AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/log/Aug_mod(Data_augV5(Uniform-18TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json

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

{
"Accuracy": 71.29,
"Time": [
44.78741844076998,
0.8193415622097071
],
"Device": "GeForce GTX 1080 Ti",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize",
"BadColor",
"BadSharpness",
"BadContrast",
"BadBrightness"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.278791666030884,
"val_loss": 2.217003583908081,
"acc": 23.56,
"time": 44.478834842,
"param": [
{
"p": 0.07489877194166183,
"m": 1.0
},
{
"p": 0.07087166607379913,
"m": 1.0
},
{
"p": 0.06742033362388611,
"m": 1.0
},
{
"p": 0.06958620995283127,
"m": 1.0
},
{
"p": 0.059488724917173386,
"m": 1.0
},
{
"p": 0.0424698144197464,
"m": 1.0
},
{
"p": 0.036253321915864944,
"m": 1.0
},
{
"p": 0.05815570428967476,
"m": 1.0
},
{
"p": 0.050242844969034195,
"m": 1.0
},
{
"p": 0.07578304409980774,
"m": 1.0
},
{
"p": 0.08178738504648209,
"m": 1.0
},
{
"p": 0.0475713387131691,
"m": 1.0
},
{
"p": 0.04951518774032593,
"m": 1.0
},
{
"p": 0.006664940156042576,
"m": 1.0
},
{
"p": 0.08206385374069214,
"m": 1.0
},
{
"p": 0.08180241286754608,
"m": 1.0
},
{
"p": 0.03752614185214043,
"m": 1.0
},
{
"p": 0.007898300886154175,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.049900770187378,
"val_loss": 1.958350658416748,
"acc": 30.65,
"time": 45.287105827000005,
"param": [
{
"p": 0.06397479772567749,
"m": 1.0
},
{
"p": 0.040494684129953384,
"m": 1.0
},
{
"p": 0.062030814588069916,
"m": 1.0
},
{
"p": 0.07184068858623505,
"m": 1.0
},
{
"p": 0.08542482554912567,
"m": 1.0
},
{
"p": 0.02858918160200119,
"m": 1.0
},
{
"p": 0.04060240462422371,
"m": 1.0
},
{
"p": 0.07546159625053406,
"m": 1.0
},
{
"p": 0.06211947277188301,
"m": 1.0
},
{
"p": 0.07066058367490768,
"m": 1.0
},
{
"p": 0.07276901602745056,
"m": 1.0
},
{
"p": 0.04618840664625168,
"m": 1.0
},
{
"p": 0.07249750196933746,
"m": 1.0
},
{
"p": 0.0038160784170031548,
"m": 1.0
},
{
"p": 0.07276170700788498,
"m": 1.0
},
{
"p": 0.07086091488599777,
"m": 1.0
},
{
"p": 0.04470900446176529,
"m": 1.0
},
{
"p": 0.015198354609310627,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.7555032968521118,
"val_loss": 1.823140025138855,
"acc": 33.88,
"time": 42.98089481100001,
"param": [
{
"p": 0.054480768740177155,
"m": 1.0
},
{
"p": 0.03472360968589783,
"m": 1.0
},
{
"p": 0.0748024433851242,
"m": 1.0
},
{
"p": 0.0707700178027153,
"m": 1.0
},
{
"p": 0.09226611256599426,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02925971709191799,
"m": 1.0
},
{
"p": 0.09133531153202057,
"m": 1.0
},
{
"p": 0.07988178730010986,
"m": 1.0
},
{
"p": 0.0841517448425293,
"m": 1.0
},
{
"p": 0.06332220882177353,
"m": 1.0
},
{
"p": 0.04338597133755684,
"m": 1.0
},
{
"p": 0.08032238483428955,
"m": 1.0
},
{
"p": 0.014594132080674171,
"m": 1.0
},
{
"p": 0.06998779624700546,
"m": 1.0
},
{
"p": 0.07040460407733917,
"m": 1.0
},
{
"p": 0.04631134495139122,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.8611700534820557,
"val_loss": 1.7688086032867432,
"acc": 39.78,
"time": 45.74498617699999,
"param": [
{
"p": 0.06213170662522316,
"m": 1.0
},
{
"p": 0.009815352037549019,
"m": 1.0
},
{
"p": 0.08503710478544235,
"m": 1.0
},
{
"p": 0.08308971673250198,
"m": 1.0
},
{
"p": 0.09404758363962173,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.027277668938040733,
"m": 1.0
},
{
"p": 0.07339882105588913,
"m": 1.0
},
{
"p": 0.09665629267692566,
"m": 1.0
},
{
"p": 0.08733900636434555,
"m": 1.0
},
{
"p": 0.04691026732325554,
"m": 1.0
},
{
"p": 0.05756562203168869,
"m": 1.0
},
{
"p": 0.08856035023927689,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07028622925281525,
"m": 1.0
},
{
"p": 0.09243108332157135,
"m": 1.0
},
{
"p": 0.02532920055091381,
"m": 1.0
},
{
"p": 0.00012401309504639357,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.7069915533065796,
"val_loss": 1.5424258708953857,
"acc": 42.38,
"time": 45.05096900999999,
"param": [
{
"p": 0.08122975379228592,
"m": 1.0
},
{
"p": 0.004360177554190159,
"m": 1.0
},
{
"p": 0.09946610033512115,
"m": 1.0
},
{
"p": 0.0791185051202774,
"m": 1.0
},
{
"p": 0.0771896243095398,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.031163690611720085,
"m": 1.0
},
{
"p": 0.06637309491634369,
"m": 1.0
},
{
"p": 0.10964377224445343,
"m": 1.0
},
{
"p": 0.07735172659158707,
"m": 1.0
},
{
"p": 0.03792336955666542,
"m": 1.0
},
{
"p": 0.08541541546583176,
"m": 1.0
},
{
"p": 0.06300684809684753,
"m": 1.0
},
{
"p": 0.00304259080439806,
"m": 1.0
},
{
"p": 0.05967406556010246,
"m": 1.0
},
{
"p": 0.09608381986618042,
"m": 1.0
},
{
"p": 0.027804085984826088,
"m": 1.0
},
{
"p": 0.0011533709475770593,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.8022925853729248,
"val_loss": 1.5790220499038696,
"acc": 44.36,
"time": 46.00023735800002,
"param": [
{
"p": 0.09322868287563324,
"m": 1.0
},
{
"p": 0.00023436799529008567,
"m": 1.0
},
{
"p": 0.09711328893899918,
"m": 1.0
},
{
"p": 0.08970995992422104,
"m": 1.0
},
{
"p": 0.08305572718381882,
"m": 1.0
},
{
"p": 0.008119316771626472,
"m": 1.0
},
{
"p": 0.04871997982263565,
"m": 1.0
},
{
"p": 0.06983082741498947,
"m": 1.0
},
{
"p": 0.08782625943422318,
"m": 1.0
},
{
"p": 0.07145339250564575,
"m": 1.0
},
{
"p": 0.049173370003700256,
"m": 1.0
},
{
"p": 0.06947953999042511,
"m": 1.0
},
{
"p": 0.07196411490440369,
"m": 1.0
},
{
"p": 0.0036834320053458214,
"m": 1.0
},
{
"p": 0.037686869502067566,
"m": 1.0
},
{
"p": 0.07365241646766663,
"m": 1.0
},
{
"p": 0.03231995180249214,
"m": 1.0
},
{
"p": 0.0127485990524292,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.6231615543365479,
"val_loss": 1.5439872741699219,
"acc": 47.12,
"time": 47.61165517200004,
"param": [
{
"p": 0.09072118252515793,
"m": 1.0
},
{
"p": 0.0072808656841516495,
"m": 1.0
},
{
"p": 0.08794058114290237,
"m": 1.0
},
{
"p": 0.1020723357796669,
"m": 1.0
},
{
"p": 0.08811096847057343,
"m": 1.0
},
{
"p": 0.0027902249712496996,
"m": 1.0
},
{
"p": 0.05409860983490944,
"m": 1.0
},
{
"p": 0.07428933680057526,
"m": 1.0
},
{
"p": 0.06943438947200775,
"m": 1.0
},
{
"p": 0.06690576672554016,
"m": 1.0
},
{
"p": 0.06357962638139725,
"m": 1.0
},
{
"p": 0.05725802108645439,
"m": 1.0
},
{
"p": 0.09599784016609192,
"m": 1.0
},
{
"p": 0.005575088784098625,
"m": 1.0
},
{
"p": 0.019291654229164124,
"m": 1.0
},
{
"p": 0.03514096140861511,
"m": 1.0
},
{
"p": 0.04979846253991127,
"m": 1.0
},
{
"p": 0.029714154079556465,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.4266425371170044,
"val_loss": 1.455249547958374,
"acc": 49.08,
"time": 47.12715481599997,
"param": [
{
"p": 0.09646650403738022,
"m": 1.0
},
{
"p": 0.009506025351583958,
"m": 1.0
},
{
"p": 0.08791003376245499,
"m": 1.0
},
{
"p": 0.10170139372348785,
"m": 1.0
},
{
"p": 0.04745960980653763,
"m": 1.0
},
{
"p": 0.0033448219764977694,
"m": 1.0
},
{
"p": 0.059527408331632614,
"m": 1.0
},
{
"p": 0.07412698864936829,
"m": 1.0
},
{
"p": 0.06619899719953537,
"m": 1.0
},
{
"p": 0.06858153641223907,
"m": 1.0
},
{
"p": 0.07219788432121277,
"m": 1.0
},
{
"p": 0.06395423412322998,
"m": 1.0
},
{
"p": 0.12433189153671265,
"m": 1.0
},
{
"p": 0.005844907369464636,
"m": 1.0
},
{
"p": 0.0019052985589951277,
"m": 1.0
},
{
"p": 0.03855728358030319,
"m": 1.0
},
{
"p": 0.04829205572605133,
"m": 1.0
},
{
"p": 0.030093159526586533,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.5917965173721313,
"val_loss": 1.488046407699585,
"acc": 49.93,
"time": 45.57556115799997,
"param": [
{
"p": 0.10684119910001755,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08077353239059448,
"m": 1.0
},
{
"p": 0.12829801440238953,
"m": 1.0
},
{
"p": 0.0023741864133626223,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07191219925880432,
"m": 1.0
},
{
"p": 0.06739851832389832,
"m": 1.0
},
{
"p": 0.0643012747168541,
"m": 1.0
},
{
"p": 0.0633753165602684,
"m": 1.0
},
{
"p": 0.060285888612270355,
"m": 1.0
},
{
"p": 0.06539235264062881,
"m": 1.0
},
{
"p": 0.16383934020996094,
"m": 1.0
},
{
"p": 0.011012383736670017,
"m": 1.0
},
{
"p": 0.006434218026697636,
"m": 1.0
},
{
"p": 0.03753209486603737,
"m": 1.0
},
{
"p": 0.04625817760825157,
"m": 1.0
},
{
"p": 0.023971373215317726,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.0771828889846802,
"val_loss": 1.3852788209915161,
"acc": 50.97,
"time": 44.15541963800001,
"param": [
{
"p": 0.11491206288337708,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08090454339981079,
"m": 1.0
},
{
"p": 0.17518801987171173,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.021024972200393677,
"m": 1.0
},
{
"p": 0.06370897591114044,
"m": 1.0
},
{
"p": 0.04487406462430954,
"m": 1.0
},
{
"p": 0.06226528063416481,
"m": 1.0
},
{
"p": 0.0487881563603878,
"m": 1.0
},
{
"p": 0.012818328104913235,
"m": 1.0
},
{
"p": 0.08986704051494598,
"m": 1.0
},
{
"p": 0.20441938936710358,
"m": 1.0
},
{
"p": 0.013027726672589779,
"m": 1.0
},
{
"p": 0.027840804308652878,
"m": 1.0
},
{
"p": 0.0109702218323946,
"m": 1.0
},
{
"p": 0.024262188002467155,
"m": 1.0
},
{
"p": 0.005128301680088043,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.306959867477417,
"val_loss": 1.2147629261016846,
"acc": 52.38,
"time": 46.27708342699998,
"param": [
{
"p": 0.11808516830205917,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07840524613857269,
"m": 1.0
},
{
"p": 0.1675124615430832,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.036777980625629425,
"m": 1.0
},
{
"p": 0.05623679608106613,
"m": 1.0
},
{
"p": 0.05564207583665848,
"m": 1.0
},
{
"p": 0.06256808340549469,
"m": 1.0
},
{
"p": 0.0333872064948082,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1252700388431549,
"m": 1.0
},
{
"p": 0.19184303283691406,
"m": 1.0
},
{
"p": 0.02097126841545105,
"m": 1.0
},
{
"p": 0.042526014149188995,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.010762955993413925,
"m": 1.0
},
{
"p": 1.1716271728801075e-05,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.486249327659607,
"val_loss": 1.2506988048553467,
"acc": 51.85,
"time": 46.284282308,
"param": [
{
"p": 0.11165061593055725,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08082672208547592,
"m": 1.0
},
{
"p": 0.15169140696525574,
"m": 1.0
},
{
"p": 0.021191459149122238,
"m": 1.0
},
{
"p": 0.03936050459742546,
"m": 1.0
},
{
"p": 0.07285453379154205,
"m": 1.0
},
{
"p": 0.06079220026731491,
"m": 1.0
},
{
"p": 0.06436026841402054,
"m": 1.0
},
{
"p": 0.0325753279030323,
"m": 1.0
},
{
"p": 0.011272612027823925,
"m": 1.0
},
{
"p": 0.13101837038993835,
"m": 1.0
},
{
"p": 0.16245640814304352,
"m": 1.0
},
{
"p": 0.00700842309743166,
"m": 1.0
},
{
"p": 0.04066016525030136,
"m": 1.0
},
{
"p": 0.00283455871976912,
"m": 1.0
},
{
"p": 0.000592813070397824,
"m": 1.0
},
{
"p": 0.00885365717113018,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.40714430809021,
"val_loss": 1.2346254587173462,
"acc": 55.39,
"time": 46.35236937399998,
"param": [
{
