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mlkd,res110,res32,2,9.txt
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mlkd,res110,res32,2,9.txt
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-------------------------
epoch: 1
lr: 0.03
train_acc: 8.22
train_loss: 51.98
test_acc: 13.11
test_acc_top5: 37.46
test_loss: 5.74
-------------------------
-------------------------
epoch: 2
lr: 0.03
train_acc: 24.13
train_loss: 38.46
test_acc: 28.33
test_acc_top5: 62.25
test_loss: 4.89
-------------------------
-------------------------
epoch: 3
lr: 0.03
train_acc: 37.18
train_loss: 31.19
test_acc: 35.08
test_acc_top5: 68.65
test_loss: 4.67
-------------------------
-------------------------
epoch: 4
lr: 0.03
train_acc: 45.40
train_loss: 27.19
test_acc: 44.53
test_acc_top5: 77.37
test_loss: 3.31
-------------------------
-------------------------
epoch: 5
lr: 0.03
train_acc: 50.57
train_loss: 24.69
test_acc: 52.14
test_acc_top5: 83.28
test_loss: 2.53
-------------------------
-------------------------
epoch: 6
lr: 0.03
train_acc: 53.92
train_loss: 23.01
test_acc: 52.45
test_acc_top5: 83.73
test_loss: 2.68
-------------------------
-------------------------
epoch: 7
lr: 0.03
train_acc: 56.52
train_loss: 21.85
test_acc: 52.81
test_acc_top5: 83.18
test_loss: 2.73
-------------------------
-------------------------
epoch: 8
lr: 0.03
train_acc: 58.83
train_loss: 20.92
test_acc: 55.72
test_acc_top5: 84.45
test_loss: 2.57
-------------------------
-------------------------
epoch: 9
lr: 0.03
train_acc: 60.22
train_loss: 20.14
test_acc: 55.81
test_acc_top5: 84.23
test_loss: 2.57
-------------------------
-------------------------
epoch: 10
lr: 0.03
train_acc: 61.89
train_loss: 19.49
test_acc: 56.55
test_acc_top5: 85.34
test_loss: 2.26
-------------------------
-------------------------
epoch: 11
lr: 0.03
train_acc: 62.48
train_loss: 19.11
test_acc: 56.62
test_acc_top5: 85.03
test_loss: 2.47
-------------------------
-------------------------
epoch: 12
lr: 0.03
train_acc: 63.31
train_loss: 18.76
test_acc: 59.19
test_acc_top5: 86.73
test_loss: 2.10
-------------------------
-------------------------
epoch: 13
lr: 0.03
train_acc: 64.23
train_loss: 18.36
test_acc: 60.86
test_acc_top5: 87.71
test_loss: 2.01
-------------------------
-------------------------
epoch: 14
lr: 0.03
train_acc: 65.11
train_loss: 17.93
test_acc: 59.32
test_acc_top5: 86.59
test_loss: 2.05
-------------------------
-------------------------
epoch: 15
lr: 0.03
train_acc: 65.29
train_loss: 17.82
test_acc: 57.59
test_acc_top5: 86.44
test_loss: 2.31
-------------------------
-------------------------
epoch: 16
lr: 0.03
train_acc: 66.03
train_loss: 17.55
test_acc: 60.72
test_acc_top5: 87.74
test_loss: 2.02
-------------------------
-------------------------
epoch: 17
lr: 0.03
train_acc: 66.12
train_loss: 17.48
test_acc: 61.61
test_acc_top5: 87.80
test_loss: 1.92
-------------------------
-------------------------
epoch: 18
lr: 0.03
train_acc: 66.63
train_loss: 17.28
test_acc: 58.92
test_acc_top5: 86.02
test_loss: 2.18
-------------------------
-------------------------
epoch: 19
lr: 0.03
train_acc: 67.03
train_loss: 17.07
test_acc: 58.58
test_acc_top5: 85.77
test_loss: 2.18
-------------------------
-------------------------
epoch: 20
lr: 0.03
train_acc: 67.21
train_loss: 17.07
test_acc: 62.31
test_acc_top5: 88.43
test_loss: 1.80
-------------------------
-------------------------
epoch: 21
lr: 0.03
train_acc: 67.77
train_loss: 16.78
test_acc: 60.49
test_acc_top5: 87.06
test_loss: 2.11
-------------------------
-------------------------
epoch: 22
lr: 0.03
train_acc: 68.17
train_loss: 16.66
test_acc: 61.45
test_acc_top5: 87.78
test_loss: 1.82
-------------------------
-------------------------
epoch: 23
lr: 0.03
train_acc: 68.09
train_loss: 16.60
test_acc: 62.66
test_acc_top5: 88.58
test_loss: 1.79
-------------------------
-------------------------
epoch: 24
lr: 0.03
train_acc: 68.20
train_loss: 16.46
test_acc: 61.98
test_acc_top5: 88.21
test_loss: 1.87
-------------------------
-------------------------
epoch: 25
lr: 0.03
train_acc: 68.71
train_loss: 16.45
test_acc: 62.78
test_acc_top5: 88.63
test_loss: 1.88
-------------------------
-------------------------
epoch: 26
lr: 0.03
train_acc: 68.85
train_loss: 16.30
test_acc: 61.91
test_acc_top5: 88.29
test_loss: 1.79
-------------------------
-------------------------
epoch: 27
lr: 0.03
train_acc: 69.12
train_loss: 16.18
test_acc: 63.38
test_acc_top5: 88.95
test_loss: 1.79
-------------------------
-------------------------
epoch: 28
lr: 0.03
train_acc: 69.09
train_loss: 16.20
test_acc: 61.59
test_acc_top5: 87.63
test_loss: 1.90
-------------------------
-------------------------
epoch: 29
lr: 0.03
train_acc: 69.14
train_loss: 16.14
test_acc: 62.15
test_acc_top5: 87.80
test_loss: 1.80
-------------------------
-------------------------
epoch: 30
lr: 0.03
train_acc: 69.44
train_loss: 16.07
test_acc: 63.01
test_acc_top5: 88.75
test_loss: 1.73
-------------------------
-------------------------
epoch: 31
lr: 0.03
train_acc: 69.60
train_loss: 15.90
test_acc: 64.51
test_acc_top5: 89.44
test_loss: 1.66
-------------------------
-------------------------
epoch: 32
lr: 0.03
train_acc: 69.78
train_loss: 15.88
test_acc: 63.62
test_acc_top5: 88.95
test_loss: 1.73
-------------------------
-------------------------
epoch: 33
lr: 0.03
train_acc: 69.76
train_loss: 15.78
test_acc: 64.11
test_acc_top5: 89.12
test_loss: 1.69
-------------------------
-------------------------
epoch: 34
lr: 0.03
train_acc: 70.06
train_loss: 15.80
test_acc: 62.71
test_acc_top5: 88.30
test_loss: 1.80
-------------------------
-------------------------
epoch: 35
lr: 0.03
train_acc: 69.98
train_loss: 15.80
test_acc: 63.62
test_acc_top5: 88.69
test_loss: 1.79
-------------------------
-------------------------
epoch: 36
lr: 0.03
train_acc: 70.17
train_loss: 15.66
test_acc: 62.60
test_acc_top5: 88.68
test_loss: 1.82
-------------------------
-------------------------
epoch: 37
lr: 0.03
train_acc: 70.12
train_loss: 15.67
test_acc: 63.34
test_acc_top5: 88.67
test_loss: 1.84
-------------------------
-------------------------
epoch: 38
lr: 0.03
train_acc: 70.26
train_loss: 15.60
test_acc: 62.92
test_acc_top5: 88.18
test_loss: 1.77
-------------------------
-------------------------
epoch: 39
lr: 0.03
train_acc: 70.37
train_loss: 15.60
test_acc: 63.25
test_acc_top5: 88.58
test_loss: 1.83
-------------------------
-------------------------
epoch: 40
lr: 0.03
train_acc: 70.49
train_loss: 15.50
test_acc: 64.45
test_acc_top5: 89.59
test_loss: 1.65
-------------------------
-------------------------
epoch: 41
lr: 0.03
train_acc: 70.41
train_loss: 15.57
test_acc: 63.49
test_acc_top5: 88.77
test_loss: 1.77
-------------------------
-------------------------
epoch: 42
lr: 0.03
train_acc: 70.90
train_loss: 15.46
test_acc: 63.52
test_acc_top5: 88.89
test_loss: 1.79
-------------------------
-------------------------
epoch: 43
lr: 0.03
train_acc: 70.61
train_loss: 15.46
test_acc: 62.78
test_acc_top5: 87.99
test_loss: 1.78
-------------------------
-------------------------
epoch: 44
lr: 0.03
train_acc: 70.91
train_loss: 15.41
test_acc: 64.14
test_acc_top5: 89.16
test_loss: 1.79
-------------------------
-------------------------
epoch: 45
lr: 0.03
train_acc: 71.02
train_loss: 15.30
test_acc: 63.88
test_acc_top5: 89.58
test_loss: 1.73
-------------------------
-------------------------
epoch: 46
lr: 0.03
train_acc: 71.24
train_loss: 15.28
test_acc: 63.90
test_acc_top5: 89.05
test_loss: 1.68
-------------------------
-------------------------
epoch: 47
lr: 0.03
train_acc: 70.99
train_loss: 15.30
test_acc: 63.01
test_acc_top5: 88.63
test_loss: 1.76
-------------------------
-------------------------
epoch: 48
lr: 0.03
train_acc: 71.26
train_loss: 15.29
test_acc: 62.13
test_acc_top5: 87.70
test_loss: 1.82
-------------------------
-------------------------
epoch: 49
lr: 0.03
train_acc: 71.06
train_loss: 15.30
test_acc: 64.72
test_acc_top5: 89.44
test_loss: 1.64
-------------------------
-------------------------
epoch: 50
lr: 0.03
train_acc: 71.16
train_loss: 15.26
test_acc: 62.82
test_acc_top5: 88.05
test_loss: 1.83
-------------------------
-------------------------
epoch: 51
lr: 0.03
train_acc: 71.40
train_loss: 15.18
test_acc: 63.68
test_acc_top5: 88.63
test_loss: 1.80
-------------------------
-------------------------
epoch: 52
lr: 0.03
train_acc: 71.05
train_loss: 15.31
test_acc: 63.29
test_acc_top5: 88.79
test_loss: 1.81
-------------------------
-------------------------
epoch: 53
lr: 0.03
train_acc: 71.27
train_loss: 15.19
test_acc: 62.90
test_acc_top5: 88.00
test_loss: 1.94
-------------------------
-------------------------
epoch: 54
lr: 0.03
train_acc: 71.58
train_loss: 15.09
test_acc: 65.53
test_acc_top5: 90.03
test_loss: 1.52
-------------------------
-------------------------
epoch: 55
lr: 0.03
train_acc: 71.54
train_loss: 15.11
test_acc: 64.20
test_acc_top5: 89.78
test_loss: 1.62
-------------------------
-------------------------
epoch: 56
lr: 0.03
train_acc: 71.44
train_loss: 15.13
test_acc: 63.28
test_acc_top5: 87.81
test_loss: 1.71
-------------------------
-------------------------
epoch: 57
lr: 0.03
train_acc: 71.58
train_loss: 15.17
test_acc: 62.06
test_acc_top5: 88.03
test_loss: 1.90
-------------------------
-------------------------
epoch: 58
lr: 0.03
train_acc: 71.50
train_loss: 15.18
test_acc: 62.43
test_acc_top5: 88.24
test_loss: 1.79
-------------------------
-------------------------
epoch: 59
lr: 0.03
train_acc: 71.64
train_loss: 15.10
test_acc: 64.68
test_acc_top5: 89.40
test_loss: 1.70
-------------------------
-------------------------
epoch: 60
lr: 0.03
train_acc: 71.69
train_loss: 15.07
test_acc: 63.20
test_acc_top5: 88.23
test_loss: 1.80
-------------------------
-------------------------
epoch: 61
lr: 0.03
train_acc: 71.69
train_loss: 15.10
test_acc: 63.75
test_acc_top5: 88.60
test_loss: 1.80
-------------------------
-------------------------
epoch: 62
lr: 0.03
train_acc: 71.67
train_loss: 15.00
test_acc: 64.88
test_acc_top5: 89.53
test_loss: 1.65
-------------------------
-------------------------
epoch: 63
lr: 0.03
train_acc: 71.76
train_loss: 15.03
test_acc: 65.41
test_acc_top5: 89.75
test_loss: 1.63
-------------------------
-------------------------
epoch: 64
lr: 0.03
train_acc: 71.75
train_loss: 14.93
test_acc: 64.18
test_acc_top5: 88.55
test_loss: 1.71
-------------------------
-------------------------
epoch: 65
lr: 0.03
train_acc: 71.80
train_loss: 14.93
test_acc: 63.68
test_acc_top5: 88.87
test_loss: 1.78
-------------------------
-------------------------
epoch: 66
lr: 0.03
train_acc: 71.85
train_loss: 14.95
test_acc: 62.62
test_acc_top5: 87.79
test_loss: 1.88
-------------------------
-------------------------
epoch: 67
lr: 0.03
train_acc: 71.81
train_loss: 15.03
test_acc: 64.36
test_acc_top5: 89.42
test_loss: 1.66
-------------------------
-------------------------
epoch: 68
lr: 0.03
train_acc: 71.95
train_loss: 14.88
test_acc: 62.63
test_acc_top5: 87.66
test_loss: 1.94
-------------------------
-------------------------
epoch: 69
lr: 0.03
train_acc: 71.87
train_loss: 14.87
test_acc: 63.66
test_acc_top5: 88.23
test_loss: 1.65
-------------------------
-------------------------
epoch: 70
lr: 0.03
train_acc: 71.77
train_loss: 14.90
test_acc: 65.90
test_acc_top5: 89.72
test_loss: 1.55
-------------------------
-------------------------
epoch: 71
lr: 0.03
train_acc: 71.94
train_loss: 14.88
test_acc: 61.69
test_acc_top5: 87.33
test_loss: 1.90
-------------------------
-------------------------
epoch: 72
lr: 0.03
train_acc: 71.97
train_loss: 14.87
test_acc: 65.00
test_acc_top5: 89.92
test_loss: 1.62
-------------------------
-------------------------
epoch: 73
lr: 0.03
train_acc: 72.34
train_loss: 14.64
test_acc: 64.82
test_acc_top5: 89.15
test_loss: 1.70
-------------------------
-------------------------
epoch: 74
lr: 0.03
train_acc: 72.50
train_loss: 14.69
test_acc: 64.56
test_acc_top5: 88.96
test_loss: 1.68
-------------------------
-------------------------
epoch: 75
lr: 0.03
train_acc: 72.09
train_loss: 14.84
test_acc: 64.86
test_acc_top5: 89.23
test_loss: 1.62
-------------------------
-------------------------
epoch: 76
lr: 0.03
train_acc: 72.52
train_loss: 14.64
test_acc: 64.76
test_acc_top5: 89.18
test_loss: 1.69
-------------------------
-------------------------
epoch: 77
lr: 0.03
train_acc: 72.35
train_loss: 14.66
test_acc: 63.48
test_acc_top5: 89.05
test_loss: 1.77
-------------------------
-------------------------
epoch: 78
lr: 0.03
train_acc: 72.25
train_loss: 14.75
test_acc: 66.72
test_acc_top5: 90.60
test_loss: 1.54
-------------------------
-------------------------
epoch: 79
lr: 0.03
train_acc: 72.02
train_loss: 14.79
test_acc: 64.09
test_acc_top5: 89.25
test_loss: 1.68
-------------------------
-------------------------
epoch: 80
lr: 0.03
train_acc: 71.87
train_loss: 14.82
test_acc: 65.04
test_acc_top5: 89.14
test_loss: 1.63
-------------------------
-------------------------
epoch: 81
lr: 0.03
train_acc: 72.21
train_loss: 14.74
test_acc: 64.17
test_acc_top5: 88.87
test_loss: 1.69
-------------------------
-------------------------
epoch: 82
lr: 0.03
train_acc: 72.30
train_loss: 14.76
test_acc: 65.14
test_acc_top5: 89.79
test_loss: 1.55
-------------------------
-------------------------
epoch: 83
lr: 0.03
train_acc: 72.28
train_loss: 14.70
test_acc: 64.81
test_acc_top5: 89.18
test_loss: 1.60
-------------------------
-------------------------
epoch: 84
lr: 0.03
train_acc: 72.36
train_loss: 14.69
test_acc: 65.08
test_acc_top5: 89.30
test_loss: 1.69
-------------------------
-------------------------
epoch: 85
lr: 0.03
train_acc: 72.45
train_loss: 14.65
test_acc: 64.55
test_acc_top5: 89.29
test_loss: 1.57
-------------------------
-------------------------
epoch: 86
lr: 0.03
train_acc: 72.56
train_loss: 14.68
test_acc: 64.96
test_acc_top5: 89.37
test_loss: 1.66
-------------------------
-------------------------
epoch: 87
lr: 0.03
train_acc: 72.39
train_loss: 14.64
test_acc: 63.92
test_acc_top5: 88.87
test_loss: 1.71
-------------------------
-------------------------
epoch: 88
lr: 0.03
train_acc: 72.34
train_loss: 14.67
test_acc: 63.11
test_acc_top5: 88.06
test_loss: 1.83
-------------------------
-------------------------
epoch: 89
lr: 0.03
train_acc: 72.53
train_loss: 14.67
test_acc: 65.58
test_acc_top5: 90.08
test_loss: 1.61
-------------------------
-------------------------
epoch: 90
lr: 0.03
train_acc: 72.70
train_loss: 14.57
test_acc: 63.99
test_acc_top5: 87.95
test_loss: 1.70
-------------------------
-------------------------
epoch: 91
lr: 0.03
train_acc: 72.52
train_loss: 14.60
test_acc: 65.26
test_acc_top5: 89.76
test_loss: 1.63
-------------------------
-------------------------
epoch: 92
lr: 0.03
train_acc: 72.65
train_loss: 14.55
test_acc: 64.63
test_acc_top5: 89.38
test_loss: 1.66
-------------------------
-------------------------
epoch: 93
lr: 0.03
train_acc: 72.71
train_loss: 14.62
test_acc: 65.48
test_acc_top5: 89.52
test_loss: 1.54
-------------------------
-------------------------
epoch: 94
lr: 0.03
train_acc: 72.69
train_loss: 14.52
test_acc: 65.17
test_acc_top5: 89.76
test_loss: 1.62
-------------------------
-------------------------
epoch: 95
lr: 0.03
train_acc: 72.43
train_loss: 14.57
test_acc: 64.39
test_acc_top5: 88.95
test_loss: 1.77
-------------------------
-------------------------
epoch: 96
lr: 0.03
train_acc: 72.56
train_loss: 14.61
test_acc: 65.41
test_acc_top5: 89.81
test_loss: 1.60
-------------------------
-------------------------
epoch: 97
lr: 0.03
train_acc: 72.94
train_loss: 14.51
test_acc: 64.71
test_acc_top5: 89.39
test_loss: 1.70
-------------------------
-------------------------
epoch: 98
lr: 0.03
train_acc: 72.60
train_loss: 14.54
test_acc: 65.96
test_acc_top5: 90.12
test_loss: 1.53
-------------------------
-------------------------
epoch: 99
lr: 0.03
train_acc: 72.73
train_loss: 14.50
test_acc: 65.44
test_acc_top5: 90.00
test_loss: 1.58
-------------------------
-------------------------
epoch: 100
lr: 0.03
train_acc: 72.84
train_loss: 14.43
test_acc: 64.59
test_acc_top5: 88.70
test_loss: 1.72
-------------------------
-------------------------
epoch: 101
lr: 0.03
train_acc: 72.65
train_loss: 14.52
test_acc: 64.91
test_acc_top5: 88.95
test_loss: 1.75
-------------------------
-------------------------
epoch: 102
lr: 0.03
train_acc: 72.68
train_loss: 14.51
test_acc: 66.17
test_acc_top5: 90.23
test_loss: 1.48
-------------------------
-------------------------
epoch: 103
lr: 0.03
train_acc: 72.67
train_loss: 14.52
test_acc: 64.47
test_acc_top5: 89.08
test_loss: 1.73
-------------------------
-------------------------
epoch: 104
lr: 0.03
train_acc: 72.99
train_loss: 14.42
test_acc: 64.21
test_acc_top5: 89.26
test_loss: 1.63
-------------------------
-------------------------
epoch: 105
lr: 0.03
train_acc: 72.63
train_loss: 14.48
test_acc: 66.16
test_acc_top5: 90.18
test_loss: 1.56
-------------------------
-------------------------
epoch: 106
lr: 0.03
train_acc: 72.95
train_loss: 14.43
test_acc: 65.00
test_acc_top5: 88.97
test_loss: 1.71
-------------------------
-------------------------
epoch: 107
lr: 0.03
train_acc: 72.89
train_loss: 14.41
test_acc: 63.37
test_acc_top5: 88.62
test_loss: 1.73
-------------------------
-------------------------
epoch: 108
lr: 0.03
train_acc: 73.07
train_loss: 14.41
test_acc: 64.62
test_acc_top5: 89.27
test_loss: 1.70
-------------------------
-------------------------
epoch: 109
lr: 0.03
train_acc: 72.64
train_loss: 14.46
test_acc: 63.33
test_acc_top5: 88.46
test_loss: 1.75
-------------------------
-------------------------
epoch: 110
lr: 0.03
train_acc: 72.43
train_loss: 14.59
test_acc: 64.44
test_acc_top5: 89.32
test_loss: 1.63
-------------------------
-------------------------
epoch: 111
lr: 0.03
train_acc: 72.69
train_loss: 14.47
test_acc: 65.79
test_acc_top5: 89.97
test_loss: 1.59
-------------------------
-------------------------