": 0.025109125301241875,
"m": 0.5
},
{
"p": 0.0497686043381691,
"m": 0.5
},
{
"p": 0.04548458755016327,
"m": 0.5
},
{
"p": 0.02504700981080532,
"m": 0.5
},
{
"p": 0.0460708811879158,
"m": 0.5
},
{
"p": 0.039371851831674576,
"m": 0.5
},
{
"p": 0.019271381199359894,
"m": 0.5
},
{
"p": 0.04351601377129555,
"m": 0.5
},
{
"p": 0.05491224676370621,
"m": 0.5
},
{
"p": 0.2048376202583313,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 0.17746242880821228,
"val_loss": 0.9829509258270264,
"acc": 81.18,
"time": 202.4790633158991,
"param": [
{
"p": 0.05491155385971069,
"m": 0.5
},
{
"p": 0.09380457550287247,
"m": 0.5
},
{
"p": 0.2340281456708908,
"m": 0.5
},
{
"p": 0.09203821420669556,
"m": 0.5
},
{
"p": 0.02643708884716034,
"m": 0.5
},
{
"p": 0.0408950112760067,
"m": 0.5
},
{
"p": 0.04017425328493118,
"m": 0.5
},
{
"p": 0.0174196045845747,
"m": 0.5
},
{
"p": 0.04198146238923073,
"m": 0.5
},
{
"p": 0.033604953438043594,
"m": 0.5
},
{
"p": 0.027584133669734,
"m": 0.5
},
{
"p": 0.035408951342105865,
"m": 0.5
},
{
"p": 0.06210785359144211,
"m": 0.5
},
{
"p": 0.1996043175458908,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 0.050647981464862823,
"val_loss": 0.8852790594100952,
"acc": 81.42,
"time": 200.75149138795678,
"param": [
{
"p": 0.07977484166622162,
"m": 0.5
},
{
"p": 0.09891735017299652,
"m": 0.5
},
{
"p": 0.18834342062473297,
"m": 0.5
},
{
"p": 0.09658950567245483,
"m": 0.5
},
{
"p": 0.031745120882987976,
"m": 0.5
},
{
"p": 0.042219165712594986,
"m": 0.5
},
{
"p": 0.0442030169069767,
"m": 0.5
},
{
"p": 0.024004125967621803,
"m": 0.5
},
{
"p": 0.04662059247493744,
"m": 0.5
},
{
"p": 0.043229829519987106,
"m": 0.5
},
{
"p": 0.036293912678956985,
"m": 0.5
},
{
"p": 0.045526620000600815,
"m": 0.5
},
{
"p": 0.008041069842875004,
"m": 0.5
},
{
"p": 0.21449142694473267,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 0.09647344797849655,
"val_loss": 1.2937963008880615,
"acc": 81.24,
"time": 199.70184047007933,
"param": [
{
"p": 0.06431249529123306,
"m": 0.5
},
{
"p": 0.0728868916630745,
"m": 0.5
},
{
"p": 0.11827278882265091,
"m": 0.5
},
{
"p": 0.07319307327270508,
"m": 0.5
},
{
"p": 0.025769252330064774,
"m": 0.5
},
{
"p": 0.021739965304732323,
"m": 0.5
},
{
"p": 0.035436585545539856,
"m": 0.5
},
{
"p": 0.019893575459718704,
"m": 0.5
},
{
"p": 0.03629733994603157,
"m": 0.5
},
{
"p": 0.029219578951597214,
"m": 0.5
},
{
"p": 0.04070794954895973,
"m": 0.5
},
{
"p": 0.03903316706418991,
"m": 0.5
},
{
"p": 0.2666417956352234,
"m": 0.5
},
{
"p": 0.15659549832344055,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 0.03438296914100647,
"val_loss": 0.9211753606796265,
"acc": 81.16,
"time": 198.98440413398203,
"param": [
{
"p": 0.04404869303107262,
"m": 0.5
},
{
"p": 0.05504002422094345,
"m": 0.5
},
{
"p": 0.2898506224155426,
"m": 0.5
},
{
"p": 0.05513189360499382,
"m": 0.5
},
{
"p": 0.01979338563978672,
"m": 0.5
},
{
"p": 0.02478628419339657,
"m": 0.5
},
{
"p": 0.02601470611989498,
"m": 0.5
},
{
"p": 0.031075749546289444,
"m": 0.5
},
{
"p": 0.029153985902667046,
"m": 0.5
},
{
"p": 0.03421657904982567,
"m": 0.5
},
{
"p": 0.027343515306711197,
"m": 0.5
},
{
"p": 0.02518582157790661,
"m": 0.5
},
{
"p": 0.20293451845645905,
"m": 0.5
},
{
"p": 0.13542407751083374,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 0.055109892040491104,
"val_loss": 0.6697501540184021,
"acc": 81.33,
"time": 200.57705662189983,
"param": [
{
"p": 0.05798903480172157,
"m": 0.5
},
{
"p": 0.05012483149766922,
"m": 0.5
},
{
"p": 0.31401947140693665,
"m": 0.5
},
{
"p": 0.04828573018312454,
"m": 0.5
},
{
"p": 0.009497199207544327,
"m": 0.5
},
{
"p": 0.048350539058446884,
"m": 0.5
},
{
"p": 0.024205192923545837,
"m": 0.5
},
{
"p": 0.007977665401995182,
"m": 0.5
},
{
"p": 0.026392627507448196,
"m": 0.5
},
{
"p": 0.03934376686811447,
"m": 0.5
},
{
"p": 0.03591799736022949,
"m": 0.5
},
{
"p": 0.02316136844456196,
"m": 0.5
},
{
"p": 0.17720650136470795,
"m": 0.5
},
{
"p": 0.13752809166908264,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 0.007624156307429075,
"val_loss": 0.9190263748168945,
"acc": 81.41,
"time": 201.43839883210603,
"param": [
{
"p": 0.047446977347135544,
"m": 0.5
},
{
"p": 0.044926561415195465,
"m": 0.5
},
{
"p": 0.27356231212615967,
"m": 0.5
},
{
"p": 0.04071277752518654,
"m": 0.5
},
{
"p": 0.0007120707305148244,
"m": 0.5
},
{
"p": 0.03668221831321716,
"m": 0.5
},
{
"p": 0.018775517120957375,
"m": 0.5
},
{
"p": 0.13634416460990906,
"m": 0.5
},
{
"p": 0.022143159061670303,
"m": 0.5
},
{
"p": 0.04172537475824356,
"m": 0.5
},
{
"p": 0.03456844761967659,
"m": 0.5
},
{
"p": 0.029054947197437286,
"m": 0.5
},
{
"p": 0.14983569085597992,
"m": 0.5
},
{
"p": 0.12350992858409882,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 0.12594887614250183,
"val_loss": 1.19184148311615,
"acc": 81.22,
"time": 203.48408262594603,
"param": [
{
"p": 0.04832827299833298,
"m": 0.5
},
{
"p": 0.03802751749753952,
"m": 0.5
},
{
"p": 0.325161337852478,
"m": 0.5
},
{
"p": 0.033289674669504166,
"m": 0.5
},
{
"p": 0.01602821797132492,
"m": 0.5
},
{
"p": 0.030957724899053574,
"m": 0.5
},
{
"p": 0.000709283456671983,
"m": 0.5
},
{
"p": 0.11077948659658432,
"m": 0.5
},
{
"p": 0.026849670335650444,
"m": 0.5
},
{
"p": 0.034898340702056885,
"m": 0.5
},
{
"p": 0.04740582033991814,
"m": 0.5
},
{
"p": 0.026885323226451874,
"m": 0.5
},
{
"p": 0.12092246860265732,
"m": 0.5
},
{
"p": 0.13975688815116882,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 0.20200558006763458,
"val_loss": 0.9468229413032532,
"acc": 81.46,
"time": 205.54361909499858,
"param": [
{
"p": 0.023946821689605713,
"m": 0.5
},
{
"p": 0.0357542484998703,
"m": 0.5
},
{
"p": 0.2979303300380707,
"m": 0.5
},
{
"p": 0.027701180428266525,
"m": 0.5
},
{
"p": 0.010866296477615833,
"m": 0.5
},
{
"p": 0.05349351093173027,
"m": 0.5
},
{
"p": 0.05241866782307625,
"m": 0.5
},
{
"p": 0.0885225236415863,
"m": 0.5
},
{
"p": 0.023262295871973038,
"m": 0.5
},
{
"p": 0.03445510193705559,
"m": 0.5
},
{
"p": 0.0446229949593544,
"m": 0.5
},
{
"p": 0.024228516966104507,
"m": 0.5
},
{
"p": 0.09509091824293137,
"m": 0.5
},
{
"p": 0.1877066195011139,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 0.0547708235681057,
"val_loss": 0.6796830296516418,
"acc": 80.91,
"time": 205.07240397005808,
"param": [
{
"p": 0.02449280023574829,
"m": 0.5
},
{
"p": 0.04023006558418274,
"m": 0.5
},
{
"p": 0.32661885023117065,
"m": 0.5
},
{
"p": 0.029199013486504555,
"m": 0.5
},
{
"p": 0.021551495417952538,
"m": 0.5
},
{
"p": 0.048280030488967896,
"m": 0.5
},
{
"p": 0.045316487550735474,
"m": 0.5
},
{
"p": 0.0803329348564148,
"m": 0.5
},
{
"p": 0.025393258780241013,
"m": 0.5
},
{
"p": 0.035269297659397125,
"m": 0.5
},
{
"p": 0.0444977805018425,
"m": 0.5
},
{
"p": 0.032066430896520615,
"m": 0.5
},
{
"p": 0.08601894229650497,
"m": 0.5
},
{
"p": 0.16073259711265564,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 0.10366609692573547,
"val_loss": 1.2167673110961914,
"acc": 81.27,
"time": 206.53365226497408,
"param": [
{
"p": 0.03445716202259064,
"m": 0.5
},
{
"p": 0.04221762344241142,
"m": 0.5
},
{
"p": 0.36768639087677,
"m": 0.5
},
{
"p": 0.022533828392624855,
"m": 0.5
},
{
"p": 0.022599896416068077,
"m": 0.5
},
{
"p": 0.03344809636473656,
"m": 0.5
},
{
"p": 0.029964197427034378,
"m": 0.5
},
{
"p": 0.07098179310560226,
"m": 0.5
},
{
"p": 0.020073778927326202,
"m": 0.5
},
{
"p": 0.06508360058069229,
"m": 0.5
},
{
"p": 0.02410459890961647,
"m": 0.5
},
{
"p": 0.018706392496824265,
"m": 0.5
},
{
"p": 0.07376120239496231,
"m": 0.5
},
{
"p": 0.17438142001628876,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 0.059541087597608566,
"val_loss": 1.0237839221954346,
"acc": 81.06,
"time": 206.50188533309847,
"param": [
{
"p": 0.0007146303541958332,
"m": 0.5
},
{
"p": 0.03728852793574333,
"m": 0.5
},
{
"p": 0.3684217631816864,
"m": 0.5
},
{
"p": 0.0243295319378376,
"m": 0.5
},
{
"p": 0.021277140825986862,
"m": 0.5
},
{
"p": 0.02625838853418827,
"m": 0.5
},
{
"p": 0.035657916218042374,
"m": 0.5
},
{
"p": 0.06385055184364319,
"m": 0.5
},
{
"p": 0.020583296194672585,
"m": 0.5
},
{
"p": 0.08016686141490936,
"m": 0.5
},
{
"p": 0.08580143749713898,
"m": 0.5
},
{
"p": 0.014959912747144699,
"m": 0.5
},
{
