AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/log/Aug_mod(Data_augV6(Uniform-18TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json

8130 lines
No EOL
117 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 68.13,
"Time": [
28.77880254744,
14.253827980216053
],
"Device": "GeForce GTX 1080 Ti",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize",
"BadColor",
"BadSharpness",
"BadContrast",
"BadBrightness"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2894906997680664,
"val_loss": 2.2883925437927246,
"acc": 14.68,
"time": 39.596952199,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30464911460876465,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.35068821907043457,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.313664972782135,
"m": 1.0
},
{
"p": 0.3536864221096039,
"m": 1.0
},
{
"p": 0.30007126927375793,
"m": 1.0
},
{
"p": 0.30856209993362427,
"m": 1.0
},
{
"p": 0.3719457983970642,
"m": 1.0
},
{
"p": 0.33822065591812134,
"m": 1.0
},
{
"p": 0.31799355149269104,
"m": 1.0
},
{
"p": 0.3581184148788452,
"m": 1.0
},
{
"p": 0.3620234429836273,
"m": 1.0
},
{
"p": 0.35442405939102173,
"m": 1.0
},
{
"p": 0.3198452293872833,
"m": 1.0
},
{
"p": 0.3426896333694458,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 1.9965273141860962,
"val_loss": 2.0619802474975586,
"acc": 25.48,
"time": 37.555036111999996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.29605382680892944,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3702538311481476,
"m": 1.0
},
{
"p": 0.3427378237247467,
"m": 1.0
},
{
"p": 0.3219912052154541,
"m": 1.0
},
{
"p": 0.30890271067619324,
"m": 1.0
},
{
"p": 0.3455485701560974,
"m": 1.0
},
{
"p": 0.2872154414653778,
"m": 1.0
},
{
"p": 0.31224381923675537,
"m": 1.0
},
{
"p": 0.38313597440719604,
"m": 1.0
},
{
"p": 0.3650397062301636,
"m": 1.0
},
{
"p": 0.3250119090080261,
"m": 1.0
},
{
"p": 0.3683263659477234,
"m": 1.0
},
{
"p": 0.37630245089530945,
"m": 1.0
},
{
"p": 0.339351087808609,
"m": 1.0
},
{
"p": 0.29184016585350037,
"m": 1.0
},
{
"p": 0.3255893886089325,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.846265196800232,
"val_loss": 1.916355848312378,
"acc": 31.68,
"time": 36.921898466,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2924706041812897,
"m": 1.0
},
{
"p": 0.3436861038208008,
"m": 1.0
},
{
"p": 0.3489478826522827,
"m": 1.0
},
{
"p": 0.36860814690589905,
"m": 1.0
},
{
"p": 0.301454097032547,
"m": 1.0
},
{
"p": 0.33938002586364746,
"m": 1.0
},
{
"p": 0.37204304337501526,
"m": 1.0
},
{
"p": 0.2911520302295685,
"m": 1.0
},
{
"p": 0.312345951795578,
"m": 1.0
},
{
"p": 0.3878002166748047,
"m": 1.0
},
{
"p": 0.3762201964855194,
"m": 1.0
},
{
"p": 0.3460000157356262,
"m": 1.0
},
{
"p": 0.3422514498233795,
"m": 1.0
},
{
"p": 0.34739983081817627,
"m": 1.0
},
{
"p": 0.36899635195732117,
"m": 1.0
},
{
"p": 0.27909210324287415,
"m": 1.0
},
{
"p": 0.3142007887363434,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.7720012664794922,
"val_loss": 1.8339985609054565,
"acc": 33.57,
"time": 39.21077294,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.31201115250587463,
"m": 1.0
},
{
"p": 0.3880936801433563,
"m": 1.0
},
{
"p": 0.3301437497138977,
"m": 1.0
},
{
"p": 0.3797750473022461,
"m": 1.0
},
{
"p": 0.3099065124988556,
"m": 1.0
},
{
"p": 0.3518825173377991,
"m": 1.0
},
{
"p": 0.3590291738510132,
"m": 1.0
},
{
"p": 0.3165445029735565,
"m": 1.0
},
{
"p": 0.32491421699523926,
"m": 1.0
},
{
"p": 0.3780043423175812,
"m": 1.0
},
{
"p": 0.3999217748641968,
"m": 1.0
},
{
"p": 0.35072487592697144,
"m": 1.0
},
{
"p": 0.30809345841407776,
"m": 1.0
},
{
"p": 0.3357754647731781,
"m": 1.0
},
{
"p": 0.40098097920417786,
"m": 1.0
},
{
"p": 0.2761012315750122,
"m": 1.0
},
{
"p": 0.27080780267715454,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.06620717048645,
"val_loss": 1.7205218076705933,
"acc": 39.02,
"time": 39.12722513699998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.33773475885391235,
"m": 1.0
},
{
"p": 0.407031387090683,
"m": 1.0
},
{
"p": 0.3220515847206116,
"m": 1.0
},
{
"p": 0.3845806419849396,
"m": 1.0
},
{
"p": 0.3188594579696655,
"m": 1.0
},
{
"p": 0.35726282000541687,
"m": 1.0
},
{
"p": 0.3257055878639221,
"m": 1.0
},
{
"p": 0.3517489433288574,
"m": 1.0
},
{
"p": 0.31085795164108276,
"m": 1.0
},
{
"p": 0.378130167722702,
"m": 1.0
},
{
"p": 0.39476749300956726,
"m": 1.0
},
{
"p": 0.3466634154319763,
"m": 1.0
},
{
"p": 0.2891797721385956,
"m": 1.0
},
{
"p": 0.3661198914051056,
"m": 1.0
},
{
"p": 0.42213383316993713,
"m": 1.0
},
{
"p": 0.29669657349586487,
"m": 1.0
},
{
"p": 0.23829573392868042,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.8191546201705933,
"val_loss": 1.5713536739349365,
"acc": 42.64,
"time": 38.94080065999998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.347116082906723,
"m": 1.0
},
{
"p": 0.4119946360588074,
"m": 1.0
},
{
"p": 0.25735044479370117,
"m": 1.0
},
{
"p": 0.3787768483161926,
"m": 1.0
},
{
"p": 0.32710012793540955,
"m": 1.0
},
{
"p": 0.36176517605781555,
"m": 1.0
},
{
"p": 0.3069857656955719,
"m": 1.0
},
{
"p": 0.3817591667175293,
"m": 1.0
},
{
"p": 0.304874986410141,
"m": 1.0
},
{
"p": 0.4120916426181793,
"m": 1.0
},
{
"p": 0.38124194741249084,
"m": 1.0
},
{
"p": 0.3420681059360504,
"m": 1.0
},
{
"p": 0.26409047842025757,
"m": 1.0
},
{
"p": 0.39667123556137085,
"m": 1.0
},
{
"p": 0.4218347668647766,
"m": 1.0
},
{
"p": 0.3394412100315094,
"m": 1.0
},
{
"p": 0.20316588878631592,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.9365181922912598,
"val_loss": 1.615478277206421,
"acc": 44.07,
"time": 39.02600252100001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.35110360383987427,
"m": 1.0
},
{
"p": 0.4092710316181183,
"m": 1.0
},
{
"p": 0.212710902094841,
"m": 1.0
},
{
"p": 0.3947761654853821,
"m": 1.0
},
{
"p": 0.3189455270767212,
"m": 1.0
},
{
"p": 0.39244601130485535,
"m": 1.0
},
{
"p": 0.2830144762992859,
"m": 1.0
},
{
"p": 0.40018749237060547,
"m": 1.0
},
{
"p": 0.29333633184432983,
"m": 1.0
},
{
"p": 0.38353317975997925,
"m": 1.0
},
{
"p": 0.38856834173202515,
"m": 1.0
},
{
"p": 0.3401343524456024,
"m": 1.0
},
{
"p": 0.24474278092384338,
"m": 1.0
},
{
"p": 0.4371853768825531,
"m": 1.0
},
{
"p": 0.3896329402923584,
"m": 1.0
},
{
"p": 0.3514329493045807,
"m": 1.0
},
{
"p": 0.17358574271202087,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.6791678667068481,
"val_loss": 1.4600701332092285,
"acc": 44.08,
"time": 39.321968809000055,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3233446776866913,
"m": 1.0
},
{
"p": 0.38781309127807617,
"m": 1.0
},
{
"p": 0.17686127126216888,
"m": 1.0
},
{
"p": 0.4027530252933502,
"m": 1.0
},
{
"p": 0.2903481125831604,
"m": 1.0
},
{
"p": 0.41030508279800415,
"m": 1.0
},
{
"p": 0.24085633456707,
"m": 1.0
},
{
"p": 0.38408657908439636,
"m": 1.0
},
{
"p": 0.293822318315506,
"m": 1.0
},
{
"p": 0.36272719502449036,
"m": 1.0
},
{
"p": 0.4012760519981384,
"m": 1.0
},
{
"p": 0.3393286466598511,
"m": 1.0
},
{
"p": 0.2031438946723938,
"m": 1.0
},
{
"p": 0.4726020395755768,
"m": 1.0
},
{
"p": 0.371519535779953,
"m": 1.0
},
{
"p": 0.35901692509651184,
"m": 1.0
},
{
"p": 0.15693151950836182,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.519363522529602,
"val_loss": 1.4896152019500732,
"acc": 47.94,
"time": 39.543510728,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3062412142753601,
"m": 1.0
},
{
"p": 0.42173975706100464,
"m": 1.0
},
{
"p": 0.1695004552602768,
"m": 1.0
},
{
"p": 0.3821467161178589,
"m": 1.0
},
{
"p": 0.27839550375938416,
"m": 1.0
},
{
"p": 0.4259243309497833,
"m": 1.0
},
{
"p": 0.23393556475639343,
"m": 1.0
},
{
"p": 0.3512458801269531,
"m": 1.0
},
{
"p": 0.2940230965614319,
"m": 1.0
},
{
"p": 0.35053983330726624,
"m": 1.0
},
{
"p": 0.40680795907974243,
"m": 1.0
},
{
"p": 0.33899569511413574,
"m": 1.0
},
{
"p": 0.15136492252349854,
"m": 1.0
},
{
"p": 0.49236810207366943,
"m": 1.0
},
{
"p": 0.34755727648735046,
"m": 1.0
},
{
"p": 0.36947986483573914,
"m": 1.0
},
{
"p": 0.15004917979240417,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.7306002378463745,
"val_loss": 1.5084606409072876,
"acc": 49.41,
"time": 38.309881104,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2800941467285156,
"m": 1.0
},
{
"p": 0.4561673104763031,
"m": 1.0
},
{
"p": 0.21241214871406555,
"m": 1.0
},
{
"p": 0.36546123027801514,
"m": 1.0
},
{
"p": 0.2804882526397705,
"m": 1.0
},
{
"p": 0.4328511655330658,
"m": 1.0
},
{
"p": 0.25846800208091736,
"m": 1.0
},
{
"p": 0.33781176805496216,
"m": 1.0
},
{
"p": 0.32204708456993103,
"m": 1.0
},
{
"p": 0.3497268557548523,
"m": 1.0
},
{
"p": 0.37911850214004517,
"m": 1.0
},
{
"p": 0.32782912254333496,
"m": 1.0
},
{
"p": 0.1323920637369156,
"m": 1.0
},
{
"p": 0.5004819631576538,
"m": 1.0
},
{
"p": 0.3377209007740021,
"m": 1.0
},
{
"p": 0.3658255338668823,
"m": 1.0
},
{
"p": 0.15254296362400055,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.6327526569366455,
"val_loss": 1.4190738201141357,
"acc": 49.73,
"time": 6.856547427999999,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.23112058639526367,
"m": 1.0
},
{
"p": 0.4667433500289917,
"m": 1.0
},
{
"p": 0.25063714385032654,
"m": 1.0
},
{
"p": 0.3611568510532379,
"m": 1.0
},
{
"p": 0.2939232885837555,
"m": 1.0
},
{
"p": 0.4344370663166046,
"m": 1.0
},
{
"p": 0.268483430147171,
"m": 1.0
},
{
"p": 0.3283800184726715,
"m": 1.0
},
{
"p": 0.3360414206981659,
"m": 1.0
},
{
"p": 0.36304035782814026,
"m": 1.0
},
{
"p": 0.3667232096195221,
"m": 1.0
},
{
"p": 0.31263431906700134,
"m": 1.0
},
{
"p": 0.10867305099964142,
"m": 1.0
},
{
"p": 0.4948591887950897,
"m": 1.0
},
{
"p": 0.33370521664619446,
"m": 1.0
},
{
"p": 0.33104339241981506,
"m": 1.0
},
{
"p": 0.1610131561756134,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.1649184226989746,
"val_loss": 1.3745664358139038,
"acc": 52.25,
"time": 5.848438313999964,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.24710382521152496,
"m": 1.0
},
{
"p": 0.46303415298461914,
"m": 1.0
},
{
"p": 0.2776147723197937,
"m": 1.0
},
{
"p": 0.3646523952484131,
"m": 1.0
},
{
"p": 0.3014136850833893,
"m": 1.0
},
{
"p": 0.4398536682128906,
"m": 1.0
},
{
"p": 0.27255377173423767,
"m": 1.0
},
{
"p": 0.3190406560897827,
"m": 1.0
},
{
"p": 0.3267137110233307,
"m": 1.0
},
{
"p": 0.38287392258644104,
"m": 1.0
},
{
"p": 0.34948286414146423,
"m": 1.0
},
{
"p": 0.2870596647262573,
"m": 1.0
},
{
"p": 0.07537349313497543,
"m": 1.0
},
{
"p": 0.48106274008750916,
"m": 1.0
},
{
"p": 0.3066652715206146,
"m": 1.0
},
{
"p": 0.31692197918891907,
"m": 1.0
},
{
"p": 0.16445550322532654,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.3168519735336304,
"val_loss": 1.3414175510406494,
"acc": 52.12,
"time": 5.832311603999983,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.27571770548820496,
"m": 1.0
},
{
"p": 0.42056092619895935,
"m": 1.0
},
{
"p": 0.2943316698074341,
"m": 1.0
},
{
"p": 0.3702559471130371,
"m": 1.0
},
{
"p": 0.2919391095638275,
"m": 1.0
},
{
"p": 0.44067031145095825,
"m": 1.0
},
{
"p": 0.27097436785697937,
"m": 1.0
},
{
"p": 0.3164120614528656,
"m": 1.0
},
{
"p": 0.3229372203350067,
"m": 1.0
},
{
"p": 0.3845915198326111,
"m": 1.0
},
{
"p": 0.3272401988506317,
"m": 1.0
},
{
"p": 0.27659842371940613,
"m": 1.0
},
{
"p": 0.07079771906137466,
"m": 1.0
},
{
"p": 0.4754769206047058,
"m": 1.0
},
{
"p": 0.30050134658813477,
"m": 1.0
},
{
"p": 0.3112046718597412,
"m": 1.0
},
{
"p": 0.1705431491136551,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.6462507247924805,
"val_loss": 1.3857172727584839,
"acc": 52.8,
"time": 5.856423382000003,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2871074974536896,
"m": 1.0
},
{
"p": 0.4089801013469696,
"m": 1.0
},
{
"p": 0.302126944065094,
"m": 1.0
},
{
"p": 0.373057097196579,
"m": 1.0
},
{
"p": 0.27205219864845276,
"m": 1.0
},
{
"p": 0.43871742486953735,
"m": 1.0
},
{
"p": 0.2549828290939331,
"m": 1.0
},
{
"p": 0.3229617774486542,
"m": 1.0
},
{
"p": 0.3076017200946808,
"m": 1.0
},
{
"p": 0.38828328251838684,
"m": 1.0
},
{
"p": 0.3108173906803131,
"m": 1.0
},
{
"p": 0.2673799693584442,
"m": 1.0
},
{
"p": 0.06735511124134064,
"m": 1.0
},
{
"p": 0.4811762869358063,
"m": 1.0
},
{
"p": 0.2995167672634125,
"m": 1.0
},
{
"p": 0.29359152913093567,
"m": 1.0
},
{
"p": 0.17383529245853424,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.4043301343917847,
"val_loss": 1.274832844734192,
"acc": 54.39,
"time": 5.854775189999998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2972122132778168,
"m": 1.0
},
{
"p": 0.38888293504714966,
"m": 1.0
},
{
"p": 0.29753026366233826,
"m": 1.0
},
{
"p": 0.3245213031768799,
"m": 1.0
},
{
"p": 0.26492735743522644,
"m": 1.0
},
{
"p": 0.43422731757164,
"m": 1.0
},
{
"p": 0.2373749017715454,
"m": 1.0
},
{
"p": 0.32559773325920105,
"m": 1.0
},
{
"p": 0.2769296169281006,
"m": 1.0
},
{
"p": 0.3865801990032196,
"m": 1.0
},
{
"p": 0.3090382218360901,
"m": 1.0
},
{
"p": 0.26275166869163513,
"m": 1.0
},
{
"p": 0.061991773545742035,
"m": 1.0
},
{
"p": 0.44611868262290955,
"m": 1.0
},
{
"p": 0.2961775064468384,
"m": 1.0
},
{
"p": 0.2817062735557556,
"m": 1.0
},
{
"p": 0.1751602739095688,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.3856362104415894,
"val_loss": 1.3108422756195068,
"acc": 55.0,
"time": 37.267044381999995,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3107089102268219,
"m": 1.0
},
{
"p": 0.37777143716812134,
"m": 1.0
},
{
"p": 0.2295832484960556,
"m": 1.0
},
{
"p": 0.2808564007282257,
"m": 1.0
},
{
"p": 0.25831589102745056,
"m": 1.0
},
{
"p": 0.4327915906906128,
"m": 1.0
},
{
"p": 0.21568824350833893,
"m": 1.0
},
{
"p": 0.3266560733318329,
"m": 1.0
},
{
"p": 0.23267965018749237,
"m": 1.0
},
{
"p": 0.38271844387054443,
"m": 1.0
},
{
"p": 0.2962323725223541,
"m": 1.0
},
{
"p": 0.2615470290184021,
"m": 1.0
},
{
"p": 0.05783074349164963,
"m": 1.0
},
{
"p": 0.37494975328445435,
"m": 1.0
},
{
"p": 0.2948368191719055,
"m": 1.0
},
{
"p": 0.27693435549736023,
"m": 1.0
},
{
"p": 0.18757210671901703,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.70240318775177,
"val_loss": 1.2091584205627441,
"acc": 56.45,
"time": 37.30125749200005,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30951929092407227,
"m": 1.0
},
{
"p": 0.33504483103752136,
"m": 1.0
},
{
"p": 0.19117210805416107,
"m": 1.0
},
{
"p": 0.27639296650886536,
"m": 1.0
},
{
"p": 0.2387772500514984,
"m": 1.0
},
{
"p": 0.4381053149700165,
"m": 1.0
},
{
"p": 0.20190361142158508,
"m": 1.0
},
{
"p": 0.3270801305770874,
"m": 1.0
},
{
"p": 0.19884847104549408,
"m": 1.0
},
{
"p": 0.37734654545783997,
"m": 1.0
},
{
"p": 0.25198835134506226,
"m": 1.0
},
{
"p": 0.26106441020965576,
"m": 1.0
},
{
"p": 0.08778872340917587,
"m": 1.0
},
{
"p": 0.3407317101955414,
"m": 1.0
},
{
"p": 0.2942996621131897,
"m": 1.0
},
{
"p": 0.2438686639070511,
"m": 1.0
},
{
"p": 0.19144879281520844,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.353851318359375,
"val_loss": 1.1465531587600708,
"acc": 58.18,
"time": 39.058896901000026,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.32550522685050964,
"m": 1.0
},
{
"p": 0.31795734167099,
"m": 1.0
},
{
"p": 0.17581048607826233,
"m": 1.0
},
{
"p": 0.2773521840572357,
"m": 1.0
},
{
"p": 0.2645740509033203,
"m": 1.0
},
{
"p": 0.4375409483909607,
"m": 1.0
},
{
"p": 0.1963907778263092,
"m": 1.0
},
{
"p": 0.3070307672023773,
"m": 1.0
},
{
"p": 0.14778031408786774,
"m": 1.0
},
{
"p": 0.3678460717201233,
"m": 1.0
},
{
"p": 0.23474270105361938,
"m": 1.0
},
{
"p": 0.23901322484016418,
"m": 1.0
},
{
"p": 0.11194484680891037,
"m": 1.0
},
{
"p": 0.32641327381134033,
"m": 1.0
},
{
"p": 0.2940848171710968,
"m": 1.0
},
{
"p": 0.20286548137664795,
"m": 1.0
},
{
"p": 0.1890934854745865,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 0.9671013951301575,
"val_loss": 1.2296239137649536,
"acc": 57.43,
"time": 37.77312052900004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.35059869289398193,
"m": 1.0
},
{
"p": 0.31181034445762634,
"m": 1.0
},
{
"p": 0.1696770191192627,
"m": 1.0
},
{
"p": 0.2819029688835144,
"m": 1.0
},
{
"p": 0.2751842439174652,
"m": 1.0
},
{
"p": 0.4349457323551178,
"m": 1.0
},
{
"p": 0.20693868398666382,
"m": 1.0
},
{
"p": 0.2516113817691803,
"m": 1.0
},
{
"p": 0.12450588494539261,
"m": 1.0
},
{
"p": 0.3575476109981537,
"m": 1.0
},
{
"p": 0.2076091170310974,
"m": 1.0
},
{
"p": 0.23319146037101746,
"m": 1.0
},
{
"p": 0.11229206621646881,
"m": 1.0
},
{
"p": 0.3224036991596222,
"m": 1.0
},
{
"p": 0.2761757969856262,
"m": 1.0
},
{
"p": 0.1882527768611908,
"m": 1.0
},
{
"p": 0.19189921021461487,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.2699223756790161,
"val_loss": 1.178570032119751,
"acc": 57.81,
"time": 37.28172831799998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3688226640224457,
"m": 1.0
},
{
"p": 0.28656211495399475,
"m": 1.0
},
{
"p": 0.1672316938638687,
"m": 1.0
},
{
"p": 0.2580575942993164,
"m": 1.0
},
{
"p": 0.2794143557548523,
"m": 1.0
},
{
"p": 0.4221666753292084,
"m": 1.0
},
{
"p": 0.22862949967384338,
"m": 1.0
},
{
"p": 0.2222227156162262,
"m": 1.0
},
{
"p": 0.15494400262832642,
"m": 1.0
},
{
"p": 0.3180326521396637,
"m": 1.0
},
{
"p": 0.19219645857810974,
"m": 1.0
},
{
"p": 0.23091840744018555,
"m": 1.0
},
{
"p": 0.11904530972242355,
"m": 1.0
},
{
"p": 0.3072096109390259,
"m": 1.0
},
{
"p": 0.26007044315338135,
"m": 1.0
},
{
"p": 0.18242686986923218,
"m": 1.0
},
{
"p": 0.1889948546886444,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.3590831756591797,
"val_loss": 1.0431828498840332,
"acc": 59.88,
"time": 37.63198502700004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.37581589818000793,
"m": 1.0
},
{
"p": 0.2614944577217102,
"m": 1.0
},
{
"p": 0.17061564326286316,
"m": 1.0
},
{
"p": 0.22085627913475037,
"m": 1.0
},
{
"p": 0.2542911767959595,
"m": 1.0
},
{
"p": 0.41707852482795715,
"m": 1.0
},
{
"p": 0.22462502121925354,
"m": 1.0
},
{
"p": 0.20889216661453247,
"m": 1.0
},
{
"p": 0.19301554560661316,
"m": 1.0
},
{
"p": 0.30036428570747375,
"m": 1.0
},
{
"p": 0.15380212664604187,
"m": 1.0
},
{
"p": 0.2298302948474884,
"m": 1.0
},
{
"p": 0.12885510921478271,
"m": 1.0
},
{
"p": 0.27631399035453796,
"m": 1.0
},
{
"p": 0.25365790724754333,
"m": 1.0
},
{
"p": 0.17228710651397705,
"m": 1.0
},
{
"p": 0.1802615076303482,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.1907949447631836,
"val_loss": 1.1441941261291504,
"acc": 59.65,
"time": 37.43431927100005,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.35657140612602234,
"m": 1.0
},
{
"p": 0.19985581934452057,
"m": 1.0
},
{
"p": 0.179920956492424,
"m": 1.0
},
{
"p": 0.19951283931732178,
"m": 1.0
},
{
"p": 0.2391822785139084,
"m": 1.0
},
{
"p": 0.4150550067424774,
"m": 1.0
},
{
"p": 0.21206478774547577,
"m": 1.0
},
{
"p": 0.2035907357931137,
"m": 1.0
},
{
"p": 0.2001684010028839,
"m": 1.0
},
{
"p": 0.28660982847213745,
"m": 1.0
},
{
"p": 0.12481878697872162,
"m": 1.0
},
{
"p": 0.22526004910469055,
"m": 1.0
},
{
"p": 0.13275638222694397,
"m": 1.0
},
{
"p": 0.26346296072006226,
"m": 1.0
},
{
"p": 0.23722825944423676,
"m": 1.0
},
{
"p": 0.16934049129486084,
"m": 1.0
},
{
"p": 0.1764809638261795,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.0107353925704956,
"val_loss": 1.0753017663955688,
"acc": 60.01,
"time": 37.37368117899996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30569136142730713,
"m": 1.0
},
{
"p": 0.15784545242786407,
"m": 1.0
},
{
"p": 0.16974031925201416,
"m": 1.0
},
{
"p": 0.19906553626060486,
"m": 1.0
},
{
"p": 0.23899874091148376,
"m": 1.0
},
{
"p": 0.3933403491973877,
"m": 1.0
},
{
"p": 0.20707513391971588,
"m": 1.0
},
{
"p": 0.18811677396297455,
"m": 1.0
},
{
"p": 0.200306698679924,
"m": 1.0
},
{
"p": 0.28888142108917236,
"m": 1.0
},
{
"p": 0.10207967460155487,
"m": 1.0
},
{
"p": 0.22154252231121063,
"m": 1.0
},
{
"p": 0.1343061923980713,
"m": 1.0
},
{
"p": 0.25835779309272766,
"m": 1.0
},
{
"p": 0.20789091289043427,
"m": 1.0
},
{
"p": 0.18611979484558105,
"m": 1.0
},
{
"p": 0.1712098866701126,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.2209676504135132,
"val_loss": 1.1417301893234253,
"acc": 61.67,
"time": 37.128006140000025,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.28616535663604736,
"m": 1.0
},
{
"p": 0.11977949738502502,
"m": 1.0
},
{
"p": 0.1659972220659256,
"m": 1.0
},
{
"p": 0.20912575721740723,
"m": 1.0
},
{
"p": 0.2424645721912384,
"m": 1.0
},
{
"p": 0.35855817794799805,
"m": 1.0
},
{
"p": 0.20509491860866547,
"m": 1.0
},
{
"p": 0.17073990404605865,
"m": 1.0
},
{
"p": 0.19163253903388977,
"m": 1.0
},
{
"p": 0.28683966398239136,
"m": 1.0
},
{
"p": 0.08473940193653107,
"m": 1.0
},
{
"p": 0.2148168385028839,
"m": 1.0
},
{
"p": 0.13474440574645996,
"m": 1.0
},
{
"p": 0.24168145656585693,
"m": 1.0
},
{
"p": 0.19624784588813782,
"m": 1.0
},
{
"p": 0.18886910378932953,
"m": 1.0
},
{
"p": 0.17548878490924835,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.0451804399490356,
"val_loss": 1.0711417198181152,
"acc": 60.35,
"time": 37.19121059199995,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2765673100948334,
"m": 1.0
},
{
"p": 0.10109884291887283,
"m": 1.0
},
{
"p": 0.16451305150985718,
"m": 1.0
},
{
"p": 0.2284921109676361,
"m": 1.0
},
{
"p": 0.24383880198001862,
"m": 1.0
},
{
"p": 0.33047962188720703,
"m": 1.0
},
{
"p": 0.20430973172187805,
"m": 1.0
},
{
"p": 0.17009033262729645,
"m": 1.0
},
{
"p": 0.21475006639957428,
"m": 1.0
},
{
"p": 0.2888309359550476,
"m": 1.0
},
{
"p": 0.08048228919506073,
"m": 1.0
},
{
"p": 0.2122771292924881,
"m": 1.0
},
{
"p": 0.14459455013275146,
