AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-200 epochs (dataug:0)- 1 in_it.json
Harle, Antoine (Contracteur) 2ee8022c2f Augmented Dataset fonctionnel
2019-12-04 12:28:32 -05:00

13026 lines
No EOL
210 KiB
JSON
Raw Blame History

{
"Accuracy": 75.45,
"Time": [
118.15130038612988,
1.3870058325416306
],
"Device": "GeForce GTX 1080 Ti",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.4439187049865723,
"val_loss": 2.2820303440093994,
"acc": 10.41,
"time": 114.74723388800001,
"param": [
{
"p": 0.0841156393289566,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1111513152718544,
"m": 1.0
},
{
"p": 0.10118982195854187,
"m": 1.0
},
{
"p": 0.04849178344011307,
"m": 1.0
},
{
"p": 0.04393131285905838,
"m": 1.0
},
{
"p": 0.14691388607025146,
"m": 0.9945368766784668
},
{
"p": 0.1073387861251831,
"m": 1.0
},
{
"p": 0.07620185613632202,
"m": 0.9853640794754028
},
{
"p": 0.10336051881313324,
"m": 1.0
},
{
"p": 0.12076054513454437,
"m": 1.0
},
{
"p": 0.04563278332352638,
"m": 0.9984434843063354
},
{
"p": 0.008798784576356411,
"m": 1.0
},
{
"p": 0.0021130391396582127,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.24479603767395,
"val_loss": 2.1439127922058105,
"acc": 22.97,
"time": 118.101620136,
"param": [
{
"p": 0.08415773510932922,
"m": 1.0
},
{
"p": 0.045376621186733246,
"m": 1.0
},
{
"p": 0.10219830274581909,
"m": 1.0
},
{
"p": 0.0762624517083168,
"m": 1.0
},
{
"p": 0.06542238593101501,
"m": 0.8476812243461609
},
{
"p": 0.027834990993142128,
"m": 0.86518794298172
},
{
"p": 0.09052611142396927,
"m": 0.9484776854515076
},
{
"p": 0.1322011947631836,
"m": 0.9298236966133118
},
{
"p": 0.074063740670681,
"m": 0.9013051986694336
},
{
"p": 0.07823624461889267,
"m": 0.9986162185668945
},
{
"p": 0.07669016718864441,
"m": 1.0
},
{
"p": 0.039147015661001205,
"m": 0.9942888021469116
},
{
"p": 0.0876631885766983,
"m": 1.0
},
{
"p": 0.02021973207592964,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.160322904586792,
"val_loss": 2.102647066116333,
"acc": 22.97,
"time": 118.67733626799998,
"param": [
{
"p": 0.07352553308010101,
"m": 1.0
},
{
"p": 0.07024611532688141,
"m": 1.0
},
{
"p": 0.08142714202404022,
"m": 1.0
},
{
"p": 0.08366658538579941,
"m": 0.8647697567939758
},
{
"p": 0.07973123341798782,
"m": 0.490432471036911
},
{
"p": 0.06345777213573456,
"m": 0.8430323600769043
},
{
"p": 0.07222047448158264,
"m": 0.9215149879455566
},
{
"p": 0.06781449913978577,
"m": 0.9697071313858032
},
{
"p": 0.08046605437994003,
"m": 1.0
},
{
"p": 0.0656125470995903,
"m": 0.8665400147438049
},
{
"p": 0.07599066942930222,
"m": 1.0
},
{
"p": 0.07401809096336365,
"m": 1.0
},
{
"p": 0.08691171556711197,
"m": 1.0
},
{
"p": 0.02491156756877899,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.1185214519500732,
"val_loss": 1.9503936767578125,
"acc": 29.0,
"time": 116.735624438,
"param": [
{
"p": 0.028967270627617836,
"m": 1.0
},
{
"p": 0.02715294063091278,
"m": 1.0
},
{
"p": 0.083198681473732,
"m": 1.0
},
{
"p": 0.08300551027059555,
"m": 0.912316620349884
},
{
"p": 0.061240073293447495,
"m": 0.4544321298599243
},
{
"p": 0.1029735878109932,
"m": 0.766714334487915
},
{
"p": 0.05024661123752594,
"m": 0.8840546011924744
},
{
"p": 0.06306453794240952,
"m": 0.8961197137832642
},
{
"p": 0.09284628182649612,
"m": 1.0
},
{
"p": 0.0771324634552002,
"m": 0.7864753603935242
},
{
"p": 0.11084122210741043,
"m": 1.0
},
{
"p": 0.09898170828819275,
"m": 1.0
},
{
"p": 0.08554268628358841,
"m": 1.0
},
{
"p": 0.034806422889232635,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.063565731048584,
"val_loss": 1.773223876953125,
"acc": 36.7,
"time": 116.94073047900002,
"param": [
{
"p": 0.08729223906993866,
"m": 1.0
},
{
"p": 0.07141152769327164,
"m": 1.0
},
{
"p": 0.06035664305090904,
"m": 1.0
},
{
"p": 0.046229925006628036,
"m": 0.8872801661491394
},
{
"p": 0.0847654789686203,
"m": 0.056573208421468735
},
{
"p": 0.07382052391767502,
"m": 0.7775475978851318
},
{
"p": 0.06886550784111023,
"m": 0.9907849431037903
},
{
"p": 0.09759661555290222,
"m": 0.9581989049911499
},
{
"p": 0.052972063422203064,
"m": 1.0
},
{
"p": 0.05704396590590477,
"m": 0.7312926054000854
},
{
"p": 0.08244588971138,
"m": 1.0
},
{
"p": 0.0739988312125206,
"m": 1.0
},
{
"p": 0.09020523726940155,
"m": 1.0
},
{
"p": 0.05299562215805054,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.910902500152588,
"val_loss": 1.7148945331573486,
"acc": 37.02,
"time": 117.39967839999997,
"param": [
{
"p": 0.07460683584213257,
"m": 1.0
},
{
"p": 0.03306661546230316,
"m": 1.0
},
{
"p": 0.09045027196407318,
"m": 1.0
},
{
"p": 0.06508608162403107,
"m": 0.9993984699249268
},
{
"p": 0.05389226973056793,
"m": 0.09354427456855774
},
{
"p": 0.07106761634349823,
"m": 0.7679135799407959
},
{
"p": 0.07411934435367584,
"m": 0.8987987637519836
},
{
"p": 0.09220034629106522,
"m": 0.9370776414871216
},
{
"p": 0.06123243272304535,
"m": 1.0
},
{
"p": 0.07463321089744568,
"m": 0.5660953521728516
},
{
"p": 0.07008138298988342,
"m": 1.0
},
{
"p": 0.05857769772410393,
"m": 1.0
},
{
"p": 0.10724860429763794,
"m": 1.0
},
{
"p": 0.0737372562289238,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.8124651908874512,
"val_loss": 1.6173921823501587,
"acc": 39.75,
"time": 117.100803982,
"param": [
{
"p": 0.08005942404270172,
"m": 1.0
},
{
"p": 0.026180479675531387,
"m": 1.0
},
{
"p": 0.10446995496749878,
"m": 1.0
},
{
"p": 0.05082504078745842,
"m": 0.970153272151947
},
{
"p": 0.07492999732494354,
"m": 0.18669560551643372
},
{
"p": 0.0627245232462883,
"m": 0.7718361616134644
},
{
"p": 0.07974357903003693,
"m": 0.8002831339836121
},
{
"p": 0.1121339350938797,
"m": 0.9679009914398193
},
{
"p": 0.04138762131333351,
"m": 0.9286860227584839
},
{
"p": 0.05136850103735924,
"m": 0.47622114419937134
},
{
"p": 0.05406146124005318,
"m": 0.964651882648468
},
{
"p": 0.08363143354654312,
"m": 0.9778209924697876
},
{
"p": 0.06755766272544861,
"m": 1.0
},
{
"p": 0.11092641949653625,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.0005643367767334,
"val_loss": 1.574244499206543,
"acc": 41.53,
"time": 123.06489806100001,
"param": [
{
"p": 0.040355321019887924,
"m": 1.0
},
{
"p": 0.024946192279458046,
"m": 1.0
},
{
"p": 0.06886202841997147,
"m": 1.0
},
{
"p": 0.08903229981660843,
"m": 0.7096545696258545
},
{
"p": 0.07863114774227142,
"m": 0.01733650267124176
},
{
"p": 0.055405594408512115,
"m": 0.9004700779914856
},
{
"p": 0.06033400818705559,
"m": 0.5705916285514832
},
{
"p": 0.03844412416219711,
"m": 0.9909217357635498
},
{
"p": 0.100873202085495,
"m": 0.8959218263626099
},
{
"p": 0.08848155289888382,
"m": 0.364653080701828
},
{
"p": 0.08272800594568253,
"m": 1.0
},
{
"p": 0.13339205086231232,
"m": 1.0
},
{
"p": 0.04755420982837677,
"m": 1.0
},
{
"p": 0.09096032381057739,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.87218177318573,
"val_loss": 1.6825048923492432,
"acc": 42.99,
"time": 118.25899231999995,
"param": [
{
"p": 0.13873039186000824,
"m": 1.0
},
{
"p": 0.017975719645619392,
"m": 1.0
},
{
"p": 0.07710838317871094,
"m": 1.0
},
{
"p": 0.09027881920337677,
"m": 0.8184168338775635
},
{
"p": 0.09117434173822403,
"m": 0.05113698169589043
},
{
"p": 0.04190806299448013,
"m": 0.8058406710624695
},
{
"p": 0.07418446242809296,
"m": 0.6358903646469116
},
{
"p": 0.0858854278922081,
"m": 0.9856076240539551
},
{
"p": 0.09224122017621994,
"m": 1.0
},
{
"p": 0.07000848650932312,
"m": 0.44119545817375183
},
{
"p": 0.052465759217739105,
"m": 0.9926517605781555
},
{
"p": 0.0875297412276268,
"m": 0.9961956143379211
},
{
"p": 0.07302241027355194,
"m": 1.0
},
{
"p": 0.007486714515835047,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.805298924446106,
"val_loss": 1.6909431219100952,
"acc": 40.92,
"time": 121.77244493600006,
"param": [
{
"p": 0.09474973380565643,
"m": 1.0
},
{
"p": 0.010183618403971195,
"m": 1.0
},
{
"p": 0.08637075126171112,
"m": 1.0
},
{
"p": 0.04755232483148575,
"m": 0.7830379605293274
},
{
"p": 0.1030140146613121,
"m": 0.0686148852109909
},
{
"p": 0.10564527660608292,
"m": 0.7222787737846375
},
{
"p": 0.0603935644030571,
"m": 0.6691193580627441
},
{
"p": 0.07913033664226532,
"m": 1.0
},
{
"p": 0.07036662846803665,
"m": 0.9736725687980652
},
{
"p": 0.04634808748960495,
"m": 0.5237005352973938
},
{
"p": 0.08389943093061447,
"m": 0.9997867941856384
},
{
"p": 0.08449402451515198,
"m": 1.0
},
{
"p": 0.09438799321651459,
"m": 1.0
},
{
"p": 0.03346419334411621,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.7777769565582275,
"val_loss": 1.5435731410980225,
"acc": 46.38,
"time": 121.60703552500013,
"param": [
{
"p": 0.09071873873472214,
"m": 1.0
},
{
"p": 0.00982446689158678,
"m": 1.0
},
{
"p": 0.12127265334129333,
"m": 1.0
},
{
"p": 0.09026938676834106,
"m": 0.8008692860603333
},
{
"p": 0.07725777477025986,
"m": 0.2150643914937973
},
{
"p": 0.08663816004991531,
"m": 0.6163607239723206
},
{
"p": 0.1025257557630539,
"m": 0.6583071947097778
},
{
"p": 0.09573087096214294,
"m": 1.0
},
{
"p": 0.018475795164704323,
"m": 0.946407675743103
},
{
"p": 0.09235014766454697,
"m": 0.4834223985671997
},
{
"p": 0.05063629150390625,
"m": 0.9627329111099243
},
{
"p": 0.06503618508577347,
"m": 0.9948480129241943
},
{
"p": 0.07423620671033859,
"m": 1.0
},
{
"p": 0.02502761408686638,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.5998519659042358,
"val_loss": 1.4896281957626343,
"acc": 48.72,
"time": 117.26485366500015,
"param": [
{
"p": 0.05892421677708626,
"m": 1.0
},
{
"p": 0.051078688353300095,
"m": 1.0
},
{
"p": 0.11404196172952652,
"m": 1.0
},
{
"p": 0.06225376948714256,
"m": 0.7926542162895203
},
{
"p": 0.08801605552434921,
"m": 0.18325702846050262
},
{
"p": 0.06673277169466019,
"m": 0.4853842258453369
},
{
"p": 0.07151544094085693,
"m": 0.6238881349563599
},
{
"p": 0.05960247665643692,
"m": 0.9880023002624512
},
{
"p": 0.05986691638827324,
"m": 1.0
},
{
"p": 0.07946602255105972,
"m": 0.4819391369819641
},
{
"p": 0.06040205433964729,
"m": 0.995934009552002
},
{
"p": 0.08119099587202072,
"m": 1.0
},
{
"p": 0.10561104118824005,
"m": 1.0
},
{
"p": 0.041297584772109985,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.6650224924087524,
"val_loss": 1.4449834823608398,
"acc": 49.02,
"time": 119.4017315640001,
"param": [
{
"p": 0.08236152678728104,
"m": 1.0
},
{
"p": 0.04549534618854523,
"m": 1.0
},
{
"p": 0.11550268530845642,
"m": 1.0
},
{
"p": 0.05461602658033371,
"m": 0.7574259042739868
},
{
"p": 0.08862727135419846,
"m": 0.14139842987060547
},
{
"p": 0.05207870900630951,
"m": 0.3261401653289795
},
{
"p": 0.06859831511974335,
"m": 0.5798367261886597
},
{
"p": 0.04737788066267967,
"m": 0.9791566133499146
},
{
"p": 0.06514713168144226,
"m": 1.0
},
{
"p": 0.06351406127214432,
"m": 0.47026553750038147
},
{
"p": 0.09105516970157623,
"m": 0.9887610077857971
},
{
"p": 0.09639327973127365,
"m": 1.0
},
{
"p": 0.09521206468343735,
"m": 1.0
},
{
"p": 0.03402053937315941,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.682312250137329,
"val_loss": 1.4126672744750977,
"acc": 50.17,
"time": 117.79971590700006,
"param": [
{
"p": 0.07750481367111206,
"m": 1.0
},
{
"p": 0.04780326411128044,
"m": 1.0
},
{
"p": 0.08219268172979355,
"m": 1.0
},
{
"p": 0.08626297861337662,
"m": 0.8233567476272583
},
{
"p": 0.09722132235765457,
"m": 0.1380614936351776
},
{
"p": 0.06675109267234802,
"m": 0.43782079219818115
},
{
"p": 0.07244738936424255,
"m": 0.6241956353187561
},
{
"p": 0.07158152759075165,
"m": 1.0
},
{
"p": 0.049211982637643814,
"m": 0.9713642597198486
},
{
"p": 0.08150441199541092,
"m": 0.5557260513305664
},
{
"p": 0.05582726001739502,
"m": 0.9920531511306763
},
{
"p": 0.08889603614807129,
"m": 1.0
},
{
"p": 0.07994357496500015,
"m": 1.0
},
{
"p": 0.04285172373056412,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.6755948066711426,
"val_loss": 1.4103529453277588,
"acc": 51.57,
"time": 121.222179998,
"param": [
{
"p": 0.07263486832380295,
"m": 1.0
},
{
"p": 0.04792717844247818,
"m": 1.0
},
{
"p": 0.10383967310190201,
"m": 1.0
},
{
"p": 0.11263461410999298,
"m": 0.8886938095092773
},
{
"p": 0.10250800848007202,
"m": 0.0416928194463253
},
{
"p": 0.0720105990767479,
"m": 0.445643812417984
},
{
"p": 0.05264321714639664,
"m": 0.6359412670135498
},
{
"p": 0.06339560449123383,
"m": 1.0
},
{
"p": 0.037151236087083817,
"m": 0.9228720664978027
},
{
"p": 0.07212790101766586,
"m": 0.6000440120697021
},
{
"p": 0.043614376336336136,
"m": 0.991669774055481
},
{
"p": 0.06733029335737228,
"m": 1.0
},
{
"p": 0.08312306553125381,
"m": 1.0
},
{
"p": 0.06905943900346756,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.5002251863479614,
"val_loss": 1.426861047744751,
"acc": 50.96,
"time": 119.72299071300017,
"param": [
{
"p": 0.08404222875833511,
"m": 1.0
},
{
"p": 0.0660090446472168,
"m": 1.0
},
{
"p": 0.09867055714130402,
"m": 1.0
},
{
"p": 0.05380145087838173,
"m": 0.9344399571418762
},
{
"p": 0.046017274260520935,
"m": 0.12999017536640167
},
{
"p": 0.0872337818145752,
"m": 0.35213807225227356
},
{
"p": 0.059385932981967926,
"m": 0.6158285737037659
},
{
"p": 0.06922422349452972,
"m": 0.9823833703994751
},
{
"p": 0.07265399396419525,
"m": 0.9340033531188965
},
{
"p": 0.08036263287067413,
"m": 0.6545606255531311
},
{
"p": 0.05675863102078438,
"m": 0.9992368817329407
},
{
"p": 0.06303726881742477,
"m": 1.0
},
{
"p": 0.10900300741195679,
"m": 1.0
},
{
"p": 0.05379989743232727,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.4350007772445679,
"val_loss": 1.3522251844406128,
"acc": 52.79,
"time": 119.52586315400004,
"param": [
{
"p": 0.07995150238275528,
"m": 1.0
},
{
"p": 0.03250713273882866,
"m": 1.0
},
{
"p": 0.06891465932130814,
"m": 1.0
},
{
"p": 0.07054870575666428,
"m": 0.976615309715271
},
{
"p": 0.08867086470127106,
"m": 0.11348088830709457
},
{
"p": 0.05035998299717903,
"m": 0.4240645468235016
},
{
"p": 0.08229789137840271,
"m": 0.6056260466575623
},
{
"p": 0.0550193227827549,
"m": 1.0
},
{
"p": 0.0787370428442955,
"m": 0.9848888516426086
},
{
"p": 0.07147006690502167,
"m": 0.6958470940589905
},
{
"p": 0.07087434083223343,
"m": 0.9968613386154175
},
{
"p": 0.10001883655786514,
"m": 1.0
},
{
"p": 0.0974857434630394,
"m": 1.0
},
{
"p": 0.05314381420612335,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.7312418222427368,
"val_loss": 1.4243342876434326,
"acc": 52.54,
"time": 118.61995504400011,
"param": [
{
"p": 0.07816313952207565,
"m": 1.0
},
{
"p": 0.03948181867599487,
"m": 1.0
},
{
"p": 0.06317245960235596,
"m": 1.0
},
{
"p": 0.07475882023572922,
"m": 0.9151681065559387
},
{
"p": 0.08374272286891937,
"m": 0.08535853028297424
},
{
"p": 0.07966965436935425,
"m": 0.41908466815948486
},
{
"p": 0.058696772903203964,
"m": 0.44892749190330505
},
{
"p": 0.04554233327507973,
"m": 0.9988371133804321
},
{
"p": 0.06635256111621857,
"m": 0.9964504241943359
},
{
"p": 0.08173727989196777,
"m": 0.7322162389755249
},
{
"p": 0.08889845013618469,
"m": 1.0
},
{
"p": 0.09360823035240173,
"m": 1.0
},
{
"p": 0.07226942479610443,
"m": 1.0
},
{
"p": 0.0739063248038292,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.341290831565857,
"val_loss": 1.27293860912323,
"acc": 53.77,
"time": 117.77058908900017,
"param": [
{
"p": 0.09021811932325363,
"m": 1.0
},
{
"p": 0.008145608007907867,
"m": 1.0
},
{
"p": 0.10054976493120193,
"m": 1.0
},
{
"p": 0.06577518582344055,
"m": 0.9376809597015381
},
{
"p": 0.08622247725725174,
"m": 0.1776033341884613
},
{
"p": 0.07361271977424622,
"m": 0.48756101727485657
},
{
"p": 0.07117115706205368,
"m": 0.4634721279144287
},
{
"p": 0.042539097368717194,
"m": 0.9713770151138306
},
{
"p": 0.07259668409824371,
"m": 0.9818782210350037
},
{
"p": 0.07745493203401566,
"m": 0.7821435928344727
},
{
"p": 0.06471726298332214,
"m": 0.9850852489471436
},
{
"p": 0.08240225166082382,
"m": 1.0
},
{
"p": 0.1082707941532135,
"m": 1.0
},
{
"p": 0.05632394179701805,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.548657774925232,
"val_loss": 1.2936017513275146,
"acc": 53.65,
"time": 118.1333747220001,
"param": [
{
"p": 0.08557190001010895,
"m": 1.0
},
{
"p": 0.07197553664445877,
"m": 1.0
},
{
"p": 0.08666789531707764,
"m": 1.0
},
{
"p": 0.04963446781039238,
"m": 0.9728214144706726
},
{
"p": 0.07668516039848328,
"m": 0.11005767434835434
},
{
"p": 0.0644892081618309,
"m": 0.5658150315284729
},
{
"p": 0.08564724773168564,
"m": 0.45355305075645447
},
{
"p": 0.07561415433883667,
"m": 0.9999780058860779
},
{
"p": 0.0678999125957489,
"m": 0.9971727132797241
},
{
"p": 0.07177509367465973,
"m": 0.792621910572052
},
{
"p": 0.0631292536854744,
"m": 1.0
},
{
"p": 0.083709217607975,
"m": 1.0
},
{
"p": 0.07707826048135757,
"m": 1.0
},
{
"p": 0.040122706443071365,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.5794100761413574,
"val_loss": 1.262484073638916,
"acc": 55.29,
"time": 122.00526224999976,
"param": [
{
"p": 0.0938204973936081,
"m": 1.0
},
{
"p": 0.05798083171248436,
"m": 1.0
},
{
"p": 0.10036815702915192,
"m": 1.0
},
{
"p": 0.0692613273859024,
"m": 1.0
},
{
"p": 0.05648078769445419,
"m": 0.1285993754863739
},
{
"p": 0.04566638544201851,
"m": 0.6045209169387817
},
{
"p": 0.05063493922352791,
"m": 0.5706417560577393
},
{
"p": 0.06592883914709091,
"m": 1.0
},
{
"p": 0.02933482825756073,
"m": 0.9350573420524597
},
{
"p": 0.08716583997011185,
"m": 0.8218171000480652
},
{
"p": 0.0800064206123352,
"m": 0.962521493434906
},
{
"p": 0.1049979031085968,
"m": 1.0
},
{
"p": 0.11002621799707413,
"m": 1.0
},
{
"p": 0.04832710325717926,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.6389045715332031,
"val_loss": 1.333096981048584,
"acc": 55.6,
"time": 118.81343823199995,
"param": [
{
"p": 0.07756472378969193,
"m": 1.0
},
{
"p": 0.05302475392818451,
"m": 1.0
},
{
"p": 0.07877443730831146,
"m": 1.0
},
{
"p": 0.10189425200223923,
"m": 1.0
},
{
"p": 0.07038514316082001,
"m": 0.1635676622390747
},
{
"p": 0.04133760184049606,
"m": 0.5894022583961487
},
{
"p": 0.07672068476676941,
"m": 0.6326374411582947
},
{
"p": 0.07217182219028473,
"m": 1.0
},
{
"p": 0.06713102757930756,
"m": 0.9891675710678101
},
{
"p": 0.07370191067457199,
"m": 0.7813883423805237
},
{
"p": 0.05278421938419342,
"m": 1.0
},
{
"p": 0.08046101778745651,
"m": 1.0
},
{
"p": 0.09005182981491089,
"m": 1.0
},
{
"p": 0.06399662792682648,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.3758642673492432,
"val_loss": 1.2496410608291626,
"acc": 55.49,
"time": 118.37068767099981,
"param": [
{
"p": 0.06975433230400085,
"m": 1.0
},
{
"p": 0.03160936012864113,
"m": 1.0
},
{
"p": 0.08613284677267075,
"m": 1.0
},
{
"p": 0.09781424701213837,
"m": 0.9846826791763306
},
{
"p": 0.06614719331264496,
"m": 0.15602721273899078
},
{
"p": 0.039699241518974304,
"m": 0.6015963554382324
},
{
"p": 0.08737052232027054,
"m": 0.6374542713165283
},
{
"p": 0.0495532862842083,
"m": 0.9803645610809326
},
{
"p": 0.07443984597921371,
"m": 0.9713778495788574
},
{
"p": 0.0833042785525322,
"m": 0.8066760301589966
},
{
"p": 0.08092020452022552,
"m": 1.0
},
{
"p": 0.09866636991500854,
"m": 1.0
},
{
"p": 0.09616124629974365,
"m": 1.0
},
{
"p": 0.038426995277404785,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.5030769109725952,
"val_loss": 1.2931102514266968,
"acc": 53.63,
"time": 117.55818084699968,
"param": [
{
"p": 0.0914718508720398,
"m": 1.0
},
{
"p": 0.06530337035655975,
"m": 1.0
},
{
"p": 0.07158352434635162,
"m": 1.0
},
{
"p": 0.042423710227012634,
"m": 0.9625818133354187
},
{
"p": 0.06800638884305954,
"m": 0.1550951451063156
},
{
"p": 0.049940358847379684,
"m": 0.600662112236023
},
{
"p": 0.07983686029911041,
"m": 0.6001595854759216
},
{
"p": 0.09148537367582321,
"m": 1.0
},
{
"p": 0.07508504390716553,
"m": 1.0
},
{
"p": 0.0727313756942749,
"m": 0.7759751677513123
},
{
"p": 0.05660619959235191,
"m": 1.0
},
{
"p": 0.0826939046382904,
"m": 1.0
},
{
"p": 0.08230718970298767,
"m": 1.0
},
{
"p": 0.07052478939294815,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.4890389442443848,
"val_loss": 1.1987035274505615,
"acc": 55.99,
"time": 117.55895620199999,
"param": [
{
"p": 0.0802697241306305,
"m": 1.0
},
{
"p": 0.06645629554986954,
"m": 1.0
},
{
"p": 0.06235349178314209,
"m": 1.0
},
{
"p": 0.059943702071905136,
"m": 0.9235988855361938
},
{
"p": 0.0799921452999115,
"m": 0.143569678068161
},
{
"p": 0.061726298183202744,
"m": 0.4865494668483734
},
{
"p": 0.05569414049386978,
"m": 0.6100409626960754
},
{
"p": 0.08570828288793564,