"p": 0.06463006883859634,
"m": 0.5
},
{
"p": 0.15605995059013367,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 0.3929746747016907,
"val_loss": 0.9271709322929382,
"acc": 81.39,
"time": 207.3662785909837,
"param": [
{
"p": 0.02089507319033146,
"m": 0.5
},
{
"p": 0.022475555539131165,
"m": 0.5
},
{
"p": 0.27977603673934937,
"m": 0.5
},
{
"p": 0.02024332620203495,
"m": 0.5
},
{
"p": 0.01878371089696884,
"m": 0.5
},
{
"p": 0.18463049829006195,
"m": 0.5
},
{
"p": 0.03411965072154999,
"m": 0.5
},
{
"p": 0.05146826431155205,
"m": 0.5
},
{
"p": 0.01578696444630623,
"m": 0.5
},
{
"p": 0.06706730276346207,
"m": 0.5
},
{
"p": 0.06961646676063538,
"m": 0.5
},
{
"p": 0.008037974126636982,
"m": 0.5
},
{
"p": 0.05227435752749443,
"m": 0.5
},
{
"p": 0.15482483804225922,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 0.16875240206718445,
"val_loss": 1.1190861463546753,
"acc": 81.07,
"time": 203.3851278630318,
"param": [
{
"p": 0.02856030873954296,
"m": 0.5
},
{
"p": 0.025315091013908386,
"m": 0.5
},
{
"p": 0.2290831208229065,
"m": 0.5
},
{
"p": 0.028250588104128838,
"m": 0.5
},
{
"p": 0.020715851336717606,
"m": 0.5
},
{
"p": 0.21626345813274384,
"m": 0.5
},
{
"p": 0.0391167551279068,
"m": 0.5
},
{
"p": 0.031985070556402206,
"m": 0.5
},
{
"p": 0.03364427387714386,
"m": 0.5
},
{
"p": 0.05617472529411316,
"m": 0.5
},
{
"p": 0.056541185826063156,
"m": 0.5
},
{
"p": 0.028071368113160133,
"m": 0.5
},
{
"p": 0.040888361632823944,
"m": 0.5
},
{
"p": 0.16538982093334198,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 0.4575527310371399,
"val_loss": 0.8626365065574646,
"acc": 81.21,
"time": 201.63167922908906,
"param": [
{
"p": 0.03042321279644966,
"m": 0.5
},
{
"p": 0.0007147826836444438,
"m": 0.5
},
{
"p": 0.2105356752872467,
"m": 0.5
},
{
"p": 0.03639382869005203,
"m": 0.5
},
{
"p": 0.023802433162927628,
"m": 0.5
},
{
"p": 0.21719275414943695,
"m": 0.5
},
{
"p": 0.04036255553364754,
"m": 0.5
},
{
"p": 0.038450274616479874,
"m": 0.5
},
{
"p": 0.030386505648493767,
"m": 0.5
},
{
"p": 0.05244172737002373,
"m": 0.5
},
{
"p": 0.058054663240909576,
"m": 0.5
},
{
"p": 0.05660571530461311,
"m": 0.5
},
{
"p": 0.04127544164657593,
"m": 0.5
},
{
"p": 0.16336050629615784,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 0.36292216181755066,
"val_loss": 1.1195415258407593,
"acc": 80.7,
"time": 203.59059091797099,
"param": [
{
"p": 0.02452593669295311,
"m": 0.5
},
{
"p": 0.23967714607715607,
"m": 0.5
},
{
"p": 0.21323437988758087,
"m": 0.5
},
{
"p": 0.020427651703357697,
"m": 0.5
},
{
"p": 0.014360655099153519,
"m": 0.5
},
{
"p": 0.1413273960351944,
"m": 0.5
},
{
"p": 0.03015410713851452,
"m": 0.5
},
{
"p": 0.00818291213363409,
"m": 0.5
},
{
"p": 0.017294252291321754,
"m": 0.5
},
{
"p": 0.0363432951271534,
"m": 0.5
},
{
"p": 0.05556115135550499,
"m": 0.5
},
{
"p": 0.03644590452313423,
"m": 0.5
},
{
"p": 0.026165779680013657,
"m": 0.5
},
{
"p": 0.1362994760274887,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 0.49490484595298767,
"val_loss": 1.079766035079956,
"acc": 80.53,
"time": 206.22195930196904,
"param": [
{
"p": 0.01421965379267931,
"m": 0.5
},
{
"p": 0.20460475981235504,
"m": 0.5
},
{
"p": 0.2434956431388855,
"m": 0.5
},
{
"p": 0.0207422636449337,
"m": 0.5
},
{
"p": 0.018254291266202927,
"m": 0.5
},
{
"p": 0.11988060921430588,
"m": 0.5
},
{
"p": 0.031708404421806335,
"m": 0.5
},
{
"p": 0.0007143940310925245,
"m": 0.5
},
{
"p": 0.029749982059001923,
"m": 0.5
},
{
"p": 0.0438414104282856,
"m": 0.5
},
{
"p": 0.054442018270492554,
"m": 0.5
},
{
"p": 0.02534496784210205,
"m": 0.5
},
{
"p": 0.022011244669556618,
"m": 0.5
},
{
"p": 0.17099040746688843,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 0.3442838191986084,
"val_loss": 1.075860857963562,
"acc": 80.88,
"time": 209.63596136297565,
"param": [
{
"p": 0.012789386324584484,
"m": 0.5
},
{
"p": 0.1458088755607605,
"m": 0.5
},
{
"p": 0.22150152921676636,
"m": 0.5
},
{
"p": 0.028157996013760567,
"m": 0.5
},
{
"p": 0.016810737550258636,
"m": 0.5
},
{
"p": 0.086588554084301,
"m": 0.5
},
{
"p": 0.03160708025097847,
"m": 0.5
},
{
"p": 0.14140929281711578,
"m": 0.5
},
{
"p": 0.0169023796916008,
"m": 0.5
},
{
"p": 0.038629621267318726,
"m": 0.5
},
{
"p": 0.024700995534658432,
"m": 0.5
},
{
"p": 0.04144757613539696,
"m": 0.5
},
{
"p": 0.01683942973613739,
"m": 0.5
},
{
"p": 0.1768064945936203,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 0.09512707591056824,
"val_loss": 1.003671407699585,
"acc": 81.0,
"time": 208.4220155889634,
"param": [
{
"p": 0.0007129820878617465,
"m": 0.5
},
{
"p": 0.12983907759189606,
"m": 0.5
},
{
"p": 0.2703891098499298,
"m": 0.5
},
{
"p": 0.019013525918126106,
"m": 0.5
},
{
"p": 0.019678782671689987,
"m": 0.5
},
{
"p": 0.07719644904136658,
"m": 0.5
},
{
"p": 0.021912790834903717,
"m": 0.5
},
{
"p": 0.12664583325386047,
"m": 0.5
},
{
"p": 0.01829647272825241,
"m": 0.5
},
{
"p": 0.052471984177827835,
"m": 0.5
},
{
"p": 0.0007129820878617465,
"m": 0.5
},
{
"p": 0.04546694457530975,
"m": 0.5
},
{
"p": 0.02539263479411602,
"m": 0.5
},
{
"p": 0.19227029383182526,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 0.2043152004480362,
"val_loss": 1.1867973804473877,
"acc": 80.87,
"time": 207.4218901490094,
"param": [
{
"p": 0.003195317229256034,
"m": 0.5
},
{
"p": 0.11612381041049957,
"m": 0.5
},
{
"p": 0.24849173426628113,
"m": 0.5
},
{
"p": 0.01705976575613022,
"m": 0.5
},
{
"p": 0.022070586681365967,
"m": 0.5
},
{
"p": 0.0695328563451767,
"m": 0.5
},
{
"p": 0.03008796088397503,
"m": 0.5
},
{
"p": 0.11285998672246933,
"m": 0.5
},
{
"p": 0.016859402880072594,
"m": 0.5
},
{
"p": 0.05523672699928284,
"m": 0.5
},
{
"p": 0.02690074034035206,
"m": 0.5
},
{
"p": 0.04890909045934677,
"m": 0.5
},
{
"p": 0.023908261209726334,
"m": 0.5
},
{
"p": 0.20876376330852509,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 0.19360226392745972,
"val_loss": 0.9870744943618774,
"acc": 80.87,
"time": 209.00817768101115,
"param": [
{
"p": 0.03811127319931984,
"m": 0.5
},
{
"p": 0.08903959393501282,
"m": 0.5
},
{
"p": 0.29332053661346436,
"m": 0.5
},
{
"p": 0.03147190809249878,
"m": 0.5
},
{
"p": 0.01580657996237278,
"m": 0.5
},
{
"p": 0.05244561284780502,
"m": 0.5
},
{
"p": 0.045261844992637634,
"m": 0.5
},
{
"p": 0.08697936683893204,
"m": 0.5
},
{
"p": 0.030822524800896645,
"m": 0.5
},
{
"p": 0.048080071806907654,
"m": 0.5
},
{
"p": 0.020158812403678894,
"m": 0.5
},
{
"p": 0.03815153241157532,
"m": 0.5
},
{
"p": 0.016745805740356445,
"m": 0.5
},
{
"p": 0.1936045140028,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 0.38999268412590027,
"val_loss": 0.9016374945640564,
"acc": 81.26,
"time": 207.55849396507256,
"param": [
{
"p": 0.02926265262067318,
"m": 0.5
},
{
"p": 0.08304716646671295,
"m": 0.5
},
{
"p": 0.2807081341743469,
"m": 0.5
},
{
"p": 0.03139617294073105,
"m": 0.5
},
{
"p": 0.021721795201301575,
"m": 0.5
},
{
"p": 0.053710613399744034,
"m": 0.5
},
{
"p": 0.03998911753296852,
"m": 0.5
},
{
"p": 0.08122830092906952,
"m": 0.5
},
{
"p": 0.03302436321973801,
"m": 0.5
},
{
"p": 0.05062904581427574,
"m": 0.5
},
{
"p": 0.017857534810900688,
"m": 0.5
},
{
"p": 0.037564508616924286,
"m": 0.5
},
{
"p": 0.013886816799640656,
"m": 0.5
},
{
"p": 0.22597377002239227,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 0.2126283347606659,
"val_loss": 0.9591448903083801,
"acc": 81.25,
"time": 210.23321270896122,
"param": [
{
"p": 0.034843239933252335,
"m": 0.5
},
{
"p": 0.08883734792470932,
"m": 0.5
},
{
"p": 0.23673121631145477,
"m": 0.5
},
{
"p": 0.024229208007454872,
"m": 0.5
},
{
"p": 0.02570558711886406,
"m": 0.5
},
{
"p": 0.052333686500787735,
"m": 0.5
},
{
"p": 0.045263420790433884,
"m": 0.5
},
{
"p": 0.08333345502614975,
"m": 0.5
},
{
"p": 0.03905446082353592,
"m": 0.5
},
{
"p": 0.06897740066051483,
"m": 0.5
},
{
"p": 0.012347709387540817,
"m": 0.5
},
{
"p": 0.03768397495150566,
"m": 0.5
},
{
"p": 0.010023385286331177,
"m": 0.5
},
{
"p": 0.24063588678836823,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 0.28436005115509033,
"val_loss": 0.9113187789916992,
"acc": 81.42,
"time": 207.12631216994487,
"param": [
{
"p": 0.03133446350693703,
"m": 0.5
},
{
"p": 0.0809018686413765,
"m": 0.5
},
{
"p": 0.29366299510002136,
"m": 0.5
},
{
"p": 0.030885865911841393,
"m": 0.5
},
{
"p": 0.022836701944470406,
"m": 0.5
},
{
"p": 0.04485388472676277,
"m": 0.5
},
{
"p": 0.04754122346639633,
"m": 0.5
},
{
"p": 0.07546354830265045,
"m": 0.5
},
{
"p": 0.041164301335811615,
"m": 0.5
},
{
"p": 0.06295300275087357,
"m": 0.5
},
{
"p": 0.010666674003005028,
"m": 0.5
},
{
"p": 0.006355009973049164,
"m": 0.5
},
{
"p": 0.0007115072221495211,
"m": 0.5
},
{
"p": 0.2506689727306366,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 0.11025891453027725,
"val_loss": 1.008805513381958,
"acc": 81.28,
"time": 204.73845913202967,
"param": [
{
"p": 0.023403210565447807,
"m": 0.5
},
{
"p": 0.059436485171318054,
"m": 0.5
},
{
"p": 0.21038372814655304,
"m": 0.5
},
{
"p": 0.019562482833862305,
"m": 0.5
},
{
"p": 0.011728223413228989,
"m": 0.5
},
{
"p": 0.02561103366315365,
"m": 0.5
},
{
"p": 0.049247898161411285,
"m": 0.5
},
{
"p": 0.05483821779489517,
"m": 0.5
},
{
"p": 0.03248307481408119,
"m": 0.5
},
{
"p": 0.049456898123025894,
"m": 0.5
},
{
"p": 0.00777291227132082,
"m": 0.5
},
{
"p": 0.22533851861953735,
"m": 0.5
},
{
"p": 0.01332391332834959,
"m": 0.5
},
{
"p": 0.2174133062362671,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 0.04236273840069771,
"val_loss": 0.8509401679039001,
"acc": 81.36,
"time": 202.9869127329439,
"param": [
{
"p": 0.021559515967965126,
"m": 0.5
},
{
"p": 0.049792107194662094,
"m": 0.5
},
{
"p": 0.23257125914096832,
"m": 0.5
},
{
"p": 0.026946812868118286,
"m": 0.5
},
{
"p": 0.01904350519180298,
"m": 0.5
},
{
"p": 0.031232992187142372,
"m": 0.5
},
{
"p": 0.050470203161239624,
"m": 0.5
},
{
"p": 0.05069560185074806,
"m": 0.5
},
{
"p": 0.026164399459958076,
"m": 0.5
},
{
"p": 0.0428425669670105,
"m": 0.5
},
{
"p": 0.008182244375348091,
"m": 0.5
},
{
"p": 0.19339969754219055,
"m": 0.5
},
{
"p": 0.018518779426813126,
"m": 0.5
},
{
"p": 0.22858034074306488,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 0.0672917515039444,
"val_loss": 1.2243621349334717,
"acc": 81.17,
"time": 202.98329459002707,
"param": [
{
"p": 0.030590927228331566,
"m": 0.5
},
{
"p": 0.05095260217785835,
"m": 0.5
},
{
"p": 0.1811954230070114,
"m": 0.5
},
{
"p": 0.013404002413153648,
"m": 0.5
},
{
"p": 0.017392881214618683,
"m": 0.5
},
{
"p": 0.03985544294118881,
"m": 0.5
},
{
"p": 0.05872888118028641,
"m": 0.5
},
{
"p": 0.05173953250050545,
"m": 0.5
},
{
"p": 0.01766778714954853,
"m": 0.5
},
{
"p": 0.059077877551317215,
"m": 0.5
},
{
"p": 0.009828734211623669,
"m": 0.5
},
{
"p": 0.18995608389377594,
"m": 0.5
},
{
"p": 0.02159738726913929,
"m": 0.5
},
{
"p": 0.2580123841762543,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 0.12384331971406937,
"val_loss": 0.8501026630401611,
"acc": 81.33,
"time": 201.02221022394951,
"param": [
{
"p": 0.021919725462794304,
"m": 0.5
},
{
"p": 0.043806739151477814,
"m": 0.5
},
{
"p": 0.27535682916641235,
"m": 0.5
},
{
"p": 0.0007128025172278285,
"m": 0.5
},
{
"p": 0.025683553889393806,
"m": 0.5
},
{
"p": 0.034779150038957596,
"m": 0.5
},
{
"p": 0.04771437495946884,
"m": 0.5
},
{
"p": 0.05023486912250519,
"m": 0.5
},
{
"p": 0.015757085755467415,
"m": 0.5
},
{
"p": 0.06740748137235641,
"m": 0.5
},
{
"p": 0.0007128025172278285,
"m": 0.5
},
{
"p": 0.1630956381559372,
"m": 0.5
},
{
"p": 0.01893022283911705,
"m": 0.5
},
{
"p": 0.23388870060443878,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 0.08978960663080215,
"val_loss": 1.0961421728134155,
"acc": 80.48,
"time": 199.22154546703678,
"param": [
{
"p": 0.009499222040176392,
"m": 0.5
},
{
"p": 0.016946617513895035,
"m": 0.5
},
{
"p": 0.19696840643882751,
"m": 0.5
},
{
"p": 0.18804985284805298,
"m": 0.5
},
{
"p": 0.016225427389144897,
"m": 0.5
},
{
"p": 0.03392714262008667,
"m": 0.5
},
{
"p": 0.03019421547651291,
"m": 0.5
},
{
"p": 0.028655128553509712,
"m": 0.5
},
{
"p": 0.0007150774472393095,
"m": 0.5
},
{
"p": 0.00245113018900156,
"m": 0.5
},
{
"p": 0.18770398199558258,
"m": 0.5
},
{
"p": 0.10215125232934952,
"m": 0.5
},
{
"p": 0.013404974713921547,
"m": 0.5
},
{
"p": 0.1731075495481491,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 0.09149544686079025,
"val_loss": 0.8872122168540955,
"acc": 80.97,
"time": 198.2330346480012,
"param": [
{
"p": 0.027125438675284386,
"m": 0.5
},
{
"p": 0.028813377022743225,
"m": 0.5
},
{
"p": 0.12776534259319305,
"m": 0.5
},
{
"p": 0.09695453941822052,
"m": 0.5
},
{
"p": 0.2126353532075882,
"m": 0.5
},
{
"p": 0.035739585757255554,
"m": 0.5
},
{
"p": 0.038746509701013565,
"m": 0.5
},
{
"p": 0.000709401210770011,
"m": 0.5
},
{
"p": 0.0590575709939003,
"m": 0.5
},
{
"p": 0.06245899200439453,
"m": 0.5
},
{
"p": 0.09682708978652954,
"m": 0.5
},
{
"p": 0.05186551809310913,
"m": 0.5
},
{
"p": 0.014048202894628048,
"m": 0.5
},
{
"p": 0.14725299179553986,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 0.15786632895469666,
"val_loss": 1.0417004823684692,
"acc": 81.56,
"time": 204.2883766059531,
"param": [
{
"p": 0.008417460136115551,
"m": 0.5
},
{
"p": 0.01548946276307106,
"m": 0.5
},
{
"p": 0.1957342028617859,
"m": 0.5
},
{
"p": 0.049364395439624786,
"m": 0.5
},
{
"p": 0.10080140829086304,
"m": 0.5
},
{
"p": 0.014495816081762314,
"m": 0.5
},
{
"p": 0.019499482586979866,
"m": 0.5
},
{
"p": 0.14507512748241425,
"m": 0.5
},
{
"p": 0.02924889139831066,
"m": 0.5
},
{
"p": 0.040070731192827225,
"m": 0.5
},
{
"p": 0.04524412378668785,
"m": 0.5
},
{
"p": 0.03236883878707886,
"m": 0.5
},
{
"p": 0.11872804909944534,
"m": 0.5
},
{
"p": 0.18546195328235626,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 0.13574771583080292,
"val_loss": 1.2650630474090576,
"acc": 81.54,
"time": 203.08662504702806,
"param": [
{
"p": 0.0007093837484717369,
"m": 0.5
},
{
"p": 0.01498456671833992,
"m": 0.5
},
{
"p": 0.18500663340091705,
"m": 0.5
},
{
"p": 0.03129495307803154,
"m": 0.5
},
{
"p": 0.07024317979812622,
"m": 0.5
},
{
"p": 0.028468864038586617,
"m": 0.5
},
{
"p": 0.20942705869674683,
"m": 0.5
},
{
"p": 0.09939095377922058,
"m": 0.5
},
{
"p": 0.014829132705926895,
"m": 0.5
},
{
"p": 0.03735955059528351,
"m": 0.5
},
{
"p": 0.030151257291436195,
"m": 0.5
},
{
"p": 0.027817226946353912,
"m": 0.5
},
{
"p": 0.0848390981554985,
"m": 0.5
},
{
"p": 0.16547797620296478,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 0.08612117916345596,
"val_loss": 0.8811324238777161,
"acc": 81.29,
"time": 209.597130854032,
"param": [
{
"p": 0.03906489163637161,
"m": 0.5
},
{
"p": 0.0625077486038208,
"m": 0.5
},
{
"p": 0.1935611069202423,
"m": 0.5
},
{
"p": 0.03309294953942299,
"m": 0.5
},
{
"p": 0.052668578922748566,
"m": 0.5
},
{
"p": 0.032508160918951035,
"m": 0.5
},
{
"p": 0.1545218825340271,
"m": 0.5
},
{
"p": 0.07117652148008347,
"m": 0.5
},
{
"p": 0.02945961058139801,
"m": 0.5
},
{
"p": 0.034326132386922836,
"m": 0.5
},
{
"p": 0.02312176115810871,
"m": 0.5
},
{
"p": 0.0026703528128564358,
"m": 0.5
},
{
"p": 0.06084328144788742,
"m": 0.5
},
{
"p": 0.21047711372375488,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 0.1701967418193817,
"val_loss": 1.0526390075683594,
"acc": 81.22,
"time": 206.42638885311317,
"param": [
{
"p": 0.03951595723628998,
"m": 0.5
},
{
"p": 0.06740089505910873,
"m": 0.5
},
{
"p": 0.1366479992866516,
"m": 0.5
},
{
"p": 0.031498052179813385,
"m": 0.5
},
{
"p": 0.05534301698207855,
"m": 0.5
},
{
"p": 0.03089919127523899,
"m": 0.5
},
{
"p": 0.161543071269989,
"m": 0.5
},
{
"p": 0.0716690644621849,
"m": 0.5
},
{
"p": 0.0154985086992383,
"m": 0.5
},
{
"p": 0.03038116917014122,
"m": 0.5
},
{
"p": 0.02820977196097374,
"m": 0.5
},
{
"p": 0.02268936112523079,
"m": 0.5
},
{
"p": 0.06113019585609436,
"m": 0.5
},
{
"p": 0.24757374823093414,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 0.03617106005549431,
"val_loss": 0.9128738641738892,
"acc": 80.99,
"time": 204.1752179210307,
"param": [
{
"p": 0.03696007654070854,
"m": 0.5
},
{
"p": 0.06031368300318718,
"m": 0.5
},
{
"p": 0.20342645049095154,
"m": 0.5
},
{
"p": 0.023785000666975975,
"m": 0.5
},
{
"p": 0.051006387919187546,
"m": 0.5
},
{
"p": 0.0007133003673516214,
"m": 0.5
},
{
"p": 0.14913354814052582,
"m": 0.5
},
{
"p": 0.06532470136880875,
"m": 0.5
},
{
"p": 0.0007133003673516214,
"m": 0.5
},
{
"p": 0.05115748196840286,
"m": 0.5
},
{
"p": 0.027873456478118896,
"m": 0.5
},
{
