smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json

9776 lines
No EOL
140 KiB
JSON
Executable file

{
"Accuracy": 73.94,
"Time": [
89.06656628456432,
4.972323447206259
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2706496715545654,
"val_loss": 2.242332696914673,
"acc": 20.93,
"time": 89.80214030388743,
"param": [
{
"p": 0.04771019145846367,
"m": 1.0
},
{
"p": 0.05607929080724716,
"m": 1.0
},
{
"p": 0.08302765339612961,
"m": 1.0
},
{
"p": 0.08584751933813095,
"m": 1.0
},
{
"p": 0.08323259651660919,
"m": 1.0
},
{
"p": 0.07905687391757965,
"m": 1.0
},
{
"p": 0.0690496414899826,
"m": 1.0
},
{
"p": 0.0764981359243393,
"m": 1.0
},
{
"p": 0.08239401131868362,
"m": 1.0
},
{
"p": 0.0738542228937149,
"m": 1.0
},
{
"p": 0.08591195195913315,
"m": 1.0
},
{
"p": 0.05793179199099541,
"m": 1.0
},
{
"p": 0.07796883583068848,
"m": 1.0
},
{
"p": 0.04143727570772171,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.140557289123535,
"val_loss": 2.0703248977661133,
"acc": 24.97,
"time": 82.83061283803545,
"param": [
{
"p": 0.05741024762392044,
"m": 1.0
},
{
"p": 0.04220838472247124,
"m": 1.0
},
{
"p": 0.07999163866043091,
"m": 1.0
},
{
"p": 0.0937042236328125,
"m": 1.0
},
{
"p": 0.07409501075744629,
"m": 1.0
},
{
"p": 0.0758308470249176,
"m": 1.0
},
{
"p": 0.09376364946365356,
"m": 1.0
},
{
"p": 0.07816334813833237,
"m": 1.0
},
{
"p": 0.0733298733830452,
"m": 1.0
},
{
"p": 0.08060234785079956,
"m": 1.0
},
{
"p": 0.08144645392894745,
"m": 1.0
},
{
"p": 0.054195426404476166,
"m": 1.0
},
{
"p": 0.08889110386371613,
"m": 1.0
},
{
"p": 0.026367466896772385,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.080214500427246,
"val_loss": 2.018144130706787,
"acc": 28.83,
"time": 83.92124733282253,
"param": [
{
"p": 0.051408786326646805,
"m": 1.0
},
{
"p": 0.032260436564683914,
"m": 1.0
},
{
"p": 0.08419905602931976,
"m": 1.0
},
{
"p": 0.09276536852121353,
"m": 1.0
},
{
"p": 0.08522970229387283,
"m": 1.0
},
{
"p": 0.09333684295415878,
"m": 1.0
},
{
"p": 0.11761584132909775,
"m": 1.0
},
{
"p": 0.08707686513662338,
"m": 1.0
},
{
"p": 0.063296839594841,
"m": 1.0
},
{
"p": 0.07727240025997162,
"m": 1.0
},
{
"p": 0.07559897750616074,
"m": 1.0
},
{
"p": 0.05139661207795143,
"m": 1.0
},
{
"p": 0.08854230493307114,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.9508990049362183,
"val_loss": 1.8574334383010864,
"acc": 33.19,
"time": 83.9455212180037,
"param": [
{
"p": 0.049470141530036926,
"m": 1.0
},
{
"p": 0.012222257442772388,
"m": 1.0
},
{
"p": 0.0839565172791481,
"m": 1.0
},
{
"p": 0.0670560970902443,
"m": 1.0
},
{
"p": 0.08782727271318436,
"m": 1.0
},
{
"p": 0.08433088660240173,
"m": 1.0
},
{
"p": 0.13843809068202972,
"m": 1.0
},
{
"p": 0.0887254998087883,
"m": 1.0
},
{
"p": 0.0688348263502121,
"m": 1.0
},
{
"p": 0.07905089855194092,
"m": 1.0
},
{
"p": 0.09477077424526215,
"m": 1.0
},
{
"p": 0.048954349011182785,
"m": 1.0
},
{
"p": 0.09636233747005463,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.001739740371704,
"val_loss": 1.6768836975097656,
"acc": 38.89,
"time": 83.68917226605117,
"param": [
{
"p": 0.06157052889466286,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08534374833106995,
"m": 1.0
},
{
"p": 0.03301531821489334,
"m": 1.0
},
{
"p": 0.08645394444465637,
"m": 1.0
},
{
"p": 0.05482535809278488,
"m": 1.0
},
{
"p": 0.15846335887908936,
"m": 1.0
},
{
"p": 0.08613864332437515,
"m": 1.0
},
{
"p": 0.07280225306749344,
"m": 1.0
},
{
"p": 0.0788259208202362,
"m": 1.0
},
{
"p": 0.10517467558383942,
"m": 1.0
},
{
"p": 0.06079502031207085,
"m": 1.0
},
{
"p": 0.11659128218889236,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7964564561843872,
"val_loss": 1.727142333984375,
"acc": 40.27,
"time": 88.46829942800105,
"param": [
{
"p": 0.06769740581512451,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09361466765403748,
"m": 1.0
},
{
"p": 0.035076044499874115,
"m": 1.0
},
{
"p": 0.08112332224845886,
"m": 1.0
},
{
"p": 0.020807547494769096,
"m": 1.0
},
{
"p": 0.16476324200630188,
"m": 1.0
},
{
"p": 0.096988245844841,
"m": 1.0
},
{
"p": 0.07396116852760315,
"m": 1.0
},
{
"p": 0.07751471549272537,
"m": 1.0
},
{
"p": 0.10158765316009521,
"m": 1.0
},
{
"p": 0.06887063384056091,
"m": 1.0
},
{
"p": 0.11799538135528564,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.8225421905517578,
"val_loss": 1.6991689205169678,
"acc": 42.31,
"time": 100.45283980597742,
"param": [
{
"p": 0.07971305400133133,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09991693496704102,
"m": 1.0
},
{
"p": 0.03592338785529137,
"m": 1.0
},
{
"p": 0.07303459197282791,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16537564992904663,
"m": 1.0
},
{
"p": 0.10541421920061111,
"m": 1.0
},
{
"p": 0.08314251154661179,
"m": 1.0
},
{
"p": 0.06898657977581024,
"m": 1.0
},
{
"p": 0.10053371638059616,
"m": 1.0
},
{
"p": 0.06184624880552292,
"m": 1.0
},
{
"p": 0.12611322104930878,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.7687002420425415,
"val_loss": 1.5852327346801758,
"acc": 43.48,
"time": 99.17654524394311,
"param": [
{
"p": 0.07833927869796753,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11151018738746643,
"m": 1.0
},
{
"p": 0.02561521902680397,
"m": 1.0
},
{
"p": 0.05494462698698044,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17699405550956726,
"m": 1.0
},
{
"p": 0.09334178268909454,
"m": 1.0
},
{
"p": 0.09158870577812195,
"m": 1.0
},
{
"p": 0.06983056664466858,
"m": 1.0
},
{
"p": 0.10794801265001297,
"m": 1.0
},
{
"p": 0.05697967857122421,
"m": 1.0
},
{
"p": 0.13290786743164062,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.6795579195022583,
"val_loss": 1.6727999448776245,
"acc": 44.99,
"time": 84.04858977510594,
"param": [
{
"p": 0.08383778482675552,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12493246793746948,
"m": 1.0
},
{
"p": 0.01724325120449066,
"m": 1.0
},
{
"p": 0.03254847601056099,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17285938560962677,
"m": 1.0
},
{
"p": 0.09025278687477112,
"m": 1.0
},
{
"p": 0.09910257160663605,
"m": 1.0
},
{
"p": 0.07754350453615189,
"m": 1.0
},
{
"p": 0.10380667448043823,
"m": 1.0
},
{
"p": 0.05472838506102562,
"m": 1.0
},
{
"p": 0.14314468204975128,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.5167618989944458,
"val_loss": 1.5366477966308594,
"acc": 44.92,
"time": 84.01909084804356,
"param": [
{
"p": 0.08522266149520874,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14139294624328613,
"m": 1.0
},
{
"p": 0.005472000688314438,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19165284931659698,
"m": 1.0
},
{
"p": 0.06756032258272171,
"m": 1.0
},
{
"p": 0.11236336082220078,
"m": 1.0
},
{
"p": 0.08727539330720901,
"m": 1.0
},
{
"p": 0.08974675834178925,
"m": 1.0
},
{
"p": 0.044982269406318665,
"m": 1.0
},
{
"p": 0.174331396818161,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.6144236326217651,
"val_loss": 1.4920803308486938,
"acc": 47.98,
"time": 86.93068238906562,
"param": [
{
"p": 0.08247213810682297,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1553025245666504,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2110394686460495,
"m": 1.0
},
{
"p": 0.03464586287736893,
"m": 1.0
},
{
"p": 0.1294713169336319,
"m": 1.0
},
{
"p": 0.08317108452320099,
"m": 1.0
},
{
"p": 0.06746260821819305,
"m": 1.0
},
{
"p": 0.023343408480286598,
"m": 1.0
},
{
"p": 0.21309155225753784,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.6870070695877075,
"val_loss": 1.3954499959945679,
"acc": 48.95,
"time": 96.21029041102156,
"param": [
{
"p": 0.07734329998493195,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1609596163034439,
"m": 1.0
},
{
"p": 0.0005281636258587241,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22637630999088287,
"m": 1.0
},
{
"p": 0.006138566415756941,
"m": 1.0
},
{
"p": 0.14718805253505707,
"m": 1.0
},
{
"p": 0.08719483017921448,
"m": 1.0
},
{
"p": 0.04775071144104004,
"m": 1.0
},
{
"p": 0.012217273004353046,
"m": 1.0
},
{
"p": 0.23430316150188446,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.5284969806671143,
"val_loss": 1.4314838647842407,
"acc": 49.75,
"time": 90.62230795901269,
"param": [
{
"p": 0.07123319804668427,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16035056114196777,
"m": 1.0
},
{
"p": 0.024089250713586807,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21683086454868317,
"m": 1.0
},
{
"p": 0.00010631117766024545,
"m": 1.0
},
{
"p": 0.1564263254404068,
"m": 1.0
},
{
"p": 0.08694879710674286,
"m": 1.0
},
{
"p": 0.04287191852927208,
"m": 1.0
},
{
"p": 0.0023458790965378284,
"m": 1.0
},
{
"p": 0.2387968897819519,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.738619089126587,
"val_loss": 1.3956053256988525,
"acc": 51.43,
"time": 89.37271347688511,
"param": [
{
"p": 0.065347820520401,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17065352201461792,
"m": 1.0
},
{
"p": 0.04856112226843834,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 8.087974856607616e-05,
"m": 1.0
},
{
"p": 0.2070475071668625,
"m": 1.0
},
{
"p": 0.005058332346379757,
"m": 1.0
},
{
"p": 0.1483343243598938,
"m": 1.0
},
{
"p": 0.07708465307950974,
"m": 1.0
},
{
"p": 0.0443379208445549,
"m": 1.0
},
{
"p": 3.380846465006471e-05,
"m": 1.0
},
{
"p": 0.23346006870269775,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.7301348447799683,
"val_loss": 1.3210926055908203,
"acc": 51.47,
"time": 83.07582839904353,
"param": [
{
"p": 0.05588756874203682,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1897609978914261,
"m": 1.0
},
{
"p": 0.050674960017204285,
"m": 1.0
},
{
"p": 0.0015879038255661726,
"m": 1.0
},
{
"p": 0.008704490959644318,
"m": 1.0
},
{
"p": 0.19438353180885315,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14482221007347107,
"m": 1.0
},
{
"p": 0.06004457548260689,
"m": 1.0
},
{
"p": 0.03958377242088318,
"m": 1.0
},
{
"p": 0.011396970599889755,
"m": 1.0
},
{
"p": 0.24315296113491058,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.6065077781677246,
"val_loss": 1.4006919860839844,
"acc": 52.64,
"time": 82.7704482190311,
"param": [
{
"p": 0.06321859359741211,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1915494054555893,
"m": 1.0
},
{
"p": 0.04670615866780281,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004749982617795467,
"m": 1.0
},
{
"p": 0.17941194772720337,
"m": 1.0
},
{
"p": 0.0010454144794493914,
"m": 1.0
},
{
"p": 0.1421753466129303,
"m": 1.0
},
{
"p": 0.061492688953876495,
"m": 1.0
},
{
"p": 0.03664832562208176,
"m": 1.0
},
{
"p": 0.030327098444104195,
"m": 1.0
},
{
"p": 0.24267500638961792,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.594835877418518,
"val_loss": 1.3507777452468872,
"acc": 52.89,
"time": 86.56656822306104,
"param": [
{
"p": 0.07482511550188065,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19995954632759094,
"m": 1.0
},
{
"p": 0.0339038260281086,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17230816185474396,
"m": 1.0
},
{
"p": 0.0018412008648738265,
"m": 1.0
},
{
"p": 0.14181654155254364,
"m": 1.0
},
{
"p": 0.061135079711675644,
"m": 1.0
},
{
"p": 0.024078773334622383,
"m": 1.0
},
{
"p": 0.043961625546216965,
"m": 1.0
},
{
"p": 0.2461700439453125,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.2646088600158691,
"val_loss": 1.4292104244232178,
"acc": 53.25,
"time": 84.86875696782954,
"param": [
{
"p": 0.07737966626882553,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2128254473209381,
"m": 1.0
},
{
"p": 0.03238356113433838,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16598206758499146,
"m": 1.0
},
{
"p": 0.012561953626573086,
"m": 1.0
},
{
"p": 0.14519281685352325,
"m": 1.0
},
{
"p": 0.056667812168598175,
"m": 1.0
},
{
"p": 0.02043616957962513,
"m": 1.0
},
{
"p": 0.03551441431045532,
"m": 1.0
},
{
"p": 0.24105603992938995,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.4365696907043457,
"val_loss": 1.3231947422027588,
"acc": 53.95,
"time": 97.09682777314447,
"param": [
{
"p": 0.09170448780059814,
"m": 1.0
},
{
"p": 0.0002730562991928309,
"m": 1.0
},
{
"p": 0.1955348700284958,
"m": 1.0
},
{
"p": 0.04443999379873276,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02124093286693096,
"m": 1.0
},
{
"p": 0.13657477498054504,
"m": 1.0
},
{
"p": 0.02451414242386818,
"m": 1.0
},
{
"p": 0.13967746496200562,
"m": 1.0
},
{
"p": 0.06625976413488388,
"m": 1.0
},
{
"p": 0.03229769691824913,
"m": 1.0
},
{
"p": 0.045196834951639175,
"m": 1.0
},
{
"p": 0.2007640153169632,
"m": 1.0
},
{
"p": 0.0015220100758597255,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.425830602645874,
"val_loss": 1.1805027723312378,
"acc": 56.28,
"time": 98.85467770602554,
"param": [
{
"p": 0.10777581483125687,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1970256119966507,
"m": 1.0
},
{
"p": 0.040466610342264175,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03613360971212387,
"m": 1.0
},
{
"p": 0.1057497188448906,
"m": 1.0
},
{