"m": 1.0
},
{
"p": 0.24159978330135345,
"m": 1.0
},
{
"p": 0.1916312575340271,
"m": 1.0
},
{
"p": 0.1779606193304062,
"m": 1.0
},
{
"p": 0.17868298292160034,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.3061383962631226,
"val_loss": 1.078585147857666,
"acc": 61.91,
"time": 10.044629375999989,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2618408799171448,
"m": 1.0
},
{
"p": 0.09369795024394989,
"m": 1.0
},
{
"p": 0.18340550363063812,
"m": 1.0
},
{
"p": 0.24094615876674652,
"m": 1.0
},
{
"p": 0.2446795403957367,
"m": 1.0
},
{
"p": 0.32706400752067566,
"m": 1.0
},
{
"p": 0.15953947603702545,
"m": 1.0
},
{
"p": 0.16781273484230042,
"m": 1.0
},
{
"p": 0.2721339464187622,
"m": 1.0
},
{
"p": 0.2896198034286499,
"m": 1.0
},
{
"p": 0.08545181900262833,
"m": 1.0
},
{
"p": 0.20911715924739838,
"m": 1.0
},
{
"p": 0.16915251314640045,
"m": 1.0
},
{
"p": 0.24081923067569733,
"m": 1.0
},
{
"p": 0.1504736989736557,
"m": 1.0
},
{
"p": 0.14870667457580566,
"m": 1.0
},
{
"p": 0.17688395082950592,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.0433893203735352,
"val_loss": 1.0609585046768188,
"acc": 63.12,
"time": 5.824008800000001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.256011039018631,
"m": 1.0
},
{
"p": 0.09076812863349915,
"m": 1.0
},
{
"p": 0.23199480772018433,
"m": 1.0
},
{
"p": 0.24728402495384216,
"m": 1.0
},
{
"p": 0.24189209938049316,
"m": 1.0
},
{
"p": 0.30366069078445435,
"m": 1.0
},
{
"p": 0.14481158554553986,
"m": 1.0
},
{
"p": 0.1374530792236328,
"m": 1.0
},
{
"p": 0.3073853552341461,
"m": 1.0
},
{
"p": 0.2899320721626282,
"m": 1.0
},
{
"p": 0.10239572077989578,
"m": 1.0
},
{
"p": 0.1960018426179886,
"m": 1.0
},
{
"p": 0.18064665794372559,
"m": 1.0
},
{
"p": 0.23147107660770416,
"m": 1.0
},
{
"p": 0.14685781300067902,
"m": 1.0
},
{
"p": 0.13890564441680908,
"m": 1.0
},
{
"p": 0.16928938031196594,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.0758516788482666,
"val_loss": 1.1457128524780273,
"acc": 62.04,
"time": 5.832846313000005,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2537047863006592,
"m": 1.0
},
{
"p": 0.14903637766838074,
"m": 1.0
},
{
"p": 0.28370004892349243,
"m": 1.0
},
{
"p": 0.2507653534412384,
"m": 1.0
},
{
"p": 0.21397359669208527,
"m": 1.0
},
{
"p": 0.2917245030403137,
"m": 1.0
},
{
"p": 0.13898533582687378,
"m": 1.0
},
{
"p": 0.14833267033100128,
"m": 1.0
},
{
"p": 0.28523001074790955,
"m": 1.0
},
{
"p": 0.2775874137878418,
"m": 1.0
},
{
"p": 0.1167711392045021,
"m": 1.0
},
{
"p": 0.16649219393730164,
"m": 1.0
},
{
"p": 0.181503564119339,
"m": 1.0
},
{
"p": 0.20167222619056702,
"m": 1.0
},
{
"p": 0.13804294168949127,
"m": 1.0
},
{
"p": 0.13090817630290985,
"m": 1.0
},
{
"p": 0.16277523338794708,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 0.8001390099525452,
"val_loss": 1.086530327796936,
"acc": 61.91,
"time": 5.84591944400006,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.24822786450386047,
"m": 1.0
},
{
"p": 0.21685101091861725,
"m": 1.0
},
{
"p": 0.3062698543071747,
"m": 1.0
},
{
"p": 0.2586895823478699,
"m": 1.0
},
{
"p": 0.1978522688150406,
"m": 1.0
},
{
"p": 0.27946481108665466,
"m": 1.0
},
{
"p": 0.1502731442451477,
"m": 1.0
},
{
"p": 0.1693991720676422,
"m": 1.0
},
{
"p": 0.2553054988384247,
"m": 1.0
},
{
"p": 0.26774775981903076,
"m": 1.0
},
{
"p": 0.1224542185664177,
"m": 1.0
},
{
"p": 0.14805170893669128,
"m": 1.0
},
{
"p": 0.17432546615600586,
"m": 1.0
},
{
"p": 0.1934240609407425,
"m": 1.0
},
{
"p": 0.16570545732975006,
"m": 1.0
},
{
"p": 0.17013542354106903,
"m": 1.0
},
{
"p": 0.15320084989070892,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 0.8532410860061646,
"val_loss": 1.1097028255462646,
"acc": 62.03,
"time": 5.8505354149999675,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.24151182174682617,
"m": 1.0
},
{
"p": 0.2358664721250534,
"m": 1.0
},
{
"p": 0.3151869773864746,
"m": 1.0
},
{
"p": 0.2201027274131775,
"m": 1.0
},
{
"p": 0.1864047646522522,
"m": 1.0
},
{
"p": 0.2984064221382141,
"m": 1.0
},
{
"p": 0.17740970849990845,
"m": 1.0
},
{
"p": 0.179964080452919,
"m": 1.0
},
{
"p": 0.2434825897216797,
"m": 1.0
},
{
"p": 0.24656450748443604,
"m": 1.0
},
{
"p": 0.12675875425338745,
"m": 1.0
},
{
"p": 0.14451082050800323,
"m": 1.0
},
{
"p": 0.1772439032793045,
"m": 1.0
},
{
"p": 0.19897690415382385,
"m": 1.0
},
{
"p": 0.1825886368751526,
"m": 1.0
},
{
"p": 0.18660123646259308,
"m": 1.0
},
{
"p": 0.14889854192733765,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.0717746019363403,
"val_loss": 1.1254359483718872,
"acc": 62.64,
"time": 33.572197983000024,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17914427816867828,
"m": 1.0
},
{
"p": 0.2168787121772766,
"m": 1.0
},
{
"p": 0.2752007246017456,
"m": 1.0
},
{
"p": 0.14686203002929688,
"m": 1.0
},
{
"p": 0.12555819749832153,
"m": 1.0
},
{
"p": 0.3310058116912842,
"m": 1.0
},
{
"p": 0.21659895777702332,
"m": 1.0
},
{
"p": 0.1841357946395874,
"m": 1.0
},
{
"p": 0.23881414532661438,
"m": 1.0
},
{
"p": 0.2253393977880478,
"m": 1.0
},
{
"p": 0.12909771502017975,
"m": 1.0
},
{
"p": 0.14173874258995056,
"m": 1.0
},
{
"p": 0.18863694369792938,
"m": 1.0
},
{
"p": 0.25497645139694214,
"m": 1.0
},
{
"p": 0.19031956791877747,
"m": 1.0
},
{
"p": 0.1985507309436798,
"m": 1.0
},
{
"p": 0.15036195516586304,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 0.9442219138145447,
"val_loss": 1.0086891651153564,
"acc": 61.43,
"time": 36.93656751899994,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.11140026152133942,
"m": 1.0
},
{
"p": 0.20783017575740814,
"m": 1.0
},
{
"p": 0.23891113698482513,
"m": 1.0
},
{
"p": 0.10387595742940903,
"m": 1.0
},
{
"p": 0.0720057263970375,
"m": 1.0
},
{
"p": 0.32137683033943176,
"m": 1.0
},
{
"p": 0.20437125861644745,
"m": 1.0
},
{
"p": 0.15782377123832703,
"m": 1.0
},
{
"p": 0.22894984483718872,
"m": 1.0
},
{
"p": 0.20977415144443512,
"m": 1.0
},
{
"p": 0.13002076745033264,
"m": 1.0
},
{
"p": 0.16148892045021057,
"m": 1.0
},
{
"p": 0.20101235806941986,
"m": 1.0
},
{
"p": 0.2956138253211975,
"m": 1.0
},
{
"p": 0.19887036085128784,
"m": 1.0
},
{
"p": 0.2091541439294815,
"m": 1.0
},
{
"p": 0.1738702654838562,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 0.8191065788269043,
"val_loss": 1.002307415008545,
"acc": 64.11,
"time": 38.24387738600001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.08467824012041092,
"m": 1.0
},
{
"p": 0.2042609453201294,
"m": 1.0
},
{
"p": 0.2080722153186798,
"m": 1.0
},
{
"p": 0.1147754043340683,
"m": 1.0
},
{
"p": 0.05088165029883385,
"m": 1.0
},
{
"p": 0.2813451588153839,
"m": 1.0
},
{
"p": 0.1589682400226593,
"m": 1.0
},
{
"p": 0.12662877142429352,
"m": 1.0
},
{
"p": 0.21230974793434143,
"m": 1.0
},
{
"p": 0.19376817345619202,
"m": 1.0
},
{
"p": 0.14338718354701996,
"m": 1.0
},
{
"p": 0.1713961958885193,
"m": 1.0
},
{
"p": 0.20509406924247742,
"m": 1.0
},
{
"p": 0.31143099069595337,
"m": 1.0
},
{
"p": 0.19881772994995117,
"m": 1.0
},
{
"p": 0.23283043503761292,
"m": 1.0
},
{
"p": 0.18864896893501282,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 0.968841016292572,
"val_loss": 1.168052315711975,
"acc": 64.55,
"time": 38.088501416999975,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1032753512263298,
"m": 1.0
},
{
"p": 0.21832233667373657,
"m": 1.0
},
{
"p": 0.1843525618314743,
"m": 1.0
},
{
"p": 0.19760307669639587,
"m": 1.0
},
{
"p": 0.05694568529725075,
"m": 1.0
},
{
"p": 0.25215357542037964,
"m": 1.0
},
{
"p": 0.16228745877742767,
"m": 1.0
},
{
"p": 0.12207849323749542,
"m": 1.0
},
{
"p": 0.21536172926425934,
"m": 1.0
},
{
"p": 0.18252168595790863,
"m": 1.0
},
{
"p": 0.14665696024894714,
"m": 1.0
},
{
"p": 0.1681595742702484,
"m": 1.0
},
{
"p": 0.1993703544139862,
"m": 1.0
},
{
"p": 0.31656962633132935,
"m": 1.0
},
{
"p": 0.2073601633310318,
"m": 1.0
},
{
"p": 0.25415611267089844,
"m": 1.0
},
{
"p": 0.19447576999664307,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.299754023551941,
"val_loss": 1.1560946702957153,
"acc": 63.85,
"time": 37.84832577099996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1530340015888214,
"m": 1.0
},
{
"p": 0.22478201985359192,
"m": 1.0
},
{
"p": 0.16981972754001617,
"m": 1.0
},
{
"p": 0.23748654127120972,
"m": 1.0
},
{
"p": 0.07067378610372543,
"m": 1.0
},
{
"p": 0.24064932763576508,
"m": 1.0
},
{
"p": 0.18634212017059326,
"m": 1.0
},
{
"p": 0.12198520451784134,
"m": 1.0
},
{
"p": 0.2139458954334259,
"m": 1.0
},
{
"p": 0.16147179901599884,
"m": 1.0
},
{
"p": 0.1290993094444275,
"m": 1.0
},
{
"p": 0.1460033655166626,
"m": 1.0
},
{
"p": 0.2220264971256256,
"m": 1.0
},
{
"p": 0.31859472393989563,
"m": 1.0
},
{
"p": 0.21893993020057678,
"m": 1.0
},
{
"p": 0.2568420469760895,
"m": 1.0
},
{
"p": 0.1930115967988968,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 0.699223518371582,
"val_loss": 1.1345787048339844,
"acc": 65.37,
"time": 38.15548267000008,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17283792793750763,
"m": 1.0
},
{
"p": 0.22485125064849854,
"m": 1.0
},
{
"p": 0.16409479081630707,
"m": 1.0
},
{
"p": 0.2531978487968445,
"m": 1.0
},
{
"p": 0.07169467210769653,
"m": 1.0
},
{
"p": 0.20728330314159393,
"m": 1.0
},
{
"p": 0.1944306492805481,
"m": 1.0
},
{
"p": 0.12575791776180267,
"m": 1.0
},
{
"p": 0.20448032021522522,
"m": 1.0
},
{
"p": 0.09752334654331207,
"m": 1.0
},
{
"p": 0.12218283116817474,
"m": 1.0
},
{
"p": 0.14459390938282013,
"m": 1.0
},
{
"p": 0.2446606606245041,
"m": 1.0
},
{
"p": 0.2662883400917053,
"m": 1.0
},
{
"p": 0.22683539986610413,
"m": 1.0
},
{
"p": 0.25923264026641846,
"m": 1.0
},
{
"p": 0.19950079917907715,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 0.9395122528076172,
"val_loss": 1.1853934526443481,
"acc": 63.93,
"time": 39.348280066999905,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.13642819225788116,
"m": 1.0
},
{
"p": 0.22487851977348328,
"m": 1.0
},
{
"p": 0.1671207845211029,
"m": 1.0
},
{
"p": 0.25213533639907837,
"m": 1.0
},
{
"p": 0.1652754545211792,
"m": 1.0
},
{
"p": 0.1521364450454712,
"m": 1.0
},
{
"p": 0.19673572480678558,
"m": 1.0
},
{
"p": 0.1393408477306366,
"m": 1.0
},
{
"p": 0.2227996289730072,
"m": 1.0
},
{
"p": 0.06736762076616287,
"m": 1.0
},
{
"p": 0.14597301185131073,
"m": 1.0
},
{
"p": 0.14403891563415527,
"m": 1.0
},
{
"p": 0.266238272190094,
"m": 1.0
},
{
"p": 0.24439121782779694,
"m": 1.0
},
{
"p": 0.22994443774223328,
"m": 1.0
},
{
"p": 0.2578429579734802,
"m": 1.0
},
{
"p": 0.1903960406780243,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 0.8779760599136353,
"val_loss": 0.9893019795417786,
"acc": 63.14,
"time": 37.55944260199999,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14265303313732147,
"m": 1.0
},
{
"p": 0.2348710000514984,
"m": 1.0
},
{
"p": 0.1683119237422943,
"m": 1.0