"p": 0.10356958210468292,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08049066364765167,
"m": 1.0
},
{
"p": 0.12902018427848816,
"m": 1.0
},
{
"p": 0.011159753426909447,
"m": 1.0
},
{
"p": 0.01987905614078045,
"m": 1.0
},
{
"p": 0.08896635472774506,
"m": 1.0
},
{
"p": 0.07605040818452835,
"m": 1.0
},
{
"p": 0.056191641837358475,
"m": 1.0
},
{
"p": 0.03225985914468765,
"m": 1.0
},
{
"p": 0.023423735052347183,
"m": 1.0
},
{
"p": 0.14389263093471527,
"m": 1.0
},
{
"p": 0.14101022481918335,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05352575704455376,
"m": 1.0
},
{
"p": 0.026573264971375465,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.013986906036734581,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.516448974609375,
"val_loss": 1.2132006883621216,
"acc": 56.66,
"time": 46.30833341099992,
"param": [
{
"p": 0.08476382493972778,
"m": 1.0
},
{
"p": 0.0002971676585730165,
"m": 1.0
},
{
"p": 0.08918999880552292,
"m": 1.0
},
{
"p": 0.10029526799917221,
"m": 1.0
},
{
"p": 0.008084706030786037,
"m": 1.0
},
{
"p": 0.003301607444882393,
"m": 1.0
},
{
"p": 0.10423804819583893,
"m": 1.0
},
{
"p": 0.08109298348426819,
"m": 1.0
},
{
"p": 0.056668300181627274,
"m": 1.0
},
{
"p": 0.04083381965756416,
"m": 1.0
},
{
"p": 0.043156616389751434,
"m": 1.0
},
{
"p": 0.15071143209934235,
"m": 1.0
},
{
"p": 0.12221049517393112,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04376404359936714,
"m": 1.0
},
{
"p": 0.040691014379262924,
"m": 1.0
},
{
"p": 0.004018757957965136,
"m": 1.0
},
{
"p": 0.026681918650865555,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.5274611711502075,
"val_loss": 1.2355176210403442,
"acc": 58.11,
"time": 46.35625906200005,
"param": [
{
"p": 0.07220983505249023,
"m": 1.0
},
{
"p": 0.009760948829352856,
"m": 1.0
},
{
"p": 0.08431898057460785,
"m": 1.0
},
{
"p": 0.07577343285083771,
"m": 1.0
},
{
"p": 0.024235477671027184,
"m": 1.0
},
{
"p": 0.01724124886095524,
"m": 1.0
},
{
"p": 0.10509657859802246,
"m": 1.0
},
{
"p": 0.0748881995677948,
"m": 1.0
},
{
"p": 0.05243054777383804,
"m": 1.0
},
{
"p": 0.044560085982084274,
"m": 1.0
},
{
"p": 0.0632113516330719,
"m": 1.0
},
{
"p": 0.1309647262096405,
"m": 1.0
},
{
"p": 0.094672791659832,
"m": 1.0
},
{
"p": 0.008901013061404228,
"m": 1.0
},
{
"p": 0.027537263929843903,
"m": 1.0
},
{
"p": 0.05262242257595062,
"m": 1.0
},
{
"p": 0.02034534513950348,
"m": 1.0
},
{
"p": 0.0412297248840332,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.178144931793213,
"val_loss": 1.209515929222107,
"acc": 59.37,
"time": 46.38571906599998,
"param": [
{
"p": 0.0633634552359581,
"m": 1.0
},
{
"p": 0.02264024131000042,
"m": 1.0
},
{
"p": 0.07566385716199875,
"m": 1.0
},
{
"p": 0.05529557541012764,
"m": 1.0
},
{
"p": 0.03316042199730873,
"m": 1.0
},
{
"p": 0.046798039227724075,
"m": 1.0
},
{
"p": 0.09175510704517365,
"m": 1.0
},
{
"p": 0.06620827317237854,
"m": 1.0
},
{
"p": 0.05331739783287048,
"m": 1.0
},
{
"p": 0.05729134380817413,
"m": 1.0
},
{
"p": 0.08804313093423843,
"m": 1.0
},
{
"p": 0.10570257157087326,
"m": 1.0
},
{
"p": 0.08223096281290054,
"m": 1.0
},
{
"p": 0.02178269997239113,
"m": 1.0
},
{
"p": 0.016880778595805168,
"m": 1.0
},
{
"p": 0.06269750744104385,
"m": 1.0
},
{
"p": 0.03171968087553978,
"m": 1.0
},
{
"p": 0.025448912754654884,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.30132257938385,
"val_loss": 1.3024635314941406,
"acc": 59.43,
"time": 46.252480655,
"param": [
{
"p": 0.06152189150452614,
"m": 1.0
},
{
"p": 0.028514696285128593,
"m": 1.0
},
{
"p": 0.07875113189220428,
"m": 1.0
},
{
"p": 0.04827750846743584,
"m": 1.0
},
{
"p": 0.0008110190974548459,
"m": 1.0
},
{
"p": 0.06495658308267593,
"m": 1.0
},
{
"p": 0.07041002810001373,
"m": 1.0
},
{
"p": 0.061580222100019455,
"m": 1.0
},
{
"p": 0.0667208805680275,
"m": 1.0
},
{
"p": 0.0754876583814621,
"m": 1.0
},
{
"p": 0.10994569957256317,
"m": 1.0
},
{
"p": 0.11312162131071091,
"m": 1.0
},
{
"p": 0.08009979128837585,
"m": 1.0
},
{
"p": 0.009859617799520493,
"m": 1.0
},
{
"p": 0.008391703478991985,
"m": 1.0
},
{
"p": 0.07690460979938507,
"m": 1.0
},
{
"p": 0.03526295721530914,
"m": 1.0
},
{
"p": 0.009382436983287334,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.0734041929244995,
"val_loss": 1.1317071914672852,
"acc": 58.02,
"time": 46.80126176900001,
"param": [
{
"p": 0.062132854014635086,
"m": 1.0
},
{
"p": 0.009429456666111946,
"m": 1.0
},
{
"p": 0.09949225932359695,
"m": 1.0
},
{
"p": 0.047405585646629333,
"m": 1.0
},
{
"p": 0.005099421367049217,
"m": 1.0
},
{
"p": 0.05270915478467941,
"m": 1.0
},
{
"p": 0.04736766591668129,
"m": 1.0
},
{
"p": 0.07008261233568192,
"m": 1.0
},
{
"p": 0.057991888374090195,
"m": 1.0
},
{
"p": 0.09504112601280212,
"m": 1.0
},
{
"p": 0.11019029468297958,
"m": 1.0
},
{
"p": 0.12814636528491974,
"m": 1.0
},
{
"p": 0.07398345321416855,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02194521576166153,
"m": 1.0
},
{
"p": 0.08507472276687622,
"m": 1.0
},
{
"p": 0.0339079350233078,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.3785873651504517,
"val_loss": 1.1569266319274902,
"acc": 59.91,
"time": 46.41411241499998,
"param": [
{
"p": 0.0654703676700592,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12121442705392838,
"m": 1.0
},
{
"p": 0.053308580070734024,
"m": 1.0
},
{
"p": 0.02803274430334568,
"m": 1.0
},
{
"p": 0.058040861040353775,
"m": 1.0
},
{
"p": 0.048245277255773544,
"m": 1.0
},
{
"p": 0.06920737028121948,
"m": 1.0
},
{
"p": 0.04171694442629814,
"m": 1.0
},
{
"p": 0.10163317620754242,
"m": 1.0
},
{
"p": 0.0942511260509491,
"m": 1.0
},
{
"p": 0.11825847625732422,
"m": 1.0
},
{
"p": 0.06296781450510025,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0398193821310997,
"m": 1.0
},
{
"p": 0.07807347178459167,
"m": 1.0
},
{
"p": 0.019760005176067352,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.3470007181167603,
"val_loss": 1.1246944665908813,
"acc": 61.44,
"time": 46.34608515000002,
"param": [
{
"p": 0.07045871764421463,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13166172802448273,
"m": 1.0
},
{
"p": 0.07090640068054199,
"m": 1.0
},
{
"p": 0.028050942346453667,
"m": 1.0
},
{
"p": 0.05558577924966812,
"m": 1.0
},
{
"p": 0.07424526661634445,
"m": 1.0
},
{
"p": 0.049707844853401184,
"m": 1.0
},
{
"p": 0.042791690677404404,
"m": 1.0
},
{
"p": 0.10610126703977585,
"m": 1.0
},
{
"p": 0.0913856029510498,
"m": 1.0
},
{
"p": 0.10251805186271667,
"m": 1.0
},
{
"p": 0.0680466890335083,
"m": 1.0
},
{
"p": 0.0062285177409648895,
"m": 1.0
},
{
"p": 0.036242466419935226,
"m": 1.0
},
{
"p": 0.06594857573509216,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00012042173329973593,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.320337176322937,
"val_loss": 1.130426049232483,
"acc": 62.88,
"time": 46.19221586599997,
"param": [
{
"p": 0.07996156066656113,
"m": 1.0
},
{
"p": 0.005255851428955793,
"m": 1.0
},
{
"p": 0.10751167684793472,
"m": 1.0
},
{
"p": 0.08331707864999771,
"m": 1.0
},
{
"p": 0.03090839646756649,
"m": 1.0
},
{
"p": 0.05343515798449516,
"m": 1.0
},
{
"p": 0.06318120658397675,
"m": 1.0
},
{
"p": 0.036957792937755585,
"m": 1.0
},
{
"p": 0.06070272624492645,
"m": 1.0
},
{
"p": 0.08813470602035522,
"m": 1.0
},
{
"p": 0.0925607979297638,
"m": 1.0
},
{
"p": 0.0757683515548706,
"m": 1.0
},
{
"p": 0.06763936579227448,
"m": 1.0
},
{
"p": 0.02976737730205059,
"m": 1.0
},
{
"p": 0.04439566656947136,
"m": 1.0
},
{
"p": 0.06922035664319992,
"m": 1.0
},
{
"p": 0.006416545249521732,
"m": 1.0
},
{
"p": 0.0048653315752744675,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.1511311531066895,
"val_loss": 1.0718209743499756,
"acc": 62.63,
"time": 45.036206725000056,
"param": [
{
"p": 0.07809711992740631,
"m": 1.0
},
{
"p": 0.018087059259414673,
"m": 1.0
},
{
"p": 0.07265853136777878,
"m": 1.0
},
{
"p": 0.08608037233352661,
"m": 1.0
},
{
"p": 0.01945643126964569,
"m": 1.0
},
{
"p": 0.054601024836301804,
"m": 1.0
},
{
"p": 0.04306528717279434,
"m": 1.0
},
{
"p": 0.03863606974482536,
"m": 1.0
},
{
"p": 0.07086685299873352,
"m": 1.0
},
{
"p": 0.0734732374548912,
"m": 1.0
},
{
"p": 0.0940871462225914,
"m": 1.0
},
{
"p": 0.06351382285356522,
"m": 1.0
},
{
"p": 0.07494649291038513,
"m": 1.0
},
{
"p": 0.06903890520334244,
"m": 1.0
},
{
"p": 0.04413294419646263,
"m": 1.0
},
{
"p": 0.05576906353235245,
"m": 1.0
},
{
"p": 0.027452360838651657,
"m": 1.0
},
{
"p": 0.016037212684750557,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.2906436920166016,
"val_loss": 1.1761646270751953,
"acc": 62.58,
"time": 45.384421731999964,
"param": [
{
"p": 0.09174272418022156,
"m": 1.0
},
{
"p": 0.010688061825931072,
"m": 1.0
},
{
"p": 0.06101272627711296,
"m": 1.0
},
{
"p": 0.09319455176591873,
"m": 1.0
},
{
"p": 0.02448161691427231,
"m": 1.0
},
{
"p": 0.04732005298137665,
"m": 1.0
},
{
"p": 0.03484199196100235,
"m": 1.0
},
{
"p": 0.042315442115068436,
"m": 1.0
},
{
"p": 0.06828170269727707,
"m": 1.0
},
{
"p": 0.06389579176902771,
"m": 1.0
},
{
"p": 0.09390455484390259,
"m": 1.0
},
{
"p": 0.05895662307739258,
"m": 1.0
},
{
"p": 0.06907197088003159,
"m": 1.0
},
{
"p": 0.07083740085363388,
"m": 1.0
},
{
"p": 0.05341727286577225,
"m": 1.0
},
{
"p": 0.047724589705467224,
"m": 1.0
},
{
"p": 0.0421391986310482,
"m": 1.0
},
{
"p": 0.026173751801252365,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.08867609500885,
"val_loss": 1.0445199012756348,
"acc": 63.33,
"time": 44.82499016199995,
"param": [
{
"p": 0.11912049353122711,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05742780491709709,
"m": 1.0
},
{
"p": 0.1152852401137352,
"m": 1.0
},
{
"p": 0.01935228332877159,
"m": 1.0
},
{
"p": 0.030409371480345726,
"m": 1.0
},
{
"p": 0.019778801128268242,
"m": 1.0
},
{
"p": 0.05518351495265961,
"m": 1.0
},
{
"p": 0.055489666759967804,
"m": 1.0
},
{
"p": 0.06603113561868668,
"m": 1.0
},
{
"p": 0.101158507168293,
"m": 1.0
},
{
"p": 0.050472427159547806,
"m": 1.0
},
{
"p": 0.06505680084228516,
"m": 1.0
},
{
"p": 0.06338008493185043,
"m": 1.0
},
{
"p": 0.06660294532775879,
"m": 1.0
},
{
"p": 0.03774167597293854,
"m": 1.0
},
{
"p": 0.048551253974437714,
"m": 1.0
},
{
"p": 0.028958095237612724,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.1212760210037231,
"val_loss": 1.083534598350525,
"acc": 62.65,
"time": 45.986865910999995,
"param": [
{
"p": 0.1537851095199585,
"m": 1.0
},
{
"p": 0.009679507464170456,
"m": 1.0
},
{
"p": 0.056140415370464325,
"m": 1.0
},
{
"p": 0.12954667210578918,
"m": 1.0
},
{
"p": 0.013657513074576855,
"m": 1.0
},
{
"p": 0.01668405346572399,
"m": 1.0
},
{
"p": 0.015403170138597488,
"m": 1.0
},
{
"p": 0.05215940997004509,
"m": 1.0
},
{
"p": 0.04028848186135292,
"m": 1.0
},
{
"p": 0.06703121215105057,
"m": 1.0
},
{
"p": 0.10791690647602081,
"m": 1.0
},
{
"p": 0.04864092543721199,
"m": 1.0
},
{
"p": 0.07055312395095825,
"m": 1.0
},
{
"p": 0.03648408502340317,
"m": 1.0
},
{
"p": 0.07250246405601501,
"m": 1.0
},
{
"p": 0.038444358855485916,
