-------------------------
epoch: 1
lr: 0.1000
best_acc: 27.70
train_acc: 14.98
train_loss: 8.58
test_acc: 27.70
test_acc_top5: 53.37
test_loss: 3.44
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 39.70
train_acc: 33.38
train_loss: 5.52
test_acc: 39.70
test_acc_top5: 66.30
test_loss: 2.73
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 43.21
train_acc: 39.72
train_loss: 4.72
test_acc: 43.21
test_acc_top5: 70.10
test_loss: 2.50
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 44.85
train_acc: 42.76
train_loss: 4.36
test_acc: 44.85
test_acc_top5: 71.41
test_loss: 2.45
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 48.70
train_acc: 44.54
train_loss: 4.15
test_acc: 48.70
test_acc_top5: 74.63
test_loss: 2.23
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 48.85
train_acc: 45.61
train_loss: 4.02
test_acc: 48.85
test_acc_top5: 74.64
test_loss: 2.22
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 48.85
train_acc: 46.43
train_loss: 3.93
test_acc: 48.34
test_acc_top5: 74.38
test_loss: 2.24
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 50.04
train_acc: 47.04
train_loss: 3.87
test_acc: 50.04
test_acc_top5: 75.94
test_loss: 2.15
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 51.55
train_acc: 47.49
train_loss: 3.81
test_acc: 51.55
test_acc_top5: 77.06
test_loss: 2.08
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 51.55
train_acc: 47.85
train_loss: 3.77
test_acc: 49.82
test_acc_top5: 75.87
test_loss: 2.16
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 51.55
train_acc: 48.17
train_loss: 3.73
test_acc: 50.36
test_acc_top5: 76.23
test_loss: 2.15
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 51.55
train_acc: 48.43
train_loss: 3.71
test_acc: 51.38
test_acc_top5: 76.86
test_loss: 2.09
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 51.55
train_acc: 48.61
train_loss: 3.68
test_acc: 48.58
test_acc_top5: 74.86
test_loss: 2.22
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 51.55
train_acc: 48.72
train_loss: 3.66
test_acc: 51.35
test_acc_top5: 76.61
test_loss: 2.10
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 51.63
train_acc: 48.98
train_loss: 3.64
test_acc: 51.63
test_acc_top5: 77.35
test_loss: 2.07
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 52.50
train_acc: 49.15
train_loss: 3.62
test_acc: 52.50
test_acc_top5: 77.70
test_loss: 2.04
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 52.50
train_acc: 49.26
train_loss: 3.61
test_acc: 50.85
test_acc_top5: 76.63
test_loss: 2.12
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 52.64
train_acc: 49.40
train_loss: 3.60
test_acc: 52.64
test_acc_top5: 77.99
test_loss: 2.03
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 52.64
train_acc: 49.46
train_loss: 3.58
test_acc: 50.68
test_acc_top5: 76.49
test_loss: 2.12
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 52.64
train_acc: 49.60
train_loss: 3.57
test_acc: 51.75
test_acc_top5: 76.97
test_loss: 2.08
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 52.64
train_acc: 49.65
train_loss: 3.57
test_acc: 51.51
test_acc_top5: 77.07
test_loss: 2.09
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 52.64
train_acc: 49.71
train_loss: 3.56
test_acc: 48.28
test_acc_top5: 73.79
test_loss: 2.28
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 53.12
train_acc: 49.83
train_loss: 3.55
test_acc: 53.12
test_acc_top5: 78.27
test_loss: 2.00
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 53.12
train_acc: 49.93
train_loss: 3.54
test_acc: 52.28
test_acc_top5: 77.87
test_loss: 2.04
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 53.12
train_acc: 50.00
train_loss: 3.53
test_acc: 50.91
test_acc_top5: 76.81
test_loss: 2.11
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 53.89
train_acc: 49.97
train_loss: 3.53
test_acc: 53.89
test_acc_top5: 79.37
test_loss: 1.94
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 53.89
train_acc: 50.05
train_loss: 3.52
test_acc: 53.26
test_acc_top5: 78.54
test_loss: 1.99
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 53.89
train_acc: 50.13
train_loss: 3.52
test_acc: 52.45
test_acc_top5: 77.58
test_loss: 2.04
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 53.89
train_acc: 50.20
train_loss: 3.51
test_acc: 52.28
test_acc_top5: 77.90
test_loss: 2.03
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 53.89
train_acc: 50.25
train_loss: 3.50
test_acc: 53.77
test_acc_top5: 78.72
test_loss: 1.97
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 65.13
train_acc: 59.64
train_loss: 2.57
test_acc: 65.13
test_acc_top5: 86.48
test_loss: 1.43
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 66.12
train_acc: 61.69
train_loss: 2.37
test_acc: 66.12
test_acc_top5: 87.34
test_loss: 1.38
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 66.74
train_acc: 62.61
train_loss: 2.29
test_acc: 66.74
test_acc_top5: 87.48
test_loss: 1.36
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 67.02
train_acc: 63.08
train_loss: 2.25
test_acc: 67.02
test_acc_top5: 87.70
test_loss: 1.34
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 67.14
train_acc: 63.46
train_loss: 2.21
test_acc: 67.14
test_acc_top5: 87.82
test_loss: 1.34
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 67.32
train_acc: 63.76
train_loss: 2.19
test_acc: 67.32
test_acc_top5: 87.97
test_loss: 1.32
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 67.32
train_acc: 63.94
train_loss: 2.18
test_acc: 67.30
test_acc_top5: 87.87
test_loss: 1.33
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 67.58
train_acc: 64.12
train_loss: 2.17
test_acc: 67.58
test_acc_top5: 88.06
test_loss: 1.32
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 67.58
train_acc: 64.14
train_loss: 2.17
test_acc: 67.47
test_acc_top5: 87.95
test_loss: 1.32
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 67.58
train_acc: 64.20
train_loss: 2.17
test_acc: 67.52
test_acc_top5: 87.83
test_loss: 1.33
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 67.58
train_acc: 64.21
train_loss: 2.17
test_acc: 67.25
test_acc_top5: 87.87
test_loss: 1.33
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 67.58
train_acc: 64.22
train_loss: 2.17
test_acc: 66.76
test_acc_top5: 87.71
test_loss: 1.35
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 67.58
train_acc: 64.12
train_loss: 2.18
test_acc: 67.26
test_acc_top5: 87.75
test_loss: 1.34
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 67.58
train_acc: 64.13
train_loss: 2.18
test_acc: 67.11
test_acc_top5: 87.78
test_loss: 1.34
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 67.58
train_acc: 64.16
train_loss: 2.18
test_acc: 66.68
test_acc_top5: 87.57
test_loss: 1.35
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 67.58
train_acc: 64.15
train_loss: 2.19
test_acc: 67.07
test_acc_top5: 87.83
test_loss: 1.34
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 67.58
train_acc: 64.12
train_loss: 2.19
test_acc: 66.54
test_acc_top5: 87.26
test_loss: 1.37
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 67.58
train_acc: 64.07
train_loss: 2.19
test_acc: 66.35
test_acc_top5: 87.42
test_loss: 1.37
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 67.58
train_acc: 64.01
train_loss: 2.20
test_acc: 66.26
test_acc_top5: 87.31
test_loss: 1.38
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 67.58
train_acc: 64.09
train_loss: 2.20
test_acc: 66.32
test_acc_top5: 87.35
test_loss: 1.37
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 67.58
train_acc: 64.07
train_loss: 2.20
test_acc: 66.89
test_acc_top5: 87.65
test_loss: 1.35
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 67.58
train_acc: 63.98
train_loss: 2.20
test_acc: 67.04
test_acc_top5: 87.56
test_loss: 1.35
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 67.58
train_acc: 64.02
train_loss: 2.20
test_acc: 66.45
test_acc_top5: 87.19
test_loss: 1.38
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 67.58
train_acc: 64.04
train_loss: 2.20
test_acc: 66.64
test_acc_top5: 87.45
test_loss: 1.35
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 67.58
train_acc: 64.06
train_loss: 2.20
test_acc: 66.98
test_acc_top5: 87.50
test_loss: 1.35
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 67.58
train_acc: 64.04
train_loss: 2.20
test_acc: 67.18
test_acc_top5: 87.70
test_loss: 1.35
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 67.58
train_acc: 64.06
train_loss: 2.20
test_acc: 65.97
test_acc_top5: 86.93
test_loss: 1.39
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 67.58
train_acc: 64.10
train_loss: 2.19
test_acc: 66.60
test_acc_top5: 87.56
test_loss: 1.36
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 67.58
train_acc: 64.22
train_loss: 2.19
test_acc: 66.08
test_acc_top5: 87.17
test_loss: 1.38
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 67.58
train_acc: 64.17
train_loss: 2.19
test_acc: 66.77
test_acc_top5: 87.48
test_loss: 1.36
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 70.22
train_acc: 67.43
train_loss: 1.92
test_acc: 70.22
test_acc_top5: 89.55
test_loss: 1.20
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 70.48
train_acc: 68.21
train_loss: 1.85
test_acc: 70.48
test_acc_top5: 89.68
test_loss: 1.19
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 70.70
train_acc: 68.53
train_loss: 1.83
test_acc: 70.70
test_acc_top5: 89.77
test_loss: 1.18
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 70.74
train_acc: 68.76
train_loss: 1.82
test_acc: 70.74
test_acc_top5: 89.83
test_loss: 1.18
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 70.82
train_acc: 68.86
train_loss: 1.80
test_acc: 70.82
test_acc_top5: 89.87
test_loss: 1.18
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 71.08
train_acc: 69.03
train_loss: 1.79
test_acc: 71.08
test_acc_top5: 89.93
test_loss: 1.17
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 71.08
train_acc: 69.12
train_loss: 1.79
test_acc: 70.99
test_acc_top5: 89.97
test_loss: 1.17
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 71.15
train_acc: 69.29
train_loss: 1.78
test_acc: 71.15
test_acc_top5: 89.99
test_loss: 1.16
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 71.25
train_acc: 69.32
train_loss: 1.77
test_acc: 71.25
test_acc_top5: 90.04
test_loss: 1.16
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 71.25
train_acc: 69.43
train_loss: 1.77
test_acc: 71.24
test_acc_top5: 90.08
test_loss: 1.16
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 71.25
train_acc: 69.46
train_loss: 1.76
test_acc: 71.23
test_acc_top5: 90.11
test_loss: 1.16
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 71.25
train_acc: 69.50
train_loss: 1.76
test_acc: 71.22
test_acc_top5: 90.10
test_loss: 1.16
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 71.30
train_acc: 69.61
train_loss: 1.75
test_acc: 71.30
test_acc_top5: 90.16
test_loss: 1.16
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 71.34
train_acc: 69.70
train_loss: 1.75
test_acc: 71.34
test_acc_top5: 90.11
test_loss: 1.15
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 71.34
train_acc: 69.73
train_loss: 1.74
test_acc: 71.30
test_acc_top5: 90.13
test_loss: 1.15
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 71.41
train_acc: 69.77
train_loss: 1.74
test_acc: 71.41
test_acc_top5: 90.06
test_loss: 1.15
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 71.48
train_acc: 69.82
train_loss: 1.74
test_acc: 71.48
test_acc_top5: 90.18
test_loss: 1.15
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 71.48
train_acc: 69.88
train_loss: 1.74
test_acc: 71.46
test_acc_top5: 90.24
test_loss: 1.15
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 71.60
train_acc: 69.94
train_loss: 1.73
test_acc: 71.60
test_acc_top5: 90.20
test_loss: 1.15
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 71.60
train_acc: 69.93
train_loss: 1.73
test_acc: 71.58
test_acc_top5: 90.23
test_loss: 1.15
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 71.60
train_acc: 70.04
train_loss: 1.73
test_acc: 71.48
test_acc_top5: 90.24
test_loss: 1.15
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 71.60
train_acc: 70.01
train_loss: 1.73
test_acc: 71.41
test_acc_top5: 90.21
test_loss: 1.15
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 71.60
train_acc: 70.13
train_loss: 1.72
test_acc: 71.55
test_acc_top5: 90.20
test_loss: 1.15
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 71.60
train_acc: 70.16
train_loss: 1.72
test_acc: 71.50
test_acc_top5: 90.24
test_loss: 1.14
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 71.66
train_acc: 70.12
train_loss: 1.72
test_acc: 71.66
test_acc_top5: 90.22
test_loss: 1.14
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 71.66
train_acc: 70.16
train_loss: 1.72
test_acc: 71.57
test_acc_top5: 90.28
test_loss: 1.14
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 71.66
train_acc: 70.28
train_loss: 1.71
test_acc: 71.43
test_acc_top5: 90.25
test_loss: 1.15
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 71.66
train_acc: 70.23
train_loss: 1.71
test_acc: 71.55
test_acc_top5: 90.29
test_loss: 1.14
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 71.66
train_acc: 70.31
train_loss: 1.71
test_acc: 71.59
test_acc_top5: 90.19
test_loss: 1.15
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 71.66
train_acc: 70.36
train_loss: 1.71
test_acc: 71.46
test_acc_top5: 90.26
test_loss: 1.14
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 71.93
train_acc: 70.73
train_loss: 1.68
test_acc: 71.93
test_acc_top5: 90.42
test_loss: 1.13
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 72.00
train_acc: 70.83
train_loss: 1.67
test_acc: 72.00
test_acc_top5: 90.41
test_loss: 1.13
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 72.00
train_acc: 70.87
train_loss: 1.67
test_acc: 71.97
test_acc_top5: 90.38
test_loss: 1.13
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 72.00
train_acc: 70.90
train_loss: 1.67
test_acc: 71.99
test_acc_top5: 90.42
test_loss: 1.13
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 72.02
train_acc: 70.90
train_loss: 1.67
test_acc: 72.02
test_acc_top5: 90.42
test_loss: 1.13
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 72.02
train_acc: 70.91
train_loss: 1.67
test_acc: 71.98
test_acc_top5: 90.41
test_loss: 1.13
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 72.03
train_acc: 70.91
train_loss: 1.67
test_acc: 72.03
test_acc_top5: 90.38
test_loss: 1.13
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 72.03
train_acc: 71.00
train_loss: 1.66
test_acc: 72.03
test_acc_top5: 90.47
test_loss: 1.13
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 72.03
train_acc: 70.97
train_loss: 1.66
test_acc: 71.98
test_acc_top5: 90.44
test_loss: 1.13
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 72.08
train_acc: 71.03
train_loss: 1.66
test_acc: 72.08
test_acc_top5: 90.45
test_loss: 1.12
-------------------------
best_acc	72.08