},
{
"p": 0.26560041308403015,
"m": 1.0
},
{
"p": 0.22908248007297516,
"m": 1.0
},
{
"p": 0.11665891110897064,
"m": 1.0
},
{
"p": 0.19764307141304016,
"m": 1.0
},
{
"p": 0.1631353348493576,
"m": 1.0
},
{
"p": 0.23907078802585602,
"m": 1.0
},
{
"p": 0.05549745634198189,
"m": 1.0
},
{
"p": 0.15690873563289642,
"m": 1.0
},
{
"p": 0.14382044970989227,
"m": 1.0
},
{
"p": 0.27909472584724426,
"m": 1.0
},
{
"p": 0.230227530002594,
"m": 1.0
},
{
"p": 0.23356448113918304,
"m": 1.0
},
{
"p": 0.24855582416057587,
"m": 1.0
},
{
"p": 0.16313040256500244,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 0.856422483921051,
"val_loss": 1.0705031156539917,
"acc": 64.39,
"time": 37.1934662069998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.15503773093223572,
"m": 1.0
},
{
"p": 0.2513898015022278,
"m": 1.0
},
{
"p": 0.1687806248664856,
"m": 1.0
},
{
"p": 0.27201998233795166,
"m": 1.0
},
{
"p": 0.25379741191864014,
"m": 1.0
},
{
"p": 0.11995083838701248,
"m": 1.0
},
{
"p": 0.19800008833408356,
"m": 1.0
},
{
"p": 0.17249824106693268,
"m": 1.0
},
{
"p": 0.2524774968624115,
"m": 1.0
},
{
"p": 0.04724511131644249,
"m": 1.0
},
{
"p": 0.15809771418571472,
"m": 1.0
},
{
"p": 0.1410028040409088,
"m": 1.0
},
{
"p": 0.2810155153274536,
"m": 1.0
},
{
"p": 0.19936470687389374,
"m": 1.0
},
{
"p": 0.24492892622947693,
"m": 1.0
},
{
"p": 0.2404535859823227,
"m": 1.0
},
{
"p": 0.14543840289115906,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 0.714548647403717,
"val_loss": 0.964001476764679,
"acc": 64.96,
"time": 38.55767737100018,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.15990935266017914,
"m": 1.0
},
{
"p": 0.2632981836795807,
"m": 1.0
},
{
"p": 0.16896499693393707,
"m": 1.0
},
{
"p": 0.27454519271850586,
"m": 1.0
},
{
"p": 0.2665233016014099,
"m": 1.0
},
{
"p": 0.13910126686096191,
"m": 1.0
},
{
"p": 0.20139995217323303,
"m": 1.0
},
{
"p": 0.17618121206760406,
"m": 1.0
},
{
"p": 0.2448304295539856,
"m": 1.0
},
{
"p": 0.08220811188220978,
"m": 1.0
},
{
"p": 0.15312503278255463,
"m": 1.0
},
{
"p": 0.10221493244171143,
"m": 1.0
},
{
"p": 0.2721114754676819,
"m": 1.0
},
{
"p": 0.23185987770557404,
"m": 1.0
},
{
"p": 0.24134209752082825,
"m": 1.0
},
{
"p": 0.24065996706485748,
"m": 1.0
},
{
"p": 0.142597496509552,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 0.5122155547142029,
"val_loss": 1.1346945762634277,
"acc": 64.84,
"time": 13.977744843999972,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18690094351768494,
"m": 1.0
},
{
"p": 0.2679809629917145,
"m": 1.0
},
{
"p": 0.18201476335525513,
"m": 1.0
},
{
"p": 0.2843649685382843,
"m": 1.0
},
{
"p": 0.2766558527946472,
"m": 1.0
},
{
"p": 0.1466318517923355,
"m": 1.0
},
{
"p": 0.2049552947282791,
"m": 1.0
},
{
"p": 0.18072961270809174,
"m": 1.0
},
{
"p": 0.24016059935092926,
"m": 1.0
},
{
"p": 0.11870056390762329,
"m": 1.0
},
{
"p": 0.15530532598495483,
"m": 1.0
},
{
"p": 0.08939050137996674,
"m": 1.0
},
{
"p": 0.2652614712715149,
"m": 1.0
},
{
"p": 0.26697832345962524,
"m": 1.0
},
{
"p": 0.2043127417564392,
"m": 1.0
},
{
"p": 0.24769669771194458,
"m": 1.0
},
{
"p": 0.15061408281326294,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 0.7033829092979431,
"val_loss": 0.9553781151771545,
"acc": 64.72,
"time": 5.849377903000004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.21102356910705566,
"m": 1.0
},
{
"p": 0.2574886977672577,
"m": 1.0
},
{
"p": 0.2314671277999878,
"m": 1.0
},
{
"p": 0.29321831464767456,
"m": 1.0
},
{
"p": 0.25507792830467224,
"m": 1.0
},
{
"p": 0.14520472288131714,
"m": 1.0
},
{
"p": 0.21261964738368988,
"m": 1.0
},
{
"p": 0.13327886164188385,
"m": 1.0
},
{
"p": 0.25500229001045227,
"m": 1.0
},
{
"p": 0.13304629921913147,
"m": 1.0
},
{
"p": 0.15616244077682495,
"m": 1.0
},
{
"p": 0.11479105800390244,
"m": 1.0
},
{
"p": 0.26854100823402405,
"m": 1.0
},
{
"p": 0.27947697043418884,
"m": 1.0
},
{
"p": 0.18855509161949158,
"m": 1.0
},
{
"p": 0.2517900764942169,
"m": 1.0
},
{
"p": 0.13845643401145935,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.47729888558387756,
"val_loss": 1.4212195873260498,
"acc": 63.67,
"time": 5.851939140000013,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.23646770417690277,
"m": 1.0
},
{
"p": 0.23227949440479279,
"m": 1.0
},
{
"p": 0.2537939250469208,
"m": 1.0
},
{
"p": 0.2957107424736023,
"m": 1.0
},
{
"p": 0.24453295767307281,
"m": 1.0
},
{
"p": 0.14119203388690948,
"m": 1.0
},
{
"p": 0.22358384728431702,
"m": 1.0
},
{
"p": 0.11067043989896774,
"m": 1.0
},
{
"p": 0.25843381881713867,
"m": 1.0
},
{
"p": 0.16874904930591583,
"m": 1.0
},
{
"p": 0.15376052260398865,
"m": 1.0
},
{
"p": 0.1397063285112381,
"m": 1.0
},
{
"p": 0.24104464054107666,
"m": 1.0
},
{
"p": 0.26083317399024963,
"m": 1.0
},
{
"p": 0.18236230313777924,
"m": 1.0
},
{
"p": 0.23033398389816284,
"m": 1.0
},
{
"p": 0.13487444818019867,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.877955436706543,
"val_loss": 1.0890811681747437,
"acc": 64.55,
"time": 5.876205394000181,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.264316201210022,
"m": 1.0
},
{
"p": 0.22232189774513245,
"m": 1.0
},
{
"p": 0.2589576244354248,
"m": 1.0
},
{
"p": 0.2919544279575348,
"m": 1.0
},
{
"p": 0.24894346296787262,
"m": 1.0
},
{
"p": 0.15287838876247406,
"m": 1.0
},
{
"p": 0.22789162397384644,
"m": 1.0
},
{
"p": 0.13478629291057587,
"m": 1.0
},
{
"p": 0.2476692944765091,
"m": 1.0
},
{
"p": 0.1888388991355896,
"m": 1.0
},
{
"p": 0.14469997584819794,
"m": 1.0
},
{
"p": 0.17346179485321045,
"m": 1.0
},
{
"p": 0.20503593981266022,
"m": 1.0
},
{
"p": 0.20676204562187195,
"m": 1.0
},
{
"p": 0.18219251930713654,
"m": 1.0
},
{
"p": 0.22190400958061218,
"m": 1.0
},
{
"p": 0.13383740186691284,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 0.5098886489868164,
"val_loss": 1.0365065336227417,
"acc": 63.61,
"time": 5.860858625999981,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30311262607574463,
"m": 1.0
},
{
"p": 0.21792380511760712,
"m": 1.0
},
{
"p": 0.24263158440589905,
"m": 1.0
},
{
"p": 0.29045090079307556,
"m": 1.0
},
{
"p": 0.25555261969566345,
"m": 1.0
},
{
"p": 0.16817936301231384,
"m": 1.0
},
{
"p": 0.18659695982933044,
"m": 1.0
},
{
"p": 0.14241628348827362,
"m": 1.0
},
{
"p": 0.24344107508659363,
"m": 1.0
},
{
"p": 0.15214888751506805,
"m": 1.0
},
{
"p": 0.1415369063615799,
"m": 1.0
},
{
"p": 0.18742918968200684,
"m": 1.0
},
{
"p": 0.17316778004169464,
"m": 1.0
},
{
"p": 0.20705847442150116,
"m": 1.0
},
{
"p": 0.18390601873397827,
"m": 1.0
},
{
"p": 0.2229468673467636,
"m": 1.0
},
{
"p": 0.12723523378372192,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.9142024517059326,
"val_loss": 1.1570942401885986,
"acc": 62.59,
"time": 30.522675660000004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.32538339495658875,
"m": 1.0
},
{
"p": 0.20768406987190247,
"m": 1.0
},
{
"p": 0.22040292620658875,
"m": 1.0
},
{
"p": 0.23246820271015167,
"m": 1.0
},
{
"p": 0.25950318574905396,
"m": 1.0
},
{
"p": 0.2035333514213562,
"m": 1.0
},
{
"p": 0.1570187509059906,
"m": 1.0
},
{
"p": 0.12877601385116577,
"m": 1.0
},
{
"p": 0.23507003486156464,
"m": 1.0
},
{
"p": 0.1266213059425354,
"m": 1.0
},
{
"p": 0.14029479026794434,
"m": 1.0
},
{
"p": 0.1944996565580368,
"m": 1.0
},
{
"p": 0.15180401504039764,
"m": 1.0
},
{
"p": 0.20963168144226074,
"m": 1.0
},
{
"p": 0.18457888066768646,
"m": 1.0
},
{
"p": 0.2386356145143509,
"m": 1.0
},
{
"p": 0.1218704804778099,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 0.9692078828811646,
"val_loss": 0.9827060699462891,
"acc": 63.56,
"time": 36.695469953000156,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.32017436623573303,
"m": 1.0
},
{
"p": 0.16244754195213318,
"m": 1.0
},
{
"p": 0.2166936844587326,
"m": 1.0
},
{
"p": 0.19806724786758423,
"m": 1.0
},
{
"p": 0.2634890377521515,
"m": 1.0
},
{
"p": 0.22917908430099487,
"m": 1.0
},
{
"p": 0.13429398834705353,
"m": 1.0
},
{
"p": 0.11393162608146667,
"m": 1.0
},
{
"p": 0.20796579122543335,
"m": 1.0
},
{
"p": 0.128814235329628,
"m": 1.0
},
{
"p": 0.13700547814369202,
"m": 1.0
},
{
"p": 0.1945253610610962,
"m": 1.0
},
{
"p": 0.14219020307064056,
"m": 1.0
},
{
"p": 0.2068561464548111,
"m": 1.0
},
{
"p": 0.1848430633544922,
"m": 1.0
},
{
"p": 0.24545271694660187,
"m": 1.0
},
{
"p": 0.10220851749181747,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 0.4584430158138275,
"val_loss": 1.106253743171692,
"acc": 65.57,
"time": 38.19641339000009,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30470430850982666,
"m": 1.0
},
{
"p": 0.12051594257354736,
"m": 1.0
},
{
"p": 0.20317885279655457,
"m": 1.0
},
{
"p": 0.19828297197818756,
"m": 1.0
},
{
"p": 0.2662689685821533,
"m": 1.0
},
{
"p": 0.23924531042575836,
"m": 1.0
},
{
"p": 0.1363191157579422,
"m": 1.0
},
{
"p": 0.14118744432926178,
"m": 1.0
},
{
"p": 0.221587672829628,
"m": 1.0
},
{
"p": 0.15843194723129272,
"m": 1.0
},
{
"p": 0.13216130435466766,
"m": 1.0
},
{
"p": 0.18899734318256378,
"m": 1.0
},
{
"p": 0.15338145196437836,
"m": 1.0
},
{
"p": 0.17836330831050873,
"m": 1.0
},
{
"p": 0.18342339992523193,
"m": 1.0
},
{
"p": 0.2343028336763382,
"m": 1.0
},
{
"p": 0.09449098259210587,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.6961906552314758,
"val_loss": 1.1218174695968628,
"acc": 64.4,
"time": 38.00583311299988,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3062240779399872,
"m": 1.0
},
{
"p": 0.10406093299388885,
"m": 1.0
},
{
"p": 0.17944304645061493,
"m": 1.0
},
{
"p": 0.22343212366104126,
"m": 1.0
},
{
"p": 0.25882020592689514,
"m": 1.0
},
{
"p": 0.2464774250984192,
"m": 1.0
},
{
"p": 0.16402842104434967,
"m": 1.0
},
{
"p": 0.15440165996551514,
"m": 1.0
},
{
"p": 0.25886934995651245,
"m": 1.0
},
{
"p": 0.17011263966560364,
"m": 1.0
},
{
"p": 0.15428440272808075,
"m": 1.0
},
{
"p": 0.18682079017162323,
"m": 1.0
},
{
"p": 0.1782454550266266,
"m": 1.0
},
{
"p": 0.15576116740703583,
"m": 1.0
},
{
"p": 0.18659357726573944,
"m": 1.0
},
{
"p": 0.23098373413085938,
"m": 1.0
},
{
"p": 0.09146241843700409,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.46602240204811096,
"val_loss": 1.1309798955917358,
"acc": 65.33,
"time": 38.60840787799998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.29778626561164856,
"m": 1.0
},
{
"p": 0.09760493785142899,
"m": 1.0
},
{
"p": 0.16487735509872437,
"m": 1.0
},
{
"p": 0.23329919576644897,
"m": 1.0
},
{
"p": 0.2531110644340515,
"m": 1.0
},
{
"p": 0.24664048850536346,
"m": 1.0
},
{
"p": 0.1766091287136078,
"m": 1.0
},
{
"p": 0.16188262403011322,
"m": 1.0
},
{
"p": 0.24941116571426392,
"m": 1.0
},
{
"p": 0.1672682911157608,
"m": 1.0
},
{
"p": 0.19094303250312805,
"m": 1.0
},
{
"p": 0.17397736012935638,
"m": 1.0
},
{
"p": 0.15926086902618408,
"m": 1.0
},
{
"p": 0.14689339697360992,
"m": 1.0
},
{
"p": 0.18341165781021118,
"m": 1.0
},
{
"p": 0.22976192831993103,
"m": 1.0
},
{
"p": 0.09358485043048859,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 0.6418495178222656,
"val_loss": 1.0312392711639404,
"acc": 65.72,
"time": 39.13630000099988,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2892478108406067,
"m": 1.0
},
{
"p": 0.09507248550653458,
"m": 1.0
},
{
"p": 0.15740175545215607,
"m": 1.0
},
{
"p": 0.25795620679855347,
"m": 1.0
},
{
"p": 0.24074994027614594,
"m": 1.0
},
{
"p": 0.24016401171684265,
"m": 1.0
},
{
"p": 0.18536697328090668,
"m": 1.0
},
{
"p": 0.17092254757881165,
"m": 1.0
},
{
"p": 0.2395237535238266,
"m": 1.0
},
{
"p": 0.16889387369155884,
"m": 1.0
},
{
"p": 0.20289212465286255,
"m": 1.0
},
{
"p": 0.19496197998523712,
"m": 1.0
},
{
"p": 0.19570937752723694,
"m": 1.0
},
{
"p": 0.16302360594272614,
"m": 1.0
},
{
"p": 0.15602675080299377,
"m": 1.0
},
{
"p": 0.22004659473896027,
"m": 1.0
},
{
"p": 0.0953393206000328,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.0012656450271606,
"val_loss": 1.0401184558868408,
"acc": 65.47,
"time": 38.17804932599984,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.28803354501724243,
"m": 1.0
},
{
"p": 0.10763753950595856,
"m": 1.0
},
{
"p": 0.15633030235767365,
"m": 1.0
},
{
"p": 0.2578589618206024,
"m": 1.0
},
{
"p": 0.22795963287353516,
"m": 1.0
},
{
"p": 0.23762398958206177,
"m": 1.0
},
{
"p": 0.21002385020256042,
"m": 1.0
},
{
"p": 0.17205065488815308,
"m": 1.0
},
{
"p": 0.2265583723783493,
"m": 1.0
},
{
"p": 0.1841021478176117,
"m": 1.0
},
{
"p": 0.21720001101493835,
"m": 1.0
},
{
"p": 0.20358292758464813,
"m": 1.0
},
{
"p": 0.18365581333637238,
"m": 1.0
},
{
"p": 0.16728492081165314,
"m": 1.0
},
{
"p": 0.13990552723407745,
"m": 1.0
},
{
"p": 0.20314638316631317,
"m": 1.0
},
{
"p": 0.12011358141899109,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.0798348188400269,
"val_loss": 1.104756236076355,
"acc": 64.69,
"time": 38.531332478000195,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.28493818640708923,
"m": 1.0
},
{
"p": 0.1318943351507187,
"m": 1.0
},
{
"p": 0.1816302239894867,
"m": 1.0
},
{
"p": 0.24144086241722107,
"m": 1.0
},
{
"p": 0.23358780145645142,
"m": 1.0
},
{
"p": 0.24398039281368256,
"m": 1.0
},
{
"p": 0.22625640034675598,
"m": 1.0
},
{
"p": 0.17249299585819244,
"m": 1.0
},
{
"p": 0.21320132911205292,
"m": 1.0
},
{
"p": 0.1886698454618454,
"m": 1.0
},
{
"p": 0.22533488273620605,
"m": 1.0
},
{
"p": 0.19662272930145264,
"m": 1.0
},
{
"p": 0.16671952605247498,
"m": 1.0
},
{
"p": 0.17300333082675934,
"m": 1.0
},
{
"p": 0.12229321897029877,
"m": 1.0
},
{
"p": 0.19815795123577118,
"m": 1.0
},
{
"p": 0.16108885407447815,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.35845354199409485,
"val_loss": 1.020896553993225,
"acc": 65.49,
"time": 38.21542144399996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.24755865335464478,
"m": 1.0
},
{
"p": 0.1898304969072342,
"m": 1.0
},
{
"p": 0.21262353658676147,
"m": 1.0
},
{
"p": 0.2350042313337326,
"m": 1.0
},
{
"p": 0.23814114928245544,
"m": 1.0
},
{
"p": 0.24867841601371765,
"m": 1.0
},
{
"p": 0.24086903035640717,
"m": 1.0
},
{
"p": 0.18062394857406616,
"m": 1.0
},
{
"p": 0.20346812903881073,
"m": 1.0
},
{
"p": 0.19046059250831604,
"m": 1.0
},
{
"p": 0.21131978929042816,
"m": 1.0
},
{
"p": 0.19669391214847565,
"m": 1.0
},
{
"p": 0.1600797474384308,
"m": 1.0
},
{
"p": 0.17726436257362366,
"m": 1.0
},
{
"p": 0.11601849645376205,
"m": 1.0
},
{
"p": 0.17400063574314117,
"m": 1.0
},
{
"p": 0.17415720224380493,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.3948048949241638,
"val_loss": 1.3043007850646973,
"acc": 64.24,
"time": 38.004484434999995,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1997341811656952,
"m": 1.0
},
{
"p": 0.2148156464099884,
"m": 1.0
},
{
"p": 0.22621899843215942,
"m": 1.0
},
{
"p": 0.2306223064661026,
"m": 1.0
},
{
"p": 0.23046135902404785,
"m": 1.0
},
{
"p": 0.23875795304775238,
"m": 1.0
},
{
"p": 0.24339547753334045,
"m": 1.0
},
{
"p": 0.19518715143203735,
"m": 1.0
},
{
"p": 0.19937975704669952,
"m": 1.0
},
{
"p": 0.1900797188282013,
"m": 1.0
},
{
"p": 0.2089674025774002,
"m": 1.0
},
{
"p": 0.18731746077537537,
"m": 1.0
},
{
"p": 0.15747709572315216,
"m": 1.0
},
{
"p": 0.16897077858448029,
"m": 1.0
},
{
"p": 0.11687599122524261,
"m": 1.0
},
{
"p": 0.1596592664718628,
"m": 1.0
},
{
"p": 0.1568223387002945,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.358020156621933,
"val_loss": 1.1883007287979126,
"acc": 65.41,
"time": 18.119071158999986,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17702656984329224,
"m": 1.0
},
{
"p": 0.22246378660202026,
"m": 1.0
},
{
"p": 0.2124001681804657,
"m": 1.0
},
{
"p": 0.22474892437458038,
"m": 1.0
},
{
"p": 0.21485456824302673,
"m": 1.0
},
{
"p": 0.22780701518058777,
"m": 1.0
},
{
"p": 0.2481222301721573,
"m": 1.0
},
{
"p": 0.2017420083284378,
"m": 1.0
},
{
"p": 0.19777747988700867,
"m": 1.0
},
{
"p": 0.18027430772781372,
"m": 1.0
},
{
"p": 0.19237400591373444,
"m": 1.0
},
{
"p": 0.18168163299560547,
"m": 1.0
},
{
"p": 0.1564570814371109,
"m": 1.0
},
{
"p": 0.15388882160186768,
"m": 1.0
},
{
"p": 0.12745404243469238,
"m": 1.0
},
{
"p": 0.15733996033668518,
"m": 1.0
},
{
"p": 0.1496671587228775,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.19431939721107483,
"val_loss": 1.3581271171569824,
"acc": 65.5,
"time": 5.895124115000044,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17389221489429474,
"m": 1.0
},
{
"p": 0.20592208206653595,
"m": 1.0
},
{
"p": 0.19743576645851135,
"m": 1.0
},
{
"p": 0.2224474400281906,
"m": 1.0
},
{
"p": 0.20117659866809845,
"m": 1.0
},
{
"p": 0.23044027388095856,
"m": 1.0
},
{
"p": 0.2541584074497223,
"m": 1.0
},
{
"p": 0.19019947946071625,
"m": 1.0
},
{
"p": 0.1995583474636078,
"m": 1.0
},
{
"p": 0.168999582529068,
"m": 1.0
},
{
"p": 0.1908799111843109,
"m": 1.0
},
{
"p": 0.17947322130203247,
"m": 1.0
},
{
"p": 0.15605738759040833,
"m": 1.0
},
{
"p": 0.1526409238576889,
"m": 1.0
},
{
"p": 0.17873111367225647,
"m": 1.0
},
{
"p": 0.13334819674491882,
"m": 1.0
},
{
"p": 0.14686338603496552,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.31429916620254517,
"val_loss": 1.2215933799743652,
"acc": 65.02,
"time": 5.856857765000086,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18919318914413452,
"m": 1.0
},
{
"p": 0.22587916254997253,
"m": 1.0
},
{
"p": 0.19157284498214722,
"m": 1.0
},
{
"p": 0.21876999735832214,
"m": 1.0
},
{
"p": 0.19972063601016998,
"m": 1.0
},
{
"p": 0.22652874886989594,
"m": 1.0
},
{
"p": 0.21352536976337433,
"m": 1.0
},
{
"p": 0.18787452578544617,
"m": 1.0
},
{
"p": 0.23676170408725739,
"m": 1.0
},
{
"p": 0.14796726405620575,
"m": 1.0
},
{
"p": 0.13197849690914154,
"m": 1.0
},
{
"p": 0.1786080002784729,
"m": 1.0
},
{
"p": 0.1491853892803192,
"m": 1.0
},
{
"p": 0.15215200185775757,
"m": 1.0
},
{
"p": 0.2346637099981308,
"m": 1.0
},
{
"p": 0.1096348837018013,
"m": 1.0
},
{
"p": 0.1573663055896759,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.17691023647785187,
"val_loss": 1.1017613410949707,
"acc": 64.72,
"time": 5.862908055999924,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.22507870197296143,
"m": 1.0
},
{
"p": 0.23749804496765137,
"m": 1.0
},
{
"p": 0.20038875937461853,
"m": 1.0
},
{
"p": 0.20376098155975342,
"m": 1.0
},
{
"p": 0.20438610017299652,
"m": 1.0
},
{
"p": 0.1926783323287964,
"m": 1.0
},
{
"p": 0.1943252831697464,
"m": 1.0
},
{
"p": 0.16376595199108124,
"m": 1.0
},
{
"p": 0.23476774990558624,
"m": 1.0
},
{
"p": 0.1456603854894638,
"m": 1.0
},
{
"p": 0.11550778150558472,
"m": 1.0
},
{
"p": 0.17826905846595764,
"m": 1.0
},
{
"p": 0.1412184089422226,
"m": 1.0
},
{
"p": 0.15196046233177185,
"m": 1.0
},
{
"p": 0.2565743923187256,
"m": 1.0
},
{
"p": 0.10259785503149033,
"m": 1.0
},
{
"p": 0.16855648159980774,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.2853928804397583,
"val_loss": 1.3215054273605347,
"acc": 64.62,
"time": 5.8588242850000825,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.23913422226905823,
"m": 1.0
},
{
"p": 0.24489720165729523,
"m": 1.0
},
{
"p": 0.21672211587429047,
"m": 1.0
},
{
"p": 0.19958221912384033,
"m": 1.0
},
{
"p": 0.20462217926979065,
"m": 1.0
},
{
"p": 0.18623864650726318,
"m": 1.0
},
{
"p": 0.17309889197349548,
"m": 1.0
},
{
"p": 0.20851995050907135,
"m": 1.0
},
{
"p": 0.2307640016078949,
"m": 1.0
},
{
"p": 0.13966470956802368,
"m": 1.0
},
{
"p": 0.1123490184545517,
"m": 1.0
},
{
"p": 0.17813628911972046,
"m": 1.0
},
{
"p": 0.10489864647388458,
"m": 1.0
},
{
"p": 0.1467469185590744,
"m": 1.0
},
{
"p": 0.26498231291770935,
"m": 1.0
},
{
"p": 0.12962742149829865,
"m": 1.0
},
{
"p": 0.10390391200780869,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.898604691028595,
"val_loss": 1.031394600868225,
"acc": 63.73,
"time": 25.694306120999954,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.24463869631290436,
"m": 1.0
},
{
"p": 0.20424067974090576,
"m": 1.0
},
{
"p": 0.2319762259721756,
"m": 1.0
},
{
"p": 0.22745050489902496,
"m": 1.0
},
{
"p": 0.2014075219631195,
"m": 1.0
},
{
"p": 0.1467195749282837,
"m": 1.0
},
{
"p": 0.16054944694042206,
"m": 1.0
},
{
"p": 0.23327800631523132,
"m": 1.0
},
{
"p": 0.2401835024356842,
"m": 1.0
},
{
"p": 0.13945372402668,
"m": 1.0
},
{
"p": 0.1101263165473938,
"m": 1.0
},
{
"p": 0.17808428406715393,
"m": 1.0
},
{
"p": 0.09660521894693375,
"m": 1.0
},
{
"p": 0.15448901057243347,
"m": 1.0
},
{
"p": 0.2743854224681854,
"m": 1.0
},
{
"p": 0.14536134898662567,
"m": 1.0
},
{
"p": 0.07568970322608948,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.6704213619232178,
"val_loss": 1.0515152215957642,
"acc": 63.53,
"time": 37.40513364599997,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.24679410457611084,
"m": 1.0
},
{
"p": 0.18140660226345062,
"m": 1.0
},
{
"p": 0.20976956188678741,
"m": 1.0
},
{
"p": 0.17237721383571625,
"m": 1.0
},
{
"p": 0.21733342111110687,
"m": 1.0
},
{
"p": 0.11946579068899155,
"m": 1.0
},
{
"p": 0.15563547611236572,
"m": 1.0
},
{
"p": 0.24240155518054962,
"m": 1.0
},
{
"p": 0.2577906847000122,
"m": 1.0
},
{
"p": 0.16093531250953674,
"m": 1.0
},
{
"p": 0.09291297942399979,
"m": 1.0
},
{
"p": 0.17806392908096313,
"m": 1.0
},
{
"p": 0.11146679520606995,
"m": 1.0
},
{
"p": 0.15847627818584442,
"m": 1.0
},
{
"p": 0.27848997712135315,
"m": 1.0
},
{
"p": 0.1596003621816635,
"m": 1.0
},
{
"p": 0.06464183330535889,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.40000787377357483,
"val_loss": 0.961513876914978,
"acc": 67.22,
"time": 38.963833969999996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.249704971909523,
"m": 1.0
},
{
"p": 0.1783607304096222,
"m": 1.0
},
{
"p": 0.1546882539987564,
"m": 1.0
},
{
"p": 0.13380487263202667,
"m": 1.0
