BU_Stoch_pool/res/benchmark_NoCeil/log/MyLeNetMatStochNoceil-50epochs__k3_1.json
2020-06-24 01:57:32 -07:00

352 lines
No EOL
6.6 KiB
JSON

[
{
"epoch": 0,
"train_loss": 1.9841213351320428,
"train_acc": 25.434,
"test_loss": 1.8614026655124714,
"test_acc": 30.27
},
{
"epoch": 1,
"train_loss": 1.7447380498242195,
"train_acc": 35.048,
"test_loss": 1.826533067075512,
"test_acc": 30.99
},
{
"epoch": 2,
"train_loss": 1.6466997901496985,
"train_acc": 39.394,
"test_loss": 1.7737577610378024,
"test_acc": 32.66
},
{
"epoch": 3,
"train_loss": 1.5586534519024822,
"train_acc": 43.046,
"test_loss": 1.6934679354293436,
"test_acc": 38.09
},
{
"epoch": 4,
"train_loss": 1.469162729390137,
"train_acc": 46.694,
"test_loss": 1.6584172128122063,
"test_acc": 38.44
},
{
"epoch": 5,
"train_loss": 1.4145496989150181,
"train_acc": 48.908,
"test_loss": 1.8288010826593712,
"test_acc": 32.66
},
{
"epoch": 6,
"train_loss": 1.3628063218672868,
"train_acc": 50.764,
"test_loss": 1.7874292120148865,
"test_acc": 35.93
},
{
"epoch": 7,
"train_loss": 1.316293968416541,
"train_acc": 52.624,
"test_loss": 1.7283587832994098,
"test_acc": 35.0
},
{
"epoch": 8,
"train_loss": 1.2865276850397935,
"train_acc": 54.112,
"test_loss": 1.7314083696920661,
"test_acc": 36.31
},
{
"epoch": 9,
"train_loss": 1.25734699717568,
"train_acc": 55.138,
"test_loss": 1.6378894636902628,
"test_acc": 38.08
},
{
"epoch": 10,
"train_loss": 1.2264366398382065,
"train_acc": 56.054,
"test_loss": 1.6706149623363833,
"test_acc": 37.94
},
{
"epoch": 11,
"train_loss": 1.2122289617653088,
"train_acc": 57.158,
"test_loss": 1.6632921710799011,
"test_acc": 41.69
},
{
"epoch": 12,
"train_loss": 1.1781754585178308,
"train_acc": 58.088,
"test_loss": 1.811618820021424,
"test_acc": 35.42
},
{
"epoch": 13,
"train_loss": 1.1713376208339505,
"train_acc": 58.452,
"test_loss": 1.7440253149105023,
"test_acc": 36.42
},
{
"epoch": 14,
"train_loss": 1.129581292876807,
"train_acc": 59.678,
"test_loss": 1.7314338774620732,
"test_acc": 34.98
},
{
"epoch": 15,
"train_loss": 1.1140727367242584,
"train_acc": 60.278,
"test_loss": 1.6993438910834398,
"test_acc": 38.37
},
{
"epoch": 16,
"train_loss": 1.098046892439313,
"train_acc": 60.982,
"test_loss": 1.67858788031566,
"test_acc": 38.53
},
{
"epoch": 17,
"train_loss": 1.082300954462622,
"train_acc": 61.624,
"test_loss": 1.6273082947429223,
"test_acc": 39.04
},
{
"epoch": 18,
"train_loss": 1.052339641182014,
"train_acc": 62.428,
"test_loss": 1.7253713140004798,
"test_acc": 37.26
},
{
"epoch": 19,
"train_loss": 1.0476015734550592,
"train_acc": 62.536,
"test_loss": 1.652938818629784,
"test_acc": 37.69
},
{
"epoch": 20,
"train_loss": 1.0225845721676527,
"train_acc": 63.736,
"test_loss": 1.6785754176634777,
"test_acc": 37.67
},
{
"epoch": 21,
"train_loss": 1.01111631548923,
"train_acc": 64.214,
"test_loss": 1.677005570146102,
"test_acc": 40.3
},
{
"epoch": 22,
"train_loss": 1.0128966676609596,
"train_acc": 64.222,
"test_loss": 1.6312138913552972,
"test_acc": 41.74
},
{
"epoch": 23,
"train_loss": 0.9860865386855572,
"train_acc": 65.078,
"test_loss": 1.8013324073598356,
"test_acc": 38.1
},
{
"epoch": 24,
"train_loss": 0.9660637389363536,
"train_acc": 65.766,
"test_loss": 1.6918271387679666,
"test_acc": 40.06
},
{
"epoch": 25,
"train_loss": 0.9592570212795911,
"train_acc": 66.024,
"test_loss": 1.7437225414227835,
"test_acc": 38.42
},
{
"epoch": 26,
"train_loss": 0.9515339599545959,
"train_acc": 66.386,
"test_loss": 1.567531852782527,
"test_acc": 41.85
},
{
"epoch": 27,
"train_loss": 0.9262494899122916,
"train_acc": 67.08,
"test_loss": 1.6718825916700726,
"test_acc": 39.69
},
{
"epoch": 28,
"train_loss": 0.9116433258251766,
"train_acc": 67.666,
"test_loss": 1.788320849213419,
"test_acc": 38.97
},
{
"epoch": 29,
"train_loss": 0.8998227994460279,
"train_acc": 68.242,
"test_loss": 1.6646669484391998,
"test_acc": 42.77
},
{
"epoch": 30,
"train_loss": 0.8785386469662951,
"train_acc": 69.114,
"test_loss": 1.638271659235411,
"test_acc": 41.55
},
{
"epoch": 31,
"train_loss": 0.867202963441839,
"train_acc": 69.302,
"test_loss": 1.6730264229110525,
"test_acc": 43.06
},
{
"epoch": 32,
"train_loss": 0.8506205879208987,
"train_acc": 70.104,
"test_loss": 1.5258883916879002,
"test_acc": 45.74
},
{
"epoch": 33,
"train_loss": 0.843153243936846,
"train_acc": 70.294,
"test_loss": 1.6125895358339142,
"test_acc": 42.96
},
{
"epoch": 34,
"train_loss": 0.8239591565278485,
"train_acc": 71.134,
"test_loss": 1.6374050242991387,
"test_acc": 43.32
},
{
"epoch": 35,
"train_loss": 0.8158291683477514,
"train_acc": 71.408,
"test_loss": 1.5238489606712438,
"test_acc": 46.73
},
{
"epoch": 36,
"train_loss": 0.8057818882300726,
"train_acc": 71.54,
"test_loss": 1.5808540205412274,
"test_acc": 44.53
},
{
"epoch": 37,
"train_loss": 0.7931301947444906,
"train_acc": 72.066,
"test_loss": 1.614861928963963,
"test_acc": 43.78
},
{
"epoch": 38,
"train_loss": 0.7802540458681638,
"train_acc": 72.404,
"test_loss": 1.6492218473289586,
"test_acc": 43.37
},
{
"epoch": 39,
"train_loss": 0.7683140955617666,
"train_acc": 73.104,
"test_loss": 1.5860947098913072,
"test_acc": 45.86
},
{
"epoch": 40,
"train_loss": 0.7627751075703165,
"train_acc": 73.178,
"test_loss": 1.6536188865009742,
"test_acc": 43.02
},
{
"epoch": 41,
"train_loss": 0.7510967989406927,
"train_acc": 73.69,
"test_loss": 1.5408839077889165,
"test_acc": 45.33
},
{
"epoch": 42,
"train_loss": 0.7467294581558394,
"train_acc": 73.738,
"test_loss": 1.5192167366607279,
"test_acc": 47.19
},
{
"epoch": 43,
"train_loss": 0.733643986303788,
"train_acc": 73.878,
"test_loss": 1.6216272855106788,
"test_acc": 44.56
},
{
"epoch": 44,
"train_loss": 0.7253111363829249,
"train_acc": 74.484,
"test_loss": 1.5605021021034144,
"test_acc": 46.08
},
{
"epoch": 45,
"train_loss": 0.737636434452613,
"train_acc": 74.142,
"test_loss": 1.5790803583362434,
"test_acc": 45.88
},
{
"epoch": 46,
"train_loss": 0.7280149315019397,
"train_acc": 74.546,
"test_loss": 1.5625055047530163,
"test_acc": 46.68
},
{
"epoch": 47,
"train_loss": 0.7134342530499334,
"train_acc": 74.842,
"test_loss": 1.5568400893030288,
"test_acc": 46.53
},
{
"epoch": 48,
"train_loss": 0.7042107886213171,
"train_acc": 75.244,
"test_loss": 1.5610990720459177,
"test_acc": 46.37
},
{
"epoch": 49,
"train_loss": 0.7088538954782364,
"train_acc": 75.206,
"test_loss": 1.5531499476372441,
"test_acc": 46.63
}
]