"m": 0.9829840064048767
},
{
"p": 0.07702729105949402,
"m": 1.0
},
{
"p": 0.07215690612792969,
"m": 0.735896110534668
},
{
"p": 0.06314573436975479,
"m": 1.0
},
{
"p": 0.07902177423238754,
"m": 1.0
},
{
"p": 0.07120000571012497,
"m": 1.0
},
{
"p": 0.08530427515506744,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.540572166442871,
"val_loss": 1.2543385028839111,
"acc": 58.97,
"time": 118.15352081399988,
"param": [
{
"p": 0.08562883734703064,
"m": 1.0
},
{
"p": 0.047172483056783676,
"m": 1.0
},
{
"p": 0.09485602378845215,
"m": 1.0
},
{
"p": 0.048815496265888214,
"m": 0.9382333755493164
},
{
"p": 0.07720018178224564,
"m": 0.1249246895313263
},
{
"p": 0.06757810711860657,
"m": 0.6108448505401611
},
{
"p": 0.07786810398101807,
"m": 0.665519118309021
},
{
"p": 0.07510542869567871,
"m": 1.0
},
{
"p": 0.08442167937755585,
"m": 1.0
},
{
"p": 0.07383281737565994,
"m": 0.7475798726081848
},
{
"p": 0.060191504657268524,
"m": 1.0
},
{
"p": 0.08116916567087173,
"m": 1.0
},
{
"p": 0.08064752072095871,
"m": 1.0
},
{
"p": 0.04551251232624054,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.4168652296066284,
"val_loss": 1.1981291770935059,
"acc": 57.99,
"time": 118.84253655900011,
"param": [
{
"p": 0.06984315812587738,
"m": 1.0
},
{
"p": 0.04922721907496452,
"m": 1.0
},
{
"p": 0.08223028481006622,
"m": 1.0
},
{
"p": 0.0720020979642868,
"m": 1.0
},
{
"p": 0.07219076156616211,
"m": 0.20610497891902924
},
{
"p": 0.06616281718015671,
"m": 0.5874267220497131
},
{
"p": 0.06939808279275894,
"m": 0.7013602256774902
},
{
"p": 0.07938610017299652,
"m": 1.0
},
{
"p": 0.07501497119665146,
"m": 1.0
},
{
"p": 0.07845944911241531,
"m": 0.6996738314628601
},
{
"p": 0.06094494089484215,
"m": 1.0
},
{
"p": 0.0734119787812233,
"m": 1.0
},
{
"p": 0.08641054481267929,
"m": 1.0
},
{
"p": 0.06531759351491928,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.5393469333648682,
"val_loss": 1.2466719150543213,
"acc": 58.92,
"time": 117.45398017499974,
"param": [
{
"p": 0.08484827727079391,
"m": 1.0
},
{
"p": 0.03782125562429428,
"m": 1.0
},
{
"p": 0.08216077089309692,
"m": 1.0
},
{
"p": 0.06171219050884247,
"m": 1.0
},
{
"p": 0.08071848750114441,
"m": 0.17784516513347626
},
{
"p": 0.07168278098106384,
"m": 0.6133190393447876
},
{
"p": 0.05304420739412308,
"m": 0.7253581285476685
},
{
"p": 0.07480250298976898,
"m": 0.9814513325691223
},
{
"p": 0.07556439191102982,
"m": 0.998724639415741
},
{
"p": 0.09740277379751205,
"m": 0.6924451589584351
},
{
"p": 0.06504414975643158,
"m": 0.9995861649513245
},
{
"p": 0.07445156574249268,
"m": 1.0
},
{
"p": 0.07128609716892242,
"m": 1.0
},
{
"p": 0.06946057081222534,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.593671202659607,
"val_loss": 1.1028368473052979,
"acc": 59.7,
"time": 117.3413687379998,
"param": [
{
"p": 0.07377254962921143,
"m": 1.0
},
{
"p": 0.06728564947843552,
"m": 1.0
},
{
"p": 0.11008501797914505,
"m": 1.0
},
{
"p": 0.07148388773202896,
"m": 1.0
},
{
"p": 0.057816777378320694,
"m": 0.13059835135936737
},
{
"p": 0.04360264167189598,
"m": 0.7232547402381897
},
{
"p": 0.09053318947553635,
"m": 0.7427427768707275
},
{
"p": 0.07754883170127869,
"m": 1.0
},
{
"p": 0.06573834270238876,
"m": 1.0
},
{
"p": 0.06989952176809311,
"m": 0.7732441425323486
},
{
"p": 0.07189037650823593,
"m": 0.9629874229431152
},
{
"p": 0.07208521664142609,
"m": 1.0
},
{
"p": 0.07187604904174805,
"m": 1.0
},
{
"p": 0.05638200417160988,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.5405654907226562,
"val_loss": 1.2618162631988525,
"acc": 58.96,
"time": 117.85469054100031,
"param": [
{
"p": 0.08474892377853394,
"m": 1.0
},
{
"p": 0.040761593729257584,
"m": 1.0
},
{
"p": 0.06802994757890701,
"m": 1.0
},
{
"p": 0.05587897077202797,
"m": 0.960618793964386
},
{
"p": 0.08414313197135925,
"m": 0.203661248087883
},
{
"p": 0.09205514192581177,
"m": 0.7126954793930054
},
{
"p": 0.05071142688393593,
"m": 0.7875075936317444
},
{
"p": 0.07102431356906891,
"m": 1.0
},
{
"p": 0.08038068562746048,
"m": 1.0
},
{
"p": 0.07532095909118652,
"m": 0.7743509411811829
},
{
"p": 0.06100704148411751,
"m": 0.9845139384269714
},
{
"p": 0.08939327299594879,
"m": 1.0
},
{
"p": 0.09049763530492783,
"m": 1.0
},
{
"p": 0.05604688078165054,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.3339672088623047,
"val_loss": 0.9840511679649353,
"acc": 60.48,
"time": 120.68341660499982,
"param": [
{
"p": 0.08318419754505157,
"m": 1.0
},
{
"p": 0.05031909793615341,
"m": 1.0
},
{
"p": 0.07163334637880325,
"m": 1.0
},
{
"p": 0.06881990283727646,
"m": 0.9888638257980347
},
{
"p": 0.07367435842752457,
"m": 0.17003251612186432
},
{
"p": 0.08076943457126617,
"m": 0.7724822759628296
},
{
"p": 0.0639001876115799,
"m": 0.8692255616188049
},
{
"p": 0.0785321295261383,
"m": 1.0
},
{
"p": 0.0772324800491333,
"m": 1.0
},
{
"p": 0.056629080325365067,
"m": 0.7283405661582947
},
{
"p": 0.05620051175355911,
"m": 0.9672116637229919
},
{
"p": 0.07585762441158295,
"m": 1.0
},
{
"p": 0.10175923258066177,
"m": 1.0
},
{
"p": 0.06148839741945267,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.530076265335083,
"val_loss": 1.0791913270950317,
"acc": 60.42,
"time": 118.31723700400016,
"param": [
{
"p": 0.09546300023794174,
"m": 1.0
},
{
"p": 0.014932050369679928,
"m": 1.0
},
{
"p": 0.1108843982219696,
"m": 1.0
},
{
"p": 0.016351476311683655,
"m": 0.9113057255744934
},
{
"p": 0.07761631906032562,
"m": 0.19776619970798492
},
{
"p": 0.08910149335861206,
"m": 0.6097901463508606
},
{
"p": 0.07127705961465836,
"m": 0.7705857753753662
},
{
"p": 0.07003634423017502,
"m": 0.8938280344009399
},
{
"p": 0.065503790974617,
"m": 0.9869771003723145
},
{
"p": 0.06017795205116272,
"m": 0.7275010347366333
},
{
"p": 0.07224923372268677,
"m": 0.9733453392982483
},
{
"p": 0.09118088334798813,
"m": 1.0
},
{
"p": 0.07255790382623672,
"m": 1.0
},
{
"p": 0.0926680788397789,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.3607866764068604,
"val_loss": 1.139970064163208,
"acc": 59.81,
"time": 117.55712872499998,
"param": [
{
"p": 0.0852319598197937,
"m": 1.0
},
{
"p": 0.042198989540338516,
"m": 1.0
},
{
"p": 0.07786237448453903,
"m": 1.0
},
{
"p": 0.0804368108510971,
"m": 0.8525586128234863
},
{
"p": 0.08385422825813293,
"m": 0.11462539434432983
},
{
"p": 0.057474635541439056,
"m": 0.7255795001983643
},
{
"p": 0.07509461045265198,
"m": 0.7575210928916931
},
{
"p": 0.07846256345510483,
"m": 0.815315306186676
},
{
"p": 0.07792661339044571,
"m": 1.0
},
{
"p": 0.07080215960741043,
"m": 0.6719501614570618
},
{
"p": 0.06439316272735596,
"m": 1.0
},
{
"p": 0.06842160224914551,
"m": 1.0
},
{
"p": 0.07489389926195145,
"m": 1.0
},
{
"p": 0.06294646114110947,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.2851840257644653,
"val_loss": 1.1433058977127075,
"acc": 61.84,
"time": 117.67199232199982,
"param": [
{
"p": 0.06976080685853958,
"m": 1.0
},
{
"p": 0.05986522510647774,
"m": 1.0
},
{
"p": 0.08295293152332306,
"m": 1.0
},
{
"p": 0.06633588671684265,
"m": 0.8754784464836121
},
{
"p": 0.07063300907611847,
"m": 0.18312780559062958
},
{
"p": 0.0560419075191021,
"m": 0.7948586344718933
},
{
"p": 0.06222614645957947,
"m": 0.6130330562591553
},
{
"p": 0.07413110136985779,
"m": 0.8210071921348572
},
{
"p": 0.0856090635061264,
"m": 1.0
},
{
"p": 0.07040180265903473,
"m": 0.6357530951499939
},
{
"p": 0.08192916959524155,
"m": 1.0
},
{
"p": 0.07863163203001022,
"m": 1.0
},
{
"p": 0.09450601786375046,
"m": 1.0
},
{
"p": 0.04697532206773758,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.269580602645874,
"val_loss": 1.1095432043075562,
"acc": 60.59,
"time": 118.68963807299997,
"param": [
{
"p": 0.08161250501871109,
"m": 1.0
},
{
"p": 0.05546290799975395,
"m": 1.0
},
{
"p": 0.08628376573324203,
"m": 1.0
},
{
"p": 0.056623801589012146,
"m": 0.831453800201416
},
{
"p": 0.07507552206516266,
"m": 0.05131349712610245
},
{
"p": 0.06323245912790298,
"m": 0.8967121243476868
},
{
"p": 0.0812012106180191,
"m": 0.758249819278717
},
{
"p": 0.0788358524441719,
"m": 0.9758595824241638
},
{
"p": 0.0652950257062912,
"m": 1.0
},
{
"p": 0.0752854272723198,
"m": 0.6876454949378967
},
{
"p": 0.0718570351600647,
"m": 1.0
},
{
"p": 0.08393606543540955,
"m": 1.0
},
{
"p": 0.06661608070135117,
"m": 1.0
},
{
"p": 0.05868235230445862,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.502205729484558,
"val_loss": 0.9872002601623535,
"acc": 62.37,
"time": 117.66782489499928,
"param": [
{
"p": 0.10891295224428177,
"m": 1.0
},
{
"p": 0.03926565870642662,
"m": 1.0
},
{
"p": 0.10178209841251373,
"m": 1.0
},
{
"p": 0.06586611270904541,
"m": 0.8718825578689575
},
{
"p": 0.09984125196933746,
"m": 0.20855340361595154
},
{
"p": 0.0550880953669548,
"m": 0.8091127276420593
},
{
"p": 0.06950877606868744,
"m": 0.7178281545639038
},
{
"p": 0.0723656415939331,
"m": 0.8394579887390137
},
{
"p": 0.056967444717884064,
"m": 0.9312326312065125
},
{
"p": 0.06278989464044571,
"m": 0.711803138256073
},
{
"p": 0.05731460079550743,
"m": 0.9468895196914673
},
{
"p": 0.05442693084478378,
"m": 1.0
},
{
"p": 0.09730930626392365,
"m": 1.0
},
{
"p": 0.05856119841337204,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.2752012014389038,
"val_loss": 1.0029388666152954,
"acc": 63.87,
"time": 119.25202932899992,
"param": [
{
"p": 0.10934256762266159,
"m": 1.0
},
{
"p": 0.05576605722308159,
"m": 1.0
},
{
"p": 0.0862579494714737,
"m": 1.0
},
{
"p": 0.048387311398983,
"m": 0.8564124703407288
},
{
"p": 0.08690612763166428,
"m": 0.13777759671211243
},
{
"p": 0.04926891252398491,
"m": 0.926825225353241
},
{
"p": 0.05895008519291878,
"m": 0.7484243512153625
},
{
"p": 0.08728457242250443,
"m": 0.8044843673706055
},
{
"p": 0.0652068704366684,
"m": 0.9875101447105408
},
{
"p": 0.08516934514045715,
"m": 0.7639233469963074
},
{
"p": 0.05614571273326874,
"m": 0.9948063492774963
},
{
"p": 0.058704666793346405,
"m": 1.0
},
{
"p": 0.08287183940410614,
"m": 1.0
},
{
"p": 0.06973796337842941,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.401263952255249,
"val_loss": 1.0554174184799194,
"acc": 63.34,
"time": 119.18831423599931,
"param": [
{
"p": 0.07386890798807144,
"m": 1.0
},
{
"p": 0.05527935177087784,
"m": 1.0
},
{
"p": 0.07519958168268204,
"m": 1.0
},
{
"p": 0.034501735121011734,
"m": 0.9170105457305908
},
{
"p": 0.08679177612066269,
"m": 0.0
},
{
"p": 0.046441640704870224,
"m": 0.8649948835372925
},
{
"p": 0.07767353951931,
"m": 0.7629583477973938
},
{
"p": 0.09975815564393997,
"m": 0.8555393815040588
},
{
"p": 0.08164064586162567,
"m": 1.0
},
{
"p": 0.066292405128479,
"m": 0.8583863377571106
},
{
"p": 0.07269779592752457,
"m": 1.0
},
{
"p": 0.08005616068840027,
"m": 1.0
},
{
"p": 0.08130587637424469,
"m": 1.0
},
{
"p": 0.06849246472120285,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.272731065750122,
"val_loss": 1.0811058282852173,
"acc": 62.1,
"time": 117.6787781210005,
"param": [
{
"p": 0.07488814741373062,
"m": 1.0
},
{
"p": 0.07151614874601364,
"m": 1.0
},
{
"p": 0.07080354541540146,
"m": 1.0
},
{
"p": 0.07297361642122269,
"m": 0.9780238270759583
},
{
"p": 0.09272643178701401,
"m": 0.0
},
{
"p": 0.0769926980137825,
"m": 0.85472571849823
},
{
"p": 0.053286194801330566,
"m": 0.8321248888969421
},
{
"p": 0.06329894810914993,
"m": 0.8696277737617493
},
{
"p": 0.05535155162215233,
"m": 1.0
},
{
"p": 0.06497517973184586,
"m": 0.8543301224708557
},
{
"p": 0.07584228366613388,
"m": 1.0
},
{
"p": 0.0845581516623497,
"m": 1.0
},
{
"p": 0.0744696706533432,
"m": 1.0
},
{
"p": 0.06831742078065872,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.410873532295227,
"val_loss": 1.0401513576507568,
"acc": 64.29,
"time": 118.33490865800013,
"param": [
{
"p": 0.07244981080293655,
"m": 1.0
},
{
"p": 0.04795928671956062,
"m": 1.0
},
{
"p": 0.06977978348731995,
"m": 1.0
},
{
"p": 0.07203830778598785,
"m": 0.8504999876022339
},
{
"p": 0.08563118427991867,
"m": 0.009470262564718723
},
{
"p": 0.055334459990262985,
"m": 0.9188856482505798
},
{
"p": 0.07052367925643921,
"m": 0.793925940990448
},
{
"p": 0.0895284116268158,
"m": 0.9107699990272522
},
{
"p": 0.08530747145414352,
"m": 1.0
},
{
"p": 0.06985412538051605,
"m": 0.8018189072608948
},
{
"p": 0.0774562880396843,
"m": 1.0
},
{
"p": 0.0781094953417778,
"m": 1.0
},
{
"p": 0.07185123860836029,
"m": 1.0
},
{
"p": 0.05417652800679207,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.301619529724121,
"val_loss": 1.0286773443222046,
"acc": 64.5,
"time": 118.67238929599989,
"param": [
{
"p": 0.08721058815717697,
"m": 1.0
},
{
"p": 0.04037332907319069,
"m": 1.0
},
{
"p": 0.08785924315452576,
"m": 1.0
},
{
"p": 0.0574532151222229,
"m": 0.8777495622634888
},
{
"p": 0.08087952435016632,
"m": 0.11289658397436142
},
{
"p": 0.05057438462972641,
"m": 0.7686575055122375
},
{
"p": 0.08334214240312576,
"m": 0.8252936601638794
},
{
"p": 0.08593795448541641,
"m": 0.9866611361503601
},
{
"p": 0.08578985184431076,
"m": 0.9999010562896729
},
{
"p": 0.07110603898763657,
"m": 0.7300114631652832
},
{
"p": 0.08025812357664108,
"m": 0.9885239601135254
},
{
"p": 0.07468295097351074,
"m": 1.0
},
{
"p": 0.06562148034572601,
"m": 1.0
},
{
"p": 0.04891115799546242,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.4671080112457275,
"val_loss": 0.9681152701377869,
"acc": 63.68,
"time": 118.03687789199921,
"param": [
{
"p": 0.08899915963411331,
"m": 1.0
},
{
"p": 0.036217283457517624,
"m": 1.0
},
{
"p": 0.11016397178173065,
"m": 1.0
},
{
"p": 0.04848689213395119,
"m": 0.9379153251647949
},
{
"p": 0.06838010251522064,
"m": 0.2832645773887634
},
{
"p": 0.0605110302567482,
"m": 0.8410873413085938
},
{
"p": 0.08806648850440979,
"m": 0.8363691568374634
},
{
"p": 0.08301154524087906,
"m": 0.9741866588592529
},
{
"p": 0.0602690689265728,
"m": 1.0
},
{
"p": 0.07427691668272018,
"m": 0.8671522736549377
},
{
"p": 0.056971292942762375,
"m": 1.0
},
{
"p": 0.07190408557653427,
"m": 1.0
},
{
"p": 0.07551797479391098,
"m": 1.0
},
{
"p": 0.07722417265176773,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.3274600505828857,
"val_loss": 0.9236284494400024,
"acc": 64.01,
"time": 118.86466209900027,
"param": [
{
"p": 0.07166369259357452,
"m": 1.0
},
{
"p": 0.05598343163728714,
"m": 1.0
},
{
"p": 0.06516123563051224,
"m": 1.0
},
{
"p": 0.06348611414432526,
"m": 0.8842254877090454
},
{
"p": 0.07120824605226517,
"m": 0.2055116891860962
},
{
"p": 0.06808611005544662,
"m": 0.7941978573799133
},
{
"p": 0.08114520460367203,
"m": 0.7399224638938904
},
{
"p": 0.051554594188928604,
"m": 0.9874021410942078
},
{
"p": 0.08101734519004822,
"m": 0.9978637099266052
},
{
"p": 0.08667916804552078,
"m": 0.8288617134094238
},
{
"p": 0.09301084280014038,
"m": 0.9932641983032227
},
{
"p": 0.08357148617506027,
"m": 1.0
},
{
"p": 0.07896089553833008,
"m": 1.0
},
{
"p": 0.048471610993146896,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.3432530164718628,
"val_loss": 0.9486676454544067,
"acc": 64.28,
"time": 117.6688420850005,
"param": [
{
"p": 0.06705256551504135,
"m": 1.0
},
{
"p": 0.059410177171230316,
"m": 1.0
},
{
"p": 0.0818914920091629,
"m": 1.0
},
{
"p": 0.06945370137691498,
"m": 0.7717426419258118
},
{
"p": 0.08408541977405548,
"m": 0.16187874972820282
},
{
"p": 0.061497561633586884,
"m": 0.8541202545166016
},
{
"p": 0.07316401600837708,
"m": 0.6639828681945801
},
{
"p": 0.061800144612789154,
"m": 0.9513049125671387
},
{
"p": 0.07446514815092087,
"m": 1.0
},
{
"p": 0.08005280792713165,
"m": 0.8292147517204285
},
{
"p": 0.05908145010471344,
"m": 1.0
},
{
"p": 0.08135448396205902,
"m": 1.0
},
{
"p": 0.09209651499986649,
"m": 1.0
},
{
"p": 0.05459457263350487,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.331971287727356,
"val_loss": 1.050864577293396,
"acc": 64.98,
"time": 117.92608076099987,
"param": [
{
"p": 0.0701800137758255,
"m": 1.0
},
{
"p": 0.03557796776294708,
"m": 1.0
},
{
"p": 0.09897260367870331,
"m": 1.0
},
{
"p": 0.06668607890605927,
"m": 0.6977627873420715
},
{
"p": 0.073370061814785,
"m": 0.19396668672561646
},
{
"p": 0.04793773591518402,
"m": 0.8538570404052734
},
{
"p": 0.07773113995790482,
"m": 0.7220109105110168
},
{
"p": 0.048971597105264664,
"m": 0.9668651223182678
},
{
"p": 0.059081170707941055,
"m": 1.0
},
{
"p": 0.09424520283937454,
"m": 0.8010929226875305
},
{
"p": 0.08830820769071579,
"m": 1.0
},
{
"p": 0.08974383771419525,
"m": 1.0
},
{
"p": 0.0784355103969574,
"m": 1.0
},
{
"p": 0.07075890898704529,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.1495037078857422,
"val_loss": 0.9239816069602966,
"acc": 65.08,
"time": 116.81704196800001,
"param": [
{
"p": 0.07414169609546661,
"m": 1.0
},
{
"p": 0.05794943496584892,
"m": 1.0
},
{
"p": 0.07855099439620972,
"m": 1.0
},
{
"p": 0.04562310874462128,
"m": 0.6780657768249512
},
{
"p": 0.09175513684749603,
"m": 0.19620268046855927
},
{
"p": 0.08203267306089401,
"m": 0.8319097757339478
},
{
"p": 0.06629376858472824,
"m": 0.7130388021469116
},
{
"p": 0.08767601102590561,
"m": 0.9973031282424927
},
{
"p": 0.07561980187892914,
"m": 1.0
},
{
"p": 0.06335169076919556,
"m": 0.9120796918869019
},
{
"p": 0.06390843540430069,
"m": 1.0
},
{
"p": 0.09177985787391663,
"m": 1.0
},
{
"p": 0.08638264238834381,
"m": 1.0
},
{
"p": 0.034934692084789276,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.132436990737915,
"val_loss": 0.935539960861206,
"acc": 64.89,
"time": 116.03448347799986,
"param": [
{
"p": 0.09476221352815628,
"m": 1.0
},
{
"p": 0.012431691400706768,
"m": 1.0
},
{
"p": 0.08759059756994247,
"m": 1.0
},
{
"p": 0.052223555743694305,
"m": 0.6761558651924133
},
{
"p": 0.09420296549797058,
"m": 0.14446993172168732
},
{
"p": 0.0615379773080349,
"m": 0.7647926211357117
},
{
"p": 0.06604574620723724,
"m": 0.7917904853820801
},
{
"p": 0.09632597118616104,
"m": 0.731874406337738
},
{
"p": 0.07038991898298264,
"m": 0.996153712272644
},
{
"p": 0.08960133790969849,
"m": 1.0
},
{
"p": 0.08873515576124191,
"m": 1.0
},
{
"p": 0.08047474175691605,
"m": 1.0
},
{
"p": 0.05590732768177986,
"m": 1.0
},
{
"p": 0.04977076128125191,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.1519819498062134,
"val_loss": 0.9979011416435242,
"acc": 65.51,
"time": 116.08904935200007,
"param": [
{
"p": 0.09167409688234329,
"m": 1.0
},
{
"p": 0.04929842799901962,
"m": 1.0
},
{
"p": 0.06906284391880035,
"m": 1.0
},
{
"p": 0.05821049585938454,
"m": 0.7449849247932434
},
{
"p": 0.06990247964859009,
"m": 0.2171122133731842
},
{
"p": 0.060877542942762375,
"m": 0.8655844926834106
},
{
"p": 0.10235030204057693,
"m": 0.8734519481658936
},
{
"p": 0.0523211844265461,
"m": 0.787011444568634
},
{
"p": 0.07518349587917328,
"m": 1.0
},
{
"p": 0.06623370200395584,
"m": 1.0
},
{
"p": 0.06905707716941833,
"m": 0.9998142123222351
},
{
"p": 0.07736609131097794,
"m": 1.0
},
{
"p": 0.09426270425319672,
"m": 1.0
},
{
"p": 0.0641995444893837,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.4405001401901245,
"val_loss": 1.0429967641830444,
"acc": 65.71,
"time": 116.81149755099977,
"param": [
{
"p": 0.06749678403139114,
"m": 1.0
},
{
"p": 0.03246939927339554,
"m": 1.0
},
{
"p": 0.08501943945884705,
"m": 1.0
},
{
"p": 0.05486496537923813,
"m": 0.7325381636619568
},
{
"p": 0.028301596641540527,
"m": 0.3101831376552582
},
{
"p": 0.09543449431657791,
"m": 0.8556569218635559
},
{
"p": 0.0741376131772995,
"m": 0.8647187948226929
},
{
"p": 0.09055480360984802,
"m": 0.987962543964386
},
{
"p": 0.07448171824216843,
"m": 1.0
},
{
"p": 0.10877327620983124,
"m": 1.0
},
{
"p": 0.0791621282696724,
"m": 1.0
},
{
"p": 0.08804589509963989,
"m": 1.0
},
{
"p": 0.06185287609696388,
"m": 1.0
},
{
"p": 0.05940495803952217,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.1265734434127808,
"val_loss": 1.0179835557937622,
"acc": 65.83,
"time": 118.35502472700045,
"param": [
{
"p": 0.10912492871284485,
"m": 1.0
},
{
"p": 0.046126097440719604,
"m": 1.0
},
{
"p": 0.06207756698131561,
"m": 1.0
},
{
"p": 0.06610160320997238,
"m": 0.629224956035614
},
{
"p": 0.0600864551961422,
"m": 0.32956886291503906
},
{
"p": 0.07437203824520111,
"m": 0.8887765407562256
},
{
"p": 0.059913598001003265,
"m": 0.816929817199707
},
{
"p": 0.08607134968042374,
"m": 0.9874598979949951
},
{
"p": 0.0730636790394783,
"m": 1.0
},
{
"p": 0.06854480504989624,
"m": 1.0
},
{
"p": 0.05544545128941536,
"m": 1.0
},
{
"p": 0.10634049028158188,
"m": 1.0
},
{
"p": 0.0823075920343399,
"m": 1.0
},
{
"p": 0.05042431876063347,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.2835416793823242,
"val_loss": 1.0167797803878784,
"acc": 63.18,
"time": 118.2047194099996,
"param": [
{
"p": 0.07649452984333038,
"m": 1.0
},
{
"p": 0.05303734913468361,
"m": 1.0
},
{
"p": 0.07100557535886765,
"m": 1.0
},
{
"p": 0.06012365594506264,
"m": 0.6629197001457214
},
{
"p": 0.04739723727107048,
"m": 0.31102895736694336
},
{
"p": 0.0673898309469223,
"m": 0.7665321826934814
},
{
"p": 0.061652377247810364,
"m": 0.7844107151031494
},
{
"p": 0.07739328593015671,
"m": 0.9795547723770142
},
{
"p": 0.08235935121774673,
"m": 1.0
},
{
"p": 0.07933549582958221,
"m": 0.9894652366638184
},
{
"p": 0.09150735288858414,
"m": 1.0
},
{
"p": 0.11096517741680145,
"m": 1.0
},
{
"p": 0.07072016596794128,
"m": 1.0
},
{
"p": 0.05061865970492363,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.2443962097167969,
"val_loss": 0.9711804986000061,
"acc": 66.44,
"time": 118.61858549699991,
"param": [
{
"p": 0.08581842482089996,
"m": 1.0
},
{
"p": 0.05874224752187729,
"m": 1.0
},
{
"p": 0.07150381803512573,
"m": 1.0
},
{
"p": 0.0751786008477211,
"m": 0.7663178443908691
},
{
"p": 0.07410015165805817,
"m": 0.3572474718093872
},
{
"p": 0.0688701868057251,
"m": 0.6698349714279175
},
{
"p": 0.064207524061203,
"m": 1.0
},
{
"p": 0.06461276859045029,
"m": 0.8691622018814087
},
{
"p": 0.05533960834145546,
"m": 1.0
},
{
"p": 0.07360948622226715,
"m": 0.9307677149772644
},
{
"p": 0.08316107839345932,
"m": 0.9997785687446594
},
{
"p": 0.08287946879863739,
"m": 1.0
},
{
"p": 0.07826628535985947,
"m": 1.0
},
{
"p": 0.06371035426855087,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.349969744682312,
"val_loss": 0.8872685432434082,
"acc": 66.94,
"time": 119.70601590299975,
"param": [
{
"p": 0.07489973306655884,
"m": 1.0
},
{
"p": 0.042440105229616165,
"m": 1.0
},
{
"p": 0.09166829288005829,
"m": 1.0
},
{
"p": 0.04997984692454338,
"m": 0.7828110456466675
},
{
"p": 0.06746566295623779,
"m": 0.3062877357006073
},
{
"p": 0.06645279377698898,
"m": 0.6859405040740967
},
{
"p": 0.09253032505512238,
"m": 0.9521439671516418
},
{
"p": 0.06860651820898056,
"m": 0.8909060955047607
},
{
"p": 0.0686916932463646,
"m": 1.0
},
{
"p": 0.07753682136535645,
"m": 0.978108286857605
},
{
"p": 0.07250469923019409,
"m": 0.9941321611404419
},
{
"p": 0.09336486458778381,
"m": 1.0
},
{
"p": 0.0792337954044342,
"m": 1.0
},
{
"p": 0.054624833166599274,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.161611795425415,
"val_loss": 0.9419217109680176,
"acc": 66.33,
"time": 117.8693774759995,
"param": [
{
"p": 0.076480932533741,
"m": 1.0
},
{
"p": 0.07642106711864471,
"m": 1.0
},
{
"p": 0.07474677264690399,
"m": 1.0
},
{
"p": 0.0459289476275444,
"m": 0.7115710973739624
},
{
"p": 0.057527508586645126,
"m": 0.3087911009788513
},
{
"p": 0.0776236280798912,
"m": 0.7931214570999146
},
{
"p": 0.07562152296304703,
"m": 0.9312407374382019
},
{
"p": 0.08183356374502182,
"m": 0.9082668423652649
},
{
"p": 0.090337373316288,
"m": 1.0
},
{
"p": 0.07156255841255188,
"m": 0.9400919675827026
},
{
"p": 0.06883882731199265,
"m": 0.9953071475028992
},
{
"p": 0.06258047372102737,
"m": 1.0
},
{
"p": 0.07421194016933441,
"m": 1.0
},
{
"p": 0.0662849023938179,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.2344818115234375,
"val_loss": 0.9594531059265137,
"acc": 66.98,
"time": 118.50647818499965,
"param": [
{
"p": 0.06852849572896957,
"m": 1.0
},
{
"p": 0.06254436075687408,
"m": 1.0
},
{
"p": 0.09535620361566544,
"m": 1.0
},
{
"p": 0.04312050715088844,
"m": 0.6642014980316162
},
{
"p": 0.059556882828474045,
"m": 0.32364633679389954
},
{
"p": 0.0717528834939003,
"m": 0.836993932723999
},
{
"p": 0.08946261554956436,
"m": 0.9479215145111084
},
{
"p": 0.04308396205306053,
"m": 0.8071727156639099
},
{
"p": 0.07764200121164322,
"m": 0.9993786811828613
},
{
"p": 0.08561106771230698,
"m": 1.0
},
{
"p": 0.07463718205690384,
"m": 1.0
},
{
"p": 0.07006753981113434,
"m": 1.0
},
{
"p": 0.08628818392753601,
"m": 1.0
},
{
"p": 0.07234814763069153,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.3269916772842407,
"val_loss": 0.9140480160713196,
"acc": 66.8,
"time": 118.36672069799988,
"param": [
{
"p": 0.08315551280975342,
"m": 1.0
},
{
"p": 0.07342731207609177,
"m": 1.0
},
{
"p": 0.08336859196424484,
"m": 1.0
},
{
"p": 0.07177233695983887,
"m": 0.7214325070381165
},
{
"p": 0.04138588905334473,
"m": 0.3840319812297821
},
{
"p": 0.06136066094040871,
"m": 0.8426457643508911
},
{
"p": 0.05261695384979248,
"m": 1.0
},
{
"p": 0.07241776585578918,
"m": 0.9488593339920044
},
{
"p": 0.06968127191066742,
"m": 1.0
},
{
"p": 0.05342042073607445,
"m": 1.0
},
{
"p": 0.08279792219400406,
"m": 0.9994852542877197
},
{
"p": 0.08756512403488159,
"m": 1.0
},
{
"p": 0.09173209965229034,
"m": 1.0
},
{
"p": 0.0752982497215271,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.3053739070892334,
"val_loss": 1.04585862159729,
"acc": 67.32,
"time": 118.38822544300001,
"param": [
{
"p": 0.1073518618941307,
"m": 1.0
},
{
"p": 0.04512668401002884,
"m": 1.0
},
{
"p": 0.09720389544963837,
"m": 1.0
},
{
"p": 0.04032846912741661,
"m": 0.5695481300354004
},
{
"p": 0.07214522361755371,
"m": 0.46137735247612
},
{
"p": 0.061690062284469604,
"m": 0.8420188426971436
},
{
"p": 0.0630318820476532,
"m": 0.9014291763305664
},
{
"p": 0.06427016109228134,
"m": 1.0
},
{
"p": 0.07180869579315186,
"m": 1.0
},
{
"p": 0.08195869624614716,
"m": 1.0
},
{
"p": 0.08015712350606918,
"m": 0.962874174118042
},
{
"p": 0.07665279507637024,
"m": 1.0
},
{
"p": 0.08084180951118469,
"m": 1.0
},
{
"p": 0.05743268132209778,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.208633303642273,
"val_loss": 0.9205536246299744,
"acc": 67.37,
"time": 118.08554671499951,
"param": [
{
"p": 0.0894991084933281,
"m": 1.0
},
{
"p": 0.03634991496801376,
"m": 1.0
},
{
"p": 0.0738307312130928,
"m": 1.0
},
{
"p": 0.05942714586853981,
"m": 0.6342721581459045
},
{
"p": 0.056032445281744,
"m": 0.41199439764022827
},
{
"p": 0.06496953964233398,
"m": 0.8238962292671204
},
{
"p": 0.08300202339887619,
"m": 0.9578917622566223
},
{
"p": 0.07874811440706253,
"m": 1.0
},
{
"p": 0.09632571041584015,
"m": 1.0
},
{
"p": 0.07108529657125473,
"m": 1.0
},
{
"p": 0.0444345586001873,
"m": 0.9770277142524719
},
{
"p": 0.09111838042736053,
"m": 1.0
},
{
"p": 0.0645131841301918,
"m": 1.0
},
{
"p": 0.09066390246152878,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.2915141582489014,
"val_loss": 0.9597240090370178,
"acc": 68.11,
"time": 117.69670540900006,
"param": [
{
"p": 0.10098174214363098,
"m": 1.0
},
{
"p": 0.025516582652926445,
"m": 1.0
},
{
"p": 0.0787867084145546,
"m": 1.0
},
{
"p": 0.05403192341327667,
"m": 0.6542945504188538
},
{
"p": 0.0465819388628006,
"m": 0.3718576729297638
},
{
"p": 0.0914747416973114,
"m": 0.7612202167510986
},
{
"p": 0.06905075907707214,
"m": 0.9156020879745483
},
{
"p": 0.06395091116428375,
"m": 0.9763486981391907
},
{
"p": 0.06908116489648819,
"m": 0.9892228841781616
},
{
"p": 0.09370768815279007,
"m": 0.9949067831039429
},
{
"p": 0.06278005242347717,
"m": 0.9998341202735901
},
{
"p": 0.07761814445257187,
"m": 1.0
},
{
"p": 0.11843712627887726,
"m": 1.0
},
{
"p": 0.04800054803490639,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.057444453239441,
"val_loss": 0.9650292992591858,
"acc": 68.36,
"time": 118.09357387899945,
"param": [
{
"p": 0.08409151434898376,
"m": 1.0
},
{
"p": 0.06746505200862885,
"m": 1.0
},
{
"p": 0.08223237097263336,
"m": 1.0
},
{
"p": 0.07262743264436722,
"m": 0.5600502490997314
},
{
"p": 0.04336465150117874,
"m": 0.5637559294700623
},
{
"p": 0.05636792257428169,
"m": 0.7443855404853821
},
{
"p": 0.07345999032258987,
"m": 1.0
},
{
"p": 0.07114216685295105,
"m": 1.0
},
{
"p": 0.08488738536834717,
"m": 0.9929671883583069
},
{
"p": 0.08128969371318817,
"m": 1.0
},
{
"p": 0.06427057832479477,
"m": 1.0
},
{
"p": 0.06188679859042168,
"m": 1.0
},
{
"p": 0.08451469242572784,
"m": 1.0
},
{
"p": 0.07239976525306702,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.4882415533065796,
"val_loss": 0.9460787177085876,
"acc": 67.29,
"time": 118.16226811300021,
"param": [
{
"p": 0.08029218763113022,
"m": 1.0
},
{
"p": 0.04322738200426102,
"m": 1.0
},
{
"p": 0.08640777319669724,
"m": 1.0
},
{
"p": 0.06932041049003601,
"m": 0.5048826336860657
},
{
"p": 0.044364459812641144,
"m": 0.6867582201957703
},
{
"p": 0.07946393638849258,
"m": 0.7236436009407043
},
{
"p": 0.07683631777763367,
"m": 0.9875008463859558
},
{
"p": 0.07249756157398224,
"m": 0.9963761568069458
},
{
"p": 0.0728863850235939,
"m": 0.9964153170585632
},
{
"p": 0.0932561606168747,
"m": 0.9752361178398132
},
{
"p": 0.05313095450401306,
"m": 0.9910336136817932
},
{
"p": 0.08976588398218155,
"m": 1.0
},
{
"p": 0.08667992055416107,
"m": 1.0
},
{
"p": 0.051870666444301605,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.3025784492492676,
"val_loss": 0.9344504475593567,
"acc": 67.97,
"time": 117.99152491600034,
"param": [
{
"p": 0.07573533803224564,
"m": 1.0
},
{
"p": 0.04347332566976547,
"m": 1.0
},
{
"p": 0.07032831013202667,
"m": 1.0
},
{
"p": 0.06265351921319962,
"m": 0.4748454988002777
},
{
"p": 0.038416195660829544,
"m": 0.6474573016166687
},
{
"p": 0.08644334971904755,
"m": 0.7137551307678223
},
{
"p": 0.08187275379896164,
"m": 0.9371970295906067
},
{
"p": 0.08175016939640045,
"m": 0.9462134838104248
},
{
"p": 0.07067478448152542,
"m": 1.0
},
{
"p": 0.0953793078660965,
"m": 0.9531427621841431
},
{
"p": 0.06097244843840599,
"m": 1.0
},
{
"p": 0.055208850651979446,
"m": 1.0
},
{
"p": 0.09471949189901352,
"m": 1.0
},
{
"p": 0.08237218856811523,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.1992874145507812,
"val_loss": 0.8841851353645325,
"acc": 67.76,
"time": 118.38065802799974,
"param": [
{
"p": 0.0882674977183342,
"m": 1.0
},
{
"p": 0.056408874690532684,
"m": 1.0
},
{
"p": 0.06840335577726364,
"m": 1.0
},
{
"p": 0.07880974560976028,
"m": 0.5388737916946411
},
{
"p": 0.05551472306251526,
"m": 0.6426371932029724
},
{
"p": 0.10913970321416855,
"m": 0.6501564979553223
},
{
"p": 0.07287545502185822,
"m": 0.8538722395896912
},
{
"p": 0.0582846999168396,
"m": 0.9974749684333801
},
{
"p": 0.06669734418392181,
"m": 1.0
},
{
"p": 0.05217742547392845,
"m": 0.9377115964889526
},
{
"p": 0.07976600527763367,
"m": 0.990795373916626
},
{
"p": 0.07468649744987488,
"m": 1.0
},
{
"p": 0.088563472032547,
"m": 1.0
},
{
"p": 0.050405193120241165,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.1076120138168335,
"val_loss": 0.9159935712814331,
"acc": 67.91,
"time": 117.61865253699943,
"param": [
{
"p": 0.09922125190496445,
"m": 1.0
},
{
"p": 0.025573769584298134,
"m": 1.0
},
{
"p": 0.0674850270152092,
"m": 1.0
},
{
"p": 0.061092011630535126,
"m": 0.5836954116821289
},
{
"p": 0.03344613313674927,
"m": 0.6775684952735901
},
{
"p": 0.045984797179698944,
"m": 0.605735182762146
},
{
"p": 0.09889804571866989,
"m": 0.9363557696342468
},
{
"p": 0.0673031210899353,
"m": 0.9291408061981201
},
{
"p": 0.0916668027639389,
"m": 0.9834824800491333
},
{
"p": 0.05450782552361488,
"m": 0.9801192283630371
},
{
"p": 0.08735208958387375,
"m": 0.9418962001800537
},
{
"p": 0.09550908952951431,
"m": 1.0
},
{
"p": 0.06705565005540848,
"m": 1.0
},
{
"p": 0.10490433871746063,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.1538455486297607,
"val_loss": 0.9865360856056213,
"acc": 67.95,
"time": 118.05587919499976,
"param": [
{
"p": 0.0659288838505745,
"m": 1.0
},
{
"p": 0.05205027386546135,
"m": 1.0
},
{
"p": 0.09080053865909576,
"m": 1.0
},
{
"p": 0.08423640578985214,
"m": 0.6661074757575989
},
{
"p": 0.051141876727342606,
"m": 0.5500810742378235
},
{
"p": 0.05575323477387428,
"m": 0.4966468811035156
},
{
"p": 0.08846248686313629,
"m": 1.0
},
{
"p": 0.08462750911712646,
"m": 1.0
},
{
"p": 0.07450028508901596,
"m": 1.0
},
{
"p": 0.07939235866069794,
"m": 0.9988440871238708
},
{
"p": 0.06114004924893379,
"m": 0.949906587600708
},
{
"p": 0.0874425619840622,
"m": 1.0
},
{
"p": 0.09010307490825653,
"m": 1.0
},
{
"p": 0.03442053496837616,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.2214393615722656,
"val_loss": 0.8045832514762878,
"acc": 68.07,
"time": 118.54339412799982,
"param": [
{
"p": 0.06926047056913376,
"m": 1.0
},
{
"p": 0.046050649136304855,
"m": 1.0
},
{
"p": 0.07189910858869553,
"m": 1.0
},
{
"p": 0.07520826905965805,
"m": 0.7631146311759949
},
{
"p": 0.07708121091127396,
"m": 0.5707600116729736
},
{
"p": 0.06225235387682915,
"m": 0.6314624547958374
},
{
"p": 0.05307838320732117,
"m": 0.9666149020195007
},
{
"p": 0.07198074460029602,
"m": 1.0
},
{
"p": 0.0788818970322609,
"m": 1.0
},
{
"p": 0.08926583081483841,
"m": 1.0
},
{
"p": 0.0761696994304657,
"m": 1.0
},
{
"p": 0.08163974434137344,
"m": 1.0
},
{
"p": 0.07704103738069534,
"m": 1.0
},
{
"p": 0.07019057869911194,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.2828953266143799,
"val_loss": 0.9492616057395935,
"acc": 68.82,
"time": 117.83074736199978,
"param": [
{
"p": 0.08342872560024261,
"m": 1.0
},
{
"p": 0.04080196097493172,
"m": 1.0
},
{
"p": 0.07961753755807877,
"m": 1.0
},
{
"p": 0.03804510831832886,
"m": 0.7512869834899902
},
{
"p": 0.022615110501646996,
"m": 0.6036088466644287
},
{
"p": 0.08050031214952469,
"m": 0.5420359373092651
},
{
"p": 0.0720113143324852,
"m": 0.988440990447998
},
{
"p": 0.08014664053916931,
"m": 0.9411370754241943
},
{
"p": 0.08813702315092087,
"m": 0.9778819680213928
},
{
"p": 0.08257771283388138,
"m": 0.999984085559845
},
{
"p": 0.07062078267335892,
"m": 0.9534386396408081
},
{
"p": 0.07091140747070312,
"m": 1.0
},
{
"p": 0.12632732093334198,
"m": 1.0
},
{
"p": 0.06425905972719193,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.1504595279693604,
"val_loss": 0.9023271799087524,
"acc": 68.56,
"time": 117.69818627099994,
"param": [
{
"p": 0.08272448182106018,
"m": 1.0
},
{
"p": 0.03946731612086296,
"m": 1.0
},
{
"p": 0.07400725036859512,
"m": 1.0
},
{
"p": 0.056402113288640976,
"m": 0.7079391479492188
},
{
"p": 0.042179565876722336,
"m": 0.58544921875
},
{
"p": 0.10035955905914307,
"m": 0.46644777059555054
},
{
"p": 0.06580428779125214,
"m": 0.9989093542098999
},
{
"p": 0.06817098706960678,
"m": 0.8238032460212708
},
{
"p": 0.06431759148836136,
"m": 0.9876213669776917
},
{
"p": 0.0860702246427536,
"m": 0.9469423890113831
},
{
"p": 0.07076632231473923,
"m": 0.9801523089408875
},
{
"p": 0.09916641563177109,
"m": 1.0
},
{
"p": 0.09043563902378082,
"m": 1.0
},
{
"p": 0.06012827157974243,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.4103755950927734,
"val_loss": 0.9130087494850159,
"acc": 68.41,
"time": 117.54928748800012,
"param": [
{
"p": 0.08555006980895996,
"m": 1.0
},
{
"p": 0.038486547768116,
"m": 1.0
},
{
"p": 0.08782583475112915,
"m": 1.0
},
{
"p": 0.04542377218604088,
"m": 0.6552245020866394
},
{
"p": 0.07280110567808151,
"m": 0.4814024269580841
},
{
"p": 0.06800941377878189,
"m": 0.5872620344161987
},
{
"p": 0.0676666870713234,
"m": 0.9949045777320862
},
{
"p": 0.04590264707803726,
"m": 0.8140799403190613
},
{
"p": 0.0632670447230339,
"m": 0.991898775100708
},
{
"p": 0.08184324949979782,
"m": 0.955829918384552
},
{
"p": 0.06807336211204529,
"m": 0.9939581751823425
},
{
"p": 0.08117050677537918,
"m": 1.0
},
{
"p": 0.10073112696409225,
"m": 1.0
},
{
"p": 0.0932486280798912,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.158738374710083,
"val_loss": 0.9227120876312256,
"acc": 69.99,
"time": 118.7647270159996,
"param": [
{
"p": 0.06537865102291107,
"m": 1.0
},
{
"p": 0.04452679678797722,
"m": 1.0
},
{
"p": 0.07320835441350937,
"m": 1.0
},
{
"p": 0.04591900110244751,
"m": 0.5812479257583618
},
{
"p": 0.07431968301534653,
"m": 0.563021719455719
},
{
"p": 0.05463304743170738,
"m": 0.715626060962677
},
{
"p": 0.08840875327587128,
"m": 0.9970656633377075
},
{
"p": 0.07492511719465256,
"m": 0.8441601395606995
},
{
"p": 0.04785729944705963,
"m": 1.0
},
{
"p": 0.09233950823545456,
"m": 0.907076358795166
},
{
"p": 0.07956673204898834,
"m": 1.0
},
{
"p": 0.09721248596906662,
"m": 1.0
},
{
"p": 0.08202660828828812,
"m": 1.0
},
{
"p": 0.07967798411846161,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.2553410530090332,
"val_loss": 0.7504354119300842,
"acc": 68.69,
"time": 117.59275918500134,
"param": [
{
"p": 0.08507221192121506,
"m": 1.0
},
{
"p": 0.05692353844642639,
"m": 1.0
},
{
"p": 0.06773137301206589,
"m": 1.0
},
{
"p": 0.049877237528562546,
"m": 0.5492997765541077
},
{
"p": 0.02470826543867588,
"m": 0.7131736874580383
},
{
"p": 0.07327356189489365,
"m": 0.6887064576148987
},
{
"p": 0.0785762369632721,
"m": 0.993882417678833
},
{
"p": 0.09282629191875458,
"m": 0.9297463893890381
},
{
"p": 0.07970055937767029,
"m": 0.9995056986808777
},
{
"p": 0.10364513844251633,
"m": 1.0
},
{
"p": 0.05295620113611221,
"m": 0.9996827244758606
},
{
"p": 0.06559700518846512,
"m": 1.0
},
{
"p": 0.08861231058835983,
"m": 1.0
},
{
"p": 0.08050001412630081,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.9705040454864502,
"val_loss": 0.9898553490638733,
"acc": 69.04,
"time": 118.49769351699979,
"param": [
{
"p": 0.08900444209575653,
"m": 1.0
},
{
"p": 0.05945052579045296,
"m": 1.0
},
{
"p": 0.08965426683425903,
"m": 1.0
},
{
"p": 0.04823056608438492,
"m": 0.5186213254928589
},
{
"p": 0.05252964422106743,
"m": 0.75339275598526
},
{
"p": 0.05052082613110542,
"m": 0.6192498803138733
},
{
"p": 0.06476530432701111,
"m": 0.9941226840019226
},
{
"p": 0.08060070127248764,
"m": 0.9564704895019531
},
{
"p": 0.07663267850875854,
"m": 1.0
},
{
"p": 0.08512403070926666,
"m": 0.9668334126472473
},
{
"p": 0.07362182438373566,
"m": 1.0
},
{
"p": 0.06498152762651443,
"m": 1.0
},
{
"p": 0.10206110030412674,
"m": 1.0
},
{
"p": 0.0628226175904274,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.1844325065612793,
"val_loss": 0.9201650619506836,
"acc": 69.09,
"time": 118.5236911610009,
"param": [
{
"p": 0.08442503958940506,
"m": 1.0
},
{
"p": 0.05328889563679695,
"m": 1.0
},
{
"p": 0.11247232556343079,
"m": 1.0
},
{
"p": 0.060465604066848755,
"m": 0.49192744493484497
},
{
"p": 0.04742899909615517,
"m": 0.8195598125457764
},
{
"p": 0.05695082247257233,
"m": 0.6322576999664307
},
{
"p": 0.06849012523889542,
"m": 0.8620622754096985
},
{
"p": 0.06582218408584595,
"m": 0.9063221216201782
},
{
"p": 0.05630660802125931,
"m": 1.0
},
{
"p": 0.09261313080787659,
"m": 1.0
},
{
"p": 0.05180785432457924,
"m": 0.9793452620506287
},
{
"p": 0.07496418803930283,
"m": 1.0
},
{
"p": 0.09241055697202682,
"m": 1.0
},
{
"p": 0.08255364745855331,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.2112011909484863,
"val_loss": 0.9086970686912537,
"acc": 69.75,
"time": 120.4142505130003,
"param": [
{
"p": 0.0849444568157196,
"m": 1.0
},
{
"p": 0.06419241428375244,
"m": 1.0
},
{
"p": 0.08475745469331741,
"m": 1.0
},
{
"p": 0.06399986147880554,
"m": 0.4603230953216553
},
{
"p": 0.05507403984665871,
"m": 0.8546486496925354
},
{
"p": 0.05950385332107544,
"m": 0.818929135799408
},
{
"p": 0.063622385263443,
"m": 0.980420708656311
},
{
"p": 0.05256151780486107,
"m": 0.9701817631721497
},
{
"p": 0.07981380820274353,
"m": 1.0
},
{
"p": 0.08077728748321533,
"m": 0.9102143049240112
},
{
"p": 0.05813450738787651,
"m": 1.0
},
{
"p": 0.08348385989665985,
"m": 1.0
},
{
"p": 0.09387875348329544,
"m": 1.0
},
{
"p": 0.07525583356618881,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.0953022241592407,
"val_loss": 0.8197041153907776,
"acc": 69.19,
"time": 118.45334108099996,
"param": [
{
"p": 0.08957657217979431,
"m": 1.0
},
{
"p": 0.055692899972200394,
"m": 1.0
},
{
"p": 0.10333521664142609,
"m": 1.0
},
{
"p": 0.0755104199051857,
"m": 0.4708554148674011
},
{
"p": 0.06787564605474472,
"m": 0.9282069802284241
},
{
"p": 0.04766605794429779,
"m": 0.8709035515785217
},
{
"p": 0.05760141834616661,
"m": 0.9872341156005859
},
{
"p": 0.07185125350952148,
"m": 0.9494669437408447
},
{
"p": 0.055747609585523605,
"m": 0.9223198890686035
},
{
"p": 0.10744769126176834,
"m": 1.0
},
{
"p": 0.07434737682342529,
"m": 0.9885001182556152
},
{
"p": 0.05933289974927902,
"m": 1.0
},
{
"p": 0.07021937519311905,
"m": 1.0
},
{
"p": 0.06379551440477371,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.5535677671432495,
"val_loss": 0.9617005586624146,
"acc": 68.48,
"time": 118.00239097300073,
"param": [
{
"p": 0.08045101910829544,
"m": 1.0
},
{
"p": 0.0589863657951355,
"m": 1.0
},
{
"p": 0.06675499677658081,
"m": 1.0
},
{
"p": 0.05193297564983368,
"m": 0.5224099159240723
},
{
"p": 0.04386322200298309,
"m": 0.8814306259155273
},
{
"p": 0.09176307916641235,
"m": 0.9373818039894104
},
{
"p": 0.0835510715842247,
"m": 0.8498005867004395
},
{
"p": 0.054165370762348175,
"m": 0.9010617136955261
},
{
"p": 0.06771494448184967,
"m": 0.9338876605033875
},
{
"p": 0.09125468134880066,
"m": 1.0
},
{
"p": 0.0730464905500412,
"m": 0.9357950687408447
},
{
"p": 0.07111764699220657,
"m": 1.0
},
{
"p": 0.09210938215255737,
"m": 1.0
},
{
"p": 0.07328885793685913,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.170434832572937,
"val_loss": 0.8364315032958984,
"acc": 70.1,
"time": 117.98411745699923,
"param": [
{
"p": 0.09288036078214645,
"m": 1.0
},
{
"p": 0.02623637765645981,
"m": 1.0
},
{
"p": 0.06620162725448608,
"m": 1.0
},
{
"p": 0.0616154707968235,
"m": 0.6363584995269775
},
{
"p": 0.06510163098573685,
"m": 0.8171122074127197
},
{
"p": 0.028317837044596672,
"m": 0.7956298589706421
},
{
"p": 0.0562889464199543,
"m": 0.844269871711731
},
{
"p": 0.07812488079071045,
"m": 0.8882972598075867
},
{
"p": 0.09419840574264526,
"m": 1.0
},
{
"p": 0.09029430150985718,
"m": 0.9989659190177917
},
{
"p": 0.06919635087251663,
"m": 0.9899753928184509
},
{
"p": 0.10660425573587418,
"m": 1.0
},
{
"p": 0.10350563377141953,
"m": 1.0
},
{
"p": 0.061434004455804825,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.215982437133789,
"val_loss": 0.8771402835845947,
"acc": 69.99,
"time": 117.86952975700115,
"param": [
{
"p": 0.08632854372262955,
"m": 1.0
},
{
"p": 0.07392555475234985,
"m": 1.0
},
{
"p": 0.059996478259563446,
"m": 1.0
},
{
"p": 0.05753420665860176,
"m": 0.591826856136322
},
{
"p": 0.06058238446712494,
"m": 0.8727778196334839
},
{
"p": 0.07076499611139297,
"m": 0.8262760043144226
},
{
"p": 0.04591329023241997,
"m": 0.8701027035713196
},
{
"p": 0.08192563056945801,
"m": 1.0
},
{
"p": 0.09562456607818604,
"m": 1.0
},
{
"p": 0.05749525874853134,
"m": 0.9846876263618469
},
{
"p": 0.08923827856779099,
"m": 0.9808287620544434
},
{
"p": 0.08574705570936203,
"m": 1.0
},
{
"p": 0.08568347990512848,
"m": 1.0
},
{
"p": 0.049240320920944214,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.219370722770691,
"val_loss": 0.9216078519821167,
"acc": 70.25,
"time": 117.70227812399935,
"param": [
{
"p": 0.07975460588932037,
"m": 1.0
},
{
"p": 0.04224836826324463,
"m": 1.0
},
{
"p": 0.09100871533155441,
"m": 1.0
},
{
"p": 0.03692473843693733,
"m": 0.6080847978591919
},
{
"p": 0.03515378013253212,
"m": 0.7985451817512512
},
{
"p": 0.056432630866765976,
"m": 0.9571155309677124
},
{
"p": 0.06895328313112259,
"m": 0.8709535598754883
},
{
"p": 0.07043549418449402,
"m": 0.9649316072463989
},
{
"p": 0.09999316930770874,
"m": 1.0
},
{
"p": 0.10302295535802841,
"m": 1.0
},
{
"p": 0.07060080766677856,
"m": 0.9441516995429993
},
{
"p": 0.07841319590806961,
"m": 1.0
},
{
"p": 0.08841163665056229,
"m": 1.0
},
{
"p": 0.07864660024642944,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.398339867591858,
"val_loss": 0.8718672394752502,
"acc": 69.72,
"time": 117.89911852099976,
"param": [
{
"p": 0.0724661648273468,
"m": 1.0
},
{
"p": 0.05384132266044617,
"m": 1.0
},
{
"p": 0.09075398743152618,
"m": 1.0
},
{
"p": 0.0608130544424057,
"m": 0.6490060091018677
},
{
"p": 0.0693015605211258,
"m": 0.8083688020706177
},
{
"p": 0.08529297262430191,
"m": 0.9488298296928406
},
{
"p": 0.05416345223784447,
"m": 0.8334974646568298
},
{
"p": 0.07730978727340698,
"m": 0.9507341980934143
},
{
"p": 0.07757502049207687,
"m": 0.9794142246246338
},
{
"p": 0.061695586889982224,
"m": 0.9929326772689819
},
{
"p": 0.06764111667871475,
"m": 1.0
},
{
"p": 0.0796268880367279,
"m": 1.0
},
{
"p": 0.08977744728326797,
"m": 1.0
},
{
"p": 0.05974160507321358,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.224196195602417,
"val_loss": 0.7995777726173401,
"acc": 70.3,
"time": 117.4686726889995,
"param": [
{
"p": 0.08686508983373642,
"m": 1.0
},
{
"p": 0.058238349854946136,
"m": 1.0
},
{
"p": 0.06794960051774979,
"m": 1.0
},
{
"p": 0.06648475676774979,
"m": 0.6839829683303833
},
{
"p": 0.06936969608068466,
"m": 0.7645767331123352
},
{
"p": 0.029263971373438835,
"m": 0.9894130229949951
},
{
"p": 0.05388232320547104,
"m": 0.823712170124054
},
{
"p": 0.07503277063369751,
"m": 1.0
},
{
"p": 0.06340526044368744,
"m": 1.0
},
{
"p": 0.09656994789838791,
"m": 1.0
},
{
"p": 0.07604265213012695,
"m": 1.0
},
{
"p": 0.09300584346055984,
"m": 1.0
},
{
"p": 0.10099294781684875,
"m": 1.0
},
{
"p": 0.06289681047201157,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.1682536602020264,
"val_loss": 0.8662656545639038,
"acc": 68.91,
"time": 119.40212541299843,
"param": [
{
"p": 0.06533482670783997,
"m": 1.0
},
{
"p": 0.07173885405063629,
"m": 1.0
},
{
"p": 0.07587645947933197,
"m": 1.0
},
{
"p": 0.07232128828763962,
"m": 0.5981438159942627
},
{
"p": 0.0711173340678215,
"m": 0.8545084595680237
},
{
"p": 0.05607609450817108,
"m": 0.8895499110221863
},
{
"p": 0.057239316403865814,
"m": 0.847940981388092
},
{
"p": 0.0519774854183197,
"m": 1.0
},
{
"p": 0.06793126463890076,
"m": 0.9916438460350037
},
{
"p": 0.07684903591871262,
"m": 1.0
},
{
"p": 0.07270098477602005,
"m": 0.9937254190444946
},
{
"p": 0.08723057806491852,
"m": 1.0
},
{
"p": 0.09543563425540924,
"m": 1.0
},
{
"p": 0.07817081362009048,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.1599104404449463,
"val_loss": 0.8048952221870422,
"acc": 69.34,
"time": 117.23721125400152,
"param": [
{
"p": 0.08988306671380997,
"m": 1.0
},
{
"p": 0.04228952154517174,
"m": 1.0
},
{
"p": 0.0956215187907219,
"m": 1.0
},
{
"p": 0.07453098148107529,
"m": 0.5900628566741943
},
{
"p": 0.05226456746459007,
"m": 0.8068997859954834
},
{
"p": 0.018311146646738052,
"m": 0.9841319918632507
},
{
"p": 0.08728756010532379,
"m": 0.8863494992256165
},
{
"p": 0.05328330025076866,
"m": 0.996375560760498
},
{
"p": 0.08580344170331955,
"m": 1.0
},
{
"p": 0.079828180372715,
"m": 0.9696210622787476
},
{
"p": 0.08906223624944687,
"m": 1.0
},
{
"p": 0.0693320482969284,
"m": 1.0
},
{
"p": 0.0848703682422638,
"m": 1.0
},
{
"p": 0.07763203233480453,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.21065092086792,
"val_loss": 0.7767596244812012,
"acc": 70.28,
"time": 117.30702296299933,
"param": [
{
"p": 0.06552664190530777,
"m": 1.0
},
{
"p": 0.05669044703245163,
"m": 1.0
},
{
"p": 0.06508064270019531,
"m": 1.0
},
{
"p": 0.026132158935070038,
"m": 0.5912206768989563
},
{
"p": 0.03642533719539642,
"m": 0.8793335556983948
},
{
"p": 0.09450985491275787,
"m": 0.8996732831001282
},
{
"p": 0.10387878119945526,
"m": 0.8466627597808838
},
{
"p": 0.05704910308122635,
"m": 0.9554387331008911
},
{
"p": 0.07606560736894608,
"m": 1.0
},
{
"p": 0.06643790751695633,
"m": 1.0
},
{
"p": 0.10013572126626968,
"m": 0.9710107445716858
},
{
"p": 0.06398910284042358,
"m": 1.0
},
{
"p": 0.10763692110776901,
"m": 1.0
},
{
"p": 0.0804416835308075,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.193511962890625,
"val_loss": 0.9223119616508484,
"acc": 70.14,
"time": 117.43946080100068,
"param": [
{
"p": 0.09273595362901688,
"m": 1.0
},
{
"p": 0.0506216324865818,
"m": 1.0
},
{
"p": 0.0763331800699234,
"m": 1.0
},
{
"p": 0.0319281704723835,
"m": 0.6872108578681946
},
{
"p": 0.040731463581323624,
"m": 0.8739895820617676
},
{
"p": 0.05773943290114403,
"m": 0.9292113184928894
},
{
"p": 0.0604565404355526,
"m": 0.9888142347335815
},
{
"p": 0.07987271994352341,
"m": 0.9996845126152039
},
{
"p": 0.07975415140390396,
"m": 1.0
},
{
"p": 0.09608448296785355,
"m": 0.9933156967163086
},
{
"p": 0.0660179853439331,
"m": 1.0
},
{
"p": 0.08142991364002228,
"m": 1.0
},
{
"p": 0.09434705227613449,
"m": 1.0
},
{
"p": 0.09194730222225189,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.2582541704177856,
"val_loss": 0.8526548147201538,
"acc": 70.64,
"time": 117.04533158699996,
"param": [
{
"p": 0.07590998709201813,
"m": 1.0
},
{
"p": 0.05864281579852104,
"m": 1.0
},
{
"p": 0.08016311377286911,
"m": 1.0
},
{
"p": 0.05250048264861107,
"m": 0.7315741181373596
},
{
"p": 0.0702706128358841,
"m": 0.8727911114692688
},
{
"p": 0.05889718234539032,
"m": 0.9918657541275024
},
{
"p": 0.08104323595762253,
"m": 1.0
},
{
"p": 0.07479260116815567,
"m": 0.9609413146972656
},
{
"p": 0.0658489465713501,
"m": 0.9976867437362671
},
{
"p": 0.09637922048568726,
"m": 0.8915377855300903
},
{
"p": 0.07516751438379288,
"m": 1.0
},
{
"p": 0.08198226243257523,
"m": 1.0
},
{
"p": 0.0807480737566948,
"m": 1.0
},
{
"p": 0.04765395447611809,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.2665276527404785,
"val_loss": 0.8363834023475647,
"acc": 69.57,
"time": 117.65465637499983,
"param": [
{
"p": 0.07745319604873657,
"m": 1.0
},
{
"p": 0.06026878207921982,
"m": 1.0
},
{
"p": 0.06482236087322235,
"m": 1.0
},
{
"p": 0.05447988957166672,
"m": 0.7374491691589355
},
{
"p": 0.06517817080020905,
"m": 0.7919531464576721
},
{
"p": 0.07282745838165283,
"m": 1.0
},
{
"p": 0.06652016192674637,
"m": 0.991107165813446
},
{
"p": 0.05509364232420921,
"m": 0.9996450543403625
},
{
"p": 0.08941350877285004,
"m": 1.0
},
{
"p": 0.07302449643611908,
"m": 0.9302332997322083
},
{
"p": 0.08304664492607117,
"m": 1.0
},
{
"p": 0.07632380723953247,
"m": 1.0
},
{
"p": 0.08600890636444092,
"m": 1.0
},
{
"p": 0.07553894072771072,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.140384316444397,
"val_loss": 0.8236037492752075,
"acc": 70.84,
"time": 117.74640584300141,
"param": [
{
"p": 0.09349337965250015,
"m": 1.0
},
{
"p": 0.053071919828653336,
"m": 1.0
},
{
"p": 0.08445142209529877,
"m": 1.0
},
{
"p": 0.05588637292385101,
"m": 0.66547030210495
},
{
"p": 0.05748753249645233,
"m": 0.8398438692092896
},
{
"p": 0.06911267340183258,
"m": 0.9750904440879822
},
{
"p": 0.04007828235626221,
"m": 0.9845290780067444
},
{
"p": 0.06817938387393951,
"m": 0.9581001996994019
},
{
"p": 0.055485330522060394,
"m": 0.9878960847854614
},
{
"p": 0.092496357858181,
"m": 0.9465535879135132
},
{
"p": 0.064737468957901,
"m": 0.9976518154144287
},
{
"p": 0.10388190299272537,
"m": 1.0
},
{
"p": 0.09467893093824387,
"m": 1.0
},
{
"p": 0.06695909053087234,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.9524730443954468,
"val_loss": 0.8615562319755554,
"acc": 70.18,
"time": 117.77090249600042,
"param": [
{
"p": 0.09966883808374405,
"m": 1.0
},
{
"p": 0.04214739799499512,
"m": 1.0
},
{
"p": 0.06503688544034958,
"m": 1.0
},
{
"p": 0.0490851067006588,
"m": 0.6633936166763306
},
{
"p": 0.08102207630872726,
"m": 0.807113766670227
},
{
"p": 0.06829643994569778,
"m": 1.0
},
{
"p": 0.060295525938272476,
"m": 0.9593098759651184
},
{
"p": 0.05913132056593895,
"m": 0.9636821746826172
},
{
"p": 0.08770608901977539,
"m": 0.9853047132492065
},
{
"p": 0.08420682698488235,
"m": 0.9405953288078308
},
{
"p": 0.05987202748656273,
"m": 0.986538290977478
},
{
"p": 0.07842269539833069,
"m": 1.0
},
{
"p": 0.0951865091919899,
"m": 1.0
},
{
"p": 0.06992228329181671,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.1132206916809082,
"val_loss": 0.8272649645805359,
"acc": 71.46,
"time": 119.04551773599997,
"param": [
{
"p": 0.09091073274612427,
"m": 1.0
},
{
"p": 0.049016524106264114,
"m": 1.0
},
{
"p": 0.0804719403386116,
"m": 1.0
},
{
"p": 0.06756708025932312,
"m": 0.6327161192893982
},
{
"p": 0.04525262489914894,
"m": 0.7080828547477722
},
{
"p": 0.06732264161109924,
"m": 0.9958251118659973
},
{
"p": 0.056309089064598083,
"m": 1.0
},
{
"p": 0.07484003901481628,
"m": 0.9539854526519775
},
{
"p": 0.08254444599151611,
"m": 1.0
},
{
"p": 0.08087503165006638,
"m": 0.9206898808479309
},
{
"p": 0.06714052706956863,
"m": 0.9873408079147339
},
{
"p": 0.050118379294872284,
"m": 1.0
},
{
"p": 0.09007467329502106,
"m": 1.0
},
{
"p": 0.09755630046129227,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.2277591228485107,
"val_loss": 0.7870360612869263,
"acc": 70.54,
"time": 119.83378044100027,
"param": [
{
"p": 0.08442132920026779,
"m": 1.0
},
{
"p": 0.04723603278398514,
"m": 1.0
},
{
"p": 0.09810621291399002,
"m": 1.0
},
{
"p": 0.07109026610851288,
"m": 0.7295026779174805
},
{
"p": 0.05533919855952263,
"m": 0.6867461204528809
},
{
"p": 0.02767043001949787,
"m": 0.9941813349723816
},
{
"p": 0.08259934931993484,
"m": 1.0
},
{
"p": 0.09601841866970062,
"m": 0.9598886370658875
},
{
"p": 0.06728662550449371,
"m": 0.9775018692016602
},
{
"p": 0.0751742571592331,
"m": 0.9772799015045166
},
{
"p": 0.08365488052368164,
"m": 0.9721624851226807
},
{
"p": 0.08289805799722672,
"m": 1.0
},
{
"p": 0.060561686754226685,
"m": 1.0
},
{
"p": 0.06794331222772598,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.2509795427322388,
"val_loss": 0.7967060804367065,
"acc": 71.28,
"time": 117.67975769199984,
"param": [
{
"p": 0.08995569497346878,
"m": 1.0
},
{
"p": 0.048638716340065,
"m": 1.0
},
{
"p": 0.09519702941179276,
"m": 1.0
},
{
"p": 0.057635895907878876,
"m": 0.6575209498405457
},
{
"p": 0.07946520298719406,
"m": 0.6926795244216919
},
{
"p": 0.059763338416814804,
"m": 0.9989755153656006
},
{
"p": 0.06182346120476723,
"m": 0.9718737602233887
},
{
"p": 0.05447690188884735,
"m": 0.9743538498878479
},
{
"p": 0.08947665989398956,
"m": 1.0
},
{
"p": 0.0706091895699501,
"m": 0.9993419647216797
},
{
"p": 0.08747947961091995,
"m": 1.0
},
{
"p": 0.062688447535038,
"m": 1.0
},
{
"p": 0.07391128689050674,
"m": 1.0
},
{
"p": 0.06887868046760559,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.2078777551651,
"val_loss": 0.8503922820091248,
"acc": 71.24,
"time": 117.56829310499961,
"param": [
{
"p": 0.10038258880376816,
"m": 1.0
},
{
"p": 0.025812063366174698,
"m": 1.0
},
{
"p": 0.10907333344221115,
"m": 1.0
},
{
"p": 0.06011539325118065,
"m": 0.650403618812561
},
{
"p": 0.07293429225683212,
"m": 0.624435544013977
},
{
"p": 0.07795464992523193,
"m": 0.8895364999771118
},
{
"p": 0.046882279217243195,
"m": 0.8695719838142395
},
{
"p": 0.04756021872162819,
"m": 0.9875680804252625
},
{
"p": 0.0873185247182846,
"m": 0.9795653223991394
},
{
"p": 0.0720147117972374,
"m": 1.0
},
{
"p": 0.08775303512811661,
"m": 0.9786455631256104
},
{
"p": 0.07437992095947266,
"m": 1.0
},
{
"p": 0.0885964035987854,
"m": 1.0
},
{
"p": 0.0492226667702198,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.9795958995819092,
"val_loss": 0.7279808521270752,
"acc": 71.59,
"time": 119.22555964200001,
"param": [
{
"p": 0.0934295728802681,
"m": 1.0
},
{
"p": 0.06441641598939896,
"m": 1.0
},
{
"p": 0.06770750135183334,
"m": 1.0
},
{
"p": 0.07568594813346863,
"m": 0.6196891069412231
},
{
"p": 0.060523610562086105,
"m": 0.7418911457061768
},
{
"p": 0.07629039138555527,
"m": 0.9689850211143494
},
{
"p": 0.045270346105098724,
"m": 0.9856454730033875
},
{
"p": 0.06571909785270691,
"m": 0.9061300158500671
},
{
"p": 0.06112935394048691,
"m": 0.9855204224586487
},
{
"p": 0.08562670648097992,
"m": 0.9772441387176514
},
{
"p": 0.07774074375629425,
"m": 0.9499857425689697
},
{
"p": 0.09426257759332657,
"m": 1.0
},
{
"p": 0.07426682859659195,
"m": 1.0
},
{
"p": 0.05793096125125885,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.962830126285553,
"val_loss": 0.9727599024772644,
"acc": 69.56,
"time": 117.75038849800148,
"param": [
{
"p": 0.07956767082214355,
"m": 1.0
},
{
"p": 0.04280625283718109,
"m": 1.0
},
{
"p": 0.06726277619600296,
"m": 1.0
},
{
"p": 0.054171908646821976,
"m": 0.6660369038581848
},
{
"p": 0.07054872810840607,
"m": 0.7411434650421143
},
{
"p": 0.05975218862295151,
"m": 0.9202271699905396
},
{
"p": 0.07719138264656067,
"m": 0.9933527708053589
},
{
"p": 0.08199415355920792,
"m": 1.0
},
{
"p": 0.07311373203992844,
"m": 0.9986157417297363
},
{
"p": 0.08068849891424179,
"m": 1.0
},
{
"p": 0.07785136997699738,
"m": 1.0
},
{
"p": 0.07711263746023178,
"m": 1.0
},
{
"p": 0.08284371346235275,
"m": 1.0
},
{
"p": 0.07509496062994003,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.094401478767395,
"val_loss": 0.9429877996444702,
"acc": 71.31,
"time": 116.76381521300027,
"param": [
{
"p": 0.08529234677553177,
"m": 1.0
},
{
"p": 0.03944861516356468,
"m": 1.0
},
{
"p": 0.08133086562156677,
"m": 1.0
},
{
"p": 0.06747835129499435,
"m": 0.8616107702255249
},
{
"p": 0.06451410055160522,
"m": 0.7563077211380005
},
{
"p": 0.05724317580461502,
"m": 0.8785275220870972
},
{
"p": 0.08464086800813675,
"m": 1.0
},
{
"p": 0.07779594510793686,
"m": 0.9793060421943665
},
{
"p": 0.06605947762727737,
"m": 0.9299843907356262
},
{
"p": 0.06811794638633728,
"m": 0.9862524271011353
},
{
"p": 0.07750389724969864,
"m": 0.9603672027587891
},
{
"p": 0.06710753589868546,
"m": 1.0
},
{
"p": 0.10527881234884262,
"m": 1.0
},
{
"p": 0.0581880547106266,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.1824729442596436,
"val_loss": 0.7929486036300659,
"acc": 71.11,
"time": 116.88577950499894,
"param": [
{
"p": 0.10454903542995453,
"m": 1.0
},
{
"p": 0.0701766386628151,
"m": 1.0
},
{
"p": 0.0668390542268753,
"m": 1.0
},
{
"p": 0.04796517267823219,
"m": 0.8308039903640747
},
{
"p": 0.0646524652838707,
"m": 0.7578386068344116
},
{
"p": 0.07122589647769928,
"m": 0.9219955205917358
},
{
"p": 0.06418435275554657,
"m": 0.9604587554931641
},
{
"p": 0.061065640300512314,
"m": 0.9883929491043091
},
{
"p": 0.08022745698690414,
"m": 0.9602092504501343
},
{
"p": 0.08382536470890045,
"m": 0.9784035086631775
},
{
"p": 0.060702454298734665,
"m": 0.9384801983833313
},
{
"p": 0.0858340933918953,
"m": 1.0
},
{
"p": 0.06377274543046951,
"m": 1.0
},
{
"p": 0.07497961819171906,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.1452760696411133,
"val_loss": 0.809429943561554,
"acc": 71.47,
"time": 117.35940145099994,
"param": [
{
"p": 0.09471959620714188,
"m": 1.0
},
{
"p": 0.05445992946624756,
"m": 1.0
},
{
"p": 0.08398018777370453,
"m": 1.0
},
{
"p": 0.06290401518344879,
"m": 0.7908239364624023
},
{
"p": 0.05954212322831154,
"m": 0.907299280166626
},
{
"p": 0.03582075983285904,
"m": 0.9760755300521851
},
{
"p": 0.08931362628936768,
"m": 1.0
},
{
"p": 0.08072704076766968,
"m": 1.0
},
{
"p": 0.08066389709711075,
"m": 1.0
},
{
"p": 0.07436694949865341,
"m": 1.0
},
{
"p": 0.08321917802095413,
"m": 0.9989252686500549
},
{
"p": 0.05198293924331665,
"m": 1.0
},
{
"p": 0.0791466012597084,
"m": 1.0
},
{
"p": 0.06915329396724701,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.0135791301727295,
"val_loss": 0.6995474100112915,
"acc": 70.47,
"time": 117.79075963399919,
"param": [
{
"p": 0.07850024849176407,
"m": 1.0
},
{
"p": 0.06405150890350342,
"m": 1.0
},
{
"p": 0.09467577189207077,
"m": 1.0
},
{
"p": 0.05371350422501564,
"m": 0.7761491537094116
},
{
"p": 0.07107900828123093,
"m": 0.8576411008834839
},
{
"p": 0.035004910081624985,
"m": 0.899492621421814
},
{
"p": 0.06441041082143784,
"m": 0.890117883682251
},
{
"p": 0.053470008075237274,
"m": 1.0
},
{
"p": 0.06728799641132355,
"m": 0.9784435033798218
},
{
"p": 0.1040591225028038,
"m": 0.9989373087882996
},
{
"p": 0.06695464253425598,
"m": 0.9956398010253906
},
{
"p": 0.06541010737419128,
"m": 1.0
},
{
"p": 0.09584175050258636,
"m": 1.0
},
{
"p": 0.08554088324308395,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.243489146232605,
"val_loss": 0.7986573576927185,
"acc": 71.74,
"time": 117.56847516900052,
"param": [
{
"p": 0.09447148442268372,
"m": 1.0
},
{
"p": 0.07787938416004181,
"m": 1.0
},
{
"p": 0.09609203040599823,
"m": 1.0
},
{
"p": 0.058669451624155045,
"m": 0.8683642745018005
},
{
"p": 0.03541061282157898,
"m": 0.8936750888824463
},
{
"p": 0.0617830716073513,
"m": 0.865416407585144
},
{
"p": 0.07910236716270447,
"m": 1.0
},
{
"p": 0.06151934340596199,
"m": 0.9893885254859924
},
{
"p": 0.07975668460130692,
"m": 1.0
},
{
"p": 0.08024512231349945,
"m": 0.973340630531311
},
{
"p": 0.055819056928157806,
"m": 0.9845508933067322
},
{
"p": 0.0614454410970211,
"m": 1.0
},
{
"p": 0.09220105409622192,
"m": 1.0
},
{
"p": 0.06560496240854263,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.064329981803894,
"val_loss": 0.7503018379211426,
"acc": 71.48,
"time": 118.0537926500001,
"param": [
{
"p": 0.06950651854276657,
"m": 1.0
},
{
"p": 0.054095309227705,
"m": 1.0
},
{
"p": 0.07344309985637665,
"m": 1.0
},
{
"p": 0.06610444188117981,
"m": 0.9211829304695129
},
{
"p": 0.06639135628938675,
"m": 0.862515389919281
},
{
"p": 0.06307346373796463,
"m": 0.848731279373169
},
{
"p": 0.08154342323541641,
"m": 0.9855697751045227
},
{
"p": 0.07625282555818558,
"m": 0.8760243654251099
},
{
"p": 0.07668609917163849,
"m": 0.9954742789268494
},
{
"p": 0.07675515115261078,
"m": 0.8978646397590637
},
{
"p": 0.07796358317136765,
"m": 0.9801458120346069
},
{
"p": 0.06902250647544861,
"m": 1.0
},
{
"p": 0.08485081791877747,
"m": 1.0
},
{
"p": 0.06431146711111069,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.1319822072982788,
"val_loss": 0.7899385690689087,
"acc": 70.87,
"time": 117.23535504400024,
"param": [
{
"p": 0.0728808045387268,
"m": 1.0
},
{
"p": 0.045019932091236115,
"m": 1.0
},
{
"p": 0.0966808870434761,
"m": 1.0
},
{
"p": 0.05380215868353844,
"m": 0.8925972580909729
},
{
"p": 0.06271194666624069,
"m": 0.8757084012031555
},
{
"p": 0.058012064546346664,
"m": 0.8747143745422363
},
{
"p": 0.10041212290525436,
"m": 0.9686013460159302
},
{
"p": 0.06458725035190582,
"m": 0.9370272159576416
},
{
"p": 0.05436860769987106,
"m": 0.9600943922996521
},
{
"p": 0.08389180153608322,
"m": 0.9034099578857422
},
{
"p": 0.08081094920635223,
"m": 0.9915350079536438
},
{
"p": 0.08833304047584534,
"m": 1.0
},
{
"p": 0.08207058906555176,
"m": 1.0
},
{
"p": 0.056417785584926605,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.1063897609710693,
"val_loss": 0.7957706451416016,
"acc": 71.74,
"time": 117.05677261900018,
"param": [
{
"p": 0.07776489853858948,
"m": 1.0
},
{
"p": 0.059892766177654266,
"m": 1.0
},
{
"p": 0.06956632435321808,
"m": 1.0
},
{
"p": 0.056509166955947876,
"m": 0.8393436670303345
},
{
"p": 0.057137951254844666,
"m": 0.7912842035293579
},
{
"p": 0.08982131630182266,
"m": 0.7952275276184082
},
{
"p": 0.08634324371814728,
"m": 0.9969555139541626
},
{
"p": 0.045365333557128906,
"m": 0.9705404043197632
},
{
"p": 0.07367294281721115,
"m": 0.9903034567832947
},
{
"p": 0.08767993748188019,
"m": 1.0
},
{
"p": 0.06781821697950363,
"m": 0.9650492668151855
},
{
"p": 0.09106309711933136,
"m": 1.0
},
{
"p": 0.06246941536664963,
"m": 1.0
},
{
"p": 0.07489537447690964,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.1418346166610718,
"val_loss": 0.8757580518722534,
"acc": 71.78,
"time": 117.58039734399972,
"param": [
{
"p": 0.06163400039076805,
"m": 1.0
},
{
"p": 0.026637133210897446,
"m": 1.0
},
{
"p": 0.09073761850595474,
"m": 1.0
},
{
"p": 0.05874650180339813,
"m": 0.7678074836730957
},
{
"p": 0.06306500732898712,
"m": 0.828809380531311
},
{
"p": 0.06939626485109329,
"m": 0.8416929244995117
},
{
"p": 0.047985710203647614,
"m": 0.9677160978317261
},
{
"p": 0.06140965595841408,
"m": 0.9251578450202942
},
{
"p": 0.071241594851017,
"m": 1.0
},
{
"p": 0.1003199890255928,
"m": 1.0
},
{
"p": 0.07396930456161499,
"m": 0.9997162222862244
},
{
"p": 0.10223434865474701,
"m": 1.0
},
{
"p": 0.10272787511348724,
"m": 1.0
},
{
"p": 0.06989490985870361,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.0600258111953735,
"val_loss": 0.8281564712524414,
"acc": 72.25,
"time": 117.6970569490004,
"param": [
{
"p": 0.05676969885826111,
"m": 1.0
},
{
"p": 0.05404030904173851,
"m": 1.0
},
{
"p": 0.08569764345884323,
"m": 1.0
},
{
"p": 0.07985750585794449,
"m": 0.7446131110191345
},
{
"p": 0.06139833480119705,
"m": 0.7746202349662781
},
{
"p": 0.10098841786384583,
"m": 0.6256759762763977
},
{
"p": 0.055272288620471954,
"m": 0.9325806498527527
},
{
"p": 0.0676543191075325,
"m": 0.9412131905555725
},
{
"p": 0.08997868001461029,
"m": 1.0
},
{
"p": 0.06457173824310303,
"m": 0.9634915590286255
},
{
"p": 0.05800763517618179,
"m": 0.9062874913215637
},
{
"p": 0.07777796685695648,
"m": 1.0
},
{
"p": 0.08316350728273392,
"m": 1.0
},
{
"p": 0.06482189148664474,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.0758298635482788,
"val_loss": 0.7612838745117188,
"acc": 71.67,
"time": 117.43080450200068,
"param": [
{
"p": 0.08069618791341782,
"m": 1.0
},
{
"p": 0.04010504111647606,
"m": 1.0
},
{
"p": 0.08707450330257416,
"m": 1.0
},
{
"p": 0.07722146809101105,
"m": 0.7532796263694763
},
{
"p": 0.055373866111040115,
"m": 0.852532684803009
},
{
"p": 0.08107537031173706,
"m": 0.6429696679115295
},
{
"p": 0.06901318579912186,
"m": 0.951433539390564
},
{
"p": 0.0505153089761734,
"m": 0.9928327202796936
},
{
"p": 0.08816829323768616,
"m": 1.0
},
{
"p": 0.06714993715286255,
"m": 0.9572935104370117
},
{
"p": 0.09047083556652069,
"m": 1.0
},
{
"p": 0.06992806494235992,
"m": 1.0
},
{
"p": 0.07793885469436646,
"m": 1.0
},
{
"p": 0.0652691125869751,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.9743503928184509,
"val_loss": 0.8557172417640686,
"acc": 72.61,
"time": 117.39453278099973,
"param": [
{
"p": 0.07863592356443405,
"m": 1.0
},
{
"p": 0.059652622789144516,
"m": 1.0
},
{
"p": 0.06382979452610016,
"m": 1.0
},
{
"p": 0.06395359337329865,
"m": 0.7226152420043945
},
{
"p": 0.0685880035161972,
"m": 0.696735680103302
},
{
"p": 0.05965280160307884,
"m": 0.5629610419273376
},
{
"p": 0.06049525365233421,
"m": 0.8680761456489563
},
{
"p": 0.059835124760866165,
"m": 0.9882005453109741
},
{
"p": 0.05766753852367401,
"m": 0.9077224731445312
},
{
"p": 0.08915916085243225,
"m": 0.9956441521644592
},
{
"p": 0.08392959088087082,
"m": 1.0
},
{
"p": 0.08912505954504013,
"m": 1.0
},
{
"p": 0.0901331976056099,
"m": 1.0
},
{
"p": 0.07534230500459671,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.0297880172729492,
"val_loss": 0.8559209108352661,
"acc": 72.17,
"time": 118.78795144000105,
"param": [
{
"p": 0.08964629471302032,
"m": 1.0
},
{
"p": 0.04286804795265198,
"m": 1.0
},
{
"p": 0.06740282475948334,
"m": 1.0
},
{
"p": 0.04436516761779785,
"m": 0.7640761137008667
},
{
"p": 0.07688647508621216,
"m": 0.7732787728309631
},
{
"p": 0.06456923484802246,
"m": 0.5522245168685913
},
{
"p": 0.07194654643535614,
"m": 0.9612407684326172
},
{
"p": 0.07318238914012909,
"m": 0.9120244383811951
},
{
"p": 0.0987849235534668,
"m": 0.9796570539474487
},
{
"p": 0.07756927609443665,
"m": 0.9802140593528748
},
{
"p": 0.05715872719883919,
"m": 0.9476345181465149
},
{
"p": 0.10167733579874039,
"m": 1.0
},
{
"p": 0.08278290927410126,
"m": 1.0
},
{
"p": 0.05115984380245209,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.1062792539596558,
"val_loss": 0.8500813245773315,
"acc": 72.59,
"time": 121.01411284799906,
"param": [
{
"p": 0.07724738866090775,
"m": 1.0
},
{
"p": 0.0607781819999218,
"m": 1.0
},
{
"p": 0.08687429130077362,
"m": 1.0
},
{
"p": 0.05495937913656235,
"m": 0.7327615022659302
},
{
"p": 0.05716237425804138,
"m": 0.6725977063179016
},
{
"p": 0.07766655087471008,
"m": 0.49322202801704407
},
{
"p": 0.05948164314031601,
"m": 0.9923160672187805
},
{
"p": 0.06585554778575897,
"m": 0.8087947964668274
},
{
"p": 0.09027998149394989,
"m": 1.0
},
{
"p": 0.07679172605276108,
"m": 0.914435863494873
},
{
"p": 0.07170084863901138,
"m": 1.0
},
{
"p": 0.08027249574661255,
"m": 1.0
},
{
"p": 0.07062695175409317,
"m": 1.0
},
{
"p": 0.07030269503593445,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.2278681993484497,
"val_loss": 0.878525972366333,
"acc": 71.57,
"time": 117.85240495200014,
"param": [
{
"p": 0.06406572461128235,
"m": 1.0
},
{
"p": 0.04206956550478935,
"m": 1.0
},
{
"p": 0.0916946679353714,
"m": 1.0
},
{
"p": 0.06942827999591827,
"m": 0.6090166568756104
},
{
"p": 0.06173168122768402,
"m": 0.7349148988723755
},
{
"p": 0.08473750948905945,
"m": 0.5505105257034302
},
{
"p": 0.058639027178287506,
"m": 0.9757299423217773
},
{
"p": 0.09120115637779236,
"m": 0.7619389891624451
},
{
"p": 0.06605634093284607,
"m": 0.9990811347961426
},
{
"p": 0.10025984048843384,
"m": 0.9939265251159668
},
{
"p": 0.060595713555812836,
"m": 0.9950979351997375
},
{
"p": 0.06974932551383972,
"m": 1.0
},
{
"p": 0.07792723178863525,
"m": 1.0
},
{
"p": 0.061843957751989365,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0207035541534424,
"val_loss": 0.7531360387802124,
"acc": 72.81,
"time": 117.02871508300086,
"param": [
{
"p": 0.08728059381246567,
"m": 1.0
},
{
"p": 0.07879635691642761,
"m": 1.0
},
{
"p": 0.07347381860017776,
"m": 1.0
},
{
"p": 0.033804211765527725,
"m": 0.5597943067550659
},
{
"p": 0.04493565484881401,
"m": 0.8919422626495361
},
{
"p": 0.05337034910917282,
"m": 0.5240092873573303
},
{
"p": 0.08747417479753494,
"m": 0.994360625743866
},
{
"p": 0.08765275776386261,
"m": 0.8473164439201355
},
{
"p": 0.07045632600784302,
"m": 0.954639196395874
},
{
"p": 0.07652714103460312,
"m": 0.9155513644218445
},
{
"p": 0.0820695012807846,
"m": 1.0
},
{
"p": 0.07708846777677536,
"m": 1.0
},
{
"p": 0.08439511060714722,
"m": 1.0
},
{
"p": 0.06267546117305756,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.3157119750976562,
"val_loss": 0.7057132720947266,
"acc": 72.29,
"time": 120.60512275399924,
"param": [
{
"p": 0.0784321129322052,
"m": 1.0
},
{
"p": 0.04303405061364174,
"m": 1.0
},
{
"p": 0.07602157443761826,
"m": 1.0
},
{
"p": 0.06746798008680344,
"m": 0.6252624988555908
},
{
"p": 0.07692854106426239,
"m": 0.8308361768722534
},
{
"p": 0.09926850348711014,
"m": 0.7050440311431885
},
{
"p": 0.04332496225833893,
"m": 1.0
},
{
"p": 0.09769447892904282,
"m": 1.0
},
{
"p": 0.08016230165958405,
"m": 0.9960719347000122
},
{
"p": 0.07276306301355362,
"m": 0.9942163825035095
},
{
"p": 0.06300535053014755,
"m": 0.9951619505882263
},
{
"p": 0.05730869621038437,
"m": 1.0
},
{
"p": 0.08336897194385529,
"m": 1.0
},
{
"p": 0.061219412833452225,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.3203473091125488,
"val_loss": 0.7900123596191406,
"acc": 72.33,
"time": 118.13972525699864,
"param": [
{
"p": 0.0857202336192131,
"m": 1.0
},
{
"p": 0.03956211730837822,
"m": 1.0
},
{
"p": 0.0874270647764206,
"m": 1.0
},
{
"p": 0.061680905520915985,
"m": 0.7465128898620605
},
{
"p": 0.06255878508090973,
"m": 0.8518751859664917
},
{
"p": 0.05938450247049332,
"m": 0.7129045724868774
},
{
"p": 0.06526900082826614,
"m": 0.972095787525177
},
{
"p": 0.07631132751703262,
"m": 0.999210774898529
},
{
"p": 0.060843031853437424,
"m": 0.9838802814483643
},
{
"p": 0.0954357236623764,
"m": 0.9798107147216797
},
{
"p": 0.07898789644241333,
"m": 0.9558118581771851
},
{
"p": 0.07208478450775146,
"m": 1.0
},
{
"p": 0.0878041461110115,
"m": 1.0
},
{
"p": 0.066930390894413,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.1348379850387573,
"val_loss": 0.7428955435752869,
"acc": 72.82,
"time": 121.77595235399895,
"param": [
{
"p": 0.07702934741973877,
"m": 1.0
},
{
"p": 0.04915575683116913,
"m": 1.0
},
{
"p": 0.10429655015468597,
"m": 1.0
},
{
"p": 0.027017947286367416,
"m": 0.7267628312110901
},
{
"p": 0.03837491199374199,
"m": 0.7304823994636536
},
{
"p": 0.08300831913948059,
"m": 0.7630499005317688
},
{
"p": 0.09196612983942032,
"m": 0.9741207361221313
},
{
"p": 0.06292634457349777,
"m": 0.9294101595878601
},
{
"p": 0.0906284749507904,
"m": 0.9909639954566956
},
{
"p": 0.08629854023456573,
"m": 1.0
},
{
"p": 0.07782203704118729,
"m": 0.9896371364593506
},
{
"p": 0.06301113963127136,
"m": 1.0
},
{
"p": 0.09810579568147659,
"m": 1.0
},
{
"p": 0.050358742475509644,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.8172184824943542,
"val_loss": 0.828192412853241,
"acc": 72.06,
"time": 117.85572739099916,
"param": [
{
"p": 0.08637520670890808,
"m": 1.0
},
{
"p": 0.07134119421243668,
"m": 1.0
},
{
"p": 0.09277428686618805,
"m": 1.0
},
{
"p": 0.04514443874359131,
"m": 0.8139098286628723
},
{
"p": 0.035082027316093445,
"m": 0.6459259390830994
},
{
"p": 0.054066531360149384,
"m": 0.784478485584259
},
{
"p": 0.08065851777791977,
"m": 0.9972921013832092
},
{
"p": 0.04742169380187988,
"m": 0.9677523970603943
},
{
"p": 0.08240586519241333,
"m": 0.9865546226501465
},
{
"p": 0.08537005633115768,
"m": 0.9686645269393921
},
{
"p": 0.08802825212478638,
"m": 0.9781038165092468
},
{
"p": 0.06604962795972824,
"m": 1.0
},
{
"p": 0.10020521283149719,
"m": 1.0
},
{
"p": 0.06507726013660431,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.050378680229187,
"val_loss": 0.8698709011077881,
"acc": 71.82,
"time": 116.92598973999884,
"param": [
{
"p": 0.08689390122890472,
"m": 1.0
},
{
"p": 0.07073982805013657,
"m": 1.0
},
{
"p": 0.08601916581392288,
"m": 1.0
},
{
"p": 0.08538680523633957,
"m": 0.8315974473953247
},
{
"p": 0.03581593558192253,
"m": 0.5155633091926575
},
{
"p": 0.056914232671260834,
"m": 0.8891034126281738
},
{
"p": 0.08179087191820145,
"m": 0.9930409789085388
},
{
"p": 0.07293646782636642,
"m": 1.0
},
{
"p": 0.051335856318473816,
"m": 0.9912979602813721
},
{
"p": 0.07355154305696487,
"m": 0.9161810874938965
},
{
"p": 0.07924600690603256,
"m": 0.9887423515319824
},
{
"p": 0.08543407171964645,
"m": 1.0
},
{
"p": 0.08980224281549454,
"m": 1.0
},
{
"p": 0.044133059680461884,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.9863835573196411,
"val_loss": 0.5822948813438416,
"acc": 72.17,
"time": 117.10170398399896,
"param": [
{
"p": 0.08292792737483978,
"m": 1.0
},
{
"p": 0.054729633033275604,
"m": 1.0
},
{
"p": 0.07756225019693375,
"m": 1.0
},
{
"p": 0.04942857846617699,
"m": 0.7598845958709717
},
{
"p": 0.06116713583469391,
"m": 0.465554803609848
},
{
"p": 0.06386958062648773,
"m": 0.756413996219635
},
{
"p": 0.06091080233454704,
"m": 0.94930100440979
},
{
"p": 0.07696134597063065,
"m": 1.0
},
{
"p": 0.08254446089267731,
"m": 0.9753197431564331
},
{
"p": 0.07998741418123245,
"m": 0.9928461313247681
},
{
"p": 0.09450097382068634,
"m": 0.9996441006660461
},
{
"p": 0.08221377432346344,
"m": 1.0
},
{
"p": 0.06466726213693619,
"m": 1.0
},
{
"p": 0.06852884590625763,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.069614291191101,
"val_loss": 0.8413060307502747,
"acc": 72.34,
"time": 117.13784606500121,
"param": [
{
"p": 0.12239756435155869,
"m": 1.0
},
{
"p": 0.05187620595097542,
"m": 1.0
},
{
"p": 0.06614480167627335,
"m": 1.0
},
{
"p": 0.052018675953149796,
"m": 0.672690749168396
},
{
"p": 0.053044699132442474,
"m": 0.4824361503124237
},
{
"p": 0.07571148872375488,
"m": 0.7986123561859131
},
{
"p": 0.053682565689086914,
"m": 0.8597297668457031
},
{
"p": 0.051660921424627304,
"m": 0.993871808052063
},
{
"p": 0.09482870250940323,
"m": 0.9795014262199402
},
{
"p": 0.0963171049952507,
"m": 0.9961598515510559
},
{
"p": 0.06421411037445068,
"m": 0.945473313331604
},
{
"p": 0.08264823257923126,
"m": 1.0
},
{
"p": 0.07974779605865479,
"m": 1.0
},
{
"p": 0.05570708587765694,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.8743325471878052,
"val_loss": 0.7233536243438721,
"acc": 72.77,
"time": 117.02075553800023,
"param": [
{
"p": 0.09907298535108566,
"m": 1.0
},
{
"p": 0.06088860705494881,
"m": 1.0
},
{
"p": 0.0769968032836914,
"m": 1.0
},
{
"p": 0.04966937005519867,
"m": 0.7065027356147766
},
{
"p": 0.08419734984636307,
"m": 0.5389795303344727
},
{
"p": 0.08668442815542221,
"m": 0.908148467540741
},
{
"p": 0.07779967039823532,
"m": 0.8951771259307861
},
{
"p": 0.0681186318397522,
"m": 1.0
},
{
"p": 0.06839235872030258,
"m": 0.9878764152526855
},
{
"p": 0.06482774764299393,
"m": 0.9432627558708191
},
{
"p": 0.053759876638650894,
"m": 0.9753203392028809
},
{
"p": 0.07164985686540604,
"m": 1.0
},
{
"p": 0.061809197068214417,
"m": 1.0
},
{
"p": 0.07613301277160645,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.9738165140151978,
"val_loss": 0.8638057708740234,
"acc": 72.08,
"time": 119.92098576100034,
"param": [
{
"p": 0.0957334116101265,
"m": 1.0
},
{
"p": 0.0592467226088047,
"m": 1.0
},
{
"p": 0.06938309222459793,
"m": 1.0
},
{
"p": 0.06847596168518066,
"m": 0.7749302387237549
},
{
"p": 0.054726604372262955,
"m": 0.6542577147483826
},
{
"p": 0.041321080178022385,
"m": 0.8595683574676514
},
{
"p": 0.057395223528146744,
"m": 0.9567837119102478
},
{
"p": 0.07869651168584824,
"m": 0.9015219211578369
},
{
"p": 0.06860287487506866,
"m": 0.8936214447021484
},
{
"p": 0.08016067743301392,
"m": 0.9296031594276428
},
{
"p": 0.07820573449134827,
"m": 0.9782409071922302
},
{
"p": 0.09947314858436584,
"m": 1.0
},
{
"p": 0.08875255286693573,
"m": 1.0
},
{
"p": 0.05982634797692299,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.0566476583480835,
"val_loss": 1.0105117559432983,
"acc": 72.07,
"time": 116.83767722499942,
"param": [
{
"p": 0.07158384472131729,
"m": 1.0
},
{
"p": 0.05428583547472954,
"m": 1.0
},
{
"p": 0.08237314969301224,
"m": 1.0
},
{
"p": 0.06130247935652733,
"m": 0.7893091440200806
},
{
"p": 0.08159514516592026,
"m": 0.7237902879714966
},
{
"p": 0.0776047334074974,
"m": 0.8976378440856934
},
{
"p": 0.05669074505567551,
"m": 0.9803276062011719
},
{
"p": 0.06395608931779861,
"m": 0.9055334329605103
},
{
"p": 0.06394480913877487,
"m": 0.9986099004745483
},
{
"p": 0.06949026137590408,
"m": 0.9584710597991943
},
{
"p": 0.07415778189897537,
"m": 0.9973614811897278
},
{
"p": 0.07670799642801285,
"m": 1.0
},
{
"p": 0.10322534292936325,
"m": 1.0
},
{
"p": 0.06308191269636154,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.1118159294128418,
"val_loss": 0.8763155937194824,
"acc": 72.87,
"time": 121.1057039719999,
"param": [
{
"p": 0.09558747708797455,
"m": 1.0
},
{
"p": 0.0518525056540966,
"m": 1.0
},
{
"p": 0.07307274639606476,
"m": 1.0
},
{
"p": 0.04910522326827049,
"m": 0.7815656065940857
},
{
"p": 0.06077411770820618,
"m": 0.7388978004455566
},
{
"p": 0.07347741723060608,
"m": 0.7893062233924866
},
{
"p": 0.07276196032762527,
"m": 1.0
},
{
"p": 0.07059929519891739,
"m": 0.9098402261734009
},
{
"p": 0.10014666616916656,
"m": 0.9995760321617126
},
{
"p": 0.07753176242113113,
"m": 0.9776530861854553
},
{
"p": 0.06759299337863922,
"m": 0.9699632525444031
},
{
"p": 0.07415265589952469,
"m": 1.0
},
{
"p": 0.07517595589160919,
"m": 1.0
},
{
"p": 0.05816908925771713,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.1615755558013916,
"val_loss": 0.8534131646156311,
"acc": 71.5,
"time": 117.906104220001,
"param": [
{
"p": 0.10702512413263321,
"m": 1.0
},
{
"p": 0.05344129353761673,
"m": 1.0
},
{
"p": 0.07710487395524979,
"m": 1.0
},
{
"p": 0.06028897315263748,
"m": 0.7795121669769287
},
{
"p": 0.07248003780841827,
"m": 0.7917686104774475
},
{
"p": 0.07083439081907272,
"m": 0.700600802898407
},
{
"p": 0.07648521661758423,
"m": 0.9952461123466492
},
{
"p": 0.05658794194459915,
"m": 0.8408830761909485
},
{
"p": 0.06420031189918518,
"m": 1.0
},
{
"p": 0.07495135068893433,
"m": 0.9809934496879578
},
{
"p": 0.08589915931224823,
"m": 0.9992157220840454
},
{
"p": 0.060497984290122986,
"m": 1.0
},
{
"p": 0.06876782327890396,
"m": 1.0
},
{
"p": 0.07143563777208328,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.19996178150177,
"val_loss": 0.8453441262245178,
"acc": 73.04,
"time": 120.2968205090001,
"param": [
{
"p": 0.0708724781870842,
"m": 1.0
},
{
"p": 0.0714692547917366,
"m": 1.0
},
{
"p": 0.09508401155471802,
"m": 1.0
},
{
"p": 0.07737455517053604,
"m": 0.7407573461532593
},
{
"p": 0.06701783835887909,
"m": 0.7212952971458435
},
{
"p": 0.048754531890153885,
"m": 0.6862704157829285
},
{
"p": 0.08751966059207916,
"m": 0.9330717325210571
},
{
"p": 0.06275270134210587,
"m": 0.9076465964317322
},
{
"p": 0.07923628389835358,
"m": 0.9426884651184082
},
{
"p": 0.06994946300983429,
"m": 1.0
},
{
"p": 0.06305550783872604,
"m": 0.9853441119194031
},
{
"p": 0.08040037006139755,
"m": 1.0
},
{
"p": 0.08214839547872543,
"m": 1.0
},
{
"p": 0.044364940375089645,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.8410897850990295,
"val_loss": 0.7498270869255066,
"acc": 73.54,
"time": 118.75938400499945,
"param": [
{
"p": 0.08379355072975159,
"m": 1.0
},
{
"p": 0.06791948527097702,
"m": 1.0
},
{
"p": 0.07335006445646286,
"m": 1.0
},
{
"p": 0.048966262489557266,
"m": 0.7818390727043152
},
{
"p": 0.0405191108584404,
"m": 0.8366934061050415
},
{
"p": 0.07784979790449142,
"m": 0.5476118326187134
},
{
"p": 0.07631884515285492,
"m": 0.8972985744476318
},
{
"p": 0.06383706629276276,
"m": 0.780007004737854
},
{
"p": 0.06921286135911942,
"m": 1.0
},
{
"p": 0.07524985820055008,
"m": 1.0
},
{
"p": 0.08615630865097046,
"m": 0.9499967098236084
},
{
"p": 0.08830505609512329,
"m": 1.0
},
{
"p": 0.07370301336050034,
"m": 1.0
},
{
"p": 0.07481861114501953,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.8773632645606995,
"val_loss": 0.8676726222038269,
"acc": 73.09,
"time": 117.19880811499934,
"param": [
{
"p": 0.06313448399305344,
"m": 1.0
},
{
"p": 0.06433723866939545,
"m": 1.0
},
{
"p": 0.07637426257133484,
"m": 1.0
},
{
"p": 0.061710067093372345,
"m": 0.9266452193260193
},
{
"p": 0.0714363381266594,
"m": 0.8982427716255188
},
{
"p": 0.06673654168844223,
"m": 0.4036310017108917
},
{
"p": 0.04980795457959175,
"m": 0.8525534272193909
},
{
"p": 0.08450073003768921,
"m": 0.8334457278251648
},
{
"p": 0.06913518905639648,
"m": 0.9980447292327881
},
{
"p": 0.0899541974067688,
"m": 0.9804232716560364
},
{
"p": 0.08046448230743408,
"m": 1.0
},
{
"p": 0.07079579681158066,
"m": 1.0
},
{
"p": 0.05855858698487282,
"m": 1.0
},
{
"p": 0.09305404126644135,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.0789406299591064,
"val_loss": 0.8059809803962708,
"acc": 73.2,
"time": 117.30209607599863,
"param": [
{
"p": 0.0569169707596302,
"m": 1.0
},
{
"p": 0.06101016327738762,
"m": 1.0
},
{
"p": 0.09662316739559174,
"m": 1.0
},
{
"p": 0.08223486691713333,
"m": 0.984388530254364
},
{
"p": 0.03809891268610954,
"m": 0.9721469283103943
},
{
"p": 0.07567381113767624,
"m": 0.5160184502601624
},
{
"p": 0.0807889997959137,
"m": 0.8485039472579956
},
{
"p": 0.05698370188474655,
"m": 0.6410356760025024
},
{
"p": 0.05871023237705231,
"m": 1.0
},
{
"p": 0.06178237870335579,
"m": 0.9666356444358826
},
{
"p": 0.0692506805062294,
"m": 0.9939727783203125
},
{
"p": 0.09263050556182861,
"m": 1.0
},
{
"p": 0.07359135895967484,
"m": 1.0
},
{
"p": 0.09570422768592834,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.180629014968872,
"val_loss": 0.8773561120033264,
"acc": 71.32,
"time": 116.77953729500041,
"param": [
{
"p": 0.08757555484771729,
"m": 1.0
},
{
"p": 0.05182252451777458,
"m": 1.0
},
{
"p": 0.07311952114105225,
"m": 1.0
},
{
"p": 0.062225714325904846,
"m": 1.0
},
{
"p": 0.07400599122047424,
"m": 0.9815641641616821
},
{
"p": 0.06357688456773758,
"m": 0.6405425667762756
},
{
"p": 0.06979531049728394,
"m": 0.7819520235061646
},
{
"p": 0.07026245445013046,
"m": 0.8402204513549805
},
{
"p": 0.0887492224574089,
"m": 1.0
},
{
"p": 0.06704495847225189,
"m": 1.0
},
{
"p": 0.07744040340185165,
"m": 1.0
},
{
"p": 0.07226860523223877,
"m": 1.0
},
{
"p": 0.06552387773990631,
"m": 1.0
},
{
"p": 0.07658896595239639,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.155504822731018,
"val_loss": 0.8327531218528748,
"acc": 72.97,
"time": 120.76064524899994,
"param": [
{
"p": 0.08058099448680878,
"m": 1.0
},
{
"p": 0.03572322800755501,
"m": 1.0
},
{
"p": 0.06630642712116241,
"m": 1.0
},
{
"p": 0.05348358303308487,
"m": 0.9890027046203613
},
{
"p": 0.03598650172352791,
"m": 0.9768193364143372
},
{
"p": 0.08530277013778687,
"m": 0.5557312965393066
},
{
"p": 0.08046939969062805,
"m": 0.6859676837921143
},
{
"p": 0.08568376302719116,
"m": 0.9255790710449219
},
{
"p": 0.07235734164714813,
"m": 1.0
},
{
"p": 0.09088455140590668,
"m": 1.0
},
{
"p": 0.04655659571290016,
"m": 0.9804890751838684
},
{
"p": 0.11092078685760498,
"m": 1.0
},
{
"p": 0.08077771961688995,
"m": 1.0
},
{
"p": 0.07496634125709534,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.2575526237487793,
"val_loss": 0.6913102865219116,
"acc": 73.3,
"time": 118.18285963199924,
"param": [
{
"p": 0.09607504308223724,
"m": 1.0
},
{
"p": 0.029338177293539047,
"m": 1.0
},
{
"p": 0.0898311510682106,
"m": 1.0
},
{
"p": 0.05002284422516823,
"m": 0.8997955322265625
},
{
"p": 0.07284241169691086,
"m": 0.9903585314750671
},
{
"p": 0.07218604534864426,
"m": 0.5888462662696838
},
{
"p": 0.06108807027339935,
"m": 0.6799283027648926
},
{
"p": 0.06387687474489212,
"m": 0.975533664226532
},
{
"p": 0.07405773550271988,
"m": 0.8910349011421204
},
{
"p": 0.097244992852211,
"m": 0.9859607219696045
},
{
"p": 0.07657811790704727,
"m": 0.9435219168663025
},
{
"p": 0.08671131730079651,
"m": 1.0
},
{
"p": 0.08961548656225204,
"m": 1.0
},
{
"p": 0.04053173214197159,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.1724363565444946,
"val_loss": 0.6830762028694153,
"acc": 73.25,
"time": 118.95675767499961,
"param": [
{
"p": 0.12922754883766174,
"m": 1.0
},
{
"p": 0.041757602244615555,
"m": 1.0
},
{
"p": 0.10280025005340576,
"m": 1.0
},
{
"p": 0.03822603449225426,
"m": 1.0
},
{
"p": 0.03259197622537613,
"m": 0.7050896883010864
},
{
"p": 0.07983027398586273,
"m": 0.5550264716148376
},
{
"p": 0.05911414325237274,
"m": 0.7935981750488281
},
{
"p": 0.054251138120889664,
"m": 1.0
},
{
"p": 0.0829588994383812,
"m": 0.862297773361206
},
{
"p": 0.08608309179544449,
"m": 0.9955273866653442
},
{
"p": 0.07809720933437347,
"m": 0.8909155130386353
},
{
"p": 0.05607325956225395,
"m": 1.0
},
{
"p": 0.10888954997062683,
"m": 1.0
},
{
"p": 0.050099100917577744,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.9694645404815674,
"val_loss": 0.6649351716041565,
"acc": 73.48,
"time": 117.92677767500027,
"param": [
{
"p": 0.08341141790151596,
"m": 1.0
},
{
"p": 0.08033357560634613,
"m": 1.0
},
{
"p": 0.08070160448551178,
"m": 1.0
},
{
"p": 0.060313932597637177,
"m": 0.8874012231826782
},
{
"p": 0.07304452359676361,
"m": 0.6905816197395325
},
{
"p": 0.06432763487100601,
"m": 0.6082489490509033
},
{
"p": 0.07732009887695312,
"m": 0.7702686786651611
},
{
"p": 0.07082728296518326,
"m": 0.9940776228904724
},
{
"p": 0.053432900458574295,
"m": 0.8742837309837341
},
{
"p": 0.1039772555232048,
"m": 0.9317533373832703
},
{
"p": 0.06952833384275436,
"m": 0.9204821586608887
},
{
"p": 0.06985548138618469,
"m": 1.0
},
{
"p": 0.06897127628326416,
"m": 1.0
},
{
"p": 0.04395473375916481,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.9930644035339355,
"val_loss": 0.7451863884925842,
"acc": 73.32,
"time": 118.00217530400005,
"param": [
{
"p": 0.0986710861325264,
"m": 1.0
},
{
"p": 0.04468002915382385,
"m": 1.0
},
{
"p": 0.07560140639543533,
"m": 1.0
},
{
"p": 0.04477845877408981,
"m": 0.9000763297080994
},
{
"p": 0.05086110532283783,
"m": 0.6319982409477234
},
{
"p": 0.07433965057134628,
"m": 0.6004239916801453
},
{
"p": 0.07462923228740692,
"m": 0.9160730838775635
},
{
"p": 0.07625963538885117,
"m": 0.9435974955558777
},
{
"p": 0.07126805931329727,
"m": 0.9221216440200806
},
{
"p": 0.06907210499048233,
"m": 0.9991511106491089
},
{
"p": 0.08460822701454163,
"m": 0.9805648922920227
},
{
"p": 0.06966978311538696,
"m": 1.0
},
{
"p": 0.10245385020971298,
"m": 1.0
},
{
"p": 0.06310735642910004,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.8963651657104492,
"val_loss": 0.8656908273696899,
"acc": 73.07,
"time": 117.6620851660009,
"param": [
{
"p": 0.06682442873716354,
"m": 1.0
},
{
"p": 0.0629928782582283,
"m": 1.0
},
{
"p": 0.07194443047046661,
"m": 1.0
},
{
"p": 0.06647079437971115,
"m": 0.9998363256454468
},
{
"p": 0.07981844246387482,
"m": 0.7132875323295593
},
{
"p": 0.06752185523509979,
"m": 0.5842821598052979
},
{
"p": 0.06652188301086426,
"m": 1.0
},
{
"p": 0.07894385606050491,
"m": 0.8864690065383911
},
{
"p": 0.08087562024593353,
"m": 0.8830954432487488
},
{
"p": 0.06430988013744354,
"m": 0.9784533381462097
},
{
"p": 0.07303329557180405,
"m": 0.9995266199111938
},
{
"p": 0.08311491459608078,
"m": 1.0
},
{
"p": 0.07317259907722473,
"m": 1.0
},
{
"p": 0.06445513665676117,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9938479661941528,
"val_loss": 0.8676034212112427,
"acc": 72.03,
"time": 117.62739387500005,
"param": [
{
"p": 0.0787104070186615,
"m": 1.0
},
{
"p": 0.039661262184381485,
"m": 1.0
},
{
"p": 0.08778988569974899,
"m": 1.0
},
{
"p": 0.08196564763784409,
"m": 0.8145204186439514
},
{
"p": 0.02510705031454563,
"m": 0.8139927387237549
},
{
"p": 0.08447392284870148,
"m": 0.7900253534317017
},
{
"p": 0.08893084526062012,
"m": 0.8005361557006836
},
{
"p": 0.10520438104867935,
"m": 0.8455705642700195
},
{
"p": 0.078630730509758,
"m": 0.935736894607544
},
{
"p": 0.06176202371716499,
"m": 0.810836672782898
},
{
"p": 0.0807470977306366,
"m": 0.9038231372833252
},
{
"p": 0.07134521007537842,
"m": 1.0
},
{
"p": 0.08510579913854599,
"m": 1.0
},
{
"p": 0.03056567907333374,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.9504269361495972,
"val_loss": 0.7049605250358582,
"acc": 72.62,
"time": 116.85261036799966,
"param": [
{
"p": 0.08365947753190994,
"m": 1.0
},
{
"p": 0.054063428193330765,
"m": 1.0
},
{
"p": 0.06739111244678497,
"m": 1.0
},
{
"p": 0.07097245752811432,
"m": 0.9270005822181702
},
{
"p": 0.03257983550429344,
"m": 0.8964699506759644
},
{
"p": 0.04505931958556175,
"m": 0.8281416296958923
},
{
"p": 0.04680277779698372,
"m": 0.760415256023407
},
{
"p": 0.08487924188375473,
"m": 0.8896511197090149
},
{
"p": 0.08290275186300278,
"m": 0.9079415202140808
},
{
"p": 0.05879940837621689,
"m": 0.9777806997299194
},
{
"p": 0.10487116128206253,
"m": 0.9151344299316406
},
{
"p": 0.09233488887548447,
"m": 1.0
},
{
"p": 0.1005672812461853,
"m": 1.0
},
{
"p": 0.0751168429851532,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.1863888502120972,
"val_loss": 0.8286888003349304,
"acc": 73.05,
"time": 117.04866071700053,
"param": [
{
"p": 0.08501062542200089,
"m": 1.0
},
{
"p": 0.07138501852750778,
"m": 1.0
},
{
"p": 0.06824768334627151,
"m": 1.0
},
{
"p": 0.04361767694354057,
"m": 0.9812538027763367
},
{
"p": 0.057424429804086685,
"m": 0.7668824791908264
},
{
"p": 0.06712089478969574,
"m": 0.7792576551437378
},
{
"p": 0.06183625012636185,
"m": 0.7818353772163391
},
{
"p": 0.09058985114097595,
"m": 0.8812258243560791
},
{
"p": 0.06899543106555939,
"m": 0.9823437333106995
},
{
"p": 0.07151245325803757,
"m": 0.9442294239997864
},
{
"p": 0.07939068973064423,
"m": 0.9195870757102966
},
{
"p": 0.08488239347934723,
"m": 1.0
},
{
"p": 0.102480947971344,
"m": 1.0
},
{
"p": 0.04750562831759453,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.1980805397033691,
"val_loss": 0.8486775755882263,
"acc": 72.07,
"time": 121.63423939200038,
"param": [
{
"p": 0.09367594122886658,
"m": 1.0
},
{
"p": 0.06957325339317322,
"m": 1.0
},
{
"p": 0.08320225775241852,
"m": 1.0
},
{
"p": 0.08274445682764053,
"m": 0.973813533782959
},
{
"p": 0.058472562581300735,
"m": 0.9995033144950867
},
{
"p": 0.04925911873579025,
"m": 0.7092191576957703
},
{
"p": 0.05016782134771347,
"m": 0.7908334732055664
},
{
"p": 0.1028805747628212,
"m": 1.0
},
{
"p": 0.07934568077325821,
"m": 0.9928314089775085
},
{
"p": 0.059884317219257355,
"m": 0.9924174547195435
},
{
"p": 0.07011368870735168,
"m": 0.9310543537139893
},
{
"p": 0.06861042231321335,
"m": 1.0
},
{
"p": 0.08170631527900696,
"m": 1.0
},
{
"p": 0.05036348104476929,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.0550823211669922,
"val_loss": 0.7399690747261047,
"acc": 73.31,
"time": 120.83707650500219,
"param": [
{
"p": 0.06409937888383865,
"m": 1.0
},
{
"p": 0.046761952340602875,
"m": 1.0
},
{
"p": 0.09951496124267578,
"m": 1.0
},
{
"p": 0.047359779477119446,
"m": 0.9622184038162231
},
{
"p": 0.06976763159036636,
"m": 0.9006637930870056
},
{
"p": 0.07126930356025696,
"m": 0.8020654916763306
},
{
"p": 0.08246956020593643,
"m": 0.9357954263687134
},
{
"p": 0.0845426470041275,
"m": 0.9953300356864929
},
{
"p": 0.07338717579841614,
"m": 1.0
},
{
"p": 0.08862915635108948,
"m": 0.9212988018989563
},
{
"p": 0.06532454490661621,
"m": 0.914651095867157
},
{
"p": 0.06606369465589523,
"m": 1.0
},
{
"p": 0.08968241512775421,
"m": 1.0
},
{
"p": 0.051127783954143524,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.0492905378341675,
"val_loss": 0.664612352848053,
"acc": 73.97,
"time": 117.23034587399889,
"param": [
{
"p": 0.07680366188287735,
"m": 1.0
},
{
"p": 0.07587438076734543,
"m": 1.0
},
{
"p": 0.05849672853946686,
"m": 1.0
},
{
"p": 0.057608190923929214,
"m": 0.9648053646087646
},
{
"p": 0.046905286610126495,
"m": 0.6297407746315002
},
{
"p": 0.07040955871343613,
"m": 0.8424868583679199
},
{
"p": 0.07097676396369934,
"m": 0.8909931182861328
},
{
"p": 0.05657956004142761,
"m": 1.0
},
{
"p": 0.09111582487821579,
"m": 0.9332327246665955
},
{
"p": 0.05891437083482742,
"m": 0.995571494102478
},
{
"p": 0.08302008360624313,
"m": 0.9321558475494385
},
{
"p": 0.0736321359872818,
"m": 1.0
},
{
"p": 0.08827690780162811,
"m": 1.0
},
{
"p": 0.09138656407594681,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.8105295300483704,
"val_loss": 0.7237439751625061,
"acc": 73.64,
"time": 117.45637176899982,
"param": [
{
"p": 0.059078115969896317,
"m": 1.0
},
{
"p": 0.05465557053685188,
"m": 1.0
},
{
"p": 0.08600237220525742,
"m": 1.0
},
{
"p": 0.05595353990793228,
"m": 0.861833930015564
},
{
"p": 0.07150089740753174,
"m": 0.6693527698516846
},
{
"p": 0.07331927865743637,
"m": 0.6525610685348511
},
{
"p": 0.07239983975887299,
"m": 0.9057488441467285
},
{
"p": 0.07883574813604355,
"m": 0.9689179062843323
},
{
"p": 0.04634961113333702,
"m": 0.9719961881637573
},
{
"p": 0.09233999997377396,
"m": 1.0
},
{
"p": 0.0691741481423378,
"m": 0.9873796701431274
},
{
"p": 0.08555087447166443,
"m": 1.0
},
{
"p": 0.08908793330192566,
"m": 1.0
},
{
"p": 0.06575208157300949,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.1688659191131592,
"val_loss": 0.7569873332977295,
"acc": 73.24,
"time": 118.34851880299902,
"param": [
{
"p": 0.08854268491268158,
"m": 1.0
},
{
"p": 0.054642390459775925,
"m": 1.0
},
{
"p": 0.08832432329654694,
"m": 1.0
},
{
"p": 0.06932070851325989,
"m": 0.9540234208106995
},
{
"p": 0.06167062371969223,
"m": 0.8134047985076904
},
{
"p": 0.04106004536151886,
"m": 0.7644094228744507
},
{
"p": 0.0681125596165657,
"m": 0.9049694538116455
},
{
"p": 0.08305076509714127,
"m": 0.8799357414245605
},
{
"p": 0.06755506247282028,
"m": 1.0
},
{
"p": 0.06531789153814316,
"m": 0.9986147284507751
},
{
"p": 0.07406114786863327,
"m": 1.0
},
{
"p": 0.07949555665254593,
"m": 1.0
},
{
"p": 0.07793598622083664,
"m": 1.0
},
{
"p": 0.08091020584106445,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.171107530593872,
"val_loss": 0.7752072811126709,
"acc": 73.5,
"time": 116.77774783099812,
"param": [
{
"p": 0.06635919213294983,
"m": 1.0
},
{
"p": 0.07666894793510437,
"m": 1.0
},
{
"p": 0.07016708701848984,
"m": 1.0
},
{
"p": 0.06729356944561005,
"m": 1.0
},
{
"p": 0.04109341278672218,
"m": 0.8854711055755615
},
{
"p": 0.059290699660778046,
"m": 0.7399128079414368
},
{
"p": 0.07678293436765671,
"m": 0.9066300392150879
},
{
"p": 0.051793087273836136,
"m": 0.8458656072616577
},
{
"p": 0.07394936680793762,
"m": 0.9802871942520142
},
{
"p": 0.07645667344331741,
"m": 0.9025077819824219
},
{
"p": 0.0881006121635437,
"m": 0.9916166067123413
},
{
"p": 0.09005320817232132,
"m": 1.0
},
{
"p": 0.059531208127737045,
"m": 1.0
},
{
"p": 0.10246000438928604,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.8808755874633789,
"val_loss": 0.6488847136497498,
"acc": 73.71,
"time": 116.821083791001,
"param": [
{
"p": 0.0728507936000824,
"m": 1.0
},
{
"p": 0.048141494393348694,
"m": 1.0
},
{
"p": 0.09135829657316208,
"m": 1.0
},
{
"p": 0.063021719455719,
"m": 0.9926347732543945
},
{
"p": 0.05869434401392937,
"m": 0.9326505661010742
},
{
"p": 0.05935028940439224,
"m": 0.7652872204780579
},
{
"p": 0.07253031432628632,
"m": 0.8632397055625916
},
{
"p": 0.04502881318330765,
"m": 0.8809540867805481
},
{
"p": 0.10122840851545334,
"m": 0.9149320721626282
},
{
"p": 0.07155322283506393,
"m": 1.0
},
{
"p": 0.09555348008871078,
"m": 0.9507920742034912
},
{
"p": 0.09765801578760147,
"m": 1.0
},
{
"p": 0.05213342234492302,
"m": 1.0
},
{
"p": 0.07089738547801971,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.1560286283493042,
"val_loss": 0.683925449848175,
"acc": 72.94,
"time": 116.87809725499756,
"param": [
{
"p": 0.06600084900856018,
"m": 1.0
},
{
"p": 0.060895614326000214,
"m": 1.0
},
{
"p": 0.07937838137149811,
"m": 1.0
},
{
"p": 0.04989675059914589,
"m": 1.0
},
{
"p": 0.05154156684875488,
"m": 0.8978012204170227
},
{
"p": 0.06327264755964279,
"m": 0.8873556852340698
},
{
"p": 0.07656756043434143,
"m": 0.9144291877746582
},
{
"p": 0.07892248034477234,
"m": 0.8896864056587219
},
{
"p": 0.04645690321922302,
"m": 0.992286741733551
},
{
"p": 0.09907345473766327,
"m": 1.0
},
{
"p": 0.0678357258439064,
"m": 0.9952682256698608
},
{
"p": 0.10026244819164276,
"m": 1.0
},
{
"p": 0.10023786127567291,
"m": 1.0
},
{
"p": 0.05965777114033699,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.0342603921890259,
"val_loss": 0.749350368976593,
"acc": 74.17,
"time": 116.88326418999713,
"param": [
{
"p": 0.0684545710682869,
"m": 1.0
},
{
"p": 0.05990941449999809,
"m": 1.0
},
{
"p": 0.07669363170862198,
"m": 1.0
},
{
"p": 0.06014592573046684,
"m": 1.0
},
{
"p": 0.08650685101747513,
"m": 0.85701984167099
},
{
"p": 0.06482765823602676,
"m": 0.9224374890327454
},
{
"p": 0.07039918750524521,
"m": 0.9943640232086182
},
{
"p": 0.058854103088378906,
"m": 0.8463302254676819
},
{
"p": 0.06877117604017258,
"m": 0.9871954321861267
},
{
"p": 0.07036200165748596,
"m": 0.9321569204330444
},
{
"p": 0.07318387180566788,
"m": 1.0
},
{
"p": 0.0753198117017746,
"m": 1.0
},
{
"p": 0.08520976454019547,
"m": 1.0
},
{
"p": 0.08136198669672012,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.7736381888389587,
"val_loss": 0.7522151470184326,
"acc": 73.51,
"time": 117.06298679400061,
"param": [
{
"p": 0.09863422811031342,
"m": 1.0
},
{
"p": 0.06589561700820923,
"m": 1.0
},
{
"p": 0.0945725291967392,
"m": 1.0
},
{
"p": 0.05179271847009659,
"m": 0.9657202363014221
},
{
"p": 0.04321820288896561,
"m": 0.8688555359840393
},
{
"p": 0.04524984583258629,
"m": 1.0
},
{
"p": 0.06408364325761795,
"m": 1.0
},
{
"p": 0.08983156085014343,
"m": 0.9162618517875671
},
{
"p": 0.05907687917351723,
"m": 0.9269459843635559
},
{
"p": 0.08778408914804459,
"m": 0.9950539469718933
},
{
"p": 0.0792383998632431,
"m": 0.935860276222229
},
{
"p": 0.06551313400268555,
"m": 1.0
},
{
"p": 0.0761011391878128,
"m": 1.0
},
{
"p": 0.07900815457105637,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.0511534214019775,
"val_loss": 0.6713008880615234,
"acc": 74.04,
"time": 116.85777088399846,
"param": [
{
"p": 0.10038351267576218,
"m": 1.0
},
{
"p": 0.05845820903778076,
"m": 1.0
},
{
"p": 0.09023793786764145,
"m": 1.0
},
{
"p": 0.06001323089003563,
"m": 0.9512910842895508
},
{
"p": 0.029047932475805283,
"m": 0.9542098641395569
},
{
"p": 0.021812425926327705,
"m": 0.9909940361976624
},
{
"p": 0.06437954306602478,
"m": 1.0
},
{
"p": 0.07830197364091873,
"m": 0.9585649371147156
},
{
"p": 0.10454337298870087,
"m": 0.9944282174110413
},
{
"p": 0.07032914459705353,
"m": 0.9957554340362549
},
{
"p": 0.08614072948694229,
"m": 0.9802261590957642
},
{
"p": 0.08800473809242249,
"m": 1.0
},
{
"p": 0.08787840604782104,
"m": 1.0
},
{
"p": 0.06046891212463379,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.0142983198165894,
"val_loss": 0.7690176963806152,
"acc": 73.92,
"time": 119.51962950499728,
"param": [
{
"p": 0.07078338414430618,
"m": 1.0
},
{
"p": 0.03715457022190094,
"m": 1.0
},
{
"p": 0.08968820422887802,
"m": 1.0
},
{
"p": 0.0722084492444992,
"m": 0.9642010927200317
},
{
"p": 0.04155225306749344,
"m": 0.9540141820907593
},
{
"p": 0.06365631520748138,
"m": 0.9974237084388733
},
{
"p": 0.05902528017759323,
"m": 0.946046769618988
},
{
"p": 0.09010682255029678,
"m": 0.9679312109947205
},
{
"p": 0.060708314180374146,
"m": 0.9983425736427307
},
{
"p": 0.06266295164823532,
"m": 0.9882662892341614
},
{
"p": 0.10156340152025223,
"m": 0.971042811870575
},
{
"p": 0.06408598273992538,
"m": 1.0
},
{
"p": 0.11455180495977402,
"m": 1.0
},
{
"p": 0.07225226610898972,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.1707674264907837,
"val_loss": 0.8588381409645081,
"acc": 73.13,
"time": 117.53727144499862,
"param": [
{
"p": 0.09716598689556122,
"m": 1.0
},
{
"p": 0.072315514087677,
"m": 1.0
},
{
"p": 0.07012318074703217,
"m": 1.0
},
{
"p": 0.0858113169670105,
"m": 0.9854882955551147
},
{
"p": 0.07654687762260437,
"m": 0.9843086004257202
},
{
"p": 0.053602758795022964,
"m": 0.8924970030784607
},
{
"p": 0.09291836619377136,
"m": 0.9820937514305115
},
{
"p": 0.05897404998540878,
"m": 1.0
},
{
"p": 0.06672077625989914,
"m": 1.0
},
{
"p": 0.05962422862648964,
"m": 1.0
},
{
"p": 0.0766163319349289,
"m": 0.9745951890945435
},
{
"p": 0.05980118364095688,
"m": 0.9968456625938416
},
{
"p": 0.06916724890470505,
"m": 1.0
},
{
"p": 0.06061232462525368,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.003540277481079,
"val_loss": 0.8078855276107788,
"acc": 73.0,
"time": 116.92530185899886,
"param": [
{
"p": 0.07676433771848679,
"m": 1.0
},
{
"p": 0.06857795268297195,
"m": 1.0
},
{
"p": 0.09788170456886292,
"m": 1.0
},
{
"p": 0.07340046018362045,
"m": 1.0
},
{
"p": 0.07039373368024826,
"m": 0.8819628953933716
},
{
"p": 0.04280121251940727,
"m": 0.8851251006126404
},
{
"p": 0.06829153746366501,
"m": 0.9837402701377869
},
{
"p": 0.06682664901018143,
"m": 0.9789317846298218
},
{
"p": 0.08001208305358887,
"m": 1.0
},
{
"p": 0.08579839766025543,
"m": 0.9249048829078674
},
{
"p": 0.06441334635019302,
"m": 0.9373915195465088
},
{
"p": 0.08167813718318939,
"m": 1.0
},
{
"p": 0.08458204567432404,
"m": 1.0
},
{
"p": 0.03857849910855293,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.124739408493042,
"val_loss": 0.7287585735321045,
"acc": 73.64,
"time": 117.22753348799961,
"param": [
{
"p": 0.07255557179450989,
"m": 1.0
},
{
"p": 0.06556446105241776,
"m": 1.0
},
{
"p": 0.06637966632843018,
"m": 1.0
},
{
"p": 0.06362692266702652,
"m": 0.9205325841903687
},
{
"p": 0.08024586737155914,
"m": 0.7524532675743103
},
{
"p": 0.07094188034534454,
"m": 0.8948966264724731
},
{
"p": 0.06384339928627014,
"m": 0.9574372172355652
},
{
"p": 0.06100865826010704,
"m": 1.0
},
{
"p": 0.04997886344790459,
"m": 0.8742971420288086
},
{
"p": 0.08187370747327805,
"m": 0.9394635558128357
},
{
"p": 0.08109866827726364,
"m": 0.9913942217826843
},
{
"p": 0.09415837377309799,
"m": 1.0
},
{
"p": 0.06320112943649292,
"m": 1.0
},
{
"p": 0.0855228528380394,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 1.0397928953170776,
"val_loss": 0.7782825827598572,
"acc": 72.79,
"time": 117.7212098409982,
"param": [
{
"p": 0.0758059173822403,
"m": 1.0
},
{
"p": 0.07266627997159958,
"m": 1.0
},
{
"p": 0.0937303975224495,
"m": 1.0
},
{
"p": 0.07179338485002518,
"m": 1.0
},
{
"p": 0.06197907403111458,
"m": 0.7816283106803894
},
{
"p": 0.057000067085027695,
"m": 0.8434820175170898
},
{
"p": 0.05572104454040527,
"m": 0.9412894248962402
},
{
"p": 0.0659387856721878,
"m": 0.9581610560417175
},
{
"p": 0.07582759857177734,
"m": 0.9842212796211243
},
{
"p": 0.06890279054641724,
"m": 0.9886417388916016
},
{
"p": 0.0667344257235527,
"m": 0.9875636100769043
},
{
"p": 0.08065056800842285,
"m": 1.0
},
{
"p": 0.08453062176704407,
"m": 1.0
},
{
"p": 0.0687190517783165,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.0173063278198242,
"val_loss": 0.8375281095504761,
"acc": 73.2,
"time": 120.92601252500026,
"param": [
{
"p": 0.0753529891371727,
"m": 1.0
},
{
"p": 0.0517522431910038,
"m": 1.0
},
{
"p": 0.0979628711938858,
"m": 1.0
},
{
"p": 0.061475399881601334,
"m": 0.9886383414268494
},
{
"p": 0.07814900577068329,
"m": 0.7382297515869141
},
{
"p": 0.06822994351387024,
"m": 0.6960564255714417
},
{
"p": 0.056692853569984436,
"m": 0.966313898563385
},
{
"p": 0.05777950584888458,
"m": 0.9205638766288757
},
{
"p": 0.07572940737009048,
"m": 0.9113634824752808
},
{
"p": 0.09569471329450607,
"m": 1.0
},
{
"p": 0.0841514840722084,
"m": 0.9881691336631775
},
{
"p": 0.09016790241003036,
"m": 1.0
},
{
"p": 0.06394410133361816,
"m": 1.0
},
{
"p": 0.04291762784123421,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 0.9085723161697388,
"val_loss": 0.7493770122528076,
"acc": 74.39,
"time": 121.10721104599725,
"param": [
{
"p": 0.07228720188140869,
"m": 1.0
},
{
"p": 0.06280764192342758,
"m": 1.0
},
{
"p": 0.07872943580150604,
"m": 1.0
},
{
"p": 0.0489598773419857,
"m": 0.9889529943466187
},
{
"p": 0.05378762260079384,
"m": 0.6365234851837158
},
{
"p": 0.04330305755138397,
"m": 0.8246429562568665
},
{
"p": 0.07042887806892395,
"m": 1.0
},
{
"p": 0.0763213038444519,
"m": 0.9380520582199097
},
{
"p": 0.07444483786821365,
"m": 0.9555002450942993
},
{
"p": 0.08660101145505905,
"m": 0.9087056517601013
},
{
"p": 0.08479192852973938,
"m": 1.0
},
{
"p": 0.08211734145879745,
"m": 1.0
},
{
"p": 0.0977683961391449,
"m": 1.0
},
{
"p": 0.06765153259038925,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.0955783128738403,
"val_loss": 0.7952783703804016,
"acc": 73.84,
"time": 118.22089517100176,
"param": [
{
"p": 0.097719207406044,
"m": 1.0
},
{
"p": 0.05313660576939583,
"m": 1.0
},
{
"p": 0.062248434871435165,
"m": 1.0
},
{
"p": 0.05642063915729523,
"m": 0.9388492107391357
},
{
"p": 0.06889976561069489,
"m": 0.6714427471160889
},
{
"p": 0.0703258141875267,
"m": 0.8313459753990173
},
{
"p": 0.07141279429197311,
"m": 0.988024115562439
},
{
"p": 0.08793985843658447,
"m": 0.9485744833946228
},
{
"p": 0.07033388316631317,
"m": 1.0
},
{
"p": 0.08870897442102432,
"m": 0.8867906928062439
},
{
"p": 0.06222406029701233,
"m": 1.0
},
{
"p": 0.06503316015005112,
"m": 1.0
},
{
"p": 0.0606437586247921,
"m": 1.0
},
{
"p": 0.08495308458805084,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 0.9210508465766907,
"val_loss": 0.7808740735054016,
"acc": 74.36,
"time": 117.98241712000163,
"param": [
{
"p": 0.0833122655749321,
"m": 1.0
},
{
"p": 0.05732354149222374,
"m": 1.0
},
{
"p": 0.05681673064827919,
"m": 1.0
},
{
"p": 0.05509139969944954,
"m": 1.0
},
{
"p": 0.0537455715239048,
"m": 0.5371770262718201
},
{
"p": 0.07196655869483948,
"m": 0.9714896082878113
},
{
"p": 0.07264991849660873,
"m": 0.9865099191665649
},
{
"p": 0.07411331683397293,
"m": 0.8968121409416199
},
{
"p": 0.0952816978096962,
"m": 1.0
},
{
"p": 0.05043358355760574,
"m": 0.8122439980506897
},
{
"p": 0.09028814733028412,
"m": 0.9753174185752869
},
{
"p": 0.0946582481265068,
"m": 1.0
},
{
"p": 0.0787481889128685,
"m": 1.0
},
{
"p": 0.06557083129882812,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 0.9780053496360779,
"val_loss": 0.7754076719284058,
"acc": 74.17,
"time": 117.33534744699864,
"param": [
{
"p": 0.06602215021848679,
"m": 1.0
},
{
"p": 0.050737764686346054,
"m": 1.0
},
{
"p": 0.07555226981639862,
"m": 1.0
},
{
"p": 0.06799601763486862,
"m": 0.9495972990989685
},
{
"p": 0.054074011743068695,
"m": 0.44188952445983887
},
{
"p": 0.06166757643222809,
"m": 0.9992544651031494
},
{
"p": 0.07911957800388336,
"m": 0.7974304556846619
},
{
"p": 0.07829296588897705,
"m": 0.9702632427215576
},
{
"p": 0.06781904399394989,
"m": 0.9719927310943604
},
{
"p": 0.08231297135353088,
"m": 0.8068459630012512
},
{
"p": 0.0936184898018837,
"m": 1.0
},
{
"p": 0.07586447149515152,
"m": 1.0
},
{
"p": 0.0800081193447113,
"m": 1.0
},
{
"p": 0.06691458076238632,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 0.979091465473175,
"val_loss": 0.7306243777275085,
"acc": 73.64,
"time": 117.28611869800079,
"param": [
{
"p": 0.08592436462640762,
"m": 1.0
},
{
"p": 0.04576418921351433,
"m": 1.0
},
{
"p": 0.06483763456344604,
"m": 1.0
},
{
"p": 0.045643992722034454,
"m": 0.9622719883918762
},
{
"p": 0.060992710292339325,
"m": 0.4584287405014038
},
{
"p": 0.05564576014876366,
"m": 0.9244304299354553
},
{
"p": 0.06850409507751465,
"m": 0.8278912305831909
},
{
"p": 0.09781695157289505,
"m": 1.0
},
{
"p": 0.10372023284435272,
"m": 0.9257053136825562
},
{
"p": 0.07752785831689835,
"m": 0.736944317817688
},
{
"p": 0.08851944655179977,
"m": 0.9655717611312866
},
{
"p": 0.06943446397781372,
"m": 1.0
},
{
"p": 0.06467578560113907,
"m": 1.0
},
{
"p": 0.07099247723817825,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 0.8974130749702454,
"val_loss": 0.7079697251319885,
"acc": 74.24,
"time": 117.00984908700048,
"param": [
{
"p": 0.10378605872392654,
"m": 1.0
},
{
"p": 0.05552075430750847,
"m": 1.0
},
{
"p": 0.08025664836168289,
"m": 1.0
},
{
"p": 0.06275087594985962,
"m": 0.8795521855354309
},
{
"p": 0.059701308608055115,
"m": 0.5726189613342285
},
{
"p": 0.0788538008928299,
"m": 0.8661536574363708
},
{
"p": 0.060886770486831665,
"m": 0.8782367706298828
},
{
"p": 0.06800711154937744,
"m": 0.8478410243988037
},
{
"p": 0.07252052426338196,
"m": 0.8603395819664001
},
{
"p": 0.08510704338550568,
"m": 0.9330302476882935
},
{
"p": 0.07683306932449341,
"m": 0.9702700972557068
},
{
"p": 0.04339700564742088,
"m": 1.0
},
{
"p": 0.09673435240983963,
"m": 1.0
},
{
"p": 0.055644743144512177,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.0937973260879517,
"val_loss": 0.7983037233352661,
"acc": 74.49,
"time": 117.19672381399869,
"param": [
{
"p": 0.09544937312602997,
"m": 1.0
},
{
"p": 0.07834437489509583,
"m": 1.0
},
{
"p": 0.07943041622638702,
"m": 1.0
},
{
"p": 0.06437584012746811,
"m": 0.8129941821098328
},
{
"p": 0.07903341203927994,
"m": 0.7038350105285645
},
{
"p": 0.04232880100607872,
"m": 0.8356541991233826
},
{
"p": 0.039409685879945755,
"m": 0.8567708730697632
},
{
"p": 0.06422505527734756,
"m": 0.9390683770179749
},
{
"p": 0.04944600164890289,
"m": 0.8864109516143799
},
{
"p": 0.08804573863744736,
"m": 0.9829326868057251
},
{
"p": 0.10118547827005386,
"m": 1.0
},
{
"p": 0.09042376279830933,
"m": 1.0
},
{
"p": 0.08960969001054764,
"m": 1.0
},
{
"p": 0.038692351430654526,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 0.9959807395935059,
"val_loss": 0.6765533685684204,
"acc": 74.38,
"time": 117.1073211039984,
"param": [
{
"p": 0.07635793834924698,
"m": 1.0
},
{
"p": 0.05633894354104996,
"m": 1.0
},
{
"p": 0.07648380100727081,
"m": 1.0
},
{
"p": 0.06056012213230133,
"m": 0.8397687673568726
},
{
"p": 0.06177438050508499,
"m": 0.7702705264091492
},
{
"p": 0.07027069479227066,
"m": 0.7180620431900024
},
{
"p": 0.06578302383422852,
"m": 0.8526756167411804
},
{
"p": 0.07266316562891006,
"m": 0.867397129535675
},
{
"p": 0.08845741301774979,
"m": 0.9715877771377563
},
{
"p": 0.07700761407613754,
"m": 1.0
},
{
"p": 0.065183624625206,
"m": 0.951801598072052
},
{
"p": 0.08477458357810974,
"m": 1.0
},
{
"p": 0.08559663593769073,
"m": 1.0
},
{
"p": 0.05874801427125931,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 0.9062933325767517,
"val_loss": 0.6542699933052063,
"acc": 74.45,
"time": 117.41905546299677,
"param": [
{
"p": 0.11290834099054337,
"m": 1.0
},
{
"p": 0.03133824095129967,
"m": 1.0
},
{
"p": 0.08775907009840012,
"m": 1.0
},
{
"p": 0.06211157143115997,
"m": 0.8044692873954773
},
{
"p": 0.05928155779838562,
"m": 0.663411557674408
},
{
"p": 0.06268293410539627,
"m": 0.7385064363479614
},
{
"p": 0.038254156708717346,
"m": 0.7281644940376282
},
{
"p": 0.07440900057554245,
"m": 0.8419303894042969
},
{
"p": 0.07562574744224548,
"m": 0.8863771557807922
},
{
"p": 0.08613348007202148,
"m": 0.9941446781158447
},
{
"p": 0.06648513674736023,
"m": 0.9009119272232056
},
{
"p": 0.07352153211832047,
"m": 1.0
},
{
"p": 0.11224035918712616,
"m": 1.0
},
{
"p": 0.057248860597610474,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.0813109874725342,
"val_loss": 0.7570778131484985,
"acc": 74.61,
"time": 117.16803925299973,
"param": [
{
"p": 0.08588367700576782,
"m": 1.0
},
{
"p": 0.07085292041301727,
"m": 1.0
},
{
"p": 0.08333130180835724,
"m": 1.0
},
{
"p": 0.06387774646282196,
"m": 0.7856517434120178
},
{
"p": 0.057529762387275696,
"m": 0.49905943870544434
},
{
"p": 0.06786330044269562,
"m": 0.783255934715271
},
{
"p": 0.06845996528863907,
"m": 0.7184153199195862
},
{
"p": 0.08142656832933426,
"m": 0.8776683807373047
},
{
"p": 0.06650464981794357,
"m": 0.9846729040145874
},
{
"p": 0.0786476656794548,
"m": 1.0
},
{
"p": 0.08728039264678955,
"m": 0.8252197504043579
},
{
"p": 0.06298352777957916,
"m": 1.0
},
{
"p": 0.06371389329433441,
"m": 1.0
},
{
"p": 0.0616445429623127,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 0.8767043352127075,
"val_loss": 0.8946965336799622,
"acc": 73.39,
"time": 117.15127097500226,
"param": [
{
"p": 0.05404314026236534,
"m": 1.0
},
{
"p": 0.06965675950050354,
"m": 1.0
},
{
"p": 0.08465611934661865,
"m": 1.0
},
{
"p": 0.030414439737796783,
"m": 0.8434461951255798
},
{
"p": 0.07664662599563599,
"m": 0.5995852947235107
},
{
"p": 0.08369388431310654,
"m": 0.9272952079772949
},
{
"p": 0.08514589816331863,
"m": 0.6800255179405212
},
{
"p": 0.07128104567527771,
"m": 0.8477362990379333
},
{
"p": 0.08229763805866241,
"m": 1.0
},
{
"p": 0.07752054929733276,
"m": 0.9900428056716919
},
{
"p": 0.08918522298336029,
"m": 0.9254658818244934
},
{
"p": 0.05626728758215904,
"m": 1.0
},
{
"p": 0.08742888271808624,
"m": 1.0
},
{
"p": 0.05176255851984024,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.0552839040756226,
"val_loss": 0.7915791869163513,
"acc": 74.65,
"time": 117.30388132200096,
"param": [
{
"p": 0.07350724190473557,
"m": 1.0
},
{
"p": 0.06396687775850296,
"m": 1.0
},
{
"p": 0.08579156547784805,
"m": 1.0
},
{
"p": 0.06487350165843964,
"m": 0.8242473006248474
},
{
"p": 0.05142144113779068,
"m": 0.6017487645149231
},
{
"p": 0.07376261800527573,
"m": 0.9744983315467834
},
{
"p": 0.07751301676034927,
"m": 0.829560399055481
},
{
"p": 0.07976698875427246,
"m": 0.7355285286903381
},
{
"p": 0.06138870120048523,
"m": 0.9773236513137817
},
{
"p": 0.0580311045050621,
"m": 0.9989259243011475
},
{
"p": 0.0715225413441658,
"m": 0.9342816472053528
},
{
"p": 0.07759343832731247,
"m": 1.0
},
{
"p": 0.08651957660913467,
"m": 1.0
},
{
"p": 0.07434137165546417,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 0.7258235216140747,
"val_loss": 0.6862059831619263,
"acc": 74.58,
"time": 117.4927623069998,
"param": [
{
"p": 0.07266394793987274,
"m": 1.0
},
{
"p": 0.08785508573055267,
"m": 1.0
},
{
"p": 0.08184447139501572,
"m": 1.0
},
{
"p": 0.05643955245614052,
"m": 0.7572842240333557
},
{
"p": 0.06309060752391815,
"m": 0.6802946925163269
},
{
"p": 0.056426793336868286,
"m": 0.9644798040390015
},
{
"p": 0.07221238315105438,
"m": 0.9163728952407837
},
{
"p": 0.07036222517490387,
"m": 0.6918846368789673
},
{
"p": 0.06713612377643585,
"m": 0.9847469329833984
},
{
"p": 0.07473952323198318,
"m": 0.9060214757919312
},
{
"p": 0.06608480960130692,
"m": 1.0
},
{
"p": 0.08159607648849487,
"m": 1.0
},
{
"p": 0.067069411277771,
"m": 1.0
},
{
"p": 0.08247900009155273,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 0.9190179109573364,
"val_loss": 0.6795242428779602,
"acc": 74.12,
"time": 123.32788090800022,
"param": [
{
"p": 0.10267629474401474,
"m": 1.0
},
{
"p": 0.05307173728942871,
"m": 1.0
},
{
"p": 0.07230520993471146,
"m": 1.0
},
{
"p": 0.05214421823620796,
"m": 0.8147204518318176
},
{
"p": 0.06667473167181015,
"m": 0.673982560634613
},
{
"p": 0.0683836042881012,
"m": 0.9176000952720642
},
{
"p": 0.07371287047863007,
"m": 0.9623245596885681
},
{
"p": 0.07267361879348755,
"m": 0.784027099609375
},
{
"p": 0.08076721429824829,
"m": 0.972646951675415
},
{
"p": 0.08046610653400421,
"m": 0.9228065609931946
},
{
"p": 0.07411976903676987,
"m": 1.0
},
{
"p": 0.07514183968305588,
"m": 1.0
},
{
"p": 0.08268799632787704,
"m": 1.0
},
{
"p": 0.04517479985952377,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 0.8596934080123901,
"val_loss": 0.6811443567276001,
"acc": 74.68,
"time": 116.84777277499961,
"param": [
{
"p": 0.09559240937232971,
"m": 1.0
},
{
"p": 0.05690031498670578,
"m": 1.0
},
{
"p": 0.07873758673667908,
"m": 1.0
},
{
"p": 0.044749826192855835,
"m": 0.9837093949317932
},
{
"p": 0.059806939214468,
"m": 0.6090810894966125
},
{
"p": 0.07108589261770248,
"m": 0.7625111937522888
},
{
"p": 0.06821081787347794,
"m": 0.9877644181251526
},
{
"p": 0.08362451195716858,
"m": 0.7854723334312439
},
{
"p": 0.09015947580337524,
"m": 1.0
},
{
"p": 0.07156447321176529,
"m": 0.9777331948280334
},
{
"p": 0.08325891196727753,
"m": 0.9934088587760925
},
{
"p": 0.06165271997451782,
"m": 1.0
},
{
"p": 0.06623397767543793,
"m": 1.0
},
{
"p": 0.06842200458049774,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 0.946489155292511,
"val_loss": 0.7498010396957397,
"acc": 73.38,
"time": 117.45059748199856,
"param": [
{
"p": 0.06701140850782394,
"m": 1.0
},
{
"p": 0.047448474913835526,
"m": 1.0
},
{
"p": 0.07662880420684814,
"m": 1.0
},
{
"p": 0.06851789355278015,
"m": 0.840351402759552
},
{
"p": 0.08593675494194031,
"m": 0.72654128074646
},
{
"p": 0.07974512130022049,
"m": 0.7190659046173096
},
{
"p": 0.0697486475110054,
"m": 0.9884756207466125
},
{
"p": 0.052530791610479355,
"m": 0.8946371078491211
},
{
"p": 0.0740026980638504,
"m": 1.0
},
{
"p": 0.07526445388793945,
"m": 0.9780536890029907
},
{
"p": 0.07022266089916229,
"m": 0.8994282484054565
},
{
"p": 0.0910496711730957,
"m": 1.0
},
{
"p": 0.07044113427400589,
"m": 1.0
},
{
"p": 0.07145160436630249,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 0.8854353427886963,
"val_loss": 0.7415475845336914,
"acc": 74.02,
"time": 117.92615487399962,
"param": [
{
"p": 0.07945180684328079,
"m": 1.0
},
{
"p": 0.05806012451648712,
"m": 1.0
},
{
"p": 0.07775373011827469,
"m": 1.0
},
{
"p": 0.05679834261536598,
"m": 0.9361740350723267
},
{
"p": 0.05331391841173172,
"m": 0.6603904366493225
},
{
"p": 0.07987530529499054,
"m": 0.7316403985023499
},
{
"p": 0.07086897641420364,
"m": 0.903539776802063
},
{
"p": 0.08145227283239365,
"m": 0.9723517298698425
},
{
"p": 0.09083576500415802,
"m": 1.0
},
{
"p": 0.08353007584810257,
"m": 0.9105339646339417
},
{
"p": 0.054243672639131546,
"m": 0.9923643469810486
},
{
"p": 0.05976443737745285,
"m": 1.0
},
{
"p": 0.08026555180549622,
"m": 1.0
},
{
"p": 0.07378598302602768,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 0.885290801525116,
"val_loss": 0.7543001174926758,
"acc": 74.03,
"time": 122.05740130299819,
"param": [
{
"p": 0.08554345369338989,
"m": 1.0
},
{
"p": 0.06045609340071678,
"m": 1.0
},
{
"p": 0.05668026953935623,
"m": 1.0
},
{
"p": 0.05559767037630081,
"m": 0.8995062112808228
},
{
"p": 0.05554249882698059,
"m": 0.6657030582427979
},
{
"p": 0.07684077322483063,
"m": 0.5801225900650024
},
{
"p": 0.0552983395755291,
"m": 0.8871808648109436
},
{
"p": 0.07089368253946304,
"m": 0.9864875078201294
},
{
"p": 0.07863163203001022,
"m": 0.9129303693771362
},
{
"p": 0.08329122513532639,
"m": 0.9780452251434326
},
{
"p": 0.08501690626144409,
"m": 0.9501250982284546
},
{
"p": 0.08329261839389801,
"m": 1.0
},
{
"p": 0.07466358691453934,
"m": 1.0
},
{
"p": 0.07825122773647308,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 0.8839541673660278,
"val_loss": 0.766760528087616,
"acc": 73.22,
"time": 117.2872669799981,
"param": [
{
"p": 0.05582793429493904,
"m": 1.0
},
{
"p": 0.05407944321632385,
"m": 1.0
},
{
"p": 0.07831135392189026,
"m": 1.0
},
{
"p": 0.06498983502388,
"m": 0.9352508783340454
},
{
"p": 0.059080593287944794,
"m": 0.6834578514099121
},
{
"p": 0.03243796527385712,
"m": 0.5696750283241272
},
{
"p": 0.09275522828102112,
"m": 0.8491546511650085
},
{
"p": 0.05615398287773132,
"m": 0.9935863614082336
},
{
"p": 0.06874759495258331,
"m": 0.9908846616744995
},
{
"p": 0.09255476295948029,
"m": 0.9918254017829895
},
{
"p": 0.09806546568870544,
"m": 0.9977403283119202
},
{
"p": 0.06815015524625778,
"m": 1.0
},
{
"p": 0.10884007811546326,
"m": 1.0
},
{
"p": 0.07000561058521271,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 0.9807462096214294,
"val_loss": 0.6065539121627808,
"acc": 74.29,
"time": 118.69286733199988,
"param": [
{
"p": 0.07466347515583038,
"m": 1.0
},
{
"p": 0.09103690832853317,
"m": 1.0
},
{
"p": 0.07752148061990738,
"m": 1.0
},
{
"p": 0.06964892894029617,
"m": 0.9295456409454346
},
{
"p": 0.06462197750806808,
"m": 0.6195397973060608
},
{
"p": 0.07797718048095703,
"m": 0.6796703338623047
},
{
"p": 0.05322437360882759,
"m": 0.8223321437835693
},
{
"p": 0.06009911373257637,
"m": 1.0
},
{
"p": 0.0760292187333107,
"m": 0.9977667927742004
},
{
"p": 0.08231954276561737,
"m": 0.9754962921142578
},
{
"p": 0.06321274489164352,
"m": 0.9198830723762512
},
{
"p": 0.06446284055709839,
"m": 1.0
},
{
"p": 0.09085147827863693,
"m": 1.0
},
{
"p": 0.05433064326643944,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 0.7874490022659302,
"val_loss": 0.7337911128997803,
"acc": 74.49,
"time": 121.90286817499873,
"param": [
{
"p": 0.10086151957511902,
"m": 1.0
},
{
"p": 0.029882196336984634,
"m": 1.0
},
{
"p": 0.07428965717554092,
"m": 1.0
},
{
"p": 0.051317498087882996,
"m": 0.9809738397598267
},
{
"p": 0.074003204703331,
"m": 0.6551761031150818
},
{
"p": 0.09528616815805435,
"m": 0.6875933408737183
},
{
"p": 0.08110259473323822,
"m": 0.8291460275650024
},
{
"p": 0.04075448215007782,
"m": 0.9573208689689636
},
{
"p": 0.04475395753979683,
"m": 0.9326469302177429
},
{
"p": 0.09051229804754257,
"m": 1.0
},
{
"p": 0.09307198971509933,
"m": 0.9028011560440063
},
{
"p": 0.0701894760131836,
"m": 1.0
},
{
"p": 0.08981350064277649,
"m": 1.0
},
{
"p": 0.06416141241788864,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 0.7801235914230347,
"val_loss": 0.7071781158447266,
"acc": 74.31,
"time": 121.81254123399776,
"param": [
{
"p": 0.05767517909407616,
"m": 1.0
},
{
"p": 0.06192423030734062,
"m": 1.0
},
{
"p": 0.06424735486507416,
"m": 1.0
},
{
"p": 0.06173618510365486,
"m": 0.9522029757499695
},
{
"p": 0.09760732203722,
"m": 0.7462267279624939
},
{
"p": 0.05614807829260826,
"m": 0.6616142392158508
},
{
"p": 0.05503833293914795,
"m": 0.8582822680473328
},
{
"p": 0.0749831572175026,
"m": 0.9918167591094971
},
{
"p": 0.06441221386194229,
"m": 0.8453815579414368
},
{
"p": 0.08810099214315414,
"m": 0.9826936721801758
},
{
"p": 0.07703489810228348,
"m": 1.0
},
{
"p": 0.09375882148742676,
"m": 1.0
},
{
"p": 0.0739796981215477,
"m": 1.0
},
{
"p": 0.07335349917411804,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 0.8374598622322083,
"val_loss": 0.8234130144119263,
"acc": 73.15,
"time": 117.62392783100222,
"param": [
{
"p": 0.07691904157400131,
"m": 1.0
},
{
"p": 0.058031149208545685,
"m": 1.0
},
{
"p": 0.08380528539419174,
"m": 1.0
},
{
"p": 0.07778917253017426,
"m": 0.9590398669242859
},
{
"p": 0.09410065412521362,
"m": 0.7789889574050903
},
{
"p": 0.05784229189157486,
"m": 0.6577441692352295
},
{
"p": 0.06084606423974037,
"m": 0.893724799156189
},
{
"p": 0.04639729484915733,
"m": 0.9419238567352295
},
{
"p": 0.07175285369157791,
"m": 0.7977915406227112
},
{
"p": 0.07659405469894409,
"m": 0.9803175330162048
},
{
"p": 0.0699353739619255,
"m": 0.9791248440742493
},
{
"p": 0.07762307673692703,
"m": 1.0
},
{
"p": 0.09629610925912857,
"m": 1.0
},
{
"p": 0.052067577838897705,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 0.9353121519088745,
"val_loss": 0.7276228070259094,
"acc": 73.64,
"time": 118.1717977570006,
"param": [
{
"p": 0.06495066732168198,
"m": 1.0
},
{
"p": 0.06772753596305847,
"m": 1.0
},
{
"p": 0.06527452915906906,
"m": 1.0
},
{
"p": 0.07582040131092072,
"m": 0.9836115837097168
},
{
"p": 0.04978976398706436,
"m": 0.8536254167556763
},
{
"p": 0.0591476745903492,
"m": 0.5507510900497437
},
{
"p": 0.06706441193819046,
"m": 0.8787868022918701
},
{
"p": 0.08832836151123047,
"m": 0.9747927188873291
},
{
"p": 0.07926974445581436,
"m": 0.883700966835022
},
{
"p": 0.0818679928779602,
"m": 0.999800443649292
},
{
"p": 0.0799856036901474,
"m": 1.0
},
{
"p": 0.08451338857412338,
"m": 1.0
},
{
"p": 0.06889423727989197,
"m": 1.0
},
{
"p": 0.06736571341753006,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 1.2041267156600952,
"val_loss": 0.6557329893112183,
"acc": 74.18,
"time": 121.341879126001,
"param": [
{
"p": 0.08396288007497787,
"m": 1.0
},
{
"p": 0.05611688643693924,
"m": 1.0
},
{
"p": 0.07734037935733795,
"m": 1.0
},
{
"p": 0.0479818731546402,
"m": 0.8190054297447205
},
{
"p": 0.0803956538438797,
"m": 0.803700864315033
},
{
"p": 0.08939492702484131,
"m": 0.6014279723167419
},
{
"p": 0.08208334445953369,
"m": 0.8714032769203186
},
{
"p": 0.060708578675985336,
"m": 0.9885130524635315
},
{
"p": 0.05251174047589302,
"m": 0.9270602464675903
},
{
"p": 0.05875805392861366,
"m": 0.9994180202484131
},
{
"p": 0.07282907515764236,
"m": 1.0
},
{
"p": 0.08325672149658203,
"m": 1.0
},
{
"p": 0.0756598487496376,
"m": 1.0
},
{
"p": 0.07899999618530273,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 0.9241970777511597,
"val_loss": 0.6485382318496704,
"acc": 74.72,
"time": 118.30901787500261,
"param": [
{
"p": 0.06525728851556778,
"m": 1.0
},
{
"p": 0.06253588199615479,
"m": 1.0
},
{
"p": 0.08419353514909744,
"m": 1.0
},
{
"p": 0.05602371692657471,
"m": 0.8872585296630859
},
{
"p": 0.06587439775466919,
"m": 0.9667106866836548
},
{
"p": 0.06778635084629059,
"m": 0.7055065035820007
},
{
"p": 0.08960998803377151,
"m": 0.7237892746925354
},
{
"p": 0.06812267750501633,
"m": 0.9230533838272095
},
{
"p": 0.06735537201166153,
"m": 0.9960098266601562
},
{
"p": 0.06765620410442352,
"m": 0.9984588623046875
},
{
"p": 0.0710153579711914,
"m": 0.9947003126144409
},
{
"p": 0.08659481257200241,
"m": 1.0
},
{
"p": 0.08788511902093887,
"m": 1.0
},
{
"p": 0.06008918955922127,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 0.8825616836547852,
"val_loss": 0.8547278046607971,
"acc": 74.51,
"time": 118.2782202519993,
"param": [
{
"p": 0.09255954623222351,
"m": 1.0
},
{
"p": 0.032941047102212906,
"m": 1.0
},
{
"p": 0.0629861056804657,
"m": 1.0
},
{
"p": 0.04921668395400047,
"m": 0.9068744778633118
},
{
"p": 0.031080693006515503,
"m": 0.9698309302330017
},
{
"p": 0.07971976697444916,
"m": 0.6861987113952637
},
{
"p": 0.09910482913255692,
"m": 0.9264843463897705
},
{
"p": 0.08032647520303726,
"m": 0.854475736618042
},
{
"p": 0.06964118033647537,
"m": 0.9363653063774109
},
{
"p": 0.08258859813213348,
"m": 0.9836893081665039
},
{
"p": 0.07838526368141174,
"m": 1.0
},
{
"p": 0.08649588376283646,
"m": 1.0
},
{
"p": 0.09270039945840836,
"m": 1.0
},
{
"p": 0.06225345656275749,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 1.0932284593582153,
"val_loss": 0.6631810665130615,
"acc": 74.72,
"time": 116.85287893599889,
"param": [
{
"p": 0.0742269977927208,
"m": 1.0
},
{
"p": 0.06350649893283844,
"m": 1.0
},
{
"p": 0.06392834335565567,
"m": 1.0
},
{
"p": 0.06978606432676315,
"m": 0.8737130761146545
},
{
"p": 0.043042197823524475,
"m": 0.8672178387641907
},
{
"p": 0.04999077692627907,
"m": 0.7467201948165894
},
{
"p": 0.073240265250206,
"m": 0.8843073844909668
},
{
"p": 0.06230328232049942,
"m": 0.8934167623519897
},
{
"p": 0.07064829766750336,
"m": 0.9740226864814758
},
{
"p": 0.07371237128973007,
"m": 0.97950679063797
},
{
"p": 0.08777526021003723,
"m": 1.0
},
{
"p": 0.06873209029436111,
"m": 1.0
},
{
"p": 0.12649564445018768,
"m": 1.0
},
{
"p": 0.07261195033788681,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 0.9609200954437256,
"val_loss": 0.7169159054756165,
"acc": 74.73,
"time": 118.15845127500143,
"param": [
{
"p": 0.06948042660951614,
"m": 1.0
},
{
"p": 0.03705371171236038,
"m": 1.0
},
{
"p": 0.057159457355737686,
"m": 1.0
},
{
"p": 0.0724654495716095,
"m": 0.9122574329376221
},
{
"p": 0.07090718299150467,
"m": 0.9764610528945923
},
{
"p": 0.0674765482544899,
"m": 0.6692503094673157
},
{
"p": 0.06871621310710907,
"m": 0.9035284519195557
},
{
"p": 0.08942640572786331,
"m": 0.8036372661590576
},
{
"p": 0.07906801998615265,
"m": 0.9950568079948425
},
{
"p": 0.06981973350048065,
"m": 0.9858587384223938
},
{
"p": 0.09585100412368774,
"m": 1.0
},
{
"p": 0.0949678048491478,
"m": 1.0
},
{
"p": 0.05409011244773865,
"m": 1.0
},
{
"p": 0.07351797819137573,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 0.9801390767097473,
"val_loss": 0.8439930081367493,
"acc": 74.76,
"time": 116.94034230400212,
"param": [
{
"p": 0.0723191648721695,
"m": 1.0
},
{
"p": 0.0822480097413063,
"m": 1.0
},
{
"p": 0.07169140130281448,
"m": 1.0
},
{
"p": 0.06626314669847488,
"m": 0.9703303575515747
},
{
"p": 0.053571686148643494,
"m": 0.9502719044685364
},
{
"p": 0.08634018152952194,
"m": 0.4758853316307068
},
{
"p": 0.05434050038456917,
"m": 0.8550811409950256
},
{
"p": 0.07423249632120132,
"m": 0.7656984329223633
},
{
"p": 0.08437328040599823,
"m": 1.0
},
{
"p": 0.0794496089220047,
"m": 0.9967514872550964
},
{
"p": 0.08390410244464874,
"m": 1.0
},
{
"p": 0.07462332397699356,
"m": 1.0
},
{
"p": 0.06400278210639954,
"m": 1.0
},
{
"p": 0.052640289068222046,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 0.9482850432395935,
"val_loss": 0.7596506476402283,
"acc": 75.09,
"time": 116.98333411099884,
"param": [
{
"p": 0.10007946938276291,
"m": 1.0
},
{
"p": 0.08545882254838943,
"m": 1.0
},
{
"p": 0.07489815354347229,
"m": 1.0
},
{
"p": 0.07552917301654816,
"m": 0.9903549551963806
},
{
"p": 0.03660518303513527,
"m": 0.8895218968391418
},
{
"p": 0.07070489972829819,
"m": 0.3025580048561096
},
{
"p": 0.07471799850463867,
"m": 0.8325853943824768
},
{
"p": 0.05432398244738579,
"m": 0.7903199791908264
},
{
"p": 0.08900048583745956,
"m": 0.944774866104126
},
{
"p": 0.07742884755134583,
"m": 0.9107251763343811
},
{
"p": 0.04437780752778053,
"m": 0.9529660940170288
},
{
"p": 0.08924993127584457,
"m": 1.0
},
{
"p": 0.06082574650645256,
"m": 1.0
},
{
"p": 0.06679940223693848,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 0.9937853813171387,
"val_loss": 0.6288668513298035,
"acc": 74.34,
"time": 116.96983726600229,
"param": [
{
"p": 0.09094751626253128,
"m": 1.0
},
{
"p": 0.05219751223921776,
"m": 1.0
},
{
"p": 0.06565172970294952,
"m": 1.0
},
{
"p": 0.040113337337970734,
"m": 0.9651921987533569
},
{
"p": 0.05859873443841934,
"m": 0.9646347165107727
},
{
"p": 0.07914600521326065,
"m": 0.3121144771575928
},
{
"p": 0.08891676366329193,
"m": 0.7225075960159302
},
{
"p": 0.0625654011964798,
"m": 0.9097227454185486
},
{
"p": 0.06266540288925171,
"m": 0.9528281688690186
},
{
"p": 0.07497301697731018,
"m": 0.9818296432495117
},
{
"p": 0.08832854777574539,
"m": 0.9137828350067139
},
{
"p": 0.054637692868709564,
"m": 1.0
},
{
"p": 0.12389439344406128,
"m": 1.0
},
{
"p": 0.057363975793123245,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 0.7962896823883057,
"val_loss": 0.7756550908088684,
"acc": 74.88,
"time": 116.8401720269976,
"param": [
{
"p": 0.08522061258554459,
"m": 1.0
},
{
"p": 0.07760155946016312,
"m": 1.0
},
{
"p": 0.06717124581336975,
"m": 1.0
},
{
"p": 0.04310447722673416,
"m": 1.0
},
{
"p": 0.09866143763065338,
"m": 0.8683926463127136
},
{
"p": 0.05759270861744881,
"m": 0.3817708492279053
},
{
"p": 0.06112642586231232,
"m": 0.7335796356201172
},
{
"p": 0.049667857587337494,
"m": 0.9303680658340454
},
{
"p": 0.05447511002421379,
"m": 0.8654618263244629
},
{
"p": 0.09557083249092102,
"m": 0.8813327550888062
},
{
"p": 0.07399316132068634,
"m": 0.9375134706497192
},
{
"p": 0.10650886595249176,
"m": 1.0
},
{
"p": 0.06564845144748688,
"m": 1.0
},
{
"p": 0.06365717202425003,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 0.8643859624862671,
"val_loss": 0.7044742107391357,
"acc": 73.77,
"time": 116.90787084600015,
"param": [
{
"p": 0.0854010358452797,
"m": 1.0
},
{
"p": 0.052987758070230484,
"m": 1.0
},
{
"p": 0.07385855168104172,
"m": 1.0
},
{
"p": 0.04318831115961075,
"m": 0.9985620379447937
},
{
"p": 0.08575525134801865,
"m": 0.8124547004699707
},
{
"p": 0.07476267963647842,
"m": 0.2885378897190094
},
{
"p": 0.059725064784288406,
"m": 0.7298699021339417
},
{
"p": 0.0965365543961525,
"m": 0.8957988619804382
},
{
"p": 0.057431623339653015,
"m": 0.9151373505592346
},
{
"p": 0.05860704556107521,
"m": 0.8642342686653137
},
{
"p": 0.06262761354446411,
"m": 0.9096252918243408
},
{
"p": 0.06528222560882568,
"m": 1.0
},
{
"p": 0.09906218945980072,
"m": 1.0
},
{
"p": 0.08477405458688736,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 0.8688157200813293,
"val_loss": 0.7947688102722168,
"acc": 74.72,
"time": 117.72456454999701,
"param": [
{
"p": 0.09172593057155609,
"m": 1.0
},
{
"p": 0.05146970972418785,
"m": 1.0
},
{
"p": 0.08907955139875412,
"m": 1.0
},
{
"p": 0.0669180378317833,
"m": 1.0
},
{
"p": 0.05146760493516922,
"m": 0.7535629272460938
},
{
"p": 0.09091643244028091,
"m": 0.3750912845134735
},
{
"p": 0.07499763369560242,
"m": 1.0
},
{
"p": 0.04417313262820244,
"m": 1.0
},
{
"p": 0.06811339408159256,
"m": 0.9502213001251221
},
{
"p": 0.08030379563570023,
"m": 0.8937946557998657
},
{
"p": 0.07566084712743759,
"m": 0.952670693397522
},
{
"p": 0.07833687961101532,
"m": 1.0
},
{
"p": 0.09436285495758057,
"m": 1.0
},
{
"p": 0.04247415065765381,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 0.9875036478042603,
"val_loss": 0.7484139800071716,
"acc": 75.05,
"time": 117.69591851899895,
"param": [
{
"p": 0.11703261733055115,
"m": 1.0
},
{
"p": 0.04384185001254082,
"m": 1.0
},
{
"p": 0.0583852156996727,
"m": 1.0
},
{
"p": 0.055057067424058914,
"m": 0.9741995930671692
},
{
"p": 0.06035564839839935,
"m": 0.7424908876419067
},
{
"p": 0.0739477351307869,
"m": 0.5246580243110657
},
{
"p": 0.05466368794441223,
"m": 0.9466449022293091
},
{
"p": 0.05317473039031029,
"m": 0.9310702085494995
},
{
"p": 0.06396259367465973,
"m": 0.9370315670967102
},
{
"p": 0.07703036069869995,
"m": 0.9885257482528687
},
{
"p": 0.08746913075447083,
"m": 1.0
},
{
"p": 0.06405168026685715,
"m": 1.0
},
{
"p": 0.10554730892181396,
"m": 1.0
},
{
"p": 0.08548039942979813,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 0.9025568962097168,
"val_loss": 0.7086041569709778,
"acc": 75.45,
"time": 117.66714029500145,
"param": [
{
"p": 0.07092412561178207,
"m": 1.0
},
{
"p": 0.06441172957420349,
"m": 1.0
},
{
"p": 0.07298547774553299,
"m": 1.0
},
{
"p": 0.06822901964187622,
"m": 0.9876604676246643
},
{
"p": 0.07329121977090836,
"m": 0.8127351999282837
},
{
"p": 0.06410572677850723,
"m": 0.5379945039749146
},
{
"p": 0.08100348711013794,
"m": 0.8998486995697021
},
{
"p": 0.05851779505610466,
"m": 0.998341977596283
},
{
"p": 0.09155022352933884,
"m": 0.9887577891349792
},
{
"p": 0.07281854003667831,
"m": 0.9604114294052124
},
{
"p": 0.07302822172641754,
"m": 0.9447516202926636
},
{
"p": 0.029724258929491043,
"m": 1.0
},
{
"p": 0.09080561995506287,
"m": 1.0
},
{
"p": 0.08860454708337784,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 0.8078889846801758,
"val_loss": 0.7850680351257324,
"acc": 75.42,
"time": 116.97335799400025,
"param": [
{
"p": 0.11726123094558716,
"m": 1.0
},
{
"p": 0.04433964937925339,
"m": 1.0
},
{
"p": 0.06471223384141922,
"m": 1.0
},
{
"p": 0.05486288294196129,
"m": 0.9597625732421875
},
{
"p": 0.04617144167423248,
"m": 0.8374958038330078
},
{
"p": 0.05844787880778313,
"m": 0.5502461791038513
},
{
"p": 0.04946864768862724,
"m": 0.9021152257919312
},
{
"p": 0.06113568693399429,
"m": 1.0
},
{
"p": 0.08358398824930191,
"m": 0.9928967356681824
},
{
"p": 0.1032300740480423,
"m": 0.9949732422828674
},
{
"p": 0.0948428139090538,
"m": 1.0
},
{
"p": 0.09257059544324875,
"m": 1.0
},
{
"p": 0.08713240176439285,
"m": 1.0
},
{
"p": 0.04224049672484398,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 0.9477012157440186,
"val_loss": 0.7225118279457092,
"acc": 74.18,
"time": 116.70470796400332,
"param": [
{
"p": 0.08749622106552124,
"m": 1.0
},
{
"p": 0.0716581642627716,
"m": 1.0
},
{
"p": 0.08506684750318527,
"m": 1.0
},
{
"p": 0.05467779561877251,
"m": 0.7889629006385803
},
{
"p": 0.05744272097945213,
"m": 0.9472101330757141
},
{
"p": 0.06927019357681274,
"m": 0.6590911746025085
},
{
"p": 0.07331351190805435,
"m": 0.9013099670410156
},
{
"p": 0.08401629328727722,
"m": 1.0
},
{
"p": 0.08231387287378311,
"m": 1.0
},
{
"p": 0.06529755145311356,
"m": 0.9858872294425964
},
{
"p": 0.05092253535985947,
"m": 0.9813252091407776
},
{
"p": 0.08897264301776886,
"m": 1.0
},
{
"p": 0.06352560222148895,
"m": 1.0
},
{
"p": 0.06602607667446136,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 0.8965064883232117,
"val_loss": 0.7891908884048462,
"acc": 74.53,
"time": 116.98421025299831,
"param": [
{
"p": 0.05862380191683769,
"m": 1.0
},
{
"p": 0.06829021126031876,
"m": 1.0
},
{
"p": 0.04848194867372513,
"m": 1.0
},
{
"p": 0.07164424657821655,
"m": 0.802558422088623
},
{
"p": 0.07245676219463348,
"m": 0.9780776500701904
},
{
"p": 0.05094391107559204,
"m": 0.7811729907989502
},
{
"p": 0.060634154826402664,
"m": 0.9526399970054626
},
{
"p": 0.09001491963863373,
"m": 0.9593907594680786
},
{
"p": 0.0959857702255249,
"m": 0.9995965361595154
},
{
"p": 0.09301742911338806,
"m": 1.0
},
{
"p": 0.05370678752660751,
"m": 0.9526546001434326
},
{
"p": 0.0686083510518074,
"m": 1.0
},
{
"p": 0.10265336185693741,
"m": 1.0
},
{
"p": 0.06493838131427765,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 0.740952730178833,
"val_loss": 0.7926932573318481,
"acc": 74.67,
"time": 117.25981971299916,
"param": [
{
"p": 0.07941803336143494,
"m": 1.0
},
{
"p": 0.039724938571453094,
"m": 1.0
},
{
"p": 0.07688450068235397,
"m": 1.0
},
{
"p": 0.070226289331913,
"m": 0.8236308097839355
},
{
"p": 0.03991907835006714,
"m": 0.875296950340271
},
{
"p": 0.08342360705137253,
"m": 0.8337255120277405
},
{
"p": 0.07730599492788315,
"m": 0.8336047530174255
},
{
"p": 0.0722256600856781,
"m": 0.9897702932357788
},
{
"p": 0.07689815014600754,
"m": 0.9528245329856873
},
{
"p": 0.1014101654291153,
"m": 0.9976246953010559
},
{
"p": 0.05372209474444389,
"m": 0.9467113614082336
},
{
"p": 0.062220148742198944,
"m": 1.0
},
{
"p": 0.09547498822212219,
"m": 1.0
},
{
"p": 0.0711464211344719,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 1.073407530784607,
"val_loss": 0.7080911993980408,
"acc": 74.27,
"time": 117.00806991100035,
"param": [
{
"p": 0.06388745456933975,
"m": 1.0
},
{
"p": 0.05013076961040497,
"m": 1.0
},
{
"p": 0.10898636281490326,
"m": 1.0
},
{
"p": 0.04370470717549324,
"m": 0.8418305516242981
},
{
"p": 0.0481925830245018,
"m": 0.8154211044311523
},
{
"p": 0.028727969154715538,
"m": 0.8697464466094971
},
{
"p": 0.07599862664937973,
"m": 0.86434406042099
},
{
"p": 0.07931038737297058,
"m": 0.9825586080551147
},
{
"p": 0.07993154972791672,
"m": 0.9213542342185974
},
{
"p": 0.08286446332931519,
"m": 1.0
},
{
"p": 0.07999733835458755,
"m": 0.9228394031524658
},
{
"p": 0.07745818048715591,
"m": 1.0
},
{
"p": 0.08989520370960236,
"m": 1.0
},
{
"p": 0.0909143015742302,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 0.8611990213394165,
"val_loss": 0.8419391512870789,
"acc": 74.12,
"time": 118.73094003799997,
"param": [
{
"p": 0.08266079425811768,
"m": 1.0
},
{
"p": 0.07061520963907242,
"m": 1.0
},
{
"p": 0.09097034484148026,
"m": 1.0
},
{
"p": 0.040912024676799774,
"m": 0.7103216052055359
},
{
"p": 0.05301567167043686,
"m": 0.8343026041984558
},
{
"p": 0.07442308217287064,
"m": 0.8989365100860596
},
{
"p": 0.09262099862098694,
"m": 1.0
},
{
"p": 0.07016153633594513,
"m": 0.9622888565063477
},
{
"p": 0.08515758067369461,
"m": 0.9708214998245239
},
{
"p": 0.03939199447631836,
"m": 1.0
},
{
"p": 0.08487018942832947,
"m": 0.9954160451889038
},
{
"p": 0.06272760778665543,
"m": 1.0
},
{
"p": 0.08572998642921448,
"m": 1.0
},
{
"p": 0.06674301624298096,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.0066192150115967,
"val_loss": 0.694385826587677,
"acc": 75.23,
"time": 117.23244013000294,
"param": [
{
"p": 0.08219876885414124,
"m": 1.0
},
{
"p": 0.04724831506609917,
"m": 1.0
},
{
"p": 0.08738619834184647,
"m": 1.0
},
{
"p": 0.062235984951257706,
"m": 0.8806712031364441
},
{
"p": 0.060140274465084076,
"m": 0.622275710105896
},
{
"p": 0.08263862878084183,
"m": 0.9654684066772461
},
{
"p": 0.05513998121023178,
"m": 0.9811914563179016
},
{
"p": 0.07103976607322693,
"m": 0.992753803730011
},
{
"p": 0.056107617914676666,
"m": 1.0
},
{
"p": 0.06779087334871292,
"m": 0.9769640564918518
},
{
"p": 0.08791184425354004,
"m": 1.0
},
{
"p": 0.061682701110839844,
"m": 1.0
},
{
"p": 0.09822917729616165,
"m": 1.0
},
{
"p": 0.08024978637695312,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 0.7750557065010071,
"val_loss": 0.7649568319320679,
"acc": 74.72,
"time": 117.52866037000058,
"param": [
{
"p": 0.10842551290988922,
"m": 1.0
},
{
"p": 0.07939064502716064,
"m": 1.0
},
{
"p": 0.07603662461042404,
"m": 1.0
},
{
"p": 0.08255026489496231,
"m": 0.9099057912826538
},
{
"p": 0.06170741468667984,
"m": 0.6024082899093628
},
{
"p": 0.033418212085962296,
"m": 0.9298915266990662
},
{
"p": 0.07001136988401413,
"m": 0.9991683959960938
},
{
"p": 0.08773485571146011,
"m": 0.8338941335678101
},
{
"p": 0.04480789229273796,
"m": 0.9740477204322815
},
{
"p": 0.08178932964801788,
"m": 0.9384735822677612
},
{
"p": 0.06129411235451698,
"m": 0.9916239976882935
},
{
"p": 0.06546227633953094,
"m": 1.0
},
{
"p": 0.07843708246946335,
"m": 1.0
},
{
"p": 0.06893451511859894,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 0.8520194292068481,
"val_loss": 0.8106428980827332,
"acc": 74.94,
"time": 117.06875716799914,
"param": [
{
"p": 0.06713365763425827,
"m": 1.0
},
{
"p": 0.048701655119657516,
"m": 1.0
},
{
"p": 0.08531921356916428,
"m": 1.0
},
{
"p": 0.06222273036837578,
"m": 0.9257415533065796
},
{
"p": 0.10093235969543457,
"m": 0.5089374780654907
},
{
"p": 0.05942590907216072,
"m": 0.9221914410591125
},
{
"p": 0.06460682302713394,
"m": 1.0
},
{
"p": 0.05384187772870064,
"m": 0.9448513388633728
},
{
"p": 0.09558871388435364,
"m": 1.0
},
{
"p": 0.07984381169080734,
"m": 0.9135014414787292
},
{
"p": 0.0814065933227539,
"m": 0.9647486209869385
},
{
"p": 0.055301234126091,
"m": 1.0
},
{
"p": 0.07540847361087799,
"m": 1.0
},
{
"p": 0.07026687264442444,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink