BU_Stoch_pool/res/benchmark_NoCeil/log/MyLeNetMatStochBUNoceil-50epochs__k1_2.json
2020-06-24 01:57:32 -07:00

352 lines
No EOL
6.6 KiB
JSON

[
{
"epoch": 0,
"train_loss": 2.058818556158744,
"train_acc": 21.82,
"test_loss": 1.883965110477013,
"test_acc": 26.99
},
{
"epoch": 1,
"train_loss": 1.8836454430504528,
"train_acc": 29.06,
"test_loss": 1.83689089666439,
"test_acc": 26.92
},
{
"epoch": 2,
"train_loss": 1.806462640042805,
"train_acc": 32.424,
"test_loss": 1.74453881118871,
"test_acc": 35.02
},
{
"epoch": 3,
"train_loss": 1.7640210481555871,
"train_acc": 34.34,
"test_loss": 1.7500110291227509,
"test_acc": 34.89
},
{
"epoch": 4,
"train_loss": 1.6966953707473051,
"train_acc": 37.26,
"test_loss": 1.7083424088321155,
"test_acc": 35.69
},
{
"epoch": 5,
"train_loss": 1.6562437483721681,
"train_acc": 39.084,
"test_loss": 1.7054316635373272,
"test_acc": 38.52
},
{
"epoch": 6,
"train_loss": 1.5977930967765086,
"train_acc": 41.65,
"test_loss": 1.7069471274750143,
"test_acc": 39.0
},
{
"epoch": 7,
"train_loss": 1.599008632133074,
"train_acc": 41.27,
"test_loss": 1.847744310958476,
"test_acc": 32.37
},
{
"epoch": 8,
"train_loss": 1.5625621455404766,
"train_acc": 42.966,
"test_loss": 1.820920527735843,
"test_acc": 32.04
},
{
"epoch": 9,
"train_loss": 1.5421961643506803,
"train_acc": 43.71,
"test_loss": 1.7528262334533884,
"test_acc": 34.63
},
{
"epoch": 10,
"train_loss": 1.5112365718997653,
"train_acc": 45.1,
"test_loss": 1.827296940586235,
"test_acc": 35.87
},
{
"epoch": 11,
"train_loss": 1.4854215069500076,
"train_acc": 45.92,
"test_loss": 1.59267373779152,
"test_acc": 39.84
},
{
"epoch": 12,
"train_loss": 1.4639918270623287,
"train_acc": 47.13,
"test_loss": 1.6636246578602851,
"test_acc": 40.64
},
{
"epoch": 13,
"train_loss": 1.4431640720733292,
"train_acc": 48.098,
"test_loss": 1.7452203835113138,
"test_acc": 36.36
},
{
"epoch": 14,
"train_loss": 1.4108988333236225,
"train_acc": 48.938,
"test_loss": 1.6415879786769045,
"test_acc": 40.84
},
{
"epoch": 15,
"train_loss": 1.4138495830623694,
"train_acc": 48.872,
"test_loss": 1.6365248236475112,
"test_acc": 38.52
},
{
"epoch": 16,
"train_loss": 1.3941934864844203,
"train_acc": 49.694,
"test_loss": 1.6340498169766198,
"test_acc": 38.87
},
{
"epoch": 17,
"train_loss": 1.3886204018922108,
"train_acc": 49.818,
"test_loss": 1.73210640949539,
"test_acc": 38.4
},
{
"epoch": 18,
"train_loss": 1.3528200003802013,
"train_acc": 51.168,
"test_loss": 1.7037896083880075,
"test_acc": 35.88
},
{
"epoch": 19,
"train_loss": 1.3415071903287297,
"train_acc": 51.43,
"test_loss": 1.704372555394716,
"test_acc": 37.05
},
{
"epoch": 20,
"train_loss": 1.3317934292966447,
"train_acc": 52.056,
"test_loss": 1.6356660323806955,
"test_acc": 38.93
},
{
"epoch": 21,
"train_loss": 1.3160452242092708,
"train_acc": 52.664,
"test_loss": 1.5616915874843356,
"test_acc": 38.62
},
{
"epoch": 22,
"train_loss": 1.3041284738294303,
"train_acc": 53.054,
"test_loss": 1.6491913418226605,
"test_acc": 39.03
},
{
"epoch": 23,
"train_loss": 1.292489703201577,
"train_acc": 53.78,
"test_loss": 1.5787975199614899,
"test_acc": 39.4
},
{
"epoch": 24,
"train_loss": 1.2798191017811866,
"train_acc": 53.984,