"p": 0.03379387408494949,
"m": 1.0
},
{
"p": 0.1376131922006607,
"m": 1.0
},
{
"p": 0.078606516122818,
"m": 1.0
},
{
"p": 0.03832799196243286,
"m": 1.0
},
{
"p": 0.05589982122182846,
"m": 1.0
},
{
"p": 0.16860726475715637,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.4421781301498413,
"val_loss": 1.264857292175293,
"acc": 56.15,
"time": 94.68565000314265,
"param": [
{
"p": 0.12913574278354645,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22462041676044464,
"m": 1.0
},
{
"p": 0.02787221595644951,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.027380775660276413,
"m": 1.0
},
{
"p": 0.0834944024682045,
"m": 1.0
},
{
"p": 0.021154383197426796,
"m": 1.0
},
{
"p": 0.13734067976474762,
"m": 1.0
},
{
"p": 0.08367172628641129,
"m": 1.0
},
{
"p": 0.03020033799111843,
"m": 1.0
},
{
"p": 0.06949999183416367,
"m": 1.0
},
{
"p": 0.1656292825937271,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.1792609691619873,
"val_loss": 1.244449496269226,
"acc": 57.42,
"time": 90.96609637886286,
"param": [
{
"p": 0.15329864621162415,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.264005571603775,
"m": 1.0
},
{
"p": 0.018828097730875015,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.009712696075439453,
"m": 1.0
},
{
"p": 0.05698990449309349,
"m": 1.0
},
{
"p": 0.0018840739503502846,
"m": 1.0
},
{
"p": 0.13603928685188293,
"m": 1.0
},
{
"p": 0.0722341537475586,
"m": 1.0
},
{
"p": 0.011418101377785206,
"m": 1.0
},
{
"p": 0.0918188989162445,
"m": 1.0
},
{
"p": 0.1837705671787262,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.2904061079025269,
"val_loss": 1.277327060699463,
"acc": 57.41,
"time": 90.48362896195613,
"param": [
{
"p": 0.16627082228660583,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.28898680210113525,
"m": 1.0
},
{
"p": 0.014759521931409836,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04371488094329834,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11310585588216782,
"m": 1.0
},
{
"p": 0.0565541535615921,
"m": 1.0
},
{
"p": 0.005194048397243023,
"m": 1.0
},
{
"p": 0.1114346906542778,
"m": 1.0
},
{
"p": 0.19997917115688324,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.5056201219558716,
"val_loss": 1.185067892074585,
"acc": 58.36,
"time": 86.68968889815733,
"param": [
{
"p": 0.16360138356685638,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.29207944869995117,
"m": 1.0
},
{
"p": 0.009422237984836102,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.003780071157962084,
"m": 1.0
},
{
"p": 0.052807267755270004,
"m": 1.0
},
{
"p": 8.234608685597777e-05,
"m": 1.0
},
{
"p": 0.08099625259637833,
"m": 1.0
},
{
"p": 0.0371553972363472,
"m": 1.0
},
{
"p": 0.02273237332701683,
"m": 1.0
},
{
"p": 0.11653169989585876,
"m": 1.0
},
{
"p": 0.2208116203546524,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5057936906814575,
"val_loss": 1.1325823068618774,
"acc": 58.56,
"time": 87.3944628869649,
"param": [
{
"p": 0.14848025143146515,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2491907924413681,
"m": 1.0
},
{
"p": 0.017669260501861572,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01544963475316763,
"m": 1.0
},
{
"p": 0.06986650824546814,
"m": 1.0
},
{
"p": 0.01831708662211895,
"m": 1.0
},
{
"p": 0.06834311783313751,
"m": 1.0
},
{
"p": 0.030468527227640152,
"m": 1.0
},
{
"p": 0.05574203282594681,
"m": 1.0
},
{
"p": 0.1093001663684845,
"m": 1.0
},
{
"p": 0.21717265248298645,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.420025110244751,
"val_loss": 1.1423622369766235,
"acc": 58.61,
"time": 90.64125701598823,
"param": [
{
"p": 0.1474040150642395,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24112679064273834,
"m": 1.0
},
{
"p": 0.0178424920886755,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06708886474370956,
"m": 1.0
},
{
"p": 0.03313833475112915,
"m": 1.0
},
{
"p": 0.05196385085582733,
"m": 1.0
},
{
"p": 0.035771433264017105,
"m": 1.0
},
{
"p": 0.07909435033798218,
"m": 1.0
},
{
"p": 0.1012459546327591,
"m": 1.0
},
{
"p": 0.22473348677158356,
"m": 1.0
},
{
"p": 0.0005903843557462096,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.4406977891921997,
"val_loss": 1.1015743017196655,
"acc": 57.92,
"time": 97.42213063500822,
"param": [
{
"p": 0.15898588299751282,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.270712286233902,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04672878608107567,
"m": 1.0
},
{
"p": 0.02643345482647419,
"m": 1.0
},
{
"p": 0.024435529485344887,
"m": 1.0
},
{
"p": 0.028599929064512253,
"m": 1.0
},
{
"p": 0.07623115181922913,
"m": 1.0
},
{
"p": 0.10791577398777008,
"m": 1.0
},
{
"p": 0.2599572241306305,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.0865403413772583,
"val_loss": 1.057424783706665,
"acc": 59.14,
"time": 83.95321360509843,
"param": [
{
"p": 0.16546447575092316,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.27652257680892944,
"m": 1.0
},
{
"p": 0.0019447598606348038,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04171762987971306,
"m": 1.0
},
{
"p": 0.01656157337129116,
"m": 1.0
},
{
"p": 0.014681794680655003,
"m": 1.0
},
{
"p": 0.02486816607415676,
"m": 1.0
},
{
"p": 0.07256458699703217,
"m": 1.0
},
{
"p": 0.1137223094701767,
"m": 1.0
},
{
"p": 0.2718901038169861,
"m": 1.0
},
{
"p": 6.200447387527674e-05,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.0564556121826172,
"val_loss": 1.0671461820602417,
"acc": 60.42,
"time": 90.42734280391596,
"param": [
{
"p": 0.16024671494960785,
"m": 1.0
},
{
"p": 0.001679009641520679,
"m": 1.0
},
{
"p": 0.24938444793224335,
"m": 1.0
},
{
"p": 0.00574616901576519,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0008804373792372644,
"m": 1.0
},
{
"p": 0.0504021942615509,
"m": 1.0
},
{
"p": 0.01881350204348564,
"m": 1.0
},
{
"p": 0.025751255452632904,
"m": 1.0
},
{
"p": 0.040241789072752,
"m": 1.0
},
{
"p": 0.07181792706251144,
"m": 1.0
},
{
"p": 0.1078118309378624,
"m": 1.0
},
{
"p": 0.25937727093696594,
"m": 1.0
},
{
"p": 0.007847421802580357,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.4054690599441528,
"val_loss": 1.149384617805481,
"acc": 61.04,
"time": 84.40692567196675,
"param": [
{
"p": 0.1390203982591629,
"m": 1.0
},
{
"p": 0.014459770172834396,
"m": 1.0
},
{
"p": 0.2008572667837143,
"m": 1.0
},
{
"p": 0.010690085589885712,
"m": 1.0
},
{
"p": 0.0038558957166969776,
"m": 1.0
},
{
"p": 0.016033142805099487,
"m": 1.0
},
{
"p": 0.05936090648174286,
"m": 1.0
},
{
"p": 0.031000111252069473,
"m": 1.0
},
{
"p": 0.05064776539802551,
"m": 1.0
},
{
"p": 0.05231606960296631,
"m": 1.0
},
{
"p": 0.07205869257450104,
"m": 1.0
},
{
"p": 0.10577360540628433,
"m": 1.0
},
{
"p": 0.22175942361354828,
"m": 1.0
},
{
"p": 0.022166866809129715,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.2867618799209595,
"val_loss": 1.094694972038269,
"acc": 61.77,
"time": 82.89210644504055,
"param": [
{
"p": 0.1302994191646576,
"m": 1.0
},
{
"p": 0.010233108885586262,
"m": 1.0
},
{
"p": 0.1884058266878128,
"m": 1.0
},
{
"p": 0.003979833796620369,
"m": 1.0
},
{
"p": 0.004064216278493404,
"m": 1.0
},
{
"p": 0.006015718914568424,
"m": 1.0
},
{
"p": 0.068942129611969,
"m": 1.0
},
{
"p": 0.043845824897289276,
"m": 1.0
},
{
"p": 0.06998320668935776,
"m": 1.0
},
{
"p": 0.0581611730158329,
"m": 1.0
},
{
"p": 0.06892722845077515,
"m": 1.0
},
{
"p": 0.11431115865707397,
"m": 1.0
},
{
"p": 0.22239400446414948,
"m": 1.0
},
{
"p": 0.010437228716909885,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.3533562421798706,
"val_loss": 1.057205319404602,
"acc": 62.54,
"time": 94.1096487690229,
"param": [
{
"p": 0.11804639548063278,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18465092778205872,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07238002121448517,
"m": 1.0
},
{
"p": 0.053725145757198334,
"m": 1.0
},
{
"p": 0.08063413947820663,
"m": 1.0
},
{
"p": 0.06699007004499435,
"m": 1.0
},
{
"p": 0.06958134472370148,
"m": 1.0
},
{
"p": 0.1146596297621727,
"m": 1.0
},
{
"p": 0.2279672920703888,
"m": 1.0
},
{
"p": 0.011364997364580631,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.3524178266525269,
"val_loss": 1.0813698768615723,
"acc": 62.37,
"time": 87.6194459151011,
"param": [
{
"p": 0.09601245075464249,
"m": 1.0
},
{
"p": 0.003347516991198063,
"m": 1.0
},
{
"p": 0.16676297783851624,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008574324660003185,
"m": 1.0
},
{
"p": 0.07799399644136429,
"m": 1.0
},
{
"p": 0.05254623293876648,
"m": 1.0
},
{
"p": 0.07629042863845825,
"m": 1.0
},
{
"p": 0.08746060729026794,
"m": 1.0
},
{
"p": 0.08134783059358597,
"m": 1.0
},
{
"p": 0.11156252771615982,
"m": 1.0
},
{
"p": 0.2108582705259323,
"m": 1.0
},
{
"p": 0.02724282257258892,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.1192610263824463,
"val_loss": 0.9657702445983887,
"acc": 62.33,
"time": 87.30820917501114,
"param": [
{
"p": 0.09425751864910126,
"m": 1.0
},
{
"p": 0.0012985331704840064,
"m": 1.0
},
{
"p": 0.14693011343479156,
"m": 1.0
},
{
"p": 0.0029868020210415125,
"m": 1.0
},
{
"p": 0.008797358721494675,
"m": 1.0
},
{
"p": 0.017711082473397255,
"m": 1.0
},
{
"p": 0.08987654745578766,
"m": 1.0
},
{
"p": 0.051718395203351974,
"m": 1.0
},
{
"p": 0.07256533950567245,
"m": 1.0
},
{
"p": 0.08711948245763779,
"m": 1.0
},
{
"p": 0.07898901402950287,
"m": 1.0
},
{
"p": 0.1158762276172638,
"m": 1.0
},
{
"p": 0.19751857221126556,
"m": 1.0
},
{
"p": 0.03435513749718666,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.2721030712127686,
"val_loss": 1.0852315425872803,
"acc": 62.53,
"time": 94.83630333421752,
"param": [
{
"p": 0.09770669043064117,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12934936583042145,
"m": 1.0
},
{
"p": 0.006881933193653822,
"m": 1.0
},
{
"p": 0.012966756708920002,
"m": 1.0
},
{
"p": 0.030094945803284645,
"m": 1.0
},
{
"p": 0.1060454323887825,
"m": 1.0
},
{
"p": 0.04661618918180466,
"m": 1.0
},
{
"p": 0.07375944405794144,
"m": 1.0
},
{
"p": 0.07557620853185654,
"m": 1.0
},
{
"p": 0.07310318946838379,
"m": 1.0
},
{
"p": 0.13011711835861206,
"m": 1.0
},
{
"p": 0.19002404808998108,
"m": 1.0
},
{
"p": 0.0277587678283453,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.0604733228683472,
"val_loss": 1.0486778020858765,
"acc": 62.95,
"time": 89.40779693704098,
"param": [
{
"p": 0.09254173189401627,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11416951566934586,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0333574078977108,
"m": 1.0
},
{
"p": 0.11385991424322128,
"m": 1.0
},
{
"p": 0.047975391149520874,
"m": 1.0
},
{
"p": 0.0822448879480362,
"m": 1.0
},
{
"p": 0.07678550481796265,
"m": 1.0
},
{
"p": 0.06781081110239029,
"m": 1.0
},
{
"p": 0.14767831563949585,
"m": 1.0
},
{
"p": 0.19537058472633362,
"m": 1.0
},
{
"p": 0.028205960988998413,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.2154743671417236,
"val_loss": 1.0586154460906982,
"acc": 64.25,
"time": 88.8474906149786,
"param": [
{
"p": 0.08698246628046036,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10993920266628265,
"m": 1.0
},
{
"p": 0.0003495918936096132,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03295062109827995,
"m": 1.0
},
{
"p": 0.09914971888065338,
"m": 1.0
},
{
"p": 0.059209372848272324,
"m": 1.0
},
{
"p": 0.0869663655757904,
"m": 1.0
},
{
"p": 0.08334189653396606,
"m": 1.0
},
{
"p": 0.06943701207637787,
"m": 1.0
},
{
"p": 0.15017960965633392,
"m": 1.0
},
{
"p": 0.17814457416534424,
"m": 1.0
},
{
"p": 0.043349526822566986,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.3444570302963257,
"val_loss": 1.0267897844314575,
"acc": 63.46,
"time": 84.37670690496452,
"param": [
{
"p": 0.08786851912736893,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11676579713821411,
"m": 1.0
},
{
"p": 0.008168939501047134,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02032634988427162,
"m": 1.0
},
{
"p": 0.08765847235918045,
"m": 1.0
},
{
"p": 0.05023776739835739,
"m": 1.0
},
{
"p": 0.09541956335306168,
"m": 1.0
},
{
"p": 0.0885884091258049,
"m": 1.0
},
{
"p": 0.08258657157421112,
"m": 1.0
},
{
"p": 0.1506393551826477,
"m": 1.0
},
{
"p": 0.163292795419693,
"m": 1.0
},
{
"p": 0.04844742268323898,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.2918182611465454,
"val_loss": 1.0120435953140259,
"acc": 63.18,
"time": 93.46109514287673,
"param": [
{
"p": 0.08140552043914795,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1292913407087326,
"m": 1.0
},
{
"p": 0.009131870232522488,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0004942528321407735,
"m": 1.0
},
{
"p": 0.08575328439474106,
"m": 1.0
},
{
"p": 0.03549341857433319,
"m": 1.0
},
{
"p": 0.09753065556287766,
"m": 1.0
},
{
"p": 0.10010654479265213,
"m": 1.0
},
{
"p": 0.10133853554725647,
"m": 1.0
},
{
"p": 0.15489743649959564,
"m": 1.0
},
{
"p": 0.16757835447788239,
"m": 1.0
},
{
"p": 0.036978863179683685,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.0896028280258179,
