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dkd,resnet32x4,wrn_16_2,2,9,2.0.txt
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-------------------------
epoch: 1
lr: 0.05
train_acc: 9.86
train_loss: 4.93
test_acc: 14.51
test_acc_top5: 39.37
test_loss: 3.59
-------------------------
-------------------------
epoch: 2
lr: 0.05
train_acc: 21.59
train_loss: 4.94
test_acc: 25.30
test_acc_top5: 58.43
test_loss: 2.96
-------------------------
-------------------------
epoch: 3
lr: 0.05
train_acc: 32.47
train_loss: 4.90
test_acc: 33.28
test_acc_top5: 67.34
test_loss: 2.64
-------------------------
-------------------------
epoch: 4
lr: 0.05
train_acc: 40.51
train_loss: 4.98
test_acc: 40.14
test_acc_top5: 74.23
test_loss: 2.26
-------------------------
-------------------------
epoch: 5
lr: 0.05
train_acc: 45.52
train_loss: 5.17
test_acc: 45.36
test_acc_top5: 76.83
test_loss: 2.08
-------------------------
-------------------------
epoch: 6
lr: 0.05
train_acc: 49.65
train_loss: 5.41
test_acc: 44.02
test_acc_top5: 75.59
test_loss: 2.18
-------------------------
-------------------------
epoch: 7
lr: 0.05
train_acc: 52.18
train_loss: 5.66
test_acc: 47.33
test_acc_top5: 78.58
test_loss: 2.07
-------------------------
-------------------------
epoch: 8
lr: 0.05
train_acc: 54.11
train_loss: 5.93
test_acc: 49.34
test_acc_top5: 79.48
test_loss: 1.97
-------------------------
-------------------------
epoch: 9
lr: 0.05
train_acc: 55.81
train_loss: 6.23
test_acc: 50.04
test_acc_top5: 79.27
test_loss: 2.02
-------------------------
-------------------------
epoch: 10
lr: 0.05
train_acc: 57.12
train_loss: 6.51
test_acc: 51.45
test_acc_top5: 80.70
test_loss: 2.00
-------------------------
-------------------------
epoch: 11
lr: 0.05
train_acc: 58.44
train_loss: 6.80
test_acc: 52.93
test_acc_top5: 82.44
test_loss: 1.86
-------------------------
-------------------------
epoch: 12
lr: 0.05
train_acc: 59.22
train_loss: 7.11
test_acc: 52.45
test_acc_top5: 81.48
test_loss: 2.00
-------------------------
-------------------------
epoch: 13
lr: 0.05
train_acc: 59.85
train_loss: 7.42
test_acc: 51.94
test_acc_top5: 79.89
test_loss: 2.01
-------------------------
-------------------------
epoch: 14
lr: 0.05
train_acc: 60.76
train_loss: 7.72
test_acc: 54.19
test_acc_top5: 82.77
test_loss: 1.86
-------------------------
-------------------------
epoch: 15
lr: 0.05
train_acc: 61.19
train_loss: 8.07
test_acc: 55.79
test_acc_top5: 84.36
test_loss: 1.73
-------------------------
-------------------------
epoch: 16
lr: 0.05
train_acc: 61.09
train_loss: 8.44
test_acc: 57.29
test_acc_top5: 84.98
test_loss: 1.73
-------------------------
-------------------------
epoch: 17
lr: 0.05
train_acc: 62.06
train_loss: 8.70
test_acc: 54.56
test_acc_top5: 82.52
test_loss: 1.87
-------------------------
-------------------------
epoch: 18
lr: 0.05
train_acc: 62.47
train_loss: 9.03
test_acc: 53.16
test_acc_top5: 80.50
test_loss: 1.94
-------------------------
-------------------------
epoch: 19
lr: 0.05
train_acc: 62.40
train_loss: 9.40
test_acc: 55.60
test_acc_top5: 82.96
test_loss: 1.86
-------------------------
-------------------------
epoch: 20
lr: 0.05
train_acc: 62.68
train_loss: 9.72
test_acc: 57.58
test_acc_top5: 84.49
test_loss: 1.67
-------------------------
-------------------------
epoch: 21
lr: 0.05
train_acc: 63.26
train_loss: 9.58
test_acc: 55.21
test_acc_top5: 83.06
test_loss: 1.88
-------------------------
-------------------------
epoch: 22
lr: 0.05
train_acc: 63.57
train_loss: 9.47
test_acc: 55.10
test_acc_top5: 82.13
test_loss: 1.84
-------------------------
-------------------------
epoch: 23
lr: 0.05
train_acc: 64.19
train_loss: 9.34
test_acc: 58.11
test_acc_top5: 84.29
test_loss: 1.74
-------------------------
-------------------------
epoch: 24
lr: 0.05
train_acc: 64.58
train_loss: 9.29
test_acc: 55.08
test_acc_top5: 82.69
test_loss: 1.83
-------------------------
-------------------------
epoch: 25
lr: 0.05
train_acc: 64.56
train_loss: 9.24
test_acc: 57.39
test_acc_top5: 84.57
test_loss: 1.73
-------------------------
-------------------------
epoch: 26
lr: 0.05
train_acc: 64.94
train_loss: 9.17
test_acc: 56.92
test_acc_top5: 84.17
test_loss: 1.74
-------------------------
-------------------------
epoch: 27
lr: 0.05
train_acc: 64.83
train_loss: 9.16
test_acc: 54.94
test_acc_top5: 83.24
test_loss: 1.82
-------------------------
-------------------------
epoch: 28
lr: 0.05
train_acc: 65.13
train_loss: 9.09
test_acc: 57.23
test_acc_top5: 83.89
test_loss: 1.77
-------------------------
-------------------------
epoch: 29
lr: 0.05
train_acc: 65.42
train_loss: 9.07
test_acc: 57.00
test_acc_top5: 85.43
test_loss: 1.79
-------------------------
-------------------------
epoch: 30
lr: 0.05
train_acc: 65.24
train_loss: 9.04
test_acc: 59.93
test_acc_top5: 86.34
test_loss: 1.57
-------------------------
-------------------------
epoch: 31
lr: 0.05
train_acc: 65.47
train_loss: 9.00
test_acc: 58.36
test_acc_top5: 85.70
test_loss: 1.71
-------------------------
-------------------------
epoch: 32
lr: 0.05
train_acc: 65.70
train_loss: 8.97
test_acc: 56.11
test_acc_top5: 83.89
test_loss: 1.83
-------------------------
-------------------------
epoch: 33
lr: 0.05
train_acc: 65.84
train_loss: 8.91
test_acc: 60.21
test_acc_top5: 87.25
test_loss: 1.59
-------------------------
-------------------------
epoch: 34
lr: 0.05
train_acc: 65.57
train_loss: 8.91
test_acc: 55.92
test_acc_top5: 83.21
test_loss: 1.81
-------------------------
-------------------------
epoch: 35
lr: 0.05
train_acc: 65.67
train_loss: 8.95
test_acc: 58.98
test_acc_top5: 85.86
test_loss: 1.63
-------------------------
-------------------------
epoch: 36
lr: 0.05
train_acc: 65.89
train_loss: 8.88
test_acc: 60.27
test_acc_top5: 86.42
test_loss: 1.59
-------------------------
-------------------------
epoch: 37
lr: 0.05
train_acc: 66.53
train_loss: 8.80
test_acc: 59.58
test_acc_top5: 86.41
test_loss: 1.64
-------------------------
-------------------------
epoch: 38
lr: 0.05
train_acc: 66.17
train_loss: 8.87
test_acc: 58.72
test_acc_top5: 85.08
test_loss: 1.69
-------------------------
-------------------------
epoch: 39
lr: 0.05
train_acc: 66.32
train_loss: 8.76
test_acc: 59.36
test_acc_top5: 85.57
test_loss: 1.65
-------------------------
-------------------------
epoch: 40
lr: 0.05
train_acc: 66.23
train_loss: 8.79
test_acc: 59.01
test_acc_top5: 85.45
test_loss: 1.66
-------------------------
-------------------------
epoch: 41
lr: 0.05
train_acc: 66.22
train_loss: 8.80
test_acc: 59.61
test_acc_top5: 85.99
test_loss: 1.65
-------------------------
-------------------------
epoch: 42
lr: 0.05
train_acc: 66.31
train_loss: 8.78
test_acc: 57.81
test_acc_top5: 83.92
test_loss: 1.79
-------------------------
-------------------------
epoch: 43
lr: 0.05
train_acc: 66.65
train_loss: 8.73
test_acc: 59.75
test_acc_top5: 86.31
test_loss: 1.61
-------------------------
-------------------------
epoch: 44
lr: 0.05
train_acc: 66.42
train_loss: 8.76
test_acc: 61.51
test_acc_top5: 87.71
test_loss: 1.54
-------------------------
-------------------------
epoch: 45
lr: 0.05
train_acc: 66.11
train_loss: 8.78
test_acc: 59.56
test_acc_top5: 85.86
test_loss: 1.61
-------------------------
-------------------------
epoch: 46
lr: 0.05
train_acc: 66.59
train_loss: 8.71
test_acc: 55.51
test_acc_top5: 83.50
test_loss: 1.85
-------------------------
-------------------------
epoch: 47
lr: 0.05
train_acc: 66.77
train_loss: 8.70
test_acc: 56.30
test_acc_top5: 83.49
test_loss: 1.86
-------------------------
-------------------------
epoch: 48
lr: 0.05
train_acc: 66.80
train_loss: 8.71
test_acc: 57.55
test_acc_top5: 84.83
test_loss: 1.82
-------------------------
-------------------------
epoch: 49
lr: 0.05
train_acc: 66.64
train_loss: 8.63
test_acc: 58.96
test_acc_top5: 85.95
test_loss: 1.69
-------------------------
-------------------------
epoch: 50
lr: 0.05
train_acc: 66.46
train_loss: 8.71
test_acc: 60.08
test_acc_top5: 86.12
test_loss: 1.62
-------------------------
-------------------------
epoch: 51
lr: 0.05
train_acc: 66.67
train_loss: 8.65
test_acc: 56.94
test_acc_top5: 84.67
test_loss: 1.88
-------------------------
-------------------------
epoch: 52
lr: 0.05
train_acc: 66.75
train_loss: 8.69
test_acc: 60.08
test_acc_top5: 85.84
test_loss: 1.66
-------------------------
-------------------------
epoch: 53
lr: 0.05
train_acc: 66.87
train_loss: 8.64
test_acc: 59.82
test_acc_top5: 86.16
test_loss: 1.68
-------------------------
-------------------------
epoch: 54
lr: 0.05
train_acc: 66.89
train_loss: 8.60
test_acc: 55.09
test_acc_top5: 83.46
test_loss: 1.97
-------------------------
-------------------------
epoch: 55
lr: 0.05
train_acc: 66.95
train_loss: 8.60
test_acc: 59.54
test_acc_top5: 86.02
test_loss: 1.65
-------------------------
-------------------------
epoch: 56
lr: 0.05
train_acc: 66.90
train_loss: 8.63
test_acc: 60.12
test_acc_top5: 87.31
test_loss: 1.59
-------------------------
-------------------------
epoch: 57
lr: 0.05
train_acc: 66.89
train_loss: 8.63
test_acc: 59.66
test_acc_top5: 85.78
test_loss: 1.68
-------------------------
-------------------------
epoch: 58
lr: 0.05
train_acc: 67.12
train_loss: 8.58
test_acc: 60.78
test_acc_top5: 87.04
test_loss: 1.59
-------------------------
-------------------------
epoch: 59
lr: 0.05
train_acc: 67.21
train_loss: 8.56
test_acc: 60.65
test_acc_top5: 86.33
test_loss: 1.61
-------------------------
-------------------------
epoch: 60
lr: 0.05
train_acc: 67.39
train_loss: 8.54
test_acc: 58.07
test_acc_top5: 84.20
test_loss: 1.74
-------------------------
-------------------------
epoch: 61
lr: 0.05
train_acc: 67.03
train_loss: 8.57
test_acc: 59.49
test_acc_top5: 85.79
test_loss: 1.66
-------------------------
-------------------------
epoch: 62
lr: 0.05
train_acc: 67.04
train_loss: 8.56
test_acc: 58.50
test_acc_top5: 84.63
test_loss: 1.69
-------------------------
-------------------------
epoch: 63
lr: 0.05
train_acc: 67.22
train_loss: 8.53
test_acc: 59.43
test_acc_top5: 85.59
test_loss: 1.66
-------------------------
-------------------------
epoch: 64
lr: 0.05
train_acc: 67.20
train_loss: 8.58
test_acc: 58.54
test_acc_top5: 86.06
test_loss: 1.79
-------------------------
-------------------------
epoch: 65
lr: 0.05
train_acc: 67.35
train_loss: 8.51
test_acc: 58.22
test_acc_top5: 84.95
test_loss: 1.71
-------------------------
-------------------------
epoch: 66
lr: 0.05
train_acc: 67.22
train_loss: 8.52
test_acc: 57.03
test_acc_top5: 84.45
test_loss: 1.78
-------------------------
-------------------------
epoch: 67
lr: 0.05
train_acc: 67.39
train_loss: 8.52
test_acc: 57.84
test_acc_top5: 85.28
test_loss: 1.71
-------------------------
-------------------------
epoch: 68
lr: 0.05
train_acc: 67.40
train_loss: 8.51
test_acc: 57.86
test_acc_top5: 85.34
test_loss: 1.72
-------------------------
-------------------------
epoch: 69
lr: 0.05
train_acc: 67.15
train_loss: 8.53
test_acc: 61.47
test_acc_top5: 87.10
test_loss: 1.51
-------------------------
-------------------------
epoch: 70
lr: 0.05
train_acc: 67.56
train_loss: 8.49
test_acc: 60.82
test_acc_top5: 86.96
test_loss: 1.55
-------------------------
-------------------------
epoch: 71
lr: 0.05
train_acc: 67.47
train_loss: 8.51
test_acc: 56.38
test_acc_top5: 83.30
test_loss: 1.86
-------------------------
-------------------------
epoch: 72
lr: 0.05
train_acc: 67.41
train_loss: 8.49
test_acc: 60.95
test_acc_top5: 86.08
test_loss: 1.58
-------------------------
-------------------------
epoch: 73
lr: 0.05
train_acc: 67.56
train_loss: 8.47
test_acc: 57.78
test_acc_top5: 84.85
test_loss: 1.72
-------------------------
-------------------------
epoch: 74
lr: 0.05
train_acc: 67.09
train_loss: 8.52
test_acc: 62.00
test_acc_top5: 88.23
test_loss: 1.51
-------------------------
-------------------------
epoch: 75
lr: 0.05
train_acc: 67.22
train_loss: 8.51
test_acc: 60.39
test_acc_top5: 87.10
test_loss: 1.59
-------------------------
-------------------------
epoch: 76
lr: 0.05
train_acc: 67.39
train_loss: 8.45
test_acc: 60.66
test_acc_top5: 86.48
test_loss: 1.60
-------------------------
-------------------------
epoch: 77
lr: 0.05
train_acc: 67.43
train_loss: 8.47
test_acc: 57.21
test_acc_top5: 83.93
test_loss: 1.78
-------------------------
-------------------------
epoch: 78
lr: 0.05
train_acc: 67.53
train_loss: 8.45
test_acc: 62.84
test_acc_top5: 88.00
test_loss: 1.48
-------------------------
-------------------------
epoch: 79
lr: 0.05
train_acc: 67.30
train_loss: 8.50
test_acc: 57.20
test_acc_top5: 83.49
test_loss: 1.74
-------------------------
-------------------------
epoch: 80
lr: 0.05
train_acc: 67.38
train_loss: 8.44
test_acc: 60.90
test_acc_top5: 86.59
test_loss: 1.57
-------------------------
-------------------------
epoch: 81
lr: 0.05
train_acc: 67.54
train_loss: 8.44
test_acc: 58.82
test_acc_top5: 85.69
test_loss: 1.69
-------------------------
-------------------------
epoch: 82
lr: 0.05
train_acc: 67.66
train_loss: 8.43
test_acc: 58.11
test_acc_top5: 84.45
test_loss: 1.72
-------------------------
-------------------------
epoch: 83
lr: 0.05
train_acc: 67.43
train_loss: 8.42
test_acc: 58.98
test_acc_top5: 85.50
test_loss: 1.68
-------------------------
-------------------------
epoch: 84
lr: 0.05
train_acc: 67.35
train_loss: 8.46
test_acc: 59.36
test_acc_top5: 86.53
test_loss: 1.61
-------------------------
-------------------------
epoch: 85
lr: 0.05
train_acc: 67.65
train_loss: 8.45
test_acc: 61.90
test_acc_top5: 86.21
test_loss: 1.53
-------------------------
-------------------------
epoch: 86
lr: 0.05
train_acc: 67.74
train_loss: 8.39
test_acc: 58.65
test_acc_top5: 85.34
test_loss: 1.68
-------------------------
-------------------------
epoch: 87
lr: 0.05
train_acc: 67.69
train_loss: 8.42
test_acc: 61.35
test_acc_top5: 87.45
test_loss: 1.52
-------------------------
-------------------------
epoch: 88
lr: 0.05
train_acc: 67.89
train_loss: 8.40
test_acc: 61.46
test_acc_top5: 86.97
test_loss: 1.55
-------------------------
-------------------------
epoch: 89
lr: 0.05
train_acc: 67.72
train_loss: 8.44
test_acc: 58.93
test_acc_top5: 85.69
test_loss: 1.72
-------------------------
-------------------------
epoch: 90
lr: 0.05
train_acc: 67.83
train_loss: 8.39
test_acc: 60.66
test_acc_top5: 86.85
test_loss: 1.58
-------------------------
-------------------------
epoch: 91
lr: 0.05
train_acc: 67.63
train_loss: 8.41
test_acc: 59.95
test_acc_top5: 86.23
test_loss: 1.63
-------------------------
-------------------------
epoch: 92
lr: 0.05
train_acc: 67.59
train_loss: 8.40
test_acc: 59.83
test_acc_top5: 86.15
test_loss: 1.65
-------------------------
-------------------------
epoch: 93
lr: 0.05
train_acc: 67.94
train_loss: 8.37
test_acc: 58.43
test_acc_top5: 85.65
test_loss: 1.69
-------------------------
-------------------------
epoch: 94
lr: 0.05
train_acc: 67.85
train_loss: 8.39
test_acc: 58.43
test_acc_top5: 84.95
test_loss: 1.72
-------------------------
-------------------------
epoch: 95
lr: 0.05
train_acc: 67.72
train_loss: 8.41
test_acc: 60.55
test_acc_top5: 87.36
test_loss: 1.54
-------------------------
-------------------------
epoch: 96
lr: 0.05
train_acc: 67.86
train_loss: 8.37
test_acc: 59.29
test_acc_top5: 86.04
test_loss: 1.68
-------------------------
-------------------------
epoch: 97
lr: 0.05
train_acc: 67.86
train_loss: 8.39
test_acc: 58.74
test_acc_top5: 84.63
test_loss: 1.74
-------------------------
-------------------------
epoch: 98
lr: 0.05
train_acc: 67.80
train_loss: 8.36
test_acc: 57.64
test_acc_top5: 83.98
test_loss: 1.78
-------------------------
-------------------------
epoch: 99
lr: 0.05
train_acc: 67.78
train_loss: 8.36
test_acc: 59.04
test_acc_top5: 85.28
test_loss: 1.68
-------------------------
-------------------------
epoch: 100
lr: 0.05
train_acc: 67.88
train_loss: 8.37
test_acc: 60.12
test_acc_top5: 86.37
test_loss: 1.60
-------------------------
-------------------------
epoch: 101
lr: 0.05
train_acc: 67.31
train_loss: 8.43
test_acc: 60.36
test_acc_top5: 85.43
test_loss: 1.66
-------------------------
-------------------------
epoch: 102
lr: 0.05
train_acc: 68.10
train_loss: 8.33
test_acc: 58.91
test_acc_top5: 84.53
test_loss: 1.72
-------------------------
-------------------------
epoch: 103
lr: 0.05
train_acc: 67.82
train_loss: 8.38
test_acc: 59.62
test_acc_top5: 85.24
test_loss: 1.69
-------------------------
-------------------------
epoch: 104
lr: 0.05
train_acc: 67.69
train_loss: 8.37
test_acc: 60.37
test_acc_top5: 86.20
test_loss: 1.61
-------------------------
-------------------------
epoch: 105
lr: 0.05
train_acc: 67.55
train_loss: 8.38
test_acc: 59.04
test_acc_top5: 85.50
test_loss: 1.67
-------------------------
-------------------------
epoch: 106
lr: 0.05
train_acc: 67.80
train_loss: 8.38
test_acc: 56.82
test_acc_top5: 83.61
test_loss: 1.83
-------------------------
-------------------------
epoch: 107
lr: 0.05
train_acc: 67.74
train_loss: 8.36
test_acc: 60.22
test_acc_top5: 85.99
test_loss: 1.63
-------------------------
-------------------------
epoch: 108
lr: 0.05
train_acc: 67.69
train_loss: 8.37
test_acc: 58.26
test_acc_top5: 85.23
test_loss: 1.66
-------------------------
-------------------------
epoch: 109
lr: 0.05
train_acc: 67.80
train_loss: 8.37
test_acc: 56.74
test_acc_top5: 83.77
test_loss: 1.85
-------------------------
-------------------------
epoch: 110
lr: 0.05
train_acc: 68.00
train_loss: 8.33
test_acc: 60.63
test_acc_top5: 86.57
test_loss: 1.62
-------------------------
-------------------------
epoch: 111
lr: 0.05
train_acc: 67.94
train_loss: 8.32
test_acc: 58.05
test_acc_top5: 84.53
test_loss: 1.84
-------------------------
-------------------------