"test_loss": 1.5583557131924206,
"test_acc": 41.46
},
{
"epoch": 25,
"train_loss": 1.2541748294440072,
"train_acc": 55.014,
"test_loss": 1.6582607121407231,
"test_acc": 39.44
},
{
"epoch": 26,
"train_loss": 1.2378748469340526,
"train_acc": 55.682,
"test_loss": 1.5005565761010857,
"test_acc": 45.74
},
{
"epoch": 27,
"train_loss": 1.2256221563919731,
"train_acc": 56.006,
"test_loss": 1.5813833429843565,
"test_acc": 42.5
},
{
"epoch": 28,
"train_loss": 1.2366329930017672,
"train_acc": 55.658,
"test_loss": 1.5711265923101692,
"test_acc": 40.61
},
{
"epoch": 29,
"train_loss": 1.1870123925416365,
"train_acc": 57.418,
"test_loss": 1.6488185864460618,
"test_acc": 40.7
},
{
"epoch": 30,
"train_loss": 1.1940291360820956,
"train_acc": 57.14,
"test_loss": 1.689176745052579,
"test_acc": 37.17
},
{
"epoch": 31,
"train_loss": 1.1960905118061758,
"train_acc": 57.226,
"test_loss": 1.5983958425401132,
"test_acc": 41.47
},
{
"epoch": 32,
"train_loss": 1.1661613237522448,
"train_acc": 58.304,
"test_loss": 1.550845607926574,
"test_acc": 43.65
},
{
"epoch": 33,
"train_loss": 1.149552196950254,
"train_acc": 58.83,
"test_loss": 1.6337664957287945,
"test_acc": 43.55
},
{
"epoch": 34,
"train_loss": 1.1267705049051349,
"train_acc": 59.622,
"test_loss": 1.5325597675540779,
"test_acc": 42.96
},
{
"epoch": 35,
"train_loss": 1.1314141271669236,
"train_acc": 59.744,
"test_loss": 1.6178123000301892,
"test_acc": 42.78
},
{
"epoch": 36,
"train_loss": 1.1126857431953217,
"train_acc": 60.226,
"test_loss": 1.6929929060272024,
"test_acc": 40.78
},
{
"epoch": 37,
"train_loss": 1.1014732774871085,
"train_acc": 60.722,
"test_loss": 1.5873749316493166,
"test_acc": 43.08
},
{
"epoch": 38,
"train_loss": 1.0973510361083634,
"train_acc": 60.946,
"test_loss": 1.6275508645214611,
"test_acc": 44.21
},
{
"epoch": 39,
"train_loss": 1.0914912056130217,
"train_acc": 60.894,
"test_loss": 1.497876693930807,
"test_acc": 46.04
},
{
"epoch": 40,
"train_loss": 1.0905473329831876,
"train_acc": 61.068,
"test_loss": 1.577730980100511,
"test_acc": 43.44
},
{
"epoch": 41,
"train_loss": 1.0722321831356838,
"train_acc": 61.676,
"test_loss": 1.5194917298570465,
"test_acc": 46.02
},
{
"epoch": 42,
"train_loss": 1.0713888249738748,
"train_acc": 62.042,
"test_loss": 1.641413783725304,
"test_acc": 43.29
},
{
"epoch": 43,
"train_loss": 1.0631241976757488,
"train_acc": 62.19,
"test_loss": 1.810190256637863,
"test_acc": 39.35
},
{
"epoch": 44,
"train_loss": 1.038858077410237,
"train_acc": 63.088,
"test_loss": 1.6667111719710916,
"test_acc": 42.53
},
{
"epoch": 45,
"train_loss": 1.0407287961686664,
"train_acc": 63.308,
"test_loss": 1.6289415178419668,
"test_acc": 43.17
},
{
"epoch": 46,
"train_loss": 1.0652441435762683,
"train_acc": 62.266,
"test_loss": 1.627485501615307,
"test_acc": 43.5
},
{
"epoch": 47,
"train_loss": 1.0398287940818025,
"train_acc": 62.86,
"test_loss": 1.5870873611184615,
"test_acc": 44.67
},
{
"epoch": 48,
"train_loss": 1.0313140699625625,
"train_acc": 63.412,
"test_loss": 1.592861174028131,
"test_acc": 44.22
},
{
"epoch": 49,
"train_loss": 1.0435575208700527,
"train_acc": 63.118,
"test_loss": 1.5988977906070179,
"test_acc": 44.25
}
]