mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
13038 lines
191 KiB
JSON
13038 lines
191 KiB
JSON
|
{
|
||
|
"Accuracy": 72.23,
|
||
|
"Time": [
|
||
|
223.39387337996507,
|
||
|
16.0618011489828,
|
||
|
44827.52001841494
|
||
|
],
|
||
|
"Optimizer": {
|
||
|
"Meta": {
|
||
|
"optim": "Adam",
|
||
|
"lr": 0.01
|
||
|
},
|
||
|
"Inner": {
|
||
|
"optim": "SGD",
|
||
|
"lr": 0.01,
|
||
|
"momentum": 0.9
|
||
|
}
|
||
|
},
|
||
|
"Device": "Graphics Device",
|
||
|
"Param_names": [
|
||
|
"Identity",
|
||
|
"FlipUD",
|
||
|
"FlipLR",
|
||
|
"Rotate",
|
||
|
"TranslateX",
|
||
|
"TranslateY",
|
||
|
"ShearX",
|
||
|
"ShearY",
|
||
|
"Contrast",
|
||
|
"Color",
|
||
|
"Brightness",
|
||
|
"Sharpness",
|
||
|
"Posterize",
|
||
|
"Solarize"
|
||
|
],
|
||
|
"Log": [
|
||
|
{
|
||
|
"epoch": 1,
|
||
|
"train_loss": 4.228900909423828,
|
||
|
"val_loss": 1.9672658443450928,
|
||
|
"acc": 25.81,
|
||
|
"time": 231.38314174197149,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05113932117819786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0821697786450386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041743576526641846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058288101106882095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0945105329155922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08856303244829178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10637084394693375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049393799155950546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08517860621213913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0800255537033081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1045614704489708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06451893597841263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043280914425849915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05025555565953255,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 2,
|
||
|
"train_loss": 3.6774392127990723,
|
||
|
"val_loss": 1.818907618522644,
|
||
|
"acc": 33.16,
|
||
|
"time": 234.19988206704147,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.04437388852238655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05341164395213127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07296745479106903,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013802023604512215,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07478255778551102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06708534806966782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12154493480920792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07967674732208252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058838993310928345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08887338638305664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08419343084096909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06864898651838303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0842282772064209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08757226914167404,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 3,
|
||
|
"train_loss": 3.6127099990844727,
|
||
|
"val_loss": 1.6400545835494995,
|
||
|
"acc": 44.55,
|
||
|
"time": 244.43418428010773,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08138597011566162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049393802881240845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07867452502250671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020646335557103157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03916159272193909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037198107689619064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10571777820587158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08447293192148209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08036687225103378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09927898645401001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07666568458080292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08183395862579346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07512488216161728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09007863700389862,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 4,
|
||
|
"train_loss": 3.301487922668457,
|
||
|
"val_loss": 1.529101014137268,
|
||
|
"acc": 44.5,
|
||
|
"time": 229.92678104899824,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07307906448841095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03956787660717964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0666002407670021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017157604917883873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1024135947227478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025069424882531166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07026038318872452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07721653580665588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08606264740228653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10076102614402771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12031770497560501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08327623456716537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06387989968061447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07433771342039108,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 5,
|
||
|
"train_loss": 3.0948245525360107,
|
||
|
"val_loss": 1.3534404039382935,
|
||
|
"acc": 48.44,
|
||
|
"time": 236.245417105034,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08089937269687653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0171196311712265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0436624139547348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017744604498147964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07236981391906738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07904598116874695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1103452518582344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07413254678249359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07591057568788528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11880220472812653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11258110404014587,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10581175982952118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0461450032889843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045429669320583344,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 6,
|
||
|
"train_loss": 2.994420051574707,
|
||
|
"val_loss": 1.400575041770935,
|
||
|
"acc": 49.1,
|
||
|
"time": 218.5933678720612,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09538275748491287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0012831840431317687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027510134503245354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02267390675842762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04171855002641678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07229914516210556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11541997641324997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08902306854724884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0862920954823494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1177709773182869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15679940581321716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12076553702354431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03165539726614952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021405912935733795,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 7,
|
||
|
"train_loss": 3.132132053375244,
|
||
|
"val_loss": 1.386963963508606,
|
||
|
"acc": 53.08,
|
||
|
"time": 249.1058696520049,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10611459612846375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10871554911136627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027748646214604378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033752452582120895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017567088827490807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057729415595531464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08769934624433517,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09366930276155472,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10240698605775833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12391778081655502,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10947652161121368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09414687007665634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027950264513492584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009105194360017776,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 8,
|
||
|
"train_loss": 2.926380157470703,
|
||
|
"val_loss": 1.4440758228302002,
|
||
|
"acc": 46.28,
|
||
|
"time": 232.71798053290695,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09827182441949844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06129388511180878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03445893153548241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03034929186105728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007093003951013088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04477913677692413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10778968781232834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0968722477555275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09410467743873596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11513140797615051,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15110236406326294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1215730533003807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029593070968985558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013971011154353619,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 9,
|
||
|
"train_loss": 2.8179657459259033,
|
||
|
"val_loss": 1.1984140872955322,
|
||
|
"acc": 53.45,
|
||
|
"time": 222.10561962798238,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09601541608572006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029391637071967125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02523614838719368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03344376012682915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0420696847140789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049379754811525345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13709942996501923,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08808891475200653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07719869166612625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12763918936252594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13385558128356934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12489821761846542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024397974833846092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011285646818578243,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 10,
|
||
|
"train_loss": 2.7599010467529297,
|
||
|
"val_loss": 1.2855039834976196,
|
||
|
"acc": 57.75,
|
||
|
"time": 212.3064024100313,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10456765443086624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011084439232945442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02393103577196598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02872002124786377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022118384018540382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019770225510001183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13792431354522705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11401486396789551,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09830177575349808,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13956096768379211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13685005903244019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12459585070610046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023494362831115723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015065922401845455,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 11,
|
||
|
"train_loss": 2.6980881690979004,
|
||
|
"val_loss": 1.2129939794540405,
|
||
|
"acc": 56.13,
|
||
|
"time": 203.57030785095412,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10408473014831543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028576087206602097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024920301511883736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03274540975689888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021252790465950966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01569243334233761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13513639569282532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08319313079118729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10442537069320679,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13876210153102875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1582222580909729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12254644930362701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023776786401867867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006665779743343592,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 12,
|
||
|
"train_loss": 2.7926759719848633,
|
||
|
"val_loss": 1.156923770904541,
|
||
|
"acc": 57.89,
|
||
|
"time": 207.90101272100583,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11328145116567612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026941699907183647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022949494421482086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0184481218457222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013874460943043232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005783753469586372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12276002019643784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10414312779903412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11556311696767807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15275534987449646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14902646839618683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12219753116369247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030401481315493584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00187390495557338,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 13,
|
||
|
"train_loss": 2.4752840995788574,
|
||
|
"val_loss": 1.0994237661361694,
|
||
|
"acc": 60.98,
|
||
|
"time": 219.74471820599865,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09495729953050613,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006496561225503683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016176987439393997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07663702964782715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04628351703286171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03460746258497238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13066135346889496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08697109669446945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10496047884225845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12782323360443115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11679840087890625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11692361533641815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03228915482759476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008413918316364288,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 14,
|
||
|
"train_loss": 2.120222568511963,
|
||
|
"val_loss": 1.1153777837753296,
|
||
|
"acc": 58.53,
|
||
|
"time": 240.16287831705995,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10237377136945724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08535831421613693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01871977373957634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03413377329707146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018355097621679306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012344593182206154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11363930255174637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10707765072584152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10678521543741226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12972691655158997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11332150548696518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11506852507591248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03267565742135048,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010419994592666626,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 15,
|
||
|
"train_loss": 2.217961311340332,
|
||
|
"val_loss": 1.0927505493164062,
|
||
|
"acc": 59.79,
|
||
|
"time": 213.90813341306057,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10913610458374023,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034056156873703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02276490069925785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027088575065135956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01420973613858223,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016359275206923485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13879939913749695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08234144747257233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12984317541122437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1333828717470169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1159702017903328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12881430983543396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03300505131483078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014228823594748974,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 16,
|
||
|
"train_loss": 2.283917188644409,
|
||
|
"val_loss": 1.2684998512268066,
|
||
|
"acc": 59.6,
|
||
|
"time": 206.21262480400037,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11076522618532181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015686428174376488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024425864219665527,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02472482994198799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008961440064013004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016243822872638702,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14741601049900055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10769882798194885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10552070289850235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13064038753509521,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1410464346408844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12614421546459198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024866482242941856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015859277918934822,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 17,
|
||
|
"train_loss": 2.2136971950531006,
|
||
|
"val_loss": 1.0292903184890747,
|
||
|
"acc": 63.54,
|
||
|
"time": 201.36953932105098,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1093737930059433,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011195113882422447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027107439935207367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025954727083444595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009982294403016567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01285603828728199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1370602548122406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09174865484237671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10601694136857986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14842374622821808,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14475087821483612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12636281549930573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03161177039146423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017555607482790947,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 18,
|
||
|
"train_loss": 2.126922607421875,
|
||
|
"val_loss": 1.0505036115646362,
|
||
|
"acc": 61.39,
|
||
|
"time": 206.34919016098138,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11369305849075317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016503648832440376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01570010371506214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017811577767133713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016795337200164795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017736045643687248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1448509693145752,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11661149561405182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1170528456568718,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11419827491044998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13989360630512238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1279069483280182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024537155404686928,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016708921641111374,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 19,
|
||
|
"train_loss": 2.053825855255127,
|
||
|
"val_loss": 1.0732418298721313,
|
||
|
"acc": 62.89,
|
||
|
"time": 200.5447614940349,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10753782838582993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016598768532276154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03041333332657814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030254511162638664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0170433409512043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01401447132229805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11548475921154022,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10149826109409332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1099042221903801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12570467591285706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1545407921075821,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12529356777668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035426583141088486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016284819692373276,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 20,
|
||
|
"train_loss": 2.5695414543151855,
|
||
|
"val_loss": 1.0184593200683594,
|
||
|
"acc": 63.28,
|
||
|
"time": 224.25422371202148,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10821761190891266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04201335087418556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030255109071731567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025471193715929985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009677610360085964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009710819460451603,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13758686184883118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09396948665380478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1046399176120758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13340885937213898,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13121886551380157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.128384530544281,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029131293296813965,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016314413398504257,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 21,
|
||
|
"train_loss": 1.8044648170471191,
|
||
|
"val_loss": 0.9620956182479858,
|
||
|
"acc": 61.26,
|
||
|
"time": 201.65197463496588,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11376415938138962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0143058393150568,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025781789794564247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024659687653183937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01676967181265354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026137694716453552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.138387069106102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10626162588596344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12214533239603043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14048103988170624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10747304558753967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11883218586444855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02886256016790867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01613827608525753,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 22,
|
||
|
"train_loss": 1.468039870262146,
|
||
|
"val_loss": 1.1926757097244263,
|
||
|
"acc": 64.65,
|
||
|
"time": 205.32857006799895,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11108250916004181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015228662639856339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027628600597381592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03090948425233364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011609175242483616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017060259357094765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.130061075091362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08719278126955032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13083378970623016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12427826970815659,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13929057121276855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1266147494316101,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029825491830706596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01838468387722969,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 23,
|
||
|
"train_loss": 1.9574276208877563,
|
||
|
"val_loss": 1.028267502784729,
|
||
|
"acc": 64.44,
|
||
|
"time": 212.52912906603888,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10606124997138977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017221607267856598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028581527993083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011179087683558464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01736946403980255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01906649023294449,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12077715992927551,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11926785111427307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12414444983005524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12672123312950134,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13935521245002747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11172019690275192,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03972280025482178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018811611458659172,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 24,
|
||
|
"train_loss": 1.5275036096572876,
|
||
|
"val_loss": 1.1332919597625732,
|
||
|
"acc": 65.47,
|
||
|
"time": 207.57941553194541,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11935457587242126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008492477238178253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029944395646452904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03153100982308388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016157446429133415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014390610158443451,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10613516718149185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12473368644714355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10023441165685654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13586196303367615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1335027664899826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1322060078382492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028234682977199554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019220735877752304,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 25,
|
||
|
"train_loss": 1.9150195121765137,
|
||
|
"val_loss": 0.9739274978637695,
|
||
|
"acc": 63.04,
|
||
|
