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dkd,vgg13,vgg8,2,15,2.0.txt
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dkd,vgg13,vgg8,2,15,2.0.txt
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-------------------------
epoch: 1
lr: 0.05
train_acc: 15.23
train_loss: 5.12
test_acc: 22.02
test_acc_top5: 51.30
test_loss: 3.19
-------------------------
-------------------------
epoch: 2
lr: 0.05
train_acc: 30.38
train_loss: 5.29
test_acc: 31.71
test_acc_top5: 63.93
test_loss: 2.69
-------------------------
-------------------------
epoch: 3
lr: 0.05
train_acc: 39.71
train_loss: 5.64
test_acc: 37.54
test_acc_top5: 67.85
test_loss: 2.55
-------------------------
-------------------------
epoch: 4
lr: 0.05
train_acc: 45.28
train_loss: 6.02
test_acc: 41.56
test_acc_top5: 73.18
test_loss: 2.34
-------------------------
-------------------------
epoch: 5
lr: 0.05
train_acc: 49.63
train_loss: 6.40
test_acc: 47.63
test_acc_top5: 77.43
test_loss: 2.11
-------------------------
-------------------------
epoch: 6
lr: 0.05
train_acc: 52.99
train_loss: 6.78
test_acc: 49.17
test_acc_top5: 78.76
test_loss: 2.04
-------------------------
-------------------------
epoch: 7
lr: 0.05
train_acc: 55.29
train_loss: 7.20
test_acc: 48.52
test_acc_top5: 77.91
test_loss: 2.15
-------------------------
-------------------------
epoch: 8
lr: 0.05
train_acc: 56.93
train_loss: 7.63
test_acc: 51.61
test_acc_top5: 80.54
test_loss: 1.97
-------------------------
-------------------------
epoch: 9
lr: 0.05
train_acc: 58.31
train_loss: 8.09
test_acc: 52.95
test_acc_top5: 81.60
test_loss: 1.94
-------------------------
-------------------------
epoch: 10
lr: 0.05
train_acc: 59.65
train_loss: 8.53
test_acc: 52.41
test_acc_top5: 81.21
test_loss: 1.98
-------------------------
-------------------------
epoch: 11
lr: 0.05
train_acc: 60.72
train_loss: 9.02
test_acc: 55.34
test_acc_top5: 82.67
test_loss: 1.87
-------------------------
-------------------------
epoch: 12
lr: 0.05
train_acc: 61.49
train_loss: 9.46
test_acc: 54.52
test_acc_top5: 81.23
test_loss: 1.97
-------------------------
-------------------------
epoch: 13
lr: 0.05
train_acc: 61.84
train_loss: 9.94
test_acc: 55.33
test_acc_top5: 82.32
test_loss: 1.88
-------------------------
-------------------------
epoch: 14
lr: 0.05
train_acc: 62.71
train_loss: 10.38
test_acc: 54.46
test_acc_top5: 82.26
test_loss: 1.92
-------------------------
-------------------------
epoch: 15
lr: 0.05
train_acc: 63.31
train_loss: 10.91
test_acc: 56.26
test_acc_top5: 82.90
test_loss: 1.87
-------------------------
-------------------------
epoch: 16
lr: 0.05
train_acc: 63.94
train_loss: 11.29
test_acc: 56.50
test_acc_top5: 82.99
test_loss: 1.84
-------------------------
-------------------------
epoch: 17
lr: 0.05
train_acc: 64.05
train_loss: 11.84
test_acc: 52.20
test_acc_top5: 79.58
test_loss: 2.21
-------------------------
-------------------------
epoch: 18
lr: 0.05
train_acc: 64.48
train_loss: 12.28
test_acc: 56.27
test_acc_top5: 82.65
test_loss: 1.92
-------------------------
-------------------------
epoch: 19
lr: 0.05
train_acc: 64.82
train_loss: 12.73
test_acc: 53.79
test_acc_top5: 80.30
test_loss: 2.16
-------------------------
-------------------------
epoch: 20
lr: 0.05
train_acc: 65.18
train_loss: 13.25
test_acc: 55.45
test_acc_top5: 81.81
test_loss: 1.95
-------------------------
-------------------------
epoch: 21
lr: 0.05
train_acc: 65.91
train_loss: 12.96
test_acc: 56.60
test_acc_top5: 83.54
test_loss: 1.87
-------------------------
-------------------------
epoch: 22
lr: 0.05
train_acc: 66.30
train_loss: 12.82
test_acc: 54.79
test_acc_top5: 81.63
test_loss: 2.06
-------------------------
-------------------------
epoch: 23
lr: 0.05
train_acc: 66.97
train_loss: 12.70
test_acc: 53.83
test_acc_top5: 79.82
test_loss: 2.10
-------------------------
-------------------------
epoch: 24
lr: 0.05
train_acc: 67.28
train_loss: 12.58
test_acc: 55.95
test_acc_top5: 81.38
test_loss: 1.99
-------------------------
-------------------------
epoch: 25
lr: 0.05
train_acc: 67.57
train_loss: 12.40
test_acc: 54.42
test_acc_top5: 81.30
test_loss: 2.06
-------------------------
-------------------------
epoch: 26
lr: 0.05
train_acc: 67.64
train_loss: 12.35
test_acc: 57.76
test_acc_top5: 83.56
test_loss: 1.84
-------------------------
-------------------------
epoch: 27
lr: 0.05
train_acc: 67.85
train_loss: 12.27
test_acc: 57.31
test_acc_top5: 83.63
test_loss: 1.86
-------------------------
-------------------------
epoch: 28
lr: 0.05
train_acc: 67.63
train_loss: 12.32
test_acc: 57.53
test_acc_top5: 83.78
test_loss: 1.87
-------------------------
-------------------------
epoch: 29
lr: 0.05
train_acc: 67.96
train_loss: 12.20
test_acc: 57.67
test_acc_top5: 84.48
test_loss: 1.80
-------------------------
-------------------------
epoch: 30
lr: 0.05
train_acc: 68.20
train_loss: 12.14
test_acc: 57.50
test_acc_top5: 82.79
test_loss: 1.94
-------------------------
-------------------------
epoch: 31
lr: 0.05
train_acc: 68.53
train_loss: 12.07
test_acc: 56.35
test_acc_top5: 83.28
test_loss: 1.91
-------------------------
-------------------------
epoch: 32
lr: 0.05
train_acc: 68.26
train_loss: 12.14
test_acc: 57.96
test_acc_top5: 83.54
test_loss: 1.82
-------------------------
-------------------------
epoch: 33
lr: 0.05
train_acc: 68.54
train_loss: 12.00
test_acc: 59.50
test_acc_top5: 84.87
test_loss: 1.72
-------------------------
-------------------------
epoch: 34
lr: 0.05
train_acc: 68.78
train_loss: 11.96
test_acc: 51.06
test_acc_top5: 79.16
test_loss: 2.33
-------------------------
-------------------------
epoch: 35
lr: 0.05
train_acc: 68.72
train_loss: 11.96
test_acc: 57.90
test_acc_top5: 83.70
test_loss: 1.84
-------------------------
-------------------------
epoch: 36
lr: 0.05
train_acc: 68.70
train_loss: 11.94
test_acc: 58.66
test_acc_top5: 84.25
test_loss: 1.78
-------------------------
-------------------------
epoch: 37
lr: 0.05
train_acc: 68.74
train_loss: 11.97
test_acc: 59.10
test_acc_top5: 85.23
test_loss: 1.74
-------------------------
-------------------------
epoch: 38
lr: 0.05
train_acc: 69.08
train_loss: 11.83
test_acc: 59.54
test_acc_top5: 84.48
test_loss: 1.71
-------------------------
-------------------------
epoch: 39
lr: 0.05
train_acc: 69.00
train_loss: 11.83
test_acc: 57.75
test_acc_top5: 83.41
test_loss: 1.82
-------------------------
-------------------------
epoch: 40
lr: 0.05
train_acc: 69.09
train_loss: 11.89
test_acc: 58.72
test_acc_top5: 84.49
test_loss: 1.82
-------------------------
-------------------------
epoch: 41
lr: 0.05
train_acc: 69.30
train_loss: 11.84
test_acc: 60.28
test_acc_top5: 85.28
test_loss: 1.65
-------------------------
-------------------------
epoch: 42
lr: 0.05
train_acc: 69.46
train_loss: 11.79
test_acc: 57.85
test_acc_top5: 83.49
test_loss: 1.82
-------------------------
-------------------------
epoch: 43
lr: 0.05
train_acc: 69.18
train_loss: 11.81
test_acc: 57.18
test_acc_top5: 82.81
test_loss: 1.87
-------------------------
-------------------------
epoch: 44
lr: 0.05
train_acc: 69.37
train_loss: 11.72
test_acc: 58.61
test_acc_top5: 83.75
test_loss: 1.85
-------------------------
-------------------------
epoch: 45
lr: 0.05
train_acc: 69.53
train_loss: 11.71
test_acc: 58.06
test_acc_top5: 84.15
test_loss: 1.81
-------------------------
-------------------------
epoch: 46
lr: 0.05
train_acc: 69.38
train_loss: 11.72
test_acc: 56.88
test_acc_top5: 84.82
test_loss: 1.92
-------------------------
-------------------------
epoch: 47
lr: 0.05
train_acc: 69.40
train_loss: 11.78
test_acc: 59.76
test_acc_top5: 84.66
test_loss: 1.71
-------------------------
-------------------------
epoch: 48
lr: 0.05
train_acc: 69.75
train_loss: 11.66
test_acc: 60.03
test_acc_top5: 85.19
test_loss: 1.75
-------------------------
-------------------------
epoch: 49
lr: 0.05
train_acc: 69.73
train_loss: 11.69
test_acc: 57.91
test_acc_top5: 83.98
test_loss: 1.83
-------------------------
-------------------------
epoch: 50
lr: 0.05
train_acc: 69.57
train_loss: 11.71
test_acc: 58.72
test_acc_top5: 84.33
test_loss: 1.80
-------------------------
-------------------------
epoch: 51
lr: 0.05
train_acc: 69.77
train_loss: 11.70
test_acc: 60.95
test_acc_top5: 85.56
test_loss: 1.69
-------------------------
-------------------------
epoch: 52
lr: 0.05
train_acc: 70.06
train_loss: 11.62
test_acc: 58.12
test_acc_top5: 84.25
test_loss: 1.90
-------------------------
-------------------------
epoch: 53
lr: 0.05
train_acc: 69.73
train_loss: 11.62
test_acc: 58.65
test_acc_top5: 84.45
test_loss: 1.73
-------------------------
-------------------------
epoch: 54
lr: 0.05
train_acc: 69.82
train_loss: 11.57
test_acc: 58.37
test_acc_top5: 82.91
test_loss: 1.83
-------------------------
-------------------------
epoch: 55
lr: 0.05
train_acc: 69.63
train_loss: 11.65
test_acc: 59.53
test_acc_top5: 84.78
test_loss: 1.74
-------------------------
-------------------------
epoch: 56
lr: 0.05
train_acc: 69.84
train_loss: 11.61
test_acc: 55.84
test_acc_top5: 83.01
test_loss: 1.99
-------------------------
-------------------------
epoch: 57
lr: 0.05
train_acc: 69.96
train_loss: 11.54
test_acc: 56.66
test_acc_top5: 82.59
test_loss: 1.88
-------------------------
-------------------------
epoch: 58
lr: 0.05
train_acc: 69.55
train_loss: 11.65
test_acc: 56.81
test_acc_top5: 82.70
test_loss: 1.91
-------------------------
-------------------------
epoch: 59
lr: 0.05
train_acc: 69.82
train_loss: 11.59
test_acc: 58.02
test_acc_top5: 83.60
test_loss: 1.83
-------------------------
-------------------------
epoch: 60
lr: 0.05
train_acc: 69.96
train_loss: 11.60
test_acc: 57.90
test_acc_top5: 83.84
test_loss: 1.83
-------------------------
-------------------------
epoch: 61
lr: 0.05
train_acc: 70.37
train_loss: 11.49
test_acc: 60.12
test_acc_top5: 84.84
test_loss: 1.73
-------------------------
-------------------------
epoch: 62
lr: 0.05
train_acc: 70.18
train_loss: 11.48
test_acc: 56.54
test_acc_top5: 82.67
test_loss: 1.94
-------------------------
-------------------------
epoch: 63
lr: 0.05
train_acc: 70.17
train_loss: 11.44
test_acc: 57.50
test_acc_top5: 83.53
test_loss: 1.89
-------------------------
-------------------------
epoch: 64
lr: 0.05
train_acc: 70.31
train_loss: 11.51
test_acc: 59.59
test_acc_top5: 85.03
test_loss: 1.77
-------------------------
-------------------------
epoch: 65
lr: 0.05
train_acc: 70.10
train_loss: 11.51
test_acc: 57.77
test_acc_top5: 84.07
test_loss: 1.83
-------------------------
-------------------------
epoch: 66
lr: 0.05
train_acc: 70.43
train_loss: 11.48
test_acc: 58.86
test_acc_top5: 84.95
test_loss: 1.80
-------------------------
-------------------------
epoch: 67
lr: 0.05
train_acc: 69.81
train_loss: 11.58
test_acc: 60.09
test_acc_top5: 85.61
test_loss: 1.75
-------------------------
-------------------------
epoch: 68
lr: 0.05
train_acc: 70.10
train_loss: 11.52
test_acc: 61.36
test_acc_top5: 85.83
test_loss: 1.67
-------------------------
-------------------------
epoch: 69
lr: 0.05
train_acc: 70.13
train_loss: 11.51
test_acc: 58.24
test_acc_top5: 83.82
test_loss: 1.82
-------------------------
-------------------------
epoch: 70
lr: 0.05
train_acc: 70.25
train_loss: 11.45
test_acc: 57.84
test_acc_top5: 84.29
test_loss: 1.86
-------------------------
-------------------------
epoch: 71
lr: 0.05
train_acc: 70.32
train_loss: 11.48
test_acc: 58.69
test_acc_top5: 84.12
test_loss: 1.86
-------------------------
-------------------------
epoch: 72
lr: 0.05
train_acc: 70.62
train_loss: 11.37
test_acc: 59.94
test_acc_top5: 85.02
test_loss: 1.72
-------------------------
-------------------------
epoch: 73
lr: 0.05
train_acc: 70.33
train_loss: 11.41
test_acc: 59.33
test_acc_top5: 85.12
test_loss: 1.75
-------------------------
-------------------------
epoch: 74
lr: 0.05
train_acc: 70.18
train_loss: 11.53
test_acc: 57.84
test_acc_top5: 84.42
test_loss: 1.97
-------------------------
-------------------------
epoch: 75
lr: 0.05
train_acc: 70.25
train_loss: 11.46
test_acc: 58.89
test_acc_top5: 84.04
test_loss: 1.82
-------------------------
-------------------------
epoch: 76
lr: 0.05
train_acc: 70.11
train_loss: 11.49
test_acc: 60.07
test_acc_top5: 84.91
test_loss: 1.71
-------------------------
-------------------------
epoch: 77
lr: 0.05
train_acc: 70.19
train_loss: 11.42
test_acc: 58.73
test_acc_top5: 84.79
test_loss: 1.80
-------------------------
-------------------------
epoch: 78
lr: 0.05
train_acc: 70.13
train_loss: 11.45
test_acc: 56.46
test_acc_top5: 82.98
test_loss: 1.94
-------------------------
-------------------------
epoch: 79
lr: 0.05
train_acc: 70.64
train_loss: 11.37
test_acc: 56.68
test_acc_top5: 82.95
test_loss: 1.92
-------------------------
-------------------------
epoch: 80
lr: 0.05
train_acc: 70.62
train_loss: 11.36
test_acc: 59.61
test_acc_top5: 85.04
test_loss: 1.75
-------------------------
-------------------------
epoch: 81
lr: 0.05
train_acc: 70.65
train_loss: 11.40
test_acc: 57.42
test_acc_top5: 83.88
test_loss: 2.00
-------------------------
-------------------------
epoch: 82
lr: 0.05
train_acc: 70.54
train_loss: 11.39
test_acc: 59.73
test_acc_top5: 84.56
test_loss: 1.79
-------------------------
-------------------------
epoch: 83
lr: 0.05
train_acc: 70.73
train_loss: 11.36
test_acc: 57.20
test_acc_top5: 83.45
test_loss: 1.98
-------------------------
-------------------------
epoch: 84
lr: 0.05
train_acc: 70.69
train_loss: 11.34
test_acc: 57.24
test_acc_top5: 83.41
test_loss: 1.98
-------------------------
-------------------------
epoch: 85
lr: 0.05
train_acc: 70.52
train_loss: 11.39
test_acc: 57.63
test_acc_top5: 82.83
test_loss: 1.90
-------------------------
-------------------------
epoch: 86
lr: 0.05
train_acc: 70.51
train_loss: 11.34
test_acc: 60.26
test_acc_top5: 85.83
test_loss: 1.77
-------------------------
-------------------------
epoch: 87
lr: 0.05
train_acc: 70.51
train_loss: 11.33
test_acc: 57.60
test_acc_top5: 83.55
test_loss: 1.92
-------------------------
-------------------------
epoch: 88
lr: 0.05
train_acc: 70.60
train_loss: 11.30
test_acc: 59.87
test_acc_top5: 84.95
test_loss: 1.75
-------------------------
-------------------------
epoch: 89
lr: 0.05
train_acc: 70.53
train_loss: 11.40
test_acc: 56.95
test_acc_top5: 82.29
test_loss: 1.90
-------------------------
-------------------------
epoch: 90
lr: 0.05
train_acc: 70.79
train_loss: 11.32
test_acc: 55.34
test_acc_top5: 82.34
test_loss: 2.14
-------------------------
-------------------------
epoch: 91
lr: 0.05
train_acc: 70.94
train_loss: 11.28
test_acc: 56.81
test_acc_top5: 82.32
test_loss: 2.05
-------------------------
-------------------------
epoch: 92
lr: 0.05
train_acc: 70.55
train_loss: 11.42
test_acc: 59.72
test_acc_top5: 84.33
test_loss: 1.75
-------------------------
-------------------------
epoch: 93
lr: 0.05
train_acc: 70.64
train_loss: 11.32
test_acc: 57.71
test_acc_top5: 83.72
test_loss: 1.91
-------------------------
-------------------------
epoch: 94
lr: 0.05
train_acc: 70.76
train_loss: 11.34
test_acc: 59.98
test_acc_top5: 85.17
test_loss: 1.77
-------------------------
-------------------------
epoch: 95
lr: 0.05
train_acc: 70.86
train_loss: 11.34
test_acc: 57.76
test_acc_top5: 82.86
test_loss: 1.83
-------------------------
-------------------------
epoch: 96
lr: 0.05
train_acc: 70.81
train_loss: 11.30
test_acc: 60.39
test_acc_top5: 84.77
test_loss: 1.72
-------------------------
-------------------------
epoch: 97
lr: 0.05
train_acc: 70.67
train_loss: 11.34
test_acc: 57.38
test_acc_top5: 83.51
test_loss: 1.87
-------------------------
-------------------------
epoch: 98
lr: 0.05
train_acc: 70.72
train_loss: 11.34
test_acc: 60.92
test_acc_top5: 85.68
test_loss: 1.67
-------------------------
-------------------------
epoch: 99
lr: 0.05
train_acc: 70.98
train_loss: 11.33
test_acc: 61.60
test_acc_top5: 86.58
test_loss: 1.63
-------------------------
-------------------------
epoch: 100
lr: 0.05
train_acc: 70.55
train_loss: 11.37
test_acc: 57.56
test_acc_top5: 84.07
test_loss: 1.85
-------------------------
-------------------------
epoch: 101
lr: 0.05
train_acc: 70.88
train_loss: 11.26
test_acc: 59.20
test_acc_top5: 83.79
test_loss: 1.80
-------------------------
-------------------------
epoch: 102
lr: 0.05
train_acc: 70.61
train_loss: 11.29
test_acc: 57.98
test_acc_top5: 83.93
test_loss: 1.88
-------------------------
-------------------------
epoch: 103
lr: 0.05
train_acc: 70.83
train_loss: 11.29
test_acc: 59.44
test_acc_top5: 84.57
test_loss: 1.77
-------------------------
-------------------------
epoch: 104
lr: 0.05
train_acc: 70.78
train_loss: 11.30
test_acc: 60.87
test_acc_top5: 85.92
test_loss: 1.67
-------------------------
-------------------------
epoch: 105
lr: 0.05
train_acc: 70.84
train_loss: 11.29
test_acc: 57.47
test_acc_top5: 84.87
test_loss: 1.89
-------------------------
-------------------------
epoch: 106
lr: 0.05
train_acc: 70.59
train_loss: 11.33
test_acc: 58.79
test_acc_top5: 84.36
test_loss: 1.76
-------------------------
-------------------------
epoch: 107
lr: 0.05
train_acc: 70.71
train_loss: 11.31
test_acc: 58.60
test_acc_top5: 83.90
test_loss: 1.82
-------------------------
-------------------------
epoch: 108
lr: 0.05
train_acc: 71.00
train_loss: 11.24
test_acc: 60.18
test_acc_top5: 85.25
test_loss: 1.76
-------------------------
-------------------------
epoch: 109
lr: 0.05
train_acc: 70.82
train_loss: 11.25
test_acc: 58.93
test_acc_top5: 84.15
test_loss: 1.82
-------------------------
-------------------------
epoch: 110
lr: 0.05
train_acc: 70.66
train_loss: 11.23
test_acc: 60.76
test_acc_top5: 84.88
test_loss: 1.68
-------------------------
-------------------------
epoch: 111
lr: 0.05
train_acc: 71.02
train_loss: 11.18
test_acc: 58.59
test_acc_top5: 83.88
test_loss: 1.88
-------------------------
-------------------------