-------------------------
epoch: 1
lr: 0.1000
best_acc: 23.57
train_acc: 14.14
train_loss: 4.08
test_acc: 23.57
test_acc_top5: 47.52
test_loss: 3.73
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 34.93
train_acc: 31.60
train_loss: 2.70
test_acc: 34.93
test_acc_top5: 61.23
test_loss: 3.01
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 40.37
train_acc: 38.14
train_loss: 2.31
test_acc: 40.37
test_acc_top5: 67.12
test_loss: 2.68
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 44.78
train_acc: 41.37
train_loss: 2.13
test_acc: 44.78
test_acc_top5: 71.06
test_loss: 2.45
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 46.64
train_acc: 43.29
train_loss: 2.02
test_acc: 46.64
test_acc_top5: 72.78
test_loss: 2.34
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 46.64
train_acc: 44.60
train_loss: 1.96
test_acc: 44.68
test_acc_top5: 71.26
test_loss: 2.44
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 47.55
train_acc: 45.31
train_loss: 1.91
test_acc: 47.55
test_acc_top5: 73.85
test_loss: 2.29
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 47.56
train_acc: 46.01
train_loss: 1.88
test_acc: 47.56
test_acc_top5: 73.46
test_loss: 2.31
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 48.78
train_acc: 46.51
train_loss: 1.85
test_acc: 48.78
test_acc_top5: 74.88
test_loss: 2.22
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 48.78
train_acc: 46.86
train_loss: 1.83
test_acc: 48.29
test_acc_top5: 74.11
test_loss: 2.26
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 49.17
train_acc: 47.22
train_loss: 1.81
test_acc: 49.17
test_acc_top5: 74.90
test_loss: 2.22
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 49.17
train_acc: 47.54
train_loss: 1.80
test_acc: 48.53
test_acc_top5: 74.73
test_loss: 2.23
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 49.17
train_acc: 47.73
train_loss: 1.79
test_acc: 47.17
test_acc_top5: 73.05
test_loss: 2.34
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 50.39
train_acc: 47.88
train_loss: 1.78
test_acc: 50.39
test_acc_top5: 76.01
test_loss: 2.16
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 50.39
train_acc: 48.15
train_loss: 1.77
test_acc: 49.87
test_acc_top5: 76.03
test_loss: 2.16
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 50.39
train_acc: 48.23
train_loss: 1.76
test_acc: 49.35
test_acc_top5: 74.97
test_loss: 2.21
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 50.39
train_acc: 48.40
train_loss: 1.75
test_acc: 48.45
test_acc_top5: 74.56
test_loss: 2.25
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 51.56
train_acc: 48.50
train_loss: 1.75
test_acc: 51.56
test_acc_top5: 77.13
test_loss: 2.08
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 51.56
train_acc: 48.65
train_loss: 1.74
test_acc: 51.16
test_acc_top5: 76.69
test_loss: 2.12
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 51.56
train_acc: 48.70
train_loss: 1.73
test_acc: 50.04
test_acc_top5: 76.13
test_loss: 2.16
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 52.16
train_acc: 48.84
train_loss: 1.73
test_acc: 52.16
test_acc_top5: 77.66
test_loss: 2.05
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 52.16
train_acc: 48.88
train_loss: 1.73
test_acc: 47.74
test_acc_top5: 73.83
test_loss: 2.30
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 52.16
train_acc: 48.97
train_loss: 1.72
test_acc: 52.07
test_acc_top5: 77.47
test_loss: 2.06
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 52.16
train_acc: 48.99
train_loss: 1.72
test_acc: 51.12
test_acc_top5: 77.16
test_loss: 2.09
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 52.16
train_acc: 49.10
train_loss: 1.72
test_acc: 49.86
test_acc_top5: 75.60
test_loss: 2.18
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 52.16
train_acc: 49.21
train_loss: 1.71
test_acc: 50.17
test_acc_top5: 75.95
test_loss: 2.16
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 52.16
train_acc: 49.24
train_loss: 1.71
test_acc: 50.41
test_acc_top5: 76.43
test_loss: 2.13
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 52.16
train_acc: 49.31
train_loss: 1.71
test_acc: 51.44
test_acc_top5: 77.13
test_loss: 2.09
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 52.16
train_acc: 49.34
train_loss: 1.70
test_acc: 52.03
test_acc_top5: 77.35
test_loss: 2.06
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 52.16
train_acc: 49.44
train_loss: 1.70
test_acc: 51.65
test_acc_top5: 76.96
test_loss: 2.09
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 64.80
train_acc: 58.77
train_loss: 1.26
test_acc: 64.80
test_acc_top5: 86.12
test_loss: 1.46
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 65.39
train_acc: 60.89
train_loss: 1.16
test_acc: 65.39
test_acc_top5: 86.37
test_loss: 1.43
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 66.17
train_acc: 61.69
train_loss: 1.13
test_acc: 66.17
test_acc_top5: 86.94
test_loss: 1.39
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 66.18
train_acc: 62.28
train_loss: 1.11
test_acc: 66.18
test_acc_top5: 87.08
test_loss: 1.38
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 66.43
train_acc: 62.58
train_loss: 1.09
test_acc: 66.43
test_acc_top5: 87.28
test_loss: 1.37
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 66.64
train_acc: 62.89
train_loss: 1.08
test_acc: 66.64
test_acc_top5: 87.35
test_loss: 1.37
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 66.76
train_acc: 63.02
train_loss: 1.08
test_acc: 66.76
test_acc_top5: 87.40
test_loss: 1.37
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 66.76
train_acc: 63.21
train_loss: 1.07
test_acc: 66.41
test_acc_top5: 87.41
test_loss: 1.38
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 66.76
train_acc: 63.33
train_loss: 1.07
test_acc: 66.36
test_acc_top5: 87.15
test_loss: 1.38
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 66.76
train_acc: 63.34
train_loss: 1.07
test_acc: 66.73
test_acc_top5: 87.42
test_loss: 1.36
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 66.94
train_acc: 63.33
train_loss: 1.07
test_acc: 66.94
test_acc_top5: 87.56
test_loss: 1.35
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 66.94
train_acc: 63.34
train_loss: 1.07
test_acc: 66.39
test_acc_top5: 87.33
test_loss: 1.38
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 66.94
train_acc: 63.34
train_loss: 1.07
test_acc: 66.60
test_acc_top5: 87.36
test_loss: 1.37
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 66.94
train_acc: 63.31
train_loss: 1.07
test_acc: 66.20
test_acc_top5: 87.06
test_loss: 1.39
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 66.94
train_acc: 63.21
train_loss: 1.08
test_acc: 66.50
test_acc_top5: 87.13
test_loss: 1.38
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 66.94
train_acc: 63.24
train_loss: 1.08
test_acc: 66.07
test_acc_top5: 87.30
test_loss: 1.38
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 66.94
train_acc: 63.17
train_loss: 1.08
test_acc: 65.84
test_acc_top5: 86.91
test_loss: 1.40
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 66.94
train_acc: 63.20
train_loss: 1.08
test_acc: 66.17
test_acc_top5: 87.04
test_loss: 1.39
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 66.94
train_acc: 63.21
train_loss: 1.08
test_acc: 66.31
test_acc_top5: 87.11
test_loss: 1.38
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 66.94
train_acc: 63.23
train_loss: 1.08
test_acc: 66.28
test_acc_top5: 87.12
test_loss: 1.39
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 66.94
train_acc: 63.18
train_loss: 1.08
test_acc: 66.07
test_acc_top5: 86.98
test_loss: 1.40
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 66.94
train_acc: 63.18
train_loss: 1.08
test_acc: 65.65
test_acc_top5: 86.73
test_loss: 1.41
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 66.94
train_acc: 63.18
train_loss: 1.08
test_acc: 66.45
test_acc_top5: 87.30
test_loss: 1.37
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 66.94
train_acc: 63.22
train_loss: 1.08
test_acc: 66.17
test_acc_top5: 87.05
test_loss: 1.39
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 66.94
train_acc: 63.25
train_loss: 1.08
test_acc: 66.01
test_acc_top5: 86.96
test_loss: 1.40
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 66.94
train_acc: 63.29
train_loss: 1.08
test_acc: 66.37
test_acc_top5: 87.20
test_loss: 1.38
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 66.94
train_acc: 63.30
train_loss: 1.08
test_acc: 66.03
test_acc_top5: 87.22
test_loss: 1.38
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 66.94
train_acc: 63.34
train_loss: 1.08
test_acc: 66.17
test_acc_top5: 87.20
test_loss: 1.39
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 66.94
train_acc: 63.32
train_loss: 1.08
test_acc: 66.22
test_acc_top5: 87.26
test_loss: 1.38
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 66.94
train_acc: 63.35
train_loss: 1.08
test_acc: 66.35
test_acc_top5: 87.08
test_loss: 1.39
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 69.88
train_acc: 66.58
train_loss: 0.95
test_acc: 69.88
test_acc_top5: 89.11
test_loss: 1.23
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 70.11
train_acc: 67.41
train_loss: 0.91
test_acc: 70.11
test_acc_top5: 89.17
test_loss: 1.22
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 70.28
train_acc: 67.68
train_loss: 0.90
test_acc: 70.28
test_acc_top5: 89.23
test_loss: 1.21
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 70.36
train_acc: 67.92
train_loss: 0.90
test_acc: 70.36
test_acc_top5: 89.39
test_loss: 1.20
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 70.51
train_acc: 68.04
train_loss: 0.89
test_acc: 70.51
test_acc_top5: 89.43
test_loss: 1.20
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 70.54
train_acc: 68.25
train_loss: 0.89
test_acc: 70.54
test_acc_top5: 89.54
test_loss: 1.19
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 70.56
train_acc: 68.35
train_loss: 0.88
test_acc: 70.56
test_acc_top5: 89.54
test_loss: 1.19
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 70.59
train_acc: 68.45
train_loss: 0.88
test_acc: 70.59
test_acc_top5: 89.54
test_loss: 1.19
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 70.67
train_acc: 68.53
train_loss: 0.88
test_acc: 70.67
test_acc_top5: 89.64
test_loss: 1.19
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 70.83
train_acc: 68.59
train_loss: 0.87
test_acc: 70.83
test_acc_top5: 89.65
test_loss: 1.19
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 70.90
train_acc: 68.64
train_loss: 0.87
test_acc: 70.90
test_acc_top5: 89.68
test_loss: 1.18
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 70.90
train_acc: 68.74
train_loss: 0.87
test_acc: 70.83
test_acc_top5: 89.68
test_loss: 1.18
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 70.90
train_acc: 68.78
train_loss: 0.87
test_acc: 70.84
test_acc_top5: 89.59
test_loss: 1.18
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 70.91
train_acc: 68.88
train_loss: 0.87
test_acc: 70.91
test_acc_top5: 89.73
test_loss: 1.18
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 70.91
train_acc: 68.92
train_loss: 0.86
test_acc: 70.77
test_acc_top5: 89.66
test_loss: 1.18
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 71.04
train_acc: 68.99
train_loss: 0.86
test_acc: 71.04
test_acc_top5: 89.78
test_loss: 1.17
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 71.05
train_acc: 69.02
train_loss: 0.86
test_acc: 71.05
test_acc_top5: 89.78
test_loss: 1.18
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 71.05
train_acc: 69.04
train_loss: 0.86
test_acc: 71.01
test_acc_top5: 89.72
test_loss: 1.18
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 71.05
train_acc: 69.05
train_loss: 0.86
test_acc: 71.05
test_acc_top5: 89.84
test_loss: 1.17
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 71.13
train_acc: 69.15
train_loss: 0.86
test_acc: 71.13
test_acc_top5: 89.86
test_loss: 1.17
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 71.13
train_acc: 69.21
train_loss: 0.86
test_acc: 70.84
test_acc_top5: 89.77
test_loss: 1.17
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 71.18
train_acc: 69.23
train_loss: 0.85
test_acc: 71.18
test_acc_top5: 89.87
test_loss: 1.17
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 71.18
train_acc: 69.27
train_loss: 0.85
test_acc: 71.02
test_acc_top5: 89.89
test_loss: 1.17
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 71.18
train_acc: 69.29
train_loss: 0.85
test_acc: 71.09
test_acc_top5: 89.92
test_loss: 1.17
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 71.18
train_acc: 69.31
train_loss: 0.85
test_acc: 70.98
test_acc_top5: 89.89
test_loss: 1.17
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 71.18
train_acc: 69.41
train_loss: 0.85
test_acc: 71.02
test_acc_top5: 89.89
test_loss: 1.17
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 71.18
train_acc: 69.38
train_loss: 0.85
test_acc: 71.09
test_acc_top5: 89.85
test_loss: 1.17
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 71.19
train_acc: 69.41
train_loss: 0.85
test_acc: 71.19
test_acc_top5: 90.01
test_loss: 1.17
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 71.19
train_acc: 69.47
train_loss: 0.85
test_acc: 71.11
test_acc_top5: 89.86
test_loss: 1.17
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 71.19
train_acc: 69.46
train_loss: 0.85
test_acc: 71.18
test_acc_top5: 89.95
test_loss: 1.17
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 71.47
train_acc: 69.95
train_loss: 0.83
test_acc: 71.47
test_acc_top5: 90.05
test_loss: 1.15
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 71.48
train_acc: 69.98
train_loss: 0.83
test_acc: 71.48
test_acc_top5: 90.06
test_loss: 1.15
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 71.61
train_acc: 70.04
train_loss: 0.83
test_acc: 71.61
test_acc_top5: 90.13
test_loss: 1.15
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 71.61
train_acc: 70.08
train_loss: 0.83
test_acc: 71.57
test_acc_top5: 90.12
test_loss: 1.15
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 71.61
train_acc: 70.06
train_loss: 0.83
test_acc: 71.55
test_acc_top5: 90.09
test_loss: 1.15
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 71.61
train_acc: 70.09
train_loss: 0.83
test_acc: 71.49
test_acc_top5: 90.12
test_loss: 1.15
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 71.61
train_acc: 70.09
train_loss: 0.83
test_acc: 71.58
test_acc_top5: 90.08
test_loss: 1.15
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 71.65
train_acc: 70.11
train_loss: 0.82
test_acc: 71.65
test_acc_top5: 90.09
test_loss: 1.15
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 71.65
train_acc: 70.18
train_loss: 0.82
test_acc: 71.55
test_acc_top5: 90.13
test_loss: 1.15
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 71.65
train_acc: 70.17
train_loss: 0.82
test_acc: 71.63
test_acc_top5: 90.16
test_loss: 1.15
-------------------------
best_acc	71.65