"time": 205.37447034392972,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10028684139251709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017964841797947884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031730566173791885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025614745914936066,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01380066853016615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018137626349925995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11459354311227798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10988333821296692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12797679007053375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14178362488746643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1409084051847458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1090313270688057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0276996660977602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02058809995651245,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 26,
|
||
|
"train_loss": 1.726259469985962,
|
||
|
"val_loss": 1.0966236591339111,
|
||
|
"acc": 65.02,
|
||
|
"time": 204.35825919604395,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11047143489122391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013107877224683762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0342087522149086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023722318932414055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009397427551448345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018940478563308716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13533712923526764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11906452476978302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0960393100976944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12631291151046753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14528250694274902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11999278515577316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028376709669828415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01974589191377163,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 27,
|
||
|
"train_loss": 1.3436157703399658,
|
||
|
"val_loss": 1.013256549835205,
|
||
|
"acc": 66.99,
|
||
|
"time": 204.85236293706112,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10660982877016068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010953123681247234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037014029920101166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0257875956594944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014795188792049885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004722188226878643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1256687194108963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11944902688264847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1109265685081482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12338573485612869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1523873209953308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11802710592746735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032860349863767624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017413176596164703,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 28,
|
||
|
"train_loss": 1.055343747138977,
|
||
|
"val_loss": 0.9576018452644348,
|
||
|
"acc": 66.76,
|
||
|
"time": 210.61152056406718,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11071734875440598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013941877521574497,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035174090415239334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02800947241485119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016356490552425385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02133057825267315,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11580466479063034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11278603225946426,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12013517320156097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13818049430847168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1292770802974701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11154068261384964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03302555903792381,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013720455579459667,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 29,
|
||
|
"train_loss": 2.01676607131958,
|
||
|
"val_loss": 1.0384838581085205,
|
||
|
"acc": 66.77,
|
||
|
"time": 210.05078795494046,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10579881817102432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021698497235774994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03591576963663101,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03366731107234955,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010646941140294075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021323278546333313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14376011490821838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08835700154304504,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11787927895784378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12700988352298737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14530304074287415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11092925816774368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026205571368336678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011505302973091602,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 30,
|
||
|
"train_loss": 1.273330569267273,
|
||
|
"val_loss": 0.9940270185470581,
|
||
|
"acc": 66.35,
|
||
|
"time": 204.04890242009424,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10515908151865005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01612645760178566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03535665199160576,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028344709426164627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012858109548687935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01868988759815693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12878753244876862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10298988223075867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12742383778095245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13860975205898285,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1250278353691101,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1252991408109665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016837915405631065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018489282578229904,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 31,
|
||
|
"train_loss": 1.4138296842575073,
|
||
|
"val_loss": 0.9845850467681885,
|
||
|
"acc": 66.68,
|
||
|
"time": 204.1647775649326,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10503492504358292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02256522700190544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025910457596182823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034091122448444366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015695279464125633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014950916171073914,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12159650772809982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1149839386343956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11139646917581558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13259203732013702,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13661690056324005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11864002048969269,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0269667599350214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018959425389766693,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 32,
|
||
|
"train_loss": 1.0501296520233154,
|
||
|
"val_loss": 1.1198468208312988,
|
||
|
"acc": 67.4,
|
||
|
"time": 213.9798470280366,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11380993574857712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017125431448221207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036016739904880524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03312193974852562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013905450701713562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01590700075030327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1406809538602829,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11045393347740173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1012268140912056,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1365245282649994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11586179584264755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1211974248290062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03448532521724701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009682703763246536,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 33,
|
||
|
"train_loss": 1.6092842817306519,
|
||
|
"val_loss": 0.9383817315101624,
|
||
|
"acc": 66.02,
|
||
|
"time": 213.0804460819345,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11370845139026642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017443077638745308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034818120300769806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036093730479478836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012466204352676868,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015376340597867966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15023484826087952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11297087371349335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11304625123739243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12866193056106567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11836333572864532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08560455590486526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03986266627907753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021349607035517693,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 34,
|
||
|
"train_loss": 1.2490251064300537,
|
||
|
"val_loss": 1.0125349760055542,
|
||
|
"acc": 67.65,
|
||
|
"time": 207.19507857807912,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09109338372945786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012438164092600346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03018791414797306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035168688744306564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020761927589774132,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020219827070832253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12527833878993988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11693166941404343,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11667296290397644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10682418942451477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1548728197813034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1074524074792862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04124084860086441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02085692062973976,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 35,
|
||
|
"train_loss": 1.4124408960342407,
|
||
|
"val_loss": 1.0564184188842773,
|
||
|
"acc": 67.01,
|
||
|
"time": 208.81823648698628,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10021762549877167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011587793938815594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03513803705573082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03981025516986847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011009221896529198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01581999845802784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1352570652961731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12954899668693542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10975447297096252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12795327603816986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12347085773944855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10332732647657394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03877956420183182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01832553558051586,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 36,
|
||
|
"train_loss": 1.671980857849121,
|
||
|
"val_loss": 0.9034208059310913,
|
||
|
"acc": 67.44,
|
||
|
"time": 204.78248181997333,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09870044887065887,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02581045962870121,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04068358242511749,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028248967602849007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016430532559752464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020760269835591316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1126413494348526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1411057561635971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10526512563228607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11465761065483093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11540491878986359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11967741698026657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03652103990316391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02409258484840393,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 37,
|
||
|
"train_loss": 1.0620274543762207,
|
||
|
"val_loss": 1.0927189588546753,
|
||
|
"acc": 66.93,
|
||
|
"time": 209.39680310501717,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12198932468891144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021800875663757324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037125054746866226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033261530101299286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016958337277173996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013762185350060463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13933981955051422,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1162789911031723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11125596612691879,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11386561393737793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11776898056268692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10141803324222565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03692209720611572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018253138288855553,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 38,
|
||
|
"train_loss": 1.2414202690124512,
|
||
|
"val_loss": 1.0448055267333984,
|
||
|
"acc": 66.55,
|
||
|
"time": 210.0706223490415,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09596409648656845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024547671899199486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0339481495320797,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037091340869665146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014814097434282303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02225961722433567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14154118299484253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11000783741474152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11689171940088272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13059093058109283,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12159328907728195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10170315951108932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02538445219397545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023662447929382324,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 39,
|
||
|
"train_loss": 1.6043821573257446,
|
||
|
"val_loss": 1.045167088508606,
|
||
|
"acc": 67.52,
|
||
|
"time": 209.3532630050322,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11623518913984299,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023607727140188217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03872936964035034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031723327934741974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01707465760409832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012829665094614029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10927563160657883,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13270078599452972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11752675473690033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.127701997756958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12415987253189087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1088067963719368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023658351972699165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01596979796886444,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 40,
|
||
|
"train_loss": 1.1570578813552856,
|
||
|
"val_loss": 0.851832389831543,
|
||
|
"acc": 67.88,
|
||
|
"time": 212.5615297909826,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11069633066654205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015543571673333645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03272483870387077,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036162808537483215,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013279052451252937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017426373437047005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1219317838549614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12348204106092453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10549069195985794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12205986678600311,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13770252466201782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11222437769174576,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040241215378046036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011034555733203888,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 41,
|
||
|
"train_loss": 1.0787150859832764,
|
||
|
"val_loss": 1.1023106575012207,
|
||
|
"acc": 68.38,
|
||
|
"time": 217.74134546204004,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10610701143741608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023077882826328278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043070562183856964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03245795518159866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012191866524517536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020788663998246193,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14300137758255005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1050272211432457,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11860927939414978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11084604263305664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1291191577911377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10381222516298294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029307179152965546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02258346788585186,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 42,
|
||
|
"train_loss": 1.5254460573196411,
|
||
|
"val_loss": 0.8849402070045471,
|
||
|
"acc": 68.35,
|
||
|
"time": 207.30981032096315,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1081816554069519,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024519436061382294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02447960153222084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03955376148223877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019899440929293633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015378101728856564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13970185816287994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10210452228784561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12657897174358368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1056838408112526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1454801708459854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09563694149255753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03224663808941841,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02055501379072666,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 43,
|
||
|
"train_loss": 1.3303744792938232,
|
||
|
"val_loss": 0.963005781173706,
|
||
|
"acc": 67.99,
|
||
|
"time": 206.955002540024,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10680539906024933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02131924033164978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013697013258934021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03939293324947357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011192938312888145,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01990174688398838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13352124392986298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11903901398181915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12151941657066345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12425071746110916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1281520426273346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10298606753349304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034388743340969086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02383345365524292,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 44,
|
||
|
"train_loss": 1.6382807493209839,
|
||
|
"val_loss": 0.912787675857544,
|
||
|
"acc": 68.61,
|
||
|
"time": 203.56319935503416,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09342744946479797,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025161074474453926,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014750259928405285,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0362296886742115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016371645033359528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023189203813672066,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12323690205812454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14323490858078003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1169852763414383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11790552735328674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14593516290187836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08640223741531372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03536156937479973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021809211000800133,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 45,
|
||
|
"train_loss": 0.9370436072349548,
|
||
|
"val_loss": 1.0408601760864258,
|
||
|
"acc": 68.68,
|
||
|
"time": 209.03495058207773,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09586335718631744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024359799921512604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006393920164555311,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0476321205496788,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014153221622109413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020599674433469772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14895647764205933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1210283488035202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1158236637711525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10197067260742188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13998468220233917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12161992490291595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02446073107421398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017153436318039894,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 46,
|
||
|
"train_loss": 1.3106251955032349,
|
||
|
"val_loss": 1.0535008907318115,
|
||
|
"acc": 68.05,
|
||
|
"time": 213.44184688990936,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10615289211273193,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022876035422086716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02307455614209175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04049035906791687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01654360443353653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02244667336344719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13561968505382538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10440975427627563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11094094812870026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13073337078094482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12637938559055328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.102264404296875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035594645887613297,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02247362956404686,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 47,
|
||
|
"train_loss": 1.0645604133605957,
|
||
|
"val_loss": 0.8884316086769104,
|
||
|
"acc": 69.08,
|
||
|
"time": 205.12308401300106,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07942000031471252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02344345673918724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02048126794397831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047038789838552475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015197467990219593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012161354534327984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13956700265407562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1049283817410469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12449406087398529,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13142544031143188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13518619537353516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10579568147659302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03953203558921814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021328940987586975,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 48,
|
||
|
"train_loss": 1.0468113422393799,
|
||
|
"val_loss": 1.1183645725250244,
|
||
|
"acc": 67.85,
|
||
|
"time": 207.06983214698266,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10621187090873718,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01778963766992092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008338840678334236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027862271293997765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015543081797659397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022957846522331238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13224735856056213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1076769083738327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1389610320329666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1204606369137764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14311321079730988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11428415775299072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027385946363210678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017167210578918457,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 49,
|
||
|
"train_loss": 1.2767221927642822,
|
||
|
"val_loss": 0.8949786424636841,
|
||
|
"acc": 68.68,
|
||
|
"time": 208.02108204597607,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09293501079082489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024852383881807327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01733190193772316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03545074537396431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015253135934472084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026353677734732628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13660885393619537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14078587293624878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09173513203859329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11131762713193893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14654690027236938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09992504864931107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036605775356292725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024297980591654778,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 50,
|
||
|
"train_loss": 1.1008540391921997,
|
||
|
"val_loss": 0.8120046854019165,
|
||
|
"acc": 68.76,
|
||
|
"time": 206.9138491670601,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07628725469112396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028387675061821938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020506959408521652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041932612657547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022610129788517952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02529597282409668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13786032795906067,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12808431684970856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10696210712194443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11522593349218369,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12156356126070023,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11481903493404388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03916774317622185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02129637449979782,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 51,
|
||
|
"train_loss": 1.380311369895935,
|
||
|
"val_loss": 0.9445951581001282,
|
||
|
"acc": 68.93,
|
||
|
"time": 206.61024191393517,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09635667502880096,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016096943989396095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011254632845520973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029245827347040176,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00819079764187336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019975652918219566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12853877246379852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10434228926897049,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10730798542499542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10901802033185959,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12027600407600403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0959431529045105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13044476509094238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023008421063423157,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 52,
|
||
|
"train_loss": 1.1875040531158447,
|
||
|
"val_loss": 1.0329347848892212,
|
||
|
"acc": 67.81,
|
||
|
"time": 210.45392533403356,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10308501869440079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029275571927428246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013258702121675014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040916986763477325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018889376893639565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026343580335378647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12010344117879868,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12188045680522919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11708465218544006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12175997346639633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12484481185674667,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11390884220600128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025160666555166245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02348780259490013,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 53,
|
||
|
"train_loss": 1.4034209251403809,
|
||
|
"val_loss": 0.9376639723777771,
|
||
|
"acc": 68.85,
|
||
|
"time": 209.2786015230231,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1176861971616745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02401096560060978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008012364618480206,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04164782166481018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018699724227190018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13004747033119202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13857358694076538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08582824468612671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11208931356668472,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07490722090005875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11295757442712784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09704212099313736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013396089896559715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025101270526647568,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 54,
|
||
|
"train_loss": 0.968830406665802,
|
||
|
"val_loss": 1.1563475131988525,
|
||
|
"acc": 69.02,
|
||
|
"time": 212.26497051503975,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10013876110315323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02476654201745987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01054846029728651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04371220991015434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017244447022676468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01907772198319435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14355596899986267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11656675487756729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13318608701229095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10815956443548203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1135391891002655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13280647993087769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014432001858949661,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022265847772359848,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 55,
|
||
|
"train_loss": 1.3933416604995728,
|
||
|
"val_loss": 1.0421578884124756,
|
||
|
"acc": 68.63,
|
||
|
"time": 205.69663779309485,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10933230072259903,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020283391699194908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01180956605821848,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03640594705939293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011188560165464878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016658302396535873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14291320741176605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12912264466285706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12461790442466736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11486884951591492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13301114737987518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11602500081062317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007751306053251028,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026011873036623,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 56,
|
||
|
"train_loss": 1.4802759885787964,
|
||
|
"val_loss": 0.9562159180641174,
|
||
|
"acc": 67.88,
|
||
|
"time": 230.24263126601,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10156817734241486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02519742026925087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013920518569648266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04863616079092026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022015942260622978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01483835093677044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13931865990161896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13621428608894348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11547159403562546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1214001327753067,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11349248141050339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1038646250963211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016969909891486168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02709181047976017,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 57,
|
||
|
"train_loss": 1.5330816507339478,
|
||
|
"val_loss": 0.9392341375350952,
|
||
|
"acc": 69.73,
|
||
|
"time": 201.34743508603424,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10871151834726334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03027988225221634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019779730588197708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03944740071892738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020307207480072975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017970042303204536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1299407035112381,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11532997339963913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12353349477052689,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08479876071214676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14775145053863525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12554460763931274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012767741456627846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0238374974578619,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 58,
|
||
|
"train_loss": 1.5126996040344238,
|
||
|
"val_loss": 1.0375070571899414,
|
||
|
"acc": 68.89,
|
||
|
"time": 209.22922786592972,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07918575406074524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02455686777830124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014504540711641312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02097325213253498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014704055152833462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01621568202972412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14469090104103088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1219237744808197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12635797262191772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13027365505695343,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13788752257823944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1255498230457306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011701489798724651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03147473931312561,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 59,
|
||
|
"train_loss": 1.3085068464279175,
|
||
|
"val_loss": 1.1884033679962158,
|
||
|
"acc": 69.43,
|
||
|
"time": 220.13450693304185,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11522383242845535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023468375205993652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016160858795046806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02428239956498146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018495984375476837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05462934449315071,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12969698011875153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12151093780994415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11868075281381607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10648427903652191,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12732718884944916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10542327910661697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010090501978993416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028525326400995255,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 60,
|
||
|
"train_loss": 0.9694269895553589,
|
||
|
"val_loss": 1.078424096107483,
|
||
|
"acc": 70.0,
|
||
|
"time": 204.9564253570279,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12205435335636139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037395212799310684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023361438885331154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007101682713255286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012051285244524479,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010195616632699966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14539705216884613,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12073218822479248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11896584182977676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1252528578042984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13508763909339905,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10350966453552246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015195859596133232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030090752989053726,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 61,
|
||
|
"train_loss": 1.1493383646011353,
|
||
|
"val_loss": 1.1291507482528687,
|
||
|
"acc": 68.9,
|
||
|
"time": 207.89355925109703,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10627366602420807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027684414759278297,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010988693684339523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011568033136427402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019759424030780792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010341189801692963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13726049661636353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1380995512008667,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1308750957250595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10391256213188171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13382218778133392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12419915944337845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013687538914382458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031527988612651825,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 62,
|
||
|
"train_loss": 1.4154480695724487,
|
||
|
"val_loss": 0.8591353297233582,
|
||
|
"acc": 69.35,
|
||
|
"time": 201.80327737994958,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09341871738433838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03340257704257965,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01997213438153267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009882674552500248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024053683504462242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014404257759451866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1445378065109253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13414134085178375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11461754888296127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1109054908156395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13259518146514893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11926440894603729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014367165975272655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03443705290555954,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 63,
|
||
|
"train_loss": 1.1321821212768555,
|
||
|
"val_loss": 1.039003849029541,
|
||
|
"acc": 69.14,
|
||
|
"time": 205.3965179050574,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10883598029613495,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023204246535897255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019554762169718742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009325076825916767,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0186894740909338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008622631430625916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1675156056880951,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13111141324043274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0882624164223671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13274557888507843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1474919468164444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11480122804641724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014102599583566189,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015737108886241913,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 64,
|
||
|
"train_loss": 1.2388455867767334,
|
||
|
"val_loss": 1.0593525171279907,
|
||
|
"acc": 68.93,
|
||
|
"time": 205.47037693101447,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10686805844306946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022150417789816856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01737993024289608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008036378771066666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020274901762604713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012901092879474163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14709706604480743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1214219182729721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13263878226280212,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11564239859580994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.150560662150383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10373325645923615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0135740851983428,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027721045538783073,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 65,
|
||
|
"train_loss": 1.1650760173797607,
|
||
|
"val_loss": 1.0387240648269653,
|
||
|
"acc": 69.0,
|
||
|
"time": 209.89715413807426,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10132084041833878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028586572036147118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013322258368134499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01164299063384533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02322285808622837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013865317218005657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12326411157846451,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1352073699235916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12445922940969467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12667056918144226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13580292463302612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12057395279407501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023279638960957527,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018781336024403572,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 66,
|
||
|
"train_loss": 0.9006732702255249,
|
||
|
"val_loss": 0.887001633644104,
|
||
|
"acc": 69.06,
|
||
|
"time": 203.9821308950195,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11747967451810837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03058500401675701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019533244892954826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011537407524883747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019698387011885643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013810274191200733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12275759875774384,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11600823700428009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1278630793094635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1263977587223053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12659317255020142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12336470186710358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017106400802731514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027264993637800217,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 67,
|
||
|
"train_loss": 0.8301303386688232,
|
||
|
"val_loss": 0.9233695268630981,
|
||
|
"acc": 68.81,
|
||
|
"time": 206.5996897580335,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09274595230817795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03803706169128418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016662204638123512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011087733320891857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013297153636813164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01419589202851057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13714599609375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12350140511989594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13095010817050934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11913570761680603,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1240115687251091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12434252351522446,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01609106734395027,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03879565745592117,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 68,
|
||
|
"train_loss": 1.0929529666900635,
|
||
|
"val_loss": 1.068574070930481,
|
||
|
"acc": 67.5,
|
||
|
"time": 201.4061767180683,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09598072618246078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019902247935533524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017827816307544708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012123079970479012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028896965086460114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013367568142712116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15533345937728882,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11828258633613586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10836075991392136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1263299137353897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14325842261314392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11421975493431091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010857902467250824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03525887429714203,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 69,
|
||
|
"train_loss": 1.0010336637496948,
|
||
|
"val_loss": 0.9976440668106079,
|
||
|
"acc": 69.46,
|
||
|
"time": 205.71744427795056,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10589062422513962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025882229208946228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022276146337389946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01611257717013359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023387789726257324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01622815616428852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1366472840309143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12150275707244873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13653495907783508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10247465968132019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12850089371204376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1136394739151001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01288498193025589,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03803745657205582,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 70,
|
||
|
"train_loss": 1.0813000202178955,
|
||
|
"val_loss": 0.9287804365158081,
|
||
|
"acc": 68.82,
|
||
|
"time": 207.09115955303423,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12790560722351074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03425810858607292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017306968569755554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021629013121128082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020953871309757233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015245032496750355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15037891268730164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11641816794872284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.105364128947258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.127772718667984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10752325505018234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10089613497257233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015544617548584938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03880346938967705,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 71,
|
||
|
"train_loss": 0.9705778360366821,
|
||
|
"val_loss": 0.9953764081001282,
|
||
|
"acc": 69.49,
|
||
|
"time": 210.38409037399106,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12401949614286423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02978913113474846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008178383111953735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011121567338705063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02336130477488041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011927170678973198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1361800879240036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1286705583333969,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13453209400177002,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10047774016857147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13039752840995789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11882779002189636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01123689953237772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03128022700548172,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 72,
|
||
|
"train_loss": 1.1440271139144897,
|
||
|
"val_loss": 1.1569085121154785,
|
||
|
"acc": 69.35,
|
||
|
"time": 203.40305174700916,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10569745302200317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035982780158519745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01679263450205326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013588515110313892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019892225041985512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004661051090806723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15202203392982483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1274399310350418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11397325247526169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1128859892487526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13232296705245972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11772594600915909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015472745522856712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03154247626662254,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 73,
|
||
|
"train_loss": 1.064346432685852,
|
||
|
"val_loss": 1.017775058746338,
|
||
|
"acc": 69.69,
|
||
|
"time": 205.53106092498638,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11816876381635666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017469733953475952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019619498401880264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046583011746406555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021118998527526855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00953854713588953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12393054366111755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11750059574842453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12884202599525452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10306461155414581,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11595764756202698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1240118071436882,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016785278916358948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03740885853767395,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 74,
|
||
|
"train_loss": 1.2653051614761353,
|
||
|
"val_loss": 0.9072949290275574,
|
||
|
"acc": 69.41,
|
||
|
"time": 226.30647985101677,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09256649762392044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029511984437704086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012866509146988392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012744610197842121,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09332825988531113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014956850558519363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13022133708000183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10973943024873734,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11356280744075775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10368862003087997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07725592702627182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1160450279712677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061701901257038116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031810272485017776,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 75,
|
||
|
"train_loss": 1.1792173385620117,
|
||
|
"val_loss": 0.7526199817657471,
|
||
|
"acc": 69.77,
|
||
|
"time": 210.06864265201148,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10996223986148834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035587526857852936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016856510192155838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015583430416882038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011981998570263386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017251616343855858,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14187933504581451,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11973553150892258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12307677417993546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1208648681640625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12311489880084991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1220369040966034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014279859140515327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027788564562797546,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 76,
|
||
|
"train_loss": 0.9361096620559692,
|
||
|
"val_loss": 0.9402273297309875,
|
||
|
"acc": 69.42,
|
||
|
"time": 211.0747362410184,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11982333660125732,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032979220151901245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020311720669269562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01123387087136507,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007926621474325657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009924789890646935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15189401805400848,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14046096801757812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13206003606319427,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08407118171453476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12745094299316406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1143394410610199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01726764813065529,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030256234109401703,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 77,
|
||
|
"train_loss": 0.4779655337333679,
|
||
|
"val_loss": 1.0620182752609253,
|
||
|
"acc": 69.95,
|
||
|
"time": 205.76293056400027,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1026005670428276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027940113097429276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015778543427586555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0122951939702034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011590812355279922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015717152506113052,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1320427805185318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13143180310726166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11342648416757584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11439789831638336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13441896438598633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11539841443300247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04434265196323395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028618549928069115,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 78,
|
||
|
"train_loss": 1.0959384441375732,
|
||
|
"val_loss": 0.928102433681488,
|
||
|
"acc": 69.35,
|
||
|
"time": 212.4270465169102,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11887014657258987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039671748876571655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019792446866631508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018789349123835564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007622996810823679,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014134904369711876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11999016255140305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14415501058101654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09609093517065048,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14587360620498657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09856081008911133,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12042828649282455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014983370900154114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04103618860244751,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 79,
|
||
|
"train_loss": 0.7787338495254517,
|
||
|
"val_loss": 0.9693915843963623,
|
||
|
"acc": 70.28,
|
||
|
"time": 207.12259090703446,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11287491768598557,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02603318728506565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0196122694760561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01966051757335663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013385542668402195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015406321734189987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14177045226097107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12529917061328888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10125092417001724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11323114484548569,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14065904915332794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12000267952680588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015820341184735298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034993432462215424,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 80,
|
||
|
"train_loss": 1.1319084167480469,
|
||
|
"val_loss": 1.0149376392364502,
|
||
|
"acc": 69.87,
|
||
|
"time": 207.467298401054,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11164604127407074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03788173943758011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018712613731622696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00727157574146986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012508830986917019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009113507345318794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11446812748908997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14747415482997894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12371869385242462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13963572680950165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10270637273788452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11803758889436722,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0201532281935215,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03667178750038147,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 81,
|
||
|
"train_loss": 0.6720338463783264,
|
||
|
"val_loss": 1.0431121587753296,
|
||
|
"acc": 70.22,
|
||
|
"time": 210.2202922240831,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11700855940580368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03641160950064659,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021323859691619873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012630641460418701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01570769213140011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014811169356107712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13794179260730743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13176484405994415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12215026468038559,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10232449322938919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11586617678403854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11341117322444916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0262802354991436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03236744925379753,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 82,
|
||
|
"train_loss": 0.76401686668396,
|
||
|
"val_loss": 0.7309812903404236,
|
||
|
"acc": 69.26,
|
||
|
"time": 208.07795516005717,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11963707953691483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030714519321918488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023763198405504227,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012334493920207024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015125361271202564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00830354169011116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14643903076648712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13064178824424744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11499189585447311,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11881907284259796,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1210780218243599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11171456426382065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012650893069803715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03378647565841675,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 83,
|
||
|
"train_loss": 0.9810718894004822,
|
||
|
"val_loss": 1.1149084568023682,
|
||
|
"acc": 69.23,
|
||
|
"time": 209.1644646349596,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0848890021443367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037894926965236664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019259201362729073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010177277028560638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01392587274312973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016859145835042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12718667089939117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10598103702068329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11966162174940109,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12448204308748245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12661659717559814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11864578723907471,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059505727142095566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03491509333252907,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 84,
|
||
|
"train_loss": 1.023522973060608,
|
||
|
"val_loss": 1.0879136323928833,
|
||
|
"acc": 70.96,
|
||
|
"time": 204.05622903304175,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12034635245800018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01985790766775608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021941734477877617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006009267643094063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017101313918828964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009890190325677395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12621060013771057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14933675527572632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13235881924629211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11579806357622147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13011130690574646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10410294681787491,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01116118859499693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03577357158064842,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 85,
|
||
|
"train_loss": 0.7921007871627808,
|
||
|
"val_loss": 0.8746510744094849,
|
||
|
"acc": 70.11,
|
||
|
"time": 214.65632857591845,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09451980888843536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04213752597570419,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029877549037337303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025255022570490837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003924163989722729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018663374707102776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11882723867893219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10558025538921356,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11654949933290482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13422003388404846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12354428321123123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10424434393644333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043523866683244705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0391329862177372,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 86,
|
||
|
"train_loss": 0.9803603291511536,
|
||
|
"val_loss": 0.9564394354820251,
|
||
|
"acc": 70.56,
|
||
|
"time": 203.56433764100075,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12372248619794846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02722945623099804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01772305555641651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00713659031316638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022034142166376114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014369874261319637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13125839829444885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14303165674209595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10792714357376099,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11231589317321777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1049867495894432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1279374659061432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017894696444272995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042432330548763275,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 87,
|
||
|
"train_loss": 1.035630702972412,
|
||
|
"val_loss": 0.7214811444282532,
|
||
|
"acc": 69.36,
|
||
|
"time": 212.69902493001428,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.080111563205719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028153816238045692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01891416683793068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013083571568131447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06084013357758522,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01611868292093277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11120101064443588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13964983820915222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1341189593076706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1117459163069725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1234753280878067,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1140543669462204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012414548546075821,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03611801937222481,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 88,
|
||
|
"train_loss": 0.8584655523300171,
|
||
|
"val_loss": 1.0727025270462036,
|
||
|
"acc": 70.6,
|
||
|
"time": 209.67979127902072,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12060991674661636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0299312025308609,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014029444195330143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0059390803799033165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011082851327955723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016253210604190826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14586013555526733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13667410612106323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10321152210235596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12080806493759155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12205526977777481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13248340785503387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006980071193538606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04036371037364006,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 89,
|
||
|
"train_loss": 0.7298727631568909,
|
||
|
"val_loss": 0.9630151391029358,
|
||
|
"acc": 69.77,
|
||
|
"time": 202.24853413703386,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11315517872571945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041889503598213196,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019931791350245476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024550501257181168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012267411686480045,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014624524861574173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13353462517261505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10159154236316681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12142070382833481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11323097348213196,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11171092092990875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12031864374876022,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03244566544890404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039327993988990784,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 90,
|
||
|
"train_loss": 0.7243084907531738,
|
||
|
"val_loss": 1.0107635259628296,
|
||
|
"acc": 70.16,
|
||
|
"time": 209.19444367394317,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10131774097681046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0396430678665638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021320156753063202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010332854464650154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01507013663649559,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023389538750052452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12291154265403748,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12090231478214264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11923828721046448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13030454516410828,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11857476085424423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11799075454473495,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013371644541621208,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045632604509592056,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 91,
|
||
|
"train_loss": 1.0486880540847778,
|
||
|
"val_loss": 1.010005235671997,
|
||
|
"acc": 69.92,
|
||
|
"time": 219.5272500240244,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13418400287628174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03547149524092674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02557942643761635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011737638153135777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01378858182579279,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017734622582793236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12519805133342743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11391834914684296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09452032297849655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12682044506072998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13188587129116058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11520802974700928,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010590788908302784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043362345546483994,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 92,
|
||
|
"train_loss": 0.9562019109725952,
|
||
|
"val_loss": 0.9549563527107239,
|
||
|
"acc": 70.27,
|
||
|
"time": 204.50566243799403,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09919264912605286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03775692358613014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020077545195817947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.000702729681506753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008655937388539314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017174534499645233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14065326750278473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1417318880558014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12304092943668365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12399544566869736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11769033223390579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11760008335113525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0070688482373952866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0446588359773159,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 93,
|
||
|
"train_loss": 1.4045101404190063,
|
||
|
"val_loss": 0.7313796877861023,
|
||
|
"acc": 70.84,
|
||
|
"time": 217.76051948103122,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09897370636463165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028966177254915237,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02154264785349369,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005917731206864119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015437023714184761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10149212926626205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12373895198106766,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10633352398872375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12330830097198486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10373127460479736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1280217170715332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08536909520626068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0170639306306839,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04010381922125816,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 94,
|
||
|
"train_loss": 0.8070196509361267,
|
||
|
"val_loss": 0.837638795375824,
|
||
|
"acc": 68.67,
|
||
|
"time": 209.82298447191715,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1264580935239792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04486146196722984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02800203114748001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007231193594634533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06061731278896332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010855324566364288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11849763244390488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12694793939590454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07495163381099701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10762962698936462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10926485061645508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13443271815776825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011180708184838295,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039069436490535736,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 95,
|
||
|
"train_loss": 0.9460466504096985,
|
||
|
"val_loss": 0.84807950258255,
|
||
|
"acc": 70.32,
|
||
|
"time": 211.66334084793925,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10074399411678314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040948059409856796,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01858873851597309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008847693912684917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012555000372231007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007836715318262577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12511494755744934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11927887797355652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12332206964492798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13765430450439453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12374993413686752,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12888169288635254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007822641171514988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04465526342391968,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 96,
|
||
|
"train_loss": 1.075570821762085,
|
||
|
"val_loss": 1.0060008764266968,
|
||
|
"acc": 70.85,
|
||
|
"time": 220.14583056000993,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09253823757171631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03012729063630104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03154220059514046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013002502731978893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01821359433233738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038641221821308136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1250808984041214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15048176050186157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1025778204202652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11174795776605606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1228824034333229,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10946103930473328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014306139200925827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03939681872725487,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 97,
|
||
|
"train_loss": 0.8521769642829895,
|
||
|
"val_loss": 0.8685600757598877,
|
||
|
"acc": 70.04,
|
||
|
"time": 215.78449345799163,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11646250635385513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03958385810256004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022905422374606133,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010622839443385601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017886223271489143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008717174641788006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12855954468250275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12482622265815735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11352592706680298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12401784956455231,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12832394242286682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11510263383388519,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011372795328497887,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03809311240911484,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 98,
|
||
|
"train_loss": 0.7721617817878723,
|
||
|
"val_loss": 0.8259289264678955,
|
||
|
"acc": 70.48,
|
||
|
"time": 209.84527615702245,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11483770608901978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030880261212587357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026688458397984505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008089550770819187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010838035494089127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01102400477975607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1493736356496811,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13483837246894836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12085476517677307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11175219714641571,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14208026230335236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0830928236246109,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01612112484872341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039528824388980865,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 99,
|
||
|
"train_loss": 0.9907607436180115,
|
||
|
"val_loss": 0.9027798175811768,
|
||
|
"acc": 70.87,
|
||
|
"time": 219.04360621795058,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12909437716007233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0505342110991478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029999595135450363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006289405282586813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008157873526215553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007549064699560404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12044278532266617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1383218616247177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1357010006904602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10857447981834412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15147872269153595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06874597072601318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00474171107634902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040368907153606415,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 100,
|
||
|
"train_loss": 0.5922041535377502,
|
||
|
"val_loss": 0.869178056716919,
|
||
|
"acc": 70.49,
|
||
|
"time": 217.59538556297775,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13378024101257324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03793613612651825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03255133703351021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0065798163414001465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017360158264636993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00721016013994813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10517360270023346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1398678421974182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1177772730588913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12078964710235596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11428328603506088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11624971777200699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010411933995783329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0400288887321949,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 101,
|
||
|
"train_loss": 1.2506310939788818,
|
||
|
"val_loss": 1.0355072021484375,
|
||
|
"acc": 70.18,
|
||
|
"time": 214.24797126103658,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10932959616184235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05534505844116211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025256553664803505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009633194655179977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019880464300513268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007945793680846691,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14185602962970734,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1195242777466774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11007534712553024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13391803205013275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09454753249883652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1333218216896057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006774591165594757,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03868883103132248,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 102,
|
||
|
"train_loss": 0.9297182559967041,
|
||
|
"val_loss": 0.8780033588409424,
|
||
|
"acc": 70.09,
|
||
|
"time": 212.82958078803495,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11956321448087692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04643122851848602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030521271750330925,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004094866104424,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018205594271421432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01900499500334263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13715241849422455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13186398148536682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12206368148326874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1049618124961853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1240311712026596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10803002864122391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005032703280448914,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029042983427643776,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 103,
|
||
|
"train_loss": 0.8545851111412048,
|
||
|
"val_loss": 0.8456528782844543,
|
||
|
"acc": 70.68,
|
||
|
"time": 231.23822544899303,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11402755230665207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04426845535635948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030687207356095314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008570730686187744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018368864431977272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006861552246846259,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12839637696743011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12986378371715546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13372957706451416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13096611201763153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11119242012500763,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08668360114097595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006416573654860258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05614246055483818,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 104,
|
||
|
"train_loss": 1.0164583921432495,
|
||
|
"val_loss": 0.9136696457862854,
|
||
|
"acc": 69.27,
|
||
|
"time": 213.14565437997226,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09941688925027847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04201272502541542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02264351211488247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01458820141851902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02475830540060997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011034158989787102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13031624257564545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12108476459980011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11480923742055893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12223492562770844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11668550223112106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1280103474855423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0070384168066084385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04536677151918411,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 105,
|
||
|
"train_loss": 0.9033588171005249,
|
||
|
"val_loss": 0.990805447101593,
|
||
|
"acc": 69.97,
|
||
|
"time": 222.75666448893026,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11984197795391083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04697664827108383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016452008858323097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010171216912567616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019390922039747238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010245722718536854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12233307957649231,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12914243340492249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10313928127288818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11231456696987152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12691272795200348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12000523507595062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00985813234001398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05321614071726799,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 106,
|
||
|
"train_loss": 0.7675768733024597,
|
||
|
"val_loss": 1.0962729454040527,
|
||
|
"acc": 70.31,
|
||
|
"time": 214.53717687597964,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12509088218212128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0424625389277935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03272750973701477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003996566869318485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015072545036673546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024197926744818687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09338387101888657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1426675021648407,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12511783838272095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09686095267534256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13265664875507355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11035008728504181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005249426234513521,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05016569048166275,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 107,
|
||
|
"train_loss": 1.122178077697754,
|
||
|
"val_loss": 0.9814630150794983,
|
||
|
"acc": 69.61,
|
||
|
"time": 217.44695200305432,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12888772785663605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04009271413087845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035755280405282974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.001551397959701717,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016472354531288147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008822767995297909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12436088919639587,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12155716866254807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10874217003583908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11488623917102814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13458514213562012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10080254822969437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009177071042358875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05430648475885391,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 108,
|
||
|
"train_loss": 0.9592010378837585,
|
||
|
"val_loss": 0.80254727602005,
|
||
|
"acc": 70.09,
|
||
|
"time": 202.93012007907964,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09370647370815277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04001258313655853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025573596358299255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033119283616542816,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020959174260497093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0194979440420866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1152983084321022,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1275978535413742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11812908202409744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11051980406045914,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.119813933968544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13162265717983246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0069825174286961555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0371667817234993,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 109,
|
||
|
"train_loss": 0.8415898084640503,
|
||
|
"val_loss": 0.8671435713768005,
|
||
|
"acc": 71.16,
|
||
|
"time": 227.84674276097212,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07112043350934982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047625910490751266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02504323236644268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006892145145684481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01774948090314865,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009710178710520267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13216407597064972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14679652452468872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1039872020483017,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13241633772850037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1344480961561203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1146809533238411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007603366859257221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04976211488246918,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 110,
|
||
|
"train_loss": 0.9775877594947815,
|
||
|
"val_loss": 0.838329553604126,
|
||
|
"acc": 69.69,
|
||
|
"time": 214.6357270659646,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11814545840024948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0516110323369503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03294813260436058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007572799921035767,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01484067365527153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009635127149522305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12658701837062836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11119299381971359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11995682120323181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13821598887443542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10566607862710953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11246088147163391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010075574740767479,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0410914421081543,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 111,
|
||
|
"train_loss": 0.9202788472175598,
|
||
|
"val_loss": 0.9863125681877136,
|
||
|
"acc": 69.72,
|
||
|
"time": 209.8855829910608,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11372888088226318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033061519265174866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029530690982937813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007955782115459442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03381048142910004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00810867827385664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12482545524835587,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11999151855707169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12163323909044266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12493926286697388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08144994080066681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1324893683195114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005953480489552021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06252166628837585,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 112,
|
||
|
"train_loss": 0.5884326696395874,
|
||
|
"val_loss": 0.9504488110542297,
|
||
|
"acc": 69.95,
|
||
|
"time": 223.21206584898755,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08583621680736542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050764963030815125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030919380486011505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004479003604501486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005446448922157288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008425172418355942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09474457055330276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13976454734802246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12098099291324615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1269025206565857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13320578634738922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13488495349884033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008765051141381264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05488042160868645,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 113,
|
||
|
"train_loss": 1.2322306632995605,
|
||
|
"val_loss": 0.8342581391334534,
|
||
|
"acc": 70.81,
|
||
|
"time": 204.9403813270619,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10571315139532089,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04889518395066261,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032195575535297394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007149025797843933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011928125284612179,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01426596287637949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13044819235801697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1059223935008049,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13613121211528778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11202085763216019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11242587864398956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1174766942858696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007941760122776031,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05748598277568817,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 114,
|
||
|
"train_loss": 1.027336597442627,
|
||
|
"val_loss": 1.022065281867981,
|
||
|
"acc": 69.63,
|
||
|
"time": 226.5350797510473,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11028187721967697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05392817407846451,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034483298659324646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007112289313226938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015058023855090141,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010594162158668041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12239182740449905,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11164885759353638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1296551674604416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09312812238931656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13752314448356628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11677525192499161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005499575287103653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05192025750875473,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 115,
|
||
|
"train_loss": 0.9932571649551392,
|
||
|
"val_loss": 0.833182692527771,
|
||
|
"acc": 70.62,
|
||
|
"time": 221.76388698804658,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11040298640727997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04393904283642769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0312931090593338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0119310999289155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004346183035522699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006252475082874298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12728820741176605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1130223497748375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13121752440929413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12225627154111862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.131692573428154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1079205647110939,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009676053188741207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0487615205347538,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 116,
|
||
|
"train_loss": 0.9470237493515015,
|
||
|
"val_loss": 0.9855822920799255,
|
||
|
"acc": 70.76,
|
||
|
"time": 220.34947483299766,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12022235244512558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0415603443980217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029243530705571175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030249249190092087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008139500394463539,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012285674922168255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11250531673431396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11088462173938751,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12550853192806244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13507437705993652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11100921034812927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10089492052793503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008124190382659435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05429810658097267,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 117,
|
||
|
"train_loss": 0.9882335066795349,
|
||
|
"val_loss": 0.7507688999176025,
|
||
|
"acc": 70.5,
|
||
|
"time": 227.68408780603204,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12150365114212036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05122224986553192,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02565031498670578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0334145650267601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011427262797951698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00812571495771408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11763390153646469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1057550311088562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12494415789842606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1223510280251503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11781559884548187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10231056809425354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007967935875058174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04987800121307373,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 118,
|
||
|
"train_loss": 0.9794448614120483,
|
||
|
"val_loss": 1.1047877073287964,
|
||
|
"acc": 70.35,
|
||
|
"time": 227.56498474709224,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10942284762859344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049886781722307205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03625519201159477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005074098240584135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0220169834792614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013394398614764214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12533500790596008,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11276143789291382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11622798442840576,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12309670448303223,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11061480641365051,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10935691744089127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008962583728134632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05759430676698685,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 119,
|
||
|
"train_loss": 1.1299285888671875,
|
||
|
"val_loss": 0.9506598114967346,
|
||
|
"acc": 69.84,
|
||
|
"time": 231.73579284199513,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11958073824644089,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046881053596735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041857585310935974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005766579881310463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013900012709200382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02353477291762829,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12063107639551163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11932455748319626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1134081780910492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11371572315692902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09309052675962448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11295764148235321,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02420458383858204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05114690214395523,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 120,
|
||
|
"train_loss": 0.6275261640548706,
|
||
|
"val_loss": 0.9507825970649719,
|
||
|
"acc": 70.82,
|
||
|
"time": 213.66415439196862,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11511676758527756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04518069699406624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03361823782324791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009910930879414082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005398712586611509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008185068145394325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12486474961042404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11420375108718872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12288229167461395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11475066840648651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12168905138969421,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11780006438493729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00596143351867795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06043754518032074,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 121,
|
||
|
"train_loss": 1.1579707860946655,
|
||
|
"val_loss": 0.7565812468528748,
|
||
|
"acc": 70.95,
|
||
|
"time": 214.65124734700657,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09743615984916687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025332679972052574,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04033774137496948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008033483289182186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012206885032355785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011738665401935577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12575584650039673,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13349471986293793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11714524030685425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12441010028123856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11679293215274811,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11126819252967834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008166568353772163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0678807944059372,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 122,
|
||
|
"train_loss": 0.8945978879928589,
|
||
|
"val_loss": 0.9653105735778809,
|
||
|
"acc": 70.73,
|
||
|
"time": 229.66255347791594,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11402828991413116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05824216082692146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02956106886267662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006863699527457356,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00840872060507536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010706297121942043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12740856409072876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14297138154506683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12138984352350235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10484200716018677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10687687247991562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11076194792985916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017959333956241608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04615713655948639,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 123,
|
||
|
"train_loss": 1.1558712720870972,
|
||
|
"val_loss": 1.0409291982650757,
|
||
|
"acc": 69.99,
|
||
|
"time": 215.17359777598176,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11798417568206787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038186538964509964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020592281594872475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03301109001040459,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006441343575716019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011463389731943607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11303356289863586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12417890876531601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11458178609609604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11095075309276581,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11637215316295624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13286994397640228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012063189409673214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048270873725414276,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 124,
|
||
|
"train_loss": 0.9767363667488098,
|
||
|
"val_loss": 0.9470221996307373,
|
||
|
"acc": 71.1,
|
||
|
"time": 217.74171026598196,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11728288978338242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05473100394010544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037803687155246735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00949349906295538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06167914345860481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009808632545173168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10915183275938034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1154363825917244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11401591449975967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0975547656416893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10504835098981857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09710529446601868,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008427263237535954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06246135011315346,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 125,
|
||
|
"train_loss": 0.8205381035804749,
|
||
|
"val_loss": 0.9416568279266357,
|
||
|
"acc": 70.37,
|
||
|
"time": 221.17544893699232,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.083623968064785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05896848440170288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04134592041373253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0070434934459626675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011302715167403221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013656769879162312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12938328087329865,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1295470893383026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0901661291718483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1177763044834137,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1260940432548523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10102999210357666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04270459711551666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04735724255442619,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 126,
|
||
|
"train_loss": 0.9847384691238403,
|
||
|
"val_loss": 0.7640108466148376,
|
||
|
"acc": 70.36,
|
||
|
"time": 222.92952850693837,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11794937402009964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05363616719841957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04393040016293526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006491770967841148,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006189483683556318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012131396681070328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10488921403884888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.147285595536232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1228807270526886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12812799215316772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11218869686126709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04668797180056572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027496498078107834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07011470943689346,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 127,
|
||
|
"train_loss": 1.4641491174697876,
|
||
|
"val_loss": 0.8558628559112549,
|
||
|
"acc": 70.45,
|
||
|
"time": 228.22530702396762,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12294302135705948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0645264983177185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05389132723212242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00773860327899456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014769965782761574,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015812866389751434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1036461889743805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14515312016010284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11795555055141449,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13271282613277435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13114188611507416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00069515808718279,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01408045832067728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07493259757757187,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 128,
|
||
|
"train_loss": 1.208897352218628,
|
||
|
"val_loss": 0.87893146276474,
|
||
|
"acc": 70.81,
|
||
|
"time": 229.77338874398265,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11043361574411392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05812889337539673,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027142120525240898,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005733296275138855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005628147628158331,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05559204891324043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12233683466911316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13941887021064758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12749965488910675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10789541155099869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13273149728775024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0184780266135931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008862997405230999,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08011864870786667,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 129,
|
||
|
"train_loss": 0.892357587814331,
|
||
|
"val_loss": 1.0567595958709717,
|
||
|
"acc": 71.46,
|
||
|
"time": 226.14242519706022,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11996549367904663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056450966745615005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04619116708636284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009299659170210361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02031114138662815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012858371250331402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12745234370231628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11290588229894638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12056358903646469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13185082376003265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15218143165111542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023403970524668694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009038496762514114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05752669274806976,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 130,
|
||
|
"train_loss": 1.044857144355774,
|
||
|
"val_loss": 0.9948972463607788,
|
||
|
"acc": 69.92,
|
||
|
"time": 245.8326096519595,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12312034517526627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05598926916718483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04874879866838455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00418908940628171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00999481976032257,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006968044675886631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14406992495059967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13537652790546417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1369735151529312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10070353746414185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13666443526744843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01220719050616026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01183138694614172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07316314429044724,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 131,
|
||
|
"train_loss": 1.368666172027588,
|
||
|
"val_loss": 0.8396925330162048,
|
||
|
"acc": 70.3,
|
||
|
"time": 222.5396458460018,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12520116567611694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04705744981765747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052467089146375656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012109923176467419,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007728002965450287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013745089061558247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12780751287937164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1315377801656723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12849804759025574,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11138623207807541,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1263549029827118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023568902164697647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01166556403040886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08087225258350372,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 132,
|
||
|
"train_loss": 1.1740487813949585,
|
||
|
"val_loss": 0.8705945014953613,
|
||
|
"acc": 70.01,
|
||
|
"time": 225.5789250220405,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11935936659574509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046615421772003174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05229645594954491,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007093081250786781,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013785927556455135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01601334661245346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12320856750011444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13713586330413818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12992610037326813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13018342852592468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13927476108074188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022298190742731094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007312278728932142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05549720674753189,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 133,
|
||
|
"train_loss": 1.1041375398635864,
|
||
|
"val_loss": 0.8783910274505615,
|
||
|
"acc": 71.25,
|
||
|
"time": 226.492600166006,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09920647740364075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0444590225815773,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05120689049363136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026777364313602448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010713216848671436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013825928792357445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11597686260938644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14571957290172577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13002608716487885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1337619572877884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13180865347385406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02056906186044216,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005576006602495909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07037291675806046,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 134,
|
||
|
"train_loss": 0.9555209875106812,
|
||
|
"val_loss": 0.8976907134056091,
|
||
|
"acc": 70.73,
|
||
|
"time": 244.72596116096247,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12319590151309967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07038464397192001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040021881461143494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008596081286668777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013134926557540894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01014154776930809,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12117553502321243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14742909371852875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13419349491596222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11827924847602844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10570476204156876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028036169707775116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0057661160826683044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07394054532051086,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 135,
|
||
|
"train_loss": 0.5081509351730347,
|
||
|
"val_loss": 0.8304548859596252,
|
||
|
"acc": 70.94,
|
||
|
"time": 236.36478266993072,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11513418704271317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06509651988744736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04419458284974098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009637951850891113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0064552221447229385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013877268880605698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12801788747310638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13499705493450165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1210893914103508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14542251825332642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11759564280509949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023191457614302635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006900650332681835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07460024207830429,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 136,
|
||
|
"train_loss": 0.8379532694816589,
|
||
|
"val_loss": 0.860231339931488,
|
||
|
"acc": 71.37,
|
||
|
"time": 241.0209941569483,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11878757923841476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0617888905107975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05414309352636337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007306762970983982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012214048765599728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008664151653647423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1271047741174698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13245075941085815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13176289200782776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13875533640384674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1257072389125824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015839753672480583,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01012825220823288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05534650757908821,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 137,
|
||
|
"train_loss": 1.0582141876220703,
|
||
|
"val_loss": 0.9774491190910339,
|
||
|
"acc": 70.27,
|
||
|
"time": 227.603697468061,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10882772505283356,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06343305110931396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03876231238245964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00968734547495842,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014198169112205505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016029823571443558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12269017100334167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13573497533798218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12019398808479309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12028777599334717,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15387669205665588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02175743505358696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.002054401207715273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0724661722779274,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 138,
|
||
|
"train_loss": 1.161163091659546,
|
||
|
"val_loss": 1.0079820156097412,
|
||
|
"acc": 71.03,
|
||
|
"time": 225.76461270893924,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11911486834287643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060876015573740005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04863348230719566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007930265739560127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014228147454559803,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014117051847279072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1078314408659935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13613365590572357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13992445170879364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1290891319513321,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13018806278705597,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015000378713011742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009655007161200047,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06727811694145203,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 139,
|
||
|
"train_loss": 1.0885002613067627,
|
||
|
"val_loss": 0.8953148126602173,
|
||
|
"acc": 70.02,
|
||
|
"time": 225.63387427094858,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12096486985683441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051265399903059006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05938166007399559,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018326163291931152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01331478450447321,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010858234018087387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11527072638273239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14361780881881714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13298533856868744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11777691543102264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10707415640354156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023646879941225052,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006655548699200153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07886145263910294,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 140,
|
||
|
"train_loss": 0.7654537558555603,
|
||
|
"val_loss": 0.8085440397262573,
|
||
|
"acc": 71.4,
|
||
|
"time": 231.06864638801198,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13149303197860718,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052816763520240784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040094923228025436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008311542682349682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014841021969914436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009617392905056477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13765840232372284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12361669540405273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12875619530677795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12828651070594788,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11732456088066101,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02283644676208496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0036822000984102488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0806642547249794,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 141,
|
||
|
"train_loss": 1.0136480331420898,
|
||
|
"val_loss": 1.0874831676483154,
|
||
|
"acc": 70.03,
|
||
|
"time": 234.4868543529883,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13417752087116241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0741276890039444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035276301205158234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007737139705568552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011258579790592194,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016059571877121925,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11204536259174347,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13059118390083313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1149943470954895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13123291730880737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11945362389087677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024361232295632362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007714622654020786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08096987754106522,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 142,
|
||
|
"train_loss": 1.1071144342422485,
|
||
|
"val_loss": 0.9754359126091003,
|
||
|
"acc": 70.84,
|
||
|
"time": 234.0160991679877,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12642216682434082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07482272386550903,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05797769874334335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.000691011780872941,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0038620885461568832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010305779986083508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13290777802467346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13752299547195435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09402255713939667,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11953981965780258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14072789251804352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028818754479289055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004881786648184061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06749691814184189,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 143,
|
||
|
"train_loss": 1.0662733316421509,
|
||
|
"val_loss": 0.8643801808357239,
|
||
|
"acc": 70.97,
|
||
|
"time": 234.99316793400794,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14212608337402344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062334369868040085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04968499392271042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01168812159448862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01060393825173378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012096785940229893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14553110301494598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12059886753559113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11478223651647568,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08974504470825195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14859209954738617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02462976612150669,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007848981767892838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05973765254020691,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 144,
|
||
|
"train_loss": 1.2828950881958008,
|
||
|
"val_loss": 0.9259679913520813,
|
||
|
"acc": 71.06,
|
||
|
"time": 243.9411873120116,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1029813140630722,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07459305971860886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05840010568499565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0067666941322386265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007743583060801029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010740010999143124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10733053833246231,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11944488435983658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12605638802051544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12620875239372253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13357976078987122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029017828404903412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014543370343744755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08259372413158417,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 145,
|
||
|
"train_loss": 1.056854248046875,
|
||
|
"val_loss": 0.9410830736160278,
|
||
|
"acc": 71.2,
|
||
|
"time": 244.4843578960281,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11179973930120468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06545581668615341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05502491071820259,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007325262762606144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007065590936690569,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014144533313810825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13338305056095123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13264897465705872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12526075541973114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1277090609073639,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11601731181144714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01932968944311142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0031909681856632233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08164441585540771,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 146,
|
||
|
"train_loss": 0.876937985420227,
|
||
|
"val_loss": 0.9774284958839417,
|
||
|
"acc": 70.22,
|
||
|
"time": 224.6291830270784,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11702975630760193,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06761782616376877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04681772366166115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011315173469483852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010780612006783485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012320064939558506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11666709184646606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09398012608289719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13726389408111572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1477716714143753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11943211406469345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022492585703730583,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012672342360019684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08383911103010178,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 147,
|
||
|
"train_loss": 1.388058066368103,
|
||
|
"val_loss": 0.9079591631889343,
|
||
|
"acc": 71.6,
|
||
|
"time": 241.208842185908,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12277305126190186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0556861087679863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054823730140924454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006944086635485291,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009693794883787632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020770523697137833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12360602617263794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11604485660791397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12893103063106537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11823559552431107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14019402861595154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025846123695373535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010546424426138401,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07215439528226852,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 148,
|
||
|
"train_loss": 1.0528126955032349,
|
||
|
"val_loss": 0.8152497410774231,
|
||
|
"acc": 70.89,
|
||
|
"time": 239.00818097102456,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09093283116817474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06433023512363434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04348684474825859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009536009281873703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006822414579801261,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016111770644783974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1277218759059906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12756137549877167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10074073076248169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11824285984039307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11812476813793182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02451138384640217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08771057426929474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07030649483203888,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 149,
|
||
|
"train_loss": 0.8183719515800476,
|
||
|
"val_loss": 0.8936128616333008,
|
||
|
"acc": 71.21,
|
||
|
"time": 234.1113843510393,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12386341392993927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07080979645252228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042219869792461395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00277903163805604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007036102470010519,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012155690230429173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12228725105524063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15394525229930878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12031188607215881,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11744178086519241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11772821843624115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022867372259497643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006023074965924025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0805312916636467,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 150,
|
||
|
"train_loss": 1.0409234762191772,
|
||
|
"val_loss": 0.7362287640571594,
|
||
|
"acc": 72.0,
|
||
|
"time": 237.6734734600177,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09977729618549347,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05847044661641121,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05747444927692413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006439047399908304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005465433467179537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010187220759689808,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12458663433790207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15175050497055054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11091899871826172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1323595941066742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12363619357347488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030069300904870033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012741068378090858,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07612381875514984,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 151,
|
||
|
"train_loss": 1.3822991847991943,
|
||
|
"val_loss": 1.0570776462554932,
|
||
|
"acc": 71.05,
|
||
|
"time": 243.0128740190994,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09569013118743896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08166635036468506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057424698024988174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007051139138638973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0029081932734698057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018465260043740273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1234959065914154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13206730782985687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07867591828107834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13525238633155823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13985219597816467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028485484421253204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010997993871569633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08796713501214981,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 152,
|
||
|
"train_loss": 0.6213614344596863,
|
||
|
"val_loss": 1.043674111366272,
|
||
|
"acc": 70.2,
|
||
|
"time": 242.04030641994905,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.114854596555233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07325907051563263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05010472238063812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005949760787189007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008399366401135921,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013921055942773819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10618503391742706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12690040469169617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10740192979574203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1378888487815857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12240557372570038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025143804028630257,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01288251206278801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09470324963331223,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 153,
|
||
|
"train_loss": 1.0031185150146484,
|
||
|
"val_loss": 0.9324096441268921,
|
||
|
"acc": 69.96,
|
||
|
"time": 247.1992765950272,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12473135441541672,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05807894095778465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05066228657960892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010958150960505009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025896359235048294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006949550588615239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14949220418930054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12173257023096085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10553877800703049,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12429608404636383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11212838441133499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02362086810171604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011695507913827896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08047353476285934,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 154,
|
||
|
"train_loss": 1.1317251920700073,
|
||
|
"val_loss": 0.8532259464263916,
|
||
|
"acc": 71.39,
|
||
|
"time": 240.34191858395934,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1313481330871582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0675702840089798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045614246279001236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008572201244533062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021996835246682167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009269746951758862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11330527067184448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1126834973692894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.107877716422081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11045113950967789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10035207122564316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03362949937582016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0565534271299839,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08077598363161087,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 155,
|
||
|
"train_loss": 1.2142030000686646,
|
||
|
"val_loss": 1.1273661851882935,
|
||
|
"acc": 69.42,
|
||
|
"time": 241.50658556399867,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10086756944656372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07398130744695663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06300611048936844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008952603675425053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007914134301245213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00866942573338747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14694757759571075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13480795919895172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10297727584838867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08830537647008896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1570223718881607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014697706326842308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00861884281039238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08323165029287338,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 156,
|
||
|
"train_loss": 1.1722922325134277,
|
||
|
"val_loss": 0.9286791086196899,
|
||
|
"acc": 71.44,
|
||
|
"time": 237.40640210395213,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11420684307813644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06974909454584122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05976563319563866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008024226874113083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00904817134141922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01313798502087593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12735475599765778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11180974543094635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11937914788722992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12391892075538635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12196566164493561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030380085110664368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006938717793673277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08432097733020782,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 157,
|
||
|
"train_loss": 1.0925719738006592,
|
||
|
"val_loss": 0.920389711856842,
|
||
|
"acc": 70.14,
|
||
|
"time": 241.09562927903607,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13393211364746094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0772455632686615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05891604721546173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012941612862050533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009472438134253025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01570548675954342,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11079428344964981,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12552417814731598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12536031007766724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09348510205745697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12545907497406006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010466035455465317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01577896624803543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08491885662078857,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 158,
|
||
|
"train_loss": 0.8310060501098633,
|
||
|
"val_loss": 0.9507046341896057,
|
||
|
"acc": 71.01,
|
||
|
"time": 247.45400136895478,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11874289810657501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0731981173157692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05884326994419098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006618414539843798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011688749305903912,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014428060501813889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1053110659122467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10555187612771988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13155344128608704,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12707512080669403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1164715439081192,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02744297869503498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010740315541625023,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09233421832323074,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 159,
|
||
|
"train_loss": 1.0267162322998047,
|
||
|
"val_loss": 0.935173749923706,
|
||
|
"acc": 70.48,
|
||
|
"time": 243.14836906304117,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09946690499782562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06516676396131516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06753695011138916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013022948987782001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0067071933299303055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014754949137568474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12329412251710892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13080495595932007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11950969696044922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13496851921081543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09033378213644028,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033045608550310135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007701011840254068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09368664771318436,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 160,
|
||
|
"train_loss": 0.9613264799118042,
|
||
|
"val_loss": 0.8588248491287231,
|
||
|
"acc": 70.71,
|
||
|
"time": 239.27339145808946,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10490986704826355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061115238815546036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05760576203465462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01422986388206482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0076584420166909695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013474713079631329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12584838271141052,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1328068971633911,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11491107940673828,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12202329933643341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10763712972402573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03471292182803154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01063861045986414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09242783486843109,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 161,
|
||
|
"train_loss": 1.0142978429794312,
|
||
|
"val_loss": 1.0209357738494873,
|
||
|
"acc": 71.25,
|
||
|
"time": 246.1153952809982,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08177019655704498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07214616239070892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0706070140004158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012480021454393864,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007935433648526669,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009546936489641666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1012764573097229,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.133284792304039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11096837371587753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0827445462346077,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16220271587371826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03656469285488129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01085715927183628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10761551558971405,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 162,
|
||
|
"train_loss": 1.1808514595031738,
|
||
|
"val_loss": 1.1224572658538818,
|
||
|
"acc": 70.41,
|
||
|
"time": 245.52467703307047,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12282837182283401,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06401227414608002,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05379168689250946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012182224541902542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01650061458349228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01258967537432909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11191876977682114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12817589938640594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12136393785476685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10808025300502777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12370622903108597,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02213946171104908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004495193250477314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0982155054807663,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 163,
|
||
|
"train_loss": 0.9861099123954773,
|
||
|
"val_loss": 0.9834774732589722,
|
||
|
"acc": 71.17,
|
||
|
"time": 244.3640924829524,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13903149962425232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.068007692694664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06305485963821411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007649666629731655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007652514614164829,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009091812185943127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1173420399427414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12539847195148468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12642523646354675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09317664802074432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1231164038181305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029243087396025658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010782604105770588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08002752810716629,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 164,
|
||
|
"train_loss": 1.0483129024505615,
|
||
|
"val_loss": 0.8901472091674805,
|
||
|
"acc": 70.39,
|
||
|
"time": 229.82779192901216,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12090449035167694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07596266269683838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05909974128007889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020786214619874954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0061158183962106705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018046408891677856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11925915628671646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12927520275115967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036225274205207825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14848992228507996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11462030559778214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027456244453787804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010689918883144855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11306861788034439,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 165,
|
||
|
"train_loss": 0.977453887462616,
|
||
|
"val_loss": 1.0551594495773315,
|
||
|
"acc": 71.6,
|
||
|
"time": 254.35511792602483,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12269900739192963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08592788875102997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07583999633789062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007075911853462458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007260158192366362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016424136236310005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1327584832906723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13147318363189697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02931702509522438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14242111146450043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12180907279253006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022758876904845238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008622600696980953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0956125482916832,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 166,
|
||
|
"train_loss": 1.302329659461975,
|
||
|
"val_loss": 0.8071377277374268,
|
||
|
"acc": 71.69,
|
||
|
"time": 250.42710714100394,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14871180057525635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08206778764724731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06990423798561096,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0159586351364851,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015327203087508678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015873126685619354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13987787067890167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13771533966064453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012583358213305473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11995071917772293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11233390867710114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026225686073303223,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00526562100276351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09820471704006195,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 167,
|
||
|
"train_loss": 0.7881963849067688,
|
||
|
"val_loss": 0.8441836833953857,
|
||
|
"acc": 70.73,
|
||
|
"time": 260.4936379219871,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11666614562273026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0919678658246994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07109370082616806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014698853716254234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01069334801286459,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024007512256503105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13573719561100006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1262318193912506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016550064086914062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14345526695251465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10899215191602707,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033092595636844635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009109006263315678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09770449995994568,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 168,
|
||
|
"train_loss": 1.047053337097168,
|
||
|
"val_loss": 0.7664669752120972,
|
||
|
"acc": 71.42,
|
||
|
"time": 248.86362452898175,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11722374707460403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06527912616729736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07505064457654953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006437764968723059,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003703236812725663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006692258175462484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1428859829902649,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13743804395198822,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054798878729343414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1318085938692093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11583277583122253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03604718670248985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006894281250424683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10611233115196228,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 169,
|
||
|
"train_loss": 1.1477354764938354,
|
||
|
"val_loss": 0.7553061842918396,
|
||
|
"acc": 71.81,
|
||
|
"time": 244.09022001805715,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12344280630350113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06825566291809082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07517555356025696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008415867574512959,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004684874787926674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030912375077605247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13144244253635406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12149356305599213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010247352533042431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1378372758626938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1382751166820526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04015962779521942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006923648179508746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1089651808142662,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 170,
|
||
|
"train_loss": 0.8782081604003906,
|
||
|
"val_loss": 0.9330615997314453,
|
||
|
"acc": 71.96,
|
||
|
"time": 256.86731753800996,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13805674016475677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08156979829072952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044679686427116394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011885372921824455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010703681036829948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005425190087407827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12391991913318634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16146181523799896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03638328239321709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14350232481956482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10625329613685608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014196124859154224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0166939627379179,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10526878386735916,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 171,
|
||
|
"train_loss": 0.8266078233718872,
|
||
|
"val_loss": 0.8785123825073242,
|
||
|
"acc": 71.97,
|
||
|
"time": 236.00601676199585,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12610098719596863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0808919221162796,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0704660639166832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017024217173457146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008850581012666225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014067106880247593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1265803873538971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14593298733234406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012562663294374943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13239063322544098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13912035524845123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027470318600535393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009487448260188103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08905433863401413,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 172,
|
||
|
"train_loss": 1.6130948066711426,
|
||
|
"val_loss": 0.8796294927597046,
|
||
|
"acc": 71.95,
|
||
|
"time": 246.1400458959397,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0917908325791359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06345010548830032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06829222291707993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10292153805494308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021294180303812027,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014201143756508827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13849861919879913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12578243017196655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01069862674921751,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.135899618268013,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10016560554504395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03330118581652641,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.002778826979920268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09092505276203156,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 173,
|
||
|
"train_loss": 0.856426477432251,
|
||
|
"val_loss": 0.8803577423095703,
|
||
|
"acc": 71.4,
|
||
|
"time": 254.93615324003622,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13430529832839966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08397290855646133,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08465370535850525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012385339476168156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00938549917191267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010021486319601536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14083559811115265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12475121766328812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026732487604022026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10352939367294312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1242581233382225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03557153418660164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011690829880535603,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09790661931037903,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 174,
|
||
|
"train_loss": 1.4039820432662964,
|
||
|
"val_loss": 0.9321037530899048,
|
||
|
"acc": 72.23,
|
||
|
"time": 246.66740982304327,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1298159956932068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08111946284770966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07628292590379715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055230531841516495,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010464901104569435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01403443980962038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11663134396076202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13029904663562775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014647823758423328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11791981756687164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1138274148106575,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03510091081261635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009877615608274937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09474773705005646,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 175,
|
||
|
"train_loss": 1.5192711353302002,
|
||
|
"val_loss": 0.912770688533783,
|
||
|
"acc": 71.76,
|
||
|
"time": 249.77439566201065,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13786815106868744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08391541242599487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08240154385566711,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005512124393135309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010580284520983696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012444996275007725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11418310552835464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14039680361747742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006920870509929955,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1336493045091629,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13275444507598877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03184507042169571,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0062347701750695705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10752181708812714,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 176,
|
||
|
"train_loss": 0.8741334080696106,
|
||
|
"val_loss": 0.923064649105072,
|
||
|
"acc": 71.57,
|
||
|
"time": 241.5374869160587,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13678419589996338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057426031678915024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08025329560041428,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01159256137907505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008556683547794819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00970153883099556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1330590546131134,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1464412361383438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008546777069568634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12045202404260635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1265486180782318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03871579468250275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00982167199254036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11210043728351593,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 177,
|
||
|
"train_loss": 1.226879596710205,
|
||
|
"val_loss": 0.7726899981498718,
|
||
|
"acc": 71.76,
|
||
|
"time": 235.37980245007202,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12566161155700684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08761513978242874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08231458812952042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0060986122116446495,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008059109561145306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016142144799232483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12438182532787323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13511593639850616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00919492356479168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13311529159545898,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12408135086297989,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04239436611533165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008525353856384754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0972997397184372,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 178,
|
||
|
"train_loss": 0.9629787802696228,
|
||
|
"val_loss": 0.8738328218460083,
|
||
|
"acc": 71.67,
|
||
|
"time": 254.78764827607665,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1508028358221054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07374768704175949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07800757884979248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013293495401740074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008964361622929573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008446900174021721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1487937718629837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1400880217552185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0057702865451574326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1262602061033249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09746578335762024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035705532878637314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011652198620140553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1010013073682785,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 179,
|
||
|
"train_loss": 0.9508394598960876,
|
||
|
"val_loss": 0.8354378938674927,
|
||
|
"acc": 71.49,
|
||
|
"time": 252.06664415390696,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13169267773628235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062436167150735855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07896491885185242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012018491514027119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008229738101363182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044297780841588974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11716996133327484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12939639389514923,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009813718497753143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1304207444190979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1275753676891327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042267538607120514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010146201588213444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09557028114795685,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 180,
|
||
|
"train_loss": 1.0835621356964111,
|
||
|
"val_loss": 0.8258792757987976,
|
||
|
"acc": 71.69,
|
||
|
"time": 242.0845332329627,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10870202630758286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08327905833721161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08248666673898697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01629699021577835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06262882798910141,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016425158828496933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12699708342552185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11634320020675659,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008261234499514103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14372393488883972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10602572560310364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038989223539829254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011615058407187462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07822588831186295,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 181,
|
||
|
"train_loss": 0.9449898600578308,
|
||
|
"val_loss": 0.8060938715934753,
|
||
|
"acc": 71.1,
|
||
|
"time": 238.37150236603338,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13625097274780273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08608270436525345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08709584921598434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007286880165338516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007391438819468021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01492223609238863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1167982965707779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12337405979633331,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010564216412603855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11540089547634125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13226552307605743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0438251756131649,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012479172088205814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10626249760389328,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 182,
|
||
|
"train_loss": 1.237057089805603,
|
||
|
"val_loss": 0.8386833071708679,
|
||
|
"acc": 71.81,
|
||
|
"time": 244.02822292596102,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14015357196331024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07700730860233307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08520502597093582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0412273183465004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00771512184292078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01661507412791252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1084621399641037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14042873680591583,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0028119035996496677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10227928310632706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11533210426568985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0405174158513546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01431439258158207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10793068259954453,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 183,
|
||
|
"train_loss": 0.8460296988487244,
|
||
|
"val_loss": 0.8258607983589172,
|
||
|
"acc": 71.68,
|
||
|
"time": 244.815154231037,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.131781667470932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08771897852420807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08064310997724533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006060719955712557,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006869068020023406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05604591220617294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09282824397087097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13906800746917725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013586453162133694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13699178397655487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13027171790599823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04616144672036171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009301206097006798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06885390728712082,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 184,
|
||
|
"train_loss": 0.8201647996902466,
|
||
|
"val_loss": 0.8252512812614441,
|
||
|
"acc": 71.73,
|
||
|
"time": 239.25823304394726,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11459444463253021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06363262981176376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08112640678882599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02913263440132141,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006846017786301672,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0099693788215518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1217666044831276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11119304597377777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008897272869944572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10519980639219284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.112662672996521,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03584839403629303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11368945986032486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09160269051790237,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 185,
|
||
|
"train_loss": 1.0399038791656494,
|
||
|
"val_loss": 0.9596520066261292,
|
||
|
"acc": 70.75,
|
||
|
"time": 230.72364915697835,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12903524935245514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07497449964284897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09976690262556076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011076047085225582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0043687461875379086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010728213004767895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12017785012722015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13432322442531586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006990156252868474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14049632847309113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1252802610397339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043044012039899826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010949678719043732,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0950799435377121,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 186,
|
||
|
"train_loss": 1.2879400253295898,
|
||
|
"val_loss": 0.8216328620910645,
|
||
|
"acc": 71.82,
|
||
|
"time": 237.76609858393203,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11839555203914642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08802402764558792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09036769717931747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0050978027284145355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00848357006907463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00612777890637517,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10927239060401917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1359618604183197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08118324726819992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09686282277107239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11311830580234528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031585127115249634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014811726287007332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10070809721946716,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 187,
|
||
|
"train_loss": 1.1733003854751587,
|
||
|
"val_loss": 0.9435034394264221,
|
||
|
"acc": 70.88,
|
||
|
"time": 250.23665490199346,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13108758628368378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07642130553722382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07019935548305511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01173317153006792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02258109860122204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01266403030604124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10743986815214157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12948690354824066,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007470447104424238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13280071318149567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13377417623996735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044325489550828934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008375146426260471,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1116407960653305,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 188,
|
||
|
"train_loss": 1.1738152503967285,
|
||
|
"val_loss": 0.9247456789016724,
|
||
|
"acc": 72.06,
|
||
|
"time": 238.99519926100038,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10203790664672852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09322729706764221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08295994997024536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006853397935628891,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013474076986312866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01603250578045845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12576626241207123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1401049941778183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013828015886247158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11224690079689026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08922167867422104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046445123851299286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0539865680038929,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10998335480690002,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 189,
|
||
|
"train_loss": 0.9488301873207092,
|
||
|
"val_loss": 1.0025964975357056,
|
||
|
"acc": 71.65,
|
||
|
"time": 238.47605858091265,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11474013328552246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08738908171653748,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09233567863702774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006898927036672831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005210499744862318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012566347606480122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1456967443227768,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.130912646651268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008111592382192612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14164763689041138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09830206632614136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037881799042224884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004031223710626364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11427564918994904,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 190,
|
||
|
"train_loss": 0.8359178304672241,
|
||
|
"val_loss": 0.9071548581123352,
|
||
|
"acc": 71.24,
|
||
|
"time": 240.0169947319664,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12286972254514694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07822266966104507,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07905847579240799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015497727319598198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006882098969072104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025922482833266258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10987445712089539,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1230805292725563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00811836589127779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10963300615549088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11720383167266846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0543547086417675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053675852715969086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10179999470710754,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 191,
|
||
|
"train_loss": 0.7348077297210693,
|
||
|
"val_loss": 0.8532770276069641,
|
||
|
"acc": 71.52,
|
||
|
"time": 234.80484528804664,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12315470725297928,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05380703881382942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10792513191699982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01194478664547205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007336425594985485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019789697602391243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12771035730838776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14524075388908386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006874758983030915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10653182864189148,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13952432572841644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045611247420310974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0053236172534525394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10541249066591263,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 192,
|
||
|
"train_loss": 0.9069865345954895,
|
||
|
"val_loss": 0.9279731512069702,
|
||
|
"acc": 71.59,
|
||
|
"time": 250.934175036964,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12240108102560043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06741660833358765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08451246470212936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00918351300060749,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006588110700249672,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01303164567798376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12277890741825104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12683644890785217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06689886748790741,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10684482753276825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09595579653978348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04307243227958679,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004735797643661499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1297435164451599,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 193,
|
||
|
"train_loss": 1.1399455070495605,
|
||
|
"val_loss": 0.8237952589988708,
|
||
|
"acc": 71.57,
|
||
|
"time": 248.6077134939842,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13282212615013123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07105898857116699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08766335248947144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017720451578497887,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021082112565636635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007980103604495525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12427039444446564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13746008276939392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014121714979410172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11486026644706726,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12604154646396637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04318692162632942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005475926678627729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09625598788261414,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 194,
|
||
|
"train_loss": 0.7470071911811829,
|
||
|
"val_loss": 0.9644614458084106,
|
||
|
"acc": 71.53,
|
||
|
"time": 244.3670854519587,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.122993104159832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06955611705780029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09133607149124146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012902773916721344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003888301318511367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006053808610886335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13942208886146545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1385117918252945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005842071957886219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12405800819396973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1265997290611267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051041122525930405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0069471788592636585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10084784030914307,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 195,
|
||
|
"train_loss": 1.3024309873580933,
|
||
|
"val_loss": 0.8951162695884705,
|
||
|
"acc": 71.85,
|
||
|
"time": 244.35193307406735,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0918416678905487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08870743215084076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08749067783355713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008903399109840393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01563681662082672,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012865262106060982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13406983017921448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1393938958644867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014216490089893341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12028505653142929,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12374822795391083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046434734016656876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006783188786357641,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10962333530187607,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 196,
|
||
|
"train_loss": 1.3098886013031006,
|
||
|
"val_loss": 0.8550876975059509,
|
||
|
"acc": 71.58,
|
||
|
"time": 242.86985353997443,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12163856625556946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05797300860285759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09465593099594116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005258847028017044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0066380128264427185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007922319695353508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13494743406772614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12384025007486343,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011389389634132385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1325845569372177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12294948846101761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0628846138715744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0074653830379247665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10985220968723297,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 197,
|
||
|
"train_loss": 1.344812035560608,
|
||
|
"val_loss": 0.719715416431427,
|
||
|
"acc": 71.62,
|
||
|
"time": 239.88399028300773,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11785534024238586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09675856679677963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09485984593629837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01869095116853714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008134664967656136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01219845935702324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13844642043113708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14068607985973358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004804152529686689,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1029728576540947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10322810709476471,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05009477958083153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006956375204026699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10431341826915741,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 198,
|
||
|
"train_loss": 1.0045273303985596,
|
||
|
"val_loss": 0.7619506120681763,
|
||
|
"acc": 71.74,
|
||
|
"time": 243.1887646690011,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11483676731586456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06748391687870026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11520270258188248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011310494504868984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005953386891633272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.002515495754778385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11911028623580933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11981680989265442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008050717413425446,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12469381839036942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13681985437870026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049369048327207565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006943928310647607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12414240837097168,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 199,
|
||
|
"train_loss": 0.8148250579833984,
|
||
|
"val_loss": 0.8318396210670471,
|
||
|
"acc": 71.0,
|
||
|
"time": 243.6145163619658,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11468301713466644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09662296622991562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0964915081858635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009714001789689064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015426353551447392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014540456235408783,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1233263611793518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1281505525112152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008558342233300209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11312036216259003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13341651856899261,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03312151879072189,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.001436673104763031,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11139132082462311,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 200,
|
||
|
"train_loss": 1.3830231428146362,
|
||
|
"val_loss": 0.7580714225769043,
|
||
|
"acc": 71.6,
|
||
|
"time": 240.79727775102947,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11959002166986465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09472042322158813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09722162783145905,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007868196815252304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009185686707496643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00752620305866003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1091468557715416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13565890491008759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01156645454466343,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11724977940320969,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12626929581165314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05327502638101578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0072890110313892365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1034325584769249,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
}
|
||
|
]
|
||
|
}
|