},
{
"p": 0.2186489701271057,
"m": 1.0
},
{
"p": 0.11309657990932465,
"m": 1.0
},
{
"p": 0.15699879825115204,
"m": 1.0
},
{
"p": 0.2463037669658661,
"m": 1.0
},
{
"p": 0.2200823277235031,
"m": 1.0
},
{
"p": 0.19660843908786774,
"m": 1.0
},
{
"p": 0.07773715257644653,
"m": 1.0
},
{
"p": 0.17805594205856323,
"m": 1.0
},
{
"p": 0.14023292064666748,
"m": 1.0
},
{
"p": 0.1588592529296875,
"m": 1.0
},
{
"p": 0.28241488337516785,
"m": 1.0
},
{
"p": 0.1850980520248413,
"m": 1.0
},
{
"p": 0.09336630254983902,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.7132433652877808,
"val_loss": 0.9307217597961426,
"acc": 66.55,
"time": 38.3903052390001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2483828216791153,
"m": 1.0
},
{
"p": 0.19669651985168457,
"m": 1.0
},
{
"p": 0.13263773918151855,
"m": 1.0
},
{
"p": 0.11838220804929733,
"m": 1.0
},
{
"p": 0.20169846713542938,
"m": 1.0
},
{
"p": 0.1151248887181282,
"m": 1.0
},
{
"p": 0.14244084060192108,
"m": 1.0
},
{
"p": 0.24809731543064117,
"m": 1.0
},
{
"p": 0.20192982256412506,
"m": 1.0
},
{
"p": 0.21591947972774506,
"m": 1.0
},
{
"p": 0.07363728433847427,
"m": 1.0
},
{
"p": 0.17805282771587372,
"m": 1.0
},
{
"p": 0.16270776093006134,
"m": 1.0
},
{
"p": 0.16952663660049438,
"m": 1.0
},
{
"p": 0.28193002939224243,
"m": 1.0
},
{
"p": 0.17850317060947418,
"m": 1.0
},
{
"p": 0.1201646476984024,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.21672667562961578,
"val_loss": 1.1219919919967651,
"acc": 66.14,
"time": 39.11368896299996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.23339465260505676,
"m": 1.0
},
{
"p": 0.2106095552444458,
"m": 1.0
},
{
"p": 0.12400663644075394,
"m": 1.0
},
{
"p": 0.10546838492155075,
"m": 1.0
},
{
"p": 0.213600754737854,
"m": 1.0
},
{
"p": 0.14396978914737701,
"m": 1.0
},
{
"p": 0.136742502450943,
"m": 1.0
},
{
"p": 0.25016868114471436,
"m": 1.0
},
{
"p": 0.19482450187206268,
"m": 1.0
},
{
"p": 0.20685310661792755,
"m": 1.0
},
{
"p": 0.07436429709196091,
"m": 1.0
},
{
"p": 0.1865256130695343,
"m": 1.0
},
{
"p": 0.18746206164360046,
"m": 1.0
},
{
"p": 0.16048318147659302,
"m": 1.0
},
{
"p": 0.2750938832759857,
"m": 1.0
},
{
"p": 0.17881625890731812,
"m": 1.0
},
{
"p": 0.1634225696325302,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 0.545741856098175,
"val_loss": 1.1696560382843018,
"acc": 67.34,
"time": 38.848465497999996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.22359925508499146,
"m": 1.0
},
{
"p": 0.2160547971725464,
"m": 1.0
},
{
"p": 0.13699758052825928,
"m": 1.0
},
{
"p": 0.08799369633197784,
"m": 1.0
},
{
"p": 0.23616911470890045,
"m": 1.0
},
{
"p": 0.13642433285713196,
"m": 1.0
},
{
"p": 0.16857627034187317,
"m": 1.0
},
{
"p": 0.25097939372062683,
"m": 1.0
},
{
"p": 0.1947205811738968,
"m": 1.0
},
{
"p": 0.18349112570285797,
"m": 1.0
},
{
"p": 0.11605044454336166,
"m": 1.0
},
{
"p": 0.1982715129852295,
"m": 1.0
},
{
"p": 0.19981546700000763,
"m": 1.0
},
{
"p": 0.17002733051776886,
"m": 1.0
},
{
"p": 0.2669680416584015,
"m": 1.0
},
{
"p": 0.18953856825828552,
"m": 1.0
},
{
"p": 0.18710507452487946,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.8453437685966492,
"val_loss": 1.134727120399475,
"acc": 65.21,
"time": 38.40019753899992,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2109866738319397,
"m": 1.0
},
{
"p": 0.22315461933612823,
"m": 1.0
},
{
"p": 0.17127558588981628,
"m": 1.0
},
{
"p": 0.11345560848712921,
"m": 1.0
},
{
"p": 0.24500086903572083,
"m": 1.0
},
{
"p": 0.13078202307224274,
"m": 1.0
},
{
"p": 0.18485862016677856,
"m": 1.0
},
{
"p": 0.2588222324848175,
"m": 1.0
},
{
"p": 0.1760234832763672,
"m": 1.0
},
{
"p": 0.17225970327854156,
"m": 1.0
},
{
"p": 0.1522095948457718,
"m": 1.0
},
{
"p": 0.19749300181865692,
"m": 1.0
},
{
"p": 0.1953575611114502,
"m": 1.0
},
{
"p": 0.18061433732509613,
"m": 1.0
},
{
"p": 0.25968077778816223,
"m": 1.0
},
{
"p": 0.19641165435314178,
"m": 1.0
},
{
"p": 0.18685556948184967,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.8400421738624573,
"val_loss": 1.1058603525161743,
"acc": 65.58,
"time": 38.69556397899987,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.198688343167305,
"m": 1.0
},
{
"p": 0.2384839802980423,
"m": 1.0
},
{
"p": 0.23656408488750458,
"m": 1.0
},
{
"p": 0.1640341430902481,
"m": 1.0
},
{
"p": 0.2484566569328308,
"m": 1.0
},
{
"p": 0.14753137528896332,
"m": 1.0
},
{
"p": 0.19144614040851593,
"m": 1.0
},
{
"p": 0.2250087708234787,
"m": 1.0
},
{
"p": 0.13644641637802124,
"m": 1.0
},
{
"p": 0.18778249621391296,
"m": 1.0
},
{
"p": 0.18345114588737488,
"m": 1.0
},
{
"p": 0.18651801347732544,
"m": 1.0
},
{
"p": 0.18631809949874878,
"m": 1.0
},
{
"p": 0.17305777966976166,
"m": 1.0
},
{
"p": 0.24941258132457733,
"m": 1.0
},
{
"p": 0.18110978603363037,
"m": 1.0
},
{
"p": 0.162825345993042,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.3234832286834717,
"val_loss": 0.9886441826820374,
"acc": 65.39,
"time": 39.442246334000174,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.16892674565315247,
"m": 1.0
},
{
"p": 0.2365165799856186,
"m": 1.0
},
{
"p": 0.26805415749549866,
"m": 1.0
},
{
"p": 0.19626283645629883,
"m": 1.0
},
{
"p": 0.23035815358161926,
"m": 1.0
},
{
"p": 0.17069295048713684,
"m": 1.0
},
{
"p": 0.18990039825439453,
"m": 1.0
},
{
"p": 0.2352699488401413,
"m": 1.0
},
{
"p": 0.11245442181825638,
"m": 1.0
},
{
"p": 0.1973363161087036,
"m": 1.0
},
{
"p": 0.2111445665359497,
"m": 1.0
},
{
"p": 0.1811399757862091,
"m": 1.0
},
{
"p": 0.19793371856212616,
"m": 1.0
},
{
"p": 0.16939057409763336,
"m": 1.0
},
{
"p": 0.24291400611400604,
"m": 1.0
},
{
"p": 0.10969042032957077,
"m": 1.0
},
{
"p": 0.14739370346069336,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.7237063646316528,
"val_loss": 1.2067513465881348,
"acc": 67.52,
"time": 40.57116851599994,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.16469454765319824,
"m": 1.0
},
{
"p": 0.23595170676708221,
"m": 1.0
},
{
"p": 0.26623934507369995,
"m": 1.0
},
{
"p": 0.21090702712535858,
"m": 1.0
},
{
"p": 0.22098609805107117,
"m": 1.0
},
{
"p": 0.18351607024669647,
"m": 1.0
},
{
"p": 0.2195231318473816,
"m": 1.0
},
{
"p": 0.21660521626472473,
"m": 1.0
},
{
"p": 0.10566600412130356,
"m": 1.0
},
{
"p": 0.20397546887397766,
"m": 1.0
},
{
"p": 0.2441827356815338,
"m": 1.0
},
{
"p": 0.16091370582580566,
"m": 1.0
},
{
"p": 0.2200274020433426,
"m": 1.0
},
{
"p": 0.15057995915412903,
"m": 1.0
},
{
"p": 0.19723524153232574,
"m": 1.0
},
{
"p": 0.09022610634565353,
"m": 1.0
},
{
"p": 0.14387419819831848,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.588904082775116,
"val_loss": 1.0225744247436523,
"acc": 67.93,
"time": 23.54176104699991,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.15022824704647064,
"m": 1.0
},
{
"p": 0.2369232326745987,
"m": 1.0
},
{
"p": 0.2711193263530731,
"m": 1.0
},
{
"p": 0.21663539111614227,
"m": 1.0
},
{
"p": 0.20974372327327728,
"m": 1.0
},
{
"p": 0.23283980786800385,
"m": 1.0
},
{
"p": 0.23042599856853485,
"m": 1.0
},
{
"p": 0.21643207967281342,
"m": 1.0
},
{
"p": 0.10924422740936279,
"m": 1.0
},
{
"p": 0.2109852433204651,
"m": 1.0
},
{
"p": 0.26019346714019775,
"m": 1.0
},
{
"p": 0.17779290676116943,
"m": 1.0
},
{
"p": 0.22653722763061523,
"m": 1.0
},
{
"p": 0.13543890416622162,
"m": 1.0
},
{
"p": 0.1726633459329605,
"m": 1.0
},
{
"p": 0.10154552757740021,
"m": 1.0
},
{
"p": 0.12448802590370178,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.13347887992858887,
"val_loss": 1.2336926460266113,
"acc": 65.28,
"time": 5.913326331999997,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1467878669500351,
"m": 1.0
},
{
"p": 0.23697003722190857,
"m": 1.0
},
{
"p": 0.2792295813560486,
"m": 1.0
},
{
"p": 0.21811720728874207,
"m": 1.0
},
{
"p": 0.18842275440692902,
"m": 1.0
},
{
"p": 0.25772103667259216,
"m": 1.0
},
{
"p": 0.2316807508468628,
"m": 1.0
},
{
"p": 0.2370292693376541,
"m": 1.0
},
{
"p": 0.13293367624282837,
"m": 1.0
},
{
"p": 0.21372699737548828,
"m": 1.0
},
{
"p": 0.2657238245010376,
"m": 1.0
},
{
"p": 0.1766987144947052,
"m": 1.0
},
{
"p": 0.1426324099302292,
"m": 1.0
},
{
"p": 0.10627016425132751,
"m": 1.0
},
{
"p": 0.163052499294281,
"m": 1.0
},
{
"p": 0.10597292333841324,
"m": 1.0
},
{
"p": 0.1155414804816246,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.35955968499183655,
"val_loss": 1.4142175912857056,
"acc": 67.11,
"time": 5.982501779999893,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.19421382248401642,
"m": 1.0
},
{
"p": 0.22578836977481842,
"m": 1.0
},
{
"p": 0.2781427800655365,
"m": 1.0
},
{
"p": 0.21908490359783173,
"m": 1.0
},
{
"p": 0.1796107292175293,
"m": 1.0
},
{
"p": 0.2627260982990265,
"m": 1.0
},
{
"p": 0.2340160608291626,
"m": 1.0
},
{
"p": 0.24771533906459808,
"m": 1.0
},
{
"p": 0.15847119688987732,
"m": 1.0
},
{
"p": 0.21728982031345367,
"m": 1.0
},
{
"p": 0.26824191212654114,
"m": 1.0
},
{
"p": 0.17590752243995667,
"m": 1.0
},
{
"p": 0.07578987628221512,
"m": 1.0
},
{
"p": 0.1020796075463295,
"m": 1.0
},
{
"p": 0.17196479439735413,
"m": 1.0
},
{
"p": 0.10262293368577957,
"m": 1.0
},
{
"p": 0.11204253882169724,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.10991723835468292,
"val_loss": 1.2864092588424683,
"acc": 66.36,
"time": 5.949198430000251,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.20616047084331512,
"m": 1.0
},
{
"p": 0.22195573151111603,
"m": 1.0
},
{
"p": 0.2761335074901581,
"m": 1.0
},
{
"p": 0.24521315097808838,
"m": 1.0
},
{
"p": 0.1676362007856369,
"m": 1.0
},
{
"p": 0.2646833062171936,
"m": 1.0
},
{
"p": 0.2417023926973343,
"m": 1.0
},
{
"p": 0.265249639749527,
"m": 1.0
},
{
"p": 0.1438322216272354,
"m": 1.0
},
{
"p": 0.2128051072359085,
"m": 1.0
},
{
"p": 0.26950541138648987,
"m": 1.0
},
{
"p": 0.1750153750181198,
"m": 1.0
},
{
"p": 0.04656171053647995,
"m": 1.0
},
{
"p": 0.1004408523440361,
"m": 1.0
},
{
"p": 0.10579836368560791,
"m": 1.0
},
{
"p": 0.10991235077381134,
"m": 1.0
},
{
"p": 0.11067423969507217,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.3254946172237396,
"val_loss": 1.1663463115692139,
"acc": 66.4,
"time": 5.912972948000061,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2011605203151703,
"m": 1.0
},
{
"p": 0.22792445123195648,
"m": 1.0
},
{
"p": 0.2753732204437256,
"m": 1.0
},
{
"p": 0.2686556279659271,
"m": 1.0
},
{
"p": 0.16131748259067535,
"m": 1.0
},
{
"p": 0.22564095258712769,
"m": 1.0
},
{
"p": 0.2571142911911011,
"m": 1.0
},
{
"p": 0.24634264409542084,
"m": 1.0
},
{
"p": 0.14767752587795258,
"m": 1.0
},
{
"p": 0.21059051156044006,
"m": 1.0
},
{
"p": 0.2537299394607544,
"m": 1.0
},
{
"p": 0.15081250667572021,
"m": 1.0
},
{
"p": 0.12633880972862244,
"m": 1.0
},
{
"p": 0.09980005770921707,
"m": 1.0
},
{
"p": 0.14669165015220642,
"m": 1.0
},
{
"p": 0.12305566668510437,
"m": 1.0
},
{
"p": 0.11380531638860703,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.6077740788459778,
"val_loss": 1.0847184658050537,
"acc": 63.97,
"time": 22.10409704499989,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18506091833114624,
"m": 1.0
},
{
"p": 0.23112381994724274,
"m": 1.0
},
{
"p": 0.27510374784469604,
"m": 1.0
},
{
"p": 0.2738521099090576,
"m": 1.0
},
{
"p": 0.1183585673570633,
"m": 1.0
},
{
"p": 0.16883978247642517,
"m": 1.0
},
{
"p": 0.2670633792877197,
"m": 1.0
},
{
"p": 0.2389502078294754,
"m": 1.0
},
{
"p": 0.15558484196662903,
"m": 1.0
},
{
"p": 0.1770479679107666,
"m": 1.0
},
{
"p": 0.24471376836299896,
"m": 1.0
},
{
"p": 0.11207612603902817,
"m": 1.0
},
{
"p": 0.1946677267551422,
"m": 1.0
},
{
"p": 0.1779954880475998,
"m": 1.0
},
{
"p": 0.14027591049671173,
"m": 1.0
},
{
"p": 0.12041415274143219,
"m": 1.0
},
{
"p": 0.14136913418769836,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.5889461040496826,
"val_loss": 1.05158531665802,
"acc": 64.92,
"time": 37.428695629999766,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.16146177053451538,
"m": 1.0
},
{
"p": 0.2323746234178543,
"m": 1.0
},
{
"p": 0.2779315710067749,
"m": 1.0
},
{
"p": 0.24437616765499115,
"m": 1.0
},
{
"p": 0.10416854172945023,
"m": 1.0
},
{
"p": 0.14663296937942505,
"m": 1.0
},
{
"p": 0.2472733110189438,
"m": 1.0
},
{
"p": 0.23606008291244507,
"m": 1.0
},
{
"p": 0.1286051720380783,
"m": 1.0
},
{
"p": 0.14825306832790375,
"m": 1.0
},
{
"p": 0.25020503997802734,
"m": 1.0
},
{
"p": 0.09622415155172348,
"m": 1.0
},
{
"p": 0.22138138115406036,
"m": 1.0
},
{
"p": 0.21503481268882751,
"m": 1.0
},
{
"p": 0.1456296592950821,
"m": 1.0
},
{
"p": 0.11938143521547318,
"m": 1.0
},
{
"p": 0.15527234971523285,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.318995863199234,
"val_loss": 1.1037665605545044,
"acc": 66.91,
"time": 41.81682796599989,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1319686621427536,
"m": 1.0
},
{
"p": 0.22879230976104736,
"m": 1.0
},
{
"p": 0.2768478989601135,
"m": 1.0
},
{
"p": 0.21966077387332916,
"m": 1.0
},
{
"p": 0.09982303529977798,
"m": 1.0
},
{
"p": 0.1486237645149231,
"m": 1.0
},
{
"p": 0.22020737826824188,
"m": 1.0
},
{
"p": 0.22959588468074799,
"m": 1.0
},
{
"p": 0.13742925226688385,
"m": 1.0
},
{
"p": 0.1743844598531723,
"m": 1.0
},
{
"p": 0.27567189931869507,
"m": 1.0
},
{
"p": 0.1015695333480835,
"m": 1.0
},
{
"p": 0.23182442784309387,
"m": 1.0
},
{
"p": 0.23098602890968323,
"m": 1.0
},
{
"p": 0.14772258698940277,
"m": 1.0
},
{
"p": 0.12235692143440247,
"m": 1.0
},
{
"p": 0.15506859123706818,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.8189524412155151,
"val_loss": 1.2333714962005615,
"acc": 66.96,
"time": 41.394755009000164,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12472785264253616,
"m": 1.0
},
{
"p": 0.23055578768253326,
"m": 1.0
},
{
"p": 0.2764243483543396,
"m": 1.0
},
{
"p": 0.209999680519104,
"m": 1.0
},
{
"p": 0.11201190948486328,
"m": 1.0
},
{
"p": 0.17669396102428436,
"m": 1.0
},
{
"p": 0.2307085394859314,
"m": 1.0
},
{
"p": 0.22614686191082,
"m": 1.0
},
{
"p": 0.1493077129125595,
"m": 1.0
},
{
"p": 0.20659296214580536,
"m": 1.0
},
{
"p": 0.2889834940433502,
"m": 1.0
},
{
"p": 0.1631915271282196,
"m": 1.0
},
{
"p": 0.22922930121421814,
"m": 1.0
},
{
"p": 0.23061110079288483,
"m": 1.0
},
{
"p": 0.1485406905412674,
"m": 1.0
},
{
"p": 0.11981842666864395,
"m": 1.0
},
{
"p": 0.12524013221263885,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.546576201915741,
"val_loss": 1.1335700750350952,
"acc": 67.14,
"time": 42.13708230500015,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12189768999814987,
"m": 1.0
},
{
"p": 0.23124508559703827,
"m": 1.0
},
{
"p": 0.27645373344421387,
"m": 1.0
},
{
"p": 0.21509172022342682,
"m": 1.0
},
{
"p": 0.10521399229764938,
"m": 1.0
},
{
"p": 0.17924220860004425,
"m": 1.0
},
{
"p": 0.25879165530204773,
"m": 1.0
},
{
"p": 0.2149968147277832,
"m": 1.0
},
{
"p": 0.1539505571126938,
"m": 1.0
},
{
"p": 0.21085716784000397,
"m": 1.0
},
{
"p": 0.2874731421470642,
"m": 1.0
},
{
"p": 0.19152037799358368,
"m": 1.0
},
{
"p": 0.22651416063308716,
"m": 1.0
},
{
"p": 0.21843475103378296,
"m": 1.0
},
{
"p": 0.13827693462371826,
"m": 1.0
},
{
"p": 0.11242260783910751,
"m": 1.0
},
{
"p": 0.10696665942668915,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.40405744314193726,
"val_loss": 1.1266701221466064,
"acc": 67.49,
"time": 41.62453705300004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1186942458152771,
"m": 1.0
},
{
"p": 0.24583826959133148,
"m": 1.0
},
{
"p": 0.2633880376815796,
"m": 1.0
},
{
"p": 0.24243395030498505,
"m": 1.0
},
{
"p": 0.1229323223233223,
"m": 1.0
},
{
"p": 0.15990105271339417,
"m": 1.0
},
{
"p": 0.24807988107204437,
"m": 1.0
},
{
"p": 0.19836948812007904,
"m": 1.0
},
{
"p": 0.1557651311159134,
"m": 1.0
},
{
"p": 0.220188170671463,
"m": 1.0
},
{
"p": 0.270255982875824,
"m": 1.0
},
{
"p": 0.20259223878383636,
"m": 1.0
},
{
"p": 0.2198583036661148,
"m": 1.0
},
{
"p": 0.2165144830942154,
"m": 1.0
},
{
"p": 0.12994195520877838,
"m": 1.0
},
{
"p": 0.12681357562541962,
"m": 1.0
},
{
"p": 0.08656627684831619,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.0206506252288818,
"val_loss": 1.1593462228775024,
"acc": 67.09,
"time": 40.33424631200023,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.10383100062608719,
"m": 1.0
},
{
"p": 0.2707239091396332,
"m": 1.0
},
{
"p": 0.2554343342781067,
"m": 1.0
},
{
"p": 0.26589205861091614,
"m": 1.0
},
{
"p": 0.15106339752674103,
"m": 1.0
},
{
"p": 0.14112204313278198,
"m": 1.0
},
{
"p": 0.23704198002815247,
"m": 1.0
},
{
"p": 0.19187144935131073,
"m": 1.0
},
{
"p": 0.14131632447242737,
"m": 1.0
},
{
"p": 0.22383476793766022,
"m": 1.0
},
{
"p": 0.24157555401325226,
"m": 1.0
},
{
"p": 0.17636583745479584,
"m": 1.0
},
{
"p": 0.21983850002288818,
"m": 1.0
},
{
"p": 0.21576403081417084,
"m": 1.0
},
{
"p": 0.13067850470542908,
"m": 1.0
},
{
"p": 0.125122532248497,
"m": 1.0
},
{
"p": 0.07859371602535248,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.6065866947174072,
"val_loss": 1.1428676843643188,
"acc": 66.96,
"time": 39.868181107000055,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12528033554553986,
"m": 1.0
},
{
"p": 0.28968673944473267,
"m": 1.0
},
{
"p": 0.2663317620754242,
"m": 1.0
},
{
"p": 0.2678765654563904,
"m": 1.0
},
{
"p": 0.16387538611888885,
"m": 1.0
},
{
"p": 0.14404898881912231,
"m": 1.0
},
{
"p": 0.21700461208820343,
"m": 1.0
},
{
"p": 0.17332616448402405,
"m": 1.0
},
{
"p": 0.13567008078098297,
"m": 1.0
},
{
"p": 0.2342788726091385,
"m": 1.0
},
{
"p": 0.24489499628543854,
"m": 1.0
},
{
"p": 0.15859666466712952,
"m": 1.0
},
{
"p": 0.22402051091194153,
"m": 1.0
},
{
"p": 0.21547077596187592,
"m": 1.0
},
{
"p": 0.13090932369232178,
"m": 1.0
},
{
"p": 0.12151069194078445,
"m": 1.0
},
{
"p": 0.0714484229683876,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.6528905630111694,
"val_loss": 1.1089301109313965,
"acc": 67.86,
"time": 39.28316118900011,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.16470938920974731,
"m": 1.0
},
{
"p": 0.28626957535743713,
"m": 1.0
},
{
"p": 0.27069392800331116,
"m": 1.0
},
{
"p": 0.2521672248840332,
"m": 1.0
},
{
"p": 0.18667550384998322,
"m": 1.0
},
{
"p": 0.13847197592258453,
"m": 1.0
},
{
"p": 0.21222203969955444,
"m": 1.0
},
{
"p": 0.17192398011684418,
"m": 1.0
},
{
"p": 0.13781103491783142,
"m": 1.0
},
{
"p": 0.238817036151886,
"m": 1.0
},
{
"p": 0.24873429536819458,
"m": 1.0
},
{
"p": 0.1543634682893753,
"m": 1.0
},
{
"p": 0.22547902166843414,
"m": 1.0
},
{
"p": 0.21535618603229523,
"m": 1.0
},
{
"p": 0.11895008385181427,
"m": 1.0
},
{
"p": 0.10385701060295105,
"m": 1.0
},
{
"p": 0.04792296141386032,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.16035838425159454,
"val_loss": 1.157627820968628,
"acc": 67.94,
"time": 39.83549795099998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1933695673942566,
"m": 1.0
},
{
"p": 0.28310269117355347,
"m": 1.0
},
{
"p": 0.2580608129501343,
"m": 1.0
},
{
"p": 0.23832598328590393,
"m": 1.0
},
{
"p": 0.1865328550338745,
"m": 1.0
},
{
"p": 0.11902803927659988,
"m": 1.0
},
{
"p": 0.22531752288341522,
"m": 1.0
},
{
"p": 0.18543332815170288,
"m": 1.0
},
{
"p": 0.14356698095798492,
"m": 1.0
},
{
"p": 0.2230471521615982,
"m": 1.0
},
{
"p": 0.25496813654899597,
"m": 1.0
},
{
"p": 0.1702960729598999,
"m": 1.0
},
{
"p": 0.22514532506465912,
"m": 1.0
},
{
"p": 0.211371511220932,
"m": 1.0
},
{
"p": 0.11405622214078903,
"m": 1.0
},
{
"p": 0.08068337291479111,
"m": 1.0
},
{
"p": 0.03873104602098465,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.0811186209321022,
"val_loss": 1.1763416528701782,
"acc": 67.43,
"time": 26.80728357399994,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.22133991122245789,
"m": 1.0
},
{
"p": 0.27263376116752625,
"m": 1.0
},
{
"p": 0.24458248913288116,
"m": 1.0
},
{
"p": 0.2310417741537094,
"m": 1.0
},
{
"p": 0.18263348937034607,
"m": 1.0
},
{
"p": 0.06910214573144913,
"m": 1.0
},
{
"p": 0.2320152074098587,
"m": 1.0
},
{
"p": 0.20997197926044464,
"m": 1.0
},
{
"p": 0.11746879667043686,
"m": 1.0
},
{
"p": 0.21264494955539703,
"m": 1.0
},
{
"p": 0.2679723799228668,
"m": 1.0
},
{
"p": 0.18664485216140747,
"m": 1.0
},
{
"p": 0.21949580311775208,
"m": 1.0
},
{
"p": 0.2095155268907547,
"m": 1.0
},
{
"p": 0.11429488658905029,
"m": 1.0
},
{
"p": 0.07162953168153763,
"m": 1.0
},
{
"p": 0.134129136800766,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.339216023683548,
"val_loss": 1.1535130739212036,
"acc": 68.13,
"time": 5.887965364000138,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2322671115398407,
"m": 1.0
},
{
"p": 0.24126143753528595,
"m": 1.0
},
{
"p": 0.2393168956041336,
"m": 1.0
},
{
"p": 0.22590258717536926,
"m": 1.0
},
{
"p": 0.1569768339395523,
"m": 1.0
},
{
"p": 0.0789993479847908,
"m": 1.0
},
{
"p": 0.23340454697608948,
"m": 1.0
},
{
"p": 0.2257816046476364,
"m": 1.0
},
{
"p": 0.11695664376020432,
"m": 1.0
},
{
"p": 0.21015049517154694,
"m": 1.0
},
{
"p": 0.2697006165981293,
"m": 1.0
},
{
"p": 0.17559897899627686,
"m": 1.0
},
{
"p": 0.18353384733200073,
"m": 1.0
},
{
"p": 0.21576125919818878,
"m": 1.0
},
{
"p": 0.1321525275707245,
"m": 1.0
},
{
"p": 0.09035766869783401,
"m": 1.0
},
{
"p": 0.18254825472831726,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.12804026901721954,
"val_loss": 1.3618203401565552,
"acc": 66.85,
"time": 5.91896690700014,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.25133341550827026,
"m": 1.0
},
{
"p": 0.2249157428741455,
"m": 1.0
},
{
"p": 0.23281054198741913,
"m": 1.0
},
{
"p": 0.2239260971546173,
"m": 1.0
},
{
"p": 0.14695417881011963,
"m": 1.0
},
{
"p": 0.10040128231048584,
"m": 1.0
},
{
"p": 0.23178042471408844,
"m": 1.0
},
{
"p": 0.2364935576915741,
"m": 1.0
},
{
"p": 0.1335187703371048,
"m": 1.0
},
{
"p": 0.19831940531730652,
"m": 1.0
},
{
"p": 0.30222785472869873,
"m": 1.0
},
{
"p": 0.16885073482990265,
"m": 1.0
},
{
"p": 0.15548080205917358,
"m": 1.0
},
{
"p": 0.2118007242679596,
"m": 1.0
},
{
"p": 0.13328279554843903,
"m": 1.0
},
{
"p": 0.11513969302177429,
"m": 1.0
},
{
"p": 0.19630177319049835,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.306908518075943,
"val_loss": 1.4463022947311401,
"acc": 66.6,
"time": 5.912040846999844,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2523142397403717,
"m": 1.0
},
{
"p": 0.21430738270282745,
"m": 1.0
},
{
"p": 0.21826747059822083,
"m": 1.0
},
{
"p": 0.22695614397525787,
"m": 1.0
},
{
"p": 0.1724221110343933,
"m": 1.0
},
{
"p": 0.10876133292913437,
"m": 1.0
},
{
"p": 0.24666327238082886,
"m": 1.0
},
{
"p": 0.2337207943201065,
"m": 1.0
},
{
"p": 0.13320712745189667,
"m": 1.0
},
{
"p": 0.1892649382352829,
"m": 1.0
},
{
"p": 0.2895110249519348,
"m": 1.0
},
{
"p": 0.17063674330711365,
"m": 1.0
},
{
"p": 0.1401897817850113,
"m": 1.0
},
{
"p": 0.21038727462291718,
"m": 1.0
},
{
"p": 0.11959260702133179,
"m": 1.0
},
{
"p": 0.12482007592916489,
"m": 1.0
},
{
"p": 0.21981531381607056,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.09821591526269913,
"val_loss": 1.3342032432556152,
"acc": 65.16,
"time": 5.891309042000103,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.260750949382782,
"m": 1.0
},
{
"p": 0.2077484130859375,
"m": 1.0
},
{
"p": 0.20908010005950928,
"m": 1.0
},
{
"p": 0.23466120660305023,
"m": 1.0
},
{
"p": 0.1924687922000885,
"m": 1.0
},
{
"p": 0.11202675849199295,
"m": 1.0
},
{
"p": 0.2533031404018402,
"m": 1.0
},
{
"p": 0.22526444494724274,
"m": 1.0
},
{
"p": 0.127419114112854,
"m": 1.0
},
{
"p": 0.15097083151340485,
"m": 1.0
},
{
"p": 0.27840280532836914,
"m": 1.0
},
{
"p": 0.17971287667751312,
"m": 1.0
},
{
"p": 0.1326882541179657,
"m": 1.0
},
{
"p": 0.2028125673532486,
"m": 1.0
},
{
"p": 0.0949774831533432,
"m": 1.0
},
{
"p": 0.11203936487436295,
"m": 1.0
},
{
"p": 0.22174474596977234,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.4237943887710571,
"val_loss": 1.2530540227890015,
"acc": 64.11,
"time": 17.989313578999827,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2749418616294861,
"m": 1.0
},
{
"p": 0.15638478100299835,
"m": 1.0
},
{
"p": 0.17382317781448364,
"m": 1.0
},
{
"p": 0.21054157614707947,
"m": 1.0
},
{
"p": 0.20639099180698395,
"m": 1.0
},
{
"p": 0.08093839138746262,
"m": 1.0
},
{
"p": 0.25589653849601746,
"m": 1.0
},
{
"p": 0.218331977725029,
"m": 1.0
},
{
"p": 0.19544364511966705,
"m": 1.0
},
{
"p": 0.17251823842525482,
"m": 1.0
},
{
"p": 0.27406424283981323,
"m": 1.0
},
{
"p": 0.2002025991678238,
"m": 1.0
},
{
"p": 0.13098078966140747,
"m": 1.0
},
{
"p": 0.20209410786628723,
"m": 1.0
},
{
"p": 0.07057268172502518,
"m": 1.0
},
{
"p": 0.10713359713554382,
"m": 1.0
},
{
"p": 0.21736930310726166,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.2766377627849579,
"val_loss": 1.0850898027420044,
"acc": 65.35,
"time": 37.209404364999955,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2804841101169586,
"m": 1.0
},
{
"p": 0.09652802348136902,
"m": 1.0
},
{
"p": 0.16002783179283142,
"m": 1.0
},
{
"p": 0.21188737452030182,
"m": 1.0
},
{
"p": 0.23094265162944794,
"m": 1.0
},
{
"p": 0.06763182580471039,
"m": 1.0
},
{
"p": 0.2641419768333435,
"m": 1.0
},
{
"p": 0.21562449634075165,
"m": 1.0
},
{
"p": 0.23490889370441437,
"m": 1.0
},
{
"p": 0.19129812717437744,
"m": 1.0
},
{
"p": 0.2723698318004608,
"m": 1.0
},
{
"p": 0.20419049263000488,
"m": 1.0
},
{
"p": 0.13127277791500092,
"m": 1.0
},
{
"p": 0.176856130361557,
"m": 1.0
},
{
"p": 0.13901355862617493,
"m": 1.0
},
{
"p": 0.11155150830745697,
"m": 1.0
},
{
"p": 0.21420414745807648,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.5260300040245056,
"val_loss": 1.1835569143295288,
"acc": 66.69,
"time": 37.814214710000215,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2730275094509125,
"m": 1.0
},
{
"p": 0.07888373732566833,
"m": 1.0
},
{
"p": 0.15450823307037354,
"m": 1.0
},
{
"p": 0.20568880438804626,
"m": 1.0
},
{
"p": 0.2541162669658661,
"m": 1.0
},
{
"p": 0.09273001551628113,
"m": 1.0
},
{
"p": 0.2679111957550049,
"m": 1.0
},
{
"p": 0.2145671248435974,
"m": 1.0
},
{
"p": 0.2522293031215668,
"m": 1.0
},
{
"p": 0.22979354858398438,
"m": 1.0
},
{
"p": 0.27938660979270935,
"m": 1.0
},
{
"p": 0.19425152242183685,
"m": 1.0
},
{
"p": 0.13259711861610413,
"m": 1.0
},
{
"p": 0.14548631012439728,
"m": 1.0
},
{
"p": 0.18917620182037354,
"m": 1.0
},
{
"p": 0.10772769898176193,
"m": 1.0
},
{
"p": 0.21581774950027466,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.31141579151153564,
"val_loss": 1.0287704467773438,
"acc": 67.49,
"time": 37.823201634999805,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.28401699662208557,
"m": 1.0
},
{
"p": 0.10448770970106125,
"m": 1.0
},
{
"p": 0.15235276520252228,
"m": 1.0
},
{
"p": 0.21359223127365112,
"m": 1.0
},
{
"p": 0.26316577196121216,
"m": 1.0
},
{
"p": 0.11083506047725677,
"m": 1.0
},
{
"p": 0.2728785276412964,
"m": 1.0
},
{
"p": 0.20882974565029144,
"m": 1.0
},
{
"p": 0.25766050815582275,
"m": 1.0
},
{
"p": 0.27323582768440247,
"m": 1.0
},
{
"p": 0.27488744258880615,
"m": 1.0
},
{
"p": 0.18171438574790955,
"m": 1.0
},
{
"p": 0.13597987592220306,
"m": 1.0
},
{
"p": 0.10797616839408875,
"m": 1.0
},
{
"p": 0.20743614435195923,
"m": 1.0
},
{
"p": 0.10056547820568085,
"m": 1.0
},
{
"p": 0.21508821845054626,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.29336532950401306,
"val_loss": 0.9786427021026611,
"acc": 67.87,
"time": 39.537553948000095,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2903768718242645,
"m": 1.0
},
{
"p": 0.1499084085226059,
"m": 1.0
},
{
"p": 0.1360579878091812,
"m": 1.0
},
{
"p": 0.24819666147232056,
"m": 1.0
},
{
"p": 0.278851181268692,
"m": 1.0
},
{
"p": 0.12213402986526489,
"m": 1.0
},
{
"p": 0.2624618709087372,
"m": 1.0
},
{
"p": 0.2112901657819748,
"m": 1.0
},
{
"p": 0.26792022585868835,
"m": 1.0
},
{
"p": 0.27952155470848083,
"m": 1.0
},
{
"p": 0.270810604095459,
"m": 1.0
},
{
"p": 0.17420314252376556,
"m": 1.0
},
{
"p": 0.1488846391439438,
"m": 1.0
},
{
"p": 0.07147353142499924,
"m": 1.0
},
{
"p": 0.21415627002716064,
"m": 1.0
},
{
"p": 0.10085521638393402,
"m": 1.0
},
{
"p": 0.21480335295200348,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9716699719429016,
"val_loss": 0.936535656452179,
"acc": 66.88,
"time": 39.570771954000065,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2855862081050873,
"m": 1.0
},
{
"p": 0.17997421324253082,
"m": 1.0
},
{
"p": 0.14405055344104767,
"m": 1.0
},
{
"p": 0.2617085874080658,
"m": 1.0
},
{
"p": 0.2890636622905731,
"m": 1.0
},
{
"p": 0.13156135380268097,
"m": 1.0
},
{
"p": 0.2577894926071167,
"m": 1.0
},
{
"p": 0.2201511561870575,
"m": 1.0
},
{
"p": 0.27254968881607056,
"m": 1.0
},
{
"p": 0.2828563153743744,
"m": 1.0
},
{
"p": 0.23722310364246368,
"m": 1.0
},
{
"p": 0.1557372361421585,
"m": 1.0
},
{
"p": 0.16394756734371185,
"m": 1.0
},
{
"p": 0.057220470160245895,
"m": 1.0
},
{
"p": 0.21910518407821655,
"m": 1.0
},
{
"p": 0.10472746193408966,
"m": 1.0
},
{
"p": 0.214957132935524,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.7849186658859253,
"val_loss": 1.172622799873352,
"acc": 67.06,
"time": 38.289845133999734,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2887309491634369,
"m": 1.0
},
{
"p": 0.21923498809337616,
"m": 1.0
},
{
"p": 0.2227817326784134,
"m": 1.0
},
{
"p": 0.26039808988571167,
"m": 1.0
},
{
"p": 0.2851589620113373,
"m": 1.0
},
{
"p": 0.13524223864078522,
"m": 1.0
},
{
"p": 0.24690690636634827,
"m": 1.0
},
{
"p": 0.22361089289188385,
"m": 1.0
},
{
"p": 0.2669775187969208,
"m": 1.0
},
{
"p": 0.286625474691391,
"m": 1.0
},
{
"p": 0.2158161997795105,
"m": 1.0
},
{
"p": 0.1458101123571396,
"m": 1.0
},
{
"p": 0.1669185310602188,
"m": 1.0
},
{
"p": 0.05426021292805672,
"m": 1.0
},
{
"p": 0.21899737417697906,
"m": 1.0
},
{
"p": 0.11154352873563766,
"m": 1.0
},
{
"p": 0.21509897708892822,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.506857693195343,
"val_loss": 1.1823492050170898,
"acc": 66.69,
"time": 38.53405828699988,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3009845018386841,
"m": 1.0
},
{
"p": 0.25240248441696167,
"m": 1.0
},
{
"p": 0.2574308216571808,
"m": 1.0
},
{
"p": 0.275134414434433,
"m": 1.0
},
{
"p": 0.2920866906642914,
"m": 1.0
},
{
"p": 0.15484574437141418,
"m": 1.0
},
{
"p": 0.2592371106147766,
"m": 1.0
},
{
"p": 0.23556146025657654,
"m": 1.0
},
{
"p": 0.25924786925315857,
"m": 1.0
},
{
"p": 0.28949040174484253,
"m": 1.0
},
{
"p": 0.20640742778778076,
"m": 1.0
},
{
"p": 0.13650526106357574,
"m": 1.0
},
{
"p": 0.17490144073963165,
"m": 1.0
},
{
"p": 0.05356008931994438,
"m": 1.0
},
{
"p": 0.20020624995231628,
"m": 1.0
},
{
"p": 0.10047260671854019,
"m": 1.0
},
{
"p": 0.21515434980392456,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.3184216618537903,
"val_loss": 1.3138983249664307,
"acc": 68.09,
"time": 38.45521509199989,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3068813681602478,
"m": 1.0
},
{
"p": 0.27608436346054077,
"m": 1.0
},
{
"p": 0.258758544921875,
"m": 1.0
},
{
"p": 0.2769152522087097,
"m": 1.0
},
{
"p": 0.2918339669704437,
"m": 1.0
},
{
"p": 0.20097698271274567,
"m": 1.0
},
{
"p": 0.2623335123062134,
"m": 1.0
},
{
"p": 0.23458577692508698,
"m": 1.0
},
{
"p": 0.2563500702381134,
"m": 1.0
},
{
"p": 0.3067687451839447,
"m": 1.0
},
{
"p": 0.20273414254188538,
"m": 1.0
},
{
"p": 0.12939999997615814,
"m": 1.0
},
{
"p": 0.1786700189113617,
"m": 1.0
},
{
"p": 0.0951840952038765,
"m": 1.0
},
{
"p": 0.19287006556987762,
"m": 1.0
},
{
"p": 0.0946057066321373,
"m": 1.0
},
{
"p": 0.21517597138881683,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.28190889954566956,
"val_loss": 0.999642014503479,
"acc": 67.57,
"time": 38.33850666599983,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.31166738271713257,
"m": 1.0
},
{
"p": 0.26744702458381653,
"m": 1.0
},
{
"p": 0.2659767270088196,
"m": 1.0
},
{
"p": 0.277433305978775,
"m": 1.0
},
{
"p": 0.2986753582954407,
"m": 1.0
},
{
"p": 0.21266575157642365,
"m": 1.0
},
{
"p": 0.2621884047985077,
"m": 1.0
},
{
"p": 0.22060340642929077,
"m": 1.0
},
{
"p": 0.2554488182067871,
"m": 1.0
},
{
"p": 0.305879682302475,
"m": 1.0
},
{
"p": 0.19426672160625458,
"m": 1.0
},
{
"p": 0.14931057393550873,
"m": 1.0
},
{
"p": 0.18603521585464478,
"m": 1.0
},
{
"p": 0.1243632510304451,
"m": 1.0
},
{
"p": 0.1900060921907425,
"m": 1.0
},
{
"p": 0.09125593304634094,
"m": 1.0
},
{
"p": 0.19770993292331696,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink