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dkd,resnet32x4,wrn_40_2,2,9,8.0.txt
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-------------------------
epoch: 1
lr: 0.05
train_acc: 9.04
train_loss: 6.25
test_acc: 14.35
test_acc_top5: 40.01
test_loss: 3.63
-------------------------
-------------------------
epoch: 2
lr: 0.05
train_acc: 21.23
train_loss: 7.12
test_acc: 21.88
test_acc_top5: 50.87
test_loss: 3.32
-------------------------
-------------------------
epoch: 3
lr: 0.05
train_acc: 33.02
train_loss: 7.70
test_acc: 35.03
test_acc_top5: 69.50
test_loss: 2.49
-------------------------
-------------------------
epoch: 4
lr: 0.05
train_acc: 41.25
train_loss: 8.13
test_acc: 38.29
test_acc_top5: 72.23
test_loss: 2.46
-------------------------
-------------------------
epoch: 5
lr: 0.05
train_acc: 46.17
train_loss: 8.81
test_acc: 43.77
test_acc_top5: 76.07
test_loss: 2.20
-------------------------
-------------------------
epoch: 6
lr: 0.05
train_acc: 50.27
train_loss: 9.51
test_acc: 48.42
test_acc_top5: 79.27
test_loss: 2.02
-------------------------
-------------------------
epoch: 7
lr: 0.05
train_acc: 53.03
train_loss: 10.28
test_acc: 48.58
test_acc_top5: 80.10
test_loss: 1.99
-------------------------
-------------------------
epoch: 8
lr: 0.05
train_acc: 55.29
train_loss: 10.95
test_acc: 52.44
test_acc_top5: 82.54
test_loss: 1.89
-------------------------
-------------------------
epoch: 9
lr: 0.05
train_acc: 57.11
train_loss: 11.66
test_acc: 51.62
test_acc_top5: 80.71
test_loss: 1.95
-------------------------
-------------------------
epoch: 10
lr: 0.05
train_acc: 58.31
train_loss: 12.45
test_acc: 52.17
test_acc_top5: 81.52
test_loss: 2.00
-------------------------
-------------------------
epoch: 11
lr: 0.05
train_acc: 59.48
train_loss: 13.18
test_acc: 54.50
test_acc_top5: 83.49
test_loss: 1.86
-------------------------
-------------------------
epoch: 12
lr: 0.05
train_acc: 60.42
train_loss: 13.91
test_acc: 53.58
test_acc_top5: 82.21
test_loss: 1.98
-------------------------
-------------------------
epoch: 13
lr: 0.05
train_acc: 61.42
train_loss: 14.68
test_acc: 46.78
test_acc_top5: 74.78
test_loss: 3.28
-------------------------
-------------------------
epoch: 14
lr: 0.05
train_acc: 61.98
train_loss: 15.42
test_acc: 59.54
test_acc_top5: 85.90
test_loss: 1.68
-------------------------
-------------------------
epoch: 15
lr: 0.05
train_acc: 62.94
train_loss: 16.11
test_acc: 54.66
test_acc_top5: 82.37
test_loss: 1.99
-------------------------
-------------------------
epoch: 16
lr: 0.05
train_acc: 63.01
train_loss: 16.95
test_acc: 58.22
test_acc_top5: 84.49
test_loss: 1.76
-------------------------
-------------------------
epoch: 17
lr: 0.05
train_acc: 63.93
train_loss: 17.70
test_acc: 57.16
test_acc_top5: 84.19
test_loss: 1.84
-------------------------
-------------------------
epoch: 18
lr: 0.05
train_acc: 64.05
train_loss: 18.55
test_acc: 57.60
test_acc_top5: 84.63
test_loss: 1.80
-------------------------
-------------------------
epoch: 19
lr: 0.05
train_acc: 64.61
train_loss: 19.25
test_acc: 59.77
test_acc_top5: 86.48
test_loss: 1.65
-------------------------
-------------------------
epoch: 20
lr: 0.05
train_acc: 64.72
train_loss: 20.14
test_acc: 60.46
test_acc_top5: 86.26
test_loss: 1.71
-------------------------
-------------------------
epoch: 21
lr: 0.05
train_acc: 65.67
train_loss: 19.62
test_acc: 56.62
test_acc_top5: 83.38
test_loss: 1.93
-------------------------
-------------------------
epoch: 22
lr: 0.05
train_acc: 65.92
train_loss: 19.55
test_acc: 61.47
test_acc_top5: 86.93
test_loss: 1.61
-------------------------
-------------------------
epoch: 23
lr: 0.05
train_acc: 66.72
train_loss: 19.21
test_acc: 61.25
test_acc_top5: 86.99
test_loss: 1.73
-------------------------
-------------------------
epoch: 24
lr: 0.05
train_acc: 67.35
train_loss: 18.96
test_acc: 57.71
test_acc_top5: 83.96
test_loss: 1.82
-------------------------
-------------------------
epoch: 25
lr: 0.05
train_acc: 67.23
train_loss: 18.96
test_acc: 57.98
test_acc_top5: 84.40
test_loss: 1.98
-------------------------
-------------------------
epoch: 26
lr: 0.05
train_acc: 67.69
train_loss: 18.83
test_acc: 60.71
test_acc_top5: 85.58
test_loss: 1.71
-------------------------
-------------------------
epoch: 27
lr: 0.05
train_acc: 67.54
train_loss: 18.81
test_acc: 58.76
test_acc_top5: 84.54
test_loss: 1.86
-------------------------
-------------------------
epoch: 28
lr: 0.05
train_acc: 67.96
train_loss: 18.63
test_acc: 59.72
test_acc_top5: 84.98
test_loss: 1.77
-------------------------
-------------------------
epoch: 29
lr: 0.05
train_acc: 68.08
train_loss: 18.49
test_acc: 60.46
test_acc_top5: 86.54
test_loss: 1.67
-------------------------
-------------------------
epoch: 30
lr: 0.05
train_acc: 68.11
train_loss: 18.59
test_acc: 62.69
test_acc_top5: 87.11
test_loss: 1.59
-------------------------
-------------------------
epoch: 31
lr: 0.05
train_acc: 68.48
train_loss: 18.38
test_acc: 59.65
test_acc_top5: 85.99
test_loss: 1.73
-------------------------
-------------------------
epoch: 32
lr: 0.05
train_acc: 68.46
train_loss: 18.30
test_acc: 58.05
test_acc_top5: 84.84
test_loss: 2.03
-------------------------
-------------------------
epoch: 33
lr: 0.05
train_acc: 68.68
train_loss: 18.26
test_acc: 60.52
test_acc_top5: 86.95
test_loss: 1.71
-------------------------
-------------------------
epoch: 34
lr: 0.05
train_acc: 68.48
train_loss: 18.26
test_acc: 59.24
test_acc_top5: 84.74
test_loss: 1.84
-------------------------
-------------------------
epoch: 35
lr: 0.05
train_acc: 68.94
train_loss: 18.13
test_acc: 61.75
test_acc_top5: 86.53
test_loss: 1.70
-------------------------
-------------------------
epoch: 36
lr: 0.05
train_acc: 68.85
train_loss: 18.17
test_acc: 60.49
test_acc_top5: 86.95
test_loss: 1.69
-------------------------
-------------------------
epoch: 37
lr: 0.05
train_acc: 69.04
train_loss: 18.10
test_acc: 59.35
test_acc_top5: 86.06
test_loss: 1.83
-------------------------
-------------------------
epoch: 38
lr: 0.05
train_acc: 68.84
train_loss: 18.12
test_acc: 61.76
test_acc_top5: 87.17
test_loss: 1.59
-------------------------
-------------------------
epoch: 39
lr: 0.05
train_acc: 69.18
train_loss: 17.95
test_acc: 61.21
test_acc_top5: 86.22
test_loss: 1.62
-------------------------
-------------------------
epoch: 40
lr: 0.05
train_acc: 69.13
train_loss: 18.04
test_acc: 59.37
test_acc_top5: 86.33
test_loss: 1.86
-------------------------
-------------------------
epoch: 41
lr: 0.05
train_acc: 69.34
train_loss: 17.98
test_acc: 60.59
test_acc_top5: 86.64
test_loss: 1.74
-------------------------
-------------------------
epoch: 42
lr: 0.05
train_acc: 69.53
train_loss: 17.84
test_acc: 57.03
test_acc_top5: 82.89
test_loss: 2.07
-------------------------
-------------------------
epoch: 43
lr: 0.05
train_acc: 69.53
train_loss: 17.91
test_acc: 63.34
test_acc_top5: 87.72
test_loss: 1.52
-------------------------
-------------------------
epoch: 44
lr: 0.05
train_acc: 69.66
train_loss: 17.76
test_acc: 60.47
test_acc_top5: 85.40
test_loss: 1.72
-------------------------
-------------------------
epoch: 45
lr: 0.05
train_acc: 69.74
train_loss: 17.78
test_acc: 63.34
test_acc_top5: 87.76
test_loss: 1.56
-------------------------
-------------------------
epoch: 46
lr: 0.05
train_acc: 69.91
train_loss: 17.68
test_acc: 61.46
test_acc_top5: 86.94
test_loss: 1.72
-------------------------
-------------------------
epoch: 47
lr: 0.05
train_acc: 69.94
train_loss: 17.71
test_acc: 59.87
test_acc_top5: 86.40
test_loss: 1.70
-------------------------
-------------------------
epoch: 48
lr: 0.05
train_acc: 70.02
train_loss: 17.66
test_acc: 62.71
test_acc_top5: 87.29
test_loss: 1.59
-------------------------
-------------------------
epoch: 49
lr: 0.05
train_acc: 70.00
train_loss: 17.69
test_acc: 61.93
test_acc_top5: 86.06
test_loss: 1.66
-------------------------
-------------------------
epoch: 50
lr: 0.05
train_acc: 70.14
train_loss: 17.52
test_acc: 61.88
test_acc_top5: 86.46
test_loss: 1.65
-------------------------
-------------------------
epoch: 51
lr: 0.05
train_acc: 70.04
train_loss: 17.57
test_acc: 61.45
test_acc_top5: 86.33
test_loss: 1.81
-------------------------
-------------------------
epoch: 52
lr: 0.05
train_acc: 70.06
train_loss: 17.55
test_acc: 63.16
test_acc_top5: 87.62
test_loss: 1.61
-------------------------
-------------------------
epoch: 53
lr: 0.05
train_acc: 70.08
train_loss: 17.59
test_acc: 61.49
test_acc_top5: 85.76
test_loss: 1.74
-------------------------
-------------------------
epoch: 54
lr: 0.05
train_acc: 70.27
train_loss: 17.53
test_acc: 62.70
test_acc_top5: 87.06
test_loss: 1.62
-------------------------
-------------------------
epoch: 55
lr: 0.05
train_acc: 70.32
train_loss: 17.53
test_acc: 58.65
test_acc_top5: 84.38
test_loss: 1.93
-------------------------
-------------------------
epoch: 56
lr: 0.05
train_acc: 70.27
train_loss: 17.44
test_acc: 62.70
test_acc_top5: 86.97
test_loss: 1.59
-------------------------
-------------------------
epoch: 57
lr: 0.05
train_acc: 70.42
train_loss: 17.38
test_acc: 60.63
test_acc_top5: 85.09
test_loss: 1.73
-------------------------
-------------------------
epoch: 58
lr: 0.05
train_acc: 70.50
train_loss: 17.43
test_acc: 60.73
test_acc_top5: 86.08
test_loss: 1.73
-------------------------
-------------------------
epoch: 59
lr: 0.05
train_acc: 70.23
train_loss: 17.47
test_acc: 63.54
test_acc_top5: 87.67
test_loss: 1.58
-------------------------
-------------------------
epoch: 60
lr: 0.05
train_acc: 70.41
train_loss: 17.37
test_acc: 61.82
test_acc_top5: 86.42
test_loss: 1.69
-------------------------
-------------------------
epoch: 61
lr: 0.05
train_acc: 70.39
train_loss: 17.40
test_acc: 62.17
test_acc_top5: 86.51
test_loss: 1.62
-------------------------
-------------------------
epoch: 62
lr: 0.05
train_acc: 70.72
train_loss: 17.29
test_acc: 62.20
test_acc_top5: 87.57
test_loss: 1.62
-------------------------
-------------------------
epoch: 63
lr: 0.05
train_acc: 70.58
train_loss: 17.29
test_acc: 57.96
test_acc_top5: 83.87
test_loss: 1.83
-------------------------
-------------------------
epoch: 64
lr: 0.05
train_acc: 70.59
train_loss: 17.27
test_acc: 60.72
test_acc_top5: 86.38
test_loss: 1.70
-------------------------
-------------------------
epoch: 65
lr: 0.05
train_acc: 70.40
train_loss: 17.36
test_acc: 62.26
test_acc_top5: 87.05
test_loss: 1.74
-------------------------
-------------------------
epoch: 66
lr: 0.05
train_acc: 70.36
train_loss: 17.34
test_acc: 61.40
test_acc_top5: 86.50
test_loss: 1.66
-------------------------
-------------------------
epoch: 67
lr: 0.05
train_acc: 70.76
train_loss: 17.22
test_acc: 61.23
test_acc_top5: 86.28
test_loss: 1.80
-------------------------
-------------------------
epoch: 68
lr: 0.05
train_acc: 70.35
train_loss: 17.30
test_acc: 61.73
test_acc_top5: 86.79
test_loss: 1.64
-------------------------
-------------------------
epoch: 69
lr: 0.05
train_acc: 70.60
train_loss: 17.28
test_acc: 63.18
test_acc_top5: 87.81
test_loss: 1.65
-------------------------
-------------------------
epoch: 70
lr: 0.05
train_acc: 70.85
train_loss: 17.14
test_acc: 62.76
test_acc_top5: 87.22
test_loss: 1.63
-------------------------
-------------------------
epoch: 71
lr: 0.05
train_acc: 70.81
train_loss: 17.27
test_acc: 63.60
test_acc_top5: 87.56
test_loss: 1.55
-------------------------
-------------------------
epoch: 72
lr: 0.05
train_acc: 70.66
train_loss: 17.20
test_acc: 64.05
test_acc_top5: 88.32
test_loss: 1.54
-------------------------
-------------------------
epoch: 73
lr: 0.05
train_acc: 70.51
train_loss: 17.23
test_acc: 63.39
test_acc_top5: 87.80
test_loss: 1.55
-------------------------
-------------------------
epoch: 74
lr: 0.05
train_acc: 71.23
train_loss: 17.02
test_acc: 62.39
test_acc_top5: 87.20
test_loss: 1.62
-------------------------
-------------------------
epoch: 75
lr: 0.05
train_acc: 70.84
train_loss: 17.15
test_acc: 57.39
test_acc_top5: 81.67
test_loss: 1.99
-------------------------
-------------------------
epoch: 76
lr: 0.05
train_acc: 70.71
train_loss: 17.21
test_acc: 63.48
test_acc_top5: 87.53
test_loss: 1.58
-------------------------
-------------------------
epoch: 77
lr: 0.05
train_acc: 70.76
train_loss: 17.13
test_acc: 60.27
test_acc_top5: 84.75
test_loss: 1.78
-------------------------
-------------------------
epoch: 78
lr: 0.05
train_acc: 70.96
train_loss: 17.15
test_acc: 65.01
test_acc_top5: 88.63
test_loss: 1.47
-------------------------
-------------------------
epoch: 79
lr: 0.05
train_acc: 70.98
train_loss: 17.09
test_acc: 61.14
test_acc_top5: 86.55
test_loss: 1.71
-------------------------
-------------------------
epoch: 80
lr: 0.05
train_acc: 70.74
train_loss: 17.04
test_acc: 63.26
test_acc_top5: 87.05
test_loss: 1.55
-------------------------
-------------------------
epoch: 81
lr: 0.05
train_acc: 70.99
train_loss: 17.14
test_acc: 60.73
test_acc_top5: 86.86
test_loss: 1.77
-------------------------
-------------------------
epoch: 82
lr: 0.05
train_acc: 71.30
train_loss: 16.96
test_acc: 63.20
test_acc_top5: 87.49
test_loss: 1.55
-------------------------
-------------------------
epoch: 83
lr: 0.05
train_acc: 71.07
train_loss: 17.05
test_acc: 64.96
test_acc_top5: 88.47
test_loss: 1.49
-------------------------
-------------------------
epoch: 84
lr: 0.05
train_acc: 71.12
train_loss: 17.02
test_acc: 61.87
test_acc_top5: 87.17
test_loss: 1.63
-------------------------
-------------------------
epoch: 85
lr: 0.05
train_acc: 71.27
train_loss: 16.99
test_acc: 63.37
test_acc_top5: 88.21
test_loss: 1.53
-------------------------
-------------------------
epoch: 86
lr: 0.05
train_acc: 71.30
train_loss: 17.00
test_acc: 60.57
test_acc_top5: 85.26
test_loss: 1.75
-------------------------
-------------------------
epoch: 87
lr: 0.05
train_acc: 71.07
train_loss: 17.06
test_acc: 61.61
test_acc_top5: 85.57
test_loss: 1.65
-------------------------
-------------------------
epoch: 88
lr: 0.05
train_acc: 71.28
train_loss: 16.93
test_acc: 60.22
test_acc_top5: 85.01
test_loss: 1.76
-------------------------
-------------------------
epoch: 89
lr: 0.05
train_acc: 71.02
train_loss: 17.05
test_acc: 65.05
test_acc_top5: 88.95
test_loss: 1.50
-------------------------
-------------------------
epoch: 90
lr: 0.05
train_acc: 71.56
train_loss: 16.88
test_acc: 59.45
test_acc_top5: 84.79
test_loss: 1.85
-------------------------
-------------------------
epoch: 91
lr: 0.05
train_acc: 71.52
train_loss: 16.99
test_acc: 62.87
test_acc_top5: 87.14
test_loss: 1.60
-------------------------
-------------------------
epoch: 92
lr: 0.05
train_acc: 71.07
train_loss: 16.92
test_acc: 62.27
test_acc_top5: 86.61
test_loss: 1.59
-------------------------
-------------------------
epoch: 93
lr: 0.05
train_acc: 71.34
train_loss: 16.92
test_acc: 65.68
test_acc_top5: 89.40
test_loss: 1.42
-------------------------
-------------------------
epoch: 94
lr: 0.05
train_acc: 71.38
train_loss: 16.91
test_acc: 61.59
test_acc_top5: 87.44
test_loss: 1.63
-------------------------
-------------------------
epoch: 95
lr: 0.05
train_acc: 71.72
train_loss: 16.91
test_acc: 63.23
test_acc_top5: 88.07
test_loss: 1.59
-------------------------
-------------------------
epoch: 96
lr: 0.05
train_acc: 71.34
train_loss: 16.93
test_acc: 58.14
test_acc_top5: 83.57
test_loss: 1.87
-------------------------
-------------------------
epoch: 97
lr: 0.05
train_acc: 71.27
train_loss: 16.94
test_acc: 61.40
test_acc_top5: 86.71
test_loss: 1.69
-------------------------
-------------------------
epoch: 98
lr: 0.05
train_acc: 71.50
train_loss: 16.80
test_acc: 61.05
test_acc_top5: 86.32
test_loss: 1.69
-------------------------
-------------------------
epoch: 99
lr: 0.05
train_acc: 71.50
train_loss: 16.85
test_acc: 64.23
test_acc_top5: 87.85
test_loss: 1.50
-------------------------
-------------------------
epoch: 100
lr: 0.05
train_acc: 71.50
train_loss: 16.90
test_acc: 61.81
test_acc_top5: 86.15
test_loss: 1.67
-------------------------
-------------------------
epoch: 101
lr: 0.05
train_acc: 71.59
train_loss: 16.86
test_acc: 64.12
test_acc_top5: 88.24
test_loss: 1.53
-------------------------
-------------------------
epoch: 102
lr: 0.05
train_acc: 71.55
train_loss: 16.91
test_acc: 61.49
test_acc_top5: 86.43
test_loss: 1.72
-------------------------
-------------------------
epoch: 103
lr: 0.05
train_acc: 71.52
train_loss: 16.99
test_acc: 63.34
test_acc_top5: 86.87
test_loss: 1.58
-------------------------
-------------------------
epoch: 104
lr: 0.05
train_acc: 71.60
train_loss: 16.83
test_acc: 63.89
test_acc_top5: 88.38
test_loss: 1.49
-------------------------
-------------------------
epoch: 105
lr: 0.05
train_acc: 71.56
train_loss: 16.84
test_acc: 61.04
test_acc_top5: 86.23
test_loss: 1.70
-------------------------
-------------------------
epoch: 106
lr: 0.05
train_acc: 71.75
train_loss: 16.78
test_acc: 60.75
test_acc_top5: 85.71
test_loss: 1.74
-------------------------
-------------------------
epoch: 107
lr: 0.05
train_acc: 71.62
train_loss: 16.78
test_acc: 62.50
test_acc_top5: 86.77
test_loss: 1.74
-------------------------
-------------------------
epoch: 108
lr: 0.05
train_acc: 71.72
train_loss: 16.85
test_acc: 60.77
test_acc_top5: 86.16
test_loss: 1.70
-------------------------
-------------------------
epoch: 109
lr: 0.05
train_acc: 71.41
train_loss: 16.85
test_acc: 60.98
test_acc_top5: 87.02
test_loss: 1.71
-------------------------
-------------------------
epoch: 110
lr: 0.05
train_acc: 71.80
train_loss: 16.80
test_acc: 62.41
test_acc_top5: 87.71
test_loss: 1.57
-------------------------
-------------------------
epoch: 111
lr: 0.05
train_acc: 71.79
train_loss: 16.78
test_acc: 63.58
test_acc_top5: 87.59
test_loss: 1.49
-------------------------
-------------------------