-------------------------
epoch: 1
lr: 0.1000
best_acc: 30.98
train_acc: 16.24
train_loss: 12.70
test_acc: 30.98
test_acc_top5: 58.37
test_loss: 3.16
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 40.55
train_acc: 35.14
train_loss: 8.22
test_acc: 40.55
test_acc_top5: 68.22
test_loss: 2.63
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 43.45
train_acc: 41.75
train_loss: 7.00
test_acc: 43.45
test_acc_top5: 70.57
test_loss: 2.48
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 48.59
train_acc: 45.16
train_loss: 6.39
test_acc: 48.59
test_acc_top5: 75.13
test_loss: 2.21
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 48.59
train_acc: 47.11
train_loss: 6.05
test_acc: 47.92
test_acc_top5: 74.77
test_loss: 2.25
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 50.64
train_acc: 48.41
train_loss: 5.82
test_acc: 50.64
test_acc_top5: 76.79
test_loss: 2.12
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 52.91
train_acc: 49.28
train_loss: 5.67
test_acc: 52.91
test_acc_top5: 79.08
test_loss: 1.99
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 52.91
train_acc: 49.89
train_loss: 5.56
test_acc: 50.99
test_acc_top5: 77.26
test_loss: 2.08
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 52.91
train_acc: 50.48
train_loss: 5.47
test_acc: 52.77
test_acc_top5: 79.08
test_loss: 1.98
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 53.98
train_acc: 50.89
train_loss: 5.40
test_acc: 53.98
test_acc_top5: 79.58
test_loss: 1.94
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 54.89
train_acc: 51.17
train_loss: 5.35
test_acc: 54.89
test_acc_top5: 80.63
test_loss: 1.87
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 54.89
train_acc: 51.45
train_loss: 5.30
test_acc: 53.56
test_acc_top5: 79.42
test_loss: 1.95
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 55.16
train_acc: 51.59
train_loss: 5.27
test_acc: 55.16
test_acc_top5: 80.50
test_loss: 1.89
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 55.16
train_acc: 51.79
train_loss: 5.24
test_acc: 54.99
test_acc_top5: 80.40
test_loss: 1.88
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 55.25
train_acc: 51.93
train_loss: 5.21
test_acc: 55.25
test_acc_top5: 80.54
test_loss: 1.88
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 55.25
train_acc: 52.06
train_loss: 5.20
test_acc: 55.17
test_acc_top5: 80.32
test_loss: 1.89
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 55.25
train_acc: 52.14
train_loss: 5.18
test_acc: 52.59
test_acc_top5: 78.19
test_loss: 2.02
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 55.25
train_acc: 52.28
train_loss: 5.16
test_acc: 54.45
test_acc_top5: 80.08
test_loss: 1.91
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 55.25
train_acc: 52.33
train_loss: 5.15
test_acc: 54.31
test_acc_top5: 79.88
test_loss: 1.93
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 55.29
train_acc: 52.38
train_loss: 5.13
test_acc: 55.29
test_acc_top5: 80.57
test_loss: 1.89
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 55.29
train_acc: 52.46
train_loss: 5.11
test_acc: 53.90
test_acc_top5: 79.07
test_loss: 1.96
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 55.85
train_acc: 52.58
train_loss: 5.11
test_acc: 55.85
test_acc_top5: 80.87
test_loss: 1.86
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 55.85
train_acc: 52.65
train_loss: 5.09
test_acc: 55.81
test_acc_top5: 80.91
test_loss: 1.86
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 56.42
train_acc: 52.66
train_loss: 5.09
test_acc: 56.42
test_acc_top5: 81.24
test_loss: 1.84
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 56.42
train_acc: 52.72
train_loss: 5.08
test_acc: 55.39
test_acc_top5: 80.60
test_loss: 1.88
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 56.42
train_acc: 52.79
train_loss: 5.07
test_acc: 54.77
test_acc_top5: 79.87
test_loss: 1.92
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 56.42
train_acc: 52.83
train_loss: 5.06
test_acc: 54.77
test_acc_top5: 80.03
test_loss: 1.90
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 56.42
train_acc: 52.89
train_loss: 5.06
test_acc: 52.49
test_acc_top5: 78.61
test_loss: 2.02
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 56.42
train_acc: 52.86
train_loss: 5.05
test_acc: 55.36
test_acc_top5: 80.92
test_loss: 1.86
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 56.42
train_acc: 52.97
train_loss: 5.05
test_acc: 52.93
test_acc_top5: 78.51
test_loss: 2.00
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 67.10
train_acc: 61.25
train_loss: 3.70
test_acc: 67.10
test_acc_top5: 88.16
test_loss: 1.33
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 67.58
train_acc: 63.26
train_loss: 3.40
test_acc: 67.58
test_acc_top5: 88.54
test_loss: 1.30
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 68.27
train_acc: 63.98
train_loss: 3.30
test_acc: 68.27
test_acc_top5: 88.76
test_loss: 1.29
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 68.56
train_acc: 64.46
train_loss: 3.23
test_acc: 68.56
test_acc_top5: 88.97
test_loss: 1.27
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 68.73
train_acc: 64.77
train_loss: 3.20
test_acc: 68.73
test_acc_top5: 89.04
test_loss: 1.26
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 68.73
train_acc: 65.02
train_loss: 3.17
test_acc: 68.71
test_acc_top5: 89.10
test_loss: 1.26
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 68.81
train_acc: 65.14
train_loss: 3.16
test_acc: 68.81
test_acc_top5: 89.19
test_loss: 1.26
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 68.92
train_acc: 65.22
train_loss: 3.15
test_acc: 68.92
test_acc_top5: 89.24
test_loss: 1.25
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 68.92
train_acc: 65.31
train_loss: 3.15
test_acc: 68.71
test_acc_top5: 88.95
test_loss: 1.26
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 68.92
train_acc: 65.33
train_loss: 3.15
test_acc: 68.79
test_acc_top5: 89.30
test_loss: 1.25
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 68.92
train_acc: 65.28
train_loss: 3.15
test_acc: 68.76
test_acc_top5: 89.17
test_loss: 1.25
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 69.14
train_acc: 65.29
train_loss: 3.16
test_acc: 69.14
test_acc_top5: 89.27
test_loss: 1.25
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 69.14
train_acc: 65.20
train_loss: 3.17
test_acc: 68.72
test_acc_top5: 89.17
test_loss: 1.25
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 69.14
train_acc: 65.25
train_loss: 3.18
test_acc: 68.77
test_acc_top5: 89.04
test_loss: 1.26
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 69.14
train_acc: 65.22
train_loss: 3.18
test_acc: 68.63
test_acc_top5: 88.82
test_loss: 1.27
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 69.14
train_acc: 65.19
train_loss: 3.19
test_acc: 68.71
test_acc_top5: 88.88
test_loss: 1.27
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 69.14
train_acc: 65.11
train_loss: 3.20
test_acc: 68.49
test_acc_top5: 88.75
test_loss: 1.28
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 69.14
train_acc: 65.05
train_loss: 3.21
test_acc: 68.55
test_acc_top5: 89.09
test_loss: 1.27
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 69.14
train_acc: 65.05
train_loss: 3.21
test_acc: 67.63
test_acc_top5: 88.34
test_loss: 1.31
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 69.14
train_acc: 65.06
train_loss: 3.21
test_acc: 67.87
test_acc_top5: 88.60
test_loss: 1.29
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 69.14
train_acc: 65.08
train_loss: 3.21
test_acc: 68.47
test_acc_top5: 88.97
test_loss: 1.27
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 69.14
train_acc: 65.05
train_loss: 3.22
test_acc: 67.35
test_acc_top5: 88.18
test_loss: 1.32
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 69.14
train_acc: 65.08
train_loss: 3.22
test_acc: 68.26
test_acc_top5: 88.68
test_loss: 1.29
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 69.14
train_acc: 65.03
train_loss: 3.22
test_acc: 68.77
test_acc_top5: 89.13
test_loss: 1.26
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 69.14
train_acc: 65.12
train_loss: 3.22
test_acc: 68.12
test_acc_top5: 88.76
test_loss: 1.28
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 69.14
train_acc: 65.07
train_loss: 3.22
test_acc: 68.57
test_acc_top5: 88.87
test_loss: 1.28
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 69.14
train_acc: 65.06
train_loss: 3.22
test_acc: 68.57
test_acc_top5: 88.89
test_loss: 1.27
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 69.14
train_acc: 65.12
train_loss: 3.21
test_acc: 68.32
test_acc_top5: 88.84
test_loss: 1.28
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 69.14
train_acc: 65.12
train_loss: 3.21
test_acc: 67.76
test_acc_top5: 88.61
test_loss: 1.30
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 69.14
train_acc: 65.15
train_loss: 3.21
test_acc: 68.62
test_acc_top5: 88.89
test_loss: 1.27
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 71.20
train_acc: 67.74
train_loss: 2.82
test_acc: 71.20
test_acc_top5: 90.35
test_loss: 1.15
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 71.37
train_acc: 68.32
train_loss: 2.73
test_acc: 71.37
test_acc_top5: 90.47
test_loss: 1.15
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 71.47
train_acc: 68.55
train_loss: 2.70
test_acc: 71.47
test_acc_top5: 90.51
test_loss: 1.14
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 71.69
train_acc: 68.79
train_loss: 2.68
test_acc: 71.69
test_acc_top5: 90.55
test_loss: 1.14
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 71.74
train_acc: 68.83
train_loss: 2.67
test_acc: 71.74
test_acc_top5: 90.61
test_loss: 1.13
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 71.79
train_acc: 68.95
train_loss: 2.65
test_acc: 71.79
test_acc_top5: 90.71
test_loss: 1.13
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 71.79
train_acc: 69.05
train_loss: 2.64
test_acc: 71.77
test_acc_top5: 90.61
test_loss: 1.13
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 71.89
train_acc: 69.11
train_loss: 2.64
test_acc: 71.89
test_acc_top5: 90.76
test_loss: 1.13
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 71.89
train_acc: 69.15
train_loss: 2.63
test_acc: 71.84
test_acc_top5: 90.76
test_loss: 1.12
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 71.94
train_acc: 69.21
train_loss: 2.62
test_acc: 71.94
test_acc_top5: 90.70
test_loss: 1.12
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 71.96
train_acc: 69.30
train_loss: 2.62
test_acc: 71.96
test_acc_top5: 90.72
test_loss: 1.12
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 72.04
train_acc: 69.30
train_loss: 2.61
test_acc: 72.04
test_acc_top5: 90.71
test_loss: 1.12
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 72.07
train_acc: 69.36
train_loss: 2.60
test_acc: 72.07
test_acc_top5: 90.81
test_loss: 1.12
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 72.07
train_acc: 69.43
train_loss: 2.60
test_acc: 71.95
test_acc_top5: 90.75
test_loss: 1.12
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 72.07
train_acc: 69.42
train_loss: 2.60
test_acc: 71.98
test_acc_top5: 90.77
test_loss: 1.12
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 72.07
train_acc: 69.49
train_loss: 2.59
test_acc: 72.00
test_acc_top5: 90.81
test_loss: 1.12
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 72.14
train_acc: 69.55
train_loss: 2.59
test_acc: 72.14
test_acc_top5: 90.86
test_loss: 1.11
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 72.14
train_acc: 69.47
train_loss: 2.59
test_acc: 71.99
test_acc_top5: 90.81
test_loss: 1.12
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 72.14
train_acc: 69.54
train_loss: 2.58
test_acc: 72.05
test_acc_top5: 90.83
test_loss: 1.11
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 72.14
train_acc: 69.56
train_loss: 2.58
test_acc: 72.04
test_acc_top5: 90.84
test_loss: 1.11
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 72.21
train_acc: 69.61
train_loss: 2.58
test_acc: 72.21
test_acc_top5: 90.89
test_loss: 1.11
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 72.21
train_acc: 69.65
train_loss: 2.58
test_acc: 72.18
test_acc_top5: 90.84
test_loss: 1.11
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 72.21
train_acc: 69.64
train_loss: 2.58
test_acc: 72.18
test_acc_top5: 90.91
test_loss: 1.11
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 72.22
train_acc: 69.68
train_loss: 2.57
test_acc: 72.22
test_acc_top5: 90.81
test_loss: 1.11
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 72.22
train_acc: 69.70
train_loss: 2.57
test_acc: 72.17
test_acc_top5: 90.87
test_loss: 1.11
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 72.22
train_acc: 69.77
train_loss: 2.56
test_acc: 72.13
test_acc_top5: 90.84
test_loss: 1.11
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 72.22
train_acc: 69.77
train_loss: 2.56
test_acc: 72.18
test_acc_top5: 90.92
test_loss: 1.11
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 72.22
train_acc: 69.76
train_loss: 2.56
test_acc: 72.18
test_acc_top5: 90.84
test_loss: 1.11
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 72.22
train_acc: 69.83
train_loss: 2.56
test_acc: 72.10
test_acc_top5: 90.86
test_loss: 1.11
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 72.22
train_acc: 69.82
train_loss: 2.56
test_acc: 72.14
test_acc_top5: 90.86
test_loss: 1.11
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 72.43
train_acc: 70.12
train_loss: 2.52
test_acc: 72.43
test_acc_top5: 90.90
test_loss: 1.10
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 72.49
train_acc: 70.20
train_loss: 2.51
test_acc: 72.49
test_acc_top5: 90.97
test_loss: 1.10
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 72.49
train_acc: 70.23
train_loss: 2.50
test_acc: 72.49
test_acc_top5: 91.03
test_loss: 1.10
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 72.49
train_acc: 70.23
train_loss: 2.50
test_acc: 72.48
test_acc_top5: 91.04
test_loss: 1.10
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 72.50
train_acc: 70.27
train_loss: 2.50
test_acc: 72.50
test_acc_top5: 91.01
test_loss: 1.10
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 72.50
train_acc: 70.25
train_loss: 2.50
test_acc: 72.50
test_acc_top5: 91.03
test_loss: 1.10
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 72.52
train_acc: 70.30
train_loss: 2.49
test_acc: 72.52
test_acc_top5: 91.05
test_loss: 1.10
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 72.52
train_acc: 70.34
train_loss: 2.49
test_acc: 72.46
test_acc_top5: 91.05
test_loss: 1.10
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 72.52
train_acc: 70.27
train_loss: 2.49
test_acc: 72.52
test_acc_top5: 91.04
test_loss: 1.10
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 72.52
train_acc: 70.27
train_loss: 2.49
test_acc: 72.51
test_acc_top5: 91.05
test_loss: 1.10
-------------------------
best_acc	72.52