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": 73.01,
|
||
|
"Time": [
|
||
|
234.05788224163436,
|
||
|
9.158482902681301,
|
||
|
46959.30187396199
|
||
|
],
|
||
|
"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": 4.441476821899414,
|
||
|
"val_loss": 2.1316142082214355,
|
||
|
"acc": 22.39,
|
||
|
"time": 240.03871404298116,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07508900761604309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06237183138728142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08593957871198654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0998721718788147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05881451070308685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07905735820531845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06890733540058136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051881738007068634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05177219212055206,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08037799596786499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09849248826503754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04634086415171623,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0720747634768486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06900814920663834,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 2,
|
||
|
"train_loss": 3.871065616607666,
|
||
|
"val_loss": 1.8518821001052856,
|
||
|
"acc": 35.03,
|
||
|
"time": 267.7252910240204,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08999050408601761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05371590703725815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09005576372146606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08966050297021866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059041813015937805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0650063082575798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.079343780875206,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06551147997379303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04785457253456116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07930108904838562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08907818794250488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06057463213801384,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08726430684328079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04360119625926018,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 3,
|
||
|
"train_loss": 3.6176085472106934,
|
||
|
"val_loss": 1.6791772842407227,
|
||
|
"acc": 41.38,
|
||
|
"time": 247.77481867501047,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10022243112325668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07400783151388168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11838017404079437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07992620766162872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03215593099594116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07631738483905792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06929010152816772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04904593527317047,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05719958618283272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07780081033706665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04851748049259186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06686979532241821,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07996060699224472,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07030569761991501,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 4,
|
||
|
"train_loss": 3.44685697555542,
|
||
|
"val_loss": 1.4947527647018433,
|
||
|
"acc": 46.28,
|
||
|
"time": 250.503233824973,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08675741404294968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048376236110925674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10221654176712036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07692572474479675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1388082355260849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08499035239219666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07796747982501984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05405682325363159,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050872862339019775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045607589185237885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025749079883098602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06652657687664032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08452586829662323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05661913380026817,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 5,
|
||
|
"train_loss": 3.1515541076660156,
|
||
|
"val_loss": 1.4966593980789185,
|
||
|
"acc": 48.23,
|
||
|
"time": 232.41647598403506,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0866297036409378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014913905411958694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09621810168027878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0462796725332737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14119189977645874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08666836470365524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0818050429224968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028546655550599098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04759778454899788,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06601980328559875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16267898678779602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05286088213324547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046506188809871674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04208298772573471,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 6,
|
||
|
"train_loss": 3.0838475227355957,
|
||
|
"val_loss": 1.685118317604065,
|
||
|
"acc": 38.02,
|
||
|
"time": 245.9432578710257,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06592489033937454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05347912758588791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08773446083068848,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06336662918329239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11223354935646057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06842309981584549,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05049898102879524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025465387850999832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12123633921146393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07219809293746948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1255374699831009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07042431831359863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05512392148375511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028353670611977577,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 7,
|
||
|
"train_loss": 3.0795435905456543,
|
||
|
"val_loss": 1.5889991521835327,
|
||
|
"acc": 46.52,
|
||
|
"time": 237.1679818239645,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09544321149587631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016739215701818466,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08505778014659882,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1271776705980301,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05028891935944557,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029756775125861168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09601356834173203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06577274203300476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08818516880273819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11067288368940353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06360567361116409,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06787227094173431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09084220230579376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012571931816637516,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 8,
|
||
|
"train_loss": 3.168260097503662,
|
||
|
"val_loss": 1.2491799592971802,
|
||
|
"acc": 49.5,
|
||
|
"time": 250.44885475799674,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09438343346118927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025739120319485664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07822693884372711,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10412801057100296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02442697063088417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01299064327031374,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08733778446912766,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06696914881467819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057094965130090714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08441406488418579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05087162181735039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0637444481253624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09213521331548691,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15753762423992157,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 9,
|
||
|
"train_loss": 3.2210240364074707,
|
||
|
"val_loss": 1.2909821271896362,
|
||
|
"acc": 53.53,
|
||
|
"time": 247.17571504804073,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09308647364377975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08843950182199478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05441151559352875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10749445110559464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01649794913828373,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012902521528303623,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07302962243556976,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061882972717285156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04778606817126274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10185506939888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05479414016008377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06843501329421997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1023523211479187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11703244596719742,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 10,
|
||
|
"train_loss": 3.490330696105957,
|
||
|
"val_loss": 1.1531466245651245,
|
||
|
"acc": 54.99,
|
||
|
"time": 264.39695813297294,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08604276180267334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06821388006210327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.078018918633461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09462128579616547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027955012395977974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01728917472064495,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08510343730449677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07094719260931015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04971013590693474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10517409443855286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03997678682208061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07247897982597351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10823656618595123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09623166173696518,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 11,
|
||
|
"train_loss": 3.0379724502563477,
|
||
|
"val_loss": 1.1848458051681519,
|
||
|
"acc": 54.91,
|
||
|
"time": 251.17168070701882,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09952943027019501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0338379330933094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09510380029678345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11178072541952133,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03131422400474548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011794130317866802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08371905982494354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07167825847864151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038465630263090134,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10608760267496109,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04711233079433441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08914932608604431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12004509568214417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060382381081581116,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 12,
|
||
|
"train_loss": 2.7899105548858643,
|
||
|
"val_loss": 1.225683569908142,
|
||
|
"acc": 54.92,
|
||
|
"time": 238.7991720290156,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.100311778485775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0260172002017498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10327749699354172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1260780692100525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03591906651854515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013575264252722263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09086406975984573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05466600880026817,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04027703404426575,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11295787245035172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05554256960749626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09011257439851761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11047545075416565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03992548957467079,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 13,
|
||
|
"train_loss": 2.7310893535614014,
|
||
|
"val_loss": 1.2501678466796875,
|
||
|
"acc": 57.73,
|
||
|
"time": 229.2764671620098,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09680517017841339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02954803965985775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09961953014135361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11953877657651901,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03537316992878914,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04753667488694191,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0883779227733612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07402712106704712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038300398737192154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09469761699438095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05390263348817825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0932355523109436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10588306933641434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023154251277446747,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 14,
|
||
|
"train_loss": 2.3844478130340576,
|
||
|
"val_loss": 1.2164108753204346,
|
||
|
"acc": 59.89,
|
||
|
"time": 249.41139037400717,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11728966981172562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017376242205500603,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10677499324083328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10521477460861206,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03329582139849663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03615967556834221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09083618968725204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07925970107316971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030154213309288025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10829654335975647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049622543156147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10249647498130798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10735375434160233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015869466587901115,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 15,
|
||
|
"train_loss": 2.2166709899902344,
|
||
|
"val_loss": 1.3018274307250977,
|
||
|
"acc": 56.34,
|
||
|
"time": 256.7197925399523,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11574788391590118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06023793667554855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08713068068027496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11762592941522598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026550959795713425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021322302520275116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09227319806814194,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.072686567902565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03745263069868088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09627652913331985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054016537964344025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08307985961437225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11988213658332825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015716830268502235,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 16,
|
||
|
"train_loss": 2.4660115242004395,
|
||
|
"val_loss": 1.2548415660858154,
|
||
|
"acc": 59.03,
|
||
|
"time": 238.18297541700304,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11142728477716446,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02792462706565857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11671444773674011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09413382411003113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029830560088157654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010555199347436428,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10865679383277893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08244744688272476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036237023770809174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10227081179618835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05450708791613579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08609838783740997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12336526066064835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015831243246793747,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 17,
|
||
|
"train_loss": 2.640655994415283,
|
||
|
"val_loss": 1.0855869054794312,
|
||
|
"acc": 61.38,
|
||
|
"time": 246.44749436998973,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11057353019714355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036439165472984314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11738470941781998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09733951091766357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03601507097482681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012723707593977451,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09760250151157379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06010625511407852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03567172959446907,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11313251405954361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05726104602217674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09231434762477875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11278193444013596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020653994753956795,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 18,
|
||
|
"train_loss": 2.44402813911438,
|
||
|
"val_loss": 1.1977931261062622,
|
||
|
"acc": 58.31,
|
||
|
"time": 244.31772681104485,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11122436076402664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018994806334376335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11138372868299484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1026826947927475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04511834681034088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0054313428699970245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09907865524291992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06803447008132935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04130219668149948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12543484568595886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04221774637699127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09362208843231201,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1170012354850769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01847352460026741,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 19,
|
||
|
"train_loss": 1.8575507402420044,
|
||
|
"val_loss": 1.2523890733718872,
|
||
|
"acc": 61.11,
|
||
|
"time": 237.06900348403724,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10216610133647919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020152995362877846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10713520646095276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12210536003112793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03454204648733139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01415277924388647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09819433093070984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07044093310832977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038843221962451935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11392434686422348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0651257336139679,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0932934433221817,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10909893363714218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010824565775692463,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 20,
|
||
|
"train_loss": 2.0550756454467773,
|
||
|
"val_loss": 1.0192713737487793,
|
||
|
"acc": 64.06,
|
||
|
"time": 249.59903850400588,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10667074471712112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017938558012247086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10704295337200165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11672259867191315,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0366952084004879,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019400209188461304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11434768885374069,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06947062164545059,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04982481151819229,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10508935153484344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04469070956110954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08607790619134903,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11512615531682968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010902506299316883,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 21,
|
||
|
"train_loss": 2.3347418308258057,
|
||
|
"val_loss": 1.097977638244629,
|
||
|
"acc": 61.3,
|
||
|
"time": 247.07407050096663,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0978231206536293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13554275035858154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10204637050628662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09051138162612915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04145060479640961,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016760949045419693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09759896993637085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05590279400348663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019967878237366676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09285858273506165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04911167174577713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08222486078739166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1019621267914772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01623806543648243,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 22,
|
||
|
"train_loss": 1.7589411735534668,
|
||
|
"val_loss": 1.1305246353149414,
|
||
|
"acc": 62.65,
|
||
|
"time": 248.1894764880417,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0940367579460144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06568744778633118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10720343887805939,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07331296801567078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0464564748108387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0173355620354414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10424502193927765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06865032017230988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03790858015418053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11847923696041107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05232881382107735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08575943857431412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11502525210380554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013570727780461311,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 23,
|
||
|
"train_loss": 2.103727102279663,
|
||
|
"val_loss": 0.9679615497589111,
|
||
|
"acc": 64.24,
|
||
|
"time": 244.36843713198323,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10197856277227402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028267547488212585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11385982483625412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09043015539646149,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04167572408914566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016006434336304665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10571179538965225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06672799587249756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03987329080700874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12081249058246613,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06093013659119606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08185692131519318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10963190346956253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022237133234739304,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 24,
|
||
|
"train_loss": 2.017458915710449,
|
||
|
"val_loss": 0.9710986614227295,
|
||
|
"acc": 63.66,
|
||
|
"time": 238.1440033580293,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11153910309076309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020231230184435844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10713806003332138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11682485789060593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047333355993032455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0121673084795475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10790472477674484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06799885630607605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032476529479026794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10421066731214523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06014518439769745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09423188865184784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10818054527044296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009617727249860764,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 25,
|
||
|
"train_loss": 1.8089745044708252,
|
||
|
"val_loss": 1.0806149244308472,
|
||
|
"acc": 63.14,
|
||
|
"time": 240.916183008987,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11659993976354599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015630017966032028,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10489056259393692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11511091142892838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0377076156437397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018072158098220825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08794086426496506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07899723201990128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023815259337425232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11108344048261642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0612158440053463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09324965626001358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11710447072982788,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018582018092274666,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 26,
|
||
|
"train_loss": 1.6971155405044556,
|
||
|
"val_loss": 1.0728309154510498,
|
||
|
"acc": 64.59,
|
||
|
"time": 238.92832952097524,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10248838365077972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007055994356051087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10629048198461533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11211635172367096,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04132596030831337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01355229876935482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10997588187456131,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07499989867210388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043778616935014725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10335462540388107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05777936056256294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09160889685153961,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12133404612541199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0206897035241127,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 27,
|
||
|
"train_loss": 2.1232144832611084,
|
||
|
"val_loss": 0.9870069622993469,
|
||
|
"acc": 65.95,
|
||
|
"time": 239.96856435900554,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10748445242643356,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03769182786345482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08436376601457596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12057559192180634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03746423125267029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018334876745939255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09942302107810974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08198585361242294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039467476308345795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10573698580265045,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05064370110630989,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09093337506055832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11317726969718933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012717586010694504,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 28,
|
||
|
"train_loss": 1.7593101263046265,
|
||
|
"val_loss": 1.1650495529174805,
|
||
|
"acc": 64.06,
|
||
|
"time": 237.14191785396542,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0819098949432373,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014667759649455547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11041396111249924,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1096828430891037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027983125299215317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019109509885311127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09941580891609192,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08379676192998886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03968267887830734,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12824484705924988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06518319249153137,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08838213235139847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1131976768374443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018329670652747154,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 29,
|
||
|
"train_loss": 1.6967531442642212,
|
||
|
"val_loss": 1.0642255544662476,
|
||
|
"acc": 65.97,
|
||
|
"time": 236.62866756902076,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0989692285656929,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009718173183500767,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11530283838510513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11615973711013794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04235069453716278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0208351481705904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10823029279708862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0650460496544838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03245889022946358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11703944206237793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06557374447584152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07425254583358765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11434220522642136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01972109265625477,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 30,
|
||
|
"train_loss": 1.8089667558670044,
|
||
|
"val_loss": 1.0736151933670044,
|
||
|
"acc": 65.96,
|
||
|
"time": 247.34287205000874,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10597022622823715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011549530550837517,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09632804244756699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10367133468389511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04391900449991226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022326380014419556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10322792828083038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08079893887042999,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04267764091491699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12512074410915375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05495520308613777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09012586623430252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09914190322160721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020187411457300186,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 31,
|
||
|
"train_loss": 1.6832135915756226,
|
||
|
"val_loss": 0.8119596838951111,
|
||
|
"acc": 65.52,
|
||
|
"time": 241.36039304203587,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09952258318662643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012603072449564934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11135734617710114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12017349898815155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02503642812371254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020187310874462128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10177592188119888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08142337203025818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04817066341638565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11625362932682037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05874792858958244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08570057153701782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0995766744017601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0194709450006485,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 32,
|
||
|
"train_loss": 1.4531254768371582,
|
||
|
"val_loss": 1.0706548690795898,
|
||
|
"acc": 67.19,
|
||
|
"time": 237.45544647896895,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10856664180755615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010929020121693611,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1022036150097847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12612523138523102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045463982969522476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015430258587002754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10349562019109726,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08355961740016937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03743649274110794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10834386944770813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056358251720666885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07853928208351135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1053861528635025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01816190592944622,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 33,
|
||
|
"train_loss": 1.6925017833709717,
|
||
|
"val_loss": 1.1523478031158447,
|
||
|
"acc": 66.89,
|
||
|
"time": 236.75188582198462,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10394809395074844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026180963963270187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10819444060325623,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1118537113070488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03705190494656563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017995912581682205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10187075287103653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08240754157304764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03651293367147446,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.096939317882061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06220875680446625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08574239164590836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10803786665201187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021055493503808975,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 34,
|
||
|
"train_loss": 1.7206227779388428,
|
||
|
"val_loss": 0.8852024078369141,
|
||
|
"acc": 67.55,
|
||
|
"time": 243.98319221503334,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0915379598736763,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01600133627653122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12717680633068085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11650276929140091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04234238341450691,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01129778753966093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09377062320709229,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08594455569982529,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04145091772079468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1209930032491684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04294135794043541,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08254557847976685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1056738868355751,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021820969879627228,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 35,
|
||
|
"train_loss": 1.301849126815796,
|
||
|
"val_loss": 0.8357431292533875,
|
||
|
"acc": 67.61,
|
||
|
"time": 244.00167600798886,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11421409994363785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012727457098662853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11052341014146805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1227269172668457,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042994074523448944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015236664563417435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09916111081838608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06785176694393158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048223525285720825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1217910498380661,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027291765436530113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09667595475912094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09592846781015396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024653762578964233,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 36,
|
||
|
"train_loss": 1.3255195617675781,
|
||
|
"val_loss": 1.0070171356201172,
|
||
|
"acc": 67.53,
|
||
|
"time": 234.5090275699622,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10544178634881973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007979073561728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10428745299577713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1040772795677185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025076478719711304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08404506742954254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09134702384471893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07519742101430893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03920218348503113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10537312924861908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05582708120346069,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09719806164503098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08543814718723297,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019509749487042427,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 37,
|
||
|
"train_loss": 1.8674136400222778,
|
||
|
"val_loss": 0.9470996856689453,
|
||
|
"acc": 67.76,
|
||
|
"time": 242.33999457099708,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09304166585206985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06343773752450943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11137498170137405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09831158816814423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041063737124204636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022442247718572617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08391977846622467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08043097704648972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030308330431580544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10714960843324661,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06075342372059822,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08113616704940796,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11401619762182236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012613542377948761,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 38,
|
||
|
"train_loss": 1.4033873081207275,
|
||
|
"val_loss": 1.0429059267044067,
|
||
|
"acc": 67.47,
|
||
|
"time": 247.60339139396092,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09466712176799774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017155248671770096,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11816637963056564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10027367621660233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03298898786306381,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013211545534431934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11719939857721329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08169690519571304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03650897741317749,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11218090355396271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05269857496023178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09364274144172668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10221555829048157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02739402838051319,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 39,
|
||
|
"train_loss": 1.6069661378860474,
|
||
|
"val_loss": 1.0982669591903687,
|
||
|
"acc": 68.59,
|
||
|
"time": 249.6723900809884,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1009003221988678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008091209456324577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11100150644779205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0992644801735878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051383018493652344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009579891338944435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.106900654733181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07416301220655441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04642874747514725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10397972166538239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07103266566991806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08675739169120789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10517711192369461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025340348482131958,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 40,
|
||
|
"train_loss": 1.281845211982727,
|
||
|
"val_loss": 0.9319310784339905,
|
||
|
"acc": 68.26,
|
||
|
"time": 235.30161990900524,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08934376388788223,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011914043687283993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10168959945440292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11085523664951324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040030110627412796,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024404484778642654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10776476562023163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08844905346632004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0294999610632658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11902641505002975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060201480984687805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09233306348323822,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10218170285224915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02230636589229107,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 41,
|
||
|
"train_loss": 1.5590596199035645,
|
||
|
"val_loss": 1.0085234642028809,
|
||
|
"acc": 68.85,
|
||
|
"time": 237.21048798697302,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10356606543064117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005276317708194256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11374221742153168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1067252904176712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05593246966600418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016513856127858162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1035480946302414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08237151801586151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03341619297862053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10669100284576416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06359740346670151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08308956027030945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10125242918729782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02427760511636734,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 42,
|
||
|
"train_loss": 1.4974339008331299,
|
||
|
"val_loss": 1.0994758605957031,
|
||
|
"acc": 67.1,
|
||
|
"time": 237.6157862189575,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08851014077663422,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01114629302173853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.108034148812294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11966422945261002,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041628241539001465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019622569903731346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11176507920026779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06498371809720993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049511902034282684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10914066433906555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06182187795639038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09683133661746979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09656139463186264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02077842690050602,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 43,
|
||
|
"train_loss": 1.4458203315734863,
|
||
|
"val_loss": 0.8618766069412231,
|
||
|
"acc": 68.29,
|
||
|
"time": 246.67201140598627,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09875749051570892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03857491910457611,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10913949459791183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09972361475229263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04428309574723244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017378218472003937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10898169875144958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08881425857543945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03822694346308708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11145515739917755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06010754778981209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07543034851551056,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08811551332473755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021011803299188614,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 44,
|
||
|
"train_loss": 1.3460776805877686,
|
||
|
"val_loss": 1.0751670598983765,
|
||
|
"acc": 67.61,
|
||
|
"time": 241.37082931399345,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10567308962345123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01067581307142973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12897264957427979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1111057698726654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03852043300867081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013987678103148937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09643854945898056,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07351638376712799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01950189471244812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11075987666845322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155358046293259,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09213707596063614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10787949711084366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019277721643447876,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 45,
|
||
|
"train_loss": 1.2451176643371582,
|
||
|
"val_loss": 0.9466280341148376,
|
||
|
"acc": 68.01,
|
||
|
"time": 243.46967310702894,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09459903091192245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010907577350735664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11236469447612762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11540042608976364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04604307934641838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015296916477382183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09874150902032852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0801510438323021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04576064273715019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11197366565465927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05677245184779167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09081577509641647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09479384869337082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02637936919927597,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 46,
|
||
|
"train_loss": 1.7304871082305908,
|
||
|
"val_loss": 0.9617800116539001,
|
||
|
"acc": 68.47,
|
||
|
"time": 243.3879326779861,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11200719326734543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009852197021245956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1034911498427391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10378564894199371,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055470388382673264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020416421815752983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1081695556640625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0840141698718071,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036529988050460815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10500472784042358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050175879150629044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08557219803333282,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.101128488779068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02438197284936905,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 47,
|
||
|
"train_loss": 1.3843655586242676,
|
||
|
"val_loss": 0.9795604348182678,
|
||
|
"acc": 69.06,
|
||
|
"time": 248.86806624697056,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1081954687833786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01267627626657486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11845776438713074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12886622548103333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03311608359217644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020359179005026817,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10579457134008408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07702037692070007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04449237138032913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11137781292200089,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062164586037397385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06218155473470688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09676042199134827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018537256866693497,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 48,
|
||
|
"train_loss": 1.7744611501693726,
|
||
|
"val_loss": 1.1003227233886719,
|
||
|
"acc": 68.32,
|
||
|
"time": 245.5464530849713,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11446185410022736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010699004866182804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11334209889173508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10307500511407852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054215703159570694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01708652265369892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10095833986997604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112950086593628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04757525399327278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1118597462773323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0614405982196331,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07523391395807266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0918794646859169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02704303152859211,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 49,
|
||
|
"train_loss": 1.0869932174682617,
|
||
|
"val_loss": 0.880081057548523,
|
||
|
"acc": 68.49,
|
||
|
"time": 242.66571563197067,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09301210939884186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009235534816980362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11193428188562393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1215689405798912,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044579047709703445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011430198326706886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09869549423456192,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07797254621982574,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026968123391270638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12649543583393097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06955818086862564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07541302591562271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10991906374692917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0232180617749691,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 50,
|
||
|
"train_loss": 1.0129234790802002,
|
||
|
"val_loss": 0.996112048625946,
|
||
|
"acc": 69.56,
|
||
|
"time": 237.7604723580298,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10193908959627151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00942479819059372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11424320191144943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08875038474798203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05705113708972931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018253143876791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10853614658117294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09632697701454163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04508616402745247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1014477014541626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0632115975022316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07844040542840958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0956500694155693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021639173850417137,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 51,
|
||
|
"train_loss": 1.3576312065124512,
|
||
|
"val_loss": 0.9188618063926697,
|
||
|
"acc": 69.15,
|
||
|
"time": 235.94778054201743,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10348228365182877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00990212894976139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11504099518060684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10899069160223007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05408874899148941,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023521695286035538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10471004992723465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07494821399450302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04013187065720558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1041729748249054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04564186930656433,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09297474473714828,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10251764953136444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019876159727573395,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 52,
|
||
|
"train_loss": 1.7235236167907715,
|
||
|
"val_loss": 0.8552805781364441,
|
||
|
"acc": 68.65,
|
||
|
"time": 238.4330548819853,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09616994857788086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005540207028388977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12012461572885513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11319892853498459,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045906081795692444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02213013917207718,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1026422455906868,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07303302735090256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05132756754755974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0948152169585228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06057403236627579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08494837582111359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10548577457666397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02410382218658924,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 53,
|
||
|
"train_loss": 1.054952621459961,
|
||
|
"val_loss": 0.9542456865310669,
|
||
|
"acc": 69.07,
|
||
|
"time": 233.4547797049745,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07716787606477737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012295829132199287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11588140577077866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12022867053747177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051301829516887665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014814508147537708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0870770737528801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08964504301548004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04603204503655434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11084325611591339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05335138365626335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07476595044136047,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11688486486673355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02971026487648487,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 54,
|
||
|
"train_loss": 1.6698023080825806,
|
||
|
"val_loss": 0.9219639897346497,
|
||
|
"acc": 69.04,
|
||
|
"time": 236.15467510197777,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10135651379823685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012532145716249943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11628797650337219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11361624300479889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03050846792757511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055941786617040634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09199165552854538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07467611134052277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045687805861234665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10098759084939957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07727989554405212,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0681593045592308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08760781586170197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023366687819361687,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 55,
|
||
|
"train_loss": 1.391629695892334,
|
||
|
"val_loss": 1.0422495603561401,
|
||
|
"acc": 70.02,
|
||
|
"time": 239.39035956800217,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.095632404088974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006102253682911396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10553497821092606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.118438720703125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04613950476050377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013283227570354939,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0916740894317627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08144194632768631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053211748600006104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0995805636048317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08967296034097672,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08073048293590546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09160348773002625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026953745633363724,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 56,
|
||
|
"train_loss": 0.9693374633789062,
|
||
|
"val_loss": 1.023692011833191,
|
||
|
"acc": 68.78,
|
||
|
"time": 246.30718032299774,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10682111978530884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01184238400310278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12280228734016418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11918210238218307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04096026346087456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009658143855631351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09686033427715302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07351494580507278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052995093166828156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1037987470626831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06251515448093414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08503583818674088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08980635553598404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02420717664062977,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 57,
|
||
|
"train_loss": 1.087875247001648,
|
||
|
"val_loss": 0.9991984963417053,
|
||
|
"acc": 69.84,
|
||
|
"time": 240.24717594101094,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08963771909475327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012774278409779072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10350155830383301,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12104621529579163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051606494933366776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011522035114467144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07581909745931625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07869609445333481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034567248076200485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1116059198975563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06712029874324799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1032855212688446,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11148834973573685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027329253032803535,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 58,
|
||
|
"train_loss": 1.212203860282898,
|
||
|
"val_loss": 0.8600651025772095,
|
||
|
"acc": 70.32,
|
||
|
"time": 234.99410910496954,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08748327195644379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011786731891334057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1165769025683403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10120255500078201,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03267721086740494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009506888687610626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09717852622270584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08598790317773819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06045827642083168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11219054460525513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0762404277920723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07057036459445953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10816610604524612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02997441217303276,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 59,
|
||
|
"train_loss": 1.209480881690979,
|
||
|
"val_loss": 0.8256569504737854,
|
||
|
"acc": 69.52,
|
||
|
"time": 235.7109953169711,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09679429233074188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012474681250751019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13167062401771545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06790677458047867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05879440903663635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01214537862688303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10110297799110413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10189540684223175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05027709901332855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11666110903024673,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06250321120023727,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07945546507835388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09263543039560318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015683168545365334,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 60,
|
||
|
"train_loss": 0.8749699592590332,
|
||
|
"val_loss": 0.9443269968032837,
|
||
|
"acc": 69.12,
|
||
|
"time": 241.21269125299295,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09532429277896881,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004970971494913101,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11016926914453506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11296147108078003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05242448300123215,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013803379610180855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09743720293045044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08290256559848785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04243876412510872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11618451774120331,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06510431319475174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08159350603818893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0998186394572258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024866612628102303,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 61,
|
||
|
"train_loss": 1.0650385618209839,
|
||
|
"val_loss": 0.9090747833251953,
|
||
|
"acc": 70.01,
|
||
|
"time": 243.19324325799244,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09134933352470398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014054453000426292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1062852218747139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11541324108839035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04558480903506279,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012199973687529564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09353633224964142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08519257605075836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06163407862186432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09315307438373566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04603320732712746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09054608643054962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10928946733474731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035728201270103455,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 62,
|
||
|
"train_loss": 1.031296730041504,
|
||
|
"val_loss": 0.8737607002258301,
|
||
|
"acc": 69.6,
|
||
|
"time": 235.967839835037,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09991876035928726,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008425313048064709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11809483915567398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10674061626195908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037561554461717606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01130739040672779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11718146502971649,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07001901417970657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05191770941019058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09752795845270157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07187817990779877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08143755048513412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10489270836114883,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0230969600379467,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 63,
|
||
|
"train_loss": 1.1676114797592163,
|
||
|
"val_loss": 0.8505999445915222,
|
||
|
"acc": 70.24,
|
||
|
"time": 237.7461742720334,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09439663589000702,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00853992160409689,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13412894308567047,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09694335609674454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04989127814769745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003332516411319375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09227181226015091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09001956135034561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052955858409404755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11269291490316391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0690162181854248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08719055354595184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07982742786407471,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028793035075068474,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 64,
|
||
|
"train_loss": 1.2891693115234375,
|
||
|
"val_loss": 1.0583605766296387,
|
||
|
"acc": 70.12,
|
||
|
"time": 239.59110041701933,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09635435789823532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011575277894735336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10744331777095795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10349597781896591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03975576162338257,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013034152798354626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10756108909845352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07871201634407043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06056785210967064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10450439900159836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05979954078793526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09106014668941498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10233959555625916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023796552792191505,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 65,
|
||
|
"train_loss": 1.0087898969650269,
|
||
|
"val_loss": 0.9136418700218201,
|
||
|
"acc": 70.92,
|
||
|
"time": 256.74323361204006,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09643527865409851,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005314389709383249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10531560331583023,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09546919167041779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052321262657642365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013615930452942848,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06658225506544113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08757230639457703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058136142790317535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10689797252416611,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08012085407972336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11172481626272202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08907169103622437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031422246247529984,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 66,
|
||
|
"train_loss": 1.3033678531646729,
|
||
|
"val_loss": 0.958565890789032,
|
||
|
"acc": 69.94,
|
||
|
"time": 237.10500884702196,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09252762049436569,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010385020636022091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1160653829574585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10329440236091614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030867358669638634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01113821193575859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10613410174846649,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10446023941040039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04285626485943794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11084796488285065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061649516224861145,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08031154423952103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0993555411696434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030106885358691216,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 67,
|
||
|
"train_loss": 1.1099660396575928,
|
||
|
"val_loss": 0.9532920122146606,
|
||
|
"acc": 70.27,
|
||
|
"time": 237.47158140101237,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09016553312540054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027560923248529434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11107239872217178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10869218409061432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03621910884976387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0071084629744291306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10788564383983612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07758191972970963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03583377227187157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10085092484951019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0785205066204071,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08915523439645767,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10139395296573639,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027959439903497696,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 68,
|
||
|
"train_loss": 1.4419907331466675,
|
||
|
"val_loss": 0.8972199559211731,
|
||
|
"acc": 70.39,
|
||
|
"time": 242.53117300500162,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0996827557682991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012633594684302807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09188370406627655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10779660940170288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04500496760010719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003712418954819441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10011851042509079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10266309231519699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04531961306929588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1111685261130333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0848764181137085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08126983791589737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08116067945957184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032709237188100815,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 69,
|
||
|
"train_loss": 1.2400671243667603,
|
||
|
"val_loss": 0.9160120487213135,
|
||
|
"acc": 71.2,
|
||
|
"time": 240.8024123100331,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09786190092563629,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012501063756644726,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10612478107213974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10210731625556946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037006597965955734,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014106211252510548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10807259380817413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07862864434719086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05676201730966568,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10392565280199051,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07324093580245972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06165393814444542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1136450245976448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03436332568526268,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 70,
|
||
|
"train_loss": 0.9494802951812744,
|
||
|
"val_loss": 0.772869348526001,
|
||
|
"acc": 71.28,
|
||
|
"time": 238.71960650396068,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10356501489877701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008707703091204166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12528285384178162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09356365352869034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04552479833364487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014297591522336006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1167878583073616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06888677179813385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04822850972414017,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09318223595619202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117995619773865,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0795646607875824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09842591732740402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03280239552259445,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 71,
|
||
|
"train_loss": 1.0979968309402466,
|
||
|
"val_loss": 0.7475593686103821,
|
||
|
"acc": 70.29,
|
||
|
"time": 243.13550202397164,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08046003431081772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014299225993454456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11304732412099838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11335938423871994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041372958570718765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008852628991007805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09118121862411499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09953929483890533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05461932718753815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10552258789539337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06579568982124329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08218532800674438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09473934769630432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035025645047426224,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 72,
|
||
|
"train_loss": 1.1813603639602661,
|
||
|
"val_loss": 0.9328333735466003,
|
||
|
"acc": 70.9,
|
||
|
"time": 242.24951123900246,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07151788473129272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01719844527542591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10639222711324692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10274966806173325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04665381833910942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006043970584869385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11727263778448105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08379960805177689,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05681375414133072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11999271810054779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05263511463999748,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08365821838378906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09634481370449066,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038927096873521805,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 73,
|
||
|
"train_loss": 1.074015498161316,
|
||
|
"val_loss": 1.0426784753799438,
|
||
|
"acc": 70.63,
|
||
|
"time": 240.77124976803316,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1068664938211441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006272953003644943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1314113438129425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13112770020961761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.000686627987306565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00957506150007248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09691351652145386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06713111698627472,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06003317981958389,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10409589111804962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06675883382558823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08849480003118515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1033414751291275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02729097753763199,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 74,
|
||
|
"train_loss": 0.7612399458885193,
|
||
|
"val_loss": 0.8314215540885925,
|
||
|
"acc": 69.86,
|
||
|
"time": 240.52926226798445,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.101569764316082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016487939283251762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10227024555206299,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12867727875709534,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006926319329068065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00392700033262372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10277356207370758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09323495626449585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07399236410856247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10715746879577637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06280496716499329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07407019287347794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09541752189397812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036924153566360474,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 75,
|
||
|
"train_loss": 1.1504803895950317,
|
||
|
"val_loss": 0.8709843158721924,
|
||
|
"acc": 70.67,
|
||
|
"time": 229.87846809002804,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1055910512804985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018027789890766144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1200762689113617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08906573802232742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012278099544346333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011710310354828835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1092737689614296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09943968802690506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046318210661411285,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09672125428915024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07492853701114655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08088872581720352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10267087817192078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03300968557596207,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 76,
|
||
|
"train_loss": 0.8493059277534485,
|
||
|
"val_loss": 0.9334225654602051,
|
||
|
"acc": 70.93,
|
||
|
"time": 244.11919926700648,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10387848317623138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019071802496910095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1341625303030014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09105988591909409,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009120911359786987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013153658248484135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1105787605047226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08856968581676483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07179904729127884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1158173456788063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05823175981640816,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08210262656211853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0799017995595932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02255159802734852,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 77,
|
||
|
"train_loss": 0.847297191619873,
|
||
|
"val_loss": 0.8442206978797913,
|
||
|
"acc": 70.82,
|
||
|
"time": 232.5970235959976,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10938838124275208,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016757870092988014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11890174448490143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10250091552734375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0041271294467151165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016129476949572563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09432131797075272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06848064064979553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05513434857130051,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10926123708486557,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07494831830263138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09474221616983414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09935745596885681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035948872566223145,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 78,
|
||
|
"train_loss": 1.0420657396316528,
|
||
|
"val_loss": 1.0158743858337402,
|
||
|
"acc": 71.22,
|
||
|
"time": 228.86657939403085,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09482283890247345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016891496255993843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12523989379405975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1059233695268631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006942778127267957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01005029771476984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09453652054071426,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11241191625595093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048550575971603394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10997776687145233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06868482381105423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08608251810073853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09096699953079224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03516668453812599,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 79,
|
||
|
"train_loss": 0.8684451580047607,
|
||
|
"val_loss": 1.0087116956710815,
|
||
|
"acc": 69.82,
|
||
|
"time": 242.95445382304024,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0831616222858429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009543699212372303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12675099074840546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11528903245925903,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008852863684296608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010449032299220562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11864625662565231,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06914971023797989,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03782682120800018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11776575446128845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05799182131886482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10773559659719467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09613930433988571,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040697481483221054,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 80,
|
||
|
"train_loss": 0.9597357511520386,
|
||
|
"val_loss": 1.1894797086715698,
|
||
|
"acc": 69.88,
|
||
|
"time": 238.55233460001182,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.075868159532547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017291514202952385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13623009622097015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11719918251037598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0075402152724564075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011862640269100666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09337552636861801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06863433867692947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0598352774977684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10191559791564941,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055482275784015656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10670401155948639,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10946203023195267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038599107414484024,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 81,
|
||
|
"train_loss": 0.9750689268112183,
|
||
|
"val_loss": 0.9902981519699097,
|
||
|
"acc": 70.16,
|
||
|
"time": 231.63639879302355,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09956291317939758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015217375010251999,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12592315673828125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12583421170711517,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00786539539694786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01985553279519081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10521504282951355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09226007759571075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032212257385253906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08022690564393997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05650266632437706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10963264852762222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08824662119150162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04144521802663803,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 82,
|
||
|
"train_loss": 1.06966233253479,
|
||
|
"val_loss": 0.9252594113349915,
|
||
|
"acc": 69.97,
|
||
|
"time": 242.2838653519866,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11516260355710983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016887689009308815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10674987733364105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11243044584989548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00793461874127388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009613518603146076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09012264013290405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056331876665353775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05999194458127022,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1109653040766716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06734474748373032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10242514312267303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1041414886713028,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0398981012403965,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 83,
|
||
|
"train_loss": 0.8155718445777893,
|
||
|
"val_loss": 0.9360790252685547,
|
||
|
"acc": 71.7,
|
||
|
"time": 245.41506982099963,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10105865448713303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02024456299841404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1357555240392685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10852255672216415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006877916865050793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0050505767576396465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08590861409902573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08684717118740082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05621347203850746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10025887936353683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062101639807224274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08336317539215088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1075042337179184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040293000638484955,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 84,
|
||
|
"train_loss": 1.1282193660736084,
|
||
|
"val_loss": 0.9283561110496521,
|
||
|
"acc": 70.69,
|
||
|
"time": 229.58144643699052,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11647818237543106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023549087345600128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12054900825023651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09821823984384537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007426809053868055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010940386913716793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1094287633895874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04401671513915062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05979460850358009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11821454018354416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06880650669336319,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09032608568668365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09602665901184082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036224365234375,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 85,
|
||
|
"train_loss": 0.8376786708831787,
|
||
|
"val_loss": 0.837128221988678,
|
||
|
"acc": 71.25,
|
||
|
"time": 237.35864822001895,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08435119688510895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015446243807673454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1345990151166916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1130228042602539,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009167052805423737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008365892805159092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10365764051675797,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010662481188774109,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06259190291166306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12049952149391174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07743466645479202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1075144112110138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11885630339384079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03383084386587143,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 86,
|
||
|
"train_loss": 1.2063482999801636,
|
||
|
"val_loss": 0.7972421050071716,
|
||
|
"acc": 71.73,
|
||
|
"time": 231.85830134298885,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08604561537504196,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02114017680287361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13328471779823303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11606913805007935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04286947101354599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01502868440002203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1031135618686676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010747106745839119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06359270960092545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10775333642959595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0789058655500412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08384782820940018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09869559854269028,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038906291127204895,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 87,
|
||
|
"train_loss": 0.7809564471244812,
|
||
|
"val_loss": 1.0077650547027588,
|
||
|
"acc": 70.7,
|
||
|
"time": 230.00384092400782,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0927426889538765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019385285675525665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11938778311014175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11310402303934097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006931769894436002,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013576441444456577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1265179067850113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009776640683412552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06509172916412354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11524935066699982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09555742144584656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.078235924243927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10909925401210785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0415823757648468,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 88,
|
||
|
"train_loss": 0.7168924808502197,
|
||
|
"val_loss": 0.9822380542755127,
|
||
|
"acc": 70.92,
|
||
|
"time": 233.27351152000483,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06972920894622803,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02149229496717453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11250350624322891,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10638568550348282,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022668778896331787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014976659789681435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12779617309570312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010750075802206993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08327306807041168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11140894144773483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08891389518976212,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10611677169799805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0797390416264534,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044245943427085876,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 89,
|
||
|
"train_loss": 1.0745421648025513,
|
||
|
"val_loss": 0.9021775126457214,
|
||
|
"acc": 71.26,
|
||
|
"time": 233.8383455949952,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10464021563529968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01992551051080227,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11169872432947159,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12577609717845917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004703776445239782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013516297563910484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1036527007818222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009939301759004593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06370275467634201,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11526493728160858,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08891508728265762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0997077077627182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09758786112070084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04096901789307594,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 90,
|
||
|
"train_loss": 1.0297472476959229,
|
||
|
"val_loss": 0.7765268087387085,
|
||
|
"acc": 70.99,
|
||
|
"time": 239.07919260498602,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11737328767776489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01889430172741413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1208256334066391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11249134689569473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008397783152759075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009377267211675644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10281907767057419,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008635067380964756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05296030640602112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12485889345407486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08373549580574036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08694145083427429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10727205127477646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04541792720556259,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 91,
|
||
|
"train_loss": 1.2133557796478271,
|
||
|
"val_loss": 0.8927755951881409,
|
||
|
"acc": 71.8,
|
||
|
"time": 221.43990192306228,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10801710188388824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01628296822309494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11929067224264145,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13509924709796906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009705004282295704,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018911782652139664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0916675329208374,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01641155034303665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0677223950624466,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08940766751766205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07499968260526657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09578856080770493,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10600319504737854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050692636519670486,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 92,
|
||
|
"train_loss": 1.0461900234222412,
|
||
|
"val_loss": 0.8203378319740295,
|
||
|
"acc": 70.62,
|
||
|
"time": 227.39944182697218,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08437354117631912,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015721499919891357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14442326128482819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12445168942213058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014793316833674908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009148847311735153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11405907571315765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017042474821209908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05171891674399376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1274566352367401,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05347173288464546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08214190602302551,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10939192026853561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05180523544549942,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 93,
|
||
|
"train_loss": 0.9541330337524414,
|
||
|
"val_loss": 0.9731767773628235,
|
||
|
"acc": 71.01,
|
||
|
"time": 228.35193339409307,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09248963743448257,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01806219480931759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11510533094406128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11275815218687057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007875985465943813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01255474891513586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10666012018918991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011979124508798122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0759124830365181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10808778554201126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08283617347478867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10064565390348434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1144685447216034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04056396707892418,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 94,
|
||
|
"train_loss": 0.9581767916679382,
|
||
|
"val_loss": 0.9236581325531006,
|
||
|
"acc": 69.5,
|
||
|
"time": 210.7536163360346,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10892859846353531,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023397432640194893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1044924408197403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09928515553474426,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01168890856206417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016183631494641304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09350308775901794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016340693458914757,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06332789361476898,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12175110727548599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07635608315467834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10376276075839996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10971804708242416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05126411095261574,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 95,
|
||
|
"train_loss": 1.0492616891860962,
|
||
|
"val_loss": 0.9142232537269592,
|
||
|
"acc": 71.21,
|
||
|
"time": 222.77317320997827,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12042780220508575,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006935054552741349,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1292663812637329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10743924975395203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012623745948076248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021500099450349808,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08612676709890366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005494941491633654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07665594667196274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10499706119298935,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09406283497810364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10598424077033997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07942108064889908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05530640482902527,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 96,
|
||
|
"train_loss": 0.8919600248336792,
|
||
|
"val_loss": 0.9148463010787964,
|
||
|
"acc": 71.2,
|
||
|
"time": 234.6483962830389,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12134652584791183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022707443684339523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1347428262233734,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11220471560955048,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00786665827035904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01422544103115797,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10504063963890076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012752557173371315,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07490070909261703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08478105068206787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08468127250671387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09310174733400345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08983121067285538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04181719571352005,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 97,
|
||
|
"train_loss": 1.011785626411438,
|
||
|
"val_loss": 0.8366993069648743,
|
||
|
"acc": 71.15,
|
||
|
"time": 233.73389225406572,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09407109022140503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008486232720315456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1259506791830063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12534783780574799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011122822761535645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014937839470803738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09502259641885757,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007004069164395332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056978318840265274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09804605692625046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08187536895275116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10948525369167328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.117618627846241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05405312776565552,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 98,
|
||
|
"train_loss": 1.1143338680267334,
|
||
|
"val_loss": 0.8543491363525391,
|
||
|
"acc": 71.4,
|
||
|
"time": 235.09711444808636,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09244389832019806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005409636069089174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10649731010198593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08054860681295395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007954237051308155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053834591060876846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1266239881515503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010537739843130112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714036226272583,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11482106894254684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08623967319726944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08189138770103455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1163642555475235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04543011263012886,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 99,
|
||
|
"train_loss": 0.5666952133178711,
|
||
|
"val_loss": 0.9464839696884155,
|
||
|
"acc": 71.23,
|
||
|
"time": 225.506870592013,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09823349863290787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010195387527346611,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12042726576328278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12012102454900742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02419438026845455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0054596406407654285,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12121334671974182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01366053894162178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06150650978088379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0864175483584404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0997035801410675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11749362200498581,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07436709105968475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047006648033857346,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 100,
|
||
|
"train_loss": 0.9805166125297546,
|
||
|
"val_loss": 1.000901460647583,
|
||
|
"acc": 71.08,
|
||
|
"time": 222.9592635630397,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08955155313014984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010794649831950665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13466815650463104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12290621548891068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003726472845301032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01120478380471468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0944320484995842,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013538284227252007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06851426512002945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10218682885169983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08734238147735596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1050289198756218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10433860868215561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05176680162549019,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 101,
|
||
|
"train_loss": 1.1708149909973145,
|
||
|
"val_loss": 0.91754150390625,
|
||
|
"acc": 71.81,
|
||
|
"time": 230.72615067102015,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10464254766702652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006908317096531391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11709646880626678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10709216445684433,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02131086215376854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05353452265262604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09954784065485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017798149958252907,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049165837466716766,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10172466188669205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07614006102085114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11234380304813385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08205810189247131,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05063669756054878,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 102,
|
||
|
"train_loss": 0.6545482873916626,
|
||
|
"val_loss": 0.894047737121582,
|
||
|
"acc": 71.16,
|
||
|
"time": 229.00056033104192,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06593569368124008,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00546932453289628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13767121732234955,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1397690623998642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009752610698342323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010609389282763004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12027135491371155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011493523605167866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07618275284767151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10491698235273361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10447527468204498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11939392238855362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04232010245323181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051738739013671875,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 103,
|
||
|
"train_loss": 0.8190003633499146,
|
||
|
"val_loss": 0.9462212324142456,
|
||
|
"acc": 70.66,
|
||
|
"time": 227.09027528495062,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10217839479446411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009606430307030678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1464034765958786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12834037840366364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010329914279282093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013857470825314522,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09841460734605789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01643761619925499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08435866236686707,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11870681494474411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08086583018302917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10647430270910263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029589230194687843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05443688854575157,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 104,
|
||
|
"train_loss": 0.8683809638023376,
|
||
|
"val_loss": 0.9151591062545776,
|
||
|
"acc": 70.73,
|
||
|
"time": 228.33963235490955,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11810407787561417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009962419979274273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13652533292770386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12123110145330429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00870046392083168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010082724504172802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1088322177529335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02198701538145542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08745169639587402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10126085579395294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08938030153512955,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10950541496276855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020825225859880447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05615120753645897,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 105,
|
||
|
"train_loss": 1.0222201347351074,
|
||
|
"val_loss": 0.9441391825675964,
|
||
|
"acc": 71.89,
|
||
|
"time": 225.68127575400285,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1210155263543129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010034835897386074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1084524616599083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13048134744167328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006808671751059592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018727710470557213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1307464987039566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01139333937317133,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07764771580696106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1239694133400917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09337648004293442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10285800695419312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02113570272922516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04948000982403755,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 106,
|
||
|
"train_loss": 1.2851558923721313,
|
||
|
"val_loss": 0.8726646900177002,
|
||
|
"acc": 70.76,
|
||
|
"time": 238.32615917595103,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10023832321166992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05405363813042641,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11537031084299088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10747674852609634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007444268092513084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011337636969983578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11673150956630707,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016222121194005013,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08162999898195267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11319584399461746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09420156478881836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10000055283308029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029038144275546074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053059227764606476,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 107,
|
||
|
"train_loss": 0.9720455408096313,
|
||
|
"val_loss": 1.0150409936904907,
|
||
|
"acc": 71.79,
|
||
|
"time": 221.9149674080545,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11104828119277954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01138053648173809,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1256365329027176,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11466696113348007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010619733482599258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01685088872909546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14016017317771912,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019953841343522072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06943073868751526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11331257224082947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09292539954185486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09168122708797455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0224760714918375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05985700339078903,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 108,
|
||
|
"train_loss": 1.2656958103179932,
|
||
|
"val_loss": 0.9897449016571045,
|
||
|
"acc": 71.73,
|
||
|
"time": 220.15832192497328,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11024613678455353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016287488862872124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13447926938533783,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11833582818508148,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010581862181425095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01285454723984003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1221746876835823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014576169662177563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06384235620498657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10827909409999847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10334876924753189,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1067848652601242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0244765542447567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05373235419392586,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 109,
|
||
|
"train_loss": 0.9538488388061523,
|
||
|
"val_loss": 0.9079678058624268,
|
||
|
"acc": 71.85,
|
||
|
"time": 231.93716505297925,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10605032742023468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011869452893733978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12225809693336487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12989355623722076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013625002466142178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01683037169277668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11291249841451645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01842821203172207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07362837344408035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1100415587425232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1051318570971489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08322486281394958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03400908038020134,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06209680810570717,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 110,
|
||
|
"train_loss": 0.9350329637527466,
|
||
|
"val_loss": 1.009376883506775,
|
||
|
"acc": 71.52,
|
||
|
"time": 217.27474331005942,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1035931408405304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012171190232038498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12785464525222778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11007896810770035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006983635248616338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014911067672073841,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10610383003950119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012724734842777252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11129910498857498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09026221185922623,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1093146950006485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1143164187669754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01654202491044998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07012952864170074,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 111,
|
||
|
"train_loss": 1.342790961265564,
|
||
|
"val_loss": 0.8889397382736206,
|
||
|
"acc": 71.76,
|
||
|
"time": 219.08093276410364,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06895122677087784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006783442106097937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11610087007284164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12010492384433746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008781644515693188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07605542987585068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11164160817861557,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02994280867278576,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08469672501087189,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10354907810688019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10025835037231445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10787425190210342,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010844496078789234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05441524088382721,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 112,
|
||
|
"train_loss": 0.9508903622627258,
|
||
|
"val_loss": 0.7254123687744141,
|
||
|
"acc": 72.12,
|
||
|
"time": 236.4820796729764,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.04752383008599281,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014014001004397869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15415021777153015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12131795287132263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00811206828802824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011844560503959656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13806380331516266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013017849996685982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09681644290685654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10059236735105515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10167267918586731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10282698273658752,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01408445369452238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07596275210380554,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 113,
|
||
|
"train_loss": 1.0696722269058228,
|
||
|
"val_loss": 1.0529975891113281,
|
||
|
"acc": 70.44,
|
||
|
"time": 229.89853850996587,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.031193574890494347,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012453773058950901,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14090807735919952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12396315485239029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01381102204322815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019425317645072937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13546057045459747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012167737819254398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08817725628614426,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13798828423023224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09711591899394989,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09600873291492462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024900780990719795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06642577797174454,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 114,
|
||
|
"train_loss": 0.7396726608276367,
|
||
|
"val_loss": 0.860090970993042,
|
||
|
"acc": 71.27,
|
||
|
"time": 224.33251457696315,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.022464724257588387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013275754638016224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12132430076599121,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13119371235370636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013007345609366894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012493103742599487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1273796707391739,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015307758003473282,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09504823386669159,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1137722060084343,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10323704034090042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13318179547786713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02496880479156971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0733456164598465,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 115,
|
||
|
"train_loss": 1.1541659832000732,
|
||
|
"val_loss": 0.7464308738708496,
|
||
|
"acc": 71.31,
|
||
|
"time": 220.56891815003473,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.029585687443614006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009158420376479626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1460324078798294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12707413733005524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012797703966498375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014253261499106884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12081719934940338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016808854416012764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09301801770925522,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.121429443359375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11555710434913635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09193362295627594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034678127616643906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06685599684715271,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 116,
|
||
|
"train_loss": 0.8013786673545837,
|
||
|
"val_loss": 0.8231841325759888,
|
||
|
"acc": 71.06,
|
||
|
"time": 221.04610394104384,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010004138574004173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01169921737164259,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15402500331401825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12984603643417358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010221466422080994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011775852181017399,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13764363527297974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018969116732478142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0994126945734024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11356844753026962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10262539237737656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10795525461435318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0242804903537035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06797326356172562,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 117,
|
||
|
"train_loss": 0.625420868396759,
|
||
|
"val_loss": 0.9480494260787964,
|
||
|
"acc": 71.17,
|
||
|
"time": 231.56485337298363,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.029072172939777374,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01313233282417059,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15487781167030334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13985022902488708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013647987507283688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015939608216285706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.143722802400589,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012754078023135662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07428297400474548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11770828813314438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059639863669872284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12846739590168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03142469376325607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0654798373579979,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 118,
|
||
|
"train_loss": 0.9213406443595886,
|
||
|
"val_loss": 0.8227100372314453,
|
||
|
"acc": 71.39,
|
||
|
"time": 216.92104981699958,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.030420752242207527,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010600104928016663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1281210035085678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11315971612930298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0427062064409256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013140389695763588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12799453735351562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023147327825427055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10139402002096176,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13133198022842407,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08181118965148926,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10785442590713501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030967023223638535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05735137313604355,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 119,
|
||
|
"train_loss": 1.0290195941925049,
|
||
|
"val_loss": 0.8972139358520508,
|
||
|
"acc": 71.94,
|
||
|
"time": 231.0310506740352,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.03670986369252205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01364800427109003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13721191883087158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12712439894676208,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.002634771168231964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008442067541182041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12227653712034225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02138514257967472,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08386575430631638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12975095212459564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11096062511205673,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10526605695486069,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027470454573631287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07325340807437897,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 120,
|
||
|
"train_loss": 0.775641679763794,
|
||
|
"val_loss": 0.9567800760269165,
|
||
|
"acc": 71.2,
|
||
|
"time": 222.88359737501014,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.01901637576520443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010633747093379498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1273353397846222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11847901344299316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017498694360256195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008740303106606007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13591712713241577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03756191208958626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07828248292207718,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10151594132184982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.127065971493721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12850531935691833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027862951159477234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061584748327732086,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 121,
|
||
|
"train_loss": 1.106468677520752,
|
||
|
"val_loss": 1.0269132852554321,
|
||
|
"acc": 71.04,
|
||
|
"time": 233.3819324800279,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.019126543775200844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007328637409955263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1321326643228531,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14075137674808502,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009231510572135448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01108904741704464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14306479692459106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010979671962559223,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08526632934808731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1252870112657547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09180907160043716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11534485965967178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03252919390797615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07605929672718048,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 122,
|
||
|
"train_loss": 1.2483302354812622,
|
||
|
"val_loss": 0.8198940753936768,
|
||
|
"acc": 72.28,
|
||
|
"time": 230.4045352889225,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.018527323380112648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011208909563720226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15299613773822784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1449229121208191,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008138912729918957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014995464123785496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11747125536203384,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013127931393682957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09852653741836548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12106117606163025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10869625955820084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09810598939657211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027558783069252968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06466241925954819,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 123,
|
||
|
"train_loss": 1.0219299793243408,
|
||
|
"val_loss": 0.9979439377784729,
|
||
|
"acc": 71.61,
|
||
|
"time": 230.07558904692996,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.027420196682214737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014860298484563828,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10943814367055893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13596951961517334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012100346386432648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016353974118828773,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13365739583969116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011667820625007153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09667257964611053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10925939679145813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11886196583509445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10197986662387848,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03532467409968376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07643378525972366,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 124,
|
||
|
"train_loss": 1.0151431560516357,
|
||
|
"val_loss": 0.8440731763839722,
|
||
|
"acc": 71.36,
|
||
|
"time": 234.3894153609872,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.033791862428188324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015940934419631958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1321815401315689,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1140105277299881,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029856542125344276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013292139396071434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12739421427249908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.002091130940243602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09301009774208069,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11069987714290619,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10391026735305786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12539075314998627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02540137618780136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0730288103222847,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 125,
|
||
|
"train_loss": 0.9466040134429932,
|
||
|
"val_loss": 0.9355905055999756,
|
||
|
"acc": 71.46,
|
||
|
"time": 229.2114066510694,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.02804393507540226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0092120710760355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11119009554386139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12441113591194153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010301850736141205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01594224013388157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13533785939216614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007435386534780264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09523950517177582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11272870004177094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12360645085573196,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12767912447452545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03142133355140686,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06745027005672455,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 126,
|
||
|
"train_loss": 1.0734601020812988,
|
||
|
"val_loss": 0.9577274322509766,
|
||
|
"acc": 71.38,
|
||
|
"time": 229.07357676199172,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.02969253435730934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013420012779533863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1437002569437027,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1332165151834488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0077860597521066666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016421347856521606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12297452986240387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010167211294174194,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06289759278297424,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09999096393585205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13213586807250977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12101839482784271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027529802173376083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07904886454343796,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 127,
|
||
|
"train_loss": 0.8023393154144287,
|
||
|
"val_loss": 1.0706303119659424,
|
||
|
"acc": 71.67,
|
||
|
"time": 219.5597018590197,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.027285601943731308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01086384803056717,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14844925701618195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12296684831380844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010749232023954391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021627945825457573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13769389688968658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014619756489992142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08985402435064316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11588393896818161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0859178677201271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1288403421640396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010491633787751198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0747557207942009,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 128,
|
||
|
"train_loss": 1.0891493558883667,
|
||
|
"val_loss": 0.8768139481544495,
|
||
|
"acc": 71.49,
|
||
|
"time": 223.29409780807327,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.04117206484079361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006788145285099745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13732707500457764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1106143668293953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01105071883648634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01896185800433159,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1320757120847702,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03321560099720955,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08386386930942535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09455603361129761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10138304531574249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12248837947845459,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03354685753583908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07295633107423782,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 129,
|
||
|
"train_loss": 0.977165937423706,
|
||
|
"val_loss": 1.0069705247879028,
|
||
|
"acc": 70.34,
|
||
|
"time": 222.0777484800201,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010294032283127308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011928189545869827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13004101812839508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11377815902233124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009342101402580738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01715075969696045,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14226630330085754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012514391914010048,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09449593722820282,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12350177764892578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09556616097688675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11293554306030273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042900387197732925,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08328526467084885,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 130,
|
||
|
"train_loss": 0.7952665090560913,
|
||
|
"val_loss": 1.0526840686798096,
|
||
|
"acc": 70.85,
|
||
|
"time": 228.79618673201185,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.023311099037528038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03215990960597992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14001630246639252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12852829694747925,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005390282720327377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009107396937906742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1263001263141632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009404917247593403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09623520821332932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1119561418890953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12096499651670456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09692299365997314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026139626279473305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07356274873018265,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 131,
|
||
|
"train_loss": 0.9403795599937439,
|
||
|
"val_loss": 1.0445556640625,
|
||
|
"acc": 71.91,
|
||
|
"time": 224.21691242000088,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.01094734389334917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010669426992535591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14912278950214386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13377077877521515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007984362542629242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017008179798722267,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12296760082244873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0169924795627594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09380388259887695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1091630831360817,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10480800271034241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10218755155801773,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03485679253935814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08571769297122955,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 132,
|
||
|
"train_loss": 1.1792677640914917,
|
||
|
"val_loss": 0.7444344758987427,
|
||
|
"acc": 70.91,
|
||
|
"time": 222.1768789460184,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.007875906303524971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009867342188954353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11416760832071304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13189445436000824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007004672195762396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023193813860416412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14231230318546295,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013106335885822773,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11611062288284302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09893392026424408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11471863836050034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10205210000276566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036986835300922394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08177546411752701,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 133,
|
||
|
"train_loss": 0.9820129871368408,
|
||
|
"val_loss": 0.8695593476295471,
|
||
|
"acc": 71.93,
|
||
|
"time": 220.99138719204348,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.008793271146714687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013098524883389473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13145512342453003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14116907119750977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009710250422358513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017433082684874535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11069679260253906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011424305848777294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08553813397884369,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10787124931812286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1305399090051651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11506185680627823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04352238401770592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07368605583906174,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 134,
|
||
|
"train_loss": 1.0313963890075684,
|
||
|
"val_loss": 0.9143338203430176,
|
||
|
"acc": 70.38,
|
||
|
"time": 220.536636501085,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0006849123165011406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012041660957038403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13376620411872864,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12297690659761429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027127686887979507,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017355358228087425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13711227476596832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010767128318548203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09196849167346954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12072233110666275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11719433963298798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10161198675632477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04239824041724205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06427246332168579,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 135,
|
||
|
"train_loss": 1.0283092260360718,
|
||
|
"val_loss": 1.0252896547317505,
|
||
|
"acc": 70.21,
|
||
|
"time": 232.44557718501892,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.013046427629888058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012620938010513783,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14886295795440674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13789336383342743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00828354898840189,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01993509940803051,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13402724266052246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01825791597366333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07379088550806046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11019742488861084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10121182352304459,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1230696439743042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018182571977376938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0806201696395874,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 136,
|
||
|
"train_loss": 1.3833791017532349,
|
||
|
"val_loss": 0.9886686205863953,
|
||
|
"acc": 71.92,
|
||
|
"time": 225.7013383070007,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0006925660418346524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01232068706303835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1504092961549759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10692664235830307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011403702199459076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01699233241379261,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13565827906131744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011172635480761528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09717023372650146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12757126986980438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1042577475309372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11210373789072037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031235598027706146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08208528906106949,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 137,
|
||
|
"train_loss": 0.988041877746582,
|
||
|
"val_loss": 0.9125739336013794,
|
||
|
"acc": 71.44,
|
||
|
"time": 232.27517366898246,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011060355231165886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013843690976500511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15165318548679352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12306872010231018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00966725405305624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017358830198645592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11852698028087616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009953909553587437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09055329114198685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11000543087720871,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11029250174760818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12319324910640717,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03088180162012577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07994087040424347,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 138,
|
||
|
"train_loss": 0.7048410177230835,
|
||
|
"val_loss": 0.8097752332687378,
|
||
|
"acc": 71.59,
|
||
|
"time": 231.8992934509879,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.015011301264166832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009479011408984661,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12779919803142548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1379503309726715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011471950449049473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023147612810134888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13165144622325897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01293847057968378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09563979506492615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09437295794487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12216486036777496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12047723680734634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035906217992305756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06198964640498161,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 139,
|
||
|
"train_loss": 1.1950547695159912,
|
||
|
"val_loss": 0.8528684973716736,
|
||
|
"acc": 72.02,
|
||
|
"time": 232.66660052502993,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0008275790605694056,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011885051615536213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14779619872570038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14376495778560638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006419974844902754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027967631816864014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10783591866493225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013838047161698341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11089970171451569,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0875461995601654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10341605544090271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09980955719947815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04007472097873688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09791845083236694,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 140,
|
||
|
"train_loss": 1.022143840789795,
|
||
|
"val_loss": 0.8474321961402893,
|
||
|
"acc": 72.0,
|
||
|
"time": 229.25381206301972,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.013053569942712784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012983358465135098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14168350398540497,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10712137073278427,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008873721584677696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0220559723675251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12608112394809723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01524156890809536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0878910943865776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12519587576389313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10429564118385315,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11811702698469162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026458829641342163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09094736725091934,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 141,
|
||
|
"train_loss": 0.9573373794555664,
|
||
|
"val_loss": 0.9382057785987854,
|
||
|
"acc": 72.29,
|
||
|
"time": 225.9371657751035,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.026689156889915466,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012698851525783539,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13378606736660004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12300295382738113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0484941229224205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02701541781425476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12178541719913483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014520525932312012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07466302812099457,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09036098420619965,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10136290639638901,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1096067950129509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03985043987631798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07616334408521652,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 142,
|
||
|
"train_loss": 1.3194515705108643,
|
||
|
"val_loss": 0.8820462226867676,
|
||
|
"acc": 71.88,
|
||
|
"time": 228.61272737802938,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.029109710827469826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008892121724784374,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1391502022743225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13534267246723175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010434629395604134,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023524180054664612,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10623276978731155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012554110027849674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09623242914676666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08814292401075363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12603147327899933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09795442223548889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04190713167190552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08449124544858932,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 143,
|
||
|
"train_loss": 0.6729795336723328,
|
||
|
"val_loss": 0.9682084918022156,
|
||
|
"acc": 72.22,
|
||
|
"time": 237.00630707899109,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.014217051677405834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017295943573117256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13895300030708313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11774929612874985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009303178638219833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019367320463061333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1359541267156601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012009535916149616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1018187627196312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11743307113647461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11020226031541824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09321349859237671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02851381152868271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08396914601325989,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 144,
|
||
|
"train_loss": 1.0576074123382568,
|
||
|
"val_loss": 0.971226692199707,
|
||
|
"acc": 71.83,
|
||
|
"time": 228.80031792004593,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.01098150946199894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008589171804487705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14736630022525787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10996093600988388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012542800046503544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02470482513308525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1056232750415802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013715670444071293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10106194764375687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10017523914575577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12152455002069473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10757330805063248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03900257125496864,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09717781096696854,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 145,
|
||
|
"train_loss": 1.4490326642990112,
|
||
|
"val_loss": 0.9233784079551697,
|
||
|
"acc": 71.25,
|
||
|
"time": 229.7370504209539,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.006925683002918959,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08538127690553665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1178862601518631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12956108152866364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013196316547691822,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02241344191133976,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12752360105514526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.003159088082611561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.090524822473526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09958351403474808,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09365151077508926,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10583434253931046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019601700827479362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08475718647241592,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 146,
|
||
|
"train_loss": 0.8032627701759338,
|
||
|
"val_loss": 0.7638246417045593,
|
||
|
"acc": 71.82,
|
||
|
"time": 228.27067944395822,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.012744668871164322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012812914326786995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13111190497875214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12956948578357697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012680611573159695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018826022744178772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11599128693342209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021947626024484634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1139848604798317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08935897797346115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11677328497171402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10909160226583481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0375874824821949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07751914858818054,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 147,
|
||
|
"train_loss": 1.0070627927780151,
|
||
|
"val_loss": 0.8947747945785522,
|
||
|
"acc": 71.48,
|
||
|
"time": 232.79040249297395,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.013072275556623936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016558421775698662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11356625705957413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12640492618083954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049819812178611755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02279602736234665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1331062614917755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014401978813111782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09849005192518234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09701342135667801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08484786003828049,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1201569214463234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03180200234055519,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07796385884284973,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 148,
|
||
|
"train_loss": 0.7707250118255615,
|
||
|
"val_loss": 0.8779116868972778,
|
||
|
"acc": 71.41,
|
||
|
"time": 221.92673053999897,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.00963860284537077,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015953117981553078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12236271053552628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1072981059551239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009693841449916363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02087065577507019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12178543210029602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013252952136099339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12088219821453094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1282654106616974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09414501488208771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10568621009588242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04130304977297783,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08886270970106125,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 149,
|
||
|
"train_loss": 1.1698652505874634,
|
||
|
"val_loss": 1.0002206563949585,
|
||
|
"acc": 71.39,
|
||
|
"time": 217.42827356699854,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.005076808854937553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01278780959546566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1380303055047989,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12624552845954895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01319067645817995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023899490013718605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12446772307157516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02353794127702713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09453049302101135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09594504535198212,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12176574766635895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10271202772855759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041519202291965485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07629118114709854,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 150,
|
||
|
"train_loss": 1.0491498708724976,
|
||
|
"val_loss": 0.7989827394485474,
|
||
|
"acc": 72.35,
|
||
|
"time": 230.14030314900447,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.057658515870571136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010252498090267181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10806616395711899,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09024044126272202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01196051575243473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034407034516334534,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13824225962162018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013393105007708073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12274517863988876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1151227280497551,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09175120294094086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10909798741340637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009247355163097382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08781503885984421,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 151,
|
||
|
"train_loss": 1.1824936866760254,
|
