-------------------------
epoch: 1
lr: 0.1000
best_acc: 28.83
train_acc: 16.24
train_loss: 55.80
test_acc: 28.83
test_acc_top5: 54.49
test_loss: 3.70
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 41.73
train_acc: 35.52
train_loss: 44.58
test_acc: 41.73
test_acc_top5: 68.15
test_loss: 2.76
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 46.72
train_acc: 42.13
train_loss: 41.23
test_acc: 46.72
test_acc_top5: 72.66
test_loss: 2.51
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 50.00
train_acc: 45.32
train_loss: 39.54
test_acc: 50.00
test_acc_top5: 75.48
test_loss: 2.34
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 50.09
train_acc: 47.20
train_loss: 38.59
test_acc: 50.09
test_acc_top5: 75.73
test_loss: 2.29
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 51.04
train_acc: 48.42
train_loss: 37.93
test_acc: 51.04
test_acc_top5: 76.95
test_loss: 2.23
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 53.62
train_acc: 49.27
train_loss: 37.48
test_acc: 53.62
test_acc_top5: 78.46
test_loss: 2.08
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 54.13
train_acc: 49.87
train_loss: 37.14
test_acc: 54.13
test_acc_top5: 78.93
test_loss: 2.08
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 54.13
train_acc: 50.38
train_loss: 36.85
test_acc: 53.08
test_acc_top5: 78.12
test_loss: 2.11
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 54.45
train_acc: 50.76
train_loss: 36.66
test_acc: 54.45
test_acc_top5: 79.32
test_loss: 2.03
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 54.45
train_acc: 51.08
train_loss: 36.47
test_acc: 54.01
test_acc_top5: 78.92
test_loss: 2.08
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 54.73
train_acc: 51.21
train_loss: 36.38
test_acc: 54.73
test_acc_top5: 79.33
test_loss: 2.02
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 54.81
train_acc: 51.47
train_loss: 36.25
test_acc: 54.81
test_acc_top5: 79.37
test_loss: 2.02
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 54.81
train_acc: 51.59
train_loss: 36.16
test_acc: 54.46
test_acc_top5: 79.31
test_loss: 2.04
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 54.81
train_acc: 51.72
train_loss: 36.08
test_acc: 53.06
test_acc_top5: 77.94
test_loss: 2.10
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 54.81
train_acc: 51.86
train_loss: 36.02
test_acc: 54.48
test_acc_top5: 79.37
test_loss: 2.02
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 54.81
train_acc: 51.98
train_loss: 35.94
test_acc: 53.25
test_acc_top5: 78.51
test_loss: 2.12
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 54.81
train_acc: 52.06
train_loss: 35.90
test_acc: 53.21
test_acc_top5: 78.02
test_loss: 2.10
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 54.81
train_acc: 52.18
train_loss: 35.85
test_acc: 51.97
test_acc_top5: 77.18
test_loss: 2.16
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 54.81
train_acc: 52.29
train_loss: 35.80
test_acc: 54.66
test_acc_top5: 79.68
test_loss: 2.02
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 54.81
train_acc: 52.30
train_loss: 35.75
test_acc: 53.01
test_acc_top5: 77.95
test_loss: 2.10
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 55.19
train_acc: 52.33
train_loss: 35.73
test_acc: 55.19
test_acc_top5: 79.96
test_loss: 2.01
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 55.19
train_acc: 52.45
train_loss: 35.69
test_acc: 53.65
test_acc_top5: 78.56
test_loss: 2.09
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 55.19
train_acc: 52.42
train_loss: 35.69
test_acc: 53.66
test_acc_top5: 79.02
test_loss: 2.09
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 56.60
train_acc: 52.51
train_loss: 35.65
test_acc: 56.60
test_acc_top5: 80.67
test_loss: 1.95
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 56.60
train_acc: 52.48
train_loss: 35.65
test_acc: 54.44
test_acc_top5: 79.36
test_loss: 2.02
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 56.60
train_acc: 52.51
train_loss: 35.64
test_acc: 55.61
test_acc_top5: 80.13
test_loss: 1.96
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 56.60
train_acc: 52.57
train_loss: 35.63
test_acc: 54.03
test_acc_top5: 78.87
test_loss: 2.09
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 56.60
train_acc: 52.57
train_loss: 35.60
test_acc: 54.81
test_acc_top5: 79.47
test_loss: 2.05
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 56.60
train_acc: 52.53
train_loss: 35.61
test_acc: 56.03
test_acc_top5: 80.42
test_loss: 1.97
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 67.15
train_acc: 61.11
train_loss: 31.50
test_acc: 67.15
test_acc_top5: 87.84
test_loss: 1.38
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 68.05
train_acc: 63.19
train_loss: 30.47
test_acc: 68.05
test_acc_top5: 88.38
test_loss: 1.34
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 68.53
train_acc: 63.92
train_loss: 30.11
test_acc: 68.53
test_acc_top5: 88.43
test_loss: 1.32
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 68.88
train_acc: 64.40
train_loss: 29.84
test_acc: 68.88
test_acc_top5: 88.87
test_loss: 1.30
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 69.06
train_acc: 64.78
train_loss: 29.64
test_acc: 69.06
test_acc_top5: 88.93
test_loss: 1.29
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 69.20
train_acc: 65.01
train_loss: 29.52
test_acc: 69.20
test_acc_top5: 88.92
test_loss: 1.28
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 69.20
train_acc: 65.24
train_loss: 29.43
test_acc: 69.06
test_acc_top5: 89.02
test_loss: 1.28
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 69.38
train_acc: 65.35
train_loss: 29.36
test_acc: 69.38
test_acc_top5: 89.14
test_loss: 1.27
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 69.38
train_acc: 65.41
train_loss: 29.32
test_acc: 69.35
test_acc_top5: 89.18
test_loss: 1.27
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 69.38
train_acc: 65.42
train_loss: 29.29
test_acc: 68.94
test_acc_top5: 88.92
test_loss: 1.29
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 69.38
train_acc: 65.45
train_loss: 29.30
test_acc: 69.12
test_acc_top5: 89.04
test_loss: 1.28
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 69.38
train_acc: 65.43
train_loss: 29.31
test_acc: 69.02
test_acc_top5: 88.96
test_loss: 1.29
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 69.38
train_acc: 65.36
train_loss: 29.36
test_acc: 68.91
test_acc_top5: 88.80
test_loss: 1.30
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 69.38
train_acc: 65.28
train_loss: 29.37
test_acc: 68.95
test_acc_top5: 89.00
test_loss: 1.29
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 69.38
train_acc: 65.28
train_loss: 29.37
test_acc: 68.78
test_acc_top5: 88.82
test_loss: 1.29
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 69.38
train_acc: 65.21
train_loss: 29.41
test_acc: 68.94
test_acc_top5: 88.89
test_loss: 1.29
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 69.38
train_acc: 65.09
train_loss: 29.47
test_acc: 68.74
test_acc_top5: 88.77
test_loss: 1.30
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 69.38
train_acc: 65.03
train_loss: 29.47
test_acc: 68.80
test_acc_top5: 88.80
test_loss: 1.30
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 69.38
train_acc: 65.05
train_loss: 29.50
test_acc: 68.79
test_acc_top5: 88.75
test_loss: 1.30
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 69.38
train_acc: 64.97
train_loss: 29.51
test_acc: 68.31
test_acc_top5: 88.48
test_loss: 1.32
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 69.38
train_acc: 65.01
train_loss: 29.51
test_acc: 68.35
test_acc_top5: 88.73
test_loss: 1.31
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 69.38
train_acc: 64.97
train_loss: 29.51
test_acc: 68.00
test_acc_top5: 88.30
test_loss: 1.33
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 69.38
train_acc: 64.99
train_loss: 29.51
test_acc: 67.98
test_acc_top5: 88.43
test_loss: 1.33
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 69.38
train_acc: 64.91
train_loss: 29.54
test_acc: 68.67
test_acc_top5: 88.79
test_loss: 1.30
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 69.38
train_acc: 64.98
train_loss: 29.53
test_acc: 68.56
test_acc_top5: 88.67
test_loss: 1.31
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 69.38
train_acc: 64.93
train_loss: 29.53
test_acc: 67.61
test_acc_top5: 88.37
test_loss: 1.34
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 69.38
train_acc: 64.96
train_loss: 29.52
test_acc: 68.32
test_acc_top5: 88.65
test_loss: 1.32
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 69.38
train_acc: 65.02
train_loss: 29.50
test_acc: 68.48
test_acc_top5: 88.68
test_loss: 1.31
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 69.38
train_acc: 64.97
train_loss: 29.50
test_acc: 68.74
test_acc_top5: 88.90
test_loss: 1.31
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 69.38
train_acc: 65.03
train_loss: 29.49
test_acc: 68.59
test_acc_top5: 88.90
test_loss: 1.30
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 71.37
train_acc: 67.68
train_loss: 28.01
test_acc: 71.37
test_acc_top5: 90.31
test_loss: 1.18
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 71.57
train_acc: 68.41
train_loss: 27.64
test_acc: 71.57
test_acc_top5: 90.44
test_loss: 1.17
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 71.76
train_acc: 68.59
train_loss: 27.55
test_acc: 71.76
test_acc_top5: 90.46
test_loss: 1.16
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 71.85
train_acc: 68.77
train_loss: 27.45
test_acc: 71.85
test_acc_top5: 90.62
test_loss: 1.15
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 71.90
train_acc: 68.91
train_loss: 27.38
test_acc: 71.90
test_acc_top5: 90.61
test_loss: 1.15
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 71.97
train_acc: 69.01
train_loss: 27.34
test_acc: 71.97
test_acc_top5: 90.66
test_loss: 1.15
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 72.03
train_acc: 69.05
train_loss: 27.30
test_acc: 72.03
test_acc_top5: 90.73
test_loss: 1.14
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 72.03
train_acc: 69.21
train_loss: 27.26
test_acc: 72.03
test_acc_top5: 90.65
test_loss: 1.15
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 72.09
train_acc: 69.22
train_loss: 27.22
test_acc: 72.09
test_acc_top5: 90.75
test_loss: 1.14
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 72.13
train_acc: 69.33
train_loss: 27.18
test_acc: 72.13
test_acc_top5: 90.70
test_loss: 1.14
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 72.13
train_acc: 69.34
train_loss: 27.15
test_acc: 72.10
test_acc_top5: 90.74
test_loss: 1.14
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 72.18
train_acc: 69.38
train_loss: 27.13
test_acc: 72.18
test_acc_top5: 90.77
test_loss: 1.14
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 72.19
train_acc: 69.42
train_loss: 27.12
test_acc: 72.19
test_acc_top5: 90.68
test_loss: 1.14
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 72.20
train_acc: 69.47
train_loss: 27.11
test_acc: 72.20
test_acc_top5: 90.79
test_loss: 1.13
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 72.20
train_acc: 69.49
train_loss: 27.08
test_acc: 72.12
test_acc_top5: 90.75
test_loss: 1.14
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 72.25
train_acc: 69.56
train_loss: 27.04
test_acc: 72.25
test_acc_top5: 90.77
test_loss: 1.14
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 72.25
train_acc: 69.56
train_loss: 27.06
test_acc: 72.25
test_acc_top5: 90.70
test_loss: 1.14
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 72.25
train_acc: 69.62
train_loss: 27.03
test_acc: 72.21
test_acc_top5: 90.81
test_loss: 1.13
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 72.36
train_acc: 69.65
train_loss: 26.99
test_acc: 72.36
test_acc_top5: 90.88
test_loss: 1.13
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 72.36
train_acc: 69.66
train_loss: 26.98
test_acc: 72.36
test_acc_top5: 90.83
test_loss: 1.13
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 72.40
train_acc: 69.69
train_loss: 26.97
test_acc: 72.40
test_acc_top5: 90.85
test_loss: 1.13
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 72.45
train_acc: 69.69
train_loss: 27.00
test_acc: 72.45
test_acc_top5: 90.90
test_loss: 1.13
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 72.45
train_acc: 69.76
train_loss: 26.93
test_acc: 72.29
test_acc_top5: 90.89
test_loss: 1.13
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 72.45
train_acc: 69.74
train_loss: 26.95
test_acc: 72.41
test_acc_top5: 90.85
test_loss: 1.13
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 72.49
train_acc: 69.77
train_loss: 26.91
test_acc: 72.49
test_acc_top5: 90.88
test_loss: 1.13
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 72.49
train_acc: 69.82
train_loss: 26.93
test_acc: 72.43
test_acc_top5: 90.80
test_loss: 1.13
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 72.49
train_acc: 69.82
train_loss: 26.90
test_acc: 72.33
test_acc_top5: 90.91
test_loss: 1.13
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 72.49
train_acc: 69.83
train_loss: 26.91
test_acc: 72.35
test_acc_top5: 90.79
test_loss: 1.13
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 72.49
train_acc: 69.87
train_loss: 26.89
test_acc: 72.33
test_acc_top5: 90.88
test_loss: 1.13
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 72.49
train_acc: 69.85
train_loss: 26.87
test_acc: 72.33
test_acc_top5: 90.89
test_loss: 1.13
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 72.67
train_acc: 70.19
train_loss: 26.71
test_acc: 72.67
test_acc_top5: 91.01
test_loss: 1.12
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 72.67
train_acc: 70.27
train_loss: 26.65
test_acc: 72.67
test_acc_top5: 90.97
test_loss: 1.11
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 72.69
train_acc: 70.29
train_loss: 26.63
test_acc: 72.69
test_acc_top5: 90.99
test_loss: 1.12
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 72.74
train_acc: 70.38
train_loss: 26.60
test_acc: 72.74
test_acc_top5: 91.02
test_loss: 1.12
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 72.74
train_acc: 70.36
train_loss: 26.62
test_acc: 72.67
test_acc_top5: 91.01
test_loss: 1.11
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 72.74
train_acc: 70.28
train_loss: 26.62
test_acc: 72.73
test_acc_top5: 91.03
test_loss: 1.11
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 72.74
train_acc: 70.34
train_loss: 26.61
test_acc: 72.71
test_acc_top5: 90.98
test_loss: 1.12
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 72.74
train_acc: 70.36
train_loss: 26.61
test_acc: 72.66
test_acc_top5: 91.04
test_loss: 1.11
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 72.78
train_acc: 70.37
train_loss: 26.60
test_acc: 72.78
test_acc_top5: 91.02
test_loss: 1.11
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 72.78
train_acc: 70.43
train_loss: 26.58
test_acc: 72.70
test_acc_top5: 91.01
test_loss: 1.12
-------------------------
best_acc	72.78