"m": 1.0
},
{
"p": 0.04320354387164116,
"m": 1.0
},
{
"p": 0.02787911891937256,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.1536483764648438,
"val_loss": 1.1925917863845825,
"acc": 63.21,
"time": 44.630969968000045,
"param": [
{
"p": 0.16404995322227478,
"m": 1.0
},
{
"p": 0.02253357134759426,
"m": 1.0
},
{
"p": 0.06305616348981857,
"m": 1.0
},
{
"p": 0.11693379282951355,
"m": 1.0
},
{
"p": 0.05449053272604942,
"m": 1.0
},
{
"p": 0.014839076437056065,
"m": 1.0
},
{
"p": 0.018187090754508972,
"m": 1.0
},
{
"p": 0.040841247886419296,
"m": 1.0
},
{
"p": 0.010410312563180923,
"m": 1.0
},
{
"p": 0.058954399079084396,
"m": 1.0
},
{
"p": 0.11742561310529709,
"m": 1.0
},
{
"p": 0.04156932979822159,
"m": 1.0
},
{
"p": 0.08367301523685455,
"m": 1.0
},
{
"p": 0.01971469633281231,
"m": 1.0
},
{
"p": 0.057963162660598755,
"m": 1.0
},
{
"p": 0.040374506264925,
"m": 1.0
},
{
"p": 0.03611716628074646,
"m": 1.0
},
{
"p": 0.038866400718688965,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 0.9253647923469543,
"val_loss": 1.0324592590332031,
"acc": 64.46,
"time": 46.139654995,
"param": [
{
"p": 0.1745690107345581,
"m": 1.0
},
{
"p": 0.030759189277887344,
"m": 1.0
},
{
"p": 0.055355772376060486,
"m": 1.0
},
{
"p": 0.0948890671133995,
"m": 1.0
},
{
"p": 0.07128508388996124,
"m": 1.0
},
{
"p": 0.03966239094734192,
"m": 1.0
},
{
"p": 0.029443036764860153,
"m": 1.0
},
{
"p": 0.03427254036068916,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.057923801243305206,
"m": 1.0
},
{
"p": 0.11465764045715332,
"m": 1.0
},
{
"p": 0.06311263889074326,
"m": 1.0
},
{
"p": 0.09369400143623352,
"m": 1.0
},
{
"p": 0.009131870232522488,
"m": 1.0
},
{
"p": 0.031117120757699013,
"m": 1.0
},
{
"p": 0.030952949076890945,
"m": 1.0
},
{
"p": 0.03261037915945053,
"m": 1.0
},
{
"p": 0.03656352311372757,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.1513465642929077,
"val_loss": 1.0429644584655762,
"acc": 64.9,
"time": 45.2371841449999,
"param": [
{
"p": 0.1878589540719986,
"m": 1.0
},
{
"p": 0.02315400540828705,
"m": 1.0
},
{
"p": 0.042501889169216156,
"m": 1.0
},
{
"p": 0.08328734338283539,
"m": 1.0
},
{
"p": 0.054616041481494904,
"m": 1.0
},
{
"p": 0.05110196769237518,
"m": 1.0
},
{
"p": 0.022230233997106552,
"m": 1.0
},
{
"p": 0.02131037227809429,
"m": 1.0
},
{
"p": 0.005167940631508827,
"m": 1.0
},
{
"p": 0.06697091460227966,
"m": 1.0
},
{
"p": 0.11870107799768448,
"m": 1.0
},
{
"p": 0.07932328432798386,
"m": 1.0
},
{
"p": 0.11059527844190598,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012565812095999718,
"m": 1.0
},
{
"p": 0.030615990981459618,
"m": 1.0
},
{
"p": 0.04039513319730759,
"m": 1.0
},
{
"p": 0.04960361868143082,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.1741479635238647,
"val_loss": 0.9710807204246521,
"acc": 64.35,
"time": 44.71852350900008,
"param": [
{
"p": 0.1745394617319107,
"m": 1.0
},
{
"p": 0.012971300631761551,
"m": 1.0
},
{
"p": 0.033234816044569016,
"m": 1.0
},
{
"p": 0.06860333681106567,
"m": 1.0
},
{
"p": 0.05158776417374611,
"m": 1.0
},
{
"p": 0.05140719935297966,
"m": 1.0
},
{
"p": 0.020908718928694725,
"m": 1.0
},
{
"p": 0.018633315339684486,
"m": 1.0
},
{
"p": 0.010960662737488747,
"m": 1.0
},
{
"p": 0.06621851027011871,
"m": 1.0
},
{
"p": 0.11382243037223816,
"m": 1.0
},
{
"p": 0.08075542002916336,
"m": 1.0
},
{
"p": 0.1156117394566536,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.025268740952014923,
"m": 1.0
},
{
"p": 0.03975972160696983,
"m": 1.0
},
{
"p": 0.0376434251666069,
"m": 1.0
},
{
"p": 0.07807338237762451,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.016728162765503,
"val_loss": 1.162747859954834,
"acc": 65.09,
"time": 45.163749643000074,
"param": [
{
"p": 0.1541428565979004,
"m": 1.0
},
{
"p": 0.001263161888346076,
"m": 1.0
},
{
"p": 0.033801011741161346,
"m": 1.0
},
{
"p": 0.06903017312288284,
"m": 1.0
},
{
"p": 0.034633565694093704,
"m": 1.0
},
{
"p": 0.05381879583001137,
"m": 1.0
},
{
"p": 0.028701646253466606,
"m": 1.0
},
{
"p": 0.019528234377503395,
"m": 1.0
},
{
"p": 0.012165181338787079,
"m": 1.0
},
{
"p": 0.06798107177019119,
"m": 1.0
},
{
"p": 0.09175103157758713,
"m": 1.0
},
{
"p": 0.08554345369338989,
"m": 1.0
},
{
"p": 0.12569595873355865,
"m": 1.0
},
{
"p": 0.012813741341233253,
"m": 1.0
},
{
"p": 0.038445811718702316,
"m": 1.0
},
{
"p": 0.05359383672475815,
"m": 1.0
},
{
"p": 0.02835589088499546,
"m": 1.0
},
{
"p": 0.08873450011014938,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.060171365737915,
"val_loss": 1.0922492742538452,
"acc": 65.24,
"time": 44.47319098999992,
"param": [
{
"p": 0.11550425738096237,
"m": 1.0
},
{
"p": 0.016383858397603035,
"m": 1.0
},
{
"p": 0.057105641812086105,
"m": 1.0
},
{
"p": 0.08079227060079575,
"m": 1.0
},
{
"p": 0.02247460000216961,
"m": 1.0
},
{
"p": 0.05044984444975853,
"m": 1.0
},
{
"p": 0.055678654462099075,
"m": 1.0
},
{
"p": 0.006245752796530724,
"m": 1.0
},
{
"p": 0.02796604111790657,
"m": 1.0
},
{
"p": 0.07718199491500854,
"m": 1.0
},
{
"p": 0.07555510848760605,
"m": 1.0
},
{
"p": 0.06404486298561096,
"m": 1.0
},
{
"p": 0.11898066848516464,
"m": 1.0
},
{
"p": 0.04565765708684921,
"m": 1.0
},
{
"p": 0.0495772585272789,
"m": 1.0
},
{
"p": 0.05249393731355667,
"m": 1.0
},
{
"p": 0.01444739568978548,
"m": 1.0
},
{
"p": 0.06946014612913132,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.0587255954742432,
"val_loss": 1.0525505542755127,
"acc": 65.94,
"time": 44.52541793500018,
"param": [
{
"p": 0.08864947408437729,
"m": 1.0
},
{
"p": 0.040552012622356415,
"m": 1.0
},
{
"p": 0.06106146425008774,
"m": 1.0
},
{
"p": 0.08689020574092865,
"m": 1.0
},
{
"p": 0.011599288322031498,
"m": 1.0
},
{
"p": 0.06552615761756897,
"m": 1.0
},
{
"p": 0.0790610983967781,
"m": 1.0
},
{
"p": 0.0036163502372801304,
"m": 1.0
},
{
"p": 0.032435253262519836,
"m": 1.0
},
{
"p": 0.07855965197086334,
"m": 1.0
},
{
"p": 0.06243456155061722,
"m": 1.0
},
{
"p": 0.04980689287185669,
"m": 1.0
},
{
"p": 0.11078482121229172,
"m": 1.0
},
{
"p": 0.0683259516954422,
"m": 1.0
},
{
"p": 0.05805506184697151,
"m": 1.0
},
{
"p": 0.047248005867004395,
"m": 1.0
},
{
"p": 0.011986944824457169,
"m": 1.0
},
{
"p": 0.04340684041380882,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.2115261554718018,
"val_loss": 0.9561842083930969,
"acc": 66.29,
"time": 44.651940803000116,
"param": [
{
"p": 0.08233164995908737,
"m": 1.0
},
{
"p": 0.053101006895303726,
"m": 1.0
},
{
"p": 0.05350177362561226,
"m": 1.0
},
{
"p": 0.08137502521276474,
"m": 1.0
},
{
"p": 0.002427441533654928,
"m": 1.0
},
{
"p": 0.08581579476594925,
"m": 1.0
},
{
"p": 0.08480244874954224,
"m": 1.0
},
{
"p": 0.0019317194819450378,
"m": 1.0
},
{
"p": 0.031143469735980034,
"m": 1.0
},
{
"p": 0.0809866413474083,
"m": 1.0
},
{
"p": 0.05907770246267319,
"m": 1.0
},
{
"p": 0.03883300721645355,
"m": 1.0
},
{
"p": 0.11180830746889114,
"m": 1.0
},
{
"p": 0.09407737851142883,
"m": 1.0
},
{
"p": 0.06086862459778786,
"m": 1.0
},
{
"p": 0.02992166019976139,
"m": 1.0
},
{
"p": 0.019304027780890465,
"m": 1.0
},
{
"p": 0.028692247346043587,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 0.8101241588592529,
"val_loss": 0.9253427386283875,
"acc": 66.96,
"time": 44.42981299899998,
"param": [
{
"p": 0.09282196313142776,
"m": 1.0
},
{
"p": 0.039597634226083755,
"m": 1.0
},
{
"p": 0.047977883368730545,
"m": 1.0
},
{
"p": 0.07766584306955338,
"m": 1.0
},
{
"p": 0.00334313977509737,
"m": 1.0
},
{
"p": 0.08695869892835617,
"m": 1.0
},
{
"p": 0.07442231476306915,
"m": 1.0
},
{
"p": 0.04055667296051979,
"m": 1.0
},
{
"p": 0.047853440046310425,
"m": 1.0
},
{
"p": 0.084713876247406,
"m": 1.0
},
{
"p": 0.07768982648849487,
"m": 1.0
},
{
"p": 0.025633540004491806,
"m": 1.0
},
{
"p": 0.11195015162229538,
"m": 1.0
},
{
"p": 0.08082779496908188,
"m": 1.0
},
{
"p": 0.0423324815928936,
"m": 1.0
},
{
"p": 0.017691509798169136,
"m": 1.0
},
{
"p": 0.029248109087347984,
"m": 1.0
},
{
"p": 0.018715262413024902,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.0582383871078491,
"val_loss": 0.9115656614303589,
"acc": 66.59,
"time": 44.61718642999995,
"param": [
{
"p": 0.11370095610618591,
"m": 1.0
},
{
"p": 0.014239231124520302,
"m": 1.0
},
{
"p": 0.07633601874113083,
"m": 1.0
},
{
"p": 0.07112586498260498,
"m": 1.0
},
{
"p": 0.001674954197369516,
"m": 1.0
},
{
"p": 0.08800389617681503,
"m": 1.0
},
{
"p": 0.027801483869552612,
"m": 1.0
},
{
"p": 0.09105707705020905,
"m": 1.0
},
{
"p": 0.053169988095760345,
"m": 1.0
},
{
"p": 0.105835922062397,
"m": 1.0
},
{
"p": 0.08301488310098648,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10458069294691086,
"m": 1.0
},
{
"p": 0.07238705456256866,
"m": 1.0
},
{
"p": 0.021924341097474098,
"m": 1.0
},
{
"p": 0.01008138433098793,
"m": 1.0
},
{
"p": 0.043973274528980255,
"m": 1.0
},
{
"p": 0.02109304443001747,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 0.9852961301803589,
"val_loss": 1.0455448627471924,
"acc": 66.09,
"time": 44.803691828999945,
"param": [
{
"p": 0.1226358488202095,
"m": 1.0
},
{
"p": 0.007244614418596029,
"m": 1.0
},
{
"p": 0.08771053701639175,
"m": 1.0
},
{
"p": 0.06891026347875595,
"m": 1.0
},
{
"p": 0.008883302100002766,
"m": 1.0
},
{
"p": 0.06658574938774109,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11769404262304306,
"m": 1.0
},
{
"p": 0.04545649141073227,
"m": 1.0
},
{
"p": 0.11941903829574585,
"m": 1.0
},
{
"p": 0.0640382468700409,
"m": 1.0
},
{
"p": 0.0001511915761511773,
"m": 1.0
},
{
"p": 0.09874383360147476,
"m": 1.0
},
{
"p": 0.0614473782479763,
"m": 1.0
},
{
"p": 0.03734365850687027,
"m": 1.0
},
{
"p": 0.01189319510012865,
"m": 1.0
},
{
"p": 0.05798693373799324,
"m": 1.0
},
{
"p": 0.023855669423937798,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 0.9333989024162292,
"val_loss": 1.0363489389419556,
"acc": 66.55,
"time": 44.58503435500006,
"param": [
{
"p": 0.09573116898536682,
"m": 1.0
},
{
"p": 0.011089571751654148,
"m": 1.0
},
{
"p": 0.08218414336442947,
"m": 1.0
},
{
"p": 0.055867381393909454,
"m": 1.0
},
{
"p": 0.021621549502015114,
"m": 1.0
},
{
"p": 0.05461060255765915,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11684747040271759,
"m": 1.0
},
{
"p": 0.04239359125494957,
"m": 1.0
},
{
"p": 0.1146974191069603,
"m": 1.0
},
{
"p": 0.037952881306409836,
"m": 1.0
},
{
"p": 0.003404421964660287,
"m": 1.0
},
{
"p": 0.10702158510684967,
"m": 1.0
},
{
"p": 0.06564464420080185,
"m": 1.0
},
{
"p": 0.062169212847948074,
"m": 1.0
},
{
"p": 0.041301876306533813,
"m": 1.0
},
{
"p": 0.061219651252031326,
"m": 1.0
},
{
"p": 0.026242800056934357,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.0130912065505981,
"val_loss": 0.8831487894058228,
"acc": 66.33,
"time": 44.37471242700008,
"param": [
{
"p": 0.08530610799789429,
"m": 1.0
},
{
"p": 0.018695557489991188,
"m": 1.0
},
{
"p": 0.09676813334226608,
"m": 1.0
},
{
"p": 0.053696662187576294,
"m": 1.0
},
{
"p": 0.03629656136035919,
"m": 1.0
},
{
"p": 0.042010821402072906,
