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dkd,resnet56,resnet20,3,18,2.0.txt
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-------------------------
epoch: 1
lr: 0.05
train_acc: 9.82
train_loss: 4.95
test_acc: 14.34
test_acc_top5: 40.22
test_loss: 3.61
-------------------------
-------------------------
epoch: 2
lr: 0.05
train_acc: 21.63
train_loss: 4.82
test_acc: 22.20
test_acc_top5: 52.34
test_loss: 3.19
-------------------------
-------------------------
epoch: 3
lr: 0.05
train_acc: 30.95
train_loss: 4.73
test_acc: 33.03
test_acc_top5: 66.45
test_loss: 2.58
-------------------------
-------------------------
epoch: 4
lr: 0.05
train_acc: 37.96
train_loss: 4.76
test_acc: 34.24
test_acc_top5: 66.28
test_loss: 2.66
-------------------------
-------------------------
epoch: 5
lr: 0.05
train_acc: 42.16
train_loss: 4.89
test_acc: 37.15
test_acc_top5: 70.48
test_loss: 2.55
-------------------------
-------------------------
epoch: 6
lr: 0.05
train_acc: 45.79
train_loss: 5.06
test_acc: 40.60
test_acc_top5: 74.34
test_loss: 2.34
-------------------------
-------------------------
epoch: 7
lr: 0.05
train_acc: 48.38
train_loss: 5.26
test_acc: 37.60
test_acc_top5: 71.66
test_loss: 2.47
-------------------------
-------------------------
epoch: 8
lr: 0.05
train_acc: 50.22
train_loss: 5.49
test_acc: 46.83
test_acc_top5: 79.40
test_loss: 1.99
-------------------------
-------------------------
epoch: 9
lr: 0.05
train_acc: 52.12
train_loss: 5.74
test_acc: 42.01
test_acc_top5: 73.78
test_loss: 2.43
-------------------------
-------------------------
epoch: 10
lr: 0.05
train_acc: 53.32
train_loss: 6.02
test_acc: 48.51
test_acc_top5: 80.17
test_loss: 2.00
-------------------------
-------------------------
epoch: 11
lr: 0.05
train_acc: 54.56
train_loss: 6.28
test_acc: 42.39
test_acc_top5: 72.85
test_loss: 2.38
-------------------------
-------------------------
epoch: 12
lr: 0.05
train_acc: 55.36
train_loss: 6.55
test_acc: 43.80
test_acc_top5: 75.21
test_loss: 2.28
-------------------------
-------------------------
epoch: 13
lr: 0.05
train_acc: 55.78
train_loss: 6.82
test_acc: 52.96
test_acc_top5: 82.61
test_loss: 1.75
-------------------------
-------------------------
epoch: 14
lr: 0.05
train_acc: 56.64
train_loss: 7.11
test_acc: 50.03
test_acc_top5: 81.00
test_loss: 1.90
-------------------------
-------------------------
epoch: 15
lr: 0.05
train_acc: 57.13
train_loss: 7.42
test_acc: 48.21
test_acc_top5: 78.34
test_loss: 2.02
-------------------------
-------------------------
epoch: 16
lr: 0.05
train_acc: 57.77
train_loss: 7.69
test_acc: 51.78
test_acc_top5: 82.77
test_loss: 1.83
-------------------------
-------------------------
epoch: 17
lr: 0.05
train_acc: 58.02
train_loss: 8.01
test_acc: 49.39
test_acc_top5: 80.24
test_loss: 2.02
-------------------------
-------------------------
epoch: 18
lr: 0.05
train_acc: 58.48
train_loss: 8.26
test_acc: 52.28
test_acc_top5: 82.67
test_loss: 1.80
-------------------------
-------------------------
epoch: 19
lr: 0.05
train_acc: 58.92
train_loss: 8.59
test_acc: 53.31
test_acc_top5: 82.49
test_loss: 1.82
-------------------------
-------------------------
epoch: 20
lr: 0.05
train_acc: 59.10
train_loss: 8.91
test_acc: 48.90
test_acc_top5: 78.86
test_loss: 2.04
-------------------------
-------------------------
epoch: 21
lr: 0.05
train_acc: 59.63
train_loss: 8.77
test_acc: 52.47
test_acc_top5: 82.06
test_loss: 1.82
-------------------------
-------------------------
epoch: 22
lr: 0.05
train_acc: 60.03
train_loss: 8.66
test_acc: 52.49
test_acc_top5: 82.29
test_loss: 1.81
-------------------------
-------------------------
epoch: 23
lr: 0.05
train_acc: 60.33
train_loss: 8.61
test_acc: 53.81
test_acc_top5: 83.30
test_loss: 1.77
-------------------------
-------------------------
epoch: 24
lr: 0.05
train_acc: 60.60
train_loss: 8.54
test_acc: 50.11
test_acc_top5: 78.52
test_loss: 2.04
-------------------------
-------------------------
epoch: 25
lr: 0.05
train_acc: 60.66
train_loss: 8.51
test_acc: 48.48
test_acc_top5: 79.34
test_loss: 2.05
-------------------------
-------------------------
epoch: 26
lr: 0.05
train_acc: 60.76
train_loss: 8.45
test_acc: 52.30
test_acc_top5: 81.69
test_loss: 1.82
-------------------------
-------------------------
epoch: 27
lr: 0.05
train_acc: 61.15
train_loss: 8.40
test_acc: 53.76
test_acc_top5: 83.29
test_loss: 1.76
-------------------------
-------------------------
epoch: 28
lr: 0.05
train_acc: 61.08
train_loss: 8.38
test_acc: 53.55
test_acc_top5: 82.81
test_loss: 1.76
-------------------------
-------------------------
epoch: 29
lr: 0.05
train_acc: 61.37
train_loss: 8.40
test_acc: 54.37
test_acc_top5: 84.20
test_loss: 1.75
-------------------------
-------------------------
epoch: 30
lr: 0.05
train_acc: 61.43
train_loss: 8.33
test_acc: 50.48
test_acc_top5: 80.22
test_loss: 2.13
-------------------------
-------------------------
epoch: 31
lr: 0.05
train_acc: 61.43
train_loss: 8.28
test_acc: 58.05
test_acc_top5: 86.18
test_loss: 1.51
-------------------------
-------------------------
epoch: 32
lr: 0.05
train_acc: 61.68
train_loss: 8.31
test_acc: 53.27
test_acc_top5: 82.13
test_loss: 1.91
-------------------------
-------------------------
epoch: 33
lr: 0.05
train_acc: 61.93
train_loss: 8.21
test_acc: 53.47
test_acc_top5: 84.07
test_loss: 1.74
-------------------------
-------------------------
epoch: 34
lr: 0.05
train_acc: 61.82
train_loss: 8.22
test_acc: 54.12
test_acc_top5: 84.41
test_loss: 1.78
-------------------------
-------------------------
epoch: 35
lr: 0.05
train_acc: 61.59
train_loss: 8.26
test_acc: 55.21
test_acc_top5: 84.22
test_loss: 1.67
-------------------------
-------------------------
epoch: 36
lr: 0.05
train_acc: 62.15
train_loss: 8.20
test_acc: 55.94
test_acc_top5: 84.88
test_loss: 1.69
-------------------------
-------------------------
epoch: 37
lr: 0.05
train_acc: 62.04
train_loss: 8.16
test_acc: 56.72
test_acc_top5: 84.88
test_loss: 1.64
-------------------------
-------------------------
epoch: 38
lr: 0.05
train_acc: 62.12
train_loss: 8.16
test_acc: 55.30
test_acc_top5: 83.39
test_loss: 1.74
-------------------------
-------------------------
epoch: 39
lr: 0.05
train_acc: 62.24
train_loss: 8.12
test_acc: 54.11
test_acc_top5: 82.61
test_loss: 1.77
-------------------------
-------------------------
epoch: 40
lr: 0.05
train_acc: 62.08
train_loss: 8.16
test_acc: 53.23
test_acc_top5: 83.03
test_loss: 1.83
-------------------------
-------------------------
epoch: 41
lr: 0.05
train_acc: 62.50
train_loss: 8.11
test_acc: 54.02
test_acc_top5: 83.66
test_loss: 1.72
-------------------------
-------------------------
epoch: 42
lr: 0.05
train_acc: 62.45
train_loss: 8.11
test_acc: 56.55
test_acc_top5: 84.84
test_loss: 1.64
-------------------------
-------------------------
epoch: 43
lr: 0.05
train_acc: 62.32
train_loss: 8.11
test_acc: 53.74
test_acc_top5: 82.14
test_loss: 1.82
-------------------------
-------------------------
epoch: 44
lr: 0.05
train_acc: 62.59
train_loss: 8.09
test_acc: 54.61
test_acc_top5: 83.07
test_loss: 1.75
-------------------------
-------------------------
epoch: 45
lr: 0.05
train_acc: 62.51
train_loss: 8.07
test_acc: 54.66
test_acc_top5: 82.55
test_loss: 1.74
-------------------------
-------------------------
epoch: 46
lr: 0.05
train_acc: 62.48
train_loss: 8.05
test_acc: 54.55
test_acc_top5: 83.12
test_loss: 1.82
-------------------------
-------------------------
epoch: 47
lr: 0.05
train_acc: 62.80
train_loss: 8.03
test_acc: 56.89
test_acc_top5: 85.72
test_loss: 1.58
-------------------------
-------------------------
epoch: 48
lr: 0.05
train_acc: 62.69
train_loss: 8.03
test_acc: 55.29
test_acc_top5: 84.60
test_loss: 1.70
-------------------------
-------------------------
epoch: 49
lr: 0.05
train_acc: 62.77
train_loss: 7.99
test_acc: 52.40
test_acc_top5: 81.95
test_loss: 1.85
-------------------------
-------------------------
epoch: 50
lr: 0.05
train_acc: 62.92
train_loss: 8.05
test_acc: 56.52
test_acc_top5: 84.65
test_loss: 1.64
-------------------------
-------------------------
epoch: 51
lr: 0.05
train_acc: 63.00
train_loss: 8.05
test_acc: 55.01
test_acc_top5: 84.38
test_loss: 1.68
-------------------------
-------------------------
epoch: 52
lr: 0.05
train_acc: 62.58
train_loss: 8.01
test_acc: 55.66
test_acc_top5: 84.27
test_loss: 1.68
-------------------------
-------------------------
epoch: 53
lr: 0.05
train_acc: 63.08
train_loss: 7.96
test_acc: 55.34
test_acc_top5: 83.63
test_loss: 1.72
-------------------------
-------------------------
epoch: 54
lr: 0.05
train_acc: 62.92
train_loss: 7.93
test_acc: 56.83
test_acc_top5: 85.56
test_loss: 1.61
-------------------------
-------------------------
epoch: 55
lr: 0.05
train_acc: 63.28
train_loss: 7.97
test_acc: 55.50
test_acc_top5: 83.70
test_loss: 1.72
-------------------------
-------------------------
epoch: 56
lr: 0.05
train_acc: 62.92
train_loss: 8.01
test_acc: 54.08
test_acc_top5: 84.06
test_loss: 1.76
-------------------------
-------------------------
epoch: 57
lr: 0.05
train_acc: 63.40
train_loss: 7.95
test_acc: 55.61
test_acc_top5: 84.13
test_loss: 1.72
-------------------------
-------------------------
epoch: 58
lr: 0.05
train_acc: 63.06
train_loss: 7.96
test_acc: 56.05
test_acc_top5: 84.63
test_loss: 1.65
-------------------------
-------------------------
epoch: 59
lr: 0.05
train_acc: 63.16
train_loss: 7.94
test_acc: 55.80
test_acc_top5: 84.23
test_loss: 1.70
-------------------------
-------------------------
epoch: 60
lr: 0.05
train_acc: 63.20
train_loss: 7.91
test_acc: 56.25
test_acc_top5: 85.50
test_loss: 1.63
-------------------------
-------------------------
epoch: 61
lr: 0.05
train_acc: 63.09
train_loss: 7.94
test_acc: 56.74
test_acc_top5: 84.98
test_loss: 1.62
-------------------------
-------------------------
epoch: 62
lr: 0.05
train_acc: 63.14
train_loss: 7.92
test_acc: 55.39
test_acc_top5: 84.33
test_loss: 1.76
-------------------------
-------------------------
epoch: 63
lr: 0.05
train_acc: 63.29
train_loss: 7.94
test_acc: 57.22
test_acc_top5: 85.41
test_loss: 1.63
-------------------------
-------------------------
epoch: 64
lr: 0.05
train_acc: 63.25
train_loss: 7.92
test_acc: 57.02
test_acc_top5: 85.31
test_loss: 1.63
-------------------------
-------------------------
epoch: 65
lr: 0.05
train_acc: 63.40
train_loss: 7.89
test_acc: 55.70
test_acc_top5: 83.90
test_loss: 1.67
-------------------------
-------------------------
epoch: 66
lr: 0.05
train_acc: 63.31
train_loss: 7.91
test_acc: 55.01
test_acc_top5: 84.28
test_loss: 1.73
-------------------------
-------------------------
epoch: 67
lr: 0.05
train_acc: 63.39
train_loss: 7.85
test_acc: 53.63
test_acc_top5: 83.17
test_loss: 1.80
-------------------------
-------------------------
epoch: 68
lr: 0.05
train_acc: 63.27
train_loss: 7.92
test_acc: 56.10
test_acc_top5: 84.41
test_loss: 1.67
-------------------------
-------------------------
epoch: 69
lr: 0.05
train_acc: 63.32
train_loss: 7.92
test_acc: 57.89
test_acc_top5: 85.77
test_loss: 1.57
-------------------------
-------------------------
epoch: 70
lr: 0.05
train_acc: 63.38
train_loss: 7.88
test_acc: 57.51
test_acc_top5: 86.17
test_loss: 1.56
-------------------------
-------------------------
epoch: 71
lr: 0.05
train_acc: 63.52
train_loss: 7.84
test_acc: 55.70
test_acc_top5: 84.80
test_loss: 1.70
-------------------------
-------------------------
epoch: 72
lr: 0.05
train_acc: 63.47
train_loss: 7.84
test_acc: 54.28
test_acc_top5: 82.81
test_loss: 1.82
-------------------------
-------------------------
epoch: 73
lr: 0.05
train_acc: 63.36
train_loss: 7.85
test_acc: 57.45
test_acc_top5: 84.46
test_loss: 1.61
-------------------------
-------------------------
epoch: 74
lr: 0.05
train_acc: 63.70
train_loss: 7.81
test_acc: 54.81
test_acc_top5: 81.95
test_loss: 1.78
-------------------------
-------------------------
epoch: 75
lr: 0.05
train_acc: 63.38
train_loss: 7.86
test_acc: 58.37
test_acc_top5: 86.48
test_loss: 1.54
-------------------------
-------------------------
epoch: 76
lr: 0.05
train_acc: 63.53
train_loss: 7.87
test_acc: 57.14
test_acc_top5: 84.97
test_loss: 1.62
-------------------------
-------------------------
epoch: 77
lr: 0.05
train_acc: 63.79
train_loss: 7.79
test_acc: 57.65
test_acc_top5: 85.02
test_loss: 1.58
-------------------------
-------------------------
epoch: 78
lr: 0.05
train_acc: 63.37
train_loss: 7.83
test_acc: 56.91
test_acc_top5: 84.86
test_loss: 1.63
-------------------------
-------------------------
epoch: 79
lr: 0.05
train_acc: 63.74
train_loss: 7.81
test_acc: 53.98
test_acc_top5: 83.64
test_loss: 1.80
-------------------------
-------------------------
epoch: 80
lr: 0.05
train_acc: 63.49
train_loss: 7.88
test_acc: 55.92
test_acc_top5: 84.31
test_loss: 1.65
-------------------------
-------------------------
epoch: 81
lr: 0.05
train_acc: 63.79
train_loss: 7.84
test_acc: 56.74
test_acc_top5: 85.41
test_loss: 1.65
-------------------------
-------------------------
epoch: 82
lr: 0.05
train_acc: 63.77
train_loss: 7.84
test_acc: 53.32
test_acc_top5: 82.13
test_loss: 1.86
-------------------------
-------------------------
epoch: 83
lr: 0.05
train_acc: 63.92
train_loss: 7.82
test_acc: 53.30
test_acc_top5: 82.12
test_loss: 1.83
-------------------------
-------------------------
epoch: 84
lr: 0.05
train_acc: 64.03
train_loss: 7.77
test_acc: 56.22
test_acc_top5: 83.87
test_loss: 1.65
-------------------------
-------------------------
epoch: 85
lr: 0.05
train_acc: 63.62
train_loss: 7.80
test_acc: 54.15
test_acc_top5: 81.95
test_loss: 1.81
-------------------------
-------------------------
epoch: 86
lr: 0.05
train_acc: 63.70
train_loss: 7.78
test_acc: 52.58
test_acc_top5: 80.39
test_loss: 2.04
-------------------------
-------------------------
epoch: 87
lr: 0.05
train_acc: 64.07
train_loss: 7.79
test_acc: 57.02
test_acc_top5: 85.21
test_loss: 1.63
-------------------------
-------------------------
epoch: 88
lr: 0.05
train_acc: 63.62
train_loss: 7.80
test_acc: 57.99
test_acc_top5: 85.80
test_loss: 1.58
-------------------------
-------------------------
epoch: 89
lr: 0.05
train_acc: 63.95
train_loss: 7.77
test_acc: 56.39
test_acc_top5: 84.64
test_loss: 1.68
-------------------------
-------------------------
epoch: 90
lr: 0.05
train_acc: 64.02
train_loss: 7.77
test_acc: 55.70
test_acc_top5: 84.04
test_loss: 1.74
-------------------------
-------------------------
epoch: 91
lr: 0.05
train_acc: 63.85
train_loss: 7.79
test_acc: 55.69
test_acc_top5: 84.47
test_loss: 1.70
-------------------------
-------------------------
epoch: 92
lr: 0.05
train_acc: 63.67
train_loss: 7.77
test_acc: 55.54
test_acc_top5: 84.02
test_loss: 1.74
-------------------------
-------------------------
epoch: 93
lr: 0.05
train_acc: 63.88
train_loss: 7.80
test_acc: 53.58
test_acc_top5: 82.83
test_loss: 1.85
-------------------------
-------------------------
epoch: 94
lr: 0.05
train_acc: 63.88
train_loss: 7.79
test_acc: 58.98
test_acc_top5: 86.82
test_loss: 1.52
-------------------------
-------------------------
epoch: 95
lr: 0.05
train_acc: 63.74
train_loss: 7.75
test_acc: 57.75
test_acc_top5: 86.49
test_loss: 1.56
-------------------------
-------------------------
epoch: 96
lr: 0.05
train_acc: 64.19
train_loss: 7.73
test_acc: 53.71
test_acc_top5: 83.17
test_loss: 1.84
-------------------------
-------------------------
epoch: 97
lr: 0.05
train_acc: 64.09
train_loss: 7.75
test_acc: 57.31
test_acc_top5: 85.81
test_loss: 1.58
-------------------------
-------------------------
epoch: 98
lr: 0.05
train_acc: 63.96
train_loss: 7.75
test_acc: 54.15
test_acc_top5: 83.70
test_loss: 1.76
-------------------------
-------------------------
epoch: 99
lr: 0.05
train_acc: 64.15
train_loss: 7.76
test_acc: 56.51
test_acc_top5: 85.17
test_loss: 1.62
-------------------------
-------------------------
epoch: 100
lr: 0.05
train_acc: 64.02
train_loss: 7.78
test_acc: 55.88
test_acc_top5: 82.85
test_loss: 1.72
-------------------------
-------------------------
epoch: 101
lr: 0.05
train_acc: 63.84
train_loss: 7.78
test_acc: 50.74
test_acc_top5: 80.71
test_loss: 2.05
-------------------------
-------------------------
epoch: 102
lr: 0.05
train_acc: 64.06
train_loss: 7.70
test_acc: 57.91
test_acc_top5: 85.12
test_loss: 1.61
-------------------------
-------------------------
epoch: 103
lr: 0.05
train_acc: 63.86
train_loss: 7.75
test_acc: 57.10
test_acc_top5: 85.41
test_loss: 1.60
-------------------------
-------------------------
epoch: 104
lr: 0.05
train_acc: 64.05
train_loss: 7.75
test_acc: 57.87
test_acc_top5: 85.58
test_loss: 1.60
-------------------------
-------------------------
epoch: 105
lr: 0.05
train_acc: 64.24
train_loss: 7.73
test_acc: 54.41
test_acc_top5: 83.28
test_loss: 1.78
-------------------------
-------------------------
epoch: 106
lr: 0.05
train_acc: 64.40
train_loss: 7.72
test_acc: 59.02
test_acc_top5: 85.86
test_loss: 1.55
-------------------------
-------------------------
epoch: 107
lr: 0.05
train_acc: 64.01
train_loss: 7.73
test_acc: 56.41
test_acc_top5: 84.32
test_loss: 1.67
-------------------------
-------------------------
epoch: 108
lr: 0.05
train_acc: 63.78
train_loss: 7.76
test_acc: 52.99
test_acc_top5: 81.42
test_loss: 1.93
-------------------------
-------------------------
epoch: 109
lr: 0.05
train_acc: 63.79
train_loss: 7.69
test_acc: 57.04
test_acc_top5: 84.87
test_loss: 1.62
-------------------------
-------------------------
epoch: 110
lr: 0.05
train_acc: 64.17
train_loss: 7.71
test_acc: 55.89
test_acc_top5: 84.16
test_loss: 1.69
-------------------------
-------------------------
epoch: 111
lr: 0.05
train_acc: 64.09
train_loss: 7.72
test_acc: 58.57
test_acc_top5: 86.63
test_loss: 1.54
-------------------------
-------------------------