||
|
"val_loss": 0.9535280466079712,
|
||
|
"acc": 70.98,
|
||
|
"time": 226.47942652006168,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.008871279656887054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041094452142715454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14777302742004395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14231695234775543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007495910860598087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023691821843385696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0826176255941391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01823432743549347,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08294428884983063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11653466522693634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1111251562833786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09795485436916351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0218858253210783,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09745975583791733,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 152,
|
||
|
"train_loss": 0.9823102355003357,
|
||
|
"val_loss": 0.7409593462944031,
|
||
|
"acc": 72.49,
|
||
|
"time": 243.36932771198917,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.009826992638409138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013853554613888264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15429915487766266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11102946102619171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00833173282444477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024823270738124847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14360281825065613,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026190605014562607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10335515439510345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0857573002576828,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10366693884134293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.108796626329422,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012737718410789967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0937286838889122,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 153,
|
||
|
"train_loss": 0.7670343518257141,
|
||
|
"val_loss": 0.8680132031440735,
|
||
|
"acc": 71.7,
|
||
|
"time": 229.87577774503734,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010755080729722977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011825887486338615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1469164490699768,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11195475608110428,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009303348138928413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03129839152097702,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11418427526950836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017814090475440025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09402754157781601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11429789662361145,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12709712982177734,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1022716760635376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0067686340771615505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10148482024669647,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 154,
|
||
|
"train_loss": 1.2677291631698608,
|
||
|
"val_loss": 0.9137510061264038,
|
||
|
"acc": 71.63,
|
||
|
"time": 235.33875098393764,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.012216035276651382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006826570723205805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12093641608953476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14806969463825226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014090822078287601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027578294277191162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11372176557779312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01562918908894062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10300352424383163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08736539632081985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10755398124456406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12960462272167206,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010872310027480125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10253138095140457,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 155,
|
||
|
"train_loss": 1.1550976037979126,
|
||
|
"val_loss": 0.7983248233795166,
|
||
|
"acc": 72.92,
|
||
|
"time": 234.77711757307407,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.016497062519192696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013453825376927853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12813369929790497,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13669906556606293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01153660099953413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026622187346220016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12436677515506744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016759632155299187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10105710476636887,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08510535210371017,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1229616031050682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1142815500497818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009299228899180889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.093226358294487,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 156,
|
||
|
"train_loss": 0.946627676486969,
|
||
|
"val_loss": 0.895573616027832,
|
||
|
"acc": 72.28,
|
||
|
"time": 234.22581046202686,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10810896009206772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010412078350782394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11711160838603973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12427268922328949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01197658572345972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01516334805637598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12976941466331482,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010493868961930275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09022311121225357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09481476992368698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10082600265741348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0804644301533699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006180001888424158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10018303990364075,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 157,
|
||
|
"train_loss": 0.8578939437866211,
|
||
|
"val_loss": 0.8332479596138,
|
||
|
"acc": 72.27,
|
||
|
"time": 234.76318084599916,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.009868167340755463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009080816991627216,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12778478860855103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11279520392417908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012628966942429543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02082071825861931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10901250690221786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031961992383003235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06803948432207108,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10648412257432938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11382738500833511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08399529755115509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10612885653972626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0875716581940651,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 158,
|
||
|
"train_loss": 0.9460371732711792,
|
||
|
"val_loss": 0.9206334352493286,
|
||
|
"acc": 71.55,
|
||
|
"time": 229.1368091640761,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010881811380386353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024245362728834152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12262744456529617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12707006931304932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01048407144844532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02157057635486126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11494413018226624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02007494680583477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1105901226401329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09171219915151596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12914080917835236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11268413811922073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011531161144375801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09244314581155777,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 159,
|
||
|
"train_loss": 1.1870795488357544,
|
||
|
"val_loss": 0.8951470851898193,
|
||
|
"acc": 72.07,
|
||
|
"time": 234.51308161299676,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.013482087291777134,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012909689918160439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14834044873714447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1382926106452942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027169736102223396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020176732912659645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11546982079744339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01671724207699299,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08513963222503662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08023884892463684,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10434707999229431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08350696414709091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04454412683844566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10966507345438004,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 160,
|
||
|
"train_loss": 0.9662868976593018,
|
||
|
"val_loss": 0.9855690598487854,
|
||
|
"acc": 71.07,
|
||
|
"time": 230.2595183888916,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.014268666505813599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014472955837845802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11150312423706055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1297920048236847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014992890879511833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03689572587609291,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08217126876115799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009453543461859226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08623187988996506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11125984787940979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09894903749227524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15681424736976624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011295136995613575,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12189964205026627,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 161,
|
||
|
"train_loss": 0.891663670539856,
|
||
|
"val_loss": 0.8948033452033997,
|
||
|
"acc": 71.97,
|
||
|
"time": 234.28737017093226,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011404366232454777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017799094319343567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13766653835773468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1382782906293869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014660985209047794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018030665814876556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1251414716243744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01611684076488018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1039423942565918,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08817977458238602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11943966150283813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07633362710475922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03388193994760513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09912430495023727,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 162,
|
||
|
"train_loss": 1.039651870727539,
|
||
|
"val_loss": 0.9950650930404663,
|
||
|
"acc": 72.07,
|
||
|
"time": 223.12212549999822,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011565580032765865,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014767590910196304,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12294284254312515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09788631647825241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0106099434196949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020539702847599983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11517034471035004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12647122144699097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09375132620334625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09000393003225327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08718344569206238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10722798854112625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006816750974394381,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10119803249835968,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 163,
|
||
|
"train_loss": 1.1552757024765015,
|
||
|
"val_loss": 0.8884627223014832,
|
||
|
"acc": 72.74,
|
||
|
"time": 234.92768812796567,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.005714450031518936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015592341311275959,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13997097313404083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.135384202003479,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013138105161488056,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02419847808778286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11627945303916931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005927878897637129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09541495144367218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10046335309743881,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12249534577131271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11267877370119095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010420766659080982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10232099890708923,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 164,
|
||
|
"train_loss": 1.0855598449707031,
|
||
|
"val_loss": 0.8321236968040466,
|
||
|
"acc": 72.59,
|
||
|
"time": 228.488335005939,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010848711244761944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015466145239770412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15464818477630615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11914044618606567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004528506193310022,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011708549223840237,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1247761994600296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004275589715689421,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10337211191654205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10868092626333237,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09107692539691925,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13224883377552032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00731718959286809,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11191167682409286,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 165,
|
||
|
"train_loss": 1.1605511903762817,
|
||
|
"val_loss": 0.8377366662025452,
|
||
|
"acc": 71.67,
|
||
|
"time": 228.29655888001435,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.012711764313280582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01237452682107687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12700386345386505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11369254440069199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06307967752218246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027614476159214973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10035479813814163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006886017508804798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09791221469640732,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11942555010318756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11175142973661423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1045108214020729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00732273468747735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10155701637268066,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 166,
|
||
|
"train_loss": 1.0028576850891113,
|
||
|
"val_loss": 1.0268316268920898,
|
||
|
"acc": 72.38,
|
||
|
"time": 234.80301580007654,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08552449196577072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0738980695605278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11923693120479584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10639956593513489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010623130947351456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02981751412153244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09384021162986755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006771449116058648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07797501981258392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12388954311609268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09644642472267151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0738881528377533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013690953142940998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09409277886152267,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 167,
|
||
|
"train_loss": 0.9002781510353088,
|
||
|
"val_loss": 0.8787766695022583,
|
||
|
"acc": 71.99,
|
||
|
"time": 234.78287988097873,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.012032248079776764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017405902966856956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11889193207025528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1304709017276764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017007896676659584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027467314153909683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11415426433086395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008642474189400673,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1002626046538353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11828114092350006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10870902985334396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11152984946966171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00997188501060009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10517259687185287,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 168,
|
||
|
"train_loss": 1.5639801025390625,
|
||
|
"val_loss": 0.9521599411964417,
|
||
|
"acc": 71.07,
|
||
|
"time": 229.90002630697563,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.01028167549520731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10663097351789474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12168166786432266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10976488143205643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00402207812294364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015908565372228622,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10044901818037033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027705451473593712,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11151506751775742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10640998929738998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10647214949131012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08927864581346512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00856799352914095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08131182193756104,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 169,
|
||
|
"train_loss": 0.9953485131263733,
|
||
|
"val_loss": 0.9225619435310364,
|
||
|
"acc": 72.39,
|
||
|
"time": 230.13146421103738,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.008202609606087208,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01284643542021513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1494392454624176,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12388491630554199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00212329113855958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024984311312437057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09042612463235855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005971024744212627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12434186786413193,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10814639925956726,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11312631517648697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12109550833702087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006164119578897953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10924782603979111,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 170,
|
||
|
"train_loss": 1.3269610404968262,
|
||
|
"val_loss": 0.8184879422187805,
|
||
|
"acc": 72.5,
|
||
|
"time": 232.38439977401868,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.017567796632647514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0038804509676992893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13732190430164337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1302877813577652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00822434201836586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01966402307152748,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1311868578195572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005535563454031944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0986563190817833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10698588937520981,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11458657681941986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09561333805322647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0058535742573440075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12463562190532684,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 171,
|
||
|
"train_loss": 0.7539529800415039,
|
||
|
"val_loss": 0.9749057292938232,
|
||
|
"acc": 71.23,
|
||
|
"time": 232.69262610701844,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.008000301197171211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009998146444559097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1354251652956009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12694483995437622,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0695609450340271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021105119958519936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12832064926624298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021431248635053635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07863260805606842,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10965349525213242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09043421596288681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1057744026184082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013008561916649342,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08171027898788452,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 172,
|
||
|
"train_loss": 1.0220165252685547,
|
||
|
"val_loss": 0.962626039981842,
|
||
|
"acc": 71.86,
|
||
|
"time": 229.46562704606913,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.00806500855833292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010749072767794132,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12396363914012909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09896176308393478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012247071601450443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031170789152383804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11794749647378922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007077933754771948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12085134536027908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13222737610340118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1229204311966896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10377950966358185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01016039215028286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09987822920084,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 173,
|
||
|
"train_loss": 1.0355494022369385,
|
||
|
"val_loss": 0.9295682907104492,
|
||
|
"acc": 72.27,
|
||
|
"time": 226.33985992905218,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.013716783374547958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011029216460883617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12770502269268036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11047497391700745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014021673239767551,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025509195402264595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1279960423707962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008881254121661186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11735478788614273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1283556967973709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.091082364320755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0908767357468605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012570174410939217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12042604386806488,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 174,
|
||
|
"train_loss": 1.1336511373519897,
|
||
|
"val_loss": 0.8541996479034424,
|
||
|
"acc": 72.64,
|
||
|
"time": 230.47862729302142,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.008150851354002953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005823856685310602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10219910740852356,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1217799037694931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008963807485997677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01676720380783081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0943702831864357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006511701736599207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10870783776044846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10520598292350769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08960869908332825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09483707696199417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1327856183052063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10428813844919205,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 175,
|
||
|
"train_loss": 1.2498738765716553,
|
||
|
"val_loss": 0.9769846796989441,
|
||
|
"acc": 72.45,
|
||
|
"time": 218.33298340498004,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.01907433569431305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042638473212718964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11017778515815735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12386022508144379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019624531269073486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028700435534119606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11145993322134018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01128955278545618,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0880032479763031,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11928228288888931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10979518294334412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09290541708469391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0063958861865103245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11679261922836304,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 176,
|
||
|
"train_loss": 1.3021873235702515,
|
||
|
"val_loss": 0.9420875310897827,
|
||
|
"acc": 72.28,
|
||
|
"time": 225.35140912793577,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.014402983710169792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008939491584897041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1441521793603897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12427876889705658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011411217041313648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02737078256905079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11377540230751038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01469799131155014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09538498520851135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09804410487413406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10800845921039581,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12451588362455368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005634141154587269,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10938360542058945,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 177,
|
||
|
"train_loss": 1.0204873085021973,
|
||
|
"val_loss": 0.9133123755455017,
|
||
|
"acc": 72.44,
|
||
|
"time": 221.46512546099257,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011145896278321743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006906472146511078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11854565888643265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12335676699876785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006965384818613529,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034405384212732315,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13579827547073364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010750319808721542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.104847751557827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11820372939109802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09620068967342377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11450398713350296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007029395084828138,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11760909110307693,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 178,
|
||
|
"train_loss": 1.1886096000671387,
|
||
|
"val_loss": 0.8006179332733154,
|
||
|
"acc": 72.5,
|
||
|
"time": 231.1745561530115,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010292033664882183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011649714782834053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14519718289375305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1136476993560791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01075864676386118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02759680710732937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12558265030384064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012283353134989738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08987930417060852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12067004293203354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10436646640300751,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10755804926156998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00498981773853302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11552819609642029,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 179,
|
||
|
"train_loss": 1.1285768747329712,
|
||
|
"val_loss": 0.7344668507575989,
|
||
|
"acc": 72.4,
|
||
|
"time": 232.59453679900616,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011631314642727375,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008365591056644917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14374370872974396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11345096677541733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004911298863589764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024520419538021088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13543088734149933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032904259860515594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11684741824865341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08173751085996628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09566711634397507,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12335079163312912,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025214003399014473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08222474157810211,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 180,
|
||
|
"train_loss": 0.6847167015075684,
|
||
|
"val_loss": 0.7797545790672302,
|
||
|
"acc": 71.87,
|
||
|
"time": 219.55266725004185,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0069306823424994946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009970556013286114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12819083034992218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1397944688796997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00986208114773035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031104404479265213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12468823045492172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006215116009116173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08305969834327698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1166970357298851,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10050424188375473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12085048109292984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00626540370285511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11586679518222809,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 181,
|
||
|
"train_loss": 0.9415841698646545,
|
||
|
"val_loss": 0.9023853540420532,
|
||
|
"acc": 72.07,
|
||
|
"time": 223.51165224902797,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.014026614837348461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012140772305428982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0975046306848526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11033214628696442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009878035634756088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032960016280412674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12760472297668457,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009809846058487892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12158837169408798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.118173748254776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11207219958305359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10366404056549072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0028196529019623995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12742525339126587,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 182,
|
||
|
"train_loss": 1.119246006011963,
|
||
|
"val_loss": 0.8687164187431335,
|
||
|
"acc": 72.84,
|
||
|
"time": 222.4314165719552,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.012067493051290512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011623084545135498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13915148377418518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12116434425115585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009367087855935097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023291166871786118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10104838758707047,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009245751425623894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0957363098859787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12332386523485184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09740178287029266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11560772359371185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007014675531536341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13395678997039795,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 183,
|
||
|
"train_loss": 0.9054678082466125,
|
||
|
"val_loss": 0.7776714563369751,
|
||
|
"acc": 72.33,
|
||
|
"time": 236.1973985079676,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.00859836395829916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008707291446626186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.117912158370018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12323042750358582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008963214233517647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03106318973004818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13135948777198792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008851251564919949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1004730686545372,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10046730935573578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1292543113231659,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09071090072393417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0062169283628463745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13419196009635925,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 184,
|
||
|
"train_loss": 1.0186991691589355,
|
||
|
"val_loss": 0.9960899949073792,
|
||
|
"acc": 72.32,
|
||
|
"time": 218.51706261292566,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.018218984827399254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00849662721157074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13216125965118408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.137731671333313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00812533963471651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04225997254252434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12614436447620392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01025017537176609,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1057116910815239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0872051939368248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09701617062091827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10383614152669907,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009023276157677174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11381909251213074,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 185,
|
||
|
"train_loss": 0.9528511762619019,
|
||
|
"val_loss": 0.8363621234893799,
|
||
|
"acc": 72.76,
|
||
|
"time": 218.52209091896657,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011182136833667755,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014986863359808922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11517535895109177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11119470745325089,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005968030542135239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03177477419376373,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10193424671888351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009830299764871597,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11455351114273071,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12406942248344421,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11762252449989319,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10571640729904175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007001712801866233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13529160618782043,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 186,
|
||
|
"train_loss": 1.0468835830688477,
|
||
|
"val_loss": 0.814374566078186,
|
||
|
"acc": 72.13,
|
||
|
"time": 226.34247190505266,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011539327912032604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007905913516879082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12677811086177826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11501089483499527,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00886482559144497,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04578336328268051,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1207561120390892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011571020819246769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09757933020591736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11569041013717651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11266203224658966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09985978901386261,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007601517718285322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11839733272790909,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 187,
|
||
|
"train_loss": 1.5592331886291504,
|
||
|
"val_loss": 0.8890788555145264,
|
||
|
"acc": 72.37,
|
||
|
"time": 217.21880325302482,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.01964852400124073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008066295646131039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1422489881515503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11493728309869766,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015812503173947334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037371035665273666,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12967129051685333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006694391369819641,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07920867949724197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.130924254655838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1050412729382515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06103115901350975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010960116051137447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13838420808315277,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 188,
|
||
|
"train_loss": 1.1286391019821167,
|
||
|
"val_loss": 0.8519495129585266,
|
||
|
"acc": 72.04,
|
||
|
"time": 234.2848446359858,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.00812248233705759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010894828476011753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13929249346256256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1082664430141449,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008530746214091778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01931358315050602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10367736220359802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01006881520152092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10968337208032608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12276631593704224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11193858087062836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1257234811782837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010646217502653599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1110752671957016,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 189,
|
||
|
"train_loss": 0.9289467930793762,
|
||
|
"val_loss": 0.7813284397125244,
|
||
|
"acc": 71.95,
|
||
|
"time": 236.21190483297687,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.010066615417599678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012347864918410778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12977521121501923,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10641659796237946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01102181151509285,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034395813941955566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11102326959371567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027728401124477386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12281066179275513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09592358022928238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11472544074058533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1070455014705658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007457011844962835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1092623621225357,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 190,
|
||
|
"train_loss": 0.9217190742492676,
|
||
|
"val_loss": 0.9054797291755676,
|
||
|
"acc": 71.69,
|
||
|
"time": 229.53157840005588,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.014205290004611015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013022860512137413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11478499323129654,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11941124498844147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00952261034399271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0371989831328392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14746211469173431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01039064396172762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11262468993663788,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09499973058700562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09465429186820984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10924530029296875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010283973067998886,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11219329386949539,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 191,
|
||
|
"train_loss": 0.9498084783554077,
|
||
|
"val_loss": 0.8412750363349915,
|
||
|
"acc": 72.29,
|
||
|
"time": 227.75065300206188,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.011841394007205963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01078980602324009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12293995171785355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11496718227863312,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005092993378639221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03458867222070694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11947256326675415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010763968341052532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08707723766565323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.138666033744812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1142246425151825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10534214228391647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010803604498505592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11342993378639221,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 192,
|
||
|
"train_loss": 0.9611678123474121,
|
||
|
"val_loss": 0.8939706683158875,
|
||
|
"acc": 72.71,
|
||
|
"time": 236.34389878704678,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09793277829885483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008123049512505531,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1190248653292656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11354326456785202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010068700648844242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028189852833747864,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10410486161708832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010679617524147034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11726754158735275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08220954239368439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08332300931215286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09444279968738556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00884786807000637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12224234640598297,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 193,
|
||
|
"train_loss": 0.9248005151748657,
|
||
|
"val_loss": 0.8971268534660339,
|
||
|
"acc": 72.2,
|
||
|
"time": 234.73194323503412,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.004729943815618753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00853964313864708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14324936270713806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11673040688037872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022353243082761765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036965951323509216,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11943482607603073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010507163591682911,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11467594653367996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09911350160837173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10389983654022217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09973661601543427,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005610789638012648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11445271968841553,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 194,
|
||
|
"train_loss": 0.9622169137001038,
|
||
|
"val_loss": 0.8751162886619568,
|
||
|
"acc": 72.3,
|
||
|
"time": 227.457625334966,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.015969179570674896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026480499655008316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1351081132888794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1304207295179367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010291289538145065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03838970884680748,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06807231903076172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02098076418042183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08433003723621368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11594255268573761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11474549770355225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10916827619075775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008268349803984165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12183261662721634,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 195,
|
||
|
"train_loss": 0.8974627256393433,
|
||
|
"val_loss": 0.8758686184883118,
|
||
|
"acc": 72.59,
|
||
|
"time": 224.99955975194462,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0053464570082724094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009815812110900879,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10957159847021103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11224950104951859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016221903264522552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04142167419195175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11597108840942383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0617847815155983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10416261106729507,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09154872596263885,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11977717280387878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11016562581062317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010603931732475758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09135917574167252,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 196,
|
||
|
"train_loss": 1.2539399862289429,
|
||
|
"val_loss": 1.007726788520813,
|
||
|
"acc": 72.19,
|
||
|
"time": 220.72441253694706,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.03675134479999542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016041934490203857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1086825281381607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10083603113889694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03160696476697922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03733893111348152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12624704837799072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009043602272868156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10525970160961151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1075906902551651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10104576498270035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09177776426076889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009393991902470589,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11838366091251373,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 197,
|
||
|
"train_loss": 1.2098135948181152,
|
||
|
"val_loss": 0.9052770733833313,
|
||
|
"acc": 71.16,
|
||
|
"time": 226.33726670697797,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.005327986553311348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009464563801884651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13479962944984436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12259139120578766,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0184275321662426,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04767196625471115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13122637569904327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010840194299817085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0997328907251358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0851840004324913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10940151661634445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08376896381378174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009721331298351288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13184157013893127,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 198,
|
||
|
"train_loss": 1.1533641815185547,
|
||
|
"val_loss": 0.8725945949554443,
|
||
|
"acc": 72.73,
|
||
|
"time": 240.91836013295688,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0077454205602407455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012769867666065693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12971319258213043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1262204647064209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004251995123922825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04173439368605614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11284872144460678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012525350786745548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09265508502721786,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10010462254285812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11141487956047058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08650503307580948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02494652010500431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1365644484758377,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 199,
|
||
|
"train_loss": 1.236158847808838,
|
||
|
"val_loss": 0.8123924732208252,
|
||
|
"acc": 73.01,
|
||
|
"time": 234.40541843196843,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.005861623678356409,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013707300648093224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09884907305240631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12473224848508835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011716837994754314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023213624954223633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13363617658615112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035900332033634186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12451765686273575,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11205773055553436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08437814563512802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09327133744955063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009731111116707325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12842682003974915,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 200,
|
||
|
"train_loss": 1.1031608581542969,
|
||
|
"val_loss": 0.8348146080970764,
|
||
|
"acc": 72.9,
|
||
|
"time": 233.2857614090899,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0054576280526816845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016917187720537186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12213797867298126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14143571257591248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012207522988319397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04405606538057327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11993137747049332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009697324596345425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10143745690584183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10643435269594193,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09839135408401489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09197992831468582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006634427700191736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12328168004751205,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
}
|
||
|
]
|
||
|
}
|