"m": 1.0
},
{
"p": 0.008870912715792656,
"m": 1.0
},
{
"p": 0.09364226460456848,
"m": 1.0
},
{
"p": 0.038630202412605286,
"m": 1.0
},
{
"p": 0.10476652532815933,
"m": 1.0
},
{
"p": 0.027618389576673508,
"m": 1.0
},
{
"p": 0.01262192614376545,
"m": 1.0
},
{
"p": 0.11765958368778229,
"m": 1.0
},
{
"p": 0.05823072791099548,
"m": 1.0
},
{
"p": 0.06264448165893555,
"m": 1.0
},
{
"p": 0.062130529433488846,
"m": 1.0
},
{
"p": 0.05931509658694267,
"m": 1.0
},
{
"p": 0.02109544910490513,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.0770035982131958,
"val_loss": 0.8526529669761658,
"acc": 67.77,
"time": 44.406359315000145,
"param": [
{
"p": 0.08052648603916168,
"m": 1.0
},
{
"p": 0.02153216488659382,
"m": 1.0
},
{
"p": 0.10970883816480637,
"m": 1.0
},
{
"p": 0.05850808694958687,
"m": 1.0
},
{
"p": 0.026166360825300217,
"m": 1.0
},
{
"p": 0.026844223961234093,
"m": 1.0
},
{
"p": 0.0387376993894577,
"m": 1.0
},
{
"p": 0.06579253822565079,
"m": 1.0
},
{
"p": 0.04689599201083183,
"m": 1.0
},
{
"p": 0.0854327455163002,
"m": 1.0
},
{
"p": 0.02210027538239956,
"m": 1.0
},
{
"p": 0.036631371825933456,
"m": 1.0
},
{
"p": 0.10978703200817108,
"m": 1.0
},
{
"p": 0.05498703569173813,
"m": 1.0
},
{
"p": 0.05548848211765289,
"m": 1.0
},
{
"p": 0.0802689641714096,
"m": 1.0
},
{
"p": 0.052996426820755005,
"m": 1.0
},
{
"p": 0.027595244348049164,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 0.888446033000946,
"val_loss": 0.9488476514816284,
"acc": 67.84,
"time": 44.56914385999994,
"param": [
{
"p": 0.08249148726463318,
"m": 1.0
},
{
"p": 0.030960563570261,
"m": 1.0
},
{
"p": 0.11094050109386444,
"m": 1.0
},
{
"p": 0.05932985618710518,
"m": 1.0
},
{
"p": 0.001324174809269607,
"m": 1.0
},
{
"p": 0.03594798967242241,
"m": 1.0
},
{
"p": 0.06972570717334747,
"m": 1.0
},
{
"p": 0.05264761298894882,
"m": 1.0
},
{
"p": 0.055459342896938324,
"m": 1.0
},
{
"p": 0.07097440212965012,
"m": 1.0
},
{
"p": 0.0022732908837497234,
"m": 1.0
},
{
"p": 0.064397431910038,
"m": 1.0
},
{
"p": 0.09296365827322006,
"m": 1.0
},
{
"p": 0.053056225180625916,
"m": 1.0
},
{
"p": 0.06287971138954163,
"m": 1.0
},
{
"p": 0.07276391983032227,
"m": 1.0
},
{
"p": 0.050662264227867126,
"m": 1.0
},
{
"p": 0.031201859936118126,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 0.9571877717971802,
"val_loss": 0.8922398686408997,
"acc": 68.64,
"time": 44.38313491099984,
"param": [
{
"p": 0.06546657532453537,
"m": 1.0
},
{
"p": 0.03981243818998337,
"m": 1.0
},
{
"p": 0.09403916448354721,
"m": 1.0
},
{
"p": 0.06596282124519348,
"m": 1.0
},
{
"p": 0.021766601130366325,
"m": 1.0
},
{
"p": 0.05307871475815773,
"m": 1.0
},
{
"p": 0.0794747844338417,
"m": 1.0
},
{
"p": 0.046343956142663956,
"m": 1.0
},
{
"p": 0.057670075446367264,
"m": 1.0
},
{
"p": 0.0684855729341507,
"m": 1.0
},
{
"p": 0.004442846402525902,
"m": 1.0
},
{
"p": 0.08309327811002731,
"m": 1.0
},
{
"p": 0.07473580539226532,
"m": 1.0
},
{
"p": 0.03737536445260048,
"m": 1.0
},
{
"p": 0.0721312165260315,
"m": 1.0
},
{
"p": 0.052797555923461914,
"m": 1.0
},
{
"p": 0.03224341571331024,
"m": 1.0
},
{
"p": 0.05107976496219635,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 0.8771096467971802,
"val_loss": 0.9788479804992676,
"acc": 68.53,
"time": 44.633282750000035,
"param": [
{
"p": 0.05957284942269325,
"m": 1.0
},
{
"p": 0.04210333526134491,
"m": 1.0
},
{
"p": 0.0752173364162445,
"m": 1.0
},
{
"p": 0.06457909196615219,
"m": 1.0
},
{
"p": 0.05524399131536484,
"m": 1.0
},
{
"p": 0.06512966006994247,
"m": 1.0
},
{
"p": 0.08358988910913467,
"m": 1.0
},
{
"p": 0.03559797629714012,
"m": 1.0
},
{
"p": 0.06931532919406891,
"m": 1.0
},
{
"p": 0.0690016821026802,
"m": 1.0
},
{
"p": 0.026392851024866104,
"m": 1.0
},
{
"p": 0.09538095444440842,
"m": 1.0
},
{
"p": 0.05851548910140991,
"m": 1.0
},
{
"p": 0.02685270458459854,
"m": 1.0
},
{
"p": 0.06300164759159088,
"m": 1.0
},
{
"p": 0.03529329225420952,
"m": 1.0
},
{
"p": 0.016439825296401978,
"m": 1.0
},
{
"p": 0.05877205356955528,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.9428266882896423,
"val_loss": 0.9621865749359131,
"acc": 67.18,
"time": 44.482229696999866,
"param": [
{
"p": 0.04705461859703064,
"m": 1.0
},
{
"p": 0.05516529828310013,
"m": 1.0
},
{
"p": 0.06116703152656555,
"m": 1.0
},
{
"p": 0.05923084169626236,
"m": 1.0
},
{
"p": 0.0743037611246109,
"m": 1.0
},
{
"p": 0.0625777542591095,
"m": 1.0
},
{
"p": 0.0723307728767395,
"m": 1.0
},
{
"p": 0.04200034216046333,
"m": 1.0
},
{
"p": 0.055243950337171555,
"m": 1.0
},
{
"p": 0.07365338504314423,
"m": 1.0
},
{
"p": 0.0533200241625309,
"m": 1.0
},
{
"p": 0.0971728190779686,
"m": 1.0
},
{
"p": 0.04142044112086296,
"m": 1.0
},
{
"p": 0.04808264225721359,
"m": 1.0
},
{
"p": 0.034400247037410736,
"m": 1.0
},
{
"p": 0.04355725273489952,
"m": 1.0
},
{
"p": 0.01754741184413433,
"m": 1.0
},
{
"p": 0.06177142262458801,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.8135462999343872,
"val_loss": 0.9487660527229309,
"acc": 68.87,
"time": 44.6506588809998,
"param": [
{
"p": 0.04319234564900398,
"m": 1.0
},
{
"p": 0.047722987830638885,
"m": 1.0
},
{
"p": 0.04332806169986725,
"m": 1.0
},
{
"p": 0.05471931770443916,
"m": 1.0
},
{
"p": 0.07962826639413834,
"m": 1.0
},
{
"p": 0.04108013957738876,
"m": 1.0
},
{
"p": 0.06969166547060013,
"m": 1.0
},
{
"p": 0.044345393776893616,
"m": 1.0
},
{
"p": 0.042039114981889725,
"m": 1.0
},
{
"p": 0.07805008441209793,
"m": 1.0
},
{
"p": 0.07230942696332932,
"m": 1.0
},
{
"p": 0.09594984352588654,
"m": 1.0
},
{
"p": 0.05396241322159767,
"m": 1.0
},
{
"p": 0.060527000576257706,
"m": 1.0
},
{
"p": 0.020824860781431198,
"m": 1.0
},
{
"p": 0.0691094696521759,
"m": 1.0
},
{
"p": 0.03543638065457344,
"m": 1.0
},
{
"p": 0.04808323457837105,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 0.7838466763496399,
"val_loss": 0.9018329977989197,
"acc": 68.38,
"time": 44.370289822999894,
"param": [
{
"p": 0.04967355355620384,
"m": 1.0
},
{
"p": 0.03328799456357956,
"m": 1.0
},
{
"p": 0.037811990827322006,
"m": 1.0
},
{
"p": 0.06610410660505295,
"m": 1.0
},
{
"p": 0.07095180451869965,
"m": 1.0
},
{
"p": 0.016135936602950096,
"m": 1.0
},
{
"p": 0.06697569787502289,
"m": 1.0
},
{
"p": 0.05877147987484932,
"m": 1.0
},
{
"p": 0.0452561229467392,
"m": 1.0
},
{
"p": 0.09238967299461365,
"m": 1.0
},
{
"p": 0.07045012712478638,
"m": 1.0
},
{
"p": 0.09414785355329514,
"m": 1.0
},
{
"p": 0.06337592750787735,
"m": 1.0
},
{
"p": 0.05701148509979248,
"m": 1.0
},
{
"p": 0.015769528225064278,
"m": 1.0
},
{
"p": 0.08635091781616211,
"m": 1.0
},
{
"p": 0.04044554755091667,
"m": 1.0
},
{
"p": 0.03509019687771797,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.9048563838005066,
"val_loss": 1.063902497291565,
"acc": 68.13,
"time": 44.093733899999734,
"param": [
{
"p": 0.06359826773405075,
"m": 1.0
},
{
"p": 0.022262832149863243,
"m": 1.0
},
{
"p": 0.028544723987579346,
"m": 1.0
},
{
"p": 0.07163169980049133,
"m": 1.0
},
{
"p": 0.057936783879995346,
"m": 1.0
},
{
"p": 0.027011269703507423,
"m": 1.0
},
{
"p": 0.05356849357485771,
"m": 1.0
},
{
"p": 0.07004176080226898,
"m": 1.0
},
{
"p": 0.06286709010601044,
"m": 1.0
},
{
"p": 0.09685615450143814,
"m": 1.0
},
{
"p": 0.07024895399808884,
"m": 1.0
},
{
"p": 0.0926053524017334,
"m": 1.0
},
{
"p": 0.058717139065265656,
"m": 1.0
},
{
"p": 0.04769301414489746,
"m": 1.0
},
{
"p": 0.02412421442568302,
"m": 1.0
},
{
"p": 0.06835358589887619,
"m": 1.0
},
{
"p": 0.039343249052762985,
"m": 1.0
},
{
"p": 0.04459548369050026,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 0.6676281690597534,
"val_loss": 0.9380422234535217,
"acc": 68.85,
"time": 44.536360349000006,
"param": [
{
"p": 0.07104919105768204,
"m": 1.0
},
{
"p": 0.015257366001605988,
"m": 1.0
},
{
"p": 0.020873911678791046,
"m": 1.0
},
{
"p": 0.059100192040205,
"m": 1.0
},
{
"p": 0.035304222255945206,
"m": 1.0
},
{
"p": 0.06171420216560364,
"m": 1.0
},
{
"p": 0.057812053710222244,
"m": 1.0
},
{
"p": 0.07321571558713913,
"m": 1.0
},
{
"p": 0.07967816293239594,
"m": 1.0
},
{
"p": 0.07746932655572891,
"m": 1.0
},
{
"p": 0.06238555535674095,
"m": 1.0
},
{
"p": 0.07195334136486053,
"m": 1.0
},
{
"p": 0.06112150847911835,
"m": 1.0
},
{
"p": 0.06308531761169434,
"m": 1.0
},
{
"p": 0.030849488452076912,
"m": 1.0
},
{
"p": 0.06498263776302338,
"m": 1.0
},
{
"p": 0.03427005559206009,
"m": 1.0
},
{
"p": 0.05987774208188057,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.0022873878479004,
"val_loss": 0.9447581768035889,
"acc": 68.39,
"time": 44.59524556899987,
"param": [
{
"p": 0.0694914385676384,
"m": 1.0
},
{
"p": 0.03205706179141998,
"m": 1.0
},
{
"p": 0.018425188958644867,
"m": 1.0
},
{
"p": 0.045895207673311234,
"m": 1.0
},
{
"p": 0.05463392660021782,
"m": 1.0
},
{
"p": 0.09144984930753708,
"m": 1.0
},
{
"p": 0.04428824782371521,
"m": 1.0
},
{
"p": 0.05460335686802864,
"m": 1.0
},
{
"p": 0.07195843011140823,
"m": 1.0
},
{
"p": 0.07031064480543137,
"m": 1.0
},
{
"p": 0.06278578191995621,
"m": 1.0
},
{
"p": 0.06434737145900726,
"m": 1.0
},
{
"p": 0.05948454886674881,
"m": 1.0
},
{
"p": 0.06742259860038757,
"m": 1.0
},
{
"p": 0.031040720641613007,
"m": 1.0
},
{
"p": 0.07045449316501617,
"m": 1.0
},
{
"p": 0.033295053988695145,
"m": 1.0
},
{
"p": 0.05805616080760956,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.8993798494338989,
"val_loss": 0.960440993309021,
"acc": 68.26,
"time": 44.558292473000165,
"param": [
{
"p": 0.06667428463697433,
"m": 1.0
},
{
"p": 0.05939039960503578,
"m": 1.0
},
{
"p": 0.029941802844405174,
"m": 1.0
},
{
"p": 0.04977971687912941,
"m": 1.0
},
{
"p": 0.06709112226963043,
"m": 1.0
},
{
"p": 0.0979669988155365,
"m": 1.0
},
{
"p": 0.03977927193045616,
"m": 1.0
},
{
"p": 0.04040701687335968,
"m": 1.0
},
{
"p": 0.06808454543352127,
"m": 1.0
},
{
"p": 0.0790102556347847,
"m": 1.0
},
{
"p": 0.04878046736121178,
"m": 1.0
},
{
"p": 0.059817131608724594,
"m": 1.0
},
{
"p": 0.053498659282922745,
"m": 1.0
},
{
"p": 0.06393374502658844,
"m": 1.0
},
{
"p": 0.029583390802145004,
"m": 1.0
},
{
"p": 0.06780306249856949,
"m": 1.0
},
{
"p": 0.025574911385774612,
"m": 1.0
},
{
"p": 0.05288328230381012,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.8816534876823425,
"val_loss": 0.8379022479057312,
"acc": 69.46,
"time": 44.368952890999935,
"param": [
{
"p": 0.06494630128145218,
"m": 1.0
},
{
"p": 0.04971802607178688,
"m": 1.0
},
{
"p": 0.06467146426439285,
"m": 1.0
},
{
"p": 0.03489171341061592,
"m": 1.0
},
{
"p": 0.06891246885061264,
"m": 1.0
},
{
"p": 0.08439848572015762,
"m": 1.0
},
{
"p": 0.04640762880444527,
"m": 1.0
},
{
"p": 0.052537690848112106,
"m": 1.0
},
{
"p": 0.0729212686419487,
"m": 1.0
},
{
"p": 0.07455846667289734,
"m": 1.0
},
{
"p": 0.04193980246782303,
"m": 1.0
},
{
"p": 0.04744863137602806,
"m": 1.0
},
{
"p": 0.05463588237762451,
"m": 1.0
},
{
"p": 0.053895629942417145,
"m": 1.0
},
{
"p": 0.041995663195848465,
"m": 1.0
},
{
"p": 0.08006647974252701,
"m": 1.0
},
{
