BU_Stoch_pool/res/benchmark_NoCeil/log/MyLeNetMatStochNoceil-50epochs__k4_3.json
2020-06-24 01:57:32 -07:00

352 lines
No EOL
6.6 KiB
JSON

[
{
"epoch": 0,
"train_loss": 1.9902992446709167,
"train_acc": 25.194,
"test_loss": 1.8417579388316674,
"test_acc": 31.17
},
{
"epoch": 1,
"train_loss": 1.7592960468033696,
"train_acc": 34.424,
"test_loss": 1.85208261013031,
"test_acc": 29.09
},
{
"epoch": 2,
"train_loss": 1.6256217730929479,
"train_acc": 40.086,
"test_loss": 1.8742294734037375,
"test_acc": 28.09
},
{
"epoch": 3,
"train_loss": 1.5208714291872576,
"train_acc": 44.518,
"test_loss": 1.8225051904026466,
"test_acc": 34.29
},
{
"epoch": 4,
"train_loss": 1.4596826457001668,
"train_acc": 47.168,
"test_loss": 1.7680850828750223,
"test_acc": 33.19
},
{
"epoch": 5,
"train_loss": 1.4156779547786469,
"train_acc": 48.852,
"test_loss": 1.683309204970734,
"test_acc": 40.39
},
{
"epoch": 6,
"train_loss": 1.3519195638349295,
"train_acc": 51.394,
"test_loss": 1.7040513271017919,
"test_acc": 35.48
},
{
"epoch": 7,
"train_loss": 1.324630773128451,
"train_acc": 52.43,
"test_loss": 1.8614902888672262,
"test_acc": 33.53
},
{
"epoch": 8,
"train_loss": 1.2693157568002296,
"train_acc": 54.792,
"test_loss": 1.7048343163502366,
"test_acc": 38.33
},
{
"epoch": 9,
"train_loss": 1.2445722191839876,
"train_acc": 55.42,
"test_loss": 1.68061771272104,
"test_acc": 37.25
},
{
"epoch": 10,
"train_loss": 1.2323983704952328,
"train_acc": 56.044,
"test_loss": 1.7584521936464914,
"test_acc": 34.76
},
{
"epoch": 11,
"train_loss": 1.185939293230891,
"train_acc": 57.956,
"test_loss": 1.7350403583502467,
"test_acc": 37.93
},
{
"epoch": 12,
"train_loss": 1.1619509629276403,
"train_acc": 58.38,
"test_loss": 1.7025642198852347,
"test_acc": 39.05
},
{
"epoch": 13,
"train_loss": 1.132475025513593,
"train_acc": 59.572,
"test_loss": 1.71542666833612,
"test_acc": 36.64
},
{
"epoch": 14,
"train_loss": 1.1313485230326348,
"train_acc": 59.986,
"test_loss": 1.7847259135185918,
"test_acc": 37.65
},
{
"epoch": 15,
"train_loss": 1.098822284232625,
"train_acc": 60.872,
"test_loss": 1.8118374423135686,
"test_acc": 38.62
},
{
"epoch": 16,
"train_loss": 1.0854503588603281,
"train_acc": 61.52,
"test_loss": 1.617601777933821,
"test_acc": 43.07
},
{
"epoch": 17,
"train_loss": 1.0724417294382744,
"train_acc": 62.176,
"test_loss": 1.6954922404470323,
"test_acc": 38.1
},
{
"epoch": 18,
"train_loss": 1.0494988745130847,
"train_acc": 62.766,
"test_loss": 1.7321208685259275,
"test_acc": 38.23
},
{
"epoch": 19,
"train_loss": 1.0450527260980338,
"train_acc": 63.144,
"test_loss": 1.65579663650899,
"test_acc": 40.87
},
{
"epoch": 20,
"train_loss": 1.024269401417364,
"train_acc": 63.728,
"test_loss": 1.739508781252028,
"test_acc": 40.78
},
{
"epoch": 21,
"train_loss": 1.005350049042031,
"train_acc": 64.234,
"test_loss": 1.6812302326854272,
"test_acc": 39.93
},
{
"epoch": 22,
"train_loss": 0.9814944567582796,
"train_acc": 65.202,
"test_loss": 1.711275114288813,
"test_acc": 42.31
},
{
"epoch": 23,
"train_loss": 0.9613767792196835,
"train_acc": 66.038,
"test_loss": 1.6343629224390923,
"test_acc": 40.87
},
{
"epoch": 24,
"train_loss": 0.9515023917493308,
"train_acc": 66.306,
"test_loss": 1.6290503649771968,
"test_acc": 40.24
},
{
"epoch": 25,
"train_loss": 0.9465266917367725,
"train_acc": 66.554,
"test_loss": 1.6766952638384662,
"test_acc": 39.24
},
{
"epoch": 26,
"train_loss": 0.9394183931753154,
"train_acc": 66.538,
"test_loss": 1.645316887505447,
"test_acc": 42.75
},
{
"epoch": 27,
"train_loss": 0.9058694755634689,
"train_acc": 67.926,
"test_loss": 1.6011117379876632,
"test_acc": 42.07
},
{
"epoch": 28,
"train_loss": 0.9124770370285834,
"train_acc": 67.658,
"test_loss": 1.5747603479819963,
"test_acc": 42.52
},
{
"epoch": 29,
"train_loss": 0.8809461210999647,
"train_acc": 68.902,
"test_loss": 1.717348592190803,
"test_acc": 40.58
},
{
"epoch": 30,
"train_loss": 0.8770089353746771,
"train_acc": 69.168,
"test_loss": 1.4764632122426093,
"test_acc": 47.7
},
{
"epoch": 31,
"train_loss": 0.8523872849886375,
"train_acc": 70.098,
"test_loss": 1.5897448062896729,
"test_acc": 42.51
},
{
"epoch": 32,
"train_loss": 0.8411487228120379,
"train_acc": 70.318,
"test_loss": 1.7414599385442613,
"test_acc": 38.19
},
{
"epoch": 33,
"train_loss": 0.8318458611855422,
"train_acc": 70.836,
"test_loss": 1.4848257680482502,
"test_acc": 46.43
},
{
"epoch": 34,
"train_loss": 0.8147254254659424,
"train_acc": 71.388,
"test_loss": 1.5793472618996343,
"test_acc": 44.24
},
{
"epoch": 35,
"train_loss": 0.8033700507620106,
"train_acc": 71.814,
"test_loss": 1.6228281606601764,
"test_acc": 41.68
},
{
"epoch": 36,
"train_loss": 0.7972769523063279,
"train_acc": 71.928,
"test_loss": 1.565310918832127,
"test_acc": 44.6
},
{
"epoch": 37,
"train_loss": 0.7783383978602222,
"train_acc": 72.606,
"test_loss": 1.455158630503884,
"test_acc": 47.65
},
{
"epoch": 38,
"train_loss": 0.7606375947632753,
"train_acc": 73.33,
"test_loss": 1.5956801628764672,
"test_acc": 44.81
},
{
"epoch": 39,
"train_loss": 0.7585770878035699,
"train_acc": 73.294,
"test_loss": 1.5949328594569918,
"test_acc": 45.53
},
{
"epoch": 40,
"train_loss": 0.7628654516718881,
"train_acc": 73.302,
"test_loss": 1.5493717812284638,
"test_acc": 45.42
},
{
"epoch": 41,
"train_loss": 0.7513484985322294,
"train_acc": 73.78,
"test_loss": 1.5184680479991286,
"test_acc": 45.92
},
{
"epoch": 42,
"train_loss": 0.7458545979483963,
"train_acc": 73.776,
"test_loss": 1.6015841070609758,
"test_acc": 44.59
},
{
"epoch": 43,
"train_loss": 0.7277071280857487,
"train_acc": 74.422,
"test_loss": 1.5199128027203717,
"test_acc": 47.63
},
{
"epoch": 44,
"train_loss": 0.7285163338531924,
"train_acc": 74.652,
"test_loss": 1.5872486437423319,
"test_acc": 45.43
},
{
"epoch": 45,
"train_loss": 0.7192808689973543,
"train_acc": 74.594,
"test_loss": 1.5245718608928631,
"test_acc": 46.82
},
{
"epoch": 46,
"train_loss": 0.7095677653694397,
"train_acc": 75.18,
"test_loss": 1.5463883092131796,
"test_acc": 46.25
},
{
"epoch": 47,
"train_loss": 0.7202651239264651,
"train_acc": 74.76,
"test_loss": 1.5818767894672443,
"test_acc": 45.48
},
{
"epoch": 48,
"train_loss": 0.7185789976278534,
"train_acc": 74.738,
"test_loss": 1.5500143389158612,
"test_acc": 46.16
},
{
"epoch": 49,
"train_loss": 0.7079436384198611,
"train_acc": 75.18,
"test_loss": 1.535045607180535,
"test_acc": 46.67
}
]