"val_loss": 1.0379828214645386,
"acc": 64.72,
"time": 93.96184138697572,
"param": [
{
"p": 0.09277379512786865,
"m": 1.0
},
{
"p": 0.0005457494989968836,
"m": 1.0
},
{
"p": 0.12976114451885223,
"m": 1.0
},
{
"p": 0.013028519228100777,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0002804321120493114,
"m": 1.0
},
{
"p": 0.06978978216648102,
"m": 1.0
},
{
"p": 0.03317798301577568,
"m": 1.0
},
{
"p": 0.09796950966119766,
"m": 1.0
},
{
"p": 0.11345604807138443,
"m": 1.0
},
{
"p": 0.10947790741920471,
"m": 1.0
},
{
"p": 0.14598645269870758,
"m": 1.0
},
{
"p": 0.15669165551662445,
"m": 1.0
},
{
"p": 0.037061017006635666,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.08626389503479,
"val_loss": 1.0380607843399048,
"acc": 64.97,
"time": 91.54493320314214,
"param": [
{
"p": 0.09704744070768356,
"m": 1.0
},
{
"p": 0.0026555941440165043,
"m": 1.0
},
{
"p": 0.14073237776756287,
"m": 1.0
},
{
"p": 0.014306539669632912,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.010203269310295582,
"m": 1.0
},
{
"p": 0.0320797935128212,
"m": 1.0
},
{
"p": 0.03433274105191231,
"m": 1.0
},
{
"p": 0.10940561443567276,
"m": 1.0
},
{
"p": 0.11086080223321915,
"m": 1.0
},
{
"p": 0.11806154996156693,
"m": 1.0
},
{
"p": 0.13856859505176544,
"m": 1.0
},
{
"p": 0.1474030762910843,
"m": 1.0
},
{
"p": 0.04434249922633171,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.0330346822738647,
"val_loss": 0.990186870098114,
"acc": 63.88,
"time": 92.42947803414427,
"param": [
{
"p": 0.10349410772323608,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15034165978431702,
"m": 1.0
},
{
"p": 0.017138710245490074,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00963589083403349,
"m": 1.0
},
{
"p": 0.012387696653604507,
"m": 1.0
},
{
"p": 0.03801587596535683,
"m": 1.0
},
{
"p": 0.11965344101190567,
"m": 1.0
},
{
"p": 0.10242695361375809,
"m": 1.0
},
{
"p": 0.11281166225671768,
"m": 1.0
},
{
"p": 0.1505693942308426,
"m": 1.0
},
{
"p": 0.1304742842912674,
"m": 1.0
},
{
"p": 0.05305035412311554,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.2880483865737915,
"val_loss": 0.9396471381187439,
"acc": 66.41,
"time": 82.74945132387802,
"param": [
{
"p": 0.10358365625143051,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14850588142871857,
"m": 1.0
},
{
"p": 0.021102000027894974,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008822833187878132,
"m": 1.0
},
{
"p": 0.013319210149347782,
"m": 1.0
},
{
"p": 0.04228440299630165,
"m": 1.0
},
{
"p": 0.1242256760597229,
"m": 1.0
},
{
"p": 0.09061689674854279,
"m": 1.0
},
{
"p": 0.11556889861822128,
"m": 1.0
},
{
"p": 0.1708226501941681,
"m": 1.0
},
{
"p": 0.12335167080163956,
"m": 1.0
},
{
"p": 0.03779621049761772,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2839099168777466,
"val_loss": 0.9579424262046814,
"acc": 65.76,
"time": 82.11823297617957,
"param": [
{
"p": 0.09377593547105789,
"m": 1.0
},
{
"p": 0.0018167473608627915,
"m": 1.0
},
{
"p": 0.1261497586965561,
"m": 1.0
},
{
"p": 0.025604387745261192,
"m": 1.0
},
{
"p": 0.010920124128460884,
"m": 1.0
},
{
"p": 0.01679626852273941,
"m": 1.0
},
{
"p": 0.025828827172517776,
"m": 1.0
},
{
"p": 0.06332790851593018,
"m": 1.0
},
{
"p": 0.11882297694683075,
"m": 1.0
},
{
"p": 0.08549943566322327,
"m": 1.0
},
{
"p": 0.10623723268508911,
"m": 1.0
},
{
"p": 0.17237600684165955,
"m": 1.0
},
{
"p": 0.11269648373126984,
"m": 1.0
},
{
"p": 0.04014778509736061,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.1689982414245605,
"val_loss": 1.1073646545410156,
"acc": 66.02,
"time": 96.83652318501845,
"param": [
{
"p": 0.09059573709964752,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11831417679786682,
"m": 1.0
},
{
"p": 0.02340802736580372,
"m": 1.0
},
{
"p": 0.019954845309257507,
"m": 1.0
},
{
"p": 0.022875646129250526,
"m": 1.0
},
{
"p": 0.039444491267204285,
"m": 1.0
},
{
"p": 0.07030228525400162,
"m": 1.0
},
{
"p": 0.11835397034883499,
"m": 1.0
},
{
"p": 0.08239016681909561,
"m": 1.0
},
{
"p": 0.0939149558544159,
"m": 1.0
},
{
"p": 0.16717208921909332,
"m": 1.0
},
{
"p": 0.113737553358078,
"m": 1.0
},
{
"p": 0.03953605145215988,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.2743492126464844,
"val_loss": 1.002380132675171,
"acc": 66.07,
"time": 98.7008891380392,
"param": [
{
"p": 0.0955459251999855,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10836920887231827,
"m": 1.0
},
{
"p": 0.02766277827322483,
"m": 1.0
},
{
"p": 0.019806183874607086,
"m": 1.0
},
{
"p": 0.03380591794848442,
"m": 1.0
},
{
"p": 0.05152525752782822,
"m": 1.0
},
{
"p": 0.07188931852579117,
"m": 1.0
},
{
"p": 0.11427219957113266,
"m": 1.0
},
{
"p": 0.08302928507328033,
"m": 1.0
},
{
"p": 0.09217386692762375,
"m": 1.0
},
{
"p": 0.1590118408203125,
"m": 1.0
},
{
"p": 0.11066238582134247,
"m": 1.0
},
{
"p": 0.032245852053165436,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.3629357814788818,
"val_loss": 0.9382089972496033,
"acc": 67.26,
"time": 85.40190463606268,
"param": [
{
"p": 0.10261039435863495,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11354494839906693,
"m": 1.0
},
{
"p": 0.012450375594198704,
"m": 1.0
},
{
"p": 0.0009855951648205519,
"m": 1.0
},
{
"p": 0.028648285195231438,
"m": 1.0
},
{
"p": 0.050294265151023865,
"m": 1.0
},
{
"p": 0.07844053953886032,
"m": 1.0
},
{
"p": 0.11621955037117004,
"m": 1.0
},
{
"p": 0.10127471387386322,
"m": 1.0
},
{
"p": 0.09293946623802185,
"m": 1.0
},
{
"p": 0.16146354377269745,
"m": 1.0
},
{
"p": 0.11373771727085114,
"m": 1.0
},
{
"p": 0.027390537783503532,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.0017504692077637,
"val_loss": 0.9037150144577026,
"acc": 67.72,
"time": 83.40109447692521,
"param": [
{
"p": 0.11266150325536728,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11721271276473999,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.016419576480984688,
"m": 1.0
},
{
"p": 0.04614058881998062,
"m": 1.0
},
{
"p": 0.08477410674095154,
"m": 1.0
},
{
"p": 0.11838676780462265,
"m": 1.0
},
{
"p": 0.12338384985923767,
"m": 1.0
},
{
"p": 0.09707588702440262,
"m": 1.0
},
{
"p": 0.16413189470767975,
"m": 1.0
},
{
"p": 0.11874489486217499,
"m": 1.0
},
{
"p": 0.0010682083666324615,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.0845930576324463,
"val_loss": 1.0665364265441895,
"acc": 66.4,
"time": 93.9054956662003,
"param": [
{
"p": 0.12057624012231827,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11879535764455795,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04284780099987984,
"m": 1.0
},
{
"p": 0.08868835866451263,
"m": 1.0
},
{
"p": 0.12158199399709702,
"m": 1.0
},
{
"p": 0.13960932195186615,
"m": 1.0
},
{
"p": 0.0964619442820549,
"m": 1.0
},
{
"p": 0.15483352541923523,
"m": 1.0
},
{
"p": 0.11660546064376831,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.9526291489601135,
"val_loss": 1.057382345199585,
"acc": 67.62,
"time": 90.93153767101467,
"param": [
{
"p": 0.13603924214839935,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12412143498659134,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0426417738199234,
"m": 1.0
},
{
"p": 0.0676305890083313,
"m": 1.0
},
{
"p": 0.10408642888069153,
"m": 1.0
},
{
"p": 0.16054657101631165,
"m": 1.0
},
{
"p": 0.09845348447561264,
"m": 1.0
},
{
"p": 0.14909477531909943,
"m": 1.0
},
{
"p": 0.11738565564155579,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.039420485496521,
"val_loss": 0.8919389843940735,
"acc": 67.65,
"time": 88.04440218396485,
"param": [
{
"p": 0.15804167091846466,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12431108206510544,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03497335687279701,
"m": 1.0
},
{
"p": 0.04180280119180679,
"m": 1.0
},
{
"p": 0.08845412731170654,
"m": 1.0
},
{
"p": 0.17163246870040894,
"m": 1.0
},
{
"p": 0.1080937534570694,
"m": 1.0
},
{
"p": 0.1604372262954712,
"m": 1.0
},
{
"p": 0.11212360858917236,
"m": 1.0
},
{
"p": 0.0001298557035624981,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.153654932975769,
"val_loss": 0.9109180569648743,
"acc": 67.84,
"time": 87.2485364060849,
"param": [
{
"p": 0.180589959025383,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12642154097557068,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0007354309200309217,
"m": 1.0
},
{
"p": 0.020349111407995224,
"m": 1.0
},
{
"p": 0.03503638133406639,
"m": 1.0
},
{
"p": 0.07147176563739777,
"m": 1.0
},
{
"p": 0.1635982245206833,
"m": 1.0
},
{
"p": 0.10446912795305252,
"m": 1.0
},
{
"p": 0.17612770199775696,
"m": 1.0
},
{
"p": 0.10334009677171707,
"m": 1.0
},
{
"p": 0.01786068268120289,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.851979672908783,
"val_loss": 0.8279514312744141,
"acc": 68.7,
"time": 86.6647442879621,
"param": [
{
"p": 0.1806490421295166,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12880660593509674,
"m": 1.0
},
{
"p": 0.008311840705573559,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014438988640904427,
"m": 1.0
},
{
"p": 0.017106855288147926,
"m": 1.0
},
{
"p": 0.04279906302690506,
"m": 1.0
},
{
"p": 0.05871348828077316,
"m": 1.0
},
{
"p": 0.1422206163406372,
"m": 1.0
},
{
"p": 0.08850237727165222,
"m": 1.0
},
{
"p": 0.17778430879116058,
"m": 1.0
},
{
"p": 0.10009964555501938,
"m": 1.0
},
{
"p": 0.04056718200445175,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.0295673608779907,
"val_loss": 1.0309205055236816,
"acc": 67.54,
"time": 92.49263536999933,
"param": [
{
"p": 0.1868058741092682,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1309918463230133,
"m": 1.0
},
{
"p": 0.014600072056055069,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019897861406207085,
"m": 1.0
},
{
"p": 0.03054410219192505,
"m": 1.0
},
{
"p": 0.04333525523543358,
"m": 1.0
},
{
"p": 0.06546135246753693,
"m": 1.0
},
{
"p": 0.1256483644247055,
"m": 1.0
},
{
"p": 0.07252800464630127,
"m": 1.0
},
{
"p": 0.1701030433177948,
"m": 1.0
},
{
"p": 0.10451305657625198,
"m": 1.0
},
{
"p": 0.0355711467564106,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.9625391960144043,
"val_loss": 0.8974860906600952,
"acc": 68.06,
"time": 88.20375928399153,
"param": [
{
"p": 0.19907382130622864,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13508756458759308,
"m": 1.0
},
{
"p": 0.0051695555448532104,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026903865858912468,
"m": 1.0
},
{
"p": 0.03996068239212036,
"m": 1.0
},
{
"p": 0.047271568328142166,
"m": 1.0
},
{
"p": 0.06103060767054558,
"m": 1.0
},
{
"p": 0.10342726856470108,
"m": 1.0
},
{
"p": 0.05493561923503876,
"m": 1.0
},
{
"p": 0.18574358522891998,
"m": 1.0
},
{
"p": 0.1246945708990097,
"m": 1.0
},
{
"p": 0.016701387241482735,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.8525906801223755,
"val_loss": 0.9033132791519165,
"acc": 68.68,
"time": 94.00705283996649,
"param": [
{
"p": 0.21954753994941711,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15199784934520721,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011488597840070724,
"m": 1.0
},
{
"p": 0.018033884465694427,
"m": 1.0
},
{
"p": 0.0447421669960022,
"m": 1.0
},
{
"p": 0.04329502210021019,
"m": 1.0
},
{
"p": 0.08395536243915558,
"m": 1.0
},
{
"p": 0.04142570123076439,
"m": 1.0
},
{
"p": 0.22194425761699677,
"m": 1.0
},
{
"p": 0.16356952488422394,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.2710657119750977,
"val_loss": 1.0875983238220215,
"acc": 67.62,
"time": 87.13567117205821,
"param": [
{
"p": 0.2329142540693283,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16482239961624146,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012080738320946693,
"m": 1.0
},
{
"p": 0.005553633440285921,
"m": 1.0
},
{
"p": 0.032782334834337234,
"m": 1.0
},
{
"p": 0.023961342871189117,
"m": 1.0
},
{
"p": 0.07297082990407944,
"m": 1.0
},
{
"p": 0.025154046714305878,
"m": 1.0
},
{
"p": 0.24857322871685028,
"m": 1.0
},
{
"p": 0.1800827831029892,
"m": 1.0
},
{
"p": 0.0011043917620554566,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.882395327091217,
"val_loss": 0.8385409712791443,
"acc": 67.32,
"time": 98.532222581096,
"param": [
{
"p": 0.2080821692943573,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15061348676681519,
"m": 1.0
},
{
"p": 0.015193249098956585,
"m": 1.0
},
{
"p": 0.006276843138039112,
"m": 1.0
},
{
"p": 0.020581040531396866,
"m": 1.0
},
{
"p": 0.012956577353179455,
"m": 1.0
},
{
"p": 0.031788747757673264,
"m": 1.0
},
{
"p": 0.04847178980708122,
"m": 1.0
},
{
"p": 0.06983782351016998,
"m": 1.0
},
{
"p": 0.022540219128131866,
"m": 1.0
},
{
"p": 0.2266656905412674,
"m": 1.0
},
{
"p": 0.16377556324005127,
"m": 1.0
},
{
"p": 0.023216838017106056,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.9427701830863953,
"val_loss": 0.9020342230796814,
"acc": 69.19,
"time": 87.55340198101476,
"param": [
{
"p": 0.2215857058763504,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15276052057743073,
"m": 1.0
},
{
"p": 0.019018538296222687,
"m": 1.0
},
{
"p": 0.0006645987741649151,
"m": 1.0
},
{
"p": 0.024431463330984116,
"m": 1.0
},
{
"p": 0.008450700901448727,
"m": 1.0
},
{
"p": 0.01844937540590763,
"m": 1.0
},
{
"p": 0.05679674819111824,
"m": 1.0
},
{
"p": 0.06229613348841667,
"m": 1.0
},
{
"p": 0.012937637977302074,
"m": 1.0
},
{
"p": 0.23386667668819427,
"m": 1.0
},
{
"p": 0.16588039696216583,
"m": 1.0
},
{
"p": 0.02286151610314846,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.114362359046936,
"val_loss": 0.8457005023956299,
"acc": 68.41,
"time": 82.69817601004615,
"param": [
{
"p": 0.20632019639015198,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13897158205509186,
"m": 1.0
},
{
"p": 0.033201802521944046,
"m": 1.0
},
{
"p": 0.011805029585957527,
"m": 1.0
},
{
"p": 0.037290334701538086,
"m": 1.0
},
{
"p": 0.023571627214550972,
"m": 1.0
},
{
"p": 0.018317891284823418,
"m": 1.0
},
{
"p": 0.04914068058133125,
"m": 1.0
},
{
"p": 0.05469345673918724,
"m": 1.0
},
{
"p": 0.015716642141342163,
"m": 1.0
},
{
"p": 0.2244301736354828,
"m": 1.0
},
{
"p": 0.14615404605865479,
"m": 1.0
},
{
"p": 0.04038652032613754,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.8746528625488281,
"val_loss": 0.9333823919296265,
"acc": 68.18,
"time": 96.19423046801239,
"param": [
{
"p": 0.17855389416217804,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11973802745342255,
"m": 1.0
},
{
"p": 0.047753218561410904,
"m": 1.0
},
{
"p": 0.029267096891999245,
"m": 1.0
},
{
"p": 0.034589603543281555,
"m": 1.0
},
{
"p": 0.04787611961364746,
"m": 1.0
},
{
"p": 0.021930858492851257,
"m": 1.0
},
{
"p": 0.04231903329491615,
"m": 1.0
},
{
"p": 0.05425579473376274,
"m": 1.0
},
{
"p": 0.04128003865480423,
"m": 1.0
},
{
"p": 0.20311549305915833,
"m": 1.0
},
{
"p": 0.11390259861946106,
"m": 1.0
},
{
"p": 0.06541825830936432,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.0713090896606445,
"val_loss": 0.83379065990448,
"acc": 69.63,
"time": 85.75158310704865,
"param": [
{
"p": 0.14229364693164825,
"m": 1.0
},
{
"p": 0.003919454291462898,
"m": 1.0
},
{
"p": 0.10446185618638992,
"m": 1.0
},
{
"p": 0.05605233460664749,
"m": 1.0
},
{
"p": 0.03948225826025009,
"m": 1.0
},
{
"p": 0.029583197087049484,
"m": 1.0
},
{
"p": 0.07116543501615524,
"m": 1.0
},
{
"p": 0.030012482777237892,
"m": 1.0
},
{
"p": 0.04713672772049904,
"m": 1.0
},
{
"p": 0.0639350637793541,
"m": 1.0
},
{
"p": 0.06050143018364906,
"m": 1.0
},
{
"p": 0.17250119149684906,
"m": 1.0
},
{
"p": 0.09818573296070099,
"m": 1.0
},
{
"p": 0.0807691439986229,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.8344888687133789,
"val_loss": 0.9657248854637146,
"acc": 69.13,
"time": 86.47337889997289,
"param": [
{
"p": 0.11705547571182251,
"m": 1.0
},
{
"p": 0.012463737279176712,
"m": 1.0
},
{
"p": 0.09843363612890244,
"m": 1.0
},
{
"p": 0.05318813398480415,
"m": 1.0
},
{
"p": 0.04235798493027687,
"m": 1.0
},
{
"p": 0.024886049330234528,
"m": 1.0
},
{
"p": 0.07911261171102524,
"m": 1.0
},
{
"p": 0.044000837951898575,
"m": 1.0
},
{
"p": 0.05148568004369736,
"m": 1.0
},
{
"p": 0.06436959654092789,
"m": 1.0
},
{
"p": 0.08014144003391266,
"m": 1.0
},
{
"p": 0.15876851975917816,
"m": 1.0
},
{
"p": 0.08936112374067307,
"m": 1.0
},
{
"p": 0.08437522500753403,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.008836269378662,
"val_loss": 0.7947447896003723,
"acc": 69.6,
"time": 90.63515919889323,
"param": [
{
"p": 0.100172258913517,
"m": 1.0
},
{
"p": 0.004138128366321325,
"m": 1.0
},
{
"p": 0.10000181943178177,
"m": 1.0
},
{
"p": 0.05069122463464737,
"m": 1.0
},
{
"p": 0.04307421296834946,
"m": 1.0
},
{
"p": 0.03015737608075142,
"m": 1.0
},
{
"p": 0.0863739401102066,
"m": 1.0
},
{
"p": 0.04710529372096062,
"m": 1.0
},
{
"p": 0.06176968291401863,
"m": 1.0
},
{
"p": 0.06987840682268143,
"m": 1.0
},
{
"p": 0.08783095329999924,
"m": 1.0
},
{
"p": 0.15612630546092987,
"m": 1.0
},
{
"p": 0.07994332909584045,
"m": 1.0
},
{
"p": 0.08273710310459137,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.3690322637557983,
"val_loss": 0.8393022418022156,
"acc": 69.88,
"time": 89.20663611404598,
"param": [
{
"p": 0.0976729616522789,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10302969813346863,
"m": 1.0
},
{
"p": 0.05259569734334946,
"m": 1.0
},
{
"p": 0.04380664974451065,
"m": 1.0
},
{
"p": 0.03953731060028076,
"m": 1.0
},
{
"p": 0.08675634115934372,
"m": 1.0
},
{
"p": 0.06655633449554443,
"m": 1.0
},
{
"p": 0.07276646792888641,
"m": 1.0
},
{
"p": 0.07849141955375671,
"m": 1.0
},
{
"p": 0.08464998751878738,
"m": 1.0
},
{
"p": 0.13307802379131317,
"m": 1.0
},
{
"p": 0.06765017658472061,
"m": 1.0
},
{
"p": 0.07340896874666214,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.0778590440750122,
"val_loss": 0.8815858960151672,
"acc": 70.29,
"time": 99.65975784696639,
"param": [
{
"p": 0.10185206681489944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08875347673892975,
"m": 1.0
},
{
"p": 0.05207555741071701,
"m": 1.0
},
{
"p": 0.03179403021931648,
"m": 1.0
},
{
"p": 0.03655527904629707,
"m": 1.0
},
{
"p": 0.09146680682897568,
"m": 1.0
},
{
"p": 0.06318604946136475,
"m": 1.0
},
{
"p": 0.07775744050741196,
"m": 1.0
},
{
"p": 0.09509020298719406,
"m": 1.0
},
{
"p": 0.07978743314743042,
"m": 1.0
},
{
"p": 0.1413731724023819,
"m": 1.0
},
{
"p": 0.07573532313108444,
"m": 1.0
},
{
"p": 0.06457322090864182,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.9883369207382202,
"val_loss": 0.8845499753952026,
"acc": 69.87,
"time": 82.94711029599421,
"param": [
{
"p": 0.10362645983695984,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07566727697849274,
"m": 1.0
},
{
"p": 0.051114823669195175,
"m": 1.0
},
{
"p": 0.03552216663956642,
"m": 1.0
},
{
"p": 0.03224126249551773,
"m": 1.0
},
{
"p": 0.10624290257692337,
"m": 1.0
},
{
"p": 0.061329398304224014,
"m": 1.0
},
{
"p": 0.07774484902620316,
"m": 1.0
},
{
"p": 0.09727559983730316,
"m": 1.0
},
{
"p": 0.08501327782869339,
"m": 1.0
},
{
"p": 0.13141290843486786,
"m": 1.0
},
{
"p": 0.09615600854158401,
"m": 1.0
},
{
"p": 0.04665304720401764,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.8901000618934631,
"val_loss": 0.8797113299369812,
"acc": 69.61,
"time": 91.52324510505423,
"param": [
{
"p": 0.11884826421737671,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0690654069185257,
"m": 1.0
},
{
"p": 0.035625360906124115,
"m": 1.0
},
{
"p": 0.04370557516813278,
"m": 1.0
},
{
"p": 0.038679707795381546,
"m": 1.0
},
{
"p": 0.12048983573913574,
"m": 1.0
},
{
"p": 0.0578434094786644,
"m": 1.0
},
{
"p": 0.05751617252826691,
"m": 1.0
},
{
"p": 0.09829142689704895,
"m": 1.0
},
{
"p": 0.07985831797122955,
"m": 1.0
},
{
"p": 0.127419114112854,
"m": 1.0
},
{
"p": 0.12348833680152893,
"m": 1.0
},
{
"p": 0.029169194400310516,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.226819396018982,
"val_loss": 0.8271777629852295,
"acc": 70.19,
"time": 91.66206139489077,
"param": [
{
"p": 0.12303458154201508,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07889128476381302,
"m": 1.0
},
{
"p": 0.04043954983353615,
"m": 1.0
},
{
"p": 0.024178577587008476,
"m": 1.0
},
{
"p": 0.0646997019648552,
"m": 1.0
},
{
"p": 0.12133389711380005,
"m": 1.0
},
{
"p": 0.06460656225681305,
"m": 1.0
},
{
"p": 0.03648881986737251,
"m": 1.0
},
{
"p": 0.09608326852321625,
"m": 1.0
},
{
"p": 0.0704704150557518,
"m": 1.0
},
{
"p": 0.1151290014386177,
"m": 1.0
},
{
"p": 0.14057332277297974,
"m": 1.0
},
{
"p": 0.02407095767557621,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.9505949020385742,
"val_loss": 0.8446220755577087,
"acc": 70.16,
"time": 89.76001588394865,
"param": [
{
"p": 0.12829512357711792,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10562102496623993,
"m": 1.0
},
{
"p": 0.0415249802172184,
"m": 1.0
},
{
"p": 0.0032428281847387552,
"m": 1.0
},
{
"p": 0.06909507513046265,
"m": 1.0
},
{
"p": 0.1216525137424469,
"m": 1.0
},
{
"p": 0.05685240775346756,
"m": 1.0
},
{
"p": 0.019102897495031357,
"m": 1.0
},
{
"p": 0.08584288507699966,
"m": 1.0
},
{
"p": 0.06631800532341003,
"m": 1.0
},
{
"p": 0.10234017670154572,
"m": 1.0
},
{
"p": 0.15139785408973694,
"m": 1.0
},
{
"p": 0.04871430993080139,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.8896386623382568,
"val_loss": 0.7804669141769409,
"acc": 69.68,
"time": 82.62258926592767,
"param": [
{
"p": 0.1396661102771759,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10809393972158432,
"m": 1.0
},
{
"p": 0.04299640282988548,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.055075421929359436,
"m": 1.0
},
{
"p": 0.11163061857223511,
"m": 1.0
},
{
"p": 0.04663199558854103,
"m": 1.0
},
{
"p": 0.013930119574069977,
"m": 1.0
},
{
"p": 0.09426259994506836,
"m": 1.0
},
{
"p": 0.05865847319364548,
"m": 1.0
},
{
"p": 0.09522176533937454,
"m": 1.0
},
{
"p": 0.1622302234172821,
"m": 1.0
},
{
"p": 0.07160232961177826,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.964788019657135,
"val_loss": 0.7521575689315796,
"acc": 70.66,
"time": 82.7412620340474,
"param": [
{
"p": 0.14977174997329712,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10505479574203491,
"m": 1.0
},
{
"p": 0.043314963579177856,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04046132043004036,
"m": 1.0
},
{
"p": 0.08732911199331284,
"m": 1.0
},
{
"p": 0.04128136858344078,
"m": 1.0
},
{
"p": 0.008811834268271923,
"m": 1.0
},
{
"p": 0.10384618490934372,
"m": 1.0
},
{
"p": 0.05372198671102524,
"m": 1.0
},
{
"p": 0.1085137128829956,
"m": 1.0
},
{
"p": 0.16984812915325165,
"m": 1.0
},
{
"p": 0.08804487437009811,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.8694918155670166,
"val_loss": 0.9169236421585083,
"acc": 70.52,
"time": 87.68162966007367,
"param": [
{
"p": 0.15929590165615082,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10246475785970688,
"m": 1.0
},
{
"p": 0.0358886793255806,
"m": 1.0
},
{
"p": 0.001362789305858314,
"m": 1.0
},
{
"p": 0.052588511258363724,
"m": 1.0
},
{
"p": 0.07262158393859863,
"m": 1.0
},
{
"p": 0.039408035576343536,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11624346673488617,
"m": 1.0
},
{
"p": 0.04920025169849396,
"m": 1.0
},
{
"p": 0.1298643946647644,
"m": 1.0
},
{
"p": 0.16788692772388458,
"m": 1.0
},
{
"p": 0.07317477464675903,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.96806401014328,
"val_loss": 0.9505060911178589,
"acc": 69.24,
"time": 90.80659547890536,
"param": [
{
"p": 0.1709575355052948,
"m": 1.0
},
{
"p": 0.0027822740375995636,
"m": 1.0
},
{
"p": 0.1053672507405281,
"m": 1.0
},
{
"p": 0.01760758087038994,
"m": 1.0
},
{
"p": 0.0016400835011154413,
"m": 1.0
},
{
"p": 0.051429349929094315,
"m": 1.0
},
{
"p": 0.05516739562153816,
"m": 1.0
},
{
"p": 0.04901830106973648,
"m": 1.0
},
{
"p": 2.811992453644052e-05,
"m": 1.0
},
{
"p": 0.11752627044916153,
"m": 1.0
},
{
"p": 0.0459023118019104,
"m": 1.0
},
{
"p": 0.1574922651052475,
"m": 1.0
},
{
"p": 0.1707351803779602,
"m": 1.0
},
{
"p": 0.054346151649951935,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.153242826461792,
"val_loss": 0.868104875087738,
"acc": 70.28,
"time": 86.40143599291332,
"param": [
{
"p": 0.15703549981117249,
"m": 1.0
},
{
"p": 0.015835635364055634,
"m": 1.0
},
{
"p": 0.10896693915128708,
"m": 1.0
},
{
"p": 0.017515242099761963,
"m": 1.0
},
{
"p": 0.014093741774559021,
"m": 1.0
},
{
"p": 0.04818510636687279,
"m": 1.0
},
{
"p": 0.0377393513917923,
"m": 1.0
},
{
"p": 0.05690356343984604,
"m": 1.0
},
{
"p": 0.01437255647033453,
"m": 1.0
},
{
"p": 0.09973391890525818,
"m": 1.0
},
{
"p": 0.05849861726164818,
"m": 1.0
},
{
"p": 0.1556287705898285,
"m": 1.0
},
{
"p": 0.1602821797132492,
"m": 1.0
},
{
"p": 0.055208876729011536,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.0308030843734741,
"val_loss": 0.8255024552345276,
"acc": 70.68,
"time": 82.76507143885829,
"param": [
{
"p": 0.12705038487911224,
"m": 1.0
},
{
"p": 0.016387127339839935,
"m": 1.0
},
{
"p": 0.11568821966648102,
"m": 1.0
},
{
"p": 0.02693193592131138,
"m": 1.0
},
{
"p": 0.02806624211370945,
"m": 1.0
},
{
"p": 0.05630064755678177,
"m": 1.0
},
{
"p": 0.043548889458179474,
"m": 1.0
},
{
"p": 0.05353054404258728,
"m": 1.0
},
{
"p": 0.02793201245367527,
"m": 1.0
},
{
"p": 0.07960205525159836,
"m": 1.0
},
{
"p": 0.07475320249795914,
"m": 1.0
},
{
"p": 0.13777019083499908,
"m": 1.0
},
{
"p": 0.17029961943626404,
"m": 1.0
},
{
"p": 0.042138826102018356,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.8681524395942688,
"val_loss": 0.8178733587265015,
"acc": 70.69,
"time": 82.9259787471965,
"param": [
{
"p": 0.08804251998662949,
"m": 1.0
},
{
"p": 0.013584928587079048,
"m": 1.0
},
{
"p": 0.10912462323904037,
"m": 1.0
},
{
"p": 0.035181865096092224,
"m": 1.0
},
{
"p": 0.0392901711165905,
"m": 1.0
},
{
"p": 0.06050514429807663,
"m": 1.0
},
{
"p": 0.058774735778570175,
"m": 1.0
},
{
"p": 0.06433658301830292,
"m": 1.0
},
{
"p": 0.05195808410644531,
"m": 1.0
},
{
"p": 0.0799667090177536,
"m": 1.0
},
{
"p": 0.07361146062612534,
"m": 1.0
},
{
"p": 0.12608882784843445,
"m": 1.0
},
{
"p": 0.15751542150974274,
"m": 1.0
},
{
"p": 0.042018912732601166,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.9672448635101318,
"val_loss": 0.8355241417884827,
"acc": 70.97,
"time": 84.33675226196647,
"param": [
{
"p": 0.06650643795728683,
"m": 1.0
},
{
"p": 0.017068885266780853,
"m": 1.0
},
{
"p": 0.09474405646324158,
"m": 1.0
},
{
"p": 0.040610138326883316,
"m": 1.0
},
{
"p": 0.04588834196329117,
"m": 1.0
},
{
"p": 0.04802079126238823,
"m": 1.0
},
{
"p": 0.0703096017241478,
"m": 1.0
},
{
"p": 0.07250116020441055,
"m": 1.0
},
{
"p": 0.0754702240228653,
"m": 1.0
},
{
"p": 0.08528667688369751,
"m": 1.0
},
{
"p": 0.07264499366283417,
"m": 1.0
},
{
"p": 0.12332016974687576,
"m": 1.0
},
{
"p": 0.13507957756519318,
"m": 1.0
},
{
"p": 0.05254891514778137,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.09212327003479,
"val_loss": 0.9323412179946899,
"acc": 70.44,
"time": 90.05236349906772,
"param": [
{
"p": 0.0567668154835701,
"m": 1.0
},
{
"p": 0.02543962560594082,
"m": 1.0
},
{
"p": 0.08440743386745453,
"m": 1.0
},
{
"p": 0.05657593905925751,
"m": 1.0
},
{
"p": 0.051759976893663406,
"m": 1.0
},
{
"p": 0.06449949741363525,
"m": 1.0
},
{
"p": 0.0714714378118515,
"m": 1.0
},
{
"p": 0.06313160806894302,
"m": 1.0
},
{
"p": 0.07671520859003067,
"m": 1.0
},
{
"p": 0.09015308320522308,
"m": 1.0
},
{
"p": 0.07351301610469818,
"m": 1.0
},
{
"p": 0.10556484013795853,
"m": 1.0
},
{
"p": 0.12579035758972168,
"m": 1.0
},
{
"p": 0.05421116203069687,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.079706072807312,
"val_loss": 0.9443926811218262,
"acc": 70.63,
"time": 83.94449712405913,
"param": [
{
"p": 0.06537885218858719,
"m": 1.0
},
{
"p": 0.029115119948983192,
"m": 1.0
},
{
"p": 0.08137547969818115,
"m": 1.0
},
{
"p": 0.06891336292028427,
"m": 1.0
},
{
"p": 0.0456082783639431,
"m": 1.0
},
{
"p": 0.06799136102199554,
"m": 1.0
},
{
"p": 0.060541778802871704,
"m": 1.0
},
{
"p": 0.038856543600559235,
"m": 1.0
},
{
"p": 0.08095723390579224,
"m": 1.0
},
{
"p": 0.11124986410140991,
"m": 1.0
},
{
"p": 0.07847754657268524,
"m": 1.0
},
{
"p": 0.0918905958533287,
"m": 1.0
},
{
"p": 0.11973769217729568,
"m": 1.0
},
{
"p": 0.05990628898143768,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.8216378092765808,
"val_loss": 0.8236951231956482,
"acc": 71.17,
"time": 83.64271101704799,
"param": [
{
"p": 0.07902354747056961,
"m": 1.0
},
{
"p": 0.025659454986453056,
"m": 1.0
},
{
"p": 0.08493723720312119,
"m": 1.0
},
{
"p": 0.06895289570093155,
"m": 1.0
},
{
"p": 0.04819905385375023,
"m": 1.0
},
{
"p": 0.06779251247644424,
"m": 1.0
},
{
"p": 0.041997507214546204,
"m": 1.0
},
{
"p": 0.011292953975498676,
"m": 1.0
},
{
"p": 0.08373916894197464,
"m": 1.0
},
{
"p": 0.13954313099384308,
"m": 1.0
},
{
"p": 0.07426699250936508,
"m": 1.0
},
{
"p": 0.0827040746808052,
"m": 1.0
},
{
"p": 0.1348608285188675,
"m": 1.0
},
{
"p": 0.0570305697619915,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.9583787322044373,
"val_loss": 0.7724654078483582,
"acc": 70.61,
"time": 94.19748323014937,
"param": [
{
"p": 0.08962054550647736,
"m": 1.0
},
{
"p": 0.01654067449271679,
"m": 1.0
},
{
"p": 0.0842985063791275,
"m": 1.0
},
{
"p": 0.05901959538459778,
"m": 1.0
},
{
"p": 0.05532681941986084,
"m": 1.0
},
{
"p": 0.05926104635000229,
"m": 1.0
},
{
"p": 0.018201272934675217,
"m": 1.0
},
{
"p": 0.019697360694408417,
"m": 1.0
},
{
"p": 0.07607907801866531,
"m": 1.0
},
{
"p": 0.15414588153362274,
"m": 1.0
},
{
"p": 0.07334351539611816,
"m": 1.0
},
{
"p": 0.08235757797956467,
"m": 1.0
},
{
"p": 0.15488781034946442,
"m": 1.0
},
{
"p": 0.05722031742334366,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.8325169086456299,
"val_loss": 0.8170217275619507,
"acc": 70.76,
"time": 96.59743363689631,
"param": [
{
"p": 0.10357867926359177,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07655438035726547,
"m": 1.0
},
{
"p": 0.051036536693573,
"m": 1.0
},
{
"p": 0.07641082257032394,
"m": 1.0
},
{
"p": 0.04584507271647453,
"m": 1.0
},
{
"p": 0.0006180337513796985,
"m": 1.0
},
{
"p": 0.025727340951561928,
"m": 1.0
},
{
"p": 0.06890863180160522,
"m": 1.0
},
{
"p": 0.17125006020069122,
"m": 1.0
},
{
"p": 0.08423659205436707,
"m": 1.0
},
{
"p": 0.08003941923379898,
"m": 1.0
},
{
"p": 0.17128704488277435,
"m": 1.0
},
{
"p": 0.0445074699819088,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.9151338934898376,
"val_loss": 0.723717987537384,
"acc": 71.61,
"time": 97.92858792911284,
"param": [
{
"p": 0.11811251193284988,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.052660826593637466,
"m": 1.0
},
{
"p": 0.03259662166237831,
"m": 1.0
},
{
"p": 0.09414106607437134,
"m": 1.0
},
{
"p": 0.046159591525793076,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0235593244433403,
"m": 1.0
},
{
"p": 0.074403315782547,
"m": 1.0
},
{
"p": 0.17454780638217926,
"m": 1.0
},
{
"p": 0.08227995783090591,
"m": 1.0
},
{
"p": 0.0843346118927002,
"m": 1.0
},
{
"p": 0.17274703085422516,
"m": 1.0
},
{
"p": 0.04445730149745941,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.8032580614089966,
"val_loss": 0.786014199256897,
"acc": 71.08,
"time": 89.87500372179784,
"param": [
{
"p": 0.11589308083057404,
"m": 1.0
},
{
"p": 0.005429873708635569,
"m": 1.0
},
{
"p": 0.04550367221236229,
"m": 1.0
},
{
"p": 0.035342853516340256,
"m": 1.0
},
{
"p": 0.0972972884774208,
"m": 1.0
},
{
"p": 0.06517542898654938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03707585483789444,
"m": 1.0
},
{
"p": 0.07840767502784729,
"m": 1.0
},
{
"p": 0.16028980910778046,
"m": 1.0
},
{
"p": 0.07419997453689575,
"m": 1.0
},
{
"p": 0.08494053035974503,
"m": 1.0
},
{
"p": 0.15992626547813416,
"m": 1.0
},
{
"p": 0.04051768407225609,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.0764434337615967,
"val_loss": 0.6392339468002319,
"acc": 71.57,
"time": 83.0594322620891,
"param": [
{
"p": 0.11094610393047333,
"m": 1.0
},
{
"p": 0.010982384905219078,
"m": 1.0
},
{
"p": 0.05409311130642891,
"m": 1.0
},
{
"p": 0.03856000676751137,
"m": 1.0
},
{
"p": 0.08230455219745636,
"m": 1.0
},
{
"p": 0.08428084850311279,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05456199496984482,
"m": 1.0
},
{
"p": 0.07216114550828934,
"m": 1.0
},
{
"p": 0.15877948701381683,
"m": 1.0
},
{
"p": 0.06003700941801071,
"m": 1.0
},
{
"p": 0.09200543910264969,
"m": 1.0
},
{
"p": 0.1532198190689087,
"m": 1.0
},
{
"p": 0.028068076819181442,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.871978223323822,
"val_loss": 0.6579060554504395,
"acc": 71.49,
"time": 87.61519480403513,
"param": [
{
"p": 0.09256564825773239,
"m": 1.0
},
{
"p": 0.012921559624373913,
"m": 1.0
},
{
"p": 0.05593131110072136,
"m": 1.0
},
{
"p": 0.049901701509952545,
"m": 1.0
},
{
"p": 0.0678827166557312,
"m": 1.0
},
{
"p": 0.10731016099452972,
"m": 1.0
},
{
"p": 0.009080362506210804,
"m": 1.0
},
{
"p": 0.06617927551269531,
"m": 1.0
},
{
"p": 0.06395286321640015,
"m": 1.0
},
{
"p": 0.15069109201431274,
"m": 1.0
},
{
"p": 0.05618030205368996,
"m": 1.0
},
{
"p": 0.0967153012752533,
"m": 1.0
},
{
"p": 0.1429816484451294,
"m": 1.0
},
{
"p": 0.027706043794751167,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0009121894836426,
"val_loss": 0.8678988814353943,
"acc": 71.06,
"time": 90.45333549706265,
"param": [
{
"p": 0.08469551801681519,
"m": 1.0
},
{
"p": 0.020537061616778374,
"m": 1.0
},
{
"p": 0.06163531914353371,
"m": 1.0
},
{
"p": 0.06539934873580933,
"m": 1.0
},
{
"p": 0.056981511414051056,
"m": 1.0
},
{
"p": 0.09936768561601639,
"m": 1.0
},
{
"p": 0.026974119246006012,
"m": 1.0
},
{
"p": 0.0722615048289299,
"m": 1.0
},
{
"p": 0.060366563498973846,
"m": 1.0
},
{
"p": 0.1188039779663086,
"m": 1.0
},
{
"p": 0.06803330034017563,
"m": 1.0
},
{
"p": 0.10260175168514252,
"m": 1.0
},
{
"p": 0.13132727146148682,
"m": 1.0
},
{
"p": 0.031015124171972275,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.9796751737594604,
"val_loss": 0.8402353525161743,
"acc": 71.19,
"time": 99.99333133897744,
"param": [
{
"p": 0.08356340229511261,
"m": 1.0
},
{
"p": 0.012667934410274029,
"m": 1.0
},
{
"p": 0.062014929950237274,
"m": 1.0
},
{
"p": 0.061846207827329636,
"m": 1.0
},
{
"p": 0.07209668308496475,
"m": 1.0
},
{
"p": 0.09272532165050507,
"m": 1.0
},
{
"p": 0.035404328256845474,
"m": 1.0
},
{
"p": 0.07872416079044342,
"m": 1.0
},
{
"p": 0.049131348729133606,
"m": 1.0
},
{
"p": 0.11926817148923874,
"m": 1.0
},
{
"p": 0.07991451770067215,
"m": 1.0
},
{
"p": 0.10600476711988449,
"m": 1.0
},
{
"p": 0.11694366484880447,
"m": 1.0
},
{
"p": 0.029694540426135063,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.9114529490470886,
"val_loss": 0.8621368408203125,
"acc": 72.05,
"time": 92.02250323095359,
"param": [
{
"p": 0.08574402332305908,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06789983808994293,
"m": 1.0
},
{
"p": 0.04522881284356117,
"m": 1.0
},
{
"p": 0.07940523326396942,
"m": 1.0
},
{
"p": 0.09245117753744125,
"m": 1.0
},
{
"p": 0.04063751548528671,
"m": 1.0
},
{
"p": 0.08063763380050659,
"m": 1.0
},
{
"p": 0.05224529653787613,
"m": 1.0
},
{
"p": 0.11935045570135117,
"m": 1.0
},
{
"p": 0.07256393134593964,
"m": 1.0
},
{
"p": 0.1140691265463829,
"m": 1.0
},
{
"p": 0.10898364335298538,
"m": 1.0
},
{
"p": 0.040783219039440155,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.119437336921692,
"val_loss": 0.9520295262336731,
"acc": 70.88,
"time": 88.66308327391744,
"param": [
{
"p": 0.08947692066431046,
"m": 1.0
},
{
"p": 0.001575361704453826,
"m": 1.0
},
{
"p": 0.07921581715345383,
"m": 1.0
},
{
"p": 0.04279479384422302,
"m": 1.0
},
{
"p": 0.07342781126499176,
"m": 1.0
},
{
"p": 0.09254312515258789,
"m": 1.0
},
{
"p": 0.040415290743112564,
"m": 1.0
},
{
"p": 0.08822076767683029,
"m": 1.0
},
{
"p": 0.07045167684555054,
"m": 1.0
},
{
"p": 0.1020316556096077,
"m": 1.0
},
{
"p": 0.05834796279668808,
"m": 1.0
},
{
"p": 0.09954147785902023,
"m": 1.0
},
{
"p": 0.09706902503967285,
"m": 1.0
},
{
"p": 0.06488827615976334,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.8102273941040039,
"val_loss": 0.8034328818321228,
"acc": 71.79,
"time": 85.91459961305372,
"param": [
{
"p": 0.08543650805950165,
"m": 1.0
},
{
"p": 0.0029256639536470175,
"m": 1.0
},
{
"p": 0.08806547522544861,
"m": 1.0
},
{
"p": 0.04455147683620453,
"m": 1.0
},
{
"p": 0.07447925209999084,
"m": 1.0
},
{
"p": 0.0856507271528244,
"m": 1.0
},
{
"p": 0.03999036177992821,
"m": 1.0
},
{
"p": 0.09502851963043213,
"m": 1.0
},
{
"p": 0.07624703645706177,
"m": 1.0
},
{
"p": 0.09226573258638382,
"m": 1.0
},
{
"p": 0.04508528485894203,
"m": 1.0
},
{
"p": 0.09864938259124756,
"m": 1.0
},
{
"p": 0.09441812336444855,
"m": 1.0
},
{
"p": 0.07720643281936646,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.9173745512962341,
"val_loss": 0.7662712335586548,
"acc": 71.63,
"time": 83.28148201387376,
"param": [
{
"p": 0.08358073234558105,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09485695511102676,
"m": 1.0
},
{
"p": 0.04112549126148224,
"m": 1.0
},
{
"p": 0.0716874897480011,
"m": 1.0
},
{
"p": 0.0827731341123581,
"m": 1.0
},
{
"p": 0.03483060002326965,
"m": 1.0
},
{
"p": 0.10923074185848236,
"m": 1.0
},
{
"p": 0.06445383280515671,
"m": 1.0
},
{
"p": 0.10326385498046875,
"m": 1.0
},
{
"p": 0.032849714159965515,
"m": 1.0
},
{
"p": 0.09851568192243576,
"m": 1.0
},
{
"p": 0.10927017033100128,
"m": 1.0
},
{
"p": 0.0735616683959961,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.0684499740600586,
"val_loss": 0.8109704852104187,
"acc": 72.07,
"time": 86.96734406915493,
"param": [
{
"p": 0.07036066800355911,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09987857192754745,
"m": 1.0
},
{
"p": 0.03820139169692993,
"m": 1.0
},
{
"p": 0.061185695230960846,
"m": 1.0
},
{
"p": 0.08061054348945618,
"m": 1.0
},
{
"p": 0.03143035247921944,
"m": 1.0
},
{
"p": 0.12310244888067245,
"m": 1.0
},
{
"p": 0.06772211194038391,
"m": 1.0
},
{
"p": 0.11368503421545029,
"m": 1.0
},
{
"p": 0.027345770969986916,
"m": 1.0
},
{
"p": 0.08893099427223206,
"m": 1.0
},
{
"p": 0.12274055182933807,
"m": 1.0
},
{
"p": 0.07480581104755402,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.9687917232513428,
"val_loss": 0.8504456877708435,
"acc": 71.87,
"time": 92.56688723596744,
"param": [
{
"p": 0.07392016798257828,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10192230343818665,
"m": 1.0
},
{
"p": 0.02106464095413685,
"m": 1.0
},
{
"p": 0.05269157513976097,
"m": 1.0
},
{
"p": 0.0969332903623581,
"m": 1.0
},
{
"p": 0.04541226103901863,
"m": 1.0
},
{
"p": 0.1295495331287384,
"m": 1.0
},
{
"p": 0.06701646745204926,
"m": 1.0
},
{
"p": 0.10552295297384262,
"m": 1.0
},
{
"p": 0.024198612198233604,
"m": 1.0
},
{
"p": 0.08456375449895859,
"m": 1.0
},
{
"p": 0.12438464909791946,
"m": 1.0
},
{
"p": 0.07281985133886337,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9177595376968384,
"val_loss": 0.8517298698425293,
"acc": 72.15,
"time": 82.72482474008575,
"param": [
{
"p": 0.07686355710029602,
"m": 1.0
},
{
"p": 0.0030264188535511494,
"m": 1.0
},
{
"p": 0.11444392055273056,
"m": 1.0
},
{
"p": 0.02402244322001934,
"m": 1.0
},
{
"p": 0.05185669660568237,
"m": 1.0
},
{
"p": 0.10450153052806854,
"m": 1.0
},
{
"p": 0.08856488019227982,
"m": 1.0
},
{
"p": 0.11311846226453781,
"m": 1.0
},
{
"p": 0.053247299045324326,
"m": 1.0
},
{
"p": 0.08369571715593338,
"m": 1.0
},
{
"p": 0.017566271126270294,
"m": 1.0
},
{
"p": 0.08364811539649963,
"m": 1.0
},
{
"p": 0.12475325912237167,
"m": 1.0
},
{
"p": 0.06069149821996689,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.9546908140182495,
"val_loss": 0.9317620992660522,
"acc": 71.35,
"time": 84.86623810697347,
"param": [
{
"p": 0.08283581584692001,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13214364647865295,
"m": 1.0
},
{
"p": 0.021814582869410515,
"m": 1.0
},
{
"p": 0.054571881890296936,
"m": 1.0
},
{
"p": 0.10125447809696198,
"m": 1.0
},
{
"p": 0.09326597303152084,
"m": 1.0
},
{
"p": 0.10355659574270248,
"m": 1.0
},
{
"p": 0.05160230025649071,
"m": 1.0
},
{
"p": 0.07139597833156586,
"m": 1.0
},
{
"p": 0.0315498486161232,
"m": 1.0
},
{
"p": 0.07484784722328186,
"m": 1.0
},
{
"p": 0.12557099759578705,
"m": 1.0
},
{
"p": 0.05559004098176956,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.9709458947181702,
"val_loss": 0.7473239898681641,
"acc": 71.46,
"time": 89.83132411190309,
"param": [
{
"p": 0.09953798353672028,
"m": 1.0
},
{
"p": 0.0004942130181007087,
"m": 1.0
},
{
"p": 0.14479969441890717,
"m": 1.0
},
{
"p": 0.03332362696528435,
"m": 1.0
},
{
"p": 0.0536603219807148,
"m": 1.0
},
{
"p": 0.1036667600274086,
"m": 1.0
},
{
"p": 0.0856928899884224,
"m": 1.0
},
{
"p": 0.09188864380121231,
"m": 1.0
},
{
"p": 0.048639945685863495,
"m": 1.0
},
{
"p": 0.056749377399683,
"m": 1.0
},
{
"p": 0.03373485431075096,
"m": 1.0
},
{
"p": 0.07376320660114288,
"m": 1.0
},
{
"p": 0.12530988454818726,
"m": 1.0
},
{
"p": 0.04873863235116005,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.8061138987541199,
"val_loss": 0.9158267974853516,
"acc": 71.54,
"time": 84.42342205392197,
"param": [
{
"p": 0.1082681268453598,
"m": 1.0
},
{
"p": 0.004454867914319038,
"m": 1.0
},
{
"p": 0.15246830880641937,
"m": 1.0
},
{
"p": 0.019474124535918236,
"m": 1.0
},
{
"p": 0.057815298438072205,
"m": 1.0
},
{
"p": 0.1051349937915802,
"m": 1.0
},
{
"p": 0.08124634623527527,
"m": 1.0
},
{
"p": 0.08165799081325531,
"m": 1.0
},
{
"p": 0.04877083748579025,
"m": 1.0
},
{
"p": 0.06329630315303802,
"m": 1.0
},
{
"p": 0.02489885874092579,
"m": 1.0
},
{
"p": 0.06408648192882538,
"m": 1.0
},
{
"p": 0.12700586020946503,
"m": 1.0
},
{
"p": 0.06142153590917587,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.037811040878296,
"val_loss": 0.7578178644180298,
"acc": 71.67,
"time": 89.56025970517658,
"param": [
{
"p": 0.11000829935073853,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18890009820461273,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04006698355078697,
"m": 1.0
},
{
"p": 0.13249602913856506,
"m": 1.0
},
{
"p": 0.081622414290905,
"m": 1.0
},
{
"p": 0.07774976640939713,
"m": 1.0
},
{
"p": 0.03500303998589516,
"m": 1.0
},
{
"p": 0.0687054842710495,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04896111786365509,
"m": 1.0
},
{
"p": 0.1505545675754547,
"m": 1.0
},
{
"p": 0.06593211740255356,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.7681109309196472,
"val_loss": 0.8465610146522522,
"acc": 70.51,
"time": 85.0415429819841,
"param": [
{
"p": 0.12520425021648407,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26367244124412537,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004616375081241131,
"m": 1.0
},
{
"p": 0.18109264969825745,
"m": 1.0
},
{
"p": 0.06026441603899002,
"m": 1.0
},
{
"p": 0.06458237767219543,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05407153442502022,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.013529947027564049,
"m": 1.0
},
{
"p": 0.18805621564388275,
"m": 1.0
},
{
"p": 0.04490981623530388,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.1372705698013306,
"val_loss": 0.69795823097229,
"acc": 71.77,
"time": 85.21037412714213,
"param": [
{
"p": 0.15896233916282654,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2948471009731293,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.002129539381712675,
"m": 1.0
},
{
"p": 0.1788242906332016,
"m": 1.0
},
{
"p": 0.057827968150377274,
"m": 1.0
},
{
"p": 0.03418857976794243,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03519183769822121,
"m": 1.0
},
{
"p": 0.0014374280581250787,
"m": 1.0
},
{
"p": 0.0006809302140027285,
"m": 1.0
},
{
"p": 0.19453608989715576,
"m": 1.0
},
{
"p": 0.04137391597032547,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.7321325540542603,
"val_loss": 0.7687351703643799,
"acc": 71.19,
"time": 83.1676451168023,
"param": [
{
"p": 0.16568318009376526,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2813129425048828,
"m": 1.0
},
{
"p": 0.0066459872759878635,
"m": 1.0
},
{
"p": 0.0035278284922242165,
"m": 1.0
},
{
"p": 0.1584663987159729,
"m": 1.0
},
{
"p": 0.08051250874996185,
"m": 1.0
},
{
"p": 0.03440239652991295,
"m": 1.0
},
{
"p": 0.0018454217351973057,
"m": 1.0
},
{
"p": 0.018999682739377022,
"m": 1.0
},
{
"p": 0.012324155308306217,
"m": 1.0
},
{
"p": 0.0038146874867379665,
"m": 1.0
},
{
"p": 0.18099533021450043,
"m": 1.0
},
{
"p": 0.051469430327415466,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.8766953945159912,
"val_loss": 0.7783411741256714,
"acc": 72.84,
"time": 95.80753881204873,
"param": [
{
"p": 0.137196883559227,
"m": 1.0
},
{
"p": 2.4083679818431847e-05,
"m": 1.0
},
{
"p": 0.22511763870716095,
"m": 1.0
},
{
"p": 0.02963152714073658,
"m": 1.0
},
{
"p": 0.011788839474320412,
"m": 1.0
},
{
"p": 0.134688138961792,
"m": 1.0
},
{
"p": 0.09001076221466064,
"m": 1.0
},
{
"p": 0.034616824239492416,
"m": 1.0
},
{
"p": 0.018884195014834404,
"m": 1.0
},
{
"p": 0.035004690289497375,
"m": 1.0
},
{
"p": 0.033611975610256195,
"m": 1.0
},
{
"p": 0.02787885069847107,
"m": 1.0
},
{
"p": 0.15407373011112213,
"m": 1.0
},
{
"p": 0.06747174263000488,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.0523985624313354,
"val_loss": 0.7475576996803284,
"acc": 71.8,
"time": 84.47632851707749,
"param": [
{
"p": 0.11098752170801163,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18836268782615662,
"m": 1.0
},
{
"p": 0.04007277637720108,
"m": 1.0
},
{
"p": 0.01960858888924122,
"m": 1.0
},
{
"p": 0.13138248026371002,
"m": 1.0
},
{
"p": 0.08676199615001678,
"m": 1.0
},
{
"p": 0.034438055008649826,
"m": 1.0
},
{
"p": 0.028727564960718155,
"m": 1.0
},
{
"p": 0.05478335916996002,
"m": 1.0
},
{
"p": 0.04901530221104622,
"m": 1.0
},
{
"p": 0.03683432191610336,
"m": 1.0
},
{
"p": 0.1486014723777771,
"m": 1.0
},
{
"p": 0.07042385637760162,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.8362844586372375,
"val_loss": 0.8025330901145935,
"acc": 72.33,
"time": 88.11798528092913,
"param": [
{
"p": 0.10093390196561813,
"m": 1.0
},
{
"p": 0.005724398419260979,
"m": 1.0
},
{
"p": 0.16235077381134033,
"m": 1.0
},
{
"p": 0.04438669607043266,
"m": 1.0
},
{
"p": 0.01954716071486473,
"m": 1.0
},
{
"p": 0.12570509314537048,
"m": 1.0
},
{
"p": 0.0893792137503624,
"m": 1.0
},
{
"p": 0.04057041555643082,
"m": 1.0
},
{
"p": 0.030486514791846275,
"m": 1.0
},
{
"p": 0.05721300467848778,
"m": 1.0
},
{
"p": 0.05303172022104263,
"m": 1.0
},
{
"p": 0.05163687840104103,
"m": 1.0
},
{
"p": 0.13983260095119476,
"m": 1.0
},
{
"p": 0.07920164614915848,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.9693522453308105,
"val_loss": 0.8268560767173767,
"acc": 72.12,
"time": 85.97041922085918,
"param": [
{
"p": 0.1032252088189125,
"m": 1.0
},
{
"p": 0.007025341037660837,
"m": 1.0
},
{
"p": 0.1410892754793167,
"m": 1.0
},
{
"p": 0.03762851655483246,
"m": 1.0
},
{
"p": 0.03344738483428955,
"m": 1.0
},
{
"p": 0.1163177564740181,
"m": 1.0
},
{
"p": 0.08195191621780396,
"m": 1.0
},
{
"p": 0.048577770590782166,
"m": 1.0
},
{
"p": 0.04408058896660805,
"m": 1.0
},
{
"p": 0.05387239530682564,
"m": 1.0
},
{
"p": 0.05888380482792854,
"m": 1.0
},
{
"p": 0.07151956856250763,
"m": 1.0
},
{
"p": 0.13637159764766693,
"m": 1.0
},
{
"p": 0.06600888818502426,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.9694405794143677,
"val_loss": 0.8864907622337341,
"acc": 71.73,
"time": 83.26695612212643,
"param": [
{
"p": 0.10656363517045975,
"m": 1.0
},
{
"p": 0.010033897124230862,
"m": 1.0
},
{
"p": 0.1253109723329544,
"m": 1.0
},
{
"p": 0.038120001554489136,
"m": 1.0
},
{
"p": 0.04044739529490471,
"m": 1.0
},
{
"p": 0.12393314391374588,
"m": 1.0
},
{
"p": 0.07012609392404556,
"m": 1.0
},
{
"p": 0.06506576389074326,
"m": 1.0
},
{
"p": 0.05596964433789253,
"m": 1.0
},
{
"p": 0.04126256704330444,
"m": 1.0
},
{
"p": 0.0558701790869236,
"m": 1.0
},
{
"p": 0.07483621686697006,
"m": 1.0
},
{
"p": 0.13628853857517242,
"m": 1.0
},
{
"p": 0.05617189407348633,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.9686827063560486,
"val_loss": 0.8245417475700378,
"acc": 72.13,
"time": 82.65306126489304,
"param": [
{
"p": 0.11749189347028732,
"m": 1.0
},
{
"p": 0.018940726295113564,
"m": 1.0
},
{
"p": 0.12435708940029144,
"m": 1.0
},
{
"p": 0.0430389903485775,
"m": 1.0
},
{
"p": 0.05665918067097664,
"m": 1.0
},
{
"p": 0.13231711089611053,
"m": 1.0
},
{
"p": 0.04843802750110626,
"m": 1.0
},
{
"p": 0.08259476721286774,
"m": 1.0
},
{
"p": 0.051073476672172546,
"m": 1.0
},
{
"p": 0.03859230503439903,
"m": 1.0
},
{
"p": 0.04681308940052986,
"m": 1.0
},
{
"p": 0.07267387211322784,
"m": 1.0
},
{
"p": 0.1207149475812912,
"m": 1.0
},
{
"p": 0.046294551342725754,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.9011680483818054,
"val_loss": 0.8743125200271606,
"acc": 71.46,
"time": 93.7801706099417,
"param": [
{
"p": 0.10910070687532425,
"m": 1.0
},
{
"p": 0.025862177833914757,
"m": 1.0
},
{
"p": 0.11880505830049515,
"m": 1.0
},
{
"p": 0.044118478894233704,
"m": 1.0
},
{
"p": 0.06572508066892624,
"m": 1.0
},
{
"p": 0.13041116297245026,
"m": 1.0
},
{
"p": 0.0466981902718544,
"m": 1.0
},
{
"p": 0.08935553580522537,
"m": 1.0
},
{
"p": 0.05596902593970299,
"m": 1.0
},
{
"p": 0.055372778326272964,
"m": 1.0
},
{
"p": 0.04097611457109451,
"m": 1.0
},
{
"p": 0.06837473809719086,
"m": 1.0
},
{
"p": 0.10286331176757812,
"m": 1.0
},
{
"p": 0.04636768251657486,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0541057586669922,
"val_loss": 0.849894106388092,
"acc": 72.17,
"time": 96.90080460486934,
"param": [
{
"p": 0.09941811859607697,
"m": 1.0
},
{
"p": 0.019029131159186363,
"m": 1.0
},
{
"p": 0.1200675293803215,
"m": 1.0
},
{
"p": 0.04535214230418205,
"m": 1.0
},
{
"p": 0.05383526161313057,
"m": 1.0
},
{
"p": 0.12885189056396484,
"m": 1.0
},
{
"p": 0.045220375061035156,
"m": 1.0
},
{
"p": 0.08824998885393143,
"m": 1.0
},
{
"p": 0.06825467944145203,
"m": 1.0
},
{
"p": 0.060816869139671326,
"m": 1.0
},
{
"p": 0.04661206528544426,
"m": 1.0
},
{
"p": 0.07260145246982574,
"m": 1.0
},
{
"p": 0.10793034732341766,
"m": 1.0
},
{
"p": 0.04376009851694107,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.7514327764511108,
"val_loss": 0.8548110723495483,
"acc": 71.79,
"time": 89.73070776602253,
"param": [
{
"p": 0.09235134720802307,
"m": 1.0
},
{
"p": 0.008507217280566692,
"m": 1.0
},
{
"p": 0.11610516160726547,
"m": 1.0
},
{
"p": 0.054326847195625305,
"m": 1.0
},
{
"p": 0.04255842790007591,
"m": 1.0
},
{
"p": 0.12991373240947723,
"m": 1.0
},
{
"p": 0.04131041094660759,
"m": 1.0
},
{
"p": 0.08186767995357513,
"m": 1.0
},
{
"p": 0.08283679932355881,
"m": 1.0
},
{
"p": 0.06322216242551804,
"m": 1.0
},
{
"p": 0.03595339506864548,
"m": 1.0
},
{
"p": 0.09219252318143845,
"m": 1.0
},
{
"p": 0.1072019413113594,
"m": 1.0
},
{
"p": 0.051652342081069946,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.7898353934288025,
"val_loss": 0.7108833193778992,
"acc": 72.46,
"time": 88.14417884685099,
"param": [
{
"p": 0.08650092035531998,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1243772879242897,
"m": 1.0
},
{
"p": 0.06387431919574738,
"m": 1.0
},
{
"p": 0.03274662420153618,
"m": 1.0
},
{
"p": 0.1410994678735733,
"m": 1.0
},
{
"p": 0.022334041073918343,
"m": 1.0
},
{
"p": 0.09938930720090866,
"m": 1.0
},
{
"p": 0.0782894566655159,
"m": 1.0
},
{
"p": 0.05903145298361778,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10443008691072464,
"m": 1.0
},
{
"p": 0.1193525418639183,
"m": 1.0
},
{
"p": 0.06857454031705856,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.0481559038162231,
"val_loss": 0.8083848357200623,
"acc": 71.97,
"time": 96.72159208590165,
"param": [
{
"p": 0.09137465804815292,
"m": 1.0
},
{
"p": 0.000675995135679841,
"m": 1.0
},
{
"p": 0.11215688288211823,
"m": 1.0
},
{
"p": 0.051159847527742386,
"m": 1.0
},
{
"p": 0.03751859441399574,
"m": 1.0
},
{
"p": 0.14057357609272003,
"m": 1.0
},
{
"p": 0.016920384019613266,
"m": 1.0
},
{
"p": 0.09578169882297516,
"m": 1.0
},
{
"p": 0.061857398599386215,
"m": 1.0
},
{
"p": 0.06461959332227707,
"m": 1.0
},
{
"p": 0.00047286422341130674,
"m": 1.0
},
{
"p": 0.11689813435077667,
"m": 1.0
},
{
"p": 0.1377011388540268,
"m": 1.0
},
{
"p": 0.07228924334049225,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.010395884513855,
"val_loss": 0.793070912361145,
"acc": 72.05,
"time": 84.51422487013042,
"param": [
{
"p": 0.10639224946498871,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09809560328722,
"m": 1.0
},
{
"p": 0.03500986099243164,
"m": 1.0
},
{
"p": 0.05089319124817848,
"m": 1.0
},
{
"p": 0.12124258279800415,
"m": 1.0
},
{
"p": 0.03450827673077583,
"m": 1.0
},
{
"p": 0.08871694654226303,
"m": 1.0
},
{
"p": 0.05302752926945686,
"m": 1.0
},
{
"p": 0.08509454876184464,
"m": 1.0
},
{
"p": 0.008677778765559196,
"m": 1.0
},
{
"p": 0.11122272163629532,
"m": 1.0
},
{
"p": 0.1449984461069107,
"m": 1.0
},
{
"p": 0.062120214104652405,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.9893050193786621,
"val_loss": 0.7128584980964661,
"acc": 73.35,
"time": 95.49519659299403,
"param": [
{
"p": 0.1292170286178589,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08517715334892273,
"m": 1.0
},
{
"p": 0.02994004264473915,
"m": 1.0
},
{
"p": 0.03822888061404228,
"m": 1.0
},
{
"p": 0.10958971083164215,
"m": 1.0
},
{
"p": 0.035990964621305466,
"m": 1.0
},
{
"p": 0.08517146855592728,
"m": 1.0
},
{
"p": 0.03752709552645683,
"m": 1.0
},
{
"p": 0.0831129252910614,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12450969964265823,
"m": 1.0
},
{
"p": 0.17260578274726868,
"m": 1.0
},
{
"p": 0.06892924010753632,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.8909841775894165,
"val_loss": 0.8741989135742188,
"acc": 72.55,
"time": 86.12949882005341,
"param": [
{
"p": 0.15736407041549683,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0795104131102562,
"m": 1.0
},
{
"p": 0.022814029827713966,
"m": 1.0
},
{
"p": 0.021080879494547844,
"m": 1.0
},
{
"p": 0.10262781381607056,
"m": 1.0
},
{
"p": 0.02046860381960869,
"m": 1.0
},
{
"p": 0.08983150869607925,
"m": 1.0
},
{
"p": 0.020651821047067642,
"m": 1.0
},
{
"p": 0.07238385081291199,
"m": 1.0
},
{
"p": 0.004583616275340319,
"m": 1.0
},
{
"p": 0.13896076381206512,
"m": 1.0
},
{
"p": 0.1881525218486786,
"m": 1.0
},
{
"p": 0.08157017081975937,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.1499937772750854,
"val_loss": 0.8463741540908813,
"acc": 72.36,
"time": 88.79574137600139,
"param": [
{
"p": 0.16684676706790924,
"m": 1.0
},
{
"p": 0.0032743550837039948,
"m": 1.0
},
{
"p": 0.07084627449512482,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01876409910619259,
"m": 1.0
},
{
"p": 0.0986846312880516,
"m": 1.0
},
{
"p": 0.009555557742714882,
"m": 1.0
},
{
"p": 0.09717529267072678,
"m": 1.0
},
{
"p": 0.0092861857265234,
"m": 1.0
},
{
"p": 0.0647762268781662,
"m": 1.0
},
{
"p": 0.021020732820034027,
"m": 1.0
},
{
"p": 0.14825543761253357,
"m": 1.0
},
{
"p": 0.19003993272781372,
"m": 1.0
},
{
"p": 0.10147445648908615,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.005977749824524,
"val_loss": 0.822877824306488,
"acc": 71.71,
"time": 93.11336591700092,
"param": [
{
"p": 0.18539121747016907,
"m": 1.0
},
{
"p": 0.0006373492651619017,
"m": 1.0
},
{
"p": 0.06718409061431885,
"m": 1.0
},
{
"p": 0.00027084347675554454,
"m": 1.0
},
{
"p": 0.032023459672927856,
"m": 1.0
},
{
"p": 0.09538807719945908,
"m": 1.0
},
{
"p": 0.005020670592784882,
"m": 1.0
},
{
"p": 0.09567756950855255,
"m": 1.0
},
{
"p": 0.0002583678287919611,
"m": 1.0
},
{
"p": 0.048930682241916656,
"m": 1.0
},
{
"p": 0.012535185553133488,
"m": 1.0
},
{
"p": 0.1515897810459137,
"m": 1.0
},
{
"p": 0.20395435392856598,
"m": 1.0
},
{
"p": 0.10113825649023056,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.7722618579864502,
"val_loss": 0.8314222693443298,
"acc": 73.18,
"time": 91.20903360983357,
"param": [
{
"p": 0.1825278401374817,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06700660288333893,
"m": 1.0
},
{
"p": 0.015316159464418888,
"m": 1.0
},
{
"p": 0.04598946496844292,
"m": 1.0
},
{
"p": 0.09068270772695541,
"m": 1.0
},
{
"p": 0.012230224907398224,
"m": 1.0
},
{
"p": 0.09242988377809525,
"m": 1.0
},
{
"p": 0.019907204434275627,
"m": 1.0
},
{
"p": 0.040193360298871994,
"m": 1.0
},
{
"p": 0.015076659619808197,
"m": 1.0
},
{
"p": 0.14098788797855377,
"m": 1.0
},
{
"p": 0.18399594724178314,
"m": 1.0
},
{
"p": 0.09365609288215637,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.9506030082702637,
"val_loss": 0.8567533493041992,
"acc": 73.43,
"time": 85.0694408880081,
"param": [
{
"p": 0.1780557781457901,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07412736117839813,
"m": 1.0
},
{
"p": 0.007802559528499842,
"m": 1.0
},
{
"p": 0.04176756367087364,
"m": 1.0
},
{
"p": 0.11053329706192017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08245053887367249,
"m": 1.0
},
{
"p": 0.040053948760032654,
"m": 1.0
},
{
"p": 0.0454326830804348,
"m": 1.0
},
{
"p": 0.02170490100979805,
"m": 1.0
},
{
"p": 0.12659837305545807,
"m": 1.0
},
{
"p": 0.1837693303823471,
"m": 1.0
},
{
"p": 0.087703637778759,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.7757969498634338,
"val_loss": 0.9394063353538513,
"acc": 72.12,
"time": 89.10463156388141,
"param": [
{
"p": 0.17139746248722076,
"m": 1.0
},
{
"p": 0.004022562876343727,
"m": 1.0
},
{
"p": 0.07550480961799622,
"m": 1.0
},
{
"p": 0.0003997891035396606,
"m": 1.0
},
{
"p": 0.04224345460534096,
"m": 1.0
},
{
"p": 0.11797381937503815,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07740229368209839,
"m": 1.0
},
{
"p": 0.032205648720264435,
"m": 1.0
},
{
"p": 0.059332866221666336,
"m": 1.0
},
{
"p": 0.03240186721086502,
"m": 1.0
},
{
"p": 0.09460297226905823,
"m": 1.0
},
{
"p": 0.19818998873233795,
"m": 1.0
},
{
"p": 0.09432245790958405,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.7895340323448181,
"val_loss": 0.8387472629547119,
"acc": 72.91,
"time": 89.29476124397479,
"param": [
{
"p": 0.1521267592906952,
"m": 1.0
},
{
"p": 0.005429015029221773,
"m": 1.0
},
{
"p": 0.08299511671066284,
"m": 1.0
},
{
"p": 7.766033377265558e-05,
"m": 1.0
},
{
"p": 0.038718994706869125,
"m": 1.0
},
{
"p": 0.1044149249792099,
"m": 1.0
},
{
"p": 0.007649836130440235,
"m": 1.0
},
{
"p": 0.07042046636343002,
"m": 1.0
},
{
"p": 0.04848386347293854,
"m": 1.0
},
{
"p": 0.0846724584698677,
"m": 1.0
},
{
"p": 0.04428223893046379,
"m": 1.0
},
{
"p": 0.07380874454975128,
"m": 1.0
},
{
"p": 0.19829538464546204,
"m": 1.0
},
{
"p": 0.0886245146393776,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.8891032338142395,
"val_loss": 0.7877848744392395,
"acc": 72.22,
"time": 94.63850679504685,
"param": [
{
"p": 0.14284813404083252,
"m": 1.0
},
{
"p": 0.00029795151203870773,
"m": 1.0
},
{
"p": 0.08924178779125214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048448123037815094,
"m": 1.0
},
{
"p": 0.11814244091510773,
"m": 1.0
},
{
"p": 0.005678651388734579,
"m": 1.0
},
{
"p": 0.05112232640385628,
"m": 1.0
},
{
"p": 0.043938055634498596,
"m": 1.0
},
{
"p": 0.0905267521739006,
"m": 1.0
},
{
"p": 0.0501365028321743,
"m": 1.0
},
{
"p": 0.06325534731149673,
"m": 1.0
},
{
"p": 0.21054114401340485,
"m": 1.0
},
{
"p": 0.08582274615764618,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.7172168493270874,
"val_loss": 0.7232022881507874,
"acc": 72.94,
"time": 91.27457763301209,
"param": [
{
"p": 0.12083511054515839,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09435059875249863,
"m": 1.0
},
{
"p": 0.0051858010701835155,
"m": 1.0
},
{
"p": 0.05872393399477005,
"m": 1.0
},
{
"p": 0.1295565664768219,
"m": 1.0
},
{
"p": 0.019999096170067787,
"m": 1.0
},
{
"p": 0.02343529276549816,
"m": 1.0
},
{
"p": 0.03068714775145054,
"m": 1.0
},
{
"p": 0.08796650916337967,
"m": 1.0
},
{
"p": 0.0470782071352005,
"m": 1.0
},
{
"p": 0.06218325346708298,
"m": 1.0
},
{
"p": 0.22163107991218567,
"m": 1.0
},
{
"p": 0.0983673706650734,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.6708667874336243,
"val_loss": 0.8718286156654358,
"acc": 72.54,
"time": 98.31447658804245,
"param": [
{
"p": 0.09360498189926147,
"m": 1.0
},
{
"p": 0.00031060961191542447,
"m": 1.0
},
{
"p": 0.09253790974617004,
"m": 1.0
},
{
"p": 0.018071886152029037,
"m": 1.0
},
{
"p": 0.0635131448507309,
"m": 1.0
},
{
"p": 0.13499273359775543,
"m": 1.0
},
{
"p": 0.054722368717193604,
"m": 1.0
},
{
"p": 0.015313446521759033,
"m": 1.0
},
{
"p": 0.04133264347910881,
"m": 1.0
},
{
"p": 0.0596589632332325,
"m": 1.0
},
{
"p": 0.05361173674464226,
"m": 1.0
},
{
"p": 0.08446040749549866,
"m": 1.0
},
{
"p": 0.19531819224357605,
"m": 1.0
},
{
"p": 0.09255091100931168,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.5897844433784485,
"val_loss": 0.7462990283966064,
"acc": 73.91,
"time": 97.32849439186975,
"param": [
{
"p": 0.1001497432589531,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10175903141498566,
"m": 1.0
},
{
"p": 0.02479741722345352,
"m": 1.0
},
{
"p": 0.06579296290874481,
"m": 1.0
},
{
"p": 0.15051327645778656,
"m": 1.0
},
{
"p": 0.06541476398706436,
"m": 1.0
},
{
"p": 0.013817883096635342,
"m": 1.0
},
{
"p": 0.03404809162020683,
"m": 1.0
},
{
"p": 0.05395260825753212,
"m": 1.0
},
{
"p": 0.05830153822898865,
"m": 1.0
},
{
"p": 0.08401059359312057,
"m": 1.0
},
{
"p": 0.16926859319210052,
"m": 1.0
},
{
"p": 0.07817354798316956,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.0177985429763794,
"val_loss": 0.8501046299934387,
"acc": 72.4,
"time": 91.67437405115925,
"param": [
{
"p": 0.12016593664884567,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13151781260967255,
"m": 1.0
},
{
"p": 0.004260191693902016,
"m": 1.0
},
{
"p": 0.06351442635059357,
"m": 1.0
},
{
"p": 0.15897443890571594,
"m": 1.0
},
{
"p": 0.0857660099864006,
"m": 1.0
},
{
"p": 0.0063457428477704525,
"m": 1.0
},
{
"p": 0.032321829348802567,
"m": 1.0
},
{
"p": 0.04611057788133621,
"m": 1.0
},
{
"p": 0.04831108823418617,
"m": 1.0
},
{
"p": 0.06807594001293182,
"m": 1.0
},
{
"p": 0.17520618438720703,
"m": 1.0
},
{
"p": 0.05942988023161888,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.6050079464912415,
"val_loss": 0.9084606170654297,
"acc": 71.63,
"time": 83.59074990008958,
"param": [
{
"p": 0.10385722666978836,
"m": 1.0
},
{
"p": 0.020920660346746445,
"m": 1.0
},
{
"p": 0.12596730887889862,
"m": 1.0
},
{
"p": 0.02548370510339737,
"m": 1.0
},
{
"p": 0.060297995805740356,
"m": 1.0
},
{
"p": 0.13492335379123688,
"m": 1.0
},
{
"p": 0.08457381278276443,
"m": 1.0
},
{
"p": 0.021511657163500786,
"m": 1.0
},
{
"p": 0.04217255488038063,
"m": 1.0
},
{
"p": 0.040344204753637314,
"m": 1.0
},
{
"p": 0.0781237930059433,
"m": 1.0
},
{
"p": 0.0628780722618103,
"m": 1.0
},
{
"p": 0.1445029228925705,
"m": 1.0
},
{
"p": 0.05444267392158508,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.8025743961334229,
"val_loss": 0.7240495085716248,
"acc": 73.02,
"time": 85.83078506588936,
"param": [
{
"p": 0.10763116180896759,
"m": 1.0
},
{
"p": 0.02567589282989502,
"m": 1.0
},
{
"p": 0.11795391142368317,
"m": 1.0
},
{
"p": 0.031888697296381,
"m": 1.0
},
{
"p": 0.05971875414252281,
"m": 1.0
},
{
"p": 0.11110188066959381,
"m": 1.0
},
{
"p": 0.08634842187166214,
"m": 1.0
},
{
"p": 0.02372775971889496,
"m": 1.0
},
{
"p": 0.06623080372810364,
"m": 1.0
},
{
"p": 0.037058763206005096,
"m": 1.0
},
{
"p": 0.09518282115459442,
"m": 1.0
},
{
"p": 0.056179918348789215,
"m": 1.0
},
{
"p": 0.1339668184518814,
"m": 1.0
},
{
"p": 0.04733431339263916,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.8768569827079773,
"val_loss": 0.6923859119415283,
"acc": 73.04,
"time": 83.8620434589684,
"param": [
{
"p": 0.1327916979789734,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10743509232997894,
"m": 1.0
},
{
"p": 0.0158555768430233,
"m": 1.0
},
{
"p": 0.06138555333018303,
"m": 1.0
},
{
"p": 0.11688724160194397,
"m": 1.0
},
{
"p": 0.07150636613368988,
"m": 1.0
},
{
"p": 0.023216815665364265,
"m": 1.0
},
{
"p": 0.07375343143939972,
"m": 1.0
},
{
"p": 0.04989360272884369,
"m": 1.0
},
{
"p": 0.11737973242998123,
"m": 1.0
},
{
"p": 0.06251140683889389,
"m": 1.0
},
{
"p": 0.153366357088089,
"m": 1.0
},
{
"p": 0.014017188921570778,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.8979277014732361,
"val_loss": 0.841717004776001,
"acc": 73.5,
"time": 83.03733307286166,
"param": [
{
"p": 0.15825150907039642,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0978032648563385,
"m": 1.0
},
{
"p": 0.010213308967649937,
"m": 1.0
},
{
"p": 0.08053093403577805,
"m": 1.0
},
{
"p": 0.11558349430561066,
"m": 1.0
},
{
"p": 0.04196865111589432,
"m": 1.0
},
{
"p": 0.014911525882780552,
"m": 1.0
},
{
"p": 0.060554180294275284,
"m": 1.0
},
{
"p": 0.03567800298333168,
"m": 1.0
},
{
"p": 0.11977863311767578,
"m": 1.0
},
{
"p": 0.06848850101232529,
"m": 1.0
},
{
"p": 0.18805795907974243,
"m": 1.0
},
{
"p": 0.008180039003491402,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.77047199010849,
"val_loss": 0.7934243679046631,
"acc": 73.11,
"time": 82.68521106080152,
"param": [
{
"p": 0.16605360805988312,
"m": 1.0
},
{
"p": 0.0008111378992907703,
"m": 1.0
},
{
"p": 0.08537057787179947,
"m": 1.0
},
{
"p": 0.042870137840509415,
"m": 1.0
},
{
"p": 0.09471586346626282,
"m": 1.0
},
{
"p": 0.09368773549795151,
"m": 1.0
},
{
"p": 0.02833065390586853,
"m": 1.0
},
{
"p": 0.007357337512075901,
"m": 1.0
},
{
"p": 0.04031796380877495,
"m": 1.0
},
{
"p": 0.01627925969660282,
"m": 1.0
},
{
"p": 0.1098327785730362,
"m": 1.0
},
{
"p": 0.07137363404035568,
"m": 1.0
},
{
"p": 0.19344432651996613,
"m": 1.0
},
{
"p": 0.049554917961359024,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.9148188829421997,
"val_loss": 0.8350073099136353,
"acc": 72.95,
"time": 85.24127035588026,
"param": [
{
"p": 0.15186089277267456,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07405277341604233,
"m": 1.0
},
{
"p": 0.05096961185336113,
"m": 1.0
},
{
"p": 0.0975184217095375,
"m": 1.0
},
{
"p": 0.08504853397607803,
"m": 1.0
},
{
"p": 0.031461283564567566,
"m": 1.0
},
{
"p": 0.015032131224870682,
"m": 1.0
},
{
"p": 0.033749889582395554,
"m": 1.0
},
{
"p": 0.022455433383584023,
"m": 1.0
},
{
"p": 0.09659905731678009,
"m": 1.0
},
{
"p": 0.06611631065607071,
"m": 1.0
},
{
"p": 0.1861371546983719,
"m": 1.0
},
{
"p": 0.08899843692779541,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.8297106623649597,
"val_loss": 0.8829389214515686,
"acc": 72.43,
"time": 86.13830091198906,
"param": [
{
"p": 0.14826393127441406,
"m": 1.0
},
{
"p": 0.0008066557347774506,
"m": 1.0
},
{
"p": 0.088314950466156,
"m": 1.0
},
{
"p": 0.06402109563350677,
"m": 1.0
},
{
"p": 0.08006063848733902,
"m": 1.0
},
{
"p": 0.07838547974824905,
"m": 1.0
},
{
"p": 0.025000231340527534,
"m": 1.0
},
{
"p": 0.009682809934020042,
"m": 1.0
},
{
"p": 0.034534912556409836,
"m": 1.0
},
{
"p": 0.01852351613342762,
"m": 1.0
},
{
"p": 0.10178536921739578,
"m": 1.0
},
{
"p": 0.06021746248006821,
"m": 1.0
},
{
"p": 0.17852464318275452,
"m": 1.0
},
{
"p": 0.11187829822301865,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.8629916310310364,
"val_loss": 0.9632284641265869,
"acc": 72.81,
"time": 83.10793678089976,
"param": [
{
"p": 0.1509696990251541,
"m": 1.0
},
{
"p": 0.011112034320831299,
"m": 1.0
},
{
"p": 0.11036364734172821,
"m": 1.0
},
{
"p": 0.06487073004245758,
"m": 1.0
},
{
"p": 0.06118149682879448,
"m": 1.0
},
{
"p": 0.06853147596120834,
"m": 1.0
},
{
"p": 0.01978248916566372,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.039397239685058594,
"m": 1.0
},
{
"p": 0.019677478820085526,
"m": 1.0
},
{
"p": 0.09548582881689072,
"m": 1.0
},
{
"p": 0.07201370596885681,
"m": 1.0
},
{
"p": 0.17069999873638153,
"m": 1.0
},
{
"p": 0.11591418832540512,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.8250150680541992,
"val_loss": 0.8174692392349243,
"acc": 73.25,
"time": 85.86417726101354,
"param": [
{
"p": 0.13857656717300415,
"m": 1.0
},
{
"p": 0.021584725007414818,
"m": 1.0
},
{
"p": 0.12201527506113052,
"m": 1.0
},
{
"p": 0.05905389413237572,
"m": 1.0
},
{
"p": 0.05750201269984245,
"m": 1.0
},
{
"p": 0.06829515099525452,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.007904225960373878,
"m": 1.0
},
{
"p": 0.057982783764600754,
"m": 1.0
},
{
"p": 0.01684487797319889,
"m": 1.0
},
{
"p": 0.07475706934928894,
"m": 1.0
},
{
"p": 0.08822020143270493,
"m": 1.0
},
{
"p": 0.16388821601867676,
"m": 1.0
},
{
"p": 0.12337496131658554,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.8965511322021484,
"val_loss": 0.7595607042312622,
"acc": 73.3,
"time": 91.6093277418986,
"param": [
{
"p": 0.15854479372501373,
"m": 1.0
},
{
"p": 0.01295966375619173,
"m": 1.0
},
{
"p": 0.11855625361204147,
"m": 1.0
},
{
"p": 0.05966934189200401,
"m": 1.0
},
{
"p": 0.05254068225622177,
"m": 1.0
},
{
"p": 0.05516492947936058,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.027709217742085457,
"m": 1.0
},
{
"p": 0.04958418011665344,
"m": 1.0
},
{
"p": 0.0022963581141084433,
"m": 1.0
},
{
"p": 0.07460403442382812,
"m": 1.0
},
{
"p": 0.07957827299833298,
"m": 1.0
},
{
"p": 0.18406106531620026,
"m": 1.0
},
{
"p": 0.12473119050264359,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.799763560295105,
"val_loss": 0.8336923122406006,
"acc": 72.09,
"time": 95.19341112999246,
"param": [
{
"p": 0.13898546993732452,
"m": 1.0
},
{
"p": 0.03378148004412651,
"m": 1.0
},
{
"p": 0.10395005345344543,
"m": 1.0
},
{
"p": 0.05478404462337494,
"m": 1.0
},
{
"p": 0.05211105942726135,
"m": 1.0
},
{
"p": 0.06658194214105606,
"m": 1.0
},
{
"p": 0.015899376943707466,
"m": 1.0
},
{
"p": 0.04743080586194992,
"m": 1.0
},
{
"p": 0.06054064258933067,
"m": 1.0
},
{
"p": 0.006809310521930456,
"m": 1.0
},
{
"p": 0.0761411115527153,
"m": 1.0
},
{
"p": 0.06715326756238937,
"m": 1.0
},
{
"p": 0.16973108053207397,
"m": 1.0
},
{
"p": 0.10610032081604004,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.1940239667892456,
"val_loss": 0.7365932464599609,
"acc": 73.15,
"time": 89.23069933685474,
"param": [
{
"p": 0.10592364519834518,
"m": 1.0
},
{
"p": 0.040096111595630646,
"m": 1.0
},
{
"p": 0.0911826342344284,
"m": 1.0
},
{
"p": 0.04437128081917763,
"m": 1.0
},
{
"p": 0.05573713034391403,
"m": 1.0
},
{
"p": 0.08652132004499435,
"m": 1.0
},
{
"p": 0.041115228086709976,
"m": 1.0
},
{
"p": 0.060643844306468964,
"m": 1.0
},
{
"p": 0.06574419140815735,
"m": 1.0
},
{
"p": 0.03981741890311241,
"m": 1.0
},
{
"p": 0.07964272052049637,
"m": 1.0
},
{
"p": 0.0730598047375679,
"m": 1.0
},
{
"p": 0.13583144545555115,
"m": 1.0
},
{
"p": 0.08031323552131653,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.8067138195037842,
"val_loss": 0.6999096274375916,
"acc": 73.14,
"time": 93.28957506408915,
"param": [
{
"p": 0.09690948575735092,
"m": 1.0
},
{
"p": 0.032069239765405655,
"m": 1.0
},
{
"p": 0.09104295074939728,
"m": 1.0
},
{
"p": 0.03074483945965767,
"m": 1.0
},
{
"p": 0.06828871369361877,
"m": 1.0
},
{
"p": 0.10722094029188156,
"m": 1.0
},
{
"p": 0.05809465050697327,
"m": 1.0
},
{
"p": 0.06437455117702484,
"m": 1.0
},
{
"p": 0.06509234011173248,
"m": 1.0
},
{
"p": 0.060358282178640366,
"m": 1.0
},
{
"p": 0.06834898889064789,
"m": 1.0
},
{
"p": 0.058349113911390305,
"m": 1.0
},
{
"p": 0.12688079476356506,
"m": 1.0
},
{
"p": 0.07222510129213333,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.69387286901474,
"val_loss": 0.8258048295974731,
"acc": 73.04,
"time": 92.05626829410903,
"param": [
{
"p": 0.09817824512720108,
"m": 1.0
},
{
"p": 0.02704625390470028,
"m": 1.0
},
{
"p": 0.09313913434743881,
"m": 1.0
},
{
"p": 0.0343988798558712,
"m": 1.0
},
{
"p": 0.08603651076555252,
"m": 1.0
},
{
"p": 0.13063986599445343,
"m": 1.0
},
{
"p": 0.06731594353914261,
"m": 1.0
},
{
"p": 0.060669656842947006,
"m": 1.0
},
{
"p": 0.05704684928059578,
"m": 1.0
},
{
"p": 0.061575572937726974,
"m": 1.0
},
{
"p": 0.0444880947470665,
"m": 1.0
},
{
"p": 0.0501103438436985,
"m": 1.0
},
{
"p": 0.1331072896718979,
"m": 1.0
},
{
"p": 0.056247349828481674,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9493514895439148,
"val_loss": 0.8450267314910889,
"acc": 73.2,
"time": 88.53013412002474,
"param": [
{
"p": 0.10714955627918243,
"m": 1.0
},
{
"p": 0.042510416358709335,
"m": 1.0
},
{
"p": 0.09158775955438614,
"m": 1.0
},
{
"p": 0.04623827338218689,
"m": 1.0
},
{
"p": 0.09070896357297897,
"m": 1.0
},
{
"p": 0.14341507852077484,
"m": 1.0
},
{
"p": 0.05909965932369232,
"m": 1.0
},
{
"p": 0.04523738473653793,
"m": 1.0
},
{
"p": 0.05419578030705452,
"m": 1.0
},
{
"p": 0.05740180239081383,
"m": 1.0
},
{
"p": 0.021605484187602997,
"m": 1.0
},
{
"p": 0.04707677662372589,
"m": 1.0
},
{
"p": 0.12934166193008423,
"m": 1.0
},
{
"p": 0.06443139910697937,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.868965744972229,
"val_loss": 0.7541428208351135,
"acc": 72.06,
"time": 98.04205401893705,
"param": [
{
"p": 0.11143966019153595,
"m": 1.0
},
{
"p": 0.045999616384506226,
"m": 1.0
},
{
"p": 0.10783415287733078,
"m": 1.0
},
{
"p": 0.06782916933298111,
"m": 1.0
},
{
"p": 0.07113033533096313,
"m": 1.0
},
{
"p": 0.1440267115831375,
"m": 1.0
},
{
"p": 0.05918601527810097,
"m": 1.0
},
{
"p": 0.024000829085707664,
"m": 1.0
},
{
"p": 0.051831021904945374,
"m": 1.0
},
{
"p": 0.052523620426654816,
"m": 1.0
},
{
"p": 0.02426609955728054,
"m": 1.0
},
{
"p": 0.047656115144491196,
"m": 1.0
},
{
"p": 0.11831191182136536,
"m": 1.0
},
{
"p": 0.07396478205919266,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.7960830330848694,
"val_loss": 0.8522301316261292,
"acc": 73.84,
"time": 99.27550002094358,
"param": [
{
"p": 0.12234817445278168,
"m": 1.0
},
{
"p": 0.03201376646757126,
"m": 1.0
},
{
"p": 0.1245822086930275,
"m": 1.0
},
{
"p": 0.07374688237905502,
"m": 1.0
},
{
"p": 0.053757958114147186,
"m": 1.0
},
{
"p": 0.15286919474601746,
"m": 1.0
},
{
"p": 0.042634643614292145,
"m": 1.0
},
{
"p": 0.012287805788218975,
"m": 1.0
},
{
"p": 0.03892218694090843,
"m": 1.0
},
{
"p": 0.03893584385514259,
"m": 1.0
},
{
"p": 0.03788270801305771,
"m": 1.0
},
{
"p": 0.051608674228191376,
"m": 1.0
},
{
"p": 0.13944919407367706,
"m": 1.0
},
{
"p": 0.07896072417497635,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.907306432723999,
"val_loss": 0.8335923552513123,
"acc": 73.38,
"time": 90.55841121799313,
"param": [
{
"p": 0.11841776221990585,
"m": 1.0
},
{
"p": 0.0315968282520771,
"m": 1.0
},
{
"p": 0.1452307403087616,
"m": 1.0
},
{
"p": 0.06771348416805267,
"m": 1.0
},
{
"p": 0.05780104547739029,
"m": 1.0
},
{
"p": 0.13964945077896118,
"m": 1.0
},
{
"p": 0.04173053056001663,
"m": 1.0
},
{
"p": 0.012800399214029312,
"m": 1.0
},
{
"p": 0.041612133383750916,
"m": 1.0
},
{
"p": 0.01622643508017063,
"m": 1.0
},
{
"p": 0.03887791559100151,
"m": 1.0
},
{
"p": 0.049004632979631424,
"m": 1.0
},
{
"p": 0.14173336327075958,
"m": 1.0
},
{
"p": 0.09760519117116928,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.052885890007019,
"val_loss": 0.8491035103797913,
"acc": 73.04,
"time": 83.35362498485483,
"param": [
{
"p": 0.10252807289361954,
"m": 1.0
},
{
"p": 0.03327391669154167,
"m": 1.0
},
{
"p": 0.1546146273612976,
"m": 1.0
},
{
"p": 0.06288502365350723,
"m": 1.0
},
{
"p": 0.06484576314687729,
"m": 1.0
},
{
"p": 0.11969170719385147,
"m": 1.0
},
{
"p": 0.04827769845724106,
"m": 1.0
},
{
"p": 0.029553042724728584,
"m": 1.0
},
{
"p": 0.0557381771504879,
"m": 1.0
},
{
"p": 0.018544070422649384,
"m": 1.0
},
{
"p": 0.03946887329220772,
"m": 1.0
},
{
"p": 0.05588756874203682,
"m": 1.0
},
{
"p": 0.11514534801244736,
"m": 1.0
},
{
"p": 0.09954614192247391,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1193896532058716,
"val_loss": 0.7262120842933655,
"acc": 73.29,
"time": 87.27812449494377,
"param": [
{
"p": 0.09444911032915115,
"m": 1.0
},
{
"p": 0.03708546236157417,
"m": 1.0
},
{
"p": 0.138197660446167,
"m": 1.0
},
{
"p": 0.047090593725442886,
"m": 1.0
},
{
"p": 0.05665111169219017,
"m": 1.0
},
{
"p": 0.09661723673343658,
"m": 1.0
},
{
"p": 0.060250356793403625,
"m": 1.0
},
{
"p": 0.04480212926864624,
"m": 1.0
},
{
"p": 0.06633634120225906,
"m": 1.0
},
{
"p": 0.04260745272040367,
"m": 1.0
},
{
"p": 0.0582650750875473,
"m": 1.0
},
{
"p": 0.0633799135684967,
"m": 1.0
},
{
"p": 0.09992589056491852,
"m": 1.0
},
{
"p": 0.09434164315462112,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.8701865673065186,
"val_loss": 0.8595274090766907,
"acc": 73.33,
"time": 86.6734697050415,
"param": [
{
"p": 0.08697846531867981,
"m": 1.0
},
{
"p": 0.05261151120066643,
"m": 1.0
},
{
"p": 0.11542068421840668,
"m": 1.0
},
{
"p": 0.05407664552330971,
"m": 1.0
},
{
"p": 0.043568748980760574,
"m": 1.0
},
{
"p": 0.0931580513715744,
"m": 1.0
},
{
"p": 0.06197478249669075,
"m": 1.0
},
{
"p": 0.05543447658419609,
"m": 1.0
},
{
"p": 0.06762023270130157,
"m": 1.0
},
{
"p": 0.06558717787265778,
"m": 1.0
},
{
"p": 0.07218553125858307,
"m": 1.0
},
{
"p": 0.07013024389743805,
"m": 1.0
},
{
"p": 0.08777037262916565,
"m": 1.0
},
{
"p": 0.07348305732011795,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.9387921094894409,
"val_loss": 0.8379446268081665,
"acc": 73.94,
"time": 87.10072508105077,
"param": [
{
"p": 0.07039482146501541,
"m": 1.0
},
{
"p": 0.06587763875722885,
"m": 1.0
},
{
"p": 0.10056807845830917,
"m": 1.0
},
{
"p": 0.05298106372356415,
"m": 1.0
},
{
"p": 0.044673651456832886,
"m": 1.0
},
{
"p": 0.10314888507127762,
"m": 1.0
},
{
"p": 0.05197715759277344,
"m": 1.0
},
{
"p": 0.03911154717206955,
"m": 1.0
},
{
"p": 0.07378680258989334,
"m": 1.0
},
{
"p": 0.0886489674448967,
"m": 1.0
},
{
"p": 0.06408784538507462,
"m": 1.0
},
{
"p": 0.06858710944652557,
"m": 1.0
},
{
"p": 0.09806501120328903,
"m": 1.0
},
{
"p": 0.07809145003557205,
"m": 1.0
}
]
}
]
}