"p": 0.01782548986375332,
"m": 1.0
},
{
"p": 0.04822898656129837,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 0.6136150360107422,
"val_loss": 0.9094530344009399,
"acc": 69.16,
"time": 44.32747603300004,
"param": [
{
"p": 0.05263162776827812,
"m": 1.0
},
{
"p": 0.03361592814326286,
"m": 1.0
},
{
"p": 0.07852163165807724,
"m": 1.0
},
{
"p": 0.04136532172560692,
"m": 1.0
},
{
"p": 0.055539317429065704,
"m": 1.0
},
{
"p": 0.058686330914497375,
"m": 1.0
},
{
"p": 0.05629562586545944,
"m": 1.0
},
{
"p": 0.05172013118863106,
"m": 1.0
},
{
"p": 0.061880894005298615,
"m": 1.0
},
{
"p": 0.07547792047262192,
"m": 1.0
},
{
"p": 0.046054448932409286,
"m": 1.0
},
{
"p": 0.03986262157559395,
"m": 1.0
},
{
"p": 0.05496843531727791,
"m": 1.0
},
{
"p": 0.05121970176696777,
"m": 1.0
},
{
"p": 0.06328512728214264,
"m": 1.0
},
{
"p": 0.10002060234546661,
"m": 1.0
},
{
"p": 0.02642129361629486,
"m": 1.0
},
{
"p": 0.0524330660700798,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 0.9729838371276855,
"val_loss": 0.9170141816139221,
"acc": 67.84,
"time": 45.07599858999993,
"param": [
{
"p": 0.05983783304691315,
"m": 1.0
},
{
"p": 0.01958073116838932,
"m": 1.0
},
{
"p": 0.05971909314393997,
"m": 1.0
},
{
"p": 0.06469431519508362,
"m": 1.0
},
{
"p": 0.04408877342939377,
"m": 1.0
},
{
"p": 0.04431098699569702,
"m": 1.0
},
{
"p": 0.06318682432174683,
"m": 1.0
},
{
"p": 0.051010556519031525,
"m": 1.0
},
{
"p": 0.05984869226813316,
"m": 1.0
},
{
"p": 0.060231685638427734,
"m": 1.0
},
{
"p": 0.04888371750712395,
"m": 1.0
},
{
"p": 0.0492839477956295,
"m": 1.0
},
{
"p": 0.05346392095088959,
"m": 1.0
},
{
"p": 0.04970884695649147,
"m": 1.0
},
{
"p": 0.07765291631221771,
"m": 1.0
},
{
"p": 0.1089620292186737,
"m": 1.0
},
{
"p": 0.02753005549311638,
"m": 1.0
},
{
"p": 0.058005183935165405,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.6166115999221802,
"val_loss": 0.823004961013794,
"acc": 69.09,
"time": 44.79484175299967,
"param": [
{
"p": 0.06840503960847855,
"m": 1.0
},
{
"p": 0.029684048146009445,
"m": 1.0
},
{
"p": 0.06171989440917969,
"m": 1.0
},
{
"p": 0.07335655391216278,
"m": 1.0
},
{
"p": 0.05097680538892746,
"m": 1.0
},
{
"p": 0.052717603743076324,
"m": 1.0
},
{
"p": 0.04473606124520302,
"m": 1.0
},
{
"p": 0.04475945979356766,
"m": 1.0
},
{
"p": 0.06216830760240555,
"m": 1.0
},
{
"p": 0.05444749817252159,
"m": 1.0
},
{
"p": 0.05930175632238388,
"m": 1.0
},
{
"p": 0.07288631051778793,
"m": 1.0
},
{
"p": 0.05206335335969925,
"m": 1.0
},
{
"p": 0.04546751081943512,
"m": 1.0
},
{
"p": 0.06309142708778381,
"m": 1.0
},
{
"p": 0.10491298139095306,
"m": 1.0
},
{
"p": 0.026255961507558823,
"m": 1.0
},
{
"p": 0.033049359917640686,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.7679755091667175,
"val_loss": 0.8722508549690247,
"acc": 69.62,
"time": 44.41959616399981,
"param": [
{
"p": 0.0887996032834053,
"m": 1.0
},
{
"p": 0.04106719419360161,
"m": 1.0
},
{
"p": 0.06536433845758438,
"m": 1.0
},
{
"p": 0.05563801899552345,
"m": 1.0
},
{
"p": 0.04407338425517082,
"m": 1.0
},
{
"p": 0.04943354055285454,
"m": 1.0
},
{
"p": 0.030688894912600517,
"m": 1.0
},
{
"p": 0.03919631987810135,
"m": 1.0
},
{
"p": 0.06463948637247086,
"m": 1.0
},
{
"p": 0.047642339020967484,
"m": 1.0
},
{
"p": 0.06877275556325912,
"m": 1.0
},
{
"p": 0.07827035337686539,
"m": 1.0
},
{
"p": 0.05746832489967346,
"m": 1.0
},
{
"p": 0.055604733526706696,
"m": 1.0
},
{
"p": 0.04349307343363762,
"m": 1.0
},
{
"p": 0.11862421780824661,
"m": 1.0
},
{
"p": 0.034735824912786484,
"m": 1.0
},
{
"p": 0.016487620770931244,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.5520800948143005,
"val_loss": 0.887432336807251,
"acc": 69.4,
"time": 44.309035229000074,
"param": [
{
"p": 0.09933824092149734,
"m": 1.0
},
{
"p": 0.0444386750459671,
"m": 1.0
},
{
"p": 0.05432164669036865,
"m": 1.0
},
{
"p": 0.03557724133133888,
"m": 1.0
},
{
"p": 0.053775519132614136,
"m": 1.0
},
{
"p": 0.04265506938099861,
"m": 1.0
},
{
"p": 0.036943767219781876,
"m": 1.0
},
{
"p": 0.042703282088041306,
"m": 1.0
},
{
"p": 0.06290474534034729,
"m": 1.0
},
{
"p": 0.05646105110645294,
"m": 1.0
},
{
"p": 0.06513019651174545,
"m": 1.0
},
{
"p": 0.07945431768894196,
"m": 1.0
},
{
"p": 0.05487575754523277,
"m": 1.0
},
{
"p": 0.05923809856176376,
"m": 1.0
},
{
"p": 0.03793187439441681,
"m": 1.0
},
{
"p": 0.11518418043851852,
"m": 1.0
},
{
"p": 0.04393269121646881,
"m": 1.0
},
{
"p": 0.015133672393858433,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.5999724268913269,
"val_loss": 0.9767772555351257,
"acc": 69.86,
"time": 44.26178145699987,
"param": [
{
"p": 0.104523666203022,
"m": 1.0
},
{
"p": 0.038343578577041626,
"m": 1.0
},
{
"p": 0.0507708378136158,
"m": 1.0
},
{
"p": 0.03047974780201912,
"m": 1.0
},
{
"p": 0.058995574712753296,
"m": 1.0
},
{
"p": 0.02441979944705963,
"m": 1.0
},
{
"p": 0.05008329451084137,
"m": 1.0
},
{
"p": 0.04611213877797127,
"m": 1.0
},
{
"p": 0.06920651346445084,
"m": 1.0
},
{
"p": 0.07603798061609268,
"m": 1.0
},
{
"p": 0.05467510223388672,
"m": 1.0
},
{
"p": 0.09385395795106888,
"m": 1.0
},
{
"p": 0.06097456440329552,
"m": 1.0
},
{
"p": 0.05083122104406357,
"m": 1.0
},
{
"p": 0.037749454379081726,
"m": 1.0
},
{
"p": 0.08070239424705505,
"m": 1.0
},
{
"p": 0.052185267210006714,
"m": 1.0
},
{
"p": 0.020054994150996208,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.8295754790306091,
"val_loss": 0.7558510303497314,
"acc": 69.83,
"time": 44.15914006000003,
"param": [
{
"p": 0.10518348962068558,
"m": 1.0
},
{
"p": 0.03985524922609329,
"m": 1.0
},
{
"p": 0.06839150935411453,
"m": 1.0
},
{
"p": 0.05106561258435249,
"m": 1.0
},
{
"p": 0.04848511889576912,
"m": 1.0
},
{
"p": 0.021942637860774994,
"m": 1.0
},
{
"p": 0.04262031242251396,
"m": 1.0
},
{
"p": 0.06981536000967026,
"m": 1.0
},
{
"p": 0.05854020640254021,
"m": 1.0
},
{
"p": 0.07866715639829636,
"m": 1.0
},
{
"p": 0.054251790046691895,
"m": 1.0
},
{
"p": 0.09091231226921082,
"m": 1.0
},
{
"p": 0.06273875385522842,
"m": 1.0
},
{
"p": 0.03630010038614273,
"m": 1.0
},
{
"p": 0.031145157292485237,
"m": 1.0
},
{
"p": 0.05718687176704407,
"m": 1.0
},
{
"p": 0.04910111427307129,
"m": 1.0
},
{
"p": 0.033797312527894974,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.6896705627441406,
"val_loss": 0.9388806223869324,
"acc": 69.22,
"time": 44.22287177999988,
"param": [
{
"p": 0.11082770675420761,
"m": 1.0
},
{
"p": 0.04999963194131851,
"m": 1.0
},
{
"p": 0.08003520220518112,
"m": 1.0
},
{
"p": 0.04766681045293808,
"m": 1.0
},
{
"p": 0.0318928062915802,
"m": 1.0
},
{
"p": 0.04095206782221794,
"m": 1.0
},
{
"p": 0.025277016684412956,
"m": 1.0
},
{
"p": 0.07416810840368271,
"m": 1.0
},
{
"p": 0.0566718690097332,
"m": 1.0
},
{
"p": 0.07517988234758377,
"m": 1.0
},
{
"p": 0.049010176211595535,
"m": 1.0
},
{
"p": 0.10125920921564102,
"m": 1.0
},
{
"p": 0.06035809963941574,
"m": 1.0
},
{
"p": 0.028188100084662437,
"m": 1.0
},
{
"p": 0.040274061262607574,
"m": 1.0
},
{
"p": 0.0497434101998806,
"m": 1.0
},
{
"p": 0.03448694944381714,
"m": 1.0
},
{
"p": 0.04400884360074997,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.9739329814910889,
"val_loss": 1.0645309686660767,
"acc": 69.5,
"time": 44.28914671199982,
"param": [
{
"p": 0.11432640254497528,
"m": 1.0
},
{
"p": 0.03696178272366524,
"m": 1.0
},
{
"p": 0.0849965363740921,
"m": 1.0
},
{
"p": 0.02514629252254963,
"m": 1.0
},
{
"p": 0.02553514949977398,
"m": 1.0
},
{
"p": 0.07946218550205231,
"m": 1.0
},
{
"p": 0.007963277399539948,
"m": 1.0
},
{
"p": 0.07887840270996094,
"m": 1.0
},
{
"p": 0.04632961004972458,
"m": 1.0
},
{
"p": 0.08491867035627365,
"m": 1.0
},
{
"p": 0.0605899803340435,
"m": 1.0
},
{
"p": 0.11967288702726364,
"m": 1.0
},
{
"p": 0.05749576911330223,
"m": 1.0
},
{
"p": 0.0414758026599884,
"m": 1.0
},
{
"p": 0.027406413108110428,
"m": 1.0
},
{
"p": 0.028292270377278328,
"m": 1.0
},
{
"p": 0.0290983933955431,
"m": 1.0
},
{
"p": 0.051450300961732864,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.7502239942550659,
"val_loss": 0.932769238948822,
"acc": 69.2,
"time": 44.31339599099965,
"param": [
{
"p": 0.11713849753141403,
"m": 1.0
},
{
"p": 0.028472576290369034,
"m": 1.0
},
{
"p": 0.0836436003446579,
"m": 1.0
},
{
"p": 0.0011224850313737988,
"m": 1.0
},
{
"p": 0.036978598684072495,
"m": 1.0
},
{
"p": 0.1163712590932846,
"m": 1.0
},
{
"p": 0.0017667264910414815,
"m": 1.0
},
{
"p": 0.08438635617494583,
"m": 1.0
},
{
"p": 0.022002307698130608,
"m": 1.0
},
{
"p": 0.10992637276649475,
"m": 1.0
},
{
"p": 0.08239155262708664,
"m": 1.0
},
{
"p": 0.13885697722434998,
"m": 1.0
},
{
"p": 0.0478900782763958,
"m": 1.0
},
{
"p": 0.0369783490896225,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014704250730574131,
"m": 1.0
},
{
"p": 0.019259219989180565,
"m": 1.0
},
{
"p": 0.05811082944273949,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.9102334380149841,
"val_loss": 0.9699151515960693,
"acc": 69.41,
"time": 44.44529584499969,
"param": [
{
"p": 0.09503324329853058,
"m": 1.0
},
{
"p": 0.04253218322992325,
"m": 1.0
},
{
"p": 0.0569617934525013,
"m": 1.0
},
{
"p": 0.01716926507651806,
"m": 1.0
},
{
"p": 0.04101014509797096,
"m": 1.0
},
{
"p": 0.11180556565523148,
"m": 1.0
},
{
"p": 0.013904668390750885,
"m": 1.0
},
{
"p": 0.061046257615089417,
"m": 1.0
},
{
"p": 0.016403410583734512,
"m": 1.0
},
{
"p": 0.10394735634326935,
"m": 1.0
},
{
"p": 0.07265987247228622,
"m": 1.0
},
{
"p": 0.11711529642343521,
"m": 1.0
},
{
"p": 0.06519448757171631,
"m": 1.0
},
{
"p": 0.048297714442014694,
"m": 1.0
},
{
"p": 0.029700422659516335,
"m": 1.0
},
{
"p": 0.03734329342842102,
"m": 1.0
},
{
"p": 0.022017233073711395,
"m": 1.0
},
{
"p": 0.04785791039466858,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.5297756195068359,
"val_loss": 0.9288841485977173,
"acc": 69.79,
"time": 44.30800601200008,
"param": [
{
"p": 0.08834708482027054,
"m": 1.0
},
{
"p": 0.043625738471746445,
"m": 1.0
},
{
"p": 0.05703943967819214,
"m": 1.0
},
{
"p": 0.03476394712924957,
"m": 1.0
},
{
"p": 0.0336657278239727,
"m": 1.0
},
{
"p": 0.10133250802755356,
"m": 1.0
},
{
"p": 0.038570988923311234,
"m": 1.0
},
{
"p": 0.051214005798101425,
"m": 1.0
},
{
"p": 0.016935408115386963,
"m": 1.0
},
{
"p": 0.09431114047765732,
"m": 1.0
},
{
"p": 0.055125851184129715,
"m": 1.0
},
{
"p": 0.11258898675441742,
"m": 1.0
},
{
"p": 0.08404956758022308,
"m": 1.0
},
{
"p": 0.046137481927871704,
"m": 1.0
},
{
"p": 0.038513001054525375,
"m": 1.0
},
{
"p": 0.054514989256858826,
"m": 1.0
},
{
"p": 0.01814039796590805,
"m": 1.0
},
{
"p": 0.031123701483011246,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.5713515877723694,
"val_loss": 0.9252123832702637,
"acc": 70.63,
"time": 44.45698719599977,
"param": [
{
"p": 0.08368857204914093,
"m": 1.0
},
{
"p": 0.027437850832939148,
"m": 1.0
},
{
"p": 0.0634959414601326,
"m": 1.0
},
{
"p": 0.02383360080420971,
"m": 1.0
},
{
"p": 0.05251555144786835,
"m": 1.0
},
{
"p": 0.07229452580213547,
"m": 1.0
},
{
"p": 0.04673526808619499,
"m": 1.0
},
{
"p": 0.060111574828624725,
"m": 1.0
},
{
"p": 0.035619258880615234,
"m": 1.0
},
{
"p": 0.1004067063331604,
"m": 1.0
},
{
"p": 0.055475108325481415,
"m": 1.0
},
{
"p": 0.11737949401140213,
"m": 1.0
},
{
"p": 0.09227574616670609,
"m": 1.0
},
{
"p": 0.050375454127788544,
"m": 1.0
},
{
"p": 0.0321468822658062,
"m": 1.0
},
{
"p": 0.053613580763339996,
"m": 1.0
},
{
"p": 0.010908207856118679,
"m": 1.0
},
{
"p": 0.021686658263206482,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.6365277171134949,
"val_loss": 0.8376772403717041,
"acc": 70.16,
"time": 43.50584123099998,
"param": [
{
"p": 0.08279750496149063,
"m": 1.0
},
{
"p": 0.029363486915826797,
"m": 1.0
},
{
"p": 0.04717325419187546,
"m": 1.0
},
{
"p": 0.014902007766067982,
"m": 1.0
},
{
"p": 0.0741267129778862,
"m": 1.0
},
{
"p": 0.059224192053079605,
"m": 1.0
},
{
"p": 0.046766895800828934,
"m": 1.0
},
{
"p": 0.05517052114009857,
"m": 1.0
},
{
"p": 0.05227784067392349,
"m": 1.0
},
{
"p": 0.09934698045253754,
"m": 1.0
},
{
"p": 0.04125676304101944,
"m": 1.0
},
{
"p": 0.11318445950746536,
"m": 1.0
},
{
"p": 0.08844094723463058,
"m": 1.0
},
{
"p": 0.06496262550354004,
"m": 1.0
},
{
"p": 0.03160002827644348,
"m": 1.0
},
{
"p": 0.04171779751777649,
"m": 1.0
},
{
"p": 0.01680433377623558,
"m": 1.0
},
{
"p": 0.04088371992111206,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.7634705901145935,
"val_loss": 1.0602205991744995,
"acc": 70.38,
"time": 44.732878919000086,
"param": [
{
"p": 0.0782894417643547,
"m": 1.0
},
{
"p": 0.04953533783555031,
"m": 1.0
},
{
"p": 0.04242848604917526,
"m": 1.0
},
{
"p": 0.024216514080762863,
"m": 1.0
},
{
"p": 0.06970399618148804,
"m": 1.0
},
{
"p": 0.06948269158601761,
"m": 1.0
},
{
"p": 0.024679917842149734,
"m": 1.0
},
{
"p": 0.050816699862480164,
"m": 1.0
},
{
"p": 0.06068338453769684,
"m": 1.0
},
{
"p": 0.07182636857032776,
"m": 1.0
},
{
"p": 0.032802414149045944,
"m": 1.0
},
{
"p": 0.107815682888031,
"m": 1.0
},
{
"p": 0.06265892088413239,
"m": 1.0
},
{
"p": 0.06911363452672958,
"m": 1.0
},
{
"p": 0.04240082949399948,
"m": 1.0
},
{
"p": 0.06718118488788605,
"m": 1.0
},
{
"p": 0.026476502418518066,
"m": 1.0
},
{
"p": 0.04988803341984749,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 0.5426620244979858,
"val_loss": 1.0702375173568726,
"acc": 68.91,
"time": 44.36158131100001,
"param": [
{
"p": 0.0745222344994545,
"m": 1.0
},
{
"p": 0.05838792026042938,
"m": 1.0
},
{
"p": 0.06170548498630524,
"m": 1.0
},
{
"p": 0.04993068799376488,
"m": 1.0
},
{
"p": 0.05450506880879402,
"m": 1.0
},
{
"p": 0.05565447732806206,
"m": 1.0
},
{
"p": 0.00975235365331173,
"m": 1.0
},
{
"p": 0.03199657052755356,
"m": 1.0
},
{
"p": 0.04961104691028595,
"m": 1.0
},
{
"p": 0.07434844970703125,
"m": 1.0
},
{
"p": 0.03178677707910538,
"m": 1.0
},
{
"p": 0.11086191982030869,
"m": 1.0
},
{
"p": 0.05685955286026001,
"m": 1.0
},
{
"p": 0.06772520393133163,
"m": 1.0
},
{
"p": 0.031416311860084534,
"m": 1.0
},
{
"p": 0.09856054931879044,
"m": 1.0
},
{
"p": 0.03100924752652645,
"m": 1.0
},
{
"p": 0.051366060972213745,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.6032870411872864,
"val_loss": 0.892582893371582,
"acc": 69.66,
"time": 44.469486441999834,
"param": [
{
"p": 0.06717399507761002,
"m": 1.0
},
{
"p": 0.04731026664376259,
"m": 1.0
},
{
"p": 0.054973334074020386,
"m": 1.0
},
{
"p": 0.04870667681097984,
"m": 1.0
},
{
"p": 0.04149041324853897,
"m": 1.0
},
{
"p": 0.05570356547832489,
"m": 1.0
},
{
"p": 0.0016135899350047112,
"m": 1.0
},
{
"p": 0.03360522910952568,
"m": 1.0
},
{
"p": 0.033512014895677567,
"m": 1.0
},
{
"p": 0.08332306146621704,
"m": 1.0
},
{
"p": 0.02914446033537388,
"m": 1.0
},
{
"p": 0.12192777544260025,
"m": 1.0
},
{
"p": 0.07465960085391998,
"m": 1.0
},
{
"p": 0.0771782249212265,
"m": 1.0
},
{
"p": 0.015398196876049042,
"m": 1.0
},
{
"p": 0.10296633094549179,
"m": 1.0
},
{
"p": 0.05467632785439491,
"m": 1.0
},
{
"p": 0.056637007743120193,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.8502920269966125,
"val_loss": 1.0019371509552002,
"acc": 70.1,
"time": 44.15612183700023,
"param": [
{
"p": 0.08024795353412628,
"m": 1.0
},
{
"p": 0.03988369554281235,
"m": 1.0
},
{
"p": 0.06823994964361191,
"m": 1.0
},
{
"p": 0.03819083422422409,
"m": 1.0
},
{
"p": 0.03728369250893593,
"m": 1.0
},
{
"p": 0.06191311404109001,
"m": 1.0
},
{
"p": 0.004144949372857809,
"m": 1.0
},
{
"p": 0.0198763869702816,
"m": 1.0
},
{
"p": 0.026391038671135902,
"m": 1.0
},
{
"p": 0.07861462980508804,
"m": 1.0
},
{
"p": 0.03630291298031807,
"m": 1.0
},
{
"p": 0.12799598276615143,
"m": 1.0
},
{
"p": 0.08937086910009384,
"m": 1.0
},
{
"p": 0.07501531392335892,
"m": 1.0
},
{
"p": 0.00658505130559206,
"m": 1.0
},
{
"p": 0.08470098674297333,
"m": 1.0
},
{
"p": 0.06517907232046127,
"m": 1.0
},
{
"p": 0.06006363779306412,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.46066874265670776,
"val_loss": 1.090023159980774,
"acc": 70.46,
"time": 44.055822656000146,
"param": [
{
"p": 0.07381120324134827,
"m": 1.0
},
{
"p": 0.04627600312232971,
"m": 1.0
},
{
"p": 0.07636096328496933,
"m": 1.0
},
{
"p": 0.03307871147990227,
"m": 1.0
},
{
"p": 0.05123933404684067,
"m": 1.0
},
{
"p": 0.06726536154747009,
"m": 1.0
},
{
"p": 0.026595156639814377,
"m": 1.0
},
{
"p": 0.019717786461114883,
"m": 1.0
},
{
"p": 0.04527321830391884,
"m": 1.0
},
{
"p": 0.06958593428134918,
"m": 1.0
},
{
"p": 0.04437508061528206,
"m": 1.0
},
{
"p": 0.10670895874500275,
"m": 1.0
},
{
"p": 0.07994058728218079,
"m": 1.0
},
{
"p": 0.05520910769701004,
"m": 1.0
},
{
"p": 0.02754516899585724,
"m": 1.0
},
{
"p": 0.06955551356077194,
"m": 1.0
},
{
"p": 0.05436984822154045,
"m": 1.0
},
{
"p": 0.05309208855032921,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.723491907119751,
"val_loss": 0.9705132246017456,
"acc": 70.55,
"time": 44.19894818699959,
"param": [
{
"p": 0.07287149876356125,
"m": 1.0
},
{
"p": 0.04889867827296257,
"m": 1.0
},
{
"p": 0.07086558640003204,
"m": 1.0
},
{
"p": 0.04483151435852051,
"m": 1.0
},
{
"p": 0.05162130296230316,
"m": 1.0
},
{
"p": 0.06390757858753204,
"m": 1.0
},
{
"p": 0.03817266970872879,
"m": 1.0
},
{
"p": 0.022360369563102722,
"m": 1.0
},
{
"p": 0.05283757671713829,
"m": 1.0
},
{
"p": 0.05148359388113022,
"m": 1.0
},
{
"p": 0.04407993331551552,
"m": 1.0
},
{
"p": 0.10075177997350693,
"m": 1.0
},
{
"p": 0.07451274245977402,
"m": 1.0
},
{
"p": 0.03633999451994896,
"m": 1.0
},
{
"p": 0.062399040907621384,
"m": 1.0
},
{
"p": 0.05334924906492233,
"m": 1.0
},
{
"p": 0.05896308645606041,
"m": 1.0
},
{
"p": 0.05175381526350975,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.5259376168251038,
"val_loss": 0.8329805135726929,
"acc": 70.46,
"time": 44.0925113039998,
"param": [
{
"p": 0.08631300926208496,
"m": 1.0
},
{
"p": 0.040144067257642746,
"m": 1.0
},
{
"p": 0.051256950944662094,
"m": 1.0
},
{
"p": 0.04715574532747269,
"m": 1.0
},
{
"p": 0.06233235448598862,
"m": 1.0
},
{
"p": 0.08016831427812576,
"m": 1.0
},
{
"p": 0.03641984984278679,
"m": 1.0
},
{
"p": 0.04850446432828903,
"m": 1.0
},
{
"p": 0.05308622866868973,
"m": 1.0
},
{
"p": 0.03736910596489906,
"m": 1.0
},
{
"p": 0.043380461633205414,
"m": 1.0
},
{
"p": 0.0981144905090332,
"m": 1.0
},
{
"p": 0.07345105707645416,
"m": 1.0
},
{
"p": 0.033996738493442535,
"m": 1.0
},
{
"p": 0.05446930602192879,
"m": 1.0
},
{
"p": 0.045736826956272125,
"m": 1.0
},
{
"p": 0.05116261541843414,
"m": 1.0
},
{
"p": 0.05693837255239487,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.7075599431991577,
"val_loss": 0.8681820631027222,
"acc": 70.07,
"time": 44.27991726399978,
"param": [
{
"p": 0.09284763038158417,
"m": 1.0
},
{
"p": 0.0377078540623188,
"m": 1.0
},
{
"p": 0.05158403888344765,
"m": 1.0
},
{
"p": 0.050941985100507736,
"m": 1.0
},
{
"p": 0.06736242771148682,
"m": 1.0
},
{
"p": 0.07592372596263885,
"m": 1.0
},
{
"p": 0.04714551195502281,
"m": 1.0
},
{
"p": 0.06998439878225327,
"m": 1.0
},
{
"p": 0.03838182985782623,
"m": 1.0
},
{
"p": 0.04191906377673149,
"m": 1.0
},
{
"p": 0.04965491220355034,
"m": 1.0
},
{
"p": 0.10150816291570663,
"m": 1.0
},
{
"p": 0.07094752788543701,
"m": 1.0
},
{
"p": 0.04845578968524933,
"m": 1.0
},
{
"p": 0.0360870286822319,
"m": 1.0
},
{
"p": 0.05100395530462265,
"m": 1.0
},
{
"p": 0.02469043992459774,
"m": 1.0
},
{
"p": 0.043853577226400375,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.6670708060264587,
"val_loss": 0.8577938079833984,
"acc": 70.33,
"time": 45.25961658999995,
"param": [
{
"p": 0.09829288721084595,
"m": 1.0
},
{
"p": 0.03680571913719177,
"m": 1.0
},
{
"p": 0.041937317699193954,
"m": 1.0
},
{
"p": 0.04572340101003647,
"m": 1.0
},
{
"p": 0.07145608216524124,
"m": 1.0
},
{
"p": 0.053478993475437164,
"m": 1.0
},
{
"p": 0.03108826093375683,
"m": 1.0
},
{
"p": 0.07139226794242859,
"m": 1.0
},
{
"p": 0.051301196217536926,
"m": 1.0
},
{
"p": 0.05257010832428932,
"m": 1.0
},
{
"p": 0.06583837419748306,
"m": 1.0
},
{
"p": 0.09766603261232376,
"m": 1.0
},
{
"p": 0.07322154939174652,
"m": 1.0
},
{
"p": 0.06017433479428291,
"m": 1.0
},
{
"p": 0.03970732539892197,
"m": 1.0
},
{
"p": 0.06238337233662605,
"m": 1.0
},
{
"p": 0.01860908605158329,
"m": 1.0
},
{
"p": 0.02835364267230034,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.6810430288314819,
"val_loss": 1.1954830884933472,
"acc": 70.71,
"time": 44.57470060200012,
"param": [
{
"p": 0.10208089649677277,
"m": 1.0
},
{
"p": 0.0451221764087677,
"m": 1.0
},
{
"p": 0.049416106194257736,
"m": 1.0
},
{
"p": 0.04048263281583786,
"m": 1.0
},
{
"p": 0.06270070374011993,
"m": 1.0
},
{
"p": 0.05423995107412338,
"m": 1.0
},
{
"p": 0.015334841795265675,
"m": 1.0
},
{
"p": 0.07040943205356598,
"m": 1.0
},
{
"p": 0.05211927741765976,
"m": 1.0
},
{
"p": 0.05115800350904465,
"m": 1.0
},
{
"p": 0.0700812041759491,
"m": 1.0
},
{
"p": 0.11541807651519775,
"m": 1.0
},
{
"p": 0.06849611550569534,
"m": 1.0
},
{
"p": 0.05727459117770195,
"m": 1.0
},
{
"p": 0.034292373806238174,
"m": 1.0
},
{
"p": 0.06140415742993355,
"m": 1.0
},
{
"p": 0.022054627537727356,
"m": 1.0
},
{
"p": 0.02791486494243145,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.5724794268608093,
"val_loss": 0.8608470559120178,
"acc": 70.89,
"time": 44.18349873099987,
"param": [
{
"p": 0.11578699201345444,
"m": 1.0
},
{
"p": 0.02960137277841568,
"m": 1.0
},
{
"p": 0.0634143203496933,
"m": 1.0
},
{
"p": 0.02315009944140911,
"m": 1.0
},
{
"p": 0.04812120646238327,
"m": 1.0
},
{
"p": 0.08194397389888763,
"m": 1.0
},
{
"p": 0.017477672547101974,
"m": 1.0
},
{
"p": 0.049694281071424484,
"m": 1.0
},
{
"p": 0.02494165301322937,
"m": 1.0
},
{
"p": 0.051180098205804825,
"m": 1.0
},
{
"p": 0.06680456548929214,
"m": 1.0
},
{
"p": 0.15426713228225708,
"m": 1.0
},
{
"p": 0.07399005442857742,
"m": 1.0
},
{
"p": 0.06766296178102493,
"m": 1.0
},
{
"p": 0.01704929955303669,
"m": 1.0
},
{
"p": 0.06102793291211128,
"m": 1.0
},
{
"p": 0.04047825559973717,
"m": 1.0
