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dkd,ResNet50,MobileNetV2,2,15,2.0.txt
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-------------------------
epoch: 1
lr: 0.01
train_acc: 6.77
train_loss: 5.71
test_acc: 11.38
test_acc_top5: 33.81
test_loss: 3.80
-------------------------
-------------------------
epoch: 2
lr: 0.01
train_acc: 12.72
train_loss: 6.54
test_acc: 16.93
test_acc_top5: 43.78
test_loss: 3.44
-------------------------
-------------------------
epoch: 3
lr: 0.01
train_acc: 16.97
train_loss: 7.47
test_acc: 21.03
test_acc_top5: 49.47
test_loss: 3.21
-------------------------
-------------------------
epoch: 4
lr: 0.01
train_acc: 20.33
train_loss: 8.40
test_acc: 23.81
test_acc_top5: 53.86
test_loss: 3.10
-------------------------
-------------------------
epoch: 5
lr: 0.01
train_acc: 23.51
train_loss: 9.21
test_acc: 27.04
test_acc_top5: 58.02
test_loss: 2.92
-------------------------
-------------------------
epoch: 6
lr: 0.01
train_acc: 26.81
train_loss: 9.86
test_acc: 28.75
test_acc_top5: 60.48
test_loss: 2.86
-------------------------
-------------------------
epoch: 7
lr: 0.01
train_acc: 30.09
train_loss: 10.40
test_acc: 32.05
test_acc_top5: 64.70
test_loss: 2.66
-------------------------
-------------------------
epoch: 8
lr: 0.01
train_acc: 32.47
train_loss: 10.93
test_acc: 33.52
test_acc_top5: 65.79
test_loss: 2.65
-------------------------
-------------------------
epoch: 9
lr: 0.01
train_acc: 35.27
train_loss: 11.42
test_acc: 37.53
test_acc_top5: 69.31
test_loss: 2.44
-------------------------
-------------------------
epoch: 10
lr: 0.01
train_acc: 37.64
train_loss: 11.90
test_acc: 39.07
test_acc_top5: 70.97
test_loss: 2.41
-------------------------
-------------------------
epoch: 11
lr: 0.01
train_acc: 39.59
train_loss: 12.40
test_acc: 42.54
test_acc_top5: 73.42
test_loss: 2.25
-------------------------
-------------------------
epoch: 12
lr: 0.01
train_acc: 41.47
train_loss: 12.79
test_acc: 42.21
test_acc_top5: 74.23
test_loss: 2.22
-------------------------
-------------------------
epoch: 13
lr: 0.01
train_acc: 42.84
train_loss: 13.21
test_acc: 41.76
test_acc_top5: 74.18
test_loss: 2.27
-------------------------
-------------------------
epoch: 14
lr: 0.01
train_acc: 44.53
train_loss: 13.70
test_acc: 42.79
test_acc_top5: 74.30
test_loss: 2.24
-------------------------
-------------------------
epoch: 15
lr: 0.01
train_acc: 45.60
train_loss: 14.18
test_acc: 45.64
test_acc_top5: 77.19
test_loss: 2.09
-------------------------
-------------------------
epoch: 16
lr: 0.01
train_acc: 46.48
train_loss: 14.72
test_acc: 47.35
test_acc_top5: 78.64
test_loss: 2.04
-------------------------
-------------------------
epoch: 17
lr: 0.01
train_acc: 47.36
train_loss: 15.13
test_acc: 47.00
test_acc_top5: 77.55
test_loss: 2.08
-------------------------
-------------------------
epoch: 18
lr: 0.01
train_acc: 48.27
train_loss: 15.57
test_acc: 47.24
test_acc_top5: 78.30
test_loss: 2.06
-------------------------
-------------------------
epoch: 19
lr: 0.01
train_acc: 49.25
train_loss: 16.08
test_acc: 46.77
test_acc_top5: 77.39
test_loss: 2.11
-------------------------
-------------------------
epoch: 20
lr: 0.01
train_acc: 49.75
train_loss: 16.55
test_acc: 49.12
test_acc_top5: 79.91
test_loss: 1.97
-------------------------
-------------------------
epoch: 21
lr: 0.01
train_acc: 50.81
train_loss: 16.18
test_acc: 50.36
test_acc_top5: 79.95
test_loss: 1.96
-------------------------
-------------------------
epoch: 22
lr: 0.01
train_acc: 51.81
train_loss: 15.86
test_acc: 48.96
test_acc_top5: 79.30
test_loss: 2.00
-------------------------
-------------------------
epoch: 23
lr: 0.01
train_acc: 52.89
train_loss: 15.44
test_acc: 50.00
test_acc_top5: 79.68
test_loss: 1.95
-------------------------
-------------------------
epoch: 24
lr: 0.01
train_acc: 53.81
train_loss: 15.19
test_acc: 52.94
test_acc_top5: 82.13
test_loss: 1.85
-------------------------
-------------------------
epoch: 25
lr: 0.01
train_acc: 54.58
train_loss: 14.96
test_acc: 52.23
test_acc_top5: 80.57
test_loss: 1.89
-------------------------
-------------------------
epoch: 26
lr: 0.01
train_acc: 54.81
train_loss: 14.82
test_acc: 53.43
test_acc_top5: 81.69
test_loss: 1.84
-------------------------
-------------------------
epoch: 27
lr: 0.01
train_acc: 55.53
train_loss: 14.59
test_acc: 52.92
test_acc_top5: 81.72
test_loss: 1.87
-------------------------
-------------------------
epoch: 28
lr: 0.01
train_acc: 55.98
train_loss: 14.42
test_acc: 53.95
test_acc_top5: 82.73
test_loss: 1.80
-------------------------
-------------------------
epoch: 29
lr: 0.01
train_acc: 56.59
train_loss: 14.18
test_acc: 52.43
test_acc_top5: 80.90
test_loss: 1.89
-------------------------
-------------------------
epoch: 30
lr: 0.01
train_acc: 57.19
train_loss: 14.07
test_acc: 52.85
test_acc_top5: 81.88
test_loss: 1.87
-------------------------
-------------------------
epoch: 31
lr: 0.01
train_acc: 57.29
train_loss: 13.94
test_acc: 54.28
test_acc_top5: 82.89
test_loss: 1.81
-------------------------
-------------------------
epoch: 32
lr: 0.01
train_acc: 58.04
train_loss: 13.73
test_acc: 54.90
test_acc_top5: 83.22
test_loss: 1.75
-------------------------
-------------------------
epoch: 33
lr: 0.01
train_acc: 58.06
train_loss: 13.69
test_acc: 55.20
test_acc_top5: 83.11
test_loss: 1.79
-------------------------
-------------------------
epoch: 34
lr: 0.01
train_acc: 58.53
train_loss: 13.56
test_acc: 53.96
test_acc_top5: 82.22
test_loss: 1.82
-------------------------
-------------------------
epoch: 35
lr: 0.01
train_acc: 58.47
train_loss: 13.49
test_acc: 56.35
test_acc_top5: 82.93
test_loss: 1.74
-------------------------
-------------------------
epoch: 36
lr: 0.01
train_acc: 59.28
train_loss: 13.30
test_acc: 55.99
test_acc_top5: 84.01
test_loss: 1.74
-------------------------
-------------------------
epoch: 37
lr: 0.01
train_acc: 59.67
train_loss: 13.27
test_acc: 55.69
test_acc_top5: 84.12
test_loss: 1.75
-------------------------
-------------------------
epoch: 38
lr: 0.01
train_acc: 59.93
train_loss: 13.13
test_acc: 56.06
test_acc_top5: 84.09
test_loss: 1.74
-------------------------
-------------------------
epoch: 39
lr: 0.01
train_acc: 59.85
train_loss: 13.05
test_acc: 56.13
test_acc_top5: 83.96
test_loss: 1.71
-------------------------
-------------------------
epoch: 40
lr: 0.01
train_acc: 60.21
train_loss: 12.95
test_acc: 55.89
test_acc_top5: 84.05
test_loss: 1.78
-------------------------
-------------------------
epoch: 41
lr: 0.01
train_acc: 60.49
train_loss: 12.87
test_acc: 56.97
test_acc_top5: 84.81
test_loss: 1.69
-------------------------
-------------------------
epoch: 42
lr: 0.01
train_acc: 60.95
train_loss: 12.77
test_acc: 57.06
test_acc_top5: 84.24
test_loss: 1.68
-------------------------
-------------------------
epoch: 43
lr: 0.01
train_acc: 61.15
train_loss: 12.77
test_acc: 57.91
test_acc_top5: 84.97
test_loss: 1.66
-------------------------
-------------------------
epoch: 44
lr: 0.01
train_acc: 61.26
train_loss: 12.66
test_acc: 57.52
test_acc_top5: 85.21
test_loss: 1.68
-------------------------
-------------------------
epoch: 45
lr: 0.01
train_acc: 61.50
train_loss: 12.61
test_acc: 55.79
test_acc_top5: 83.52
test_loss: 1.80
-------------------------
-------------------------
epoch: 46
lr: 0.01
train_acc: 61.64
train_loss: 12.57
test_acc: 58.01
test_acc_top5: 84.40
test_loss: 1.69
-------------------------
-------------------------
epoch: 47
lr: 0.01
train_acc: 61.84
train_loss: 12.46
test_acc: 57.28
test_acc_top5: 84.61
test_loss: 1.69
-------------------------
-------------------------
epoch: 48
lr: 0.01
train_acc: 62.10
train_loss: 12.41
test_acc: 58.04
test_acc_top5: 85.48
test_loss: 1.66
-------------------------
-------------------------
epoch: 49
lr: 0.01
train_acc: 62.33
train_loss: 12.33
test_acc: 57.95
test_acc_top5: 85.11
test_loss: 1.66
-------------------------
-------------------------
epoch: 50
lr: 0.01
train_acc: 62.36
train_loss: 12.28
test_acc: 57.53
test_acc_top5: 84.39
test_loss: 1.69
-------------------------
-------------------------
epoch: 51
lr: 0.01
train_acc: 62.62
train_loss: 12.23
test_acc: 57.06
test_acc_top5: 84.26
test_loss: 1.74
-------------------------
-------------------------
epoch: 52
lr: 0.01
train_acc: 62.77
train_loss: 12.17
test_acc: 58.85
test_acc_top5: 85.64
test_loss: 1.62
-------------------------
-------------------------
epoch: 53
lr: 0.01
train_acc: 63.20
train_loss: 12.09
test_acc: 58.33
test_acc_top5: 84.73
test_loss: 1.68
-------------------------
-------------------------
epoch: 54
lr: 0.01
train_acc: 63.19
train_loss: 12.06
test_acc: 59.30
test_acc_top5: 86.07
test_loss: 1.62
-------------------------
-------------------------
epoch: 55
lr: 0.01
train_acc: 63.50
train_loss: 11.99
test_acc: 59.05
test_acc_top5: 85.79
test_loss: 1.63
-------------------------
-------------------------
epoch: 56
lr: 0.01
train_acc: 63.46
train_loss: 11.94
test_acc: 58.51
test_acc_top5: 85.69
test_loss: 1.64
-------------------------
-------------------------
epoch: 57
lr: 0.01
train_acc: 63.59
train_loss: 11.93
test_acc: 57.94
test_acc_top5: 85.19
test_loss: 1.68
-------------------------
-------------------------
epoch: 58
lr: 0.01
train_acc: 63.75
train_loss: 11.83
test_acc: 58.77
test_acc_top5: 85.60
test_loss: 1.64
-------------------------
-------------------------
epoch: 59
lr: 0.01
train_acc: 63.88
train_loss: 11.85
test_acc: 59.50
test_acc_top5: 85.33
test_loss: 1.63
-------------------------
-------------------------
epoch: 60
lr: 0.01
train_acc: 64.29
train_loss: 11.76
test_acc: 58.89
test_acc_top5: 85.92
test_loss: 1.63
-------------------------
-------------------------
epoch: 61
lr: 0.01
train_acc: 63.83
train_loss: 11.80
test_acc: 58.97
test_acc_top5: 85.59
test_loss: 1.65
-------------------------
-------------------------
epoch: 62
lr: 0.01
train_acc: 64.08
train_loss: 11.77
test_acc: 58.53
test_acc_top5: 85.99
test_loss: 1.66
-------------------------
-------------------------
epoch: 63
lr: 0.01
train_acc: 64.30
train_loss: 11.69
test_acc: 59.96
test_acc_top5: 86.52
test_loss: 1.59
-------------------------
-------------------------
epoch: 64
lr: 0.01
train_acc: 64.57
train_loss: 11.61
test_acc: 59.08
test_acc_top5: 85.33
test_loss: 1.64
-------------------------
-------------------------
epoch: 65
lr: 0.01
train_acc: 64.82
train_loss: 11.57
test_acc: 59.35
test_acc_top5: 86.01
test_loss: 1.64
-------------------------
-------------------------
epoch: 66
lr: 0.01
train_acc: 64.92
train_loss: 11.56
test_acc: 59.41
test_acc_top5: 85.72
test_loss: 1.59
-------------------------
-------------------------
epoch: 67
lr: 0.01
train_acc: 65.01
train_loss: 11.52
test_acc: 60.71
test_acc_top5: 86.23
test_loss: 1.58
-------------------------
-------------------------
epoch: 68
lr: 0.01
train_acc: 64.86
train_loss: 11.55
test_acc: 60.21
test_acc_top5: 85.78
test_loss: 1.59
-------------------------
-------------------------
epoch: 69
lr: 0.01
train_acc: 65.00
train_loss: 11.48
test_acc: 59.03
test_acc_top5: 85.67
test_loss: 1.64
-------------------------
-------------------------
epoch: 70
lr: 0.01
train_acc: 65.15
train_loss: 11.46
test_acc: 58.65
test_acc_top5: 84.74
test_loss: 1.68
-------------------------
-------------------------
epoch: 71
lr: 0.01
train_acc: 65.12
train_loss: 11.46
test_acc: 60.28
test_acc_top5: 86.54
test_loss: 1.58
-------------------------
-------------------------
epoch: 72
lr: 0.01
train_acc: 65.51
train_loss: 11.31
test_acc: 60.65
test_acc_top5: 86.67
test_loss: 1.57
-------------------------
-------------------------
epoch: 73
lr: 0.01
train_acc: 65.57
train_loss: 11.31
test_acc: 60.37
test_acc_top5: 86.11
test_loss: 1.58
-------------------------
-------------------------
epoch: 74
lr: 0.01
train_acc: 65.44
train_loss: 11.30
test_acc: 59.59
test_acc_top5: 85.85
test_loss: 1.61
-------------------------
-------------------------
epoch: 75
lr: 0.01
train_acc: 65.86
train_loss: 11.23
test_acc: 60.33
test_acc_top5: 86.71
test_loss: 1.57
-------------------------
-------------------------
epoch: 76
lr: 0.01
train_acc: 65.73
train_loss: 11.29
test_acc: 60.24
test_acc_top5: 86.25
test_loss: 1.59
-------------------------
-------------------------
epoch: 77
lr: 0.01
train_acc: 65.98
train_loss: 11.26
test_acc: 60.37
test_acc_top5: 86.46
test_loss: 1.57
-------------------------
-------------------------
epoch: 78
lr: 0.01
train_acc: 65.94
train_loss: 11.20
test_acc: 60.41
test_acc_top5: 86.39
test_loss: 1.56
-------------------------
-------------------------
epoch: 79
lr: 0.01
train_acc: 66.05
train_loss: 11.16
test_acc: 60.62
test_acc_top5: 86.32
test_loss: 1.57
-------------------------
-------------------------
epoch: 80
lr: 0.01
train_acc: 66.35
train_loss: 11.13
test_acc: 60.12
test_acc_top5: 86.95
test_loss: 1.58
-------------------------
-------------------------
epoch: 81
lr: 0.01
train_acc: 66.35
train_loss: 11.11
test_acc: 60.41
test_acc_top5: 86.59
test_loss: 1.59
-------------------------
-------------------------
epoch: 82
lr: 0.01
train_acc: 66.21
train_loss: 11.13
test_acc: 61.58
test_acc_top5: 87.41
test_loss: 1.54
-------------------------
-------------------------
epoch: 83
lr: 0.01
train_acc: 66.17
train_loss: 11.08
test_acc: 60.40
test_acc_top5: 86.88
test_loss: 1.56
-------------------------
-------------------------
epoch: 84
lr: 0.01
train_acc: 66.33
train_loss: 11.05
test_acc: 60.63
test_acc_top5: 86.82
test_loss: 1.55
-------------------------
-------------------------
epoch: 85
lr: 0.01
train_acc: 66.39
train_loss: 11.06
test_acc: 60.25
test_acc_top5: 86.38
test_loss: 1.61
-------------------------
-------------------------
epoch: 86
lr: 0.01
train_acc: 66.69
train_loss: 10.97
test_acc: 59.66
test_acc_top5: 85.20
test_loss: 1.63
-------------------------
-------------------------
epoch: 87
lr: 0.01
train_acc: 66.71
train_loss: 10.94
test_acc: 60.95
test_acc_top5: 86.79
test_loss: 1.55
-------------------------
-------------------------
epoch: 88
lr: 0.01
train_acc: 66.87
train_loss: 10.95
test_acc: 60.17
test_acc_top5: 86.26
test_loss: 1.58
-------------------------
-------------------------
epoch: 89
lr: 0.01
train_acc: 66.78
train_loss: 10.92
test_acc: 60.29
test_acc_top5: 85.78
test_loss: 1.61
-------------------------
-------------------------
epoch: 90
lr: 0.01
train_acc: 66.97
train_loss: 10.91
test_acc: 59.41
test_acc_top5: 86.26
test_loss: 1.64
-------------------------
-------------------------
epoch: 91
lr: 0.01
train_acc: 66.57
train_loss: 11.00
test_acc: 61.65
test_acc_top5: 87.27
test_loss: 1.54
-------------------------
-------------------------
epoch: 92
lr: 0.01
train_acc: 66.69
train_loss: 10.95
test_acc: 61.08
test_acc_top5: 86.20
test_loss: 1.58
-------------------------
-------------------------
epoch: 93
lr: 0.01
train_acc: 67.14
train_loss: 10.87
test_acc: 61.57
test_acc_top5: 87.51
test_loss: 1.52
-------------------------
-------------------------
epoch: 94
lr: 0.01
train_acc: 67.05
train_loss: 10.89
test_acc: 61.89
test_acc_top5: 87.56
test_loss: 1.49
-------------------------
-------------------------
epoch: 95
lr: 0.01
train_acc: 67.09
train_loss: 10.81
test_acc: 60.13
test_acc_top5: 86.16
test_loss: 1.58
-------------------------
-------------------------
epoch: 96
lr: 0.01
train_acc: 67.13
train_loss: 10.81
test_acc: 61.05
test_acc_top5: 86.98
test_loss: 1.56
-------------------------
-------------------------
epoch: 97
lr: 0.01
train_acc: 67.39
train_loss: 10.83
test_acc: 61.94
test_acc_top5: 87.68
test_loss: 1.52
-------------------------
-------------------------
epoch: 98
lr: 0.01
train_acc: 67.21
train_loss: 10.76
test_acc: 60.38
test_acc_top5: 86.27
test_loss: 1.61
-------------------------
-------------------------
epoch: 99
lr: 0.01
train_acc: 67.53
train_loss: 10.76
test_acc: 60.15
test_acc_top5: 86.09
test_loss: 1.63
-------------------------
-------------------------
epoch: 100
lr: 0.01
train_acc: 67.61
train_loss: 10.77
test_acc: 59.53
test_acc_top5: 85.71
test_loss: 1.62
-------------------------
-------------------------
epoch: 101
lr: 0.01
train_acc: 67.58
train_loss: 10.67
test_acc: 61.15
test_acc_top5: 86.94
test_loss: 1.55
-------------------------
-------------------------
epoch: 102
lr: 0.01
train_acc: 67.35
train_loss: 10.78
test_acc: 61.31
test_acc_top5: 87.04
test_loss: 1.54
-------------------------
-------------------------
epoch: 103
lr: 0.01
train_acc: 67.74
train_loss: 10.68
test_acc: 61.66
test_acc_top5: 86.63
test_loss: 1.53
-------------------------
-------------------------
epoch: 104
lr: 0.01
train_acc: 67.76
train_loss: 10.64
test_acc: 62.15
test_acc_top5: 87.68
test_loss: 1.50
-------------------------
-------------------------
epoch: 105
lr: 0.01
train_acc: 67.85
train_loss: 10.69
test_acc: 61.20
test_acc_top5: 86.87
test_loss: 1.57
-------------------------
-------------------------
epoch: 106
lr: 0.01
train_acc: 67.90
train_loss: 10.63
test_acc: 62.25
test_acc_top5: 87.72
test_loss: 1.49
-------------------------
-------------------------
epoch: 107
lr: 0.01
train_acc: 67.63
train_loss: 10.68
test_acc: 60.91
test_acc_top5: 86.79
test_loss: 1.57
-------------------------
-------------------------
epoch: 108
lr: 0.01
train_acc: 67.98
train_loss: 10.63
test_acc: 59.71
test_acc_top5: 85.88
test_loss: 1.65
-------------------------
-------------------------
epoch: 109
lr: 0.01
train_acc: 67.80
train_loss: 10.62
test_acc: 59.57
test_acc_top5: 86.10
test_loss: 1.63
-------------------------
-------------------------
epoch: 110
lr: 0.01
train_acc: 68.10
train_loss: 10.58
test_acc: 61.50
test_acc_top5: 86.86
test_loss: 1.56
-------------------------
-------------------------
epoch: 111
lr: 0.01
train_acc: 68.10
train_loss: 10.56
test_acc: 60.59
test_acc_top5: 86.36
test_loss: 1.58
-------------------------
-------------------------