"p": 0.035075005143880844,
"m": 0.5
},
{
"p": 0.05554374307394028,
"m": 0.5
},
{
"p": 0.23897378146648407,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 0.010791433975100517,
"val_loss": 1.2620352506637573,
"acc": 80.41,
"time": 203.6428233999759,
"param": [
{
"p": 0.03371471166610718,
"m": 0.5
},
{
"p": 0.0474163256585598,
"m": 0.5
},
{
"p": 0.21333666145801544,
"m": 0.5
},
{
"p": 0.020847780629992485,
"m": 0.5
},
{
"p": 0.03909613937139511,
"m": 0.5
},
{
"p": 0.06008698046207428,
"m": 0.5
},
{
"p": 0.11429525166749954,
"m": 0.5
},
{
"p": 0.048317745327949524,
"m": 0.5
},
{
"p": 0.09025618433952332,
"m": 0.5
},
{
"p": 0.03973628580570221,
"m": 0.5
},
{
"p": 0.02306172624230385,
"m": 0.5
},
{
"p": 0.0307395551353693,
"m": 0.5
},
{
"p": 0.04296225681900978,
"m": 0.5
},
{
"p": 0.19613243639469147,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 0.3884560763835907,
"val_loss": 0.9901098608970642,
"acc": 81.33,
"time": 207.17596775700804,
"param": [
{
"p": 0.03665227070450783,
"m": 0.5
},
{
"p": 0.04210001602768898,
"m": 0.5
},
{
"p": 0.24737320840358734,
"m": 0.5
},
{
"p": 0.0007120564696379006,
"m": 0.5
},
{
"p": 0.03695567324757576,
"m": 0.5
},
{
"p": 0.0778706967830658,
"m": 0.5
},
{
"p": 0.10544919222593307,
"m": 0.5
},
{
"p": 0.053251713514328,
"m": 0.5
},
{
"p": 0.08514730632305145,
"m": 0.5
},
{
"p": 0.051419466733932495,
"m": 0.5
},
{
"p": 0.026578959077596664,
"m": 0.5
},
{
"p": 0.0012791729532182217,
"m": 0.5
},
{
"p": 0.04108128324151039,
"m": 0.5
},
{
"p": 0.19412896037101746,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 0.21002110838890076,
"val_loss": 1.3669610023498535,
"acc": 81.41,
"time": 201.9268835730618,
"param": [
{
"p": 0.02941717393696308,
"m": 0.5
},
{
"p": 0.025078317150473595,
"m": 0.5
},
{
"p": 0.18308904767036438,
"m": 0.5
},
{
"p": 0.22919908165931702,
"m": 0.5
},
{
"p": 0.022139955312013626,
"m": 0.5
},
{
"p": 0.040867287665605545,
"m": 0.5
},
{
"p": 0.05682682245969772,
"m": 0.5
},
{
"p": 0.026143379509449005,
"m": 0.5
},
{
"p": 0.046217430382966995,
"m": 0.5
},
{
"p": 0.04450971260666847,
"m": 0.5
},
{
"p": 0.016640815883874893,
"m": 0.5
},
{
"p": 0.11049410700798035,
"m": 0.5
},
{
"p": 0.021534152328968048,
"m": 0.5
},
{
"p": 0.14784272015094757,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 0.09005856513977051,
"val_loss": 1.079027533531189,
"acc": 81.72,
"time": 201.6416568289278,
"param": [
{
"p": 0.030021782964468002,
"m": 0.5
},
{
"p": 0.036223817616701126,
"m": 0.5
},
{
"p": 0.17783546447753906,
"m": 0.5
},
{
"p": 0.20430363714694977,
"m": 0.5
},
{
"p": 0.018208401277661324,
"m": 0.5
},
{
"p": 0.033211659640073776,
"m": 0.5
},
{
"p": 0.04989386349916458,
"m": 0.5
},
{
"p": 0.024978090077638626,
"m": 0.5
},
{
"p": 0.04128715395927429,
"m": 0.5
},
{
"p": 0.05201638489961624,
"m": 0.5
},
{
"p": 0.021077243611216545,
"m": 0.5
},
{
"p": 0.09604348242282867,
"m": 0.5
},
{
"p": 0.022644231095910072,
"m": 0.5
},
{
"p": 0.19225488603115082,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 0.09531597793102264,
"val_loss": 1.0319995880126953,
"acc": 81.49,
"time": 201.81582813092973,
"param": [
{
"p": 0.021751541644334793,
"m": 0.5
},
{
"p": 0.03202635422348976,
"m": 0.5
},
{
"p": 0.24362622201442719,
"m": 0.5
},
{
"p": 0.17013296484947205,
"m": 0.5
},
{
"p": 0.020528528839349747,
"m": 0.5
},
{
"p": 0.02708292379975319,
"m": 0.5
},
{
"p": 0.043684251606464386,
"m": 0.5
},
{
"p": 0.04283462092280388,
"m": 0.5
},
{
"p": 0.03546247258782387,
"m": 0.5
},
{
"p": 0.06308014690876007,
"m": 0.5
},
{
"p": 0.01776387169957161,
"m": 0.5
},
{
"p": 0.08091074228286743,
"m": 0.5
},
{
"p": 0.026677893474698067,
"m": 0.5
},
{
"p": 0.17443744838237762,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 0.22701892256736755,
"val_loss": 1.4609131813049316,
"acc": 81.53,
"time": 202.55698067194317,
"param": [
{
"p": 0.031977131962776184,
"m": 0.5
},
{
"p": 0.028464939445257187,
"m": 0.5
},
{
"p": 0.3043275475502014,
"m": 0.5
},
{
"p": 0.15520787239074707,
"m": 0.5
},
{
"p": 0.019062183797359467,
"m": 0.5
},
{
"p": 0.02489330992102623,
"m": 0.5
},
{
"p": 0.034391969442367554,
"m": 0.5
},
{
"p": 0.03246225044131279,
"m": 0.5
},
{
"p": 0.03312515467405319,
"m": 0.5
},
{
"p": 0.061307672411203384,
"m": 0.5
},
{
"p": 0.010794077068567276,
"m": 0.5
},
{
"p": 0.07445798814296722,
"m": 0.5
},
{
"p": 0.023216966539621353,
"m": 0.5
},
{
"p": 0.16631092131137848,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 0.11634316295385361,
"val_loss": 0.9194163084030151,
"acc": 81.64,
"time": 199.81800918106455,
"param": [
{
"p": 0.02928786352276802,
"m": 0.5
},
{
"p": 0.029956534504890442,
"m": 0.5
},
{
"p": 0.3036060333251953,
"m": 0.5
},
{
"p": 0.1244015172123909,
"m": 0.5
},
{
"p": 0.02490408718585968,
"m": 0.5
},
{
"p": 0.017417380586266518,
"m": 0.5
},
{
"p": 0.04328491538763046,
"m": 0.5
},
{
"p": 0.02143249846994877,
"m": 0.5
},
{
"p": 0.03264898806810379,
"m": 0.5
},
{
"p": 0.04567139595746994,
"m": 0.5
},
{
"p": 0.0007144160335883498,
"m": 0.5
},
{
"p": 0.0636899545788765,
"m": 0.5
},
{
"p": 0.02330949157476425,
"m": 0.5
},
{
"p": 0.2396748811006546,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 0.08057630807161331,
"val_loss": 0.8995746970176697,
"acc": 81.41,
"time": 198.80995050398633,
"param": [
{
"p": 0.023405646905303,
"m": 0.5
},
{
"p": 0.028403231874108315,
"m": 0.5
},
{
"p": 0.2668953835964203,
"m": 0.5
},
{
"p": 0.10772372782230377,
"m": 0.5
},
{
"p": 0.02836744673550129,
"m": 0.5
},
{
"p": 0.016315875574946404,
"m": 0.5
},
{
"p": 0.04677094146609306,
"m": 0.5
},
{
"p": 0.015884848311543465,
"m": 0.5
},
{
"p": 0.039010126143693924,
"m": 0.5
},
{
"p": 0.051587093621492386,
"m": 0.5
},
{
"p": 0.022815676406025887,
"m": 0.5
},
{
"p": 0.054808247834444046,
"m": 0.5
},
{
"p": 0.017479373142123222,
"m": 0.5
},
{
"p": 0.2805323898792267,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 0.1839270442724228,
"val_loss": 1.1546686887741089,
"acc": 81.42,
"time": 199.45483613398392,
"param": [
{
"p": 0.01431957446038723,
"m": 0.5
},
{
"p": 0.034827861934900284,
"m": 0.5
},
{
"p": 0.2277715653181076,
"m": 0.5
},
{
"p": 0.11566031724214554,
"m": 0.5
},
{
"p": 0.029198264703154564,
"m": 0.5
},
{
"p": 0.01612793281674385,
"m": 0.5
},
{
"p": 0.055795904248952866,
"m": 0.5
},
{
"p": 0.0007156010251492262,
"m": 0.5
},
{
"p": 0.02728230133652687,
"m": 0.5
},
{
"p": 0.07001092284917831,
"m": 0.5
},
{
"p": 0.023274727165699005,
"m": 0.5
},
{
"p": 0.05025939270853996,
"m": 0.5
},
{
"p": 0.024247029796242714,
"m": 0.5
},
{
"p": 0.310508668422699,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 0.056899577379226685,
"val_loss": 1.3059113025665283,
"acc": 81.32,
"time": 200.74074697401375,
"param": [
{
"p": 0.014372511766850948,
"m": 0.5
},
{
"p": 0.03473161533474922,
"m": 0.5
},
{
"p": 0.29326945543289185,
"m": 0.5
},
{
"p": 0.08624929189682007,
"m": 0.5
},
{
"p": 0.025273237377405167,
"m": 0.5
},
{
"p": 0.021445797756314278,
"m": 0.5
},
{
"p": 0.04444006457924843,
"m": 0.5
},
{
"p": 0.03177427500486374,
"m": 0.5
},
{
"p": 0.02535995841026306,
"m": 0.5
},
{
"p": 0.07610321789979935,
"m": 0.5
},
{
"p": 0.020502038300037384,
"m": 0.5
},
{
"p": 0.03753143548965454,
"m": 0.5
},
{
"p": 0.020042216405272484,
"m": 0.5
},
{
"p": 0.2689049243927002,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 0.07713624089956284,
"val_loss": 0.9113584160804749,
"acc": 81.44,
"time": 200.5372114829952,
"param": [
{
"p": 0.01841251365840435,
"m": 0.5
},
{
"p": 0.02578311786055565,
"m": 0.5
},
{
"p": 0.25440365076065063,
"m": 0.5
},
{
"p": 0.08205967396497726,
"m": 0.5
},
{
"p": 0.0234993863850832,
"m": 0.5
},
{
"p": 0.007785154972225428,
"m": 0.5
},
{
"p": 0.04168437421321869,
"m": 0.5
},
{
"p": 0.03086131066083908,
"m": 0.5
},
{
"p": 0.03633776679635048,
"m": 0.5
},
{
"p": 0.087032251060009,
"m": 0.5
},
{
"p": 0.020072441548109055,
"m": 0.5
},
{
"p": 0.054885853081941605,
"m": 0.5
},
{
"p": 0.02245447225868702,
"m": 0.5
},
{
"p": 0.29472795128822327,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 0.09865812212228775,
"val_loss": 1.0030893087387085,
"acc": 81.52,
"time": 199.45042409794405,
"param": [
{
"p": 0.1658579260110855,
"m": 0.5
},
{
"p": 0.0007083594682626426,