},
{
"p": 0.013408164493739605,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.6132568717002869,
"val_loss": 0.8443673253059387,
"acc": 70.27,
"time": 44.35597518099985,
"param": [
{
"p": 0.14680737257003784,
"m": 1.0
},
{
"p": 0.026257216930389404,
"m": 1.0
},
{
"p": 0.03652709722518921,
"m": 1.0
},
{
"p": 0.02183366008102894,
"m": 1.0
},
{
"p": 0.0013352488167583942,
"m": 1.0
},
{
"p": 0.08381394296884537,
"m": 1.0
},
{
"p": 0.0003112860140390694,
"m": 1.0
},
{
"p": 0.0249638594686985,
"m": 1.0
},
{
"p": 0.020628297701478004,
"m": 1.0
},
{
"p": 0.0680864155292511,
"m": 1.0
},
{
"p": 0.08764167875051498,
"m": 1.0
},
{
"p": 0.21089637279510498,
"m": 1.0
},
{
"p": 0.09445492178201675,
"m": 1.0
},
{
"p": 0.06543585658073425,
"m": 1.0
},
{
"p": 0.030756477266550064,
"m": 1.0
},
{
"p": 0.05709870532155037,
"m": 1.0
},
{
"p": 0.023151658475399017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.5652434229850769,
"val_loss": 0.9614477753639221,
"acc": 70.51,
"time": 44.36076142899992,
"param": [
{
"p": 0.15678845345973969,
"m": 1.0
},
{
"p": 0.0529370978474617,
"m": 1.0
},
{
"p": 0.008195645175874233,
"m": 1.0
},
{
"p": 0.01337320264428854,
"m": 1.0
},
{
"p": 0.0210017878562212,
"m": 1.0
},
{
"p": 0.0625750944018364,
"m": 1.0
},
{
"p": 0.013239771127700806,
"m": 1.0
},
{
"p": 0.006473559886217117,
"m": 1.0
},
{
"p": 0.010927822440862656,
"m": 1.0
},
{
"p": 0.0760202407836914,
"m": 1.0
},
{
"p": 0.06967136263847351,
"m": 1.0
},
{
"p": 0.21797657012939453,
"m": 1.0
},
{
"p": 0.10870692133903503,
"m": 1.0
},
{
"p": 0.05445900559425354,
"m": 1.0
},
{
"p": 0.05921941623091698,
"m": 1.0
},
{
"p": 0.04591105505824089,
"m": 1.0
},
{
"p": 0.004241317510604858,
"m": 1.0
},
{
"p": 0.018281714990735054,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.45921939611434937,
"val_loss": 0.9345647096633911,
"acc": 69.73,
"time": 44.52543272099956,
"param": [
{
"p": 0.1248929426074028,
"m": 1.0
},
{
"p": 0.05810846388339996,
"m": 1.0
},
{
"p": 0.011390059255063534,
"m": 1.0
},
{
"p": 0.026574451476335526,
"m": 1.0
},
{
"p": 0.02540845423936844,
"m": 1.0
},
{
"p": 0.047559984028339386,
"m": 1.0
},
{
"p": 0.04026037082076073,
"m": 1.0
},
{
"p": 0.022368894889950752,
"m": 1.0
},
{
"p": 0.027971701696515083,
"m": 1.0
},
{
"p": 0.05882884934544563,
"m": 1.0
},
{
"p": 0.03932216390967369,
"m": 1.0
},
{
"p": 0.19055737555027008,
"m": 1.0
},
{
"p": 0.10774620622396469,
"m": 1.0
},
{
"p": 0.04391612112522125,
"m": 1.0
},
{
"p": 0.06587124615907669,
"m": 1.0
},
{
"p": 0.04555503651499748,
"m": 1.0
},
{
"p": 0.010917052626609802,
"m": 1.0
},
{
"p": 0.05275062844157219,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.43520209193229675,
"val_loss": 0.949463427066803,
"acc": 70.68,
"time": 44.05228838700032,
"param": [
{
"p": 0.09901297837495804,
"m": 1.0
},
{
"p": 0.04834465682506561,
"m": 1.0
},
{
"p": 0.057281430810689926,
"m": 1.0
},
{
"p": 0.047589559108018875,
"m": 1.0
},
{
"p": 0.0369206927716732,
"m": 1.0
},
{
"p": 0.05318685621023178,
"m": 1.0
},
{
"p": 0.04383747652173042,
"m": 1.0
},
{
"p": 0.04119405150413513,
"m": 1.0
},
{
"p": 0.04359683766961098,
"m": 1.0
},
{
"p": 0.04617268219590187,
"m": 1.0
},
{
"p": 0.01984127052128315,
"m": 1.0
},
{
"p": 0.15842214226722717,
"m": 1.0
},
{
"p": 0.09478676319122314,
"m": 1.0
},
{
"p": 0.046035464853048325,
"m": 1.0
},
{
"p": 0.05321679636836052,
"m": 1.0
},
{
"p": 0.04490617662668228,
"m": 1.0
},
{
"p": 0.01247485913336277,
"m": 1.0
},
{
"p": 0.053179290145635605,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.6668380498886108,
"val_loss": 1.1005350351333618,
"acc": 69.85,
"time": 43.939143717000206,
"param": [
{
"p": 0.09096363186836243,
"m": 1.0
},
{
"p": 0.03156479075551033,
"m": 1.0
},
{
"p": 0.06458322703838348,
"m": 1.0
},
{
"p": 0.06134143844246864,
"m": 1.0
},
{
"p": 0.06034867465496063,
"m": 1.0
},
{
"p": 0.07133705914020538,
"m": 1.0
},
{
"p": 0.04079137742519379,
"m": 1.0
},
{
"p": 0.025804992765188217,
"m": 1.0
},
{
"p": 0.04588870704174042,
"m": 1.0
},
{
"p": 0.05599687620997429,
"m": 1.0
},
{
"p": 0.0014645407209172845,
"m": 1.0
},
{
"p": 0.15139833092689514,
"m": 1.0
},
{
"p": 0.08891013264656067,
"m": 1.0
},
{
"p": 0.06222829595208168,
"m": 1.0
},
{
"p": 0.03586200997233391,
"m": 1.0
},
{
"p": 0.06764034926891327,
"m": 1.0
},
{
"p": 0.018106937408447266,
"m": 1.0
},
{
"p": 0.025768710300326347,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.6276628971099854,
"val_loss": 0.7707921862602234,
"acc": 70.24,
"time": 44.29165891399998,
"param": [
{
"p": 0.07835274934768677,
"m": 1.0
},
{
"p": 0.041251443326473236,
"m": 1.0
},
{
"p": 0.0516221784055233,
"m": 1.0
},
{
"p": 0.04813492298126221,
"m": 1.0
},
{
"p": 0.0677836611866951,
"m": 1.0
},
{
"p": 0.07895108312368393,
"m": 1.0
},
{
"p": 0.03301554173231125,
"m": 1.0
},
{
"p": 0.022577133029699326,
"m": 1.0
},
{
"p": 0.03303530812263489,
"m": 1.0
},
{
"p": 0.07137418538331985,
"m": 1.0
},
{
"p": 0.0016281161224469543,
"m": 1.0
},
{
"p": 0.15764228999614716,
"m": 1.0
},
{
"p": 0.08825752139091492,
"m": 1.0
},
{
"p": 0.08310984820127487,
"m": 1.0
},
{
"p": 0.02037915773689747,
"m": 1.0
},
{
"p": 0.08603712916374207,
"m": 1.0
},
{
"p": 0.030359983444213867,
"m": 1.0
},
{
"p": 0.006487863138318062,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.6704573631286621,
"val_loss": 1.0137473344802856,
"acc": 69.9,
"time": 44.303952309000124,
"param": [
{
"p": 0.07360183447599411,
"m": 1.0
},
{
"p": 0.05775119364261627,
"m": 1.0
},
{
"p": 0.02520144172012806,
"m": 1.0
},
{
"p": 0.042070046067237854,
"m": 1.0
},
{
"p": 0.06539272516965866,
"m": 1.0
},
{
"p": 0.0685417428612709,
"m": 1.0
},
{
"p": 0.024571208283305168,
"m": 1.0
},
{
"p": 0.04159460961818695,
"m": 1.0
},
{
"p": 0.04106566682457924,
"m": 1.0
},
{
"p": 0.07292964309453964,
"m": 1.0
},
{
"p": 0.021726619452238083,
"m": 1.0
},
{
"p": 0.13975980877876282,
"m": 1.0
},
{
"p": 0.09317708760499954,
"m": 1.0
},
{
"p": 0.0764082819223404,
"m": 1.0
},
{
"p": 0.023730166256427765,
"m": 1.0
},
{
"p": 0.09212830662727356,
"m": 1.0
},
{
"p": 0.040349625051021576,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.5313616394996643,
"val_loss": 0.9363587498664856,
"acc": 70.52,
"time": 44.318504304999806,
"param": [
{
"p": 0.07550866901874542,
"m": 1.0
},
{
"p": 0.03170017525553703,
"m": 1.0
},
{
"p": 0.02240327000617981,
"m": 1.0
},
{
"p": 0.043181411921978,
"m": 1.0
},
{
"p": 0.06097017228603363,
"m": 1.0
},
{
"p": 0.054032836109399796,
"m": 1.0
},
{
"p": 0.028128907084465027,
"m": 1.0
},
{
"p": 0.0507519468665123,
"m": 1.0
},
{
"p": 0.04630522429943085,
"m": 1.0
},
{
"p": 0.06527054309844971,
"m": 1.0
},
{
"p": 0.041252657771110535,
"m": 1.0
},
{
"p": 0.12278195470571518,
"m": 1.0
},
{
"p": 0.09766975045204163,
"m": 1.0
},
{
"p": 0.06628607958555222,
"m": 1.0
},
{
"p": 0.02713414840400219,
"m": 1.0
},
{
"p": 0.09947457909584045,
"m": 1.0
},
{
"p": 0.05715060606598854,
"m": 1.0
},
{
"p": 0.009997069835662842,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.5652273297309875,
"val_loss": 0.917716383934021,
"acc": 70.57,
"time": 44.248928831000285,
"param": [
{
"p": 0.08194207400083542,
"m": 1.0
},
{
"p": 0.04468652233481407,
"m": 1.0
},
{
"p": 0.04065985977649689,
"m": 1.0
},
{
"p": 0.03527611121535301,
"m": 1.0
},
{
"p": 0.05187106877565384,
"m": 1.0
},
{
"p": 0.025735031813383102,
"m": 1.0
},
{
"p": 0.03594553470611572,
"m": 1.0
},
{
"p": 0.05481097102165222,
"m": 1.0
},
{
"p": 0.02949858456850052,
"m": 1.0
},
{
"p": 0.050090640783309937,
"m": 1.0
},
{
"p": 0.0368325412273407,
"m": 1.0
},
{
"p": 0.10706152021884918,
"m": 1.0
},
{
"p": 0.09505689889192581,
"m": 1.0
},
{
"p": 0.08363531529903412,
"m": 1.0
},
{
"p": 0.047047387808561325,
"m": 1.0
},
{
"p": 0.10131500661373138,
"m": 1.0
},
{
"p": 0.04595308378338814,
"m": 1.0
},
{
"p": 0.03258184716105461,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.5812044143676758,
"val_loss": 1.036210298538208,
"acc": 71.29,
"time": 44.312969717000215,
"param": [
{
"p": 0.08478107303380966,
"m": 1.0
},
{
"p": 0.03274448215961456,
"m": 1.0
},
{
"p": 0.044283054769039154,
"m": 1.0
},
{
"p": 0.01769363507628441,
"m": 1.0
},
{
"p": 0.05096448212862015,
"m": 1.0
},
{
"p": 0.013362233527004719,
"m": 1.0
},
{
"p": 0.04775797575712204,
"m": 1.0
},
{
"p": 0.06458503752946854,
"m": 1.0
},
{
"p": 0.02687186747789383,
"m": 1.0
},
{
"p": 0.04666291922330856,
"m": 1.0
},
{
"p": 0.030578216537833214,
"m": 1.0
},
{
"p": 0.10555927455425262,
"m": 1.0
},
{
"p": 0.09644156694412231,
"m": 1.0
},
{
"p": 0.08901415765285492,
"m": 1.0
},
{
"p": 0.04903494194149971,
"m": 1.0
},
{
"p": 0.09764889627695084,
"m": 1.0
},
{
"p": 0.04314447566866875,
"m": 1.0
},
{
"p": 0.05887170135974884,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.4588814675807953,
"val_loss": 0.9725897312164307,
"acc": 70.23,
"time": 44.25679073499987,
"param": [
{
"p": 0.07921299338340759,
"m": 1.0
},
{
"p": 0.032616324722766876,
"m": 1.0
},
{
"p": 0.05278507620096207,
"m": 1.0
},
{
"p": 0.03154168277978897,
"m": 1.0
},
{
"p": 0.028048809617757797,
"m": 1.0
},
{
"p": 0.03517654165625572,
"m": 1.0
},
{
"p": 0.045467112213373184,
"m": 1.0
},
{
"p": 0.056783273816108704,
"m": 1.0
},
{
"p": 0.043362148106098175,
"m": 1.0
},
{
"p": 0.05130032077431679,
"m": 1.0
},
{
"p": 0.022573284804821014,
"m": 1.0
},
{
"p": 0.09469693154096603,
"m": 1.0
},
{
"p": 0.09392458200454712,
"m": 1.0
},
{
"p": 0.07950752228498459,
"m": 1.0
},
{
"p": 0.05758456513285637,
"m": 1.0
},
{
"p": 0.09337533265352249,
"m": 1.0
},
{
"p": 0.037435438483953476,
"m": 1.0
},
{
"p": 0.06460809707641602,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.4925660490989685,
"val_loss": 0.9589463472366333,
"acc": 70.08,
"time": 44.48163339800021,
"param": [
{
"p": 0.08317239582538605,
"m": 1.0
},
{
"p": 0.02906639873981476,
"m": 1.0
},
{
"p": 0.06957594305276871,
"m": 1.0
},
{
"p": 0.03865174576640129,
"m": 1.0
},
{
"p": 0.022211406379938126,
"m": 1.0
},
{
"p": 0.06609572470188141,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07402900606393814,
"m": 1.0
},
{
"p": 0.04761907085776329,
"m": 1.0
},
{
"p": 0.06754294037818909,
"m": 1.0
},
{
"p": 0.01755385659635067,
"m": 1.0
},
{
"p": 0.09965109080076218,
"m": 1.0
},
{
"p": 0.08694004267454147,
"m": 1.0
},
{
"p": 0.06970205903053284,
"m": 1.0
},
{
"p": 0.0531768873333931,
"m": 1.0
},
{
"p": 0.11455364525318146,
"m": 1.0
},
{
"p": 0.027073455974459648,
"m": 1.0
},
{
"p": 0.03338431939482689,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.577729344367981,
"val_loss": 0.9773002862930298,
"acc": 70.78,
"time": 44.161402454999916,
"param": [
{
"p": 0.07895641028881073,
"m": 1.0
},
{
"p": 0.025900548323988914,
"m": 1.0
},
{
"p": 0.052768852561712265,
"m": 1.0
},
{
"p": 0.05420416593551636,
"m": 1.0
},
{
"p": 0.0549515001475811,
"m": 1.0
},
{
"p": 0.06678882241249084,
"m": 1.0
},
{
"p": 0.011941829696297646,
"m": 1.0
},
{
"p": 0.0858500748872757,
"m": 1.0
},
{
"p": 0.05465474724769592,
"m": 1.0
},
{
"p": 0.07006458193063736,
"m": 1.0
},
{
"p": 0.036699410527944565,
"m": 1.0
},
{
"p": 0.0849134624004364,
"m": 1.0
},
{
"p": 0.07871173322200775,
"m": 1.0
},
{
"p": 0.057466208934783936,
"m": 1.0
},
{
"p": 0.025121642276644707,
"m": 1.0
},
{
"p": 0.11869829893112183,
"m": 1.0
},
{
"p": 0.02498573809862137,
"m": 1.0
},
{
"p": 0.01732196845114231,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.6355866193771362,
"val_loss": 0.9007306098937988,
"acc": 70.67,
"time": 43.92060802800006,
"param": [
{
"p": 0.07273245602846146,
"m": 1.0
},
{
"p": 0.0209597609937191,
"m": 1.0
},
{
"p": 0.039502497762441635,
"m": 1.0
},
{
"p": 0.048123203217983246,
"m": 1.0
},
{
"p": 0.07643040269613266,
"m": 1.0
},
{
"p": 0.04786276817321777,
"m": 1.0
},
{
"p": 0.05051129683852196,
"m": 1.0
},
{
"p": 0.08781677484512329,
"m": 1.0
},
{
"p": 0.047926876693964005,
"m": 1.0
},
{
"p": 0.07194364815950394,
"m": 1.0
},
{
"p": 0.04754972085356712,
"m": 1.0
},
{
"p": 0.06034252420067787,
"m": 1.0
},
{
"p": 0.06971532106399536,
"m": 1.0
},
{
"p": 0.07372789829969406,
"m": 1.0
},
{
"p": 0.015145800076425076,
"m": 1.0
},
{
"p": 0.10319473594427109,
"m": 1.0
},
{
"p": 0.042057834565639496,
"m": 1.0
},
{
"p": 0.024456391111016273,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.5661218762397766,
"val_loss": 0.9597166776657104,
"acc": 70.64,
"time": 44.402497791000314,
"param": [
{
"p": 0.07348287105560303,
"m": 1.0
},
{
"p": 0.03389328345656395,
"m": 1.0
},
{
"p": 0.054151345044374466,
"m": 1.0
},
{
"p": 0.03644971176981926,
"m": 1.0
},
{
"p": 0.05817759782075882,
"m": 1.0
},
{
"p": 0.051767587661743164,
"m": 1.0
},
{
"p": 0.08761979639530182,
"m": 1.0
},
{
"p": 0.08174782246351242,
"m": 1.0
},
{
"p": 0.03192225098609924,
"m": 1.0
},
{
"p": 0.0727919340133667,
"m": 1.0
},
{
"p": 0.04220179095864296,
"m": 1.0
},
{
"p": 0.06391476094722748,
"m": 1.0
},
{
"p": 0.07020425796508789,
"m": 1.0
},
{
"p": 0.06279347091913223,
"m": 1.0
},
{
"p": 8.212683314923197e-05,
"m": 1.0
},
{
"p": 0.0786040648818016,
"m": 1.0
},
{
"p": 0.06208134442567825,
"m": 1.0
},
{
"p": 0.03811400383710861,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.7393395900726318,
"val_loss": 0.8316108584403992,
"acc": 69.7,
"time": 44.442662771999494,
"param": [
{
"p": 0.08041555434465408,
"m": 1.0
},
{
"p": 0.067125603556633,
"m": 1.0
},
{
"p": 0.06502074748277664,
"m": 1.0
},
{
"p": 0.02599288895726204,
"m": 1.0
},
{
"p": 0.05615558102726936,
"m": 1.0
},
{
"p": 0.07312463223934174,
"m": 1.0
},
{
"p": 0.08376366645097733,
"m": 1.0
},
{
"p": 0.0751907080411911,
"m": 1.0
},
{
"p": 0.020342370495200157,
"m": 1.0
},
{
"p": 0.07589788734912872,
"m": 1.0
},
{
"p": 0.034075040370225906,
"m": 1.0
},
{
"p": 0.07844381779432297,
"m": 1.0
},
{
"p": 0.0569806843996048,
"m": 1.0
},
{
"p": 0.04727231338620186,
"m": 1.0
},
{
"p": 0.01668393425643444,
"m": 1.0
},
{
"p": 0.06338188797235489,
"m": 1.0
},
{
"p": 0.0363551490008831,
"m": 1.0
},
{
"p": 0.04377753660082817,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.5011223554611206,
"val_loss": 0.9407004714012146,
"acc": 70.75,
"time": 44.438881934000165,
"param": [
{
"p": 0.08276043087244034,
"m": 1.0
},
{
"p": 0.08196709305047989,
"m": 1.0
},
{
"p": 0.0618676096200943,
"m": 1.0
},
{
"p": 0.03701350837945938,
"m": 1.0
},
{
"p": 0.04699413478374481,
"m": 1.0
},
{
"p": 0.09039223194122314,
"m": 1.0
},
{
"p": 0.061907682567834854,
"m": 1.0
},
{
"p": 0.06708468496799469,
"m": 1.0
},
{
"p": 0.011760896071791649,
"m": 1.0
},
{
"p": 0.07610803097486496,
"m": 1.0
},
{
"p": 0.02795613743364811,
"m": 1.0
},
{
"p": 0.07837311178445816,
"m": 1.0
},
{
"p": 0.06075890734791756,
"m": 1.0
},
{
"p": 0.051583390682935715,
"m": 1.0
},
{
"p": 0.044247958809137344,
"m": 1.0
},
{
"p": 0.058485109359025955,
"m": 1.0
},
{
"p": 0.01535832230001688,
"m": 1.0
},
{
"p": 0.04538068175315857,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.5944491624832153,
"val_loss": 0.90716952085495,
"acc": 70.33,
"time": 44.454396778000046,
"param": [
{
"p": 0.07210024446249008,
"m": 1.0
},
{
"p": 0.06636727601289749,
"m": 1.0
},
{
"p": 0.06625606119632721,
"m": 1.0
},
{
"p": 0.0487402006983757,
"m": 1.0
},
{
"p": 0.036296747624874115,
"m": 1.0
},
{
"p": 0.0860779732465744,
"m": 1.0
},
{
"p": 0.04787594825029373,
"m": 1.0
},
{
"p": 0.05605465546250343,
"m": 1.0
},
{
"p": 0.01999233290553093,
"m": 1.0
},
{
"p": 0.08695264160633087,
"m": 1.0
},
{
"p": 0.03048625774681568,
"m": 1.0
},
{
"p": 0.07188276201486588,
"m": 1.0
},
{
"p": 0.07245474308729172,
"m": 1.0
},
{
"p": 0.046766940504312515,
"m": 1.0
},
{
"p": 0.04697759076952934,
"m": 1.0
},
{
"p": 0.07152588665485382,
"m": 1.0
},
{
"p": 0.017610976472496986,
"m": 1.0
},
{
"p": 0.055580757558345795,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.4947529435157776,
"val_loss": 1.0519177913665771,
"acc": 70.38,
"time": 44.36060257600002,
"param": [
{
"p": 0.06619717180728912,
"m": 1.0
},
{
"p": 0.054021045565605164,
"m": 1.0
},
{
"p": 0.0479297935962677,
"m": 1.0
},
{
"p": 0.054915037006139755,
"m": 1.0
},
{
"p": 0.018314464017748833,
"m": 1.0
},
{
"p": 0.0725267305970192,
"m": 1.0
},
{
"p": 0.04084688052535057,
"m": 1.0
},
{
"p": 0.07192456722259521,
"m": 1.0
},
{
"p": 0.015978267416357994,
"m": 1.0
},
{
"p": 0.09036244451999664,
"m": 1.0
},
{
"p": 0.024396805092692375,
"m": 1.0
},
{
"p": 0.073130764067173,
"m": 1.0
},
{
"p": 0.08399756252765656,
"m": 1.0
},
{
"p": 0.04650389775633812,
"m": 1.0
},
{
"p": 0.03807252272963524,
"m": 1.0
},
{
"p": 0.10472593456506729,
"m": 1.0
},
{
"p": 0.02847949229180813,
"m": 1.0
},
{
"p": 0.06767656654119492,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.5360884070396423,
"val_loss": 1.0677014589309692,
"acc": 70.74,
"time": 44.44019104600011,
"param": [
{
"p": 0.05430202931165695,
"m": 1.0
},
{
"p": 0.04670904204249382,
"m": 1.0
},
{
"p": 0.020943408831954002,
"m": 1.0
},
{
"p": 0.06227552890777588,
"m": 1.0
},
{
"p": 0.04357290640473366,
"m": 1.0
},
{
"p": 0.041049838066101074,
"m": 1.0
},
{
"p": 0.03706149011850357,
"m": 1.0
},
{
"p": 0.07700041681528091,
"m": 1.0
},
{
"p": 0.020926201716065407,
"m": 1.0
},
{
"p": 0.07963211834430695,
"m": 1.0
},
{
"p": 0.02287239581346512,
"m": 1.0
},
{
"p": 0.07704006880521774,
"m": 1.0
},
{
"p": 0.08116810768842697,
"m": 1.0
},
{
"p": 0.04239631071686745,
"m": 1.0
},
{
"p": 0.04429365321993828,
"m": 1.0
},
{
"p": 0.12177814543247223,
"m": 1.0
},
{
"p": 0.05309474095702171,
"m": 1.0
},
{
"p": 0.07388363033533096,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.3613360524177551,
"val_loss": 0.8943832516670227,
"acc": 71.25,
"time": 44.46550715000012,
"param": [
{
"p": 0.049600716680288315,
"m": 1.0
},
{
"p": 0.022641628980636597,
"m": 1.0
},
{
"p": 0.018774310126900673,
"m": 1.0
},
{
"p": 0.04667799174785614,
"m": 1.0
},
{
"p": 0.049243729561567307,
"m": 1.0
},
{
"p": 0.03068658336997032,
"m": 1.0
},
{
"p": 0.02391595020890236,
"m": 1.0
},
{
"p": 0.07761069387197495,
"m": 1.0
},
{
"p": 0.020326420664787292,
"m": 1.0
},
{
"p": 0.07797509431838989,
"m": 1.0
},
{
"p": 0.01226692833006382,
"m": 1.0
},
{
"p": 0.09404841810464859,
"m": 1.0
},
{
"p": 0.09271371364593506,
"m": 1.0
},
{
"p": 0.03835509717464447,
"m": 1.0
},
{
"p": 0.06937307119369507,
"m": 1.0
},
{
"p": 0.1551199108362198,
"m": 1.0
},
{
"p": 0.06480294466018677,
"m": 1.0
},
{
"p": 0.05586675554513931,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.4054274559020996,
"val_loss": 1.0093284845352173,
"acc": 70.82,
"time": 44.33465520400023,
"param": [
{
"p": 0.04554646834731102,
"m": 1.0
},
{
"p": 0.01625679060816765,
"m": 1.0
},
{
"p": 0.052072569727897644,
"m": 1.0
},
{
"p": 0.0015082431491464376,
"m": 1.0
},
{
"p": 0.026079798117280006,
"m": 1.0
},
{
"p": 0.03867076709866524,
"m": 1.0
},
{
"p": 0.04997026175260544,
"m": 1.0
},
{
"p": 0.05572602525353432,
"m": 1.0
},
{
"p": 0.036243584007024765,
"m": 1.0
},
{
"p": 0.07015015184879303,
"m": 1.0
},
{
"p": 0.029596436768770218,
"m": 1.0
},
{
"p": 0.09463156759738922,
"m": 1.0
},
{
"p": 0.10334956645965576,
"m": 1.0
},
{
"p": 0.0483974926173687,
"m": 1.0
},
{
"p": 0.08528601378202438,
"m": 1.0
},
{
"p": 0.15413618087768555,
"m": 1.0
},
{
"p": 0.04947948083281517,
"m": 1.0
},
{
"p": 0.042898595333099365,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.4837689995765686,
"val_loss": 0.9075750708580017,
"acc": 70.5,
"time": 44.50519182299922,
"param": [
{
"p": 0.05000206083059311,
"m": 1.0
},
{
"p": 0.027356814593076706,
"m": 1.0
},
{
"p": 0.06948752701282501,
"m": 1.0
},
{
"p": 0.0010867230594158173,
"m": 1.0
},
{
"p": 0.00787152536213398,
"m": 1.0
},
{
"p": 0.05750146135687828,
"m": 1.0
},
{
"p": 0.05903780832886696,
"m": 1.0
},
{
"p": 0.030975909903645515,
"m": 1.0
},
{
"p": 0.04380033165216446,
"m": 1.0
},
{
"p": 0.060869086533784866,
"m": 1.0
},
{
"p": 0.04135363921523094,
"m": 1.0
},
{
"p": 0.09830548614263535,
"m": 1.0
},
{
"p": 0.10115589201450348,
"m": 1.0
},
{
"p": 0.07161541283130646,
"m": 1.0
},
{
"p": 0.07075366377830505,
"m": 1.0
},
{
"p": 0.13257448375225067,
"m": 1.0
},
{
"p": 0.04118584468960762,
"m": 1.0
},
{
"p": 0.03506626933813095,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.5681532621383667,
"val_loss": 0.8682019114494324,
"acc": 71.09,
"time": 44.51811979200011,
"param": [
{
"p": 0.03997184336185455,
"m": 1.0
},
{
"p": 0.06086098030209541,
"m": 1.0
},
{
"p": 0.02504541538655758,
"m": 1.0
},
{
"p": 0.027880242094397545,
"m": 1.0
},
{
"p": 0.03490016609430313,
"m": 1.0
},
{
"p": 0.054683443158864975,
"m": 1.0
},
{
"p": 0.07074624300003052,
"m": 1.0
},
{
"p": 0.024557212367653847,
"m": 1.0
},
{
"p": 0.035114627331495285,
"m": 1.0
},
{
"p": 0.06170438975095749,
"m": 1.0
},
{
"p": 0.0349266491830349,
"m": 1.0
},
{
"p": 0.1092706099152565,
"m": 1.0
},
{
"p": 0.0926421731710434,
"m": 1.0
},
{
"p": 0.08347982913255692,
"m": 1.0
},
{
"p": 0.049215786159038544,
"m": 1.0
},
{
"p": 0.11659088730812073,
"m": 1.0
},
{
"p": 0.040442124009132385,
"m": 1.0
},
{
"p": 0.03796739503741264,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.715341329574585,
"val_loss": 0.9349293112754822,
"acc": 70.58,
"time": 44.38032889900023,
"param": [
{
"p": 0.037993937730789185,
"m": 1.0
},
{
"p": 0.059499531984329224,
"m": 1.0
},
{
"p": 0.026515470817685127,
"m": 1.0
},
{
"p": 0.05113951861858368,
"m": 1.0
},
{
"p": 0.07567358762025833,
"m": 1.0
},
{
"p": 0.04780353978276253,
"m": 1.0
},
{
"p": 0.05673094093799591,
"m": 1.0
},
{
"p": 0.03753427043557167,
"m": 1.0
},
{
"p": 0.04049702361226082,
"m": 1.0
},
{
"p": 0.05320257693529129,
"m": 1.0
},
{
"p": 0.03537329286336899,
"m": 1.0
},
{
"p": 0.1165655180811882,
"m": 1.0
},
{
"p": 0.08878438174724579,
"m": 1.0
},
{
"p": 0.07485384494066238,
"m": 1.0
},
{
"p": 0.014992009848356247,
"m": 1.0
},
{
"p": 0.10880716890096664,
"m": 1.0
},
{
"p": 0.046294018626213074,
"m": 1.0
},
{
"p": 0.027739286422729492,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink