mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
159 KiB
JSON
Executable file
9776 lines
No EOL
159 KiB
JSON
Executable file
{
|
|
"Accuracy": 72.0,
|
|
"Time": [
|
|
127.7746204509167,
|
|
6.324140275388316
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.212880849838257,
|
|
"val_loss": 2.2809112071990967,
|
|
"acc": 18.88,
|
|
"time": 127.54389305389486,
|
|
"param": [
|
|
{
|
|
"p": 0.061366334557533264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03160650283098221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12044824659824371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289087980985641,
|
|
"m": 0.9997327923774719
|
|
},
|
|
{
|
|
"p": 0.09784336388111115,
|
|
"m": 0.9706099033355713
|
|
},
|
|
{
|
|
"p": 0.11034560948610306,
|
|
"m": 0.9781380891799927
|
|
},
|
|
{
|
|
"p": 0.0714382752776146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701102644205093,
|
|
"m": 0.9822402000427246
|
|
},
|
|
{
|
|
"p": 0.05250776186585426,
|
|
"m": 0.9797791838645935
|
|
},
|
|
{
|
|
"p": 0.09078385680913925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08062715083360672,
|
|
"m": 0.9969498515129089
|
|
},
|
|
{
|
|
"p": 0.05953453108668327,
|
|
"m": 0.9985499382019043
|
|
},
|
|
{
|
|
"p": 0.08359640836715698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 1.92830491065979,
|
|
"val_loss": 1.9803199768066406,
|
|
"acc": 27.57,
|
|
"time": 129.8802376568783,
|
|
"param": [
|
|
{
|
|
"p": 0.0800718367099762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06708675622940063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09287844598293304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.083553247153759,
|
|
"m": 0.943537712097168
|
|
},
|
|
{
|
|
"p": 0.040993958711624146,
|
|
"m": 0.827144205570221
|
|
},
|
|
{
|
|
"p": 0.09828579425811768,
|
|
"m": 0.5347080230712891
|
|
},
|
|
{
|
|
"p": 0.06527657806873322,
|
|
"m": 0.9221885800361633
|
|
},
|
|
{
|
|
"p": 0.0787181407213211,
|
|
"m": 0.9628434777259827
|
|
},
|
|
{
|
|
"p": 0.07674044370651245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047545578330755234,
|
|
"m": 0.7330134510993958
|
|
},
|
|
{
|
|
"p": 0.07472516596317291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0734202116727829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08252128213644028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03818251192569733,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.9457017183303833,
|
|
"val_loss": 1.9287967681884766,
|
|
"acc": 32.17,
|
|
"time": 116.63850306486711,
|
|
"param": [
|
|
{
|
|
"p": 0.11050325632095337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01782486028969288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09456172585487366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09170637279748917,
|
|
"m": 0.9426546096801758
|
|
},
|
|
{
|
|
"p": 0.03159651160240173,
|
|
"m": 0.8755472302436829
|
|
},
|
|
{
|
|
"p": 0.05525946989655495,
|
|
"m": 0.5378268957138062
|
|
},
|
|
{
|
|
"p": 0.07352529466152191,
|
|
"m": 0.9760787487030029
|
|
},
|
|
{
|
|
"p": 0.08137191832065582,
|
|
"m": 0.9072813391685486
|
|
},
|
|
{
|
|
"p": 0.07849975675344467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08406995981931686,
|
|
"m": 0.7753799557685852
|
|
},
|
|
{
|
|
"p": 0.05726328864693642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697188749909401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09675293415784836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05734576657414436,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.779755711555481,
|
|
"val_loss": 1.810616135597229,
|
|
"acc": 35.97,
|
|
"time": 134.04692402412184,
|
|
"param": [
|
|
{
|
|
"p": 0.10127507150173187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09183245152235031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04566347226500511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08030467480421066,
|
|
"m": 0.9065476655960083
|
|
},
|
|
{
|
|
"p": 0.023286692798137665,
|
|
"m": 0.7983408570289612
|
|
},
|
|
{
|
|
"p": 0.08395511656999588,
|
|
"m": 0.8442242741584778
|
|
},
|
|
{
|
|
"p": 0.07261206209659576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011620244942605495,
|
|
"m": 0.8974890112876892
|
|
},
|
|
{
|
|
"p": 0.07065383344888687,
|
|
"m": 0.9698460102081299
|
|
},
|
|
{
|
|
"p": 0.0854191780090332,
|
|
"m": 0.7910072207450867
|
|
},
|
|
{
|
|
"p": 0.03542646765708923,
|
|
"m": 0.9903355836868286
|
|
},
|
|
{
|
|
"p": 0.07889938354492188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07304301112890244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14600835740566254,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.851560354232788,
|
|
"val_loss": 1.652033805847168,
|
|
"acc": 40.14,
|
|
"time": 135.10419621993788,
|
|
"param": [
|
|
{
|
|
"p": 0.08459988981485367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0601230226457119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08727338165044785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08358420431613922,
|
|
"m": 0.905771017074585
|
|
},
|
|
{
|
|
"p": 0.0820465013384819,
|
|
"m": 0.4666743576526642
|
|
},
|
|
{
|
|
"p": 0.055760156363248825,
|
|
"m": 0.9672980904579163
|
|
},
|
|
{
|
|
"p": 0.06662723422050476,
|
|
"m": 0.938413679599762
|
|
},
|
|
{
|
|
"p": 0.03727281838655472,
|
|
"m": 0.9980415105819702
|
|
},
|
|
{
|
|
"p": 0.05828921124339104,
|
|
"m": 0.9958575963973999
|
|
},
|
|
{
|
|
"p": 0.06341579556465149,
|
|
"m": 0.5459501147270203
|
|
},
|
|
{
|
|
"p": 0.08800908178091049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07509244978427887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09009750187397003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780873984098434,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.6313557624816895,
|
|
"val_loss": 1.5792670249938965,
|
|
"acc": 43.84,
|
|
"time": 125.447044481989,
|
|
"param": [
|
|
{
|
|
"p": 0.116734080016613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055516429245471954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042322371155023575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10218876600265503,
|
|
"m": 0.7760680317878723
|
|
},
|
|
{
|
|
"p": 0.07054658979177475,
|
|
"m": 0.23824858665466309
|
|
},
|
|
{
|
|
"p": 0.04769223555922508,
|
|
"m": 0.9976658821105957
|
|
},
|
|
{
|
|
"p": 0.07385201752185822,
|
|
"m": 0.9460343718528748
|
|
},
|
|
{
|
|
"p": 0.07544120401144028,
|
|
"m": 0.9991443753242493
|
|
},
|
|
{
|
|
"p": 0.09385187178850174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04430612549185753,
|
|
"m": 0.5409702062606812
|
|
},
|
|
{
|
|
"p": 0.04686563462018967,
|
|
"m": 0.9941161870956421
|
|
},
|
|
{
|
|
"p": 0.06919484585523605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668557807803154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09463204443454742,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.5805679559707642,
|
|
"val_loss": 1.5585381984710693,
|
|
"acc": 45.23,
|
|
"time": 119.40196089097299,
|
|
"param": [
|
|
{
|
|
"p": 0.0954299122095108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08263177424669266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057398345321416855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06928502023220062,
|
|
"m": 0.6960094571113586
|
|
},
|
|
{
|
|
"p": 0.06210887432098389,
|
|
"m": 0.1236187294125557
|
|
},
|
|
{
|
|
"p": 0.02642199583351612,
|
|
"m": 0.9627694487571716
|
|
},
|
|
{
|
|
"p": 0.0911279246211052,
|
|
"m": 0.9788150787353516
|
|
},
|
|
{
|
|
"p": 0.07614251971244812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03919674828648567,
|
|
"m": 0.9268091320991516
|
|
},
|
|
{
|
|
"p": 0.08234590291976929,
|
|
"m": 0.5648773312568665
|
|
},
|
|
{
|
|
"p": 0.09689505398273468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07951889932155609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05831684172153473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08318012207746506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.5479143857955933,
|
|
"val_loss": 1.5322136878967285,
|
|
"acc": 45.56,
|
|
"time": 130.30635179718956,
|
|
"param": [
|
|
{
|
|
"p": 0.09458110481500626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04627698287367821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798882246017456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07536134123802185,
|
|
"m": 0.7676578164100647
|
|
},
|
|
{
|
|
"p": 0.08531307429075241,
|
|
"m": 0.18485027551651
|
|
},
|
|
{
|
|
"p": 0.08841611444950104,
|
|
"m": 0.9583285450935364
|
|
},
|
|
{
|
|
"p": 0.0813736617565155,
|
|
"m": 0.9726100564002991
|
|
},
|
|
{
|
|
"p": 0.04424707964062691,
|
|
"m": 0.9805304408073425
|
|
},
|
|
{
|
|
"p": 0.057638172060251236,
|
|
"m": 0.9871594905853271
|
|
},
|
|
{
|
|
"p": 0.06123530864715576,
|
|
"m": 0.5715487599372864
|
|
},
|
|
{
|
|
"p": 0.06921040266752243,
|
|
"m": 0.9979618787765503
|
|
},
|
|
{
|
|
"p": 0.061750058084726334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09287048876285553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0618380568921566,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.6239041090011597,
|
|
"val_loss": 1.4938828945159912,
|
|
"acc": 50.56,
|
|
"time": 131.77368164504878,
|
|
"param": [
|
|
{
|
|
"p": 0.0665733590722084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030746260657906532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09883064031600952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05831514671444893,
|
|
"m": 0.8942863941192627
|
|
},
|
|
{
|
|
"p": 0.09984438121318817,
|
|
"m": 0.12712453305721283
|
|
},
|
|
{
|
|
"p": 0.07523062825202942,
|
|
"m": 0.9526147246360779
|
|
},
|
|
{
|
|
"p": 0.03516511991620064,
|
|
"m": 0.844389796257019
|
|
},
|
|
{
|
|
"p": 0.06428271532058716,
|
|
"m": 0.9912154674530029
|
|
},
|
|
{
|
|
"p": 0.05084119364619255,
|
|
"m": 0.9997437000274658
|
|
},
|
|
{
|
|
"p": 0.10724949091672897,
|
|
"m": 0.6788411140441895
|
|
},
|
|
{
|
|
"p": 0.0771135464310646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08498484641313553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08424578607082367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06657694280147552,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.493394136428833,
|
|
"val_loss": 1.4464428424835205,
|
|
"acc": 49.23,
|
|
"time": 131.62889005499892,
|
|
"param": [
|
|
{
|
|
"p": 0.08862193673849106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06304839998483658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07951030135154724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0690804049372673,
|
|
"m": 0.9400649666786194
|
|
},
|
|
{
|
|
"p": 0.05235129967331886,
|
|
"m": 0.07576987147331238
|
|
},
|
|
{
|
|
"p": 0.0741942748427391,
|
|
"m": 0.9019889235496521
|
|
},
|
|
{
|
|
"p": 0.07775577902793884,
|
|
"m": 0.826188862323761
|
|
},
|
|
{
|
|
"p": 0.08336944133043289,
|
|
"m": 0.9738719463348389
|
|
},
|
|
{
|
|
"p": 0.07253812998533249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061785049736499786,
|
|
"m": 0.6387025713920593
|
|
},
|
|
{
|
|
"p": 0.03852004185318947,
|
|
"m": 0.9999455809593201
|
|
},
|
|
{
|
|
"p": 0.08610982447862625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07441955804824829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07869561016559601,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.381999135017395,
|
|
"val_loss": 1.6072773933410645,
|
|
"acc": 48.23,
|
|
"time": 127.28817127505317,
|
|
"param": [
|
|
{
|
|
"p": 0.053963564336299896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04453158751130104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10872054845094681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05320625752210617,
|
|
"m": 0.9042742848396301
|
|
},
|
|
{
|
|
"p": 0.07615316659212112,
|
|
"m": 0.1690525859594345
|
|
},
|
|
{
|
|
"p": 0.0686071589589119,
|
|
"m": 0.8717520833015442
|
|
},
|
|
{
|
|
"p": 0.08658816665410995,
|
|
"m": 0.7343050241470337
|
|
},
|
|
{
|
|
"p": 0.09439688175916672,
|
|
"m": 0.9275122880935669
|
|
},
|
|
{
|
|
"p": 0.06431334465742111,
|
|
"m": 0.9911962151527405
|
|
},
|
|
{
|
|
"p": 0.08224905282258987,
|
|
"m": 0.7030065655708313
|
|
},
|
|
{
|
|
"p": 0.08638827502727509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08054904639720917,
|
|
"m": 0.9977169036865234
|
|
},
|
|
{
|
|
"p": 0.06113506853580475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039198022335767746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.4735467433929443,
|
|
"val_loss": 1.4781417846679688,
|
|
"acc": 50.83,
|
|
"time": 129.6798358070664,
|
|
"param": [
|
|
{
|
|
"p": 0.10243382304906845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03183108940720558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09054800868034363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0858227014541626,
|
|
"m": 0.9715796113014221
|
|
},
|
|
{
|
|
"p": 0.09978905320167542,
|
|
"m": 0.11373288184404373
|
|
},
|
|
{
|
|
"p": 0.09362993389368057,
|
|
"m": 0.6901408433914185
|
|
},
|
|
{
|
|
"p": 0.07909845560789108,
|
|
"m": 0.5371893048286438
|
|
},
|
|
{
|
|
"p": 0.0520552396774292,
|
|
"m": 0.9172587990760803
|
|
},
|
|
{
|
|
"p": 0.05357814207673073,
|
|
"m": 0.9966556429862976
|
|
},
|
|
{
|
|
"p": 0.0709080919623375,
|
|
"m": 0.7320406436920166
|
|
},
|
|
{
|
|
"p": 0.07424449175596237,
|
|
"m": 0.99839186668396
|
|
},
|
|
{
|
|
"p": 0.07686635106801987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07211942970752716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017075199633836746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.4327590465545654,
|
|
"val_loss": 1.3414263725280762,
|
|
"acc": 53.91,
|
|
"time": 131.03518009907566,
|
|
"param": [
|
|
{
|
|
"p": 0.06054152920842171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03869662433862686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09933596104383469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0841958150267601,
|
|
"m": 0.9600833654403687
|
|
},
|
|
{
|
|
"p": 0.08126302808523178,
|
|
"m": 0.1785392165184021
|
|
},
|
|
{
|
|
"p": 0.07668189704418182,
|
|
"m": 0.8790037035942078
|
|
},
|
|
{
|
|
"p": 0.07424658536911011,
|
|
"m": 0.5813798904418945
|
|
},
|
|
{
|
|
"p": 0.07406545430421829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07488424330949783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08619457483291626,
|
|
"m": 0.7914340496063232
|
|
},
|
|
{
|
|
"p": 0.05779790133237839,
|
|
"m": 0.9918149709701538
|
|
},
|
|
{
|
|
"p": 0.07150761783123016,
|
|
"m": 0.9667161107063293
|
|
},
|
|
{
|
|
"p": 0.07911216467618942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041476648300886154,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.4583626985549927,
|
|
"val_loss": 1.2943291664123535,
|
|
"acc": 54.26,
|
|
"time": 132.3784405051265,
|
|
"param": [
|
|
{
|
|
"p": 0.10539432615041733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025659237056970596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09674792736768723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05057850852608681,
|
|
"m": 0.8873865604400635
|
|
},
|
|
{
|
|
"p": 0.09478084743022919,
|
|
"m": 0.15434519946575165
|
|
},
|
|
{
|
|
"p": 0.062130045145750046,
|
|
"m": 0.8886749744415283
|
|
},
|
|
{
|
|
"p": 0.07371935248374939,
|
|
"m": 0.584592342376709
|
|
},
|
|
{
|
|
"p": 0.06911332160234451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07350341975688934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07828187197446823,
|
|
"m": 0.7691966891288757
|
|
},
|
|
{
|
|
"p": 0.047995638102293015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06864693760871887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09561872482299805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057829756289720535,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.366132140159607,
|
|
"val_loss": 1.1732407808303833,
|
|
"acc": 56.34,
|
|
"time": 129.4566005130764,
|
|
"param": [
|
|
{
|
|
"p": 0.07181242853403091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04081816226243973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05336233600974083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08204035460948944,
|
|
"m": 0.8862261176109314
|
|
},
|
|
{
|
|
"p": 0.09674764424562454,
|
|
"m": 0.1487891525030136
|
|
},
|
|
{
|
|
"p": 0.07963410764932632,
|
|
"m": 0.8842480182647705
|
|
},
|
|
{
|
|
"p": 0.07883670926094055,
|
|
"m": 0.7928787469863892
|
|
},
|
|
{
|
|
"p": 0.0618460550904274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08175835758447647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08743468672037125,
|
|
"m": 0.8858129978179932
|
|
},
|
|
{
|
|
"p": 0.05463813245296478,
|
|
"m": 0.9960252642631531
|
|
},
|
|
{
|
|
"p": 0.08003200590610504,
|
|
"m": 0.9999555945396423
|
|
},
|
|
{
|
|
"p": 0.0796930342912674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05134594812989235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.2790707349777222,
|
|
"val_loss": 1.1433184146881104,
|
|
"acc": 57.57,
|
|
"time": 113.45094587095082,
|
|
"param": [
|
|
{
|
|
"p": 0.1008705422282219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027526017278432846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09047827869653702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03925809636712074,
|
|
"m": 0.9036878943443298
|
|
},
|
|
{
|
|
"p": 0.08457513898611069,
|
|
"m": 0.14299015700817108
|
|
},
|
|
{
|
|
"p": 0.07064050436019897,
|
|
"m": 0.7828419208526611
|
|
},
|
|
{
|
|
"p": 0.055872540920972824,
|
|
"m": 0.7089571952819824
|
|
},
|
|
{
|
|
"p": 0.06381694227457047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09395383298397064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06242968142032623,
|
|
"m": 0.9055593013763428
|
|
},
|
|
{
|
|
"p": 0.052384331822395325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06328973919153214,
|
|
"m": 0.9954165816307068
|
|
},
|
|
{
|
|
"p": 0.11494885385036469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07995544373989105,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.3778594732284546,
|
|
"val_loss": 1.1985892057418823,
|
|
"acc": 57.29,
|
|
"time": 133.8866243851371,
|
|
"param": [
|
|
{
|
|
"p": 0.09046317636966705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04394599795341492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06283541023731232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07627309858798981,
|
|
"m": 0.9500406384468079
|
|
},
|
|
{
|
|
"p": 0.06017952039837837,
|
|
"m": 0.19247855246067047
|
|
},
|
|
{
|
|
"p": 0.051270924508571625,
|
|
"m": 0.8679133653640747
|
|
},
|
|
{
|
|
"p": 0.05096181854605675,
|
|
"m": 0.7458173632621765
|
|
},
|
|
{
|
|
"p": 0.08387094736099243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576757669448853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0822836309671402,
|
|
"m": 0.9390880465507507
|
|
},
|
|
{
|
|
"p": 0.0682985708117485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08511330932378769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09344269335269928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07529332488775253,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.5212815999984741,
|
|
"val_loss": 1.2261466979980469,
|
|
"acc": 57.75,
|
|
"time": 133.14890589006245,
|
|
"param": [
|
|
{
|
|
"p": 0.09365309774875641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04282669723033905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05331452935934067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06745322793722153,
|
|
"m": 0.9905684590339661
|
|
},
|
|
{
|
|
"p": 0.0900949016213417,
|
|
"m": 0.23520584404468536
|
|
},
|
|
{
|
|
"p": 0.07356718927621841,
|
|
"m": 0.7823531627655029
|
|
},
|
|
{
|
|
"p": 0.05863361060619354,
|
|
"m": 0.7967082858085632
|
|
},
|
|
{
|
|
"p": 0.07857196778059006,
|
|
"m": 0.9911587238311768
|
|
},
|
|
{
|
|
"p": 0.05827201530337334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374420762062073,
|
|
"m": 0.9995183944702148
|
|
},
|
|
{
|
|
"p": 0.07238618284463882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08357727527618408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06702811270952225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687690645456314,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.2680702209472656,
|
|
"val_loss": 1.2449321746826172,
|
|
"acc": 56.77,
|
|
"time": 136.3456408639904,
|
|
"param": [
|
|
{
|
|
"p": 0.09597460925579071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04273305460810661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07080639898777008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049851082265377045,
|
|
"m": 0.8938854336738586
|
|
},
|
|
{
|
|
"p": 0.06832911819219589,
|
|
"m": 0.11930274963378906
|
|
},
|
|
{
|
|
"p": 0.05814778059720993,
|
|
"m": 0.7410959005355835
|
|
},
|
|
{
|
|
"p": 0.057188212871551514,
|
|
"m": 0.930496096611023
|
|
},
|
|
{
|
|
"p": 0.0835164412856102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451599299907684,
|
|
"m": 0.9998106956481934
|
|
},
|
|
{
|
|
"p": 0.07554568350315094,
|
|
"m": 0.9919634461402893
|
|
},
|
|
{
|
|
"p": 0.09465160965919495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805390253663063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09592234343290329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0622786320745945,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.3546535968780518,
|
|
"val_loss": 1.1980465650558472,
|
|
"acc": 59.11,
|
|
"time": 116.14150415407494,
|
|
"param": [
|
|
{
|
|
"p": 0.06726012378931046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04146277531981468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09184844046831131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05061492323875427,
|
|
"m": 0.9090497493743896
|
|
},
|
|
{
|
|
"p": 0.06244587153196335,
|
|
"m": 0.17232780158519745
|
|
},
|
|
{
|
|
"p": 0.07542294263839722,
|
|
"m": 0.7692752480506897
|
|
},
|
|
{
|
|
"p": 0.07184041291475296,
|
|
"m": 0.8910836577415466
|
|
},
|
|
{
|
|
"p": 0.06158741936087608,
|
|
"m": 0.9994173049926758
|
|
},
|
|
{
|
|
"p": 0.05085382238030434,
|
|
"m": 0.9568676948547363
|
|
},
|
|
{
|
|
"p": 0.09004268795251846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124257624149323,
|
|
"m": 0.965727686882019
|
|
},
|
|
{
|
|
"p": 0.08622774481773376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417268306016922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09497763216495514,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.2565196752548218,
|
|
"val_loss": 1.102341890335083,
|
|
"acc": 60.19,
|
|
"time": 118.50755016016774,
|
|
"param": [
|
|
{
|
|
"p": 0.06857959926128387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045989926904439926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0763561949133873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0589599572122097,
|
|
"m": 0.9000979065895081
|
|
},
|
|
{
|
|
"p": 0.09210974723100662,
|
|
"m": 0.20669133961200714
|
|
},
|
|
{
|
|
"p": 0.0828443318605423,
|
|
"m": 0.5797281861305237
|
|
},
|
|
{
|
|
"p": 0.06701622158288956,
|
|
"m": 0.8523111939430237
|
|
},
|
|
{
|
|
"p": 0.0663410872220993,
|
|
"m": 0.968637228012085
|
|
},
|
|
{
|
|
"p": 0.06030641868710518,
|
|
"m": 0.9789537787437439
|
|
},
|
|
{
|
|
"p": 0.10775076597929001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07330384105443954,
|
|
"m": 0.9589518308639526
|
|
},
|
|
{
|
|
"p": 0.07604151219129562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08328883349895477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04111167788505554,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.2921853065490723,
|
|
"val_loss": 1.1225693225860596,
|
|
"acc": 60.29,
|
|
"time": 124.35369849088602,
|
|
"param": [
|
|
{
|
|
"p": 0.07171323895454407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04414837434887886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08821564167737961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059329379349946976,
|
|
"m": 0.9035364985466003
|
|
},
|
|
{
|
|
"p": 0.06091441959142685,
|
|
"m": 0.15532563626766205
|
|
},
|
|
{
|
|
"p": 0.06803276389837265,
|
|
"m": 0.6699214577674866
|
|
},
|
|
{
|
|
"p": 0.05559692531824112,
|
|
"m": 0.9238542914390564
|
|
},
|
|
{
|
|
"p": 0.08125120401382446,
|
|
"m": 0.9507488012313843
|
|
},
|
|
{
|
|
"p": 0.08811597526073456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0764419287443161,
|
|
"m": 0.9102987051010132
|
|
},
|
|
{
|
|
"p": 0.08854125440120697,
|
|
"m": 0.9999958276748657
|
|
},
|
|
{
|
|
"p": 0.07478361576795578,
|
|
"m": 0.9946544170379639
|
|
},
|
|
{
|
|
"p": 0.08688097447156906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056034162640571594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.285737156867981,
|
|
"val_loss": 1.0109779834747314,
|
|
"acc": 59.96,
|
|
"time": 137.63297303183936,
|
|
"param": [
|
|
{
|
|
"p": 0.07532969862222672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04402237385511398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0879141166806221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06160612776875496,
|
|
"m": 0.9550999402999878
|
|
},
|
|
{
|
|
"p": 0.0710713267326355,
|
|
"m": 0.13405093550682068
|
|
},
|
|
{
|
|
"p": 0.06436854600906372,
|
|
"m": 0.7611752152442932
|
|
},
|
|
{
|
|
"p": 0.05982127785682678,
|
|
"m": 0.9000360369682312
|
|
},
|
|
{
|
|
"p": 0.08977073431015015,
|
|
"m": 0.9908313751220703
|
|
},
|
|
{
|
|
"p": 0.0829196348786354,
|
|
"m": 0.9986749887466431
|
|
},
|
|
{
|
|
"p": 0.07939501106739044,
|
|
"m": 0.9650570750236511
|
|
},
|
|
{
|
|
"p": 0.06805767863988876,
|
|
"m": 0.9996381998062134
|
|
},
|
|
{
|
|
"p": 0.07216928154230118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07307741045951843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07047674804925919,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.0968743562698364,
|
|
"val_loss": 1.0874059200286865,
|
|
"acc": 61.09,
|
|
"time": 135.1535969269462,
|
|
"param": [
|
|
{
|
|
"p": 0.08878850191831589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03620458394289017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751180499792099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06694657355546951,
|
|
"m": 0.8701695203781128
|
|
},
|
|
{
|
|
"p": 0.07334424555301666,
|
|
"m": 0.20955774188041687
|
|
},
|
|
{
|
|
"p": 0.07807531952857971,
|
|
"m": 0.734021782875061
|
|
},
|
|
{
|
|
"p": 0.056896403431892395,
|
|
"m": 0.8659265637397766
|
|
},
|
|
{
|
|
"p": 0.05771807208657265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08342640846967697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09095504879951477,
|
|
"m": 0.9821419715881348
|
|
},
|
|
{
|
|
"p": 0.057655151933431625,
|
|
"m": 0.998371958732605
|
|
},
|
|
{
|
|
"p": 0.09568313509225845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0762578472495079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06293066591024399,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.1691806316375732,
|
|
"val_loss": 1.0487421751022339,
|
|
"acc": 61.86,
|
|
"time": 129.6941649520304,
|
|
"param": [
|
|
{
|
|
"p": 0.09602180123329163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04455685243010521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0676526352763176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032811641693115,
|
|
"m": 0.8606095910072327
|
|
},
|
|
{
|
|
"p": 0.08085059374570847,
|
|
"m": 0.163710355758667
|
|
},
|
|
{
|
|
"p": 0.08025763183832169,
|
|
"m": 0.6648756861686707
|
|
},
|
|
{
|
|
"p": 0.07747248560190201,
|
|
"m": 0.9685570001602173
|
|
},
|
|
{
|
|
"p": 0.09761977195739746,
|
|
"m": 0.925870954990387
|
|
},
|
|
{
|
|
"p": 0.06900806725025177,
|
|
"m": 0.9922881722450256
|
|
},
|
|
{
|
|
"p": 0.06222525238990784,
|
|
"m": 0.9335184097290039
|
|
},
|
|
{
|
|
"p": 0.03475019708275795,
|
|
"m": 0.990270733833313
|
|
},
|
|
{
|
|
"p": 0.09265422075986862,
|
|
"m": 0.9977650046348572
|
|
},
|
|
{
|
|
"p": 0.08469219505786896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04191022738814354,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.0674939155578613,
|
|
"val_loss": 1.1207525730133057,
|
|
"acc": 62.48,
|
|
"time": 121.57906014611945,
|
|
"param": [
|
|
{
|
|
"p": 0.08078686892986298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04490301385521889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09636389464139938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06812366098165512,
|
|
"m": 0.795673668384552
|
|
},
|
|
{
|
|
"p": 0.07297109067440033,
|
|
"m": 0.052788592875003815
|
|
},
|
|
{
|
|
"p": 0.05853530764579773,
|
|
"m": 0.4877931475639343
|
|
},
|
|
{
|
|
"p": 0.058783598244190216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08878229558467865,
|
|
"m": 0.733818769454956
|
|
},
|
|
{
|
|
"p": 0.08109281212091446,
|
|
"m": 0.9893864989280701
|
|
},
|
|
{
|
|
"p": 0.10072387754917145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055849168449640274,
|
|
"m": 0.9991003274917603
|
|
},
|
|
{
|
|
"p": 0.08222261816263199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06786660104990005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04299524798989296,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.1408506631851196,
|
|
"val_loss": 1.0214121341705322,
|
|
"acc": 62.71,
|
|
"time": 130.40312994201668,
|
|
"param": [
|
|
{
|
|
"p": 0.08701643347740173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05883995071053505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07799214869737625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060011446475982666,
|
|
"m": 0.8041768074035645
|
|
},
|
|
{
|
|
"p": 0.05194174125790596,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06703438609838486,
|
|
"m": 0.4245566129684448
|
|
},
|
|
{
|
|
"p": 0.0646447166800499,
|
|
"m": 0.9742828607559204
|
|
},
|
|
{
|
|
"p": 0.08638188987970352,
|
|
"m": 0.8532059788703918
|
|
},
|
|
{
|
|
"p": 0.056496307253837585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07938257604837418,
|
|
"m": 0.9938995838165283
|
|
},
|
|
{
|
|
"p": 0.0500296987593174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08901651948690414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09965671598911285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715554878115654,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.0310240983963013,
|
|
"val_loss": 1.257737636566162,
|
|
"acc": 62.79,
|
|
"time": 126.91878562397324,
|
|
"param": [
|
|
{
|
|
"p": 0.07512911409139633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0619204081594944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0968644842505455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05858631432056427,
|
|
"m": 0.7710782289505005
|
|
},
|
|
{
|
|
"p": 0.06268052011728287,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07558602094650269,
|
|
"m": 0.34395161271095276
|
|
},
|
|
{
|
|
"p": 0.0585111640393734,
|
|
"m": 0.8553836345672607
|
|
},
|
|
{
|
|
"p": 0.06400509178638458,
|
|
"m": 0.9794145822525024
|
|
},
|
|
{
|
|
"p": 0.06977072358131409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08620907366275787,
|
|
"m": 0.9734387993812561
|
|
},
|
|
{
|
|
"p": 0.062270112335681915,
|
|
"m": 0.9836083054542542
|
|
},
|
|
{
|
|
"p": 0.047594327479600906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09119769930839539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0896749421954155,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.1163032054901123,
|
|
"val_loss": 1.055090069770813,
|
|
"acc": 64.53,
|
|
"time": 123.7033623768948,
|
|
"param": [
|
|
{
|
|
"p": 0.06350544840097427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04172539710998535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.080533467233181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05125957727432251,
|
|
"m": 0.8046224117279053
|
|
},
|
|
{
|
|
"p": 0.07981954514980316,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07960455119609833,
|
|
"m": 0.48604825139045715
|
|
},
|
|
{
|
|
"p": 0.08317161351442337,
|
|
"m": 0.7850812077522278
|
|
},
|
|
{
|
|
"p": 0.07971461862325668,
|
|
"m": 0.9884371161460876
|
|
},
|
|
{
|
|
"p": 0.057086434215307236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06985832750797272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09986605495214462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09642790257930756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07327086478471756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04415621608495712,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.1848933696746826,
|
|
"val_loss": 1.1719605922698975,
|
|
"acc": 64.53,
|
|
"time": 119.79147742688656,
|
|
"param": [
|
|
{
|
|
"p": 0.06103438138961792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06090088188648224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1033986285328865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071876160800457,
|
|
"m": 0.7568904757499695
|
|
},
|
|
{
|
|
"p": 0.10332676768302917,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06426716595888138,
|
|
"m": 0.4992002844810486
|
|
},
|
|
{
|
|
"p": 0.0874147042632103,
|
|
"m": 0.8892972469329834
|
|
},
|
|
{
|
|
"p": 0.07420126348733902,
|
|
"m": 0.9943099617958069
|
|
},
|
|
{
|
|
"p": 0.029896683990955353,
|
|
"m": 0.987909734249115
|
|
},
|
|
{
|
|
"p": 0.08145266026258469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04856068640947342,
|
|
"m": 0.9128504395484924
|
|
},
|
|
{
|
|
"p": 0.07887733727693558,
|
|
"m": 0.9994341731071472
|
|
},
|
|
{
|
|
"p": 0.07752774655818939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057264965027570724,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.2463136911392212,
|
|
"val_loss": 0.996799886226654,
|
|
"acc": 65.47,
|
|
"time": 131.64433800498955,
|
|
"param": [
|
|
{
|
|
"p": 0.08760274201631546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127006769180298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040219493210315704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04187002032995224,
|
|
"m": 0.7411882281303406
|
|
},
|
|
{
|
|
"p": 0.08753375709056854,
|
|
"m": 0.12695635855197906
|
|
},
|
|
{
|
|
"p": 0.07839891314506531,
|
|
"m": 0.6776419878005981
|
|
},
|
|
{
|
|
"p": 0.015816600993275642,
|
|
"m": 0.8947892189025879
|
|
},
|
|
{
|
|
"p": 0.06768813729286194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07350482791662216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08191310614347458,
|
|
"m": 0.9983500838279724
|
|
},
|
|
{
|
|
"p": 0.07550717145204544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1134907603263855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11135577410459518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07382859289646149,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.9754362106323242,
|
|
"val_loss": 1.1168501377105713,
|
|
"acc": 64.5,
|
|
"time": 132.9630289839115,
|
|
"param": [
|
|
{
|
|
"p": 0.07108612358570099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019856968894600868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06965537369251251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08192560076713562,
|
|
"m": 0.8078403472900391
|
|
},
|
|
{
|
|
"p": 0.06884326785802841,
|
|
"m": 0.20921583473682404
|
|
},
|
|
{
|
|
"p": 0.09809739887714386,
|
|
"m": 0.6283331513404846
|
|
},
|
|
{
|
|
"p": 0.03690755367279053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08165831118822098,
|
|
"m": 0.9288011789321899
|
|
},
|
|
{
|
|
"p": 0.07082478702068329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0639820396900177,
|
|
"m": 0.942816436290741
|
|
},
|
|
{
|
|
"p": 0.1167774349451065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07184058427810669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032141834497452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07822316139936447,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.1935250759124756,
|
|
"val_loss": 1.0832463502883911,
|
|
"acc": 64.42,
|
|
"time": 131.06376747391187,
|
|
"param": [
|
|
{
|
|
"p": 0.09248214215040207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06147927790880203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08278048783540726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0660950094461441,
|
|
"m": 0.7590228915214539
|
|
},
|
|
{
|
|
"p": 0.08533213287591934,
|
|
"m": 0.22851817309856415
|
|
},
|
|
{
|
|
"p": 0.0848798006772995,
|
|
"m": 0.744965136051178
|
|
},
|
|
{
|
|
"p": 0.08997348695993423,
|
|
"m": 0.8930820822715759
|
|
},
|
|
{
|
|
"p": 0.05421954020857811,
|
|
"m": 0.8631604909896851
|
|
},
|
|
{
|
|
"p": 0.04232950881123543,
|
|
"m": 0.9658931493759155
|
|
},
|
|
{
|
|
"p": 0.06194479018449783,
|
|
"m": 0.9818342924118042
|
|
},
|
|
{
|
|
"p": 0.04466227442026138,
|
|
"m": 0.9598175287246704
|
|
},
|
|
{
|
|
"p": 0.09250368177890778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.084896020591259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056421853601932526,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.071218490600586,
|
|
"val_loss": 1.0414314270019531,
|
|
"acc": 66.26,
|
|
"time": 132.92881064093672,
|
|
"param": [
|
|
{
|
|
"p": 0.07987634092569351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05965643748641014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07555950433015823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989028096199036,
|
|
"m": 0.8244912624359131
|
|
},
|
|
{
|
|
"p": 0.06637123227119446,
|
|
"m": 0.24814876914024353
|
|
},
|
|
{
|
|
"p": 0.05834219604730606,
|
|
"m": 0.671341598033905
|
|
},
|
|
{
|
|
"p": 0.10225944966077805,
|
|
"m": 0.8292049169540405
|
|
},
|
|
{
|
|
"p": 0.05600154027342796,
|
|
"m": 0.8437811136245728
|
|
},
|
|
{
|
|
"p": 0.05994854122400284,
|
|
"m": 0.9494292140007019
|
|
},
|
|
{
|
|
"p": 0.09559917449951172,
|
|
"m": 0.999281644821167
|
|
},
|
|
{
|
|
"p": 0.08596845716238022,
|
|
"m": 0.9810039401054382
|
|
},
|
|
{
|
|
"p": 0.07806297391653061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0370582714676857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06540560722351074,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.9995571970939636,
|
|
"val_loss": 1.0656496286392212,
|
|
"acc": 64.99,
|
|
"time": 133.13978305109777,
|
|
"param": [
|
|
{
|
|
"p": 0.09063570201396942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053926169872283936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0722113624215126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843577325344086,
|
|
"m": 0.7780342698097229
|
|
},
|
|
{
|
|
"p": 0.0735781341791153,
|
|
"m": 0.19952525198459625
|
|
},
|
|
{
|
|
"p": 0.058202262967824936,
|
|
"m": 0.5890421867370605
|
|
},
|
|
{
|
|
"p": 0.05983090400695801,
|
|
"m": 0.922024667263031
|
|
},
|
|
{
|
|
"p": 0.08339978754520416,
|
|
"m": 0.9992860555648804
|
|
},
|
|
{
|
|
"p": 0.06492483615875244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798587054014206,
|
|
"m": 0.9977527260780334
|
|
},
|
|
{
|
|
"p": 0.07717017084360123,
|
|
"m": 0.9993471503257751
|
|
},
|
|
{
|
|
"p": 0.07815210521221161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06487181782722473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07480229437351227,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.9046630859375,
|
|
"val_loss": 1.0290369987487793,
|
|
"acc": 64.2,
|
|
"time": 133.0858638661448,
|
|
"param": [
|
|
{
|
|
"p": 0.0718657448887825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055530332028865814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08768829703330994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447114050388336,
|
|
"m": 0.8030625581741333
|
|
},
|
|
{
|
|
"p": 0.07475003600120544,
|
|
"m": 0.27455660700798035
|
|
},
|
|
{
|
|
"p": 0.07596363872289658,
|
|
"m": 0.6176591515541077
|
|
},
|
|
{
|
|
"p": 0.05092594400048256,
|
|
"m": 0.9769973754882812
|
|
},
|
|
{
|
|
"p": 0.0631442442536354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315715402364731,
|
|
"m": 0.9907646179199219
|
|
},
|
|
{
|
|
"p": 0.07254825532436371,
|
|
"m": 0.9570537209510803
|
|
},
|
|
{
|
|
"p": 0.050104714930057526,
|
|
"m": 0.9991885423660278
|
|
},
|
|
{
|
|
"p": 0.09146461635828018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0879935473203659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039229363203049,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.8371991515159607,
|
|
"val_loss": 0.9718151688575745,
|
|
"acc": 65.13,
|
|
"time": 133.49924355116673,
|
|
"param": [
|
|
{
|
|
"p": 0.06987736374139786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033278461545705795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07096375524997711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05686134472489357,
|
|
"m": 0.768307626247406
|
|
},
|
|
{
|
|
"p": 0.04440166428685188,
|
|
"m": 0.1959630697965622
|
|
},
|
|
{
|
|
"p": 0.07462897896766663,
|
|
"m": 0.7460185289382935
|
|
},
|
|
{
|
|
"p": 0.09266190975904465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09668949246406555,
|
|
"m": 0.9998239278793335
|
|
},
|
|
{
|
|
"p": 0.06313697248697281,
|
|
"m": 0.9683879613876343
|
|
},
|
|
{
|
|
"p": 0.0839315727353096,
|
|
"m": 0.9470087289810181
|
|
},
|
|
{
|
|
"p": 0.06870148330926895,
|
|
"m": 0.9953286051750183
|
|
},
|
|
{
|
|
"p": 0.11165328323841095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09286511689424515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04034856706857681,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.9611825346946716,
|
|
"val_loss": 1.2650631666183472,
|
|
"acc": 64.18,
|
|
"time": 133.44210900785401,
|
|
"param": [
|
|
{
|
|
"p": 0.0879736915230751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05435436591506004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697886049747467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05494183301925659,
|
|
"m": 0.7862939834594727
|
|
},
|
|
{
|
|
"p": 0.06520138680934906,
|
|
"m": 0.25423869490623474
|
|
},
|
|
{
|
|
"p": 0.10969770699739456,
|
|
"m": 0.7322779297828674
|
|
},
|
|
{
|
|
"p": 0.11532052606344223,
|
|
"m": 0.8261038661003113
|
|
},
|
|
{
|
|
"p": 0.0684741884469986,
|
|
"m": 0.9864846467971802
|
|
},
|
|
{
|
|
"p": 0.055305588990449905,
|
|
"m": 0.9987819194793701
|
|
},
|
|
{
|
|
"p": 0.08335480839014053,
|
|
"m": 0.8890959024429321
|
|
},
|
|
{
|
|
"p": 0.04955248907208443,
|
|
"m": 0.8833308219909668
|
|
},
|
|
{
|
|
"p": 0.0642300695180893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07777710258960724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04402761906385422,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.8200833797454834,
|
|
"val_loss": 1.0438646078109741,
|
|
"acc": 67.49,
|
|
"time": 119.54862998682074,
|
|
"param": [
|
|
{
|
|
"p": 0.0536787174642086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02849484235048294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05430782586336136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08246598392724991,
|
|
"m": 0.844274640083313
|
|
},
|
|
{
|
|
"p": 0.09184181690216064,
|
|
"m": 0.3463868498802185
|
|
},
|
|
{
|
|
"p": 0.06686776131391525,
|
|
"m": 0.753693699836731
|
|
},
|
|
{
|
|
"p": 0.05527815967798233,
|
|
"m": 0.7276122570037842
|
|
},
|
|
{
|
|
"p": 0.047768790274858475,
|
|
"m": 0.926296055316925
|
|
},
|
|
{
|
|
"p": 0.11252333968877792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11471959948539734,
|
|
"m": 0.985392689704895
|
|
},
|
|
{
|
|
"p": 0.09445720911026001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04942619055509567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09009730070829391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05807241424918175,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.8242375254631042,
|
|
"val_loss": 0.859531044960022,
|
|
"acc": 67.1,
|
|
"time": 115.81663980102167,
|
|
"param": [
|
|
{
|
|
"p": 0.07292654365301132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07209818810224533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09275315701961517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041173603385686874,
|
|
"m": 0.780971884727478
|
|
},
|
|
{
|
|
"p": 0.05865604802966118,
|
|
"m": 0.42473694682121277
|
|
},
|
|
{
|
|
"p": 0.0446079857647419,
|
|
"m": 0.7289847731590271
|
|
},
|
|
{
|
|
"p": 0.06434209644794464,
|
|
"m": 0.6660870909690857
|
|
},
|
|
{
|
|
"p": 0.07928335666656494,
|
|
"m": 0.8825681805610657
|
|
},
|
|
{
|
|
"p": 0.055415209382772446,
|
|
"m": 0.974865198135376
|
|
},
|
|
{
|
|
"p": 0.1045272946357727,
|
|
"m": 0.9538449048995972
|
|
},
|
|
{
|
|
"p": 0.07346467673778534,
|
|
"m": 0.9683303236961365
|
|
},
|
|
{
|
|
"p": 0.07587689906358719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10093417018651962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06394069641828537,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.0201892852783203,
|
|
"val_loss": 1.0532101392745972,
|
|
"acc": 66.94,
|
|
"time": 136.57426435896195,
|
|
"param": [
|
|
{
|
|
"p": 0.08846458047628403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052492279559373856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08541986346244812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06247781589627266,
|
|
"m": 0.8060021996498108
|
|
},
|
|
{
|
|
"p": 0.07293833792209625,
|
|
"m": 0.38056477904319763
|
|
},
|
|
{
|
|
"p": 0.054055310785770416,
|
|
"m": 0.7458102703094482
|
|
},
|
|
{
|
|
"p": 0.06049460917711258,
|
|
"m": 0.5958018898963928
|
|
},
|
|
{
|
|
"p": 0.06908773630857468,
|
|
"m": 0.906981348991394
|
|
},
|
|
{
|
|
"p": 0.06595340371131897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07757017016410828,
|
|
"m": 0.9205381870269775
|
|
},
|
|
{
|
|
"p": 0.08363480120897293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08351604640483856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07688062638044357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0670144185423851,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.8696908354759216,
|
|
"val_loss": 1.1545095443725586,
|
|
"acc": 65.43,
|
|
"time": 132.1182906778995,
|
|
"param": [
|
|
{
|
|
"p": 0.09930045157670975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053413692861795425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05132245644927025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05188446864485741,
|
|
"m": 0.7460104823112488
|
|
},
|
|
{
|
|
"p": 0.06524629890918732,
|
|
"m": 0.486000120639801
|
|
},
|
|
{
|
|
"p": 0.05294768512248993,
|
|
"m": 0.7613517642021179
|
|
},
|
|
{
|
|
"p": 0.06449765712022781,
|
|
"m": 0.5724688172340393
|
|
},
|
|
{
|
|
"p": 0.05656193569302559,
|
|
"m": 0.8995281457901001
|
|
},
|
|
{
|
|
"p": 0.06886161863803864,
|
|
"m": 0.9935383796691895
|
|
},
|
|
{
|
|
"p": 0.10088758915662766,
|
|
"m": 0.9540110230445862
|
|
},
|
|
{
|
|
"p": 0.085454560816288,
|
|
"m": 0.997795045375824
|
|
},
|
|
{
|
|
"p": 0.09108176082372665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09137006849050522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716971844434738,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.8501890897750854,
|
|
"val_loss": 0.8231132626533508,
|
|
"acc": 67.22,
|
|
"time": 135.19806576194242,
|
|
"param": [
|
|
{
|
|
"p": 0.08622750639915466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04464128986001015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08077480643987656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07094431668519974,
|
|
"m": 0.738408625125885
|
|
},
|
|
{
|
|
"p": 0.03815779834985733,
|
|
"m": 0.5205388069152832
|
|
},
|
|
{
|
|
"p": 0.08157093822956085,
|
|
"m": 0.8096343278884888
|
|
},
|
|
{
|
|
"p": 0.0733804851770401,
|
|
"m": 0.7366434931755066
|
|
},
|
|
{
|
|
"p": 0.07069166004657745,
|
|
"m": 0.8079423308372498
|
|
},
|
|
{
|
|
"p": 0.07001539319753647,
|
|
"m": 0.9593010544776917
|
|
},
|
|
{
|
|
"p": 0.06958343833684921,
|
|
"m": 0.990939736366272
|
|
},
|
|
{
|
|
"p": 0.0970521867275238,
|
|
"m": 0.998433530330658
|
|
},
|
|
{
|
|
"p": 0.05109246075153351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08666825294494629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07919955998659134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.8959296941757202,
|
|
"val_loss": 0.9693808555603027,
|
|
"acc": 67.4,
|
|
"time": 126.8032630160451,
|
|
"param": [
|
|
{
|
|
"p": 0.08665241301059723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05291222780942917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07579785585403442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06528215110301971,
|
|
"m": 0.6905484795570374
|
|
},
|
|
{
|
|
"p": 0.048782240599393845,
|
|
"m": 0.532837986946106
|
|
},
|
|
{
|
|
"p": 0.07836013287305832,
|
|
"m": 0.9538717865943909
|
|
},
|
|
{
|
|
"p": 0.07180668413639069,
|
|
"m": 0.8082143664360046
|
|
},
|
|
{
|
|
"p": 0.062380485236644745,
|
|
"m": 0.7762231230735779
|
|
},
|
|
{
|
|
"p": 0.05480959638953209,
|
|
"m": 0.9479650855064392
|
|
},
|
|
{
|
|
"p": 0.07086855918169022,
|
|
"m": 0.9774441719055176
|
|
},
|
|
{
|
|
"p": 0.10266505926847458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10669523477554321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07230213284492493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050685156136751175,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.8653741478919983,
|
|
"val_loss": 0.9058533906936646,
|
|
"acc": 67.78,
|
|
"time": 125.81278522009961,
|
|
"param": [
|
|
{
|
|
"p": 0.07483585923910141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04107756167650223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05606972798705101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08976122736930847,
|
|
"m": 0.747971773147583
|
|
},
|
|
{
|
|
"p": 0.06657296419143677,
|
|
"m": 0.6678133010864258
|
|
},
|
|
{
|
|
"p": 0.06627379357814789,
|
|
"m": 0.986335039138794
|
|
},
|
|
{
|
|
"p": 0.056738272309303284,
|
|
"m": 0.8951016664505005
|
|
},
|
|
{
|
|
"p": 0.048960454761981964,
|
|
"m": 0.8094423413276672
|
|
},
|
|
{
|
|
"p": 0.09448585659265518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627914309501648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060305483639240265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09647415578365326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09800583869218826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08415964990854263,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.0800259113311768,
|
|
"val_loss": 1.0203962326049805,
|
|
"acc": 67.4,
|
|
"time": 124.39720008498989,
|
|
"param": [
|
|
{
|
|
"p": 0.09252272546291351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047268230468034744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06913168728351593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05906696990132332,
|
|
"m": 0.8231034874916077
|
|
},
|
|
{
|
|
"p": 0.06149021536111832,
|
|
"m": 0.6780132055282593
|
|
},
|
|
{
|
|
"p": 0.07120181620121002,
|
|
"m": 0.9384783506393433
|
|
},
|
|
{
|
|
"p": 0.07373307645320892,
|
|
"m": 0.9772413372993469
|
|
},
|
|
{
|
|
"p": 0.0660746768116951,
|
|
"m": 0.8182205557823181
|
|
},
|
|
{
|
|
"p": 0.08099305629730225,
|
|
"m": 0.9902992248535156
|
|
},
|
|
{
|
|
"p": 0.06338486075401306,
|
|
"m": 0.9983096122741699
|
|
},
|
|
{
|
|
"p": 0.08174020797014236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07572748512029648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08138856291770935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07627642154693604,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.8722463846206665,
|
|
"val_loss": 0.9417771100997925,
|
|
"acc": 67.56,
|
|
"time": 130.65561308991164,
|
|
"param": [
|
|
{
|
|
"p": 0.04069739580154419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03338681161403656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10051479190587997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07378636300563812,
|
|
"m": 0.8790591359138489
|
|
},
|
|
{
|
|
"p": 0.08321763575077057,
|
|
"m": 0.580184817314148
|
|
},
|
|
{
|
|
"p": 0.08020748943090439,
|
|
"m": 0.9014004468917847
|
|
},
|
|
{
|
|
"p": 0.07720962911844254,
|
|
"m": 0.8656420111656189
|
|
},
|
|
{
|
|
"p": 0.06377008557319641,
|
|
"m": 0.8179335594177246
|
|
},
|
|
{
|
|
"p": 0.05715084448456764,
|
|
"m": 0.963587760925293
|
|
},
|
|
{
|
|
"p": 0.07286344468593597,
|
|
"m": 0.9245250225067139
|
|
},
|
|
{
|
|
"p": 0.08611311763525009,
|
|
"m": 0.9866892695426941
|
|
},
|
|
{
|
|
"p": 0.09175694733858109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08731810748577118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052007388323545456,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.9722868204116821,
|
|
"val_loss": 0.6955363750457764,
|
|
"acc": 68.39,
|
|
"time": 128.82759302086197,
|
|
"param": [
|
|
{
|
|
"p": 0.07107917964458466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04236217588186264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926343381404877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07288230210542679,
|
|
"m": 0.6841303110122681
|
|
},
|
|
{
|
|
"p": 0.08744582533836365,
|
|
"m": 0.67750084400177
|
|
},
|
|
{
|
|
"p": 0.08230654150247574,
|
|
"m": 0.8243878483772278
|
|
},
|
|
{
|
|
"p": 0.06963647156953812,
|
|
"m": 0.9288161396980286
|
|
},
|
|
{
|
|
"p": 0.05697016790509224,
|
|
"m": 0.8676988482475281
|
|
},
|
|
{
|
|
"p": 0.07773351669311523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06835320591926575,
|
|
"m": 0.9119358062744141
|
|
},
|
|
{
|
|
"p": 0.05587272346019745,
|
|
"m": 0.9777982234954834
|
|
},
|
|
{
|
|
"p": 0.08448498696088791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08419673889875412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06741265952587128,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.8959643840789795,
|
|
"val_loss": 0.9668207168579102,
|
|
"acc": 67.1,
|
|
"time": 126.94346488290466,
|
|
"param": [
|
|
{
|
|
"p": 0.09707536548376083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05433279275894165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08664494007825851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058060623705387115,
|
|
"m": 0.7140761017799377
|
|
},
|
|
{
|
|
"p": 0.07654780894517899,
|
|
"m": 0.720950722694397
|
|
},
|
|
{
|
|
"p": 0.05934170261025429,
|
|
"m": 0.7741240859031677
|
|
},
|
|
{
|
|
"p": 0.06336363404989243,
|
|
"m": 0.94459468126297
|
|
},
|
|
{
|
|
"p": 0.0613831952214241,
|
|
"m": 0.9813547730445862
|
|
},
|
|
{
|
|
"p": 0.07021009176969528,
|
|
"m": 0.9824570417404175
|
|
},
|
|
{
|
|
"p": 0.06816750019788742,
|
|
"m": 0.9728630781173706
|
|
},
|
|
{
|
|
"p": 0.07226333767175674,
|
|
"m": 0.993039608001709
|
|
},
|
|
{
|
|
"p": 0.0742919072508812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08034611493349075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07797106355428696,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.93826824426651,
|
|
"val_loss": 1.029719352722168,
|
|
"acc": 67.9,
|
|
"time": 131.08972441009246,
|
|
"param": [
|
|
{
|
|
"p": 0.08498474955558777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06530268490314484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720328539609909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05117642879486084,
|
|
"m": 0.7367904186248779
|
|
},
|
|
{
|
|
"p": 0.07548344880342484,
|
|
"m": 0.7270936369895935
|
|
},
|
|
{
|
|
"p": 0.07227030396461487,
|
|
"m": 0.833805501461029
|
|
},
|
|
{
|
|
"p": 0.0569583885371685,
|
|
"m": 0.9910010695457458
|
|
},
|
|
{
|
|
"p": 0.07915133237838745,
|
|
"m": 0.9513429403305054
|
|
},
|
|
{
|
|
"p": 0.07485988736152649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943126231431961,
|
|
"m": 0.9881210327148438
|
|
},
|
|
{
|
|
"p": 0.07615286111831665,
|
|
"m": 0.9968296885490417
|
|
},
|
|
{
|
|
"p": 0.0899897888302803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07376664131879807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843936443328857,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.8831117153167725,
|
|
"val_loss": 0.8661503195762634,
|
|
"acc": 67.84,
|
|
"time": 117.38070899783634,
|
|
"param": [
|
|
{
|
|
"p": 0.03622068464756012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371074706315994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049448490142822266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056338414549827576,
|
|
"m": 0.8357071280479431
|
|
},
|
|
{
|
|
"p": 0.06773576885461807,
|
|
"m": 0.7257446646690369
|
|
},
|
|
{
|
|
"p": 0.09181660413742065,
|
|
"m": 0.8035117387771606
|
|
},
|
|
{
|
|
"p": 0.07188942283391953,
|
|
"m": 0.9341491460800171
|
|
},
|
|
{
|
|
"p": 0.07890636473894119,
|
|
"m": 0.9000962972640991
|
|
},
|
|
{
|
|
"p": 0.08074808120727539,
|
|
"m": 0.9415485262870789
|
|
},
|
|
{
|
|
"p": 0.07823071628808975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10050894320011139,
|
|
"m": 0.9184689521789551
|
|
},
|
|
{
|
|
"p": 0.054641250520944595,
|
|
"m": 0.9920951128005981
|
|
},
|
|
{
|
|
"p": 0.09263584762811661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716862320899963,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.9313627481460571,
|
|
"val_loss": 0.8592078685760498,
|
|
"acc": 68.41,
|
|
"time": 121.18535127909854,
|
|
"param": [
|
|
{
|
|
"p": 0.0805259719491005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059361059218645096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06819455325603485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07747294008731842,
|
|
"m": 0.9092600345611572
|
|
},
|
|
{
|
|
"p": 0.06253145635128021,
|
|
"m": 0.7991032004356384
|
|
},
|
|
{
|
|
"p": 0.06494690477848053,
|
|
"m": 0.9618523716926575
|
|
},
|
|
{
|
|
"p": 0.06005604565143585,
|
|
"m": 0.9593259692192078
|
|
},
|
|
{
|
|
"p": 0.06325478106737137,
|
|
"m": 0.8169416189193726
|
|
},
|
|
{
|
|
"p": 0.09041006863117218,
|
|
"m": 0.9959298372268677
|
|
},
|
|
{
|
|
"p": 0.056995831429958344,
|
|
"m": 0.9808714389801025
|
|
},
|
|
{
|
|
"p": 0.07253453880548477,
|
|
"m": 0.9701133966445923
|
|
},
|
|
{
|
|
"p": 0.08379262685775757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08009717613458633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07982603460550308,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.7144166231155396,
|
|
"val_loss": 0.8981709480285645,
|
|
"acc": 68.19,
|
|
"time": 130.8376120920293,
|
|
"param": [
|
|
{
|
|
"p": 0.07962877303361893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06504260748624802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08567320555448532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0673065036535263,
|
|
"m": 0.9341509938240051
|
|
},
|
|
{
|
|
"p": 0.08843665570020676,
|
|
"m": 0.7972884774208069
|
|
},
|
|
{
|
|
"p": 0.07408253103494644,
|
|
"m": 0.862992525100708
|
|
},
|
|
{
|
|
"p": 0.06480804830789566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07299986481666565,
|
|
"m": 0.9458953142166138
|
|
},
|
|
{
|
|
"p": 0.07557382434606552,
|
|
"m": 0.9544214010238647
|
|
},
|
|
{
|
|
"p": 0.054964594542980194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055650874972343445,
|
|
"m": 0.927944004535675
|
|
},
|
|
{
|
|
"p": 0.08159779757261276,
|
|
"m": 0.9994346499443054
|
|
},
|
|
{
|
|
"p": 0.07622671872377396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05800802260637283,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.7106814384460449,
|
|
"val_loss": 0.8419020175933838,
|
|
"acc": 69.08,
|
|
"time": 131.45847645704634,
|
|
"param": [
|
|
{
|
|
"p": 0.09316003322601318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04637100175023079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0676741749048233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054050493985414505,
|
|
"m": 0.8718405365943909
|
|
},
|
|
{
|
|
"p": 0.0180702842772007,
|
|
"m": 0.6640913486480713
|
|
},
|
|
{
|
|
"p": 0.07569406181573868,
|
|
"m": 0.8725579380989075
|
|
},
|
|
{
|
|
"p": 0.09751340746879578,
|
|
"m": 0.9332650303840637
|
|
},
|
|
{
|
|
"p": 0.05594651401042938,
|
|
"m": 0.9200179576873779
|
|
},
|
|
{
|
|
"p": 0.07575356215238571,
|
|
"m": 0.9972913861274719
|
|
},
|
|
{
|
|
"p": 0.08756376057863235,
|
|
"m": 0.9992157816886902
|
|
},
|
|
{
|
|
"p": 0.0972624272108078,
|
|
"m": 0.9975369572639465
|
|
},
|
|
{
|
|
"p": 0.08391942828893661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08847597986459732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05854486674070358,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.8799370527267456,
|
|
"val_loss": 0.9553000926971436,
|
|
"acc": 67.61,
|
|
"time": 126.0933212148957,
|
|
"param": [
|
|
{
|
|
"p": 0.07450588792562485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04243747144937515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06254535168409348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05174516886472702,
|
|
"m": 0.8494899272918701
|
|
},
|
|
{
|
|
"p": 0.07664491981267929,
|
|
"m": 0.6333394050598145
|
|
},
|
|
{
|
|
"p": 0.09725511074066162,
|
|
"m": 0.8524461984634399
|
|
},
|
|
{
|
|
"p": 0.08569114655256271,
|
|
"m": 0.8845803141593933
|
|
},
|
|
{
|
|
"p": 0.06463626027107239,
|
|
"m": 0.9990843534469604
|
|
},
|
|
{
|
|
"p": 0.06993918120861053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06838948279619217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06792677193880081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08354250341653824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08895939588546753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06578134000301361,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.6981503367424011,
|
|
"val_loss": 0.9178804755210876,
|
|
"acc": 68.07,
|
|
"time": 130.95893471199088,
|
|
"param": [
|
|
{
|
|
"p": 0.0739763081073761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05798693001270294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07027699798345566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07710879296064377,
|
|
"m": 0.9033380746841431
|
|
},
|
|
{
|
|
"p": 0.04870295897126198,
|
|
"m": 0.6119881272315979
|
|
},
|
|
{
|
|
"p": 0.03310488909482956,
|
|
"m": 0.9122902154922485
|
|
},
|
|
{
|
|
"p": 0.07529211789369583,
|
|
"m": 0.9930618405342102
|
|
},
|
|
{
|
|
"p": 0.07493430376052856,
|
|
"m": 0.9984070062637329
|
|
},
|
|
{
|
|
"p": 0.08770148456096649,
|
|
"m": 0.9903906583786011
|
|
},
|
|
{
|
|
"p": 0.08349266648292542,
|
|
"m": 0.9769453406333923
|
|
},
|
|
{
|
|
"p": 0.07393888384103775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09296026825904846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0656237080693245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08489973098039627,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.8437188267707825,
|
|
"val_loss": 1.064272403717041,
|
|
"acc": 68.68,
|
|
"time": 131.47678925702348,
|
|
"param": [
|
|
{
|
|
"p": 0.09390050172805786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052888352423906326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174742221832275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045128073543310165,
|
|
"m": 0.8334364295005798
|
|
},
|
|
{
|
|
"p": 0.06016338989138603,
|
|
"m": 0.6824768781661987
|
|
},
|
|
{
|
|
"p": 0.09932900220155716,
|
|
"m": 0.9870738983154297
|
|
},
|
|
{
|
|
"p": 0.051528505980968475,
|
|
"m": 0.959677517414093
|
|
},
|
|
{
|
|
"p": 0.0365167111158371,
|
|
"m": 0.947303831577301
|
|
},
|
|
{
|
|
"p": 0.0793384462594986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10078589618206024,
|
|
"m": 0.9749842882156372
|
|
},
|
|
{
|
|
"p": 0.11277536302804947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05366678535938263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061216287314891815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08101518452167511,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.7720173597335815,
|
|
"val_loss": 0.8185074329376221,
|
|
"acc": 69.13,
|
|
"time": 132.8747731829062,
|
|
"param": [
|
|
{
|
|
"p": 0.07438435405492783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04718347638845444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127163603901863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06753301620483398,
|
|
"m": 0.7982679009437561
|
|
},
|
|
{
|
|
"p": 0.07835034281015396,
|
|
"m": 0.7152785062789917
|
|
},
|
|
{
|
|
"p": 0.06172594055533409,
|
|
"m": 0.9340436458587646
|
|
},
|
|
{
|
|
"p": 0.04238425940275192,
|
|
"m": 0.9398447275161743
|
|
},
|
|
{
|
|
"p": 0.08720790594816208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08109480887651443,
|
|
"m": 0.9684606790542603
|
|
},
|
|
{
|
|
"p": 0.0834931880235672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08552627265453339,
|
|
"m": 0.9114909768104553
|
|
},
|
|
{
|
|
"p": 0.06673269718885422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1006498783826828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246222347021103,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.8468527793884277,
|
|
"val_loss": 0.9361542463302612,
|
|
"acc": 68.95,
|
|
"time": 133.02608356485143,
|
|
"param": [
|
|
{
|
|
"p": 0.08808151632547379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04796498641371727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052728019654750824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0735732838511467,
|
|
"m": 0.7848531603813171
|
|
},
|
|
{
|
|
"p": 0.02890009991824627,
|
|
"m": 0.7225372791290283
|
|
},
|
|
{
|
|
"p": 0.09399212896823883,
|
|
"m": 0.847808301448822
|
|
},
|
|
{
|
|
"p": 0.08909057080745697,
|
|
"m": 0.9078168272972107
|
|
},
|
|
{
|
|
"p": 0.06560913473367691,
|
|
"m": 0.8858096599578857
|
|
},
|
|
{
|
|
"p": 0.06358443200588226,
|
|
"m": 0.9929657578468323
|
|
},
|
|
{
|
|
"p": 0.0797821506857872,
|
|
"m": 0.9760913848876953
|
|
},
|
|
{
|
|
"p": 0.0648844763636589,
|
|
"m": 0.9071261286735535
|
|
},
|
|
{
|
|
"p": 0.09126723557710648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09543027728796005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0651116743683815,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.6621850728988647,
|
|
"val_loss": 1.0101022720336914,
|
|
"acc": 69.08,
|
|
"time": 132.25884328200482,
|
|
"param": [
|
|
{
|
|
"p": 0.0736721009016037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06683649867773056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05196871608495712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0452403724193573,
|
|
"m": 0.7823712825775146
|
|
},
|
|
{
|
|
"p": 0.08078368008136749,
|
|
"m": 0.6669365167617798
|
|
},
|
|
{
|
|
"p": 0.07850732654333115,
|
|
"m": 0.8721132278442383
|
|
},
|
|
{
|
|
"p": 0.07913120836019516,
|
|
"m": 0.9786742329597473
|
|
},
|
|
{
|
|
"p": 0.08396995067596436,
|
|
"m": 0.9197816252708435
|
|
},
|
|
{
|
|
"p": 0.07808464765548706,
|
|
"m": 0.9751888513565063
|
|
},
|
|
{
|
|
"p": 0.06515635550022125,
|
|
"m": 0.9554709196090698
|
|
},
|
|
{
|
|
"p": 0.07810745388269424,
|
|
"m": 0.9071086049079895
|
|
},
|
|
{
|
|
"p": 0.06969642639160156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08622737228870392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261783838272095,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.532470166683197,
|
|
"val_loss": 0.9312087297439575,
|
|
"acc": 67.62,
|
|
"time": 119.80907697300427,
|
|
"param": [
|
|
{
|
|
"p": 0.0661105290055275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05578683689236641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07536383718252182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04801909625530243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05081531032919884,
|
|
"m": 0.6269001960754395
|
|
},
|
|
{
|
|
"p": 0.0836477279663086,
|
|
"m": 0.8003225922584534
|
|
},
|
|
{
|
|
"p": 0.054234009236097336,
|
|
"m": 0.8973470330238342
|
|
},
|
|
{
|
|
"p": 0.08856989443302155,
|
|
"m": 0.8606702089309692
|
|
},
|
|
{
|
|
"p": 0.08238232135772705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07602406293153763,
|
|
"m": 0.8888628482818604
|
|
},
|
|
{
|
|
"p": 0.06043238565325737,
|
|
"m": 0.994905412197113
|
|
},
|
|
{
|
|
"p": 0.0932234525680542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08865250647068024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07673795521259308,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.787616491317749,
|
|
"val_loss": 0.955373227596283,
|
|
"acc": 67.54,
|
|
"time": 118.44209004286677,
|
|
"param": [
|
|
{
|
|
"p": 0.0774865597486496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051072582602500916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629652887582779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0841132253408432,
|
|
"m": 0.8777592182159424
|
|
},
|
|
{
|
|
"p": 0.06899645924568176,
|
|
"m": 0.6000147461891174
|
|
},
|
|
{
|
|
"p": 0.06659962981939316,
|
|
"m": 0.7309843897819519
|
|
},
|
|
{
|
|
"p": 0.020755082368850708,
|
|
"m": 0.9415256381034851
|
|
},
|
|
{
|
|
"p": 0.09310049563646317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04660109803080559,
|
|
"m": 0.9986733794212341
|
|
},
|
|
{
|
|
"p": 0.08682040870189667,
|
|
"m": 0.9878996014595032
|
|
},
|
|
{
|
|
"p": 0.08073458075523376,
|
|
"m": 0.9760962724685669
|
|
},
|
|
{
|
|
"p": 0.08409271389245987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09450138360261917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08216045051813126,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.8065025210380554,
|
|
"val_loss": 0.9655667543411255,
|
|
"acc": 69.14,
|
|
"time": 116.05126492190175,
|
|
"param": [
|
|
{
|
|
"p": 0.0847959965467453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05906757712364197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0763978660106659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05285288020968437,
|
|
"m": 0.912651777267456
|
|
},
|
|
{
|
|
"p": 0.07142510265111923,
|
|
"m": 0.5703361630439758
|
|
},
|
|
{
|
|
"p": 0.08562804013490677,
|
|
"m": 0.6729612350463867
|
|
},
|
|
{
|
|
"p": 0.07010705769062042,
|
|
"m": 0.9710767865180969
|
|
},
|
|
{
|
|
"p": 0.06180081143975258,
|
|
"m": 0.9948621988296509
|
|
},
|
|
{
|
|
"p": 0.060277651995420456,
|
|
"m": 0.9871289134025574
|
|
},
|
|
{
|
|
"p": 0.09174658358097076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06610338389873505,
|
|
"m": 0.9203739166259766
|
|
},
|
|
{
|
|
"p": 0.08838868886232376,
|
|
"m": 0.9995422959327698
|
|
},
|
|
{
|
|
"p": 0.07322957366704941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0581788532435894,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.6105116009712219,
|
|
"val_loss": 0.8842602372169495,
|
|
"acc": 68.97,
|
|
"time": 118.73179275589064,
|
|
"param": [
|
|
{
|
|
"p": 0.07503984123468399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05951420217752457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051364775747060776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062287915498018265,
|
|
"m": 0.9065997004508972
|
|
},
|
|
{
|
|
"p": 0.09165526181459427,
|
|
"m": 0.6871005296707153
|
|
},
|
|
{
|
|
"p": 0.08344491571187973,
|
|
"m": 0.7357128262519836
|
|
},
|
|
{
|
|
"p": 0.08567611873149872,
|
|
"m": 0.9035254716873169
|
|
},
|
|
{
|
|
"p": 0.05485135316848755,
|
|
"m": 0.9804500341415405
|
|
},
|
|
{
|
|
"p": 0.054948896169662476,
|
|
"m": 0.9650769233703613
|
|
},
|
|
{
|
|
"p": 0.08293456584215164,
|
|
"m": 0.9856137037277222
|
|
},
|
|
{
|
|
"p": 0.08190145343542099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07013434171676636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08047319948673248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06577301770448685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.7122490406036377,
|
|
"val_loss": 1.0789026021957397,
|
|
"acc": 68.69,
|
|
"time": 129.2105777731631,
|
|
"param": [
|
|
{
|
|
"p": 0.047295570373535156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07216449826955795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06004830077290535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06546150147914886,
|
|
"m": 0.7848940491676331
|
|
},
|
|
{
|
|
"p": 0.06087406352162361,
|
|
"m": 0.8264734148979187
|
|
},
|
|
{
|
|
"p": 0.07749037444591522,
|
|
"m": 0.7724405527114868
|
|
},
|
|
{
|
|
"p": 0.08633732050657272,
|
|
"m": 0.8780470490455627
|
|
},
|
|
{
|
|
"p": 0.06693021208047867,
|
|
"m": 0.8985905051231384
|
|
},
|
|
{
|
|
"p": 0.10231399536132812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07719327509403229,
|
|
"m": 0.9547634720802307
|
|
},
|
|
{
|
|
"p": 0.09077885001897812,
|
|
"m": 0.9785031080245972
|
|
},
|
|
{
|
|
"p": 0.09176883846521378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682414099574089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03310175985097885,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.7713162302970886,
|
|
"val_loss": 0.8563070297241211,
|
|
"acc": 69.75,
|
|
"time": 136.3317463300191,
|
|
"param": [
|
|
{
|
|
"p": 0.07964938879013062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054970212280750275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0689273327589035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08928275108337402,
|
|
"m": 0.8587353825569153
|
|
},
|
|
{
|
|
"p": 0.04942939803004265,
|
|
"m": 0.7800442576408386
|
|
},
|
|
{
|
|
"p": 0.0835484191775322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08020764589309692,
|
|
"m": 0.8476313948631287
|
|
},
|
|
{
|
|
"p": 0.02536754496395588,
|
|
"m": 0.8561863899230957
|
|
},
|
|
{
|
|
"p": 0.0761963501572609,
|
|
"m": 0.9891484379768372
|
|
},
|
|
{
|
|
"p": 0.08712048083543777,
|
|
"m": 0.9891453981399536
|
|
},
|
|
{
|
|
"p": 0.0742267295718193,
|
|
"m": 0.9808688163757324
|
|
},
|
|
{
|
|
"p": 0.07717307657003403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06662244349718094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08727819472551346,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.7444908618927002,
|
|
"val_loss": 0.8508793115615845,
|
|
"acc": 68.77,
|
|
"time": 123.87895934982225,
|
|
"param": [
|
|
{
|
|
"p": 0.07801105082035065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06531369686126709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06201501190662384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568654954433441,
|
|
"m": 0.8812877535820007
|
|
},
|
|
{
|
|
"p": 0.07411716878414154,
|
|
"m": 0.8043848872184753
|
|
},
|
|
{
|
|
"p": 0.0678151547908783,
|
|
"m": 0.9391541481018066
|
|
},
|
|
{
|
|
"p": 0.0804915502667427,
|
|
"m": 0.8836334943771362
|
|
},
|
|
{
|
|
"p": 0.05402473732829094,
|
|
"m": 0.8679181933403015
|
|
},
|
|
{
|
|
"p": 0.07449452579021454,
|
|
"m": 0.9960513114929199
|
|
},
|
|
{
|
|
"p": 0.07096083462238312,
|
|
"m": 0.8861827850341797
|
|
},
|
|
{
|
|
"p": 0.07528181374073029,
|
|
"m": 0.9486066699028015
|
|
},
|
|
{
|
|
"p": 0.057392340153455734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10440894961357117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04998652637004852,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.5945728421211243,
|
|
"val_loss": 0.9854729771614075,
|
|
"acc": 69.26,
|
|
"time": 123.72780963615514,
|
|
"param": [
|
|
{
|
|
"p": 0.07751248776912689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048996392637491226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08037195354700089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04697210341691971,
|
|
"m": 0.9464042782783508
|
|
},
|
|
{
|
|
"p": 0.06885349750518799,
|
|
"m": 0.7911612391471863
|
|
},
|
|
{
|
|
"p": 0.0712122693657875,
|
|
"m": 0.9310716390609741
|
|
},
|
|
{
|
|
"p": 0.056229930371046066,
|
|
"m": 0.9651281237602234
|
|
},
|
|
{
|
|
"p": 0.060031719505786896,
|
|
"m": 0.9181174635887146
|
|
},
|
|
{
|
|
"p": 0.09921545535326004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148946076631546,
|
|
"m": 0.8857974410057068
|
|
},
|
|
{
|
|
"p": 0.06362233310937881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09443825483322144,
|
|
"m": 0.9992197751998901
|
|
},
|
|
{
|
|
"p": 0.07856707274913788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0824870690703392,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.7054473757743835,
|
|
"val_loss": 0.9703131914138794,
|
|
"acc": 68.44,
|
|
"time": 128.8302114410326,
|
|
"param": [
|
|
{
|
|
"p": 0.09219349175691605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031013337895274162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07881622761487961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08896955102682114,
|
|
"m": 0.8431569337844849
|
|
},
|
|
{
|
|
"p": 0.07016433030366898,
|
|
"m": 0.7437669634819031
|
|
},
|
|
{
|
|
"p": 0.05642743036150932,
|
|
"m": 0.9322653412818909
|
|
},
|
|
{
|
|
"p": 0.07911580055952072,
|
|
"m": 0.9389032125473022
|
|
},
|
|
{
|
|
"p": 0.04826514050364494,
|
|
"m": 0.8928265571594238
|
|
},
|
|
{
|
|
"p": 0.05252612382173538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10282844305038452,
|
|
"m": 0.9974910616874695
|
|
},
|
|
{
|
|
"p": 0.09144748002290726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07534755766391754,
|
|
"m": 0.9951111674308777
|
|
},
|
|
{
|
|
"p": 0.0883328765630722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044552162289619446,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.6566277146339417,
|
|
"val_loss": 0.9311577081680298,
|
|
"acc": 69.67,
|
|
"time": 121.15552363288589,
|
|
"param": [
|
|
{
|
|
"p": 0.086067795753479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07519160956144333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06536132097244263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08934511989355087,
|
|
"m": 0.8694561719894409
|
|
},
|
|
{
|
|
"p": 0.053476735949516296,
|
|
"m": 0.7878129482269287
|
|
},
|
|
{
|
|
"p": 0.06698421388864517,
|
|
"m": 0.8845869898796082
|
|
},
|
|
{
|
|
"p": 0.06928583234548569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753595232963562,
|
|
"m": 0.8567826151847839
|
|
},
|
|
{
|
|
"p": 0.07799182832241058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05856330320239067,
|
|
"m": 0.8149951100349426
|
|
},
|
|
{
|
|
"p": 0.07713323831558228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07859181612730026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07073358446359634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0559140108525753,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.7699467539787292,
|
|
"val_loss": 0.9394097924232483,
|
|
"acc": 69.76,
|
|
"time": 132.006566534983,
|
|
"param": [
|
|
{
|
|
"p": 0.09361225366592407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06618651002645493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07531488686800003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05639103427529335,
|
|
"m": 0.991393506526947
|
|
},
|
|
{
|
|
"p": 0.07305558025836945,
|
|
"m": 0.8419215083122253
|
|
},
|
|
{
|
|
"p": 0.07200340926647186,
|
|
"m": 0.9882697463035583
|
|
},
|
|
{
|
|
"p": 0.08364830911159515,
|
|
"m": 0.9396374225616455
|
|
},
|
|
{
|
|
"p": 0.07447761297225952,
|
|
"m": 0.9772945046424866
|
|
},
|
|
{
|
|
"p": 0.08117804676294327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447344273328781,
|
|
"m": 0.7985858917236328
|
|
},
|
|
{
|
|
"p": 0.05557630583643913,
|
|
"m": 0.9623474478721619
|
|
},
|
|
{
|
|
"p": 0.07425174117088318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0796610489487648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050169847905635834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.6767655611038208,
|
|
"val_loss": 0.8407435417175293,
|
|
"acc": 69.29,
|
|
"time": 122.51040393486619,
|
|
"param": [
|
|
{
|
|
"p": 0.07950179278850555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03926966339349747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788033783435822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08001293987035751,
|
|
"m": 0.8980963826179504
|
|
},
|
|
{
|
|
"p": 0.046962760388851166,
|
|
"m": 0.8116608262062073
|
|
},
|
|
{
|
|
"p": 0.06529505550861359,
|
|
"m": 0.9722158312797546
|
|
},
|
|
{
|
|
"p": 0.08249050378799438,
|
|
"m": 0.9831982254981995
|
|
},
|
|
{
|
|
"p": 0.060744911432266235,
|
|
"m": 0.9925879836082458
|
|
},
|
|
{
|
|
"p": 0.07894495129585266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1018601804971695,
|
|
"m": 0.8394613265991211
|
|
},
|
|
{
|
|
"p": 0.049852002412080765,
|
|
"m": 0.9712494015693665
|
|
},
|
|
{
|
|
"p": 0.07011508196592331,
|
|
"m": 0.9992812275886536
|
|
},
|
|
{
|
|
"p": 0.10966506600379944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05740475282073021,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.7848025560379028,
|
|
"val_loss": 0.9189517498016357,
|
|
"acc": 68.91,
|
|
"time": 113.2635017610155,
|
|
"param": [
|
|
{
|
|
"p": 0.07555349171161652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027408841997385025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062186066061258316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07445655018091202,
|
|
"m": 0.9820586442947388
|
|
},
|
|
{
|
|
"p": 0.05039805918931961,
|
|
"m": 0.6507403254508972
|
|
},
|
|
{
|
|
"p": 0.07629600167274475,
|
|
"m": 0.8969364762306213
|
|
},
|
|
{
|
|
"p": 0.09107211977243423,
|
|
"m": 0.9443569779396057
|
|
},
|
|
{
|
|
"p": 0.08823860436677933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06388559192419052,
|
|
"m": 0.9168183207511902
|
|
},
|
|
{
|
|
"p": 0.057957690209150314,
|
|
"m": 0.8764767050743103
|
|
},
|
|
{
|
|
"p": 0.08664588630199432,
|
|
"m": 0.9348556399345398
|
|
},
|
|
{
|
|
"p": 0.09796101599931717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.093263640999794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05467648059129715,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.5897855758666992,
|
|
"val_loss": 0.9049633145332336,
|
|
"acc": 70.08,
|
|
"time": 130.9010303961113,
|
|
"param": [
|
|
{
|
|
"p": 0.058501601219177246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04200238734483719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046473462134599686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06420376151800156,
|
|
"m": 0.9440232515335083
|
|
},
|
|
{
|
|
"p": 0.08925424516201019,
|
|
"m": 0.5947895646095276
|
|
},
|
|
{
|
|
"p": 0.09733638912439346,
|
|
"m": 0.8329346776008606
|
|
},
|
|
{
|
|
"p": 0.06685815751552582,
|
|
"m": 0.8759211301803589
|
|
},
|
|
{
|
|
"p": 0.07663966715335846,
|
|
"m": 0.9212008714675903
|
|
},
|
|
{
|
|
"p": 0.05811355262994766,
|
|
"m": 0.7694222927093506
|
|
},
|
|
{
|
|
"p": 0.07216475158929825,
|
|
"m": 0.8125793933868408
|
|
},
|
|
{
|
|
"p": 0.08927175402641296,
|
|
"m": 0.8312534689903259
|
|
},
|
|
{
|
|
"p": 0.06038638576865196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10023649781942368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855749130249023,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.5766977667808533,
|
|
"val_loss": 0.8823925256729126,
|
|
"acc": 69.08,
|
|
"time": 131.95326949493028,
|
|
"param": [
|
|
{
|
|
"p": 0.06120596453547478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06791801005601883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09515511244535446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05579986795783043,
|
|
"m": 0.9548158049583435
|
|
},
|
|
{
|
|
"p": 0.07836231589317322,
|
|
"m": 0.5542592406272888
|
|
},
|
|
{
|
|
"p": 0.05299970880150795,
|
|
"m": 0.8313294649124146
|
|
},
|
|
{
|
|
"p": 0.07201806455850601,
|
|
"m": 0.9334452152252197
|
|
},
|
|
{
|
|
"p": 0.06801848858594894,
|
|
"m": 0.9031801819801331
|
|
},
|
|
{
|
|
"p": 0.089762844145298,
|
|
"m": 0.8814895749092102
|
|
},
|
|
{
|
|
"p": 0.048652008175849915,
|
|
"m": 0.7989798784255981
|
|
},
|
|
{
|
|
"p": 0.07496672123670578,
|
|
"m": 0.9139771461486816
|
|
},
|
|
{
|
|
"p": 0.08172720670700073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09321752935647964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060196153819561005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.6440089344978333,
|
|
"val_loss": 0.8054906725883484,
|
|
"acc": 69.61,
|
|
"time": 133.4292861961294,
|
|
"param": [
|
|
{
|
|
"p": 0.09803366661071777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03845115378499031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039827644824982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771002471446991,
|
|
"m": 0.9801355600357056
|
|
},
|
|
{
|
|
"p": 0.08378442376852036,
|
|
"m": 0.4753457009792328
|
|
},
|
|
{
|
|
"p": 0.06212179362773895,
|
|
"m": 0.951810359954834
|
|
},
|
|
{
|
|
"p": 0.06784971058368683,
|
|
"m": 0.8356826901435852
|
|
},
|
|
{
|
|
"p": 0.0692465752363205,
|
|
"m": 0.9220931529998779
|
|
},
|
|
{
|
|
"p": 0.06267181038856506,
|
|
"m": 0.8357522487640381
|
|
},
|
|
{
|
|
"p": 0.08798614144325256,
|
|
"m": 0.8082622289657593
|
|
},
|
|
{
|
|
"p": 0.0683712288737297,
|
|
"m": 0.8978767395019531
|
|
},
|
|
{
|
|
"p": 0.07946450263261795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07863227277994156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045888256281614304,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.728154182434082,
|
|
"val_loss": 0.9583432078361511,
|
|
"acc": 69.65,
|
|
"time": 132.2272715130821,
|
|
"param": [
|
|
{
|
|
"p": 0.08338189870119095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039207663387060165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07991357892751694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05268891155719757,
|
|
"m": 0.8620508313179016
|
|
},
|
|
{
|
|
"p": 0.0848686471581459,
|
|
"m": 0.44779378175735474
|
|
},
|
|
{
|
|
"p": 0.05096210911870003,
|
|
"m": 0.903302013874054
|
|
},
|
|
{
|
|
"p": 0.05762235075235367,
|
|
"m": 0.9009172320365906
|
|
},
|
|
{
|
|
"p": 0.0878034457564354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07255490869283676,
|
|
"m": 0.9691531658172607
|
|
},
|
|
{
|
|
"p": 0.05571280047297478,
|
|
"m": 0.897843062877655
|
|
},
|
|
{
|
|
"p": 0.08905375748872757,
|
|
"m": 0.982965350151062
|
|
},
|
|
{
|
|
"p": 0.0851040631532669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08443934470415115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07668653875589371,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.6003172397613525,
|
|
"val_loss": 0.9521691799163818,
|
|
"acc": 69.82,
|
|
"time": 129.48289335612208,
|
|
"param": [
|
|
{
|
|
"p": 0.08232609182596207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06415621936321259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07700401544570923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060193318873643875,
|
|
"m": 0.7417383790016174
|
|
},
|
|
{
|
|
"p": 0.06260492652654648,
|
|
"m": 0.18728972971439362
|
|
},
|
|
{
|
|
"p": 0.05954012647271156,
|
|
"m": 0.9370803833007812
|
|
},
|
|
{
|
|
"p": 0.0809202641248703,
|
|
"m": 0.9721091389656067
|
|
},
|
|
{
|
|
"p": 0.09472495317459106,
|
|
"m": 0.9998391270637512
|
|
},
|
|
{
|
|
"p": 0.047742392867803574,
|
|
"m": 0.8936172723770142
|
|
},
|
|
{
|
|
"p": 0.06056254729628563,
|
|
"m": 0.9236159920692444
|
|
},
|
|
{
|
|
"p": 0.05566219985485077,
|
|
"m": 0.9496480822563171
|
|
},
|
|
{
|
|
"p": 0.0753319039940834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10732322186231613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07190775126218796,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.5201354622840881,
|
|
"val_loss": 1.0557849407196045,
|
|
"acc": 70.18,
|
|
"time": 125.64074365911074,
|
|
"param": [
|
|
{
|
|
"p": 0.0760495588183403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04616163671016693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06682154536247253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08928429335355759,
|
|
"m": 0.9501508474349976
|
|
},
|
|
{
|
|
"p": 0.05865556374192238,
|
|
"m": 0.11123799532651901
|
|
},
|
|
{
|
|
"p": 0.0830998569726944,
|
|
"m": 0.9443514347076416
|
|
},
|
|
{
|
|
"p": 0.08191796392202377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09175170958042145,
|
|
"m": 0.9797034859657288
|
|
},
|
|
{
|
|
"p": 0.059962570667266846,
|
|
"m": 0.9458383321762085
|
|
},
|
|
{
|
|
"p": 0.0606965646147728,
|
|
"m": 0.952709972858429
|
|
},
|
|
{
|
|
"p": 0.08379548788070679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062404148280620575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0761944055557251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06320469826459885,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.6249790787696838,
|
|
"val_loss": 0.87000572681427,
|
|
"acc": 69.62,
|
|
"time": 131.928808625089,
|
|
"param": [
|
|
{
|
|
"p": 0.06867266446352005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06901951879262924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08622025698423386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417959719896317,
|
|
"m": 0.9240451455116272
|
|
},
|
|
{
|
|
"p": 0.06322363764047623,
|
|
"m": 0.13025632500648499
|
|
},
|
|
{
|
|
"p": 0.042934827506542206,
|
|
"m": 0.941072404384613
|
|
},
|
|
{
|
|
"p": 0.061954203993082047,
|
|
"m": 0.9603183269500732
|
|
},
|
|
{
|
|
"p": 0.08208250254392624,
|
|
"m": 0.8366586565971375
|
|
},
|
|
{
|
|
"p": 0.08643602579832077,
|
|
"m": 0.9988486766815186
|
|
},
|
|
{
|
|
"p": 0.10490645468235016,
|
|
"m": 0.9589946866035461
|
|
},
|
|
{
|
|
"p": 0.03889717534184456,
|
|
"m": 0.9642623066902161
|
|
},
|
|
{
|
|
"p": 0.08303309231996536,
|
|
"m": 0.9879577159881592
|
|
},
|
|
{
|
|
"p": 0.06496920436620712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07347079366445541,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.8059590458869934,
|
|
"val_loss": 1.0240042209625244,
|
|
"acc": 68.77,
|
|
"time": 131.29745934298262,
|
|
"param": [
|
|
{
|
|
"p": 0.07714191824197769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05320160463452339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09772393107414246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10750442743301392,
|
|
"m": 0.9409286379814148
|
|
},
|
|
{
|
|
"p": 0.0485428161919117,
|
|
"m": 0.21888847649097443
|
|
},
|
|
{
|
|
"p": 0.085467129945755,
|
|
"m": 0.8594152331352234
|
|
},
|
|
{
|
|
"p": 0.06664169579744339,
|
|
"m": 0.9223548769950867
|
|
},
|
|
{
|
|
"p": 0.0836578831076622,
|
|
"m": 0.8933202028274536
|
|
},
|
|
{
|
|
"p": 0.061682865023612976,
|
|
"m": 0.9946498870849609
|
|
},
|
|
{
|
|
"p": 0.04976877197623253,
|
|
"m": 0.9825420379638672
|
|
},
|
|
{
|
|
"p": 0.07575887441635132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0632099136710167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07340960949659348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05628860741853714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.5994181632995605,
|
|
"val_loss": 0.9426677823066711,
|
|
"acc": 70.09,
|
|
"time": 131.06197919812985,
|
|
"param": [
|
|
{
|
|
"p": 0.09297291934490204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05341028794646263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07330308854579926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05743356794118881,
|
|
"m": 0.896356999874115
|
|
},
|
|
{
|
|
"p": 0.04994742199778557,
|
|
"m": 0.28497079014778137
|
|
},
|
|
{
|
|
"p": 0.10096050053834915,
|
|
"m": 0.6316766738891602
|
|
},
|
|
{
|
|
"p": 0.07922906428575516,
|
|
"m": 0.8770160675048828
|
|
},
|
|
{
|
|
"p": 0.05582299083471298,
|
|
"m": 0.8754388093948364
|
|
},
|
|
{
|
|
"p": 0.07922375202178955,
|
|
"m": 0.9993095993995667
|
|
},
|
|
{
|
|
"p": 0.07067509740591049,
|
|
"m": 0.9598096609115601
|
|
},
|
|
{
|
|
"p": 0.07074347883462906,
|
|
"m": 0.9964591264724731
|
|
},
|
|
{
|
|
"p": 0.0652703195810318,
|
|
"m": 0.9989710450172424
|
|
},
|
|
{
|
|
"p": 0.07917006313800812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07183755934238434,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.4167667329311371,
|
|
"val_loss": 0.9804076552391052,
|
|
"acc": 70.02,
|
|
"time": 127.92335431207903,
|
|
"param": [
|
|
{
|
|
"p": 0.09063508361577988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059580810368061066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02979513257741928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07354775071144104,
|
|
"m": 0.9399327039718628
|
|
},
|
|
{
|
|
"p": 0.028628850355744362,
|
|
"m": 0.4309486150741577
|
|
},
|
|
{
|
|
"p": 0.08953015506267548,
|
|
"m": 0.5389257073402405
|
|
},
|
|
{
|
|
"p": 0.07337886840105057,
|
|
"m": 0.7941827774047852
|
|
},
|
|
{
|
|
"p": 0.07658927142620087,
|
|
"m": 0.9857354760169983
|
|
},
|
|
{
|
|
"p": 0.08737862855195999,
|
|
"m": 0.9940540790557861
|
|
},
|
|
{
|
|
"p": 0.09415405243635178,
|
|
"m": 0.9973758459091187
|
|
},
|
|
{
|
|
"p": 0.062339168041944504,
|
|
"m": 0.9844962954521179
|
|
},
|
|
{
|
|
"p": 0.0705915167927742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08980989456176758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07404081523418427,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.5528388619422913,
|
|
"val_loss": 1.0318304300308228,
|
|
"acc": 70.16,
|
|
"time": 127.76033591292799,
|
|
"param": [
|
|
{
|
|
"p": 0.07825715839862823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07934828102588654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057121604681015015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06564836204051971,
|
|
"m": 0.8327302932739258
|
|
},
|
|
{
|
|
"p": 0.09098580479621887,
|
|
"m": 0.46228721737861633
|
|
},
|
|
{
|
|
"p": 0.06963806599378586,
|
|
"m": 0.675149142742157
|
|
},
|
|
{
|
|
"p": 0.04622078686952591,
|
|
"m": 0.9888423085212708
|
|
},
|
|
{
|
|
"p": 0.0988575741648674,
|
|
"m": 0.9646784663200378
|
|
},
|
|
{
|
|
"p": 0.07261943072080612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03560858592391014,
|
|
"m": 0.9475518465042114
|
|
},
|
|
{
|
|
"p": 0.09512502700090408,
|
|
"m": 0.9961637258529663
|
|
},
|
|
{
|
|
"p": 0.0923292264342308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06446175277233124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05377823859453201,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.46838614344596863,
|
|
"val_loss": 0.9970431327819824,
|
|
"acc": 70.42,
|
|
"time": 121.10693355416879,
|
|
"param": [
|
|
{
|
|
"p": 0.06826631724834442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06712399423122406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07382097840309143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715172290802002,
|
|
"m": 0.7698580622673035
|
|
},
|
|
{
|
|
"p": 0.06242191046476364,
|
|
"m": 0.40188974142074585
|
|
},
|
|
{
|
|
"p": 0.05952407419681549,
|
|
"m": 0.7445136904716492
|
|
},
|
|
{
|
|
"p": 0.08860911428928375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0414152517914772,
|
|
"m": 0.9967726469039917
|
|
},
|
|
{
|
|
"p": 0.08217845857143402,
|
|
"m": 0.9841392636299133
|
|
},
|
|
{
|
|
"p": 0.0795108824968338,
|
|
"m": 0.9456684589385986
|
|
},
|
|
{
|
|
"p": 0.06360849738121033,
|
|
"m": 0.8807244300842285
|
|
},
|
|
{
|
|
"p": 0.08667683601379395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0873115286231041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06801494210958481,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.5682474970817566,
|
|
"val_loss": 1.067267894744873,
|
|
"acc": 70.46,
|
|
"time": 129.53178248996846,
|
|
"param": [
|
|
{
|
|
"p": 0.09000098705291748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07711333781480789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06057601049542427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04593334347009659,
|
|
"m": 0.8357105255126953
|
|
},
|
|
{
|
|
"p": 0.062389444559812546,
|
|
"m": 0.5451782941818237
|
|
},
|
|
{
|
|
"p": 0.06803277879953384,
|
|
"m": 0.6255673170089722
|
|
},
|
|
{
|
|
"p": 0.07320133596658707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08874385058879852,
|
|
"m": 0.9951324462890625
|
|
},
|
|
{
|
|
"p": 0.062472663819789886,
|
|
"m": 0.971234142780304
|
|
},
|
|
{
|
|
"p": 0.05614220350980759,
|
|
"m": 0.9528723359107971
|
|
},
|
|
{
|
|
"p": 0.06714017689228058,
|
|
"m": 0.8336951732635498
|
|
},
|
|
{
|
|
"p": 0.07747074216604233,
|
|
"m": 0.9992011785507202
|
|
},
|
|
{
|
|
"p": 0.10062441974878311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07015874236822128,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.8554892539978027,
|
|
"val_loss": 0.8940356373786926,
|
|
"acc": 70.06,
|
|
"time": 127.68023487599567,
|
|
"param": [
|
|
{
|
|
"p": 0.0779750719666481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302376836538315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0785517618060112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.095219686627388,
|
|
"m": 0.8346537947654724
|
|
},
|
|
{
|
|
"p": 0.07225815951824188,
|
|
"m": 0.5293638110160828
|
|
},
|
|
{
|
|
"p": 0.08483414351940155,
|
|
"m": 0.5634741187095642
|
|
},
|
|
{
|
|
"p": 0.03885260596871376,
|
|
"m": 0.9863564372062683
|
|
},
|
|
{
|
|
"p": 0.07007838040590286,
|
|
"m": 0.970327615737915
|
|
},
|
|
{
|
|
"p": 0.06892388314008713,
|
|
"m": 0.9899036288261414
|
|
},
|
|
{
|
|
"p": 0.05098038166761398,
|
|
"m": 0.8854691386222839
|
|
},
|
|
{
|
|
"p": 0.07598385959863663,
|
|
"m": 0.9000194072723389
|
|
},
|
|
{
|
|
"p": 0.08592468500137329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07236111164093018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06503245234489441,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.6168328523635864,
|
|
"val_loss": 0.9956615567207336,
|
|
"acc": 70.47,
|
|
"time": 134.27383790211752,
|
|
"param": [
|
|
{
|
|
"p": 0.06514490395784378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05760985240340233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058932725340127945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06012288108468056,
|
|
"m": 0.9806790351867676
|
|
},
|
|
{
|
|
"p": 0.06230764091014862,
|
|
"m": 0.5172622203826904
|
|
},
|
|
{
|
|
"p": 0.06888429820537567,
|
|
"m": 0.5310506224632263
|
|
},
|
|
{
|
|
"p": 0.060311075299978256,
|
|
"m": 0.9981602430343628
|
|
},
|
|
{
|
|
"p": 0.05819407105445862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06937085092067719,
|
|
"m": 0.9789021611213684
|
|
},
|
|
{
|
|
"p": 0.08589395880699158,
|
|
"m": 0.944481611251831
|
|
},
|
|
{
|
|
"p": 0.07555785030126572,
|
|
"m": 0.880835771560669
|
|
},
|
|
{
|
|
"p": 0.08387304842472076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08765768259763718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.106139175593853,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.8927790522575378,
|
|
"val_loss": 0.9256373643875122,
|
|
"acc": 70.49,
|
|
"time": 135.94692629412748,
|
|
"param": [
|
|
{
|
|
"p": 0.08132100850343704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04068491980433464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0911407470703125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061639510095119476,
|
|
"m": 0.98957759141922
|
|
},
|
|
{
|
|
"p": 0.05133214220404625,
|
|
"m": 0.5512674450874329
|
|
},
|
|
{
|
|
"p": 0.06829079240560532,
|
|
"m": 0.6523190140724182
|
|
},
|
|
{
|
|
"p": 0.049711838364601135,
|
|
"m": 0.9769187569618225
|
|
},
|
|
{
|
|
"p": 0.059183113276958466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06317446380853653,
|
|
"m": 0.9985913634300232
|
|
},
|
|
{
|
|
"p": 0.0976819172501564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10347328335046768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06418497860431671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0809662863612175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08721493929624557,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.5310372710227966,
|
|
"val_loss": 0.9036065936088562,
|
|
"acc": 70.71,
|
|
"time": 115.01937907398678,
|
|
"param": [
|
|
{
|
|
"p": 0.062077973037958145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06926824897527695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698719397187233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06061137467622757,
|
|
"m": 0.9185094237327576
|
|
},
|
|
{
|
|
"p": 0.07422316819429398,
|
|
"m": 0.5545606017112732
|
|
},
|
|
{
|
|
"p": 0.05082779377698898,
|
|
"m": 0.6223678588867188
|
|
},
|
|
{
|
|
"p": 0.08264074474573135,
|
|
"m": 0.8974146842956543
|
|
},
|
|
{
|
|
"p": 0.059108901768922806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06047133728861809,
|
|
"m": 0.9774926900863647
|
|
},
|
|
{
|
|
"p": 0.08090616762638092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08197495341300964,
|
|
"m": 0.9559512734413147
|
|
},
|
|
{
|
|
"p": 0.08273809403181076,
|
|
"m": 0.9981809258460999
|
|
},
|
|
{
|
|
"p": 0.07699239253997803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08828679472208023,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.5862770080566406,
|
|
"val_loss": 0.9440650939941406,
|
|
"acc": 69.62,
|
|
"time": 134.36086667189375,
|
|
"param": [
|
|
{
|
|
"p": 0.05901077017188072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09166831523180008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560919433832169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06868786364793777,
|
|
"m": 0.9420191645622253
|
|
},
|
|
{
|
|
"p": 0.07742893695831299,
|
|
"m": 0.5320283770561218
|
|
},
|
|
{
|
|
"p": 0.07310204952955246,
|
|
"m": 0.566922128200531
|
|
},
|
|
{
|
|
"p": 0.060647476464509964,
|
|
"m": 0.9426228404045105
|
|
},
|
|
{
|
|
"p": 0.06593042612075806,
|
|
"m": 0.9257712364196777
|
|
},
|
|
{
|
|
"p": 0.06416549533605576,
|
|
"m": 0.9864124059677124
|
|
},
|
|
{
|
|
"p": 0.0858532041311264,
|
|
"m": 0.9373066425323486
|
|
},
|
|
{
|
|
"p": 0.052632518112659454,
|
|
"m": 0.9311157464981079
|
|
},
|
|
{
|
|
"p": 0.08623982965946198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072630874812603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07639317214488983,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.5397481918334961,
|
|
"val_loss": 1.1100188493728638,
|
|
"acc": 69.57,
|
|
"time": 120.47357076709159,
|
|
"param": [
|
|
{
|
|
"p": 0.07288868725299835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07860568165779114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10322359949350357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426857203245163,
|
|
"m": 0.8934672474861145
|
|
},
|
|
{
|
|
"p": 0.05602114647626877,
|
|
"m": 0.5425338745117188
|
|
},
|
|
{
|
|
"p": 0.0956142395734787,
|
|
"m": 0.44152355194091797
|
|
},
|
|
{
|
|
"p": 0.06193511560559273,
|
|
"m": 0.9763308763504028
|
|
},
|
|
{
|
|
"p": 0.07282033562660217,
|
|
"m": 0.9698929190635681
|
|
},
|
|
{
|
|
"p": 0.0656246542930603,
|
|
"m": 0.9537418484687805
|
|
},
|
|
{
|
|
"p": 0.048795416951179504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751474529504776,
|
|
"m": 0.8658629655838013
|
|
},
|
|
{
|
|
"p": 0.06608276069164276,
|
|
"m": 0.9935977458953857
|
|
},
|
|
{
|
|
"p": 0.05535490810871124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125022262334824,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.5739187002182007,
|
|
"val_loss": 1.0265482664108276,
|
|
"acc": 71.03,
|
|
"time": 130.86004609195516,
|
|
"param": [
|
|
{
|
|
"p": 0.06797628104686737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03913022577762604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09037131816148758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06604902446269989,
|
|
"m": 0.8911170363426208
|
|
},
|
|
{
|
|
"p": 0.07988771796226501,
|
|
"m": 0.5266849398612976
|
|
},
|
|
{
|
|
"p": 0.08245007693767548,
|
|
"m": 0.5295706391334534
|
|
},
|
|
{
|
|
"p": 0.07730414718389511,
|
|
"m": 0.9431041479110718
|
|
},
|
|
{
|
|
"p": 0.06631136685609818,
|
|
"m": 0.9104598760604858
|
|
},
|
|
{
|
|
"p": 0.059436533600091934,
|
|
"m": 0.9626821875572205
|
|
},
|
|
{
|
|
"p": 0.07663179934024811,
|
|
"m": 0.8603050112724304
|
|
},
|
|
{
|
|
"p": 0.053148362785577774,
|
|
"m": 0.7722547054290771
|
|
},
|
|
{
|
|
"p": 0.08284620195627213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07953853160142899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789184495806694,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.34326452016830444,
|
|
"val_loss": 1.0118266344070435,
|
|
"acc": 70.4,
|
|
"time": 112.30587206105702,
|
|
"param": [
|
|
{
|
|
"p": 0.0859333798289299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.068494513630867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07798750698566437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03030788153409958,
|
|
"m": 0.9074377417564392
|
|
},
|
|
{
|
|
"p": 0.09818197786808014,
|
|
"m": 0.6203110814094543
|
|
},
|
|
{
|
|
"p": 0.041077468544244766,
|
|
"m": 0.4754283130168915
|
|
},
|
|
{
|
|
"p": 0.05213982239365578,
|
|
"m": 0.8732195496559143
|
|
},
|
|
{
|
|
"p": 0.04030356556177139,
|
|
"m": 0.9343655109405518
|
|
},
|
|
{
|
|
"p": 0.07120662927627563,
|
|
"m": 0.9053208231925964
|
|
},
|
|
{
|
|
"p": 0.08268711715936661,
|
|
"m": 0.942267656326294
|
|
},
|
|
{
|
|
"p": 0.08445330709218979,
|
|
"m": 0.8385970592498779
|
|
},
|
|
{
|
|
"p": 0.09268070757389069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06876956671476364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10577665269374847,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.6357693076133728,
|
|
"val_loss": 0.8306934833526611,
|
|
"acc": 70.12,
|
|
"time": 131.0472474831622,
|
|
"param": [
|
|
{
|
|
"p": 0.07132488489151001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0909072756767273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048354510217905045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072891466319561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593242079019547,
|
|
"m": 0.43376436829566956
|
|
},
|
|
{
|
|
"p": 0.09143558144569397,
|
|
"m": 0.5596879720687866
|
|
},
|
|
{
|
|
"p": 0.054127518087625504,
|
|
"m": 0.850505530834198
|
|
},
|
|
{
|
|
"p": 0.0717955231666565,
|
|
"m": 0.8758119940757751
|
|
},
|
|
{
|
|
"p": 0.06934718787670135,
|
|
"m": 0.9671861529350281
|
|
},
|
|
{
|
|
"p": 0.07788936793804169,
|
|
"m": 0.9775052070617676
|
|
},
|
|
{
|
|
"p": 0.08819759637117386,
|
|
"m": 0.9148851633071899
|
|
},
|
|
{
|
|
"p": 0.054406069219112396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059820882976055145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07356978952884674,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.559634268283844,
|
|
"val_loss": 0.9227774739265442,
|
|
"acc": 69.96,
|
|
"time": 123.48985233181156,
|
|
"param": [
|
|
{
|
|
"p": 0.06956875324249268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09182627499103546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09032591432332993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0731009691953659,
|
|
"m": 0.9655827879905701
|
|
},
|
|
{
|
|
"p": 0.05399329960346222,
|
|
"m": 0.45194610953330994
|
|
},
|
|
{
|
|
"p": 0.051439035683870316,
|
|
"m": 0.600714921951294
|
|
},
|
|
{
|
|
"p": 0.06685415655374527,
|
|
"m": 0.8182871341705322
|
|
},
|
|
{
|
|
"p": 0.08292631059885025,
|
|
"m": 0.8647676706314087
|
|
},
|
|
{
|
|
"p": 0.08771581202745438,
|
|
"m": 0.9982012510299683
|
|
},
|
|
{
|
|
"p": 0.06433934718370438,
|
|
"m": 0.8893647789955139
|
|
},
|
|
{
|
|
"p": 0.06231372430920601,
|
|
"m": 0.9830607771873474
|
|
},
|
|
{
|
|
"p": 0.0638078823685646,
|
|
"m": 0.9932826161384583
|
|
},
|
|
{
|
|
"p": 0.09303358942270279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04875494912266731,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.787818968296051,
|
|
"val_loss": 0.8583046197891235,
|
|
"acc": 69.48,
|
|
"time": 133.86352059897035,
|
|
"param": [
|
|
{
|
|
"p": 0.07037118822336197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08421574532985687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09846741706132889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06486478447914124,
|
|
"m": 0.8948601484298706
|
|
},
|
|
{
|
|
"p": 0.06853879243135452,
|
|
"m": 0.404348760843277
|
|
},
|
|
{
|
|
"p": 0.0613565668463707,
|
|
"m": 0.43415209650993347
|
|
},
|
|
{
|
|
"p": 0.05756448209285736,
|
|
"m": 0.8010654449462891
|
|
},
|
|
{
|
|
"p": 0.09571351855993271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053484104573726654,
|
|
"m": 0.9081759452819824
|
|
},
|
|
{
|
|
"p": 0.054662007838487625,
|
|
"m": 0.8701990246772766
|
|
},
|
|
{
|
|
"p": 0.05597635731101036,
|
|
"m": 0.9774137735366821
|
|
},
|
|
{
|
|
"p": 0.06512194871902466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341374456882477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09624948352575302,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.6104501485824585,
|
|
"val_loss": 0.8409777879714966,
|
|
"acc": 69.89,
|
|
"time": 120.00891987001523,
|
|
"param": [
|
|
{
|
|
"p": 0.07057057321071625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07601074874401093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05730442702770233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06257881969213486,
|
|
"m": 0.7987895011901855
|
|
},
|
|
{
|
|
"p": 0.08676208555698395,
|
|
"m": 0.3749239146709442
|
|
},
|
|
{
|
|
"p": 0.07273172587156296,
|
|
"m": 0.1918986588716507
|
|
},
|
|
{
|
|
"p": 0.04913899302482605,
|
|
"m": 0.8484768867492676
|
|
},
|
|
{
|
|
"p": 0.07553493976593018,
|
|
"m": 0.9294323921203613
|
|
},
|
|
{
|
|
"p": 0.07788114249706268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06762281805276871,
|
|
"m": 0.9253538846969604
|
|
},
|
|
{
|
|
"p": 0.053278762847185135,
|
|
"m": 0.9954392313957214
|
|
},
|
|
{
|
|
"p": 0.09933068603277206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07193805277347565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07931634038686752,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.3720482885837555,
|
|
"val_loss": 0.8754817843437195,
|
|
"acc": 69.69,
|
|
"time": 123.51246998994611,
|
|
"param": [
|
|
{
|
|
"p": 0.07127200067043304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08756715804338455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07291586697101593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08085471391677856,
|
|
"m": 0.8900017142295837
|
|
},
|
|
{
|
|
"p": 0.056268710643053055,
|
|
"m": 0.48706546425819397
|
|
},
|
|
{
|
|
"p": 0.07275354862213135,
|
|
"m": 0.3015768527984619
|
|
},
|
|
{
|
|
"p": 0.0995168387889862,
|
|
"m": 0.8495245575904846
|
|
},
|
|
{
|
|
"p": 0.048479076474905014,
|
|
"m": 0.897809624671936
|
|
},
|
|
{
|
|
"p": 0.05436796322464943,
|
|
"m": 0.9683991074562073
|
|
},
|
|
{
|
|
"p": 0.07263178378343582,
|
|
"m": 0.8210866451263428
|
|
},
|
|
{
|
|
"p": 0.04464781656861305,
|
|
"m": 0.9111299514770508
|
|
},
|
|
{
|
|
"p": 0.11529284715652466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666333973407745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056768231093883514,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.6476632356643677,
|
|
"val_loss": 0.9674229621887207,
|
|
"acc": 70.52,
|
|
"time": 131.02194565697573,
|
|
"param": [
|
|
{
|
|
"p": 0.08008898049592972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07076592743396759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07088437676429749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0696321427822113,
|
|
"m": 0.8702569007873535
|
|
},
|
|
{
|
|
"p": 0.07210738211870193,
|
|
"m": 0.5162543058395386
|
|
},
|
|
{
|
|
"p": 0.07590730488300323,
|
|
"m": 0.23735718429088593
|
|
},
|
|
{
|
|
"p": 0.06184849888086319,
|
|
"m": 0.7535947561264038
|
|
},
|
|
{
|
|
"p": 0.07366921752691269,
|
|
"m": 0.8042514324188232
|
|
},
|
|
{
|
|
"p": 0.07554150372743607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08034959435462952,
|
|
"m": 0.8345332145690918
|
|
},
|
|
{
|
|
"p": 0.07202191650867462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04603753238916397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05841519683599472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09273045510053635,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.5462825894355774,
|
|
"val_loss": 1.0069788694381714,
|
|
"acc": 70.43,
|
|
"time": 125.4756238788832,
|
|
"param": [
|
|
{
|
|
"p": 0.03470082953572273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0842290073633194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10907939076423645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05779890716075897,
|
|
"m": 0.8164282441139221
|
|
},
|
|
{
|
|
"p": 0.0758703202009201,
|
|
"m": 0.4124491512775421
|
|
},
|
|
{
|
|
"p": 0.04083733633160591,
|
|
"m": 0.2344520539045334
|
|
},
|
|
{
|
|
"p": 0.07313784211874008,
|
|
"m": 0.7637314200401306
|
|
},
|
|
{
|
|
"p": 0.05029179900884628,
|
|
"m": 0.8295076489448547
|
|
},
|
|
{
|
|
"p": 0.06913431733846664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927084922790527,
|
|
"m": 0.8554072380065918
|
|
},
|
|
{
|
|
"p": 0.08895508944988251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06983789801597595,
|
|
"m": 0.9894588589668274
|
|
},
|
|
{
|
|
"p": 0.08443035185337067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0924261286854744,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.33691325783729553,
|
|
"val_loss": 0.8107712268829346,
|
|
"acc": 70.19,
|
|
"time": 133.57314224820584,
|
|
"param": [
|
|
{
|
|
"p": 0.08169209957122803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08114948123693466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08628325909376144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06245238706469536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682554617524147,
|
|
"m": 0.5223961472511292
|
|
},
|
|
{
|
|
"p": 0.06356560438871384,
|
|
"m": 0.22958742082118988
|
|
},
|
|
{
|
|
"p": 0.049629244953393936,
|
|
"m": 0.731498658657074
|
|
},
|
|
{
|
|
"p": 0.04985306039452553,
|
|
"m": 0.795249342918396
|
|
},
|
|
{
|
|
"p": 0.09604255855083466,
|
|
"m": 0.9681589603424072
|
|
},
|
|
{
|
|
"p": 0.05240166559815407,
|
|
"m": 0.949761152267456
|
|
},
|
|
{
|
|
"p": 0.06499414145946503,
|
|
"m": 0.9988125562667847
|
|
},
|
|
{
|
|
"p": 0.09169144183397293,
|
|
"m": 0.9946651458740234
|
|
},
|
|
{
|
|
"p": 0.07046902924776077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08152061700820923,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.5183929800987244,
|
|
"val_loss": 1.0679398775100708,
|
|
"acc": 70.42,
|
|
"time": 133.16391578293405,
|
|
"param": [
|
|
{
|
|
"p": 0.07440352439880371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019784301519394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10269664227962494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315746694803238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0834403708577156,
|
|
"m": 0.4934029281139374
|
|
},
|
|
{
|
|
"p": 0.05137985199689865,
|
|
"m": 0.09556593745946884
|
|
},
|
|
{
|
|
"p": 0.05378652364015579,
|
|
"m": 0.7555814981460571
|
|
},
|
|
{
|
|
"p": 0.10015761107206345,
|
|
"m": 0.9206582903862
|
|
},
|
|
{
|
|
"p": 0.06170495226979256,
|
|
"m": 0.9689182043075562
|
|
},
|
|
{
|
|
"p": 0.08438290655612946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03756014257669449,
|
|
"m": 0.959315299987793
|
|
},
|
|
{
|
|
"p": 0.07583630084991455,
|
|
"m": 0.9999754428863525
|
|
},
|
|
{
|
|
"p": 0.06376456469297409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06753131002187729,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.5529254078865051,
|
|
"val_loss": 0.8228349685668945,
|
|
"acc": 70.43,
|
|
"time": 133.6759399259463,
|
|
"param": [
|
|
{
|
|
"p": 0.06135768070816994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08900605142116547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10389319807291031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03959806635975838,
|
|
"m": 0.9188867807388306
|
|
},
|
|
{
|
|
"p": 0.0775296539068222,
|
|
"m": 0.4562869668006897
|
|
},
|
|
{
|
|
"p": 0.0639255940914154,
|
|
"m": 0.18705053627490997
|
|
},
|
|
{
|
|
"p": 0.060573380440473557,
|
|
"m": 0.8296836614608765
|
|
},
|
|
{
|
|
"p": 0.04685281962156296,
|
|
"m": 0.7752565145492554
|
|
},
|
|
{
|
|
"p": 0.09068097919225693,
|
|
"m": 0.9998345971107483
|
|
},
|
|
{
|
|
"p": 0.05683445557951927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08614398539066315,
|
|
"m": 0.993388295173645
|
|
},
|
|
{
|
|
"p": 0.08081367611885071,
|
|
"m": 0.9980506896972656
|
|
},
|
|
{
|
|
"p": 0.06783407926559448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07495622336864471,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.510212779045105,
|
|
"val_loss": 1.1278494596481323,
|
|
"acc": 71.05,
|
|
"time": 131.97992699802853,
|
|
"param": [
|
|
{
|
|
"p": 0.05430595204234123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682138055562973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08466267585754395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10201885551214218,
|
|
"m": 0.9967069029808044
|
|
},
|
|
{
|
|
"p": 0.045676618814468384,
|
|
"m": 0.38956791162490845
|
|
},
|
|
{
|
|
"p": 0.02597002126276493,
|
|
"m": 0.18129050731658936
|
|
},
|
|
{
|
|
"p": 0.10257760435342789,
|
|
"m": 0.8382371664047241
|
|
},
|
|
{
|
|
"p": 0.10080179572105408,
|
|
"m": 0.6747081875801086
|
|
},
|
|
{
|
|
"p": 0.06712757796049118,
|
|
"m": 0.9485905766487122
|
|
},
|
|
{
|
|
"p": 0.07115232944488525,
|
|
"m": 0.9799617528915405
|
|
},
|
|
{
|
|
"p": 0.07136434316635132,
|
|
"m": 0.995139479637146
|
|
},
|
|
{
|
|
"p": 0.07441716641187668,
|
|
"m": 0.9958975911140442
|
|
},
|
|
{
|
|
"p": 0.053601279854774475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811003178358078,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.34282514452934265,
|
|
"val_loss": 0.9461519718170166,
|
|
"acc": 69.94,
|
|
"time": 125.65167689486407,
|
|
"param": [
|
|
{
|
|
"p": 0.06349918991327286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08837102353572845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06168096885085106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07368582487106323,
|
|
"m": 0.943536102771759
|
|
},
|
|
{
|
|
"p": 0.04982602223753929,
|
|
"m": 0.4043435752391815
|
|
},
|
|
{
|
|
"p": 0.10825781524181366,
|
|
"m": 0.27539926767349243
|
|
},
|
|
{
|
|
"p": 0.04482436552643776,
|
|
"m": 0.7260781526565552
|
|
},
|
|
{
|
|
"p": 0.07273924350738525,
|
|
"m": 0.7640274167060852
|
|
},
|
|
{
|
|
"p": 0.08594205230474472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05589831992983818,
|
|
"m": 0.9470743536949158
|
|
},
|
|
{
|
|
"p": 0.09577692300081253,
|
|
"m": 0.9222099184989929
|
|
},
|
|
{
|
|
"p": 0.05672891438007355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058636877685785294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08413244783878326,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.30002927780151367,
|
|
"val_loss": 1.0528992414474487,
|
|
"acc": 70.59,
|
|
"time": 116.42432851297781,
|
|
"param": [
|
|
{
|
|
"p": 0.10254938900470734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05829915404319763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08846373111009598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04443472623825073,
|
|
"m": 0.9750476479530334
|
|
},
|
|
{
|
|
"p": 0.056824345141649246,
|
|
"m": 0.13755981624126434
|
|
},
|
|
{
|
|
"p": 0.06597183644771576,
|
|
"m": 0.4371342062950134
|
|
},
|
|
{
|
|
"p": 0.07660073786973953,
|
|
"m": 0.7436525821685791
|
|
},
|
|
{
|
|
"p": 0.05055750533938408,
|
|
"m": 0.7515867352485657
|
|
},
|
|
{
|
|
"p": 0.06002745404839516,
|
|
"m": 0.9768303036689758
|
|
},
|
|
{
|
|
"p": 0.06252510845661163,
|
|
"m": 0.9860164523124695
|
|
},
|
|
{
|
|
"p": 0.08785094320774078,
|
|
"m": 0.9286237955093384
|
|
},
|
|
{
|
|
"p": 0.05936137214303017,
|
|
"m": 0.9980875253677368
|
|
},
|
|
{
|
|
"p": 0.09845691174268723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08807680755853653,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.35732895135879517,
|
|
"val_loss": 0.952142596244812,
|
|
"acc": 71.35,
|
|
"time": 117.3410373579245,
|
|
"param": [
|
|
{
|
|
"p": 0.09748399257659912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07050702720880508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09180134534835815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07270494848489761,
|
|
"m": 0.8575121164321899
|
|
},
|
|
{
|
|
"p": 0.05840152129530907,
|
|
"m": 0.15698622167110443
|
|
},
|
|
{
|
|
"p": 0.027674220502376556,
|
|
"m": 0.4859277606010437
|
|
},
|
|
{
|
|
"p": 0.11861196905374527,
|
|
"m": 0.8024332523345947
|
|
},
|
|
{
|
|
"p": 0.05729461461305618,
|
|
"m": 0.9001817107200623
|
|
},
|
|
{
|
|
"p": 0.08935997635126114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08093363791704178,
|
|
"m": 0.9362417459487915
|
|
},
|
|
{
|
|
"p": 0.02509876899421215,
|
|
"m": 0.9395560622215271
|
|
},
|
|
{
|
|
"p": 0.06132885813713074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08219749480485916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06660167872905731,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.487983375787735,
|
|
"val_loss": 0.8650255799293518,
|
|
"acc": 70.65,
|
|
"time": 119.397576617077,
|
|
"param": [
|
|
{
|
|
"p": 0.08376613259315491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08831198513507843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04928744584321976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05980852618813515,
|
|
"m": 0.924574077129364
|
|
},
|
|
{
|
|
"p": 0.05963194742798805,
|
|
"m": 0.22652342915534973
|
|
},
|
|
{
|
|
"p": 0.07777713239192963,
|
|
"m": 0.4960971772670746
|
|
},
|
|
{
|
|
"p": 0.04674303159117699,
|
|
"m": 0.9823358058929443
|
|
},
|
|
{
|
|
"p": 0.11093485355377197,
|
|
"m": 0.9906078577041626
|
|
},
|
|
{
|
|
"p": 0.06564328819513321,
|
|
"m": 0.9654542207717896
|
|
},
|
|
{
|
|
"p": 0.06596174836158752,
|
|
"m": 0.9892798662185669
|
|
},
|
|
{
|
|
"p": 0.05679331719875336,
|
|
"m": 0.8451859354972839
|
|
},
|
|
{
|
|
"p": 0.09636116027832031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385352462530136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07512591779232025,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.3209313452243805,
|
|
"val_loss": 1.0070966482162476,
|
|
"acc": 70.81,
|
|
"time": 129.6167904920876,
|
|
"param": [
|
|
{
|
|
"p": 0.08255251497030258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04284723103046417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06910187751054764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05926676467061043,
|
|
"m": 0.9385555386543274
|
|
},
|
|
{
|
|
"p": 0.07185301184654236,
|
|
"m": 0.27132824063301086
|
|
},
|
|
{
|
|
"p": 0.1019725427031517,
|
|
"m": 0.44174742698669434
|
|
},
|
|
{
|
|
"p": 0.06487461179494858,
|
|
"m": 0.9635468125343323
|
|
},
|
|
{
|
|
"p": 0.07332070916891098,
|
|
"m": 0.9903749823570251
|
|
},
|
|
{
|
|
"p": 0.09139933437108994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048176318407058716,
|
|
"m": 0.9327808022499084
|
|
},
|
|
{
|
|
"p": 0.08196871727705002,
|
|
"m": 0.7875632047653198
|
|
},
|
|
{
|
|
"p": 0.06730900704860687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07570921629667282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06964806467294693,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.39228031039237976,
|
|
"val_loss": 0.9040476083755493,
|
|
"acc": 70.6,
|
|
"time": 130.35995135596022,
|
|
"param": [
|
|
{
|
|
"p": 0.06440581381320953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06792591512203217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09585873037576675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046924468129873276,
|
|
"m": 0.9113779067993164
|
|
},
|
|
{
|
|
"p": 0.0732882171869278,
|
|
"m": 0.2507118284702301
|
|
},
|
|
{
|
|
"p": 0.09297995269298553,
|
|
"m": 0.5676918029785156
|
|
},
|
|
{
|
|
"p": 0.07224646210670471,
|
|
"m": 0.9236285090446472
|
|
},
|
|
{
|
|
"p": 0.06948186457157135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042692363262176514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08239056169986725,
|
|
"m": 0.9999556541442871
|
|
},
|
|
{
|
|
"p": 0.07329751551151276,
|
|
"m": 0.903336226940155
|
|
},
|
|
{
|
|
"p": 0.09143561124801636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06149330362677574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06557923555374146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.6931551694869995,
|
|
"val_loss": 0.7963910102844238,
|
|
"acc": 69.97,
|
|
"time": 132.46440703608096,
|
|
"param": [
|
|
{
|
|
"p": 0.06572282314300537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08103229850530624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371696084737778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07687099277973175,
|
|
"m": 0.9758634567260742
|
|
},
|
|
{
|
|
"p": 0.07002829760313034,
|
|
"m": 0.46890097856521606
|
|
},
|
|
{
|
|
"p": 0.05029447004199028,
|
|
"m": 0.6087652444839478
|
|
},
|
|
{
|
|
"p": 0.10437996685504913,
|
|
"m": 0.9888449907302856
|
|
},
|
|
{
|
|
"p": 0.06587809324264526,
|
|
"m": 0.9327676892280579
|
|
},
|
|
{
|
|
"p": 0.05369075760245323,
|
|
"m": 0.937828540802002
|
|
},
|
|
{
|
|
"p": 0.05823133513331413,
|
|
"m": 0.9756861329078674
|
|
},
|
|
{
|
|
"p": 0.09256715327501297,
|
|
"m": 0.868797779083252
|
|
},
|
|
{
|
|
"p": 0.04909820482134819,
|
|
"m": 0.9770894050598145
|
|
},
|
|
{
|
|
"p": 0.07261138409376144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08587738126516342,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.5525047183036804,
|
|
"val_loss": 0.9245181083679199,
|
|
"acc": 70.12,
|
|
"time": 132.17388915317133,
|
|
"param": [
|
|
{
|
|
"p": 0.0632648766040802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07745114713907242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0956578478217125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056410305202007294,
|
|
"m": 0.9389193654060364
|
|
},
|
|
{
|
|
"p": 0.07416687160730362,
|
|
"m": 0.637075662612915
|
|
},
|
|
{
|
|
"p": 0.08622749149799347,
|
|
"m": 0.6493363380432129
|
|
},
|
|
{
|
|
"p": 0.04615839198231697,
|
|
"m": 0.9720901250839233
|
|
},
|
|
{
|
|
"p": 0.0644368976354599,
|
|
"m": 0.7591373324394226
|
|
},
|
|
{
|
|
"p": 0.04522243142127991,
|
|
"m": 0.9338233470916748
|
|
},
|
|
{
|
|
"p": 0.03024822100996971,
|
|
"m": 0.9101536273956299
|
|
},
|
|
{
|
|
"p": 0.09541315585374832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08665108680725098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08051083981990814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09818045049905777,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.5558833479881287,
|
|
"val_loss": 0.9560009837150574,
|
|
"acc": 70.98,
|
|
"time": 124.39231466199271,
|
|
"param": [
|
|
{
|
|
"p": 0.07239276170730591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158715069293976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08397777378559113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0558856762945652,
|
|
"m": 0.8624832034111023
|
|
},
|
|
{
|
|
"p": 0.06128324568271637,
|
|
"m": 0.5198224782943726
|
|
},
|
|
{
|
|
"p": 0.039817072451114655,
|
|
"m": 0.6432523131370544
|
|
},
|
|
{
|
|
"p": 0.07763000577688217,
|
|
"m": 0.9195160865783691
|
|
},
|
|
{
|
|
"p": 0.06422556191682816,
|
|
"m": 0.8671090006828308
|
|
},
|
|
{
|
|
"p": 0.0767345279455185,
|
|
"m": 0.8867472410202026
|
|
},
|
|
{
|
|
"p": 0.10768396407365799,
|
|
"m": 0.9157026410102844
|
|
},
|
|
{
|
|
"p": 0.08688908815383911,
|
|
"m": 0.8652759790420532
|
|
},
|
|
{
|
|
"p": 0.07361991703510284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04975945129990578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06851378828287125,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.44221141934394836,
|
|
"val_loss": 0.8847917318344116,
|
|
"acc": 70.18,
|
|
"time": 128.51039714412764,
|
|
"param": [
|
|
{
|
|
"p": 0.04616406559944153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09368621557950974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12542541325092316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07340787351131439,
|
|
"m": 0.9788147211074829
|
|
},
|
|
{
|
|
"p": 0.04453815147280693,
|
|
"m": 0.568152904510498
|
|
},
|
|
{
|
|
"p": 0.08361732214689255,
|
|
"m": 0.6622496843338013
|
|
},
|
|
{
|
|
"p": 0.07084701210260391,
|
|
"m": 0.7309557199478149
|
|
},
|
|
{
|
|
"p": 0.06607699394226074,
|
|
"m": 0.9271397590637207
|
|
},
|
|
{
|
|
"p": 0.04683704674243927,
|
|
"m": 0.8651127219200134
|
|
},
|
|
{
|
|
"p": 0.09643185138702393,
|
|
"m": 0.854954719543457
|
|
},
|
|
{
|
|
"p": 0.07657018303871155,
|
|
"m": 0.9687092900276184
|
|
},
|
|
{
|
|
"p": 0.04342497140169144,
|
|
"m": 0.9904807806015015
|
|
},
|
|
{
|
|
"p": 0.07912188023328781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0538509227335453,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.7298983335494995,
|
|
"val_loss": 0.8968361020088196,
|
|
"acc": 71.02,
|
|
"time": 115.08959202491678,
|
|
"param": [
|
|
{
|
|
"p": 0.06660651415586472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07226954400539398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0775381475687027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391818404197693,
|
|
"m": 0.9954325556755066
|
|
},
|
|
{
|
|
"p": 0.06383693218231201,
|
|
"m": 0.4829396605491638
|
|
},
|
|
{
|
|
"p": 0.03198321536183357,
|
|
"m": 0.4760512113571167
|
|
},
|
|
{
|
|
"p": 0.07632435858249664,
|
|
"m": 0.721453070640564
|
|
},
|
|
{
|
|
"p": 0.10812729597091675,
|
|
"m": 0.9979943633079529
|
|
},
|
|
{
|
|
"p": 0.06722473353147507,
|
|
"m": 0.7928938865661621
|
|
},
|
|
{
|
|
"p": 0.0665440633893013,
|
|
"m": 0.8290722966194153
|
|
},
|
|
{
|
|
"p": 0.06843838095664978,
|
|
"m": 0.8576109409332275
|
|
},
|
|
{
|
|
"p": 0.08461884409189224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07225107401609421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0603187158703804,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.41749823093414307,
|
|
"val_loss": 0.8539932370185852,
|
|
"acc": 70.58,
|
|
"time": 125.9464852840174,
|
|
"param": [
|
|
{
|
|
"p": 0.07298021763563156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886211037635803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06697291880846024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06526200473308563,
|
|
"m": 0.9706089496612549
|
|
},
|
|
{
|
|
"p": 0.08227870613336563,
|
|
"m": 0.3532167375087738
|
|
},
|
|
{
|
|
"p": 0.07617541402578354,
|
|
"m": 0.42389586567878723
|
|
},
|
|
{
|
|
"p": 0.05045628175139427,
|
|
"m": 0.8406015038490295
|
|
},
|
|
{
|
|
"p": 0.06950108706951141,
|
|
"m": 0.8543757200241089
|
|
},
|
|
{
|
|
"p": 0.09447649121284485,
|
|
"m": 0.9060267210006714
|
|
},
|
|
{
|
|
"p": 0.07402393221855164,
|
|
"m": 0.9087345004081726
|
|
},
|
|
{
|
|
"p": 0.07074791938066483,
|
|
"m": 0.878768265247345
|
|
},
|
|
{
|
|
"p": 0.06293659657239914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07513544708490372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019080966711044,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.4419662058353424,
|
|
"val_loss": 1.0488890409469604,
|
|
"acc": 70.22,
|
|
"time": 122.00579726113938,
|
|
"param": [
|
|
{
|
|
"p": 0.07197871804237366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0622076652944088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07535763829946518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045855455100536346,
|
|
"m": 0.9684997200965881
|
|
},
|
|
{
|
|
"p": 0.08089565485715866,
|
|
"m": 0.282208651304245
|
|
},
|
|
{
|
|
"p": 0.08138091117143631,
|
|
"m": 0.33004674315452576
|
|
},
|
|
{
|
|
"p": 0.08208868652582169,
|
|
"m": 0.8263699412345886
|
|
},
|
|
{
|
|
"p": 0.08013321459293365,
|
|
"m": 0.7460450530052185
|
|
},
|
|
{
|
|
"p": 0.05097471922636032,
|
|
"m": 0.9516891241073608
|
|
},
|
|
{
|
|
"p": 0.07231598347425461,
|
|
"m": 0.941347599029541
|
|
},
|
|
{
|
|
"p": 0.10398934036493301,
|
|
"m": 0.995493471622467
|
|
},
|
|
{
|
|
"p": 0.08404898643493652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055214785039424896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05355830863118172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.39399540424346924,
|
|
"val_loss": 0.9316217303276062,
|
|
"acc": 70.77,
|
|
"time": 128.27788005303591,
|
|
"param": [
|
|
{
|
|
"p": 0.08205489069223404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283728569746017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07745745778083801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05713712051510811,
|
|
"m": 0.9820458889007568
|
|
},
|
|
{
|
|
"p": 0.07222191244363785,
|
|
"m": 0.36094722151756287
|
|
},
|
|
{
|
|
"p": 0.10735416412353516,
|
|
"m": 0.1642470806837082
|
|
},
|
|
{
|
|
"p": 0.08141360431909561,
|
|
"m": 0.800067663192749
|
|
},
|
|
{
|
|
"p": 0.06365741789340973,
|
|
"m": 0.6905845403671265
|
|
},
|
|
{
|
|
"p": 0.11055812984704971,
|
|
"m": 0.9830937385559082
|
|
},
|
|
{
|
|
"p": 0.021086163818836212,
|
|
"m": 0.9606967568397522
|
|
},
|
|
{
|
|
"p": 0.04662075266242027,
|
|
"m": 0.9787514805793762
|
|
},
|
|
{
|
|
"p": 0.07737282663583755,
|
|
"m": 0.998824417591095
|
|
},
|
|
{
|
|
"p": 0.050673115998506546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07955516129732132,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.3845457434654236,
|
|
"val_loss": 1.0721683502197266,
|
|
"acc": 71.11,
|
|
"time": 135.2625795591157,
|
|
"param": [
|
|
{
|
|
"p": 0.09149634838104248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434202775359154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0802028700709343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07354510575532913,
|
|
"m": 0.9584948420524597
|
|
},
|
|
{
|
|
"p": 0.047339413315057755,
|
|
"m": 0.20571938157081604
|
|
},
|
|
{
|
|
"p": 0.08546607941389084,
|
|
"m": 0.3336355686187744
|
|
},
|
|
{
|
|
"p": 0.08038438111543655,
|
|
"m": 0.8205556273460388
|
|
},
|
|
{
|
|
"p": 0.06176062673330307,
|
|
"m": 0.7756809592247009
|
|
},
|
|
{
|
|
"p": 0.06757184118032455,
|
|
"m": 0.8568143844604492
|
|
},
|
|
{
|
|
"p": 0.08236873894929886,
|
|
"m": 0.9723886251449585
|
|
},
|
|
{
|
|
"p": 0.0511210560798645,
|
|
"m": 0.9106522798538208
|
|
},
|
|
{
|
|
"p": 0.07733455300331116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07627163827419281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07079537957906723,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.24606183171272278,
|
|
"val_loss": 0.9671339392662048,
|
|
"acc": 70.48,
|
|
"time": 128.90652858815156,
|
|
"param": [
|
|
{
|
|
"p": 0.04660338535904884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07668603211641312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07539653778076172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07967283576726913,
|
|
"m": 0.8617879152297974
|
|
},
|
|
{
|
|
"p": 0.04944578930735588,
|
|
"m": 0.1925734430551529
|
|
},
|
|
{
|
|
"p": 0.061176594346761703,
|
|
"m": 0.34410360455513
|
|
},
|
|
{
|
|
"p": 0.056919779628515244,
|
|
"m": 0.7280563712120056
|
|
},
|
|
{
|
|
"p": 0.09079727530479431,
|
|
"m": 0.7783170938491821
|
|
},
|
|
{
|
|
"p": 0.07416543364524841,
|
|
"m": 0.8809731006622314
|
|
},
|
|
{
|
|
"p": 0.0845840573310852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568088710308075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06392739713191986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06999524682760239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08494877815246582,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.37214553356170654,
|
|
"val_loss": 1.0245739221572876,
|
|
"acc": 70.86,
|
|
"time": 137.29642613697797,
|
|
"param": [
|
|
{
|
|
"p": 0.06865795701742172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08439324796199799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09339719265699387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06263419985771179,
|
|
"m": 0.7458117604255676
|
|
},
|
|
{
|
|
"p": 0.07524726539850235,
|
|
"m": 0.2855130434036255
|
|
},
|
|
{
|
|
"p": 0.040781740099191666,
|
|
"m": 0.2621704339981079
|
|
},
|
|
{
|
|
"p": 0.11810901015996933,
|
|
"m": 0.9190605878829956
|
|
},
|
|
{
|
|
"p": 0.07574958354234695,
|
|
"m": 0.8059340715408325
|
|
},
|
|
{
|
|
"p": 0.06166421249508858,
|
|
"m": 0.8075587153434753
|
|
},
|
|
{
|
|
"p": 0.028047243133187294,
|
|
"m": 0.9466804265975952
|
|
},
|
|
{
|
|
"p": 0.07447262108325958,
|
|
"m": 0.8660551309585571
|
|
},
|
|
{
|
|
"p": 0.04832129925489426,
|
|
"m": 0.9691488742828369
|
|
},
|
|
{
|
|
"p": 0.07075382769107819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09777064621448517,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.5676578283309937,
|
|
"val_loss": 0.9509577751159668,
|
|
"acc": 70.91,
|
|
"time": 134.53625016007572,
|
|
"param": [
|
|
{
|
|
"p": 0.0752842053771019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09653262048959732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044763073325157166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04247670620679855,
|
|
"m": 0.8272964358329773
|
|
},
|
|
{
|
|
"p": 0.09410172700881958,
|
|
"m": 0.3739568293094635
|
|
},
|
|
{
|
|
"p": 0.08191573619842529,
|
|
"m": 0.26634472608566284
|
|
},
|
|
{
|
|
"p": 0.054572466760873795,
|
|
"m": 0.982633650302887
|
|
},
|
|
{
|
|
"p": 0.053354788571596146,
|
|
"m": 0.508834719657898
|
|
},
|
|
{
|
|
"p": 0.10940823704004288,
|
|
"m": 0.8831319212913513
|
|
},
|
|
{
|
|
"p": 0.055574629455804825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08794011175632477,
|
|
"m": 0.9165965914726257
|
|
},
|
|
{
|
|
"p": 0.05712683126330376,
|
|
"m": 0.9434553980827332
|
|
},
|
|
{
|
|
"p": 0.07551990449428558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714290514588356,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.3974301517009735,
|
|
"val_loss": 0.9827971458435059,
|
|
"acc": 70.56,
|
|
"time": 132.09618549211882,
|
|
"param": [
|
|
{
|
|
"p": 0.06503308564424515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07778814435005188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06708097457885742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0589238777756691,
|
|
"m": 0.83809894323349
|
|
},
|
|
{
|
|
"p": 0.09833534806966782,
|
|
"m": 0.35637155175209045
|
|
},
|
|
{
|
|
"p": 0.08130750060081482,
|
|
"m": 0.2083173245191574
|
|
},
|
|
{
|
|
"p": 0.059425730258226395,
|
|
"m": 0.897089421749115
|
|
},
|
|
{
|
|
"p": 0.05521029233932495,
|
|
"m": 0.544073760509491
|
|
},
|
|
{
|
|
"p": 0.0707666426897049,
|
|
"m": 0.9566377997398376
|
|
},
|
|
{
|
|
"p": 0.07984121888875961,
|
|
"m": 0.9785382747650146
|
|
},
|
|
{
|
|
"p": 0.0926375612616539,
|
|
"m": 0.9649131894111633
|
|
},
|
|
{
|
|
"p": 0.055632974952459335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0599750392138958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07804156839847565,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.5112296342849731,
|
|
"val_loss": 0.9039716124534607,
|
|
"acc": 70.67,
|
|
"time": 117.4963289659936,
|
|
"param": [
|
|
{
|
|
"p": 0.062207866460084915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08818771690130234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622935086488724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302724033594131,
|
|
"m": 0.9620453119277954
|
|
},
|
|
{
|
|
"p": 0.04021737724542618,
|
|
"m": 0.33957576751708984
|
|
},
|
|
{
|
|
"p": 0.07084224373102188,
|
|
"m": 0.3419005870819092
|
|
},
|
|
{
|
|
"p": 0.06611070036888123,
|
|
"m": 0.9210952520370483
|
|
},
|
|
{
|
|
"p": 0.06266418099403381,
|
|
"m": 0.6089993119239807
|
|
},
|
|
{
|
|
"p": 0.0349288284778595,
|
|
"m": 0.9142596125602722
|
|
},
|
|
{
|
|
"p": 0.12214073538780212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07612062245607376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08946436643600464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10061073303222656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0572480745613575,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.5394859910011292,
|
|
"val_loss": 1.0450570583343506,
|
|
"acc": 70.09,
|
|
"time": 110.97893079905771,
|
|
"param": [
|
|
{
|
|
"p": 0.05360044538974762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08855973184108734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1019475981593132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045821551233530045,
|
|
"m": 0.8987745046615601
|
|
},
|
|
{
|
|
"p": 0.08968967944383621,
|
|
"m": 0.3134104311466217
|
|
},
|
|
{
|
|
"p": 0.09660455584526062,
|
|
"m": 0.3796630799770355
|
|
},
|
|
{
|
|
"p": 0.07716928422451019,
|
|
"m": 0.9903002381324768
|
|
},
|
|
{
|
|
"p": 0.06466230750083923,
|
|
"m": 0.6646485328674316
|
|
},
|
|
{
|
|
"p": 0.0629584789276123,
|
|
"m": 0.9683560729026794
|
|
},
|
|
{
|
|
"p": 0.05867521092295647,
|
|
"m": 0.990567684173584
|
|
},
|
|
{
|
|
"p": 0.07915876060724258,
|
|
"m": 0.9264478087425232
|
|
},
|
|
{
|
|
"p": 0.06552641093730927,
|
|
"m": 0.9763942360877991
|
|
},
|
|
{
|
|
"p": 0.04187418147921562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07375182956457138,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.5815011262893677,
|
|
"val_loss": 1.0956119298934937,
|
|
"acc": 70.12,
|
|
"time": 120.1755453448277,
|
|
"param": [
|
|
{
|
|
"p": 0.03626319393515587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056945957243442535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059146590530872345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10578779876232147,
|
|
"m": 0.9671223163604736
|
|
},
|
|
{
|
|
"p": 0.07231642305850983,
|
|
"m": 0.3145133852958679
|
|
},
|
|
{
|
|
"p": 0.05697818100452423,
|
|
"m": 0.26656341552734375
|
|
},
|
|
{
|
|
"p": 0.08368512988090515,
|
|
"m": 0.9558355212211609
|
|
},
|
|
{
|
|
"p": 0.04732435196638107,
|
|
"m": 0.6696492433547974
|
|
},
|
|
{
|
|
"p": 0.10125542432069778,
|
|
"m": 0.9280091524124146
|
|
},
|
|
{
|
|
"p": 0.0652039498090744,
|
|
"m": 0.9658631682395935
|
|
},
|
|
{
|
|
"p": 0.08761270344257355,
|
|
"m": 0.8970943689346313
|
|
},
|
|
{
|
|
"p": 0.07989294081926346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05324011296033859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09434730559587479,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.3420659303665161,
|
|
"val_loss": 0.91622394323349,
|
|
"acc": 71.81,
|
|
"time": 132.7030318749603,
|
|
"param": [
|
|
{
|
|
"p": 0.06660542637109756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049523722380399704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08536079525947571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03555690124630928,
|
|
"m": 0.8667114973068237
|
|
},
|
|
{
|
|
"p": 0.05370226874947548,
|
|
"m": 0.334989070892334
|
|
},
|
|
{
|
|
"p": 0.05942928045988083,
|
|
"m": 0.3128522038459778
|
|
},
|
|
{
|
|
"p": 0.042977239936590195,
|
|
"m": 0.9367234110832214
|
|
},
|
|
{
|
|
"p": 0.08667953312397003,
|
|
"m": 0.8335443735122681
|
|
},
|
|
{
|
|
"p": 0.056711744517087936,
|
|
"m": 0.9201376438140869
|
|
},
|
|
{
|
|
"p": 0.05065375193953514,
|
|
"m": 0.9318452477455139
|
|
},
|
|
{
|
|
"p": 0.10405460000038147,
|
|
"m": 0.9297555088996887
|
|
},
|
|
{
|
|
"p": 0.12109431624412537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07713917642831802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11051122844219208,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.449176162481308,
|
|
"val_loss": 1.0539361238479614,
|
|
"acc": 71.35,
|
|
"time": 133.0614470008295,
|
|
"param": [
|
|
{
|
|
"p": 0.06426835060119629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0581609308719635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09501717984676361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0824355036020279,
|
|
"m": 0.8924957513809204
|
|
},
|
|
{
|
|
"p": 0.06682920455932617,
|
|
"m": 0.31602588295936584
|
|
},
|
|
{
|
|
"p": 0.09334098547697067,
|
|
"m": 0.3743124306201935
|
|
},
|
|
{
|
|
"p": 0.07143174111843109,
|
|
"m": 0.9058303236961365
|
|
},
|
|
{
|
|
"p": 0.039334505796432495,
|
|
"m": 0.8110867738723755
|
|
},
|
|
{
|
|
"p": 0.05299460515379906,
|
|
"m": 0.9277838468551636
|
|
},
|
|
{
|
|
"p": 0.07053977251052856,
|
|
"m": 0.9908460378646851
|
|
},
|
|
{
|
|
"p": 0.08607061952352524,
|
|
"m": 0.9042484760284424
|
|
},
|
|
{
|
|
"p": 0.06032310053706169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108192890882492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08817160129547119,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.3566688597202301,
|
|
"val_loss": 0.7809146046638489,
|
|
"acc": 71.14,
|
|
"time": 135.15104916109703,
|
|
"param": [
|
|
{
|
|
"p": 0.07371293008327484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08673369139432907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08424975723028183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0760369822382927,
|
|
"m": 0.8994436264038086
|
|
},
|
|
{
|
|
"p": 0.07441126555204391,
|
|
"m": 0.2685132622718811
|
|
},
|
|
{
|
|
"p": 0.09334203600883484,
|
|
"m": 0.38430920243263245
|
|
},
|
|
{
|
|
"p": 0.07667520642280579,
|
|
"m": 0.8815618753433228
|
|
},
|
|
{
|
|
"p": 0.05390695855021477,
|
|
"m": 0.8276847004890442
|
|
},
|
|
{
|
|
"p": 0.06924963742494583,
|
|
"m": 0.9306483268737793
|
|
},
|
|
{
|
|
"p": 0.05506723001599312,
|
|
"m": 0.9972801804542542
|
|
},
|
|
{
|
|
"p": 0.06567317992448807,
|
|
"m": 0.9320340156555176
|
|
},
|
|
{
|
|
"p": 0.06254448741674423,
|
|
"m": 0.9907716512680054
|
|
},
|
|
{
|
|
"p": 0.07109279185533524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05730387568473816,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.3271011710166931,
|
|
"val_loss": 1.052782654762268,
|
|
"acc": 71.33,
|
|
"time": 128.94335751398467,
|
|
"param": [
|
|
{
|
|
"p": 0.07650009542703629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055230215191841125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07979048043489456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09982436150312424,
|
|
"m": 0.991230309009552
|
|
},
|
|
{
|
|
"p": 0.08703788369894028,
|
|
"m": 0.19690605998039246
|
|
},
|
|
{
|
|
"p": 0.07320128381252289,
|
|
"m": 0.43437445163726807
|
|
},
|
|
{
|
|
"p": 0.05856132507324219,
|
|
"m": 0.8932931423187256
|
|
},
|
|
{
|
|
"p": 0.05605270341038704,
|
|
"m": 0.8506171703338623
|
|
},
|
|
{
|
|
"p": 0.0714275985956192,
|
|
"m": 0.9792212843894958
|
|
},
|
|
{
|
|
"p": 0.07005489617586136,
|
|
"m": 0.9119565486907959
|
|
},
|
|
{
|
|
"p": 0.06684508174657822,
|
|
"m": 0.9745175838470459
|
|
},
|
|
{
|
|
"p": 0.04692617431282997,
|
|
"m": 0.9916086196899414
|
|
},
|
|
{
|
|
"p": 0.07718262076377869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08136524260044098,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.40142807364463806,
|
|
"val_loss": 0.9063376784324646,
|
|
"acc": 72.0,
|
|
"time": 132.15434633311816,
|
|
"param": [
|
|
{
|
|
"p": 0.06936733424663544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08586832135915756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09024149924516678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06511282920837402,
|
|
"m": 0.9539669156074524
|
|
},
|
|
{
|
|
"p": 0.048334330320358276,
|
|
"m": 0.1038772463798523
|
|
},
|
|
{
|
|
"p": 0.05924491211771965,
|
|
"m": 0.4967307150363922
|
|
},
|
|
{
|
|
"p": 0.08802154660224915,
|
|
"m": 0.9891453385353088
|
|
},
|
|
{
|
|
"p": 0.07469115406274796,
|
|
"m": 0.9962812066078186
|
|
},
|
|
{
|
|
"p": 0.05936536565423012,
|
|
"m": 0.9223112463951111
|
|
},
|
|
{
|
|
"p": 0.1079314649105072,
|
|
"m": 0.812868058681488
|
|
},
|
|
{
|
|
"p": 0.05493653938174248,
|
|
"m": 0.9763312935829163
|
|
},
|
|
{
|
|
"p": 0.06921692192554474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05944465100765228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06822315603494644,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.3658626079559326,
|
|
"val_loss": 1.017963171005249,
|
|
"acc": 71.15,
|
|
"time": 133.44823130615987,
|
|
"param": [
|
|
{
|
|
"p": 0.05914726108312607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09921915084123611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08172286301851273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10331249237060547,
|
|
"m": 0.9486513733863831
|
|
},
|
|
{
|
|
"p": 0.0548853874206543,
|
|
"m": 0.1869869977235794
|
|
},
|
|
{
|
|
"p": 0.062293194234371185,
|
|
"m": 0.5451937317848206
|
|
},
|
|
{
|
|
"p": 0.07856583595275879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08034102618694305,
|
|
"m": 0.8526273369789124
|
|
},
|
|
{
|
|
"p": 0.06339850276708603,
|
|
"m": 0.8792986869812012
|
|
},
|
|
{
|
|
"p": 0.040363017469644547,
|
|
"m": 0.8698982000350952
|
|
},
|
|
{
|
|
"p": 0.04744856432080269,
|
|
"m": 0.9620026350021362
|
|
},
|
|
{
|
|
"p": 0.07932174950838089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05529768764972687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09468318521976471,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.33951327204704285,
|
|
"val_loss": 0.9131820201873779,
|
|
"acc": 71.1,
|
|
"time": 134.52836505207233,
|
|
"param": [
|
|
{
|
|
"p": 0.06780225783586502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08396437764167786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08479811996221542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08053192496299744,
|
|
"m": 0.906910240650177
|
|
},
|
|
{
|
|
"p": 0.047339871525764465,
|
|
"m": 0.25290822982788086
|
|
},
|
|
{
|
|
"p": 0.11527248471975327,
|
|
"m": 0.6184183955192566
|
|
},
|
|
{
|
|
"p": 0.044039491564035416,
|
|
"m": 0.9245242476463318
|
|
},
|
|
{
|
|
"p": 0.06531110405921936,
|
|
"m": 0.7164871692657471
|
|
},
|
|
{
|
|
"p": 0.057552602142095566,
|
|
"m": 0.9063987135887146
|
|
},
|
|
{
|
|
"p": 0.06393752247095108,
|
|
"m": 0.8341619968414307
|
|
},
|
|
{
|
|
"p": 0.07878044247627258,
|
|
"m": 0.9426806569099426
|
|
},
|
|
{
|
|
"p": 0.043388742953538895,
|
|
"m": 0.9996867775917053
|
|
},
|
|
{
|
|
"p": 0.071807362139225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09547373652458191,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.3056226968765259,
|
|
"val_loss": 0.9237065315246582,
|
|
"acc": 71.42,
|
|
"time": 119.8865543520078,
|
|
"param": [
|
|
{
|
|
"p": 0.05839495360851288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10813669115304947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041133247315883636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09315149486064911,
|
|
"m": 0.8324047923088074
|
|
},
|
|
{
|
|
"p": 0.06741103529930115,
|
|
"m": 0.2290349006652832
|
|
},
|
|
{
|
|
"p": 0.09393025934696198,
|
|
"m": 0.5324742197990417
|
|
},
|
|
{
|
|
"p": 0.06403344869613647,
|
|
"m": 0.8529457449913025
|
|
},
|
|
{
|
|
"p": 0.06750526279211044,
|
|
"m": 0.8033226132392883
|
|
},
|
|
{
|
|
"p": 0.06889340281486511,
|
|
"m": 0.9375027418136597
|
|
},
|
|
{
|
|
"p": 0.08553196489810944,
|
|
"m": 0.8075555562973022
|
|
},
|
|
{
|
|
"p": 0.05486364662647247,
|
|
"m": 0.9198724627494812
|
|
},
|
|
{
|
|
"p": 0.06896284222602844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05002739652991295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07802437245845795,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.34627416729927063,
|
|
"val_loss": 1.1157406568527222,
|
|
"acc": 70.42,
|
|
"time": 122.14993186900392,
|
|
"param": [
|
|
{
|
|
"p": 0.07454228401184082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09612702578306198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09273870289325714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05289468541741371,
|
|
"m": 0.6963263750076294
|
|
},
|
|
{
|
|
"p": 0.06383500248193741,
|
|
"m": 0.1827162802219391
|
|
},
|
|
{
|
|
"p": 0.06099136173725128,
|
|
"m": 0.44824522733688354
|
|
},
|
|
{
|
|
"p": 0.07905096560716629,
|
|
"m": 0.7132859826087952
|
|
},
|
|
{
|
|
"p": 0.0802646204829216,
|
|
"m": 0.7679712176322937
|
|
},
|
|
{
|
|
"p": 0.0832521989941597,
|
|
"m": 0.8375256061553955
|
|
},
|
|
{
|
|
"p": 0.07266520708799362,
|
|
"m": 0.7782819867134094
|
|
},
|
|
{
|
|
"p": 0.06485872715711594,
|
|
"m": 0.8151100277900696
|
|
},
|
|
{
|
|
"p": 0.05916454643011093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08388835936784744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035726241767406464,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.2708441913127899,
|
|
"val_loss": 0.9799146056175232,
|
|
"acc": 71.55,
|
|
"time": 125.64618481695652,
|
|
"param": [
|
|
{
|
|
"p": 0.08023640513420105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05648467689752579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09003860503435135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06705491244792938,
|
|
"m": 0.6802188158035278
|
|
},
|
|
{
|
|
"p": 0.06172771006822586,
|
|
"m": 0.1294851154088974
|
|
},
|
|
{
|
|
"p": 0.06994454562664032,
|
|
"m": 0.4569739103317261
|
|
},
|
|
{
|
|
"p": 0.08497944474220276,
|
|
"m": 0.8138250112533569
|
|
},
|
|
{
|
|
"p": 0.09292472153902054,
|
|
"m": 0.6679928302764893
|
|
},
|
|
{
|
|
"p": 0.07224173843860626,
|
|
"m": 0.9607318639755249
|
|
},
|
|
{
|
|
"p": 0.06352349370718002,
|
|
"m": 0.799238920211792
|
|
},
|
|
{
|
|
"p": 0.06654321402311325,
|
|
"m": 0.9133961200714111
|
|
},
|
|
{
|
|
"p": 0.0586782842874527,
|
|
"m": 0.985080897808075
|
|
},
|
|
{
|
|
"p": 0.07724232226610184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05837995931506157,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.559912383556366,
|
|
"val_loss": 0.9251354336738586,
|
|
"acc": 71.21,
|
|
"time": 124.02362536801957,
|
|
"param": [
|
|
{
|
|
"p": 0.05899105966091156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09938298165798187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06990952044725418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07350000739097595,
|
|
"m": 0.7218696475028992
|
|
},
|
|
{
|
|
"p": 0.07604331523180008,
|
|
"m": 0.1994016170501709
|
|
},
|
|
{
|
|
"p": 0.09973382949829102,
|
|
"m": 0.5145451426506042
|
|
},
|
|
{
|
|
"p": 0.08918005228042603,
|
|
"m": 0.9059044718742371
|
|
},
|
|
{
|
|
"p": 0.03017236664891243,
|
|
"m": 0.7540565133094788
|
|
},
|
|
{
|
|
"p": 0.07654010504484177,
|
|
"m": 0.9200319051742554
|
|
},
|
|
{
|
|
"p": 0.06794044375419617,
|
|
"m": 0.8455188274383545
|
|
},
|
|
{
|
|
"p": 0.05895553156733513,
|
|
"m": 0.8493059277534485
|
|
},
|
|
{
|
|
"p": 0.06442276388406754,
|
|
"m": 0.9268605709075928
|
|
},
|
|
{
|
|
"p": 0.04303360357880592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09219428896903992,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.2280706763267517,
|
|
"val_loss": 0.8862205147743225,
|
|
"acc": 70.73,
|
|
"time": 134.3390453660395,
|
|
"param": [
|
|
{
|
|
"p": 0.08609318733215332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09199623763561249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10727061331272125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07434965670108795,
|
|
"m": 0.7656617164611816
|
|
},
|
|
{
|
|
"p": 0.05791475623846054,
|
|
"m": 0.2804197371006012
|
|
},
|
|
{
|
|
"p": 0.05233512073755264,
|
|
"m": 0.5383017063140869
|
|
},
|
|
{
|
|
"p": 0.04135492816567421,
|
|
"m": 0.7344231605529785
|
|
},
|
|
{
|
|
"p": 0.06820745021104813,
|
|
"m": 0.7498886585235596
|
|
},
|
|
{
|
|
"p": 0.06250496953725815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108017057180405,
|
|
"m": 0.7835119962692261
|
|
},
|
|
{
|
|
"p": 0.08298429101705551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0581708662211895,
|
|
"m": 0.9354180097579956
|
|
},
|
|
{
|
|
"p": 0.05992446839809418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08581321686506271,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.4396108090877533,
|
|
"val_loss": 0.9525111317634583,
|
|
"acc": 71.85,
|
|
"time": 131.70752002298832,
|
|
"param": [
|
|
{
|
|
"p": 0.07102837413549423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835772156715393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07664210349321365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0808674618601799,
|
|
"m": 0.8312757015228271
|
|
},
|
|
{
|
|
"p": 0.059000544250011444,
|
|
"m": 0.1643209010362625
|
|
},
|
|
{
|
|
"p": 0.07627127319574356,
|
|
"m": 0.46353620290756226
|
|
},
|
|
{
|
|
"p": 0.10189160704612732,
|
|
"m": 0.7587973475456238
|
|
},
|
|
{
|
|
"p": 0.09061140567064285,
|
|
"m": 0.7987419366836548
|
|
},
|
|
{
|
|
"p": 0.05555437132716179,
|
|
"m": 0.956569492816925
|
|
},
|
|
{
|
|
"p": 0.07556445151567459,
|
|
"m": 0.8286839723587036
|
|
},
|
|
{
|
|
"p": 0.037657227367162704,
|
|
"m": 0.9295740127563477
|
|
},
|
|
{
|
|
"p": 0.06496841460466385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05982312932610512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06654234230518341,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.4041285514831543,
|
|
"val_loss": 1.0810801982879639,
|
|
"acc": 71.16,
|
|
"time": 116.93557831807993,
|
|
"param": [
|
|
{
|
|
"p": 0.07398082315921783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07513623684644699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0738549754023552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07952266186475754,
|
|
"m": 0.8695433735847473
|
|
},
|
|
{
|
|
"p": 0.11099819839000702,
|
|
"m": 0.28720611333847046
|
|
},
|
|
{
|
|
"p": 0.05814967676997185,
|
|
"m": 0.43676522374153137
|
|
},
|
|
{
|
|
"p": 0.03710544481873512,
|
|
"m": 0.7545757293701172
|
|
},
|
|
{
|
|
"p": 0.08771005272865295,
|
|
"m": 0.8614304065704346
|
|
},
|
|
{
|
|
"p": 0.06830599159002304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07241283357143402,
|
|
"m": 0.8936821222305298
|
|
},
|
|
{
|
|
"p": 0.057372450828552246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09992053359746933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07247110456228256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03305898234248161,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.5637414455413818,
|
|
"val_loss": 1.1958913803100586,
|
|
"acc": 70.7,
|
|
"time": 131.2095384921413,
|
|
"param": [
|
|
{
|
|
"p": 0.08201630413532257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07180499285459518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07041888684034348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10467927902936935,
|
|
"m": 0.8997055292129517
|
|
},
|
|
{
|
|
"p": 0.08693435043096542,
|
|
"m": 0.31346458196640015
|
|
},
|
|
{
|
|
"p": 0.0700848326086998,
|
|
"m": 0.36287108063697815
|
|
},
|
|
{
|
|
"p": 0.041126370429992676,
|
|
"m": 0.8589227795600891
|
|
},
|
|
{
|
|
"p": 0.06715042144060135,
|
|
"m": 0.9704628586769104
|
|
},
|
|
{
|
|
"p": 0.05463026836514473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07427914440631866,
|
|
"m": 0.905154824256897
|
|
},
|
|
{
|
|
"p": 0.0732489600777626,
|
|
"m": 0.999098002910614
|
|
},
|
|
{
|
|
"p": 0.04632772505283356,
|
|
"m": 0.9698390960693359
|
|
},
|
|
{
|
|
"p": 0.07438212633132935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08291628211736679,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.3192968964576721,
|
|
"val_loss": 0.8730987906455994,
|
|
"acc": 70.97,
|
|
"time": 132.7105078541208,
|
|
"param": [
|
|
{
|
|
"p": 0.08349983394145966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09989708662033081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06400113552808762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06224394589662552,
|
|
"m": 0.9713321328163147
|
|
},
|
|
{
|
|
"p": 0.054974064230918884,
|
|
"m": 0.24868598580360413
|
|
},
|
|
{
|
|
"p": 0.09310842305421829,
|
|
"m": 0.23533739149570465
|
|
},
|
|
{
|
|
"p": 0.08196179568767548,
|
|
"m": 0.8374413251876831
|
|
},
|
|
{
|
|
"p": 0.06945032626390457,
|
|
"m": 0.8840590119361877
|
|
},
|
|
{
|
|
"p": 0.0803428590297699,
|
|
"m": 0.9934903979301453
|
|
},
|
|
{
|
|
"p": 0.06613320857286453,
|
|
"m": 0.8448171615600586
|
|
},
|
|
{
|
|
"p": 0.06343498826026917,
|
|
"m": 0.9854487776756287
|
|
},
|
|
{
|
|
"p": 0.03938611224293709,
|
|
"m": 0.9979480504989624
|
|
},
|
|
{
|
|
"p": 0.07495110481977463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06661514192819595,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.3480081558227539,
|
|
"val_loss": 1.1587167978286743,
|
|
"acc": 71.62,
|
|
"time": 123.97948199301027,
|
|
"param": [
|
|
{
|
|
"p": 0.0870729461312294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07008825987577438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09281408786773682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0819978341460228,
|
|
"m": 0.8142614364624023
|
|
},
|
|
{
|
|
"p": 0.08032968640327454,
|
|
"m": 0.2967408001422882
|
|
},
|
|
{
|
|
"p": 0.04978090897202492,
|
|
"m": 0.21061088144779205
|
|
},
|
|
{
|
|
"p": 0.11772686243057251,
|
|
"m": 0.9074225425720215
|
|
},
|
|
{
|
|
"p": 0.08237382024526596,
|
|
"m": 0.8953899145126343
|
|
},
|
|
{
|
|
"p": 0.056022632867097855,
|
|
"m": 0.9767168164253235
|
|
},
|
|
{
|
|
"p": 0.046868082135915756,
|
|
"m": 0.8976678252220154
|
|
},
|
|
{
|
|
"p": 0.04203680902719498,
|
|
"m": 0.955345094203949
|
|
},
|
|
{
|
|
"p": 0.045781444758176804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107242941856384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603424787521362,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.25569334626197815,
|
|
"val_loss": 0.9696543216705322,
|
|
"acc": 71.37,
|
|
"time": 129.22635791404173,
|
|
"param": [
|
|
{
|
|
"p": 0.06965463608503342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08173006772994995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430709898471832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0586431510746479,
|
|
"m": 0.7249789834022522
|
|
},
|
|
{
|
|
"p": 0.048590946942567825,
|
|
"m": 0.27824294567108154
|
|
},
|
|
{
|
|
"p": 0.03761976584792137,
|
|
"m": 0.14567336440086365
|
|
},
|
|
{
|
|
"p": 0.08160553872585297,
|
|
"m": 0.8094344735145569
|
|
},
|
|
{
|
|
"p": 0.09339268505573273,
|
|
"m": 0.9231569170951843
|
|
},
|
|
{
|
|
"p": 0.06577768176794052,
|
|
"m": 0.9855431914329529
|
|
},
|
|
{
|
|
"p": 0.07941237837076187,
|
|
"m": 0.8826503157615662
|
|
},
|
|
{
|
|
"p": 0.08519493788480759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08150346577167511,
|
|
"m": 0.9830591678619385
|
|
},
|
|
{
|
|
"p": 0.0785294845700264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06403812021017075,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.4032546579837799,
|
|
"val_loss": 1.0904765129089355,
|
|
"acc": 70.8,
|
|
"time": 114.63408636697568,
|
|
"param": [
|
|
{
|
|
"p": 0.07265038043260574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09385481476783752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08365453779697418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08389842510223389,
|
|
"m": 0.7909602522850037
|
|
},
|
|
{
|
|
"p": 0.07141842693090439,
|
|
"m": 0.3091428279876709
|
|
},
|
|
{
|
|
"p": 0.0508379228413105,
|
|
"m": 0.13373637199401855
|
|
},
|
|
{
|
|
"p": 0.07882797718048096,
|
|
"m": 0.8881394863128662
|
|
},
|
|
{
|
|
"p": 0.05801047384738922,
|
|
"m": 0.7615507245063782
|
|
},
|
|
{
|
|
"p": 0.05656047165393829,
|
|
"m": 0.8317282795906067
|
|
},
|
|
{
|
|
"p": 0.053983449935913086,
|
|
"m": 0.972209095954895
|
|
},
|
|
{
|
|
"p": 0.08203917741775513,
|
|
"m": 0.9439627528190613
|
|
},
|
|
{
|
|
"p": 0.06921671330928802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055261559784412384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08978570252656937,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.49684423208236694,
|
|
"val_loss": 1.0307856798171997,
|
|
"acc": 70.6,
|
|
"time": 130.49422365706414,
|
|
"param": [
|
|
{
|
|
"p": 0.0819253921508789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449548482894897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09672597795724869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0811983197927475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08392941951751709,
|
|
"m": 0.13560548424720764
|
|
},
|
|
{
|
|
"p": 0.04304162412881851,
|
|
"m": 0.1176569014787674
|
|
},
|
|
{
|
|
"p": 0.029839258641004562,
|
|
"m": 0.855806291103363
|
|
},
|
|
{
|
|
"p": 0.04064607992768288,
|
|
"m": 0.8748002052307129
|
|
},
|
|
{
|
|
"p": 0.0900353193283081,
|
|
"m": 0.8859250545501709
|
|
},
|
|
{
|
|
"p": 0.055023640394210815,
|
|
"m": 0.9225669503211975
|
|
},
|
|
{
|
|
"p": 0.07037828862667084,
|
|
"m": 0.9978414177894592
|
|
},
|
|
{
|
|
"p": 0.09772280603647232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08414890617132187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06088950112462044,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.2562786042690277,
|
|
"val_loss": 0.9108364582061768,
|
|
"acc": 71.96,
|
|
"time": 134.1542880658526,
|
|
"param": [
|
|
{
|
|
"p": 0.0748477578163147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07088447362184525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06288907676935196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07637346535921097,
|
|
"m": 0.9694865942001343
|
|
},
|
|
{
|
|
"p": 0.03986755758523941,
|
|
"m": 0.23824995756149292
|
|
},
|
|
{
|
|
"p": 0.0726185068488121,
|
|
"m": 0.21227163076400757
|
|
},
|
|
{
|
|
"p": 0.0878850445151329,
|
|
"m": 0.9241535663604736
|
|
},
|
|
{
|
|
"p": 0.07489754259586334,
|
|
"m": 0.7935112714767456
|
|
},
|
|
{
|
|
"p": 0.0615345761179924,
|
|
"m": 0.9268099069595337
|
|
},
|
|
{
|
|
"p": 0.04487419128417969,
|
|
"m": 0.8930066823959351
|
|
},
|
|
{
|
|
"p": 0.08806879818439484,
|
|
"m": 0.9919735193252563
|
|
},
|
|
{
|
|
"p": 0.10453873872756958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685313493013382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218882441520691,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.4951196312904358,
|
|
"val_loss": 1.1646143198013306,
|
|
"acc": 70.96,
|
|
"time": 132.51713628415018,
|
|
"param": [
|
|
{
|
|
"p": 0.054615315049886703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05510951951146126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10840770602226257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05427316203713417,
|
|
"m": 0.9424769282341003
|
|
},
|
|
{
|
|
"p": 0.10055398941040039,
|
|
"m": 0.3054504990577698
|
|
},
|
|
{
|
|
"p": 0.06828682124614716,
|
|
"m": 0.14998748898506165
|
|
},
|
|
{
|
|
"p": 0.12631183862686157,
|
|
"m": 0.9721829891204834
|
|
},
|
|
{
|
|
"p": 0.0904707983136177,
|
|
"m": 0.8509108424186707
|
|
},
|
|
{
|
|
"p": 0.08239826560020447,
|
|
"m": 0.8901827931404114
|
|
},
|
|
{
|
|
"p": 0.042067646980285645,
|
|
"m": 0.8572648167610168
|
|
},
|
|
{
|
|
"p": 0.06062508746981621,
|
|
"m": 0.8274691104888916
|
|
},
|
|
{
|
|
"p": 0.06114691495895386,
|
|
"m": 0.9930741190910339
|
|
},
|
|
{
|
|
"p": 0.05338086187839508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042352113872766495,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.3492870330810547,
|
|
"val_loss": 0.9766536951065063,
|
|
"acc": 70.66,
|
|
"time": 132.83566385507584,
|
|
"param": [
|
|
{
|
|
"p": 0.09522639214992523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07764887064695358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08900045603513718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05654587224125862,
|
|
"m": 0.9886832237243652
|
|
},
|
|
{
|
|
"p": 0.06725868582725525,
|
|
"m": 0.4101743698120117
|
|
},
|
|
{
|
|
"p": 0.08436308801174164,
|
|
"m": 0.29675525426864624
|
|
},
|
|
{
|
|
"p": 0.06204770877957344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05126253142952919,
|
|
"m": 0.7695736885070801
|
|
},
|
|
{
|
|
"p": 0.09559309482574463,
|
|
"m": 0.9159709215164185
|
|
},
|
|
{
|
|
"p": 0.05562501773238182,
|
|
"m": 0.9189825057983398
|
|
},
|
|
{
|
|
"p": 0.057785842567682266,
|
|
"m": 0.8938254117965698
|
|
},
|
|
{
|
|
"p": 0.09962502866983414,
|
|
"m": 0.9431705474853516
|
|
},
|
|
{
|
|
"p": 0.0365552194416523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146216928958893,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |