/
kd,wrn_40_2,MobileNetV2,3,9.txt
2161 lines (2161 loc) · 37.2 KB
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kd,wrn_40_2,MobileNetV2,3,9.txt
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-------------------------
epoch: 1
lr: 0.01
train_acc: 6.27
train_loss: 8.66
test_acc: 11.48
test_acc_top5: 34.81
test_loss: 3.92
-------------------------
-------------------------
epoch: 2
lr: 0.01
train_acc: 13.27
train_loss: 7.54
test_acc: 16.53
test_acc_top5: 43.99
test_loss: 3.62
-------------------------
-------------------------
epoch: 3
lr: 0.01
train_acc: 17.69
train_loss: 7.03
test_acc: 21.05
test_acc_top5: 49.06
test_loss: 3.34
-------------------------
-------------------------
epoch: 4
lr: 0.01
train_acc: 21.41
train_loss: 6.62
test_acc: 25.01
test_acc_top5: 54.91
test_loss: 3.13
-------------------------
-------------------------
epoch: 5
lr: 0.01
train_acc: 24.58
train_loss: 6.26
test_acc: 27.34
test_acc_top5: 56.84
test_loss: 3.03
-------------------------
-------------------------
epoch: 6
lr: 0.01
train_acc: 27.45
train_loss: 5.88
test_acc: 31.59
test_acc_top5: 62.76
test_loss: 2.79
-------------------------
-------------------------
epoch: 7
lr: 0.01
train_acc: 30.56
train_loss: 5.56
test_acc: 33.13
test_acc_top5: 65.20
test_loss: 2.70
-------------------------
-------------------------
epoch: 8
lr: 0.01
train_acc: 32.57
train_loss: 5.31
test_acc: 35.02
test_acc_top5: 66.45
test_loss: 2.63
-------------------------
-------------------------
epoch: 9
lr: 0.01
train_acc: 34.83
train_loss: 5.09
test_acc: 36.03
test_acc_top5: 69.03
test_loss: 2.58
-------------------------
-------------------------
epoch: 10
lr: 0.01
train_acc: 36.72
train_loss: 4.89
test_acc: 35.84
test_acc_top5: 68.47
test_loss: 2.56
-------------------------
-------------------------
epoch: 11
lr: 0.01
train_acc: 38.47
train_loss: 4.74
test_acc: 37.95
test_acc_top5: 70.36
test_loss: 2.46
-------------------------
-------------------------
epoch: 12
lr: 0.01
train_acc: 39.62
train_loss: 4.59
test_acc: 40.36
test_acc_top5: 72.35
test_loss: 2.39
-------------------------
-------------------------
epoch: 13
lr: 0.01
train_acc: 41.59
train_loss: 4.46
test_acc: 42.98
test_acc_top5: 74.55
test_loss: 2.25
-------------------------
-------------------------
epoch: 14
lr: 0.01
train_acc: 42.61
train_loss: 4.33
test_acc: 42.61
test_acc_top5: 74.19
test_loss: 2.28
-------------------------
-------------------------
epoch: 15
lr: 0.01
train_acc: 43.99
train_loss: 4.22
test_acc: 44.06
test_acc_top5: 75.10
test_loss: 2.20
-------------------------
-------------------------
epoch: 16
lr: 0.01
train_acc: 44.80
train_loss: 4.13
test_acc: 44.98
test_acc_top5: 76.28
test_loss: 2.17
-------------------------
-------------------------
epoch: 17
lr: 0.01
train_acc: 46.07
train_loss: 4.02
test_acc: 44.92
test_acc_top5: 76.26
test_loss: 2.15
-------------------------
-------------------------
epoch: 18
lr: 0.01
train_acc: 46.77
train_loss: 3.95
test_acc: 45.37
test_acc_top5: 76.95
test_loss: 2.16
-------------------------
-------------------------
epoch: 19
lr: 0.01
train_acc: 47.63
train_loss: 3.86
test_acc: 44.19
test_acc_top5: 74.79
test_loss: 2.26
-------------------------
-------------------------
epoch: 20
lr: 0.01
train_acc: 48.64
train_loss: 3.79
test_acc: 44.43
test_acc_top5: 75.29
test_loss: 2.24
-------------------------
-------------------------
epoch: 21
lr: 0.01
train_acc: 49.21
train_loss: 3.73
test_acc: 47.43
test_acc_top5: 77.88
test_loss: 2.12
-------------------------
-------------------------
epoch: 22
lr: 0.01
train_acc: 49.98
train_loss: 3.66
test_acc: 49.63
test_acc_top5: 79.84
test_loss: 2.01
-------------------------
-------------------------
epoch: 23
lr: 0.01
train_acc: 50.64
train_loss: 3.61
test_acc: 50.93
test_acc_top5: 81.26
test_loss: 1.96
-------------------------
-------------------------
epoch: 24
lr: 0.01
train_acc: 51.27
train_loss: 3.55
test_acc: 48.47
test_acc_top5: 77.89
test_loss: 2.10
-------------------------
-------------------------
epoch: 25
lr: 0.01
train_acc: 51.99
train_loss: 3.51
test_acc: 49.97
test_acc_top5: 79.74
test_loss: 2.04
-------------------------
-------------------------
epoch: 26
lr: 0.01
train_acc: 52.59
train_loss: 3.48
test_acc: 51.22
test_acc_top5: 80.66
test_loss: 1.97
-------------------------
-------------------------
epoch: 27
lr: 0.01
train_acc: 52.68
train_loss: 3.42
test_acc: 52.03
test_acc_top5: 80.25
test_loss: 1.96
-------------------------
-------------------------
epoch: 28
lr: 0.01
train_acc: 53.76
train_loss: 3.37
test_acc: 52.09
test_acc_top5: 81.19
test_loss: 1.96
-------------------------
-------------------------
epoch: 29
lr: 0.01
train_acc: 53.57
train_loss: 3.36
test_acc: 52.03
test_acc_top5: 80.92
test_loss: 1.97
-------------------------
-------------------------
epoch: 30
lr: 0.01
train_acc: 54.46
train_loss: 3.32
test_acc: 52.23
test_acc_top5: 81.73
test_loss: 1.94
-------------------------
-------------------------
epoch: 31
lr: 0.01
train_acc: 54.82
train_loss: 3.28
test_acc: 52.80
test_acc_top5: 81.66
test_loss: 1.95
-------------------------
-------------------------
epoch: 32
lr: 0.01
train_acc: 55.44
train_loss: 3.23
test_acc: 54.02
test_acc_top5: 82.83
test_loss: 1.88
-------------------------
-------------------------
epoch: 33
lr: 0.01
train_acc: 55.57
train_loss: 3.22
test_acc: 53.31
test_acc_top5: 82.14
test_loss: 1.90
-------------------------
-------------------------
epoch: 34
lr: 0.01
train_acc: 55.99
train_loss: 3.18
test_acc: 54.34
test_acc_top5: 82.92
test_loss: 1.87
-------------------------
-------------------------
epoch: 35
lr: 0.01
train_acc: 56.34
train_loss: 3.15
test_acc: 50.97
test_acc_top5: 79.81
test_loss: 2.02
-------------------------
-------------------------
epoch: 36
lr: 0.01
train_acc: 56.79
train_loss: 3.12
test_acc: 53.66
test_acc_top5: 83.02
test_loss: 1.91
-------------------------
-------------------------
epoch: 37
lr: 0.01
train_acc: 57.18
train_loss: 3.11
test_acc: 55.21
test_acc_top5: 83.17
test_loss: 1.85
-------------------------
-------------------------
epoch: 38
lr: 0.01
train_acc: 57.41
train_loss: 3.08
test_acc: 54.40
test_acc_top5: 82.72
test_loss: 1.87
-------------------------
-------------------------
epoch: 39
lr: 0.01
train_acc: 57.87
train_loss: 3.05
test_acc: 55.67
test_acc_top5: 84.09
test_loss: 1.80
-------------------------
-------------------------
epoch: 40
lr: 0.01
train_acc: 58.10
train_loss: 3.04
test_acc: 55.78
test_acc_top5: 84.18
test_loss: 1.80
-------------------------
-------------------------
epoch: 41
lr: 0.01
train_acc: 58.13
train_loss: 3.02
test_acc: 55.86
test_acc_top5: 83.65
test_loss: 1.84
-------------------------
-------------------------
epoch: 42
lr: 0.01
train_acc: 58.36
train_loss: 3.01
test_acc: 54.80
test_acc_top5: 83.46
test_loss: 1.84
-------------------------
-------------------------
epoch: 43
lr: 0.01
train_acc: 58.58
train_loss: 2.99
test_acc: 54.60
test_acc_top5: 83.09
test_loss: 1.84
-------------------------
-------------------------
epoch: 44
lr: 0.01
train_acc: 58.84
train_loss: 2.98
test_acc: 56.20
test_acc_top5: 83.23
test_loss: 1.88
-------------------------
-------------------------
epoch: 45
lr: 0.01
train_acc: 58.67
train_loss: 2.96
test_acc: 57.60
test_acc_top5: 84.67
test_loss: 1.74
-------------------------
-------------------------
epoch: 46
lr: 0.01
train_acc: 59.37
train_loss: 2.94
test_acc: 55.21
test_acc_top5: 83.90
test_loss: 1.85
-------------------------
-------------------------
epoch: 47
lr: 0.01
train_acc: 59.60
train_loss: 2.91
test_acc: 57.01
test_acc_top5: 84.56
test_loss: 1.79
-------------------------
-------------------------
epoch: 48
lr: 0.01
train_acc: 59.76
train_loss: 2.90
test_acc: 55.73
test_acc_top5: 83.54
test_loss: 1.82
-------------------------
-------------------------
epoch: 49
lr: 0.01
train_acc: 59.86
train_loss: 2.91
test_acc: 56.16
test_acc_top5: 83.99
test_loss: 1.81
-------------------------
-------------------------
epoch: 50
lr: 0.01
train_acc: 59.95
train_loss: 2.89
test_acc: 56.86
test_acc_top5: 84.30
test_loss: 1.76
-------------------------
-------------------------
epoch: 51
lr: 0.01
train_acc: 60.23
train_loss: 2.87
test_acc: 57.63
test_acc_top5: 84.63
test_loss: 1.77
-------------------------
-------------------------
epoch: 52
lr: 0.01
train_acc: 60.35
train_loss: 2.87
test_acc: 55.89
test_acc_top5: 83.69
test_loss: 1.84
-------------------------
-------------------------
epoch: 53
lr: 0.01
train_acc: 60.27
train_loss: 2.86
test_acc: 56.85
test_acc_top5: 83.44
test_loss: 1.83
-------------------------
-------------------------
epoch: 54
lr: 0.01
train_acc: 60.53
train_loss: 2.85
test_acc: 56.59
test_acc_top5: 85.12
test_loss: 1.77
-------------------------
-------------------------
epoch: 55
lr: 0.01
train_acc: 60.63
train_loss: 2.83
test_acc: 57.45
test_acc_top5: 84.15
test_loss: 1.78
-------------------------
-------------------------
epoch: 56
lr: 0.01
train_acc: 60.87
train_loss: 2.83
test_acc: 57.37
test_acc_top5: 84.95
test_loss: 1.77
-------------------------
-------------------------
epoch: 57
lr: 0.01
train_acc: 61.07
train_loss: 2.81
test_acc: 57.63
test_acc_top5: 84.38
test_loss: 1.78
-------------------------
-------------------------
epoch: 58
lr: 0.01
train_acc: 61.16
train_loss: 2.81
test_acc: 57.43
test_acc_top5: 84.58
test_loss: 1.76
-------------------------
-------------------------
epoch: 59
lr: 0.01
train_acc: 61.36
train_loss: 2.80
test_acc: 57.50
test_acc_top5: 84.95
test_loss: 1.78
-------------------------
-------------------------
epoch: 60
lr: 0.01
train_acc: 61.46
train_loss: 2.79
test_acc: 57.24
test_acc_top5: 84.84
test_loss: 1.77
-------------------------
-------------------------
epoch: 61
lr: 0.01
train_acc: 61.54
train_loss: 2.79
test_acc: 58.05
test_acc_top5: 85.81
test_loss: 1.73
-------------------------
-------------------------
epoch: 62
lr: 0.01
train_acc: 61.75
train_loss: 2.77
test_acc: 56.67
test_acc_top5: 83.81
test_loss: 1.80
-------------------------
-------------------------
epoch: 63
lr: 0.01
train_acc: 61.55
train_loss: 2.78
test_acc: 58.20
test_acc_top5: 84.71
test_loss: 1.75
-------------------------
-------------------------
epoch: 64
lr: 0.01
train_acc: 61.61
train_loss: 2.77
test_acc: 58.54
test_acc_top5: 84.76
test_loss: 1.76
-------------------------
-------------------------
epoch: 65
lr: 0.01
train_acc: 61.81
train_loss: 2.77
test_acc: 56.99
test_acc_top5: 84.96
test_loss: 1.77
-------------------------
-------------------------
epoch: 66
lr: 0.01
train_acc: 61.81
train_loss: 2.75
test_acc: 56.95
test_acc_top5: 84.15
test_loss: 1.78
-------------------------
-------------------------
epoch: 67
lr: 0.01
train_acc: 62.07
train_loss: 2.74
test_acc: 57.90
test_acc_top5: 84.86
test_loss: 1.74
-------------------------
-------------------------
epoch: 68
lr: 0.01
train_acc: 62.28
train_loss: 2.73
test_acc: 57.66
test_acc_top5: 84.44
test_loss: 1.77
-------------------------
-------------------------
epoch: 69
lr: 0.01
train_acc: 62.57
train_loss: 2.71
test_acc: 59.24
test_acc_top5: 85.59
test_loss: 1.71
-------------------------
-------------------------
epoch: 70
lr: 0.01
train_acc: 62.54
train_loss: 2.72
test_acc: 59.25
test_acc_top5: 85.63
test_loss: 1.70
-------------------------
-------------------------
epoch: 71
lr: 0.01
train_acc: 62.68
train_loss: 2.70
test_acc: 58.54
test_acc_top5: 85.35
test_loss: 1.76
-------------------------
-------------------------
epoch: 72
lr: 0.01
train_acc: 62.97
train_loss: 2.68
test_acc: 57.89
test_acc_top5: 85.21
test_loss: 1.76
-------------------------
-------------------------
epoch: 73
lr: 0.01
train_acc: 62.69
train_loss: 2.69
test_acc: 58.01
test_acc_top5: 84.69
test_loss: 1.75
-------------------------
-------------------------
epoch: 74
lr: 0.01
train_acc: 62.77
train_loss: 2.69
test_acc: 58.29
test_acc_top5: 85.74
test_loss: 1.72
-------------------------
-------------------------
epoch: 75
lr: 0.01
train_acc: 62.81
train_loss: 2.68
test_acc: 59.02
test_acc_top5: 85.57
test_loss: 1.72
-------------------------
-------------------------
epoch: 76
lr: 0.01
train_acc: 63.20
train_loss: 2.67
test_acc: 59.04
test_acc_top5: 86.07
test_loss: 1.71
-------------------------
-------------------------
epoch: 77
lr: 0.01
train_acc: 63.26
train_loss: 2.66
test_acc: 58.63
test_acc_top5: 85.22
test_loss: 1.75
-------------------------
-------------------------
epoch: 78
lr: 0.01
train_acc: 63.25
train_loss: 2.66
test_acc: 59.28
test_acc_top5: 85.66
test_loss: 1.70
-------------------------
-------------------------
epoch: 79
lr: 0.01
train_acc: 63.49
train_loss: 2.66
test_acc: 58.26
test_acc_top5: 85.13
test_loss: 1.73
-------------------------
-------------------------
epoch: 80
lr: 0.01
train_acc: 63.38
train_loss: 2.65
test_acc: 58.99
test_acc_top5: 85.69
test_loss: 1.72
-------------------------
-------------------------
epoch: 81
lr: 0.01
train_acc: 63.43
train_loss: 2.64
test_acc: 59.67
test_acc_top5: 85.44
test_loss: 1.71
-------------------------
-------------------------
epoch: 82
lr: 0.01
train_acc: 63.49
train_loss: 2.64
test_acc: 58.83
test_acc_top5: 86.02
test_loss: 1.72
-------------------------
-------------------------
epoch: 83
lr: 0.01
train_acc: 63.64
train_loss: 2.63
test_acc: 57.88
test_acc_top5: 84.98
test_loss: 1.76
-------------------------
-------------------------
epoch: 84
lr: 0.01
train_acc: 63.62
train_loss: 2.63
test_acc: 58.78
test_acc_top5: 85.70
test_loss: 1.68
-------------------------
-------------------------
epoch: 85
lr: 0.01
train_acc: 63.54
train_loss: 2.63
test_acc: 59.43
test_acc_top5: 85.99
test_loss: 1.70
-------------------------
-------------------------
epoch: 86
lr: 0.01
train_acc: 63.89
train_loss: 2.62
test_acc: 57.86
test_acc_top5: 85.14
test_loss: 1.75
-------------------------
-------------------------
epoch: 87
lr: 0.01
train_acc: 63.86
train_loss: 2.62
test_acc: 57.26
test_acc_top5: 84.52
test_loss: 1.77
-------------------------
-------------------------
epoch: 88
lr: 0.01
train_acc: 64.22
train_loss: 2.60
test_acc: 59.79
test_acc_top5: 86.16
test_loss: 1.69
-------------------------
-------------------------
epoch: 89
lr: 0.01
train_acc: 64.08
train_loss: 2.60
test_acc: 59.07
test_acc_top5: 85.84
test_loss: 1.70
-------------------------
-------------------------
epoch: 90
lr: 0.01
train_acc: 63.88
train_loss: 2.60
test_acc: 59.01
test_acc_top5: 85.71
test_loss: 1.69
-------------------------
-------------------------
epoch: 91
lr: 0.01
train_acc: 64.25
train_loss: 2.60
test_acc: 57.92
test_acc_top5: 85.18
test_loss: 1.75
-------------------------
-------------------------
epoch: 92
lr: 0.01
train_acc: 64.60
train_loss: 2.59
test_acc: 57.48
test_acc_top5: 85.00
test_loss: 1.77
-------------------------
-------------------------
epoch: 93
lr: 0.01
train_acc: 64.20
train_loss: 2.58
test_acc: 60.09
test_acc_top5: 86.55
test_loss: 1.68
-------------------------
-------------------------
epoch: 94
lr: 0.01
train_acc: 64.48
train_loss: 2.57
test_acc: 59.23
test_acc_top5: 86.51
test_loss: 1.70
-------------------------
-------------------------
epoch: 95
lr: 0.01
train_acc: 64.25
train_loss: 2.58
test_acc: 59.55
test_acc_top5: 86.13
test_loss: 1.69
-------------------------
-------------------------
epoch: 96
lr: 0.01
train_acc: 64.35
train_loss: 2.59
test_acc: 60.41
test_acc_top5: 86.76
test_loss: 1.63
-------------------------
-------------------------
epoch: 97
lr: 0.01
train_acc: 64.28
train_loss: 2.58
test_acc: 58.85
test_acc_top5: 86.12
test_loss: 1.71
-------------------------
-------------------------
epoch: 98
lr: 0.01
train_acc: 64.70
train_loss: 2.57
test_acc: 59.82
test_acc_top5: 86.57
test_loss: 1.67
-------------------------
-------------------------
epoch: 99
lr: 0.01
train_acc: 64.77
train_loss: 2.57
test_acc: 59.62
test_acc_top5: 86.59
test_loss: 1.69
-------------------------
-------------------------
epoch: 100
lr: 0.01
train_acc: 64.62
train_loss: 2.57
test_acc: 59.31
test_acc_top5: 86.19
test_loss: 1.68
-------------------------
-------------------------
epoch: 101
lr: 0.01
train_acc: 64.43
train_loss: 2.57
test_acc: 60.12
test_acc_top5: 85.79
test_loss: 1.68
-------------------------
-------------------------
epoch: 102
lr: 0.01
train_acc: 65.01
train_loss: 2.55
test_acc: 60.44
test_acc_top5: 86.30
test_loss: 1.68
-------------------------
-------------------------
epoch: 103
lr: 0.01
train_acc: 64.51
train_loss: 2.57
test_acc: 58.20
test_acc_top5: 84.77
test_loss: 1.74
-------------------------
-------------------------
epoch: 104
lr: 0.01
train_acc: 64.95
train_loss: 2.54
test_acc: 57.56
test_acc_top5: 84.70
test_loss: 1.82
-------------------------
-------------------------
epoch: 105
lr: 0.01
train_acc: 64.97
train_loss: 2.55
test_acc: 56.82
test_acc_top5: 84.11
test_loss: 1.79
-------------------------
-------------------------
epoch: 106
lr: 0.01
train_acc: 64.97
train_loss: 2.55
test_acc: 60.48
test_acc_top5: 86.57
test_loss: 1.65
-------------------------
-------------------------
epoch: 107
lr: 0.01
train_acc: 64.86
train_loss: 2.54
test_acc: 61.00
test_acc_top5: 86.38
test_loss: 1.61
-------------------------
-------------------------
epoch: 108
lr: 0.01
train_acc: 65.00
train_loss: 2.54
test_acc: 60.83
test_acc_top5: 86.26
test_loss: 1.66
-------------------------
-------------------------
epoch: 109
lr: 0.01
train_acc: 65.06
train_loss: 2.53
test_acc: 59.42
test_acc_top5: 85.61
test_loss: 1.71
-------------------------
-------------------------
epoch: 110
lr: 0.01
train_acc: 65.02
train_loss: 2.54
test_acc: 60.65
test_acc_top5: 86.26
test_loss: 1.68
-------------------------
-------------------------
epoch: 111
lr: 0.01
train_acc: 65.11
train_loss: 2.54
test_acc: 61.03
test_acc_top5: 86.69
test_loss: 1.65
-------------------------
-------------------------