"m": 0.5
},
{
"p": 0.21461047232151031,
"m": 0.5
},
{
"p": 0.04320935904979706,
"m": 0.5
},
{
"p": 0.01806546375155449,
"m": 0.5
},
{
"p": 0.19423267245292664,
"m": 0.5
},
{
"p": 0.02269826829433441,
"m": 0.5
},
{
"p": 0.0062467437237501144,
"m": 0.5
},
{
"p": 0.02856738120317459,
"m": 0.5
},
{
"p": 0.04656117409467697,
"m": 0.5
},
{
"p": 0.013658578507602215,
"m": 0.5
},
{
"p": 0.04603751003742218,
"m": 0.5
},
{
"p": 0.012286333367228508,
"m": 0.5
},
{
"p": 0.1872597634792328,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 0.18269197642803192,
"val_loss": 1.1426526308059692,
"acc": 81.12,
"time": 201.89289440703578,
"param": [
{
"p": 0.15985651314258575,
"m": 0.5
},
{
"p": 0.13869251310825348,
"m": 0.5
},
{
"p": 0.21647709608078003,
"m": 0.5
},
{
"p": 0.03668733313679695,
"m": 0.5
},
{
"p": 0.018397217616438866,
"m": 0.5
},
{
"p": 0.16199152171611786,
"m": 0.5
},
{
"p": 0.0007143892580643296,
"m": 0.5
},
{
"p": 0.011836275458335876,
"m": 0.5
},
{
"p": 0.032414086163043976,
"m": 0.5
},
{
"p": 0.026336126029491425,
"m": 0.5
},
{
"p": 0.01856827922165394,
"m": 0.5
},
{
"p": 0.046827178448438644,
"m": 0.5
},
{
"p": 0.0007143892580643296,
"m": 0.5
},
{
"p": 0.13048700988292694,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 0.2873467803001404,
"val_loss": 1.1056092977523804,
"acc": 80.71,
"time": 202.53665832604747,
"param": [
{
"p": 0.1260516345500946,
"m": 0.5
},
{
"p": 0.11088118702173233,
"m": 0.5
},
{
"p": 0.3076416552066803,
"m": 0.5
},
{
"p": 0.02944808080792427,
"m": 0.5
},
{
"p": 0.014231733977794647,
"m": 0.5
},
{
"p": 0.12755165994167328,
"m": 0.5
},
{
"p": 0.0007436397136189044,
"m": 0.5
},
{
"p": 0.021416492760181427,
"m": 0.5
},
{
"p": 0.03135976567864418,
"m": 0.5
},
{
"p": 0.0007113474421203136,
"m": 0.5
},
{
"p": 0.013704236596822739,
"m": 0.5
},
{
"p": 0.03538535535335541,
"m": 0.5
},
{
"p": 0.0007113474421203136,
"m": 0.5
},
{
"p": 0.18016177415847778,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 0.07181397080421448,
"val_loss": 0.8701794147491455,
"acc": 81.05,
"time": 202.96285809297115,
"param": [
{
"p": 0.09089813381433487,
"m": 0.5
},
{
"p": 0.08000418543815613,
"m": 0.5
},
{
"p": 0.30107516050338745,
"m": 0.5
},
{
"p": 0.02381281554698944,
"m": 0.5
},
{
"p": 0.020048141479492188,
"m": 0.5
},
{
"p": 0.09163419902324677,
"m": 0.5
},
{
"p": 0.0007079883944243193,
"m": 0.5
},
{
"p": 0.03522062301635742,
"m": 0.5
},
{
"p": 0.0358332134783268,
"m": 0.5
},
{
"p": 0.050491783767938614,
"m": 0.5
},
{
"p": 0.0007079883944243193,
"m": 0.5
},
{
"p": 0.03888086974620819,
"m": 0.5
},
{
"p": 0.005326648708432913,
"m": 0.5
},
{
"p": 0.22535823285579681,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 0.0659196525812149,
"val_loss": 1.0756524801254272,
"acc": 81.07,
"time": 202.49711735500023,
"param": [
{
"p": 0.08897530287504196,
"m": 0.5
},
{
"p": 0.0792049989104271,
"m": 0.5
},
{
"p": 0.26217782497406006,
"m": 0.5
},
{
"p": 0.025574559345841408,
"m": 0.5
},
{
"p": 0.0007120749214664102,
"m": 0.5
},
{
"p": 0.09085419028997421,
"m": 0.5
},
{
"p": 0.10797196626663208,
"m": 0.5
},
{
"p": 0.039456479251384735,
"m": 0.5
},
{
"p": 0.0369759276509285,
"m": 0.5
},
{
"p": 0.031454239040613174,
"m": 0.5
},
{
"p": 0.009945052675902843,
"m": 0.5
},
{
"p": 0.03130825608968735,
"m": 0.5
},
{
"p": 0.0007120749214664102,
"m": 0.5
},
{
"p": 0.19467703998088837,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 0.23009957373142242,
"val_loss": 1.0578060150146484,
"acc": 81.01,
"time": 203.5933541780105,
"param": [
{
"p": 0.048608746379613876,
"m": 0.5
},
{
"p": 0.042580701410770416,
"m": 0.5
},
{
"p": 0.22517946362495422,
"m": 0.5
},
{
"p": 0.02485238015651703,
"m": 0.5
},
{
"p": 0.20041275024414062,
"m": 0.5
},
{
"p": 0.04944944381713867,
"m": 0.5
},
{
"p": 0.05922149866819382,
"m": 0.5
},
{
"p": 0.0231028962880373,
"m": 0.5
},
{
"p": 0.000712218985427171,
"m": 0.5
},
{
"p": 0.042827874422073364,
"m": 0.5
},
{
"p": 0.015461543574929237,
"m": 0.5
},
{
"p": 0.006578879430890083,
"m": 0.5
},
{
"p": 0.000712218985427171,
"m": 0.5
},
{
"p": 0.2602993845939636,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 0.3323717713356018,
"val_loss": 0.94536954164505,
"acc": 81.36,
"time": 202.93576427502558,
"param": [
{
"p": 0.033881932497024536,
"m": 0.5
},
{
"p": 0.02851024642586708,
"m": 0.5
},
{
"p": 0.14606206119060516,
"m": 0.5
},
{
"p": 0.02792760357260704,
"m": 0.5
},
{
"p": 0.13556331396102905,
"m": 0.5
},
{
"p": 0.03200867772102356,
"m": 0.5
},
{
"p": 0.04066191241145134,
"m": 0.5
},
{
"p": 0.0007122664246708155,
"m": 0.5
},
{
"p": 0.2211543619632721,
"m": 0.5
},
{
"p": 0.03881394490599632,
"m": 0.5
},
{
"p": 0.014481998048722744,
"m": 0.5
},
{
"p": 0.032415710389614105,
"m": 0.5
},
{
"p": 0.015010545030236244,
"m": 0.5
},
{
"p": 0.23279555141925812,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 0.2888662815093994,
"val_loss": 1.354887843132019,
"acc": 81.46,
"time": 204.16177111596335,
"param": [
{
"p": 0.020932337269186974,
"m": 0.5
},
{
"p": 0.01801203191280365,
"m": 0.5
},
{
"p": 0.2550279498100281,
"m": 0.5
},
{
"p": 0.01822846755385399,
"m": 0.5
},
{
"p": 0.08325617015361786,
"m": 0.5
},
{
"p": 0.02132290229201317,
"m": 0.5
},
{
"p": 0.02517988346517086,
"m": 0.5
},
{
"p": 0.12995730340480804,
"m": 0.5
},
{
"p": 0.13519594073295593,
"m": 0.5
},
{
"p": 0.036341626197099686,
"m": 0.5
},
{
"p": 0.0019636712968349457,
"m": 0.5
},
{
"p": 0.03810741752386093,
"m": 0.5
},
{
"p": 0.024996470659971237,
"m": 0.5
},
{
"p": 0.19147782027721405,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 0.09899091720581055,
"val_loss": 1.0806936025619507,
"acc": 81.65,
"time": 205.05930454598274,
"param": [
{
"p": 0.02491670474410057,
"m": 0.5
},
{
"p": 0.028462354093790054,
"m": 0.5
},
{
"p": 0.26256293058395386,
"m": 0.5
},
{
"p": 0.03034873679280281,
"m": 0.5
},
{
"p": 0.07527031004428864,
"m": 0.5
},
{
"p": 0.020078757777810097,
"m": 0.5
},
{
"p": 0.024157138541340828,
"m": 0.5
},
{
"p": 0.11653155088424683,
"m": 0.5
},
{
"p": 0.12081962078809738,
"m": 0.5
},
{
"p": 0.043937329202890396,
"m": 0.5
},
{
"p": 0.013662286102771759,
"m": 0.5
},
{
"p": 0.10284862667322159,
"m": 0.5
},
{
"p": 0.026903295889496803,
"m": 0.5
},
{
"p": 0.10950030386447906,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 0.1700872778892517,
"val_loss": 1.1694655418395996,
"acc": 81.81,
"time": 205.4591807529796,
"param": [
{
"p": 0.023523153737187386,
"m": 0.5
},
{
"p": 0.020488860085606575,
"m": 0.5
},
{
"p": 0.29594194889068604,
"m": 0.5
},
{
"p": 0.025716258212924004,
"m": 0.5
},
{
"p": 0.05683862417936325,
"m": 0.5
},
{
"p": 0.011713620275259018,
"m": 0.5
},
{
"p": 0.01828240044414997,
"m": 0.5
},
{
"p": 0.08699049055576324,
"m": 0.5
},
{
"p": 0.09071819484233856,
"m": 0.5
},
{
"p": 0.052511341869831085,
"m": 0.5
},
{
"p": 0.006233260966837406,
"m": 0.5
},
{
"p": 0.07642941921949387,
"m": 0.5
},
{
"p": 0.005454585421830416,
"m": 0.5
},
{
"p": 0.22915789484977722,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 0.2252003699541092,
"val_loss": 0.7037773728370667,
"acc": 81.35,
"time": 205.1850750159938,
"param": [
{
"p": 0.013856135308742523,
"m": 0.5
},
{
"p": 0.021174004301428795,
"m": 0.5
},
{
"p": 0.32212164998054504,
"m": 0.5
},
{
"p": 0.02117305062711239,
"m": 0.5
},
{
"p": 0.042533401399850845,
"m": 0.5
},
{
"p": 0.017369909211993217,
"m": 0.5
},
{
"p": 0.015928488224744797,
"m": 0.5
},
{
"p": 0.06626946479082108,
"m": 0.5
},
{
"p": 0.06987655162811279,
"m": 0.5
},
{
"p": 0.036498457193374634,
"m": 0.5
},
{
"p": 0.012689783237874508,
"m": 0.5
},
{
"p": 0.059796806424856186,
"m": 0.5
},
{
"p": 0.025465872138738632,
"m": 0.5
},
{
"p": 0.27524635195732117,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 0.15348798036575317,
"val_loss": 0.9773055911064148,
"acc": 81.56,
"time": 202.0457856549183,
"param": [
{
"p": 0.0166186410933733,
"m": 0.5
},
{
"p": 0.021060405299067497,
"m": 0.5
},
{
"p": 0.27681463956832886,
"m": 0.5
},
{
"p": 0.02415805123746395,
"m": 0.5
},
{
"p": 0.03387224301695824,
"m": 0.5
},
{
"p": 0.015330187976360321,
"m": 0.5
},
{
"p": 0.013732937164604664,
"m": 0.5
},
{
"p": 0.04814484342932701,
"m": 0.5
},
{
"p": 0.05563131719827652,
"m": 0.5
},
{
"p": 0.04690384864807129,
"m": 0.5
},
{
"p": 0.11681479215621948,
"m": 0.5
},
{
"p": 0.047666408121585846,
"m": 0.5
},
{
"p": 0.019605649635195732,
"m": 0.5
},
{
"p": 0.26364603638648987,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 0.061154261231422424,
"val_loss": 1.3107980489730835,
"acc": 81.53,
"time": 198.23821062699426,
"param": [
{
"p": 0.021832898259162903,
"m": 0.5
},
{
"p": 0.014247310347855091,
"m": 0.5
},
{
"p": 0.2364850640296936,
"m": 0.5
},
{
"p": 0.0238338615745306,
"m": 0.5
},
{
"p": 0.02924026921391487,
"m": 0.5
},
{
"p": 0.02024908736348152,
"m": 0.5
},
{
"p": 0.019309144467115402,
"m": 0.5
},
{
"p": 0.03390490263700485,
"m": 0.5
},
{
"p": 0.05342277139425278,
"m": 0.5
},
{
"p": 0.022338517010211945,
"m": 0.5
},
{
"p": 0.18365266919136047,
"m": 0.5
},
{
"p": 0.05171112343668938,
"m": 0.5
},
{
"p": 0.0076861390843987465,
"m": 0.5
},
{
"p": 0.28208625316619873,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 0.09312338382005692,
"val_loss": 1.3418505191802979,
"acc": 81.28,
"time": 194.9332935779821,
"param": [
{
"p": 0.020546941086649895,
"m": 0.5
},
{
"p": 0.022826258093118668,
"m": 0.5
},
{
"p": 0.25223690271377563,
"m": 0.5
},
{
"p": 0.017611900344491005,
"m": 0.5
},
{
"p": 0.025176217779517174,
"m": 0.5
},
{
"p": 0.022633744403719902,
"m": 0.5
},
{
"p": 0.016286050900816917,
"m": 0.5
},
{
"p": 0.032820045948028564,
"m": 0.5
},
{
"p": 0.04771539568901062,
"m": 0.5
},
{
"p": 0.08704883605241776,
"m": 0.5
},
{
"p": 0.16226255893707275,
"m": 0.5
},
{
"p": 0.043703410774469376,
"m": 0.5
},
{
"p": 0.0007145515410229564,
"m": 0.5
},
{
"p": 0.24841716885566711,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 0.15339942276477814,
"val_loss": 1.4333850145339966,
"acc": 81.66,
"time": 194.04246396804228,
"param": [
{
"p": 0.01800350844860077,
"m": 0.5
},
{
"p": 0.018963772803544998,
"m": 0.5
},
{
"p": 0.18776750564575195,
"m": 0.5
},
{
"p": 0.0007126536220312119,
"m": 0.5
},
{
"p": 0.02236912027001381,
"m": 0.5
},
{
"p": 0.018194224685430527,
"m": 0.5
},
{
"p": 0.01741209626197815,
"m": 0.5
},
{
"p": 0.033128317445516586,
"m": 0.5
},
{
"p": 0.04147452861070633,
"m": 0.5
},
{
"p": 0.0785379558801651,
"m": 0.5
},
{
"p": 0.13398800790309906,
"m": 0.5
},
{
"p": 0.04203959181904793,
"m": 0.5
},
{
"p": 0.15873418748378754,
"m": 0.5
},
{
"p": 0.2286745011806488,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 0.08823920041322708,
"val_loss": 1.0322794914245605,
"acc": 81.7,
"time": 196.05910568102263,
"param": [
{
"p": 0.010007870383560658,
"m": 0.5
},
{
"p": 0.02117014117538929,
"m": 0.5
},
{
"p": 0.19413048028945923,
"m": 0.5
},
{
"p": 0.0007129157311283052,
"m": 0.5
},
{
"p": 0.01588306576013565,
"m": 0.5
},
{
"p": 0.016573963686823845,
"m": 0.5
},
{
"p": 0.012884591706097126,
"m": 0.5
},
{
"p": 0.04040851816534996,
"m": 0.5
},
{
"p": 0.04009522125124931,
"m": 0.5
},
{
"p": 0.06391061097383499,
"m": 0.5
},
{
"p": 0.11050893366336823,
"m": 0.5
},
{
"p": 0.029797248542308807,
"m": 0.5
},
{
"p": 0.14567157626152039,
"m": 0.5
},
{
"p": 0.29824480414390564,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 0.32169345021247864,
"val_loss": 1.3253024816513062,
"acc": 81.74,
"time": 193.60003964498173,
"param": [
{
"p": 0.0039113727398216724,
"m": 0.5
},
{
"p": 0.025693470612168312,
"m": 0.5
},
{
"p": 0.25396421551704407,
"m": 0.5
},
{
"p": 0.0007109215366654098,
"m": 0.5
},
{
"p": 0.005768653471022844,
"m": 0.5
},
{
"p": 0.014288967475295067,
"m": 0.5
},
{
"p": 0.00948195531964302,
"m": 0.5
},
{
"p": 0.03527012839913368,
"m": 0.5
},
{
"p": 0.03645598143339157,
"m": 0.5
},
{
"p": 0.04260457679629326,
"m": 0.5
},
{
"p": 0.08891281485557556,
"m": 0.5
},
{
"p": 0.05290332809090614,
"m": 0.5
},
{
"p": 0.11675702780485153,
"m": 0.5
},
{
"p": 0.3132766783237457,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 0.08348581194877625,
"val_loss": 1.1231383085250854,
"acc": 81.61,
"time": 193.2341122960206,
"param": [
{
"p": 0.015068898908793926,
"m": 0.5
},
{
"p": 0.025597186759114265,
"m": 0.5
},
{
"p": 0.23205240070819855,
"m": 0.5
},
{
"p": 0.06107538565993309,
"m": 0.5
},
{
"p": 0.0007111401646398008,
"m": 0.5
},
{
"p": 0.014193748123943806,
"m": 0.5
},
{
"p": 0.002910265466198325,
"m": 0.5
},
{
"p": 0.032027967274188995,
"m": 0.5
},
{
"p": 0.036253996193408966,
"m": 0.5
},
{
"p": 0.06009563431143761,
"m": 0.5
},
{
"p": 0.07001680880784988,
"m": 0.5
},
{
"p": 0.030425002798438072,
"m": 0.5
},
{
"p": 0.09177391231060028,
"m": 0.5
},
{
"p": 0.32779768109321594,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 0.12346378713846207,
"val_loss": 1.044704556465149,
"acc": 81.46,
"time": 200.0363200790016,
"param": [
{
"p": 0.016227371990680695,
"m": 0.5
},
{
"p": 0.020922770723700523,
"m": 0.5
},
{
"p": 0.18437319993972778,
"m": 0.5
},
{
"p": 0.05107882618904114,
"m": 0.5
},
{
"p": 0.12347251176834106,
"m": 0.5
},
{
"p": 0.014868472702801228,
"m": 0.5
},
{
"p": 0.1373566836118698,
"m": 0.5
},
{
"p": 0.023824412375688553,
"m": 0.5
},
{
"p": 0.01821814849972725,
"m": 0.5
},
{
"p": 0.05411669611930847,
"m": 0.5
},
{
"p": 0.05012253299355507,
"m": 0.5
},
{
"p": 0.0007137178909033537,
"m": 0.5
},
{
"p": 0.06480056792497635,
"m": 0.5
},
{
"p": 0.23990398645401,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 0.10811307281255722,
"val_loss": 0.9873905181884766,
"acc": 81.05,
"time": 202.64055839797948,
"param": [
{
"p": 0.026297280564904213,
"m": 0.5
},
{
"p": 0.022535227239131927,
"m": 0.5
},
{
"p": 0.1647927165031433,
"m": 0.5
},
{
"p": 0.027890870347619057,
"m": 0.5
},
{
"p": 0.08409648388624191,
"m": 0.5
},
{
"p": 0.007194162346422672,
"m": 0.5
},
{
"p": 0.07444243133068085,
"m": 0.5
},
{
"p": 0.06874135136604309,
"m": 0.5
},
{
"p": 0.06240766867995262,
"m": 0.5
},
{
"p": 0.04767770692706108,
"m": 0.5
},
{
"p": 0.027496512979269028,
"m": 0.5
},
{
"p": 0.09024590253829956,
"m": 0.5
},
{
"p": 0.035783715546131134,
"m": 0.5
},
{
"p": 0.26039794087409973,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 0.06410448998212814,
"val_loss": 1.2692550420761108,
"acc": 81.12,
"time": 204.4828805490397,
"param": [
{
"p": 0.02329971268773079,
"m": 0.5
},
{
"p": 0.024015339091420174,
"m": 0.5
},
{
"p": 0.24610549211502075,
"m": 0.5
},
{
"p": 0.021342074498534203,
"m": 0.5
},
{
"p": 0.06000344082713127,
"m": 0.5
},
{
"p": 0.019899725914001465,
"m": 0.5
},
{
"p": 0.05380052328109741,
"m": 0.5
},
{
"p": 0.08824224025011063,
"m": 0.5
},
{
"p": 0.041502974927425385,
"m": 0.5
},
{
"p": 0.040375709533691406,
"m": 0.5
},
{
"p": 0.022030647844076157,
"m": 0.5
},
{
"p": 0.09298370033502579,
"m": 0.5
},
{
"p": 0.02378234826028347,
"m": 0.5
},
{
"p": 0.24261614680290222,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 0.31574589014053345,
"val_loss": 1.0271964073181152,
"acc": 80.95,
"time": 206.1621225969866,
"param": [
{
"p": 0.012032886035740376,
"m": 0.5
},
{
"p": 0.021812617778778076,
"m": 0.5
},
{
"p": 0.2628749907016754,
"m": 0.5
},
{
"p": 0.015144720673561096,
"m": 0.5
},
{
"p": 0.04575635865330696,
"m": 0.5
},
{
"p": 0.016205037012696266,
"m": 0.5
},
{
"p": 0.0401248000562191,
"m": 0.5
},
{
"p": 0.07034146785736084,
"m": 0.5
},
{
"p": 0.03355306014418602,
"m": 0.5
},
{
"p": 0.05618709325790405,
"m": 0.5
},
{
"p": 0.020024558529257774,
"m": 0.5
},
{
"p": 0.07176250219345093,
"m": 0.5
},
{
"p": 0.023773370310664177,
"m": 0.5
},
{
"p": 0.31040656566619873,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 0.23486638069152832,
"val_loss": 0.8072364926338196,
"acc": 81.21,
"time": 204.1428647119319,
"param": [
{
"p": 0.0007111566956155002,
"m": 0.5
},
{
"p": 0.023255927488207817,
"m": 0.5
},
{
"p": 0.27182167768478394,
"m": 0.5
},
{
"p": 0.01625402830541134,
"m": 0.5
},
{
"p": 0.044725604355335236,
"m": 0.5
},
{
"p": 0.012470737099647522,
"m": 0.5
},
{
"p": 0.0370638333261013,
"m": 0.5
},
{
"p": 0.0748371109366417,
"m": 0.5
},
{
"p": 0.03627701476216316,
"m": 0.5
},
{
"p": 0.048952315002679825,
"m": 0.5
},
{
"p": 0.02798621356487274,
"m": 0.5
},
{
"p": 0.06984414905309677,
"m": 0.5
},
{
"p": 0.0045933956280350685,
"m": 0.5
},
{
"p": 0.3312068283557892,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 0.3677540421485901,
"val_loss": 1.1994047164916992,
"acc": 81.07,
"time": 203.41633762605488,
"param": [
{
"p": 0.035950325429439545,
"m": 0.5
},
{
"p": 0.02773154340684414,
"m": 0.5
},
{
"p": 0.25251469016075134,
"m": 0.5
},
{
"p": 0.015068413689732552,
"m": 0.5
},
{
"p": 0.04280681163072586,
"m": 0.5
},
{
"p": 0.003727904288098216,
"m": 0.5
},
{
"p": 0.036175668239593506,
"m": 0.5
},
{
"p": 0.07129325717687607,
"m": 0.5
},
{
"p": 0.03335454687476158,
"m": 0.5
},
{
"p": 0.03936333209276199,
"m": 0.5
},
{
"p": 0.02856813743710518,
"m": 0.5
},
{
"p": 0.07068292796611786,
"m": 0.5
},
{
"p": 0.028861528262495995,
"m": 0.5
},
{
"p": 0.31390100717544556,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 0.1609901338815689,
"val_loss": 0.9383146166801453,
"acc": 80.92,
"time": 206.37901960592717,
"param": [
{
"p": 0.033298883587121964,
"m": 0.5
},
{
"p": 0.03603295609354973,
"m": 0.5
},
{
"p": 0.21853114664554596,
"m": 0.5
},
{
"p": 0.01899154670536518,
"m": 0.5
},
{
"p": 0.036192864179611206,
"m": 0.5
},
{
"p": 0.13626985251903534,
"m": 0.5
},
{
"p": 0.031872451305389404,
"m": 0.5
},
{
"p": 0.06222144141793251,
"m": 0.5
},
{
"p": 0.030717257410287857,
"m": 0.5
},
{
"p": 0.05597248673439026,
"m": 0.5
},
{
"p": 0.021103307604789734,
"m": 0.5
},
{
"p": 0.06610257923603058,
"m": 0.5
},
{
"p": 0.017687350511550903,
"m": 0.5
},
{
"p": 0.23500585556030273,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 0.145819753408432,
"val_loss": 0.8463413119316101,
"acc": 81.1,
"time": 205.66509532695636,
"param": [
{
"p": 0.03187694400548935,
"m": 0.5
},
{
"p": 0.023759981617331505,
"m": 0.5
},
{
"p": 0.26029303669929504,
"m": 0.5
},
{
"p": 0.013702282682061195,
"m": 0.5
},
{
"p": 0.027643216773867607,
"m": 0.5
},
{
"p": 0.10212185233831406,
"m": 0.5
},
{
"p": 0.019570522010326385,
"m": 0.5
},
{
"p": 0.05068960413336754,
"m": 0.5
},
{
"p": 0.019590022042393684,
"m": 0.5
},
{
"p": 0.08652419596910477,
"m": 0.5
},
{
"p": 0.019308963790535927,
"m": 0.5
},
{
"p": 0.04880228638648987,
"m": 0.5
},
{
"p": 0.015417796559631824,
"m": 0.5
},
{
"p": 0.2806992828845978,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 0.16347455978393555,
"val_loss": 0.9396575689315796,
"acc": 80.73,
"time": 204.37345387705136,
"param": [
{
"p": 0.03103121928870678,
"m": 0.5
},
{
"p": 0.029467137530446053,
"m": 0.5
},
{
"p": 0.2796040177345276,
"m": 0.5
},
{
"p": 0.010043762624263763,
"m": 0.5
},
{
"p": 0.024180101230740547,
"m": 0.5
},
{
"p": 0.09431885927915573,
"m": 0.5
},
{
"p": 0.01913246512413025,
"m": 0.5
},
{
"p": 0.048929087817668915,
"m": 0.5
},
{
"p": 0.04005002975463867,
"m": 0.5
},
{
"p": 0.08640557527542114,
"m": 0.5
},
{
"p": 0.02269243448972702,
"m": 0.5
},
{
"p": 0.04461175203323364,
"m": 0.5
},
{
"p": 0.035757385194301605,
"m": 0.5
},
{
"p": 0.23377613723278046,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 0.3361720144748688,
"val_loss": 1.156735897064209,
"acc": 81.12,
"time": 200.9396377040539,
"param": [
{
"p": 0.01643337309360504,
"m": 0.5
},
{
"p": 0.028430161997675896,
"m": 0.5
},
{
"p": 0.3246843218803406,
"m": 0.5
},
{
"p": 0.0007084416574798524,
"m": 0.5
},
{
"p": 0.017900686711072922,
"m": 0.5
},
{
"p": 0.06989044696092606,
"m": 0.5
},
{
"p": 0.021517883986234665,
"m": 0.5
},
{
"p": 0.041047800332307816,
"m": 0.5
},
{
"p": 0.04141305759549141,
"m": 0.5
},
{
"p": 0.05097012221813202,
"m": 0.5
},
{
"p": 0.02080162987112999,
"m": 0.5
},
{
"p": 0.032399680465459824,
"m": 0.5
},
{
"p": 0.024940360337495804,
"m": 0.5
},
{
"p": 0.3088621199131012,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 0.11497248709201813,
"val_loss": 0.9753128290176392,
"acc": 81.05,
"time": 199.6003656811081,
"param": [
{
"p": 0.0025130321737378836,
"m": 0.5
},
{
"p": 0.024513309821486473,
"m": 0.5
},
{
"p": 0.3646588921546936,
"m": 0.5
},
{
"p": 0.0051556797698140144,
"m": 0.5
},
{
"p": 0.018186576664447784,
"m": 0.5
},
{
"p": 0.05422807112336159,
"m": 0.5
},
{
"p": 0.018010197207331657,
"m": 0.5
},
{
"p": 0.02826661989092827,
"m": 0.5
},
{
"p": 0.03501323610544205,
"m": 0.5
},
{
"p": 0.07580403238534927,
"m": 0.5
},
{
"p": 0.0007129578734748065,
"m": 0.5
},
{
"p": 0.021696973592042923,
"m": 0.5
},
{
"p": 0.021726517006754875,
"m": 0.5
},
{
"p": 0.32951387763023376,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 0.20230795443058014,
"val_loss": 0.7221125960350037,
"acc": 81.03,
"time": 198.62195025605615,
"param": [
{
"p": 0.0013705522287636995,
"m": 0.5
},
{
"p": 0.021848440170288086,
"m": 0.5
},
{
"p": 0.32261335849761963,
"m": 0.5
},
{
"p": 0.09020906686782837,
"m": 0.5
},
{
"p": 0.011933557689189911,
"m": 0.5
},
{
"p": 0.047791384160518646,
"m": 0.5
},
{
"p": 0.01079421117901802,
"m": 0.5
},
{
"p": 0.03543669730424881,
"m": 0.5
},
{
"p": 0.03935772925615311,
"m": 0.5
},
{
"p": 0.07857783883810043,
"m": 0.5
},
{
"p": 0.0007133985054679215,
"m": 0.5
},
{
"p": 0.010036192834377289,
"m": 0.5
},
{
"p": 0.018333537504076958,
"m": 0.5
},
{
"p": 0.3109840154647827,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 0.12070716917514801,
"val_loss": 1.0923300981521606,
"acc": 81.21,
"time": 200.33493570203427,
"param": [
{
"p": 0.021511882543563843,
"m": 0.5
},
{
"p": 0.01920231245458126,
"m": 0.5
},
{
"p": 0.23294326663017273,
"m": 0.5
},
{
"p": 0.04689828306436539,
"m": 0.5
},
{
"p": 0.006103835999965668,
"m": 0.5
},
{
"p": 0.025731723755598068,
"m": 0.5
},
{
"p": 0.20507226884365082,
"m": 0.5
},
{
"p": 0.0167806688696146,
"m": 0.5
},
{
"p": 0.03195112571120262,
"m": 0.5
},
{
"p": 0.03784121200442314,
"m": 0.5
},
{
"p": 0.021104032173752785,
"m": 0.5
},
{
"p": 0.09566621482372284,
"m": 0.5
},
{
"p": 0.013787653297185898,
"m": 0.5
},
{
"p": 0.22540558874607086,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 0.2649986445903778,
"val_loss": 1.139491081237793,
"acc": 81.03,
"time": 206.20189427398145,
"param": [
{
"p": 0.01759892702102661,
"m": 0.5
},
{
"p": 0.026256060227751732,
"m": 0.5
},
{
"p": 0.24524754285812378,
"m": 0.5
},
{
"p": 0.027649210765957832,
"m": 0.5
},
{
"p": 0.009160264395177364,
"m": 0.5
},
{
"p": 0.01802981272339821,
"m": 0.5
},
{
"p": 0.12567566335201263,
"m": 0.5
},
{
"p": 0.02877848967909813,
"m": 0.5
},
{
"p": 0.028284531086683273,
"m": 0.5
},
{
"p": 0.0934620201587677,
"m": 0.5
},
{
"p": 0.018793372437357903,
"m": 0.5
},
{
"p": 0.06900627911090851,
"m": 0.5
},
{
"p": 0.008256757631897926,
"m": 0.5
},
{
"p": 0.2838011085987091,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 0.11982693523168564,
"val_loss": 0.702375054359436,
"acc": 81.23,
"time": 203.90951864991803,
"param": [
{
"p": 0.02021487057209015,
"m": 0.5
},
{
"p": 0.027166347950696945,
"m": 0.5
},
{
"p": 0.20691663026809692,
"m": 0.5
},
{
"p": 0.024783512577414513,
"m": 0.5
},
{
"p": 0.005611949134618044,
"m": 0.5
},
{
"p": 0.021813953295350075,
"m": 0.5
},
{
"p": 0.10750221461057663,
"m": 0.5
},
{
"p": 0.041512902826070786,
"m": 0.5
},
{
"p": 0.031244846060872078,
"m": 0.5
},
{
"p": 0.0800531879067421,
"m": 0.5
},
{
"p": 0.01982581429183483,
"m": 0.5
},
{
"p": 0.05882265418767929,
"m": 0.5
},
{
"p": 0.036411724984645844,
"m": 0.5
},
{
"p": 0.3181193768978119,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 0.04421062022447586,
"val_loss": 1.2362748384475708,
"acc": 81.35,
"time": 203.78154336602893,
"param": [
{
"p": 0.009853034280240536,
"m": 0.5
},
{
"p": 0.02470286376774311,
"m": 0.5
},
{
"p": 0.28199878334999084,
"m": 0.5
},
{
"p": 0.020868193358182907,
"m": 0.5
},
{
"p": 0.018133338540792465,
"m": 0.5
},
{
"p": 0.020389173179864883,
"m": 0.5
},
{
"p": 0.09795555472373962,
"m": 0.5
},
{
"p": 0.041449159383773804,
"m": 0.5
},
{
"p": 0.06269579380750656,
"m": 0.5
},
{
"p": 0.07337213307619095,
"m": 0.5
},
{
"p": 0.02193075232207775,
"m": 0.5
},
{
"p": 0.052667971700429916,
"m": 0.5
},
{
"p": 0.03954748436808586,
"m": 0.5
},
{
"p": 0.23443573713302612,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 0.20559535920619965,
"val_loss": 0.9421484470367432,
"acc": 81.49,
"time": 207.17710885801353,
"param": [
{
"p": 0.0017996429232880473,
"m": 0.5
},
{
"p": 0.003315154928714037,
"m": 0.5
},
{
"p": 0.24191899597644806,
"m": 0.5
},
{
"p": 0.026314573362469673,
"m": 0.5
},
{
"p": 0.025055959820747375,
"m": 0.5
},
{
"p": 0.029215535148978233,
"m": 0.5
},
{
"p": 0.08767715841531754,
"m": 0.5
},
{
"p": 0.042421694844961166,
"m": 0.5
},
{
"p": 0.056632183492183685,
"m": 0.5
},
{
"p": 0.06614717096090317,
"m": 0.5
},
{
"p": 0.010003856383264065,
"m": 0.5
},
{
"p": 0.04612011834979057,
"m": 0.5
},
{
"p": 0.02867957018315792,
"m": 0.5
},
{
"p": 0.33469831943511963,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 0.09320531785488129,
"val_loss": 1.0400874614715576,
"acc": 81.3,
"time": 202.59738538099919,
"param": [
{
"p": 0.010450771078467369,
"m": 0.5
},
{
"p": 0.0007082137162797153,
"m": 0.5
},
{
"p": 0.19594386219978333,
"m": 0.5
},
{
"p": 0.016014527529478073,
"m": 0.5
},
{
"p": 0.01413143239915371,
"m": 0.5
},
{
"p": 0.019177237525582314,
"m": 0.5
},
{
"p": 0.047977905720472336,
"m": 0.5
},
{
"p": 0.04387349262833595,
"m": 0.5
},
{
"p": 0.03411148861050606,
"m": 0.5
},
{
"p": 0.03786175698041916,
"m": 0.5
},
{
"p": 0.2345532476902008,
"m": 0.5
},
{
"p": 0.03281371295452118,
"m": 0.5
},
{
"p": 0.01576872169971466,
"m": 0.5
},
{
"p": 0.2966136336326599,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 0.25984397530555725,
"val_loss": 1.2119532823562622,
"acc": 81.26,
"time": 197.77914458105806,
"param": [
{
"p": 0.0007145058480091393,
"m": 0.5
},
{
"p": 0.15216124057769775,
"m": 0.5
},
{
"p": 0.25832033157348633,
"m": 0.5
},
{
"p": 0.010021152906119823,
"m": 0.5
},
{
"p": 0.011800732463598251,
"m": 0.5
},
{
"p": 0.023409806191921234,
"m": 0.5
},
{
"p": 0.02883797138929367,
"m": 0.5
},
{
"p": 0.01817355677485466,
"m": 0.5
},
{
"p": 0.0007145058480091393,
"m": 0.5
},
{
"p": 0.024569517001509666,
"m": 0.5
},
{
"p": 0.14708258211612701,
"m": 0.5
},
{
"p": 0.018482139334082603,
"m": 0.5
},
{
"p": 0.045382533222436905,
"m": 0.5
},
{
"p": 0.26032939553260803,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 0.25791680812835693,
"val_loss": 0.9832546710968018,
"acc": 80.75,
"time": 201.42009522300214,
"param": [
{
"p": 0.08559731394052505,
"m": 0.5
},
{
"p": 0.1253235787153244,
"m": 0.5
},
{
"p": 0.21325471997261047,
"m": 0.5
},
{
"p": 0.0007144175469875336,
"m": 0.5
},
{
"p": 0.0007144175469875336,
"m": 0.5
},
{
"p": 0.024683596566319466,
"m": 0.5
},
{
"p": 0.024028073996305466,
"m": 0.5
},
{
"p": 0.08921809494495392,
"m": 0.5
},
{
"p": 0.0007144175469875336,
"m": 0.5
},
{
"p": 0.012274989858269691,
"m": 0.5
},
{
"p": 0.12098568677902222,
"m": 0.5
},
{
"p": 0.011426818557083607,
"m": 0.5
},
{
"p": 0.033538203686475754,
"m": 0.5
},
{
"p": 0.2575257420539856,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 0.21420802175998688,
"val_loss": 1.0039814710617065,
"acc": 80.83,
"time": 202.32931517600082,
"param": [
{
"p": 0.060631196945905685,
"m": 0.5
},
{
"p": 0.08592894673347473,
"m": 0.5
},
{
"p": 0.14778314530849457,
"m": 0.5
},
{
"p": 0.0038063907995820045,
"m": 0.5
},
{
"p": 0.2273118942975998,
"m": 0.5
},
{
"p": 0.023679576814174652,
"m": 0.5
},
{
"p": 0.019034499302506447,
"m": 0.5
},
{
"p": 0.07265625894069672,
"m": 0.5
},
{
"p": 0.0007118216017261147,
"m": 0.5
},
{
"p": 0.010531213134527206,
"m": 0.5
},
{
"p": 0.08297469466924667,
"m": 0.5
},
{
"p": 0.018335865810513496,
"m": 0.5
},
{
"p": 0.02667558193206787,
"m": 0.5
},
{
"p": 0.2199389487504959,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 0.21463541686534882,
"val_loss": 0.8398915529251099,
"acc": 80.93,
"time": 205.28485261299647,
"param": [
{
"p": 0.03988741338253021,
"m": 0.5
},
{
"p": 0.057465534657239914,
"m": 0.5
},
{
"p": 0.0976734310388565,
"m": 0.5
},
{
"p": 0.015071563422679901,
"m": 0.5
},
{
"p": 0.1515141874551773,
"m": 0.5
},
{
"p": 0.020806172862648964,
"m": 0.5
},
{
"p": 0.01069086417555809,
"m": 0.5
},
{
"p": 0.05198385939002037,
"m": 0.5
},
{
"p": 0.21879632771015167,
"m": 0.5
},
{
"p": 0.012868165969848633,
"m": 0.5
},
{
"p": 0.05460026487708092,
"m": 0.5
},
{
"p": 0.00934683158993721,
"m": 0.5
},
{
"p": 0.023571938276290894,
"m": 0.5
},
{
"p": 0.23572343587875366,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 0.1877642422914505,
"val_loss": 0.7981645464897156,
"acc": 81.22,
"time": 201.50683920097072,
"param": [
{
"p": 0.033687882125377655,
"m": 0.5
},
{
"p": 0.0512932687997818,
"m": 0.5
},
{
"p": 0.08204273879528046,
"m": 0.5
},
{
"p": 0.011562439613044262,
"m": 0.5
},
{
"p": 0.13424363732337952,
"m": 0.5
},
{
"p": 0.02866857498884201,
"m": 0.5
},
{
"p": 0.012542259879410267,
"m": 0.5
},
{
"p": 0.06872528791427612,
"m": 0.5
},
{
"p": 0.20185287296772003,
"m": 0.5
},
{
"p": 0.0419539250433445,
"m": 0.5
},
{
"p": 0.048577673733234406,
"m": 0.5
},
{
"p": 0.0007139280787669122,
"m": 0.5
},
{
"p": 0.0007139280787669122,
"m": 0.5
},
{
"p": 0.2834215462207794,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 0.15930001437664032,
"val_loss": 0.8127331137657166,
"acc": 81.35,
"time": 202.2332565379329,
"param": [
{
"p": 0.030953021720051765,
"m": 0.5
},
{
"p": 0.03989144787192345,
"m": 0.5
},
{
"p": 0.0278481375426054,
"m": 0.5
},
{
"p": 0.02225540764629841,
"m": 0.5
},
{
"p": 0.10216689109802246,
"m": 0.5
},
{
"p": 0.032915931195020676,
"m": 0.5
},
{
"p": 0.010372511111199856,
"m": 0.5
},
{
"p": 0.0617164745926857,
"m": 0.5
},
{
"p": 0.1536358743906021,
"m": 0.5
},
{
"p": 0.0398239940404892,
"m": 0.5
},
{
"p": 0.03789127618074417,
"m": 0.5
},
{
"p": 0.048310037702322006,
"m": 0.5
},
{
"p": 0.050553418695926666,
"m": 0.5
},
{
"p": 0.3416655361652374,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 0.1802966594696045,
"val_loss": 0.6928505897521973,
"acc": 81.4,
"time": 201.31035694398452,
"param": [
{
"p": 0.027002958580851555,
"m": 0.5
},
{
"p": 0.03070933185517788,
"m": 0.5
},
{
"p": 0.23290279507637024,
"m": 0.5
},
{
"p": 0.016271032392978668,
"m": 0.5
},
{
"p": 0.07694020122289658,
"m": 0.5
},
{
"p": 0.029717708006501198,
"m": 0.5
},
{
"p": 0.010890638455748558,
"m": 0.5
},
{
"p": 0.04968590661883354,
"m": 0.5
},
{
"p": 0.11575248837471008,
"m": 0.5
},
{
"p": 0.030849607661366463,
"m": 0.5
},
{
"p": 0.029437843710184097,
"m": 0.5
},
{
"p": 0.039502907544374466,
"m": 0.5
},
{
"p": 0.02998984046280384,
"m": 0.5
},
{
"p": 0.2803467810153961,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 0.08230268955230713,
"val_loss": 0.9669838547706604,
"acc": 81.22,
"time": 204.03922591893934,
"param": [
{
"p": 0.03241954371333122,
"m": 0.5
},
{
"p": 0.029816992580890656,
"m": 0.5
},
{
"p": 0.21458956599235535,
"m": 0.5
},
{
"p": 0.013266447931528091,
"m": 0.5
},
{
"p": 0.06954482197761536,
"m": 0.5
},
{
"p": 0.03463398292660713,
"m": 0.5
},
{
"p": 0.007327749393880367,
"m": 0.5
},
{
"p": 0.06276706606149673,
"m": 0.5
},
{
"p": 0.10472279042005539,
"m": 0.5
},
{
"p": 0.021458091214299202,
"m": 0.5
},
{
"p": 0.027089029550552368,
"m": 0.5
},
{
"p": 0.03158115595579147,
"m": 0.5
},
{
"p": 0.03476357460021973,
"m": 0.5
},
{
"p": 0.3160191476345062,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 0.14114336669445038,
"val_loss": 1.0744585990905762,
"acc": 80.8,
"time": 202.36280936503317,
"param": [
{
"p": 0.020554078742861748,
"m": 0.5
},
{
"p": 0.02489929459989071,
"m": 0.5
},
{
"p": 0.18542203307151794,
"m": 0.5
},
{
"p": 0.01984700746834278,
"m": 0.5
},
{
"p": 0.06020492687821388,
"m": 0.5
},
{
"p": 0.03754716366529465,
"m": 0.5
},
{
"p": 0.015147256664931774,
"m": 0.5
},
{
"p": 0.06160759925842285,
"m": 0.5
},
{
"p": 0.09040024876594543,
"m": 0.5
},
{
"p": 0.02241585962474346,
"m": 0.5
},
{
"p": 0.022612841799855232,
"m": 0.5
},
{
"p": 0.0295642651617527,
"m": 0.5
},
{
"p": 0.027676628902554512,
"m": 0.5
},
{
"p": 0.38210079073905945,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 0.17587319016456604,
"val_loss": 1.0919678211212158,
"acc": 81.36,
"time": 203.53710845008027,
"param": [
{
"p": 0.0031073791906237602,
"m": 0.5
},
{
"p": 0.02249979041516781,
"m": 0.5
},
{
"p": 0.1706434041261673,
"m": 0.5
},
{
"p": 0.01658306084573269,
"m": 0.5
},
{
"p": 0.05487533658742905,
"m": 0.5
},
{
"p": 0.033032406121492386,
"m": 0.5
},
{
"p": 0.01709667220711708,
"m": 0.5
},
{
"p": 0.0669124573469162,
"m": 0.5
},
{
"p": 0.08280081301927567,
"m": 0.5
},
{
"p": 0.022853240370750427,
"m": 0.5
},
{
"p": 0.022605061531066895,
"m": 0.5
},
{
"p": 0.029821055009961128,
"m": 0.5
},
{
"p": 0.03207066282629967,
"m": 0.5
},
{
"p": 0.4250986576080322,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink