-------------------------
epoch: 1
lr: 0.1000
best_acc: 32.43
train_acc: 16.49
train_loss: 10.00
test_acc: 32.43
test_acc_top5: 59.91
test_loss: 3.10
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 41.68
train_acc: 36.43
train_loss: 6.28
test_acc: 41.68
test_acc_top5: 69.13
test_loss: 2.61
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 48.04
train_acc: 43.44
train_loss: 5.28
test_acc: 48.04
test_acc_top5: 74.55
test_loss: 2.27
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 48.75
train_acc: 46.87
train_loss: 4.81
test_acc: 48.75
test_acc_top5: 75.33
test_loss: 2.22
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 51.19
train_acc: 48.86
train_loss: 4.55
test_acc: 51.19
test_acc_top5: 77.29
test_loss: 2.11
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 53.23
train_acc: 50.13
train_loss: 4.38
test_acc: 53.23
test_acc_top5: 78.71
test_loss: 2.01
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 53.23
train_acc: 50.96
train_loss: 4.27
test_acc: 51.65
test_acc_top5: 77.71
test_loss: 2.07
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 53.23
train_acc: 51.59
train_loss: 4.18
test_acc: 52.93
test_acc_top5: 78.98
test_loss: 2.00
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 56.06
train_acc: 52.03
train_loss: 4.12
test_acc: 56.06
test_acc_top5: 81.18
test_loss: 1.86
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 56.06
train_acc: 52.39
train_loss: 4.07
test_acc: 55.51
test_acc_top5: 80.76
test_loss: 1.88
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 56.06
train_acc: 52.76
train_loss: 4.03
test_acc: 53.45
test_acc_top5: 78.73
test_loss: 1.99
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 56.06
train_acc: 53.08
train_loss: 3.99
test_acc: 51.93
test_acc_top5: 77.40
test_loss: 2.07
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 56.35
train_acc: 53.20
train_loss: 3.97
test_acc: 56.35
test_acc_top5: 81.37
test_loss: 1.84
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 56.35
train_acc: 53.40
train_loss: 3.94
test_acc: 55.11
test_acc_top5: 80.37
test_loss: 1.91
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 56.35
train_acc: 53.47
train_loss: 3.93
test_acc: 55.04
test_acc_top5: 80.49
test_loss: 1.90
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 56.35
train_acc: 53.74
train_loss: 3.90
test_acc: 55.85
test_acc_top5: 81.00
test_loss: 1.88
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 56.72
train_acc: 53.73
train_loss: 3.90
test_acc: 56.72
test_acc_top5: 81.40
test_loss: 1.83
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 56.72
train_acc: 53.81
train_loss: 3.88
test_acc: 54.59
test_acc_top5: 79.83
test_loss: 1.94
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 57.08
train_acc: 54.03
train_loss: 3.86
test_acc: 57.08
test_acc_top5: 81.98
test_loss: 1.80
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 57.24
train_acc: 54.02
train_loss: 3.86
test_acc: 57.24
test_acc_top5: 82.06
test_loss: 1.79
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 57.24
train_acc: 54.16
train_loss: 3.85
test_acc: 55.69
test_acc_top5: 81.20
test_loss: 1.87
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 57.24
train_acc: 54.20
train_loss: 3.84
test_acc: 56.54
test_acc_top5: 81.59
test_loss: 1.83
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 57.74
train_acc: 54.21
train_loss: 3.84
test_acc: 57.74
test_acc_top5: 82.40
test_loss: 1.77
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 57.74
train_acc: 54.14
train_loss: 3.84
test_acc: 57.55
test_acc_top5: 82.32
test_loss: 1.78
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 57.74
train_acc: 54.24
train_loss: 3.83
test_acc: 56.44
test_acc_top5: 81.21
test_loss: 1.84
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 57.74
train_acc: 54.30
train_loss: 3.82
test_acc: 56.68
test_acc_top5: 81.52
test_loss: 1.82
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 57.74
train_acc: 54.36
train_loss: 3.82
test_acc: 55.16
test_acc_top5: 80.14
test_loss: 1.91
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 57.74
train_acc: 54.33
train_loss: 3.81
test_acc: 55.99
test_acc_top5: 81.22
test_loss: 1.85
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 57.74
train_acc: 54.43
train_loss: 3.81
test_acc: 56.01
test_acc_top5: 80.97
test_loss: 1.86
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 57.74
train_acc: 54.38
train_loss: 3.81
test_acc: 56.93
test_acc_top5: 81.97
test_loss: 1.80
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 67.49
train_acc: 62.03
train_loss: 2.94
test_acc: 67.49
test_acc_top5: 88.54
test_loss: 1.32
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 68.22
train_acc: 63.70
train_loss: 2.76
test_acc: 68.22
test_acc_top5: 88.97
test_loss: 1.28
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 68.64
train_acc: 64.35
train_loss: 2.70
test_acc: 68.64
test_acc_top5: 89.25
test_loss: 1.26
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 68.93
train_acc: 64.80
train_loss: 2.66
test_acc: 68.93
test_acc_top5: 89.21
test_loss: 1.25
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 69.14
train_acc: 64.97
train_loss: 2.64
test_acc: 69.14
test_acc_top5: 89.48
test_loss: 1.24
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 69.14
train_acc: 65.18
train_loss: 2.63
test_acc: 69.10
test_acc_top5: 89.52
test_loss: 1.24
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 69.18
train_acc: 65.30
train_loss: 2.62
test_acc: 69.18
test_acc_top5: 89.42
test_loss: 1.24
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 69.18
train_acc: 65.36
train_loss: 2.61
test_acc: 69.09
test_acc_top5: 89.24
test_loss: 1.25
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 69.18
train_acc: 65.42
train_loss: 2.61
test_acc: 69.02
test_acc_top5: 89.29
test_loss: 1.24
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 69.18
train_acc: 65.41
train_loss: 2.62
test_acc: 69.09
test_acc_top5: 89.50
test_loss: 1.24
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 69.18
train_acc: 65.33
train_loss: 2.62
test_acc: 69.09
test_acc_top5: 89.30
test_loss: 1.25
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 69.18
train_acc: 65.40
train_loss: 2.63
test_acc: 68.81
test_acc_top5: 89.17
test_loss: 1.26
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 69.18
train_acc: 65.36
train_loss: 2.63
test_acc: 68.97
test_acc_top5: 89.09
test_loss: 1.26
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 69.18
train_acc: 65.26
train_loss: 2.64
test_acc: 68.81
test_acc_top5: 89.24
test_loss: 1.26
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 69.18
train_acc: 65.24
train_loss: 2.64
test_acc: 68.45
test_acc_top5: 89.09
test_loss: 1.27
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 69.18
train_acc: 65.11
train_loss: 2.65
test_acc: 68.66
test_acc_top5: 89.08
test_loss: 1.26
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 69.18
train_acc: 65.13
train_loss: 2.66
test_acc: 68.59
test_acc_top5: 89.10
test_loss: 1.27
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 69.18
train_acc: 65.04
train_loss: 2.66
test_acc: 68.35
test_acc_top5: 88.99
test_loss: 1.28
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 69.18
train_acc: 65.04
train_loss: 2.67
test_acc: 68.63
test_acc_top5: 89.11
test_loss: 1.27
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 69.18
train_acc: 65.05
train_loss: 2.67
test_acc: 68.68
test_acc_top5: 89.05
test_loss: 1.27
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 69.18
train_acc: 65.06
train_loss: 2.67
test_acc: 68.23
test_acc_top5: 88.95
test_loss: 1.29
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 69.18
train_acc: 65.03
train_loss: 2.67
test_acc: 67.48
test_acc_top5: 88.43
test_loss: 1.32
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 69.18
train_acc: 64.95
train_loss: 2.67
test_acc: 67.39
test_acc_top5: 88.30
test_loss: 1.32
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 69.18
train_acc: 65.04
train_loss: 2.67
test_acc: 68.22
test_acc_top5: 88.86
test_loss: 1.29
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 69.18
train_acc: 65.02
train_loss: 2.67
test_acc: 67.94
test_acc_top5: 88.72
test_loss: 1.30
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 69.18
train_acc: 64.98
train_loss: 2.67
test_acc: 68.35
test_acc_top5: 88.87
test_loss: 1.28
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 69.18
train_acc: 65.01
train_loss: 2.67
test_acc: 68.41
test_acc_top5: 88.89
test_loss: 1.28
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 69.18
train_acc: 64.99
train_loss: 2.67
test_acc: 68.48
test_acc_top5: 89.08
test_loss: 1.28
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 69.18
train_acc: 65.10
train_loss: 2.67
test_acc: 68.34
test_acc_top5: 88.90
test_loss: 1.28
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 69.18
train_acc: 65.07
train_loss: 2.67
test_acc: 68.24
test_acc_top5: 88.88
test_loss: 1.29
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 71.22
train_acc: 67.65
train_loss: 2.41
test_acc: 71.22
test_acc_top5: 90.41
test_loss: 1.16
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 71.28
train_acc: 68.15
train_loss: 2.36
test_acc: 71.28
test_acc_top5: 90.47
test_loss: 1.15
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 71.49
train_acc: 68.41
train_loss: 2.33
test_acc: 71.49
test_acc_top5: 90.57
test_loss: 1.14
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 71.49
train_acc: 68.55
train_loss: 2.32
test_acc: 71.41
test_acc_top5: 90.54
test_loss: 1.14
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 71.62
train_acc: 68.61
train_loss: 2.31
test_acc: 71.62
test_acc_top5: 90.67
test_loss: 1.14
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 71.62
train_acc: 68.78
train_loss: 2.30
test_acc: 71.58
test_acc_top5: 90.60
test_loss: 1.14
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 71.74
train_acc: 68.82
train_loss: 2.30
test_acc: 71.74
test_acc_top5: 90.65
test_loss: 1.14
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 71.74
train_acc: 68.88
train_loss: 2.29
test_acc: 71.69
test_acc_top5: 90.72
test_loss: 1.13
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 71.77
train_acc: 68.91
train_loss: 2.29
test_acc: 71.77
test_acc_top5: 90.73
test_loss: 1.13
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 71.77
train_acc: 69.03
train_loss: 2.28
test_acc: 71.71
test_acc_top5: 90.80
test_loss: 1.13
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 71.88
train_acc: 69.02
train_loss: 2.28
test_acc: 71.88
test_acc_top5: 90.79
test_loss: 1.13
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 71.88
train_acc: 69.08
train_loss: 2.28
test_acc: 71.78
test_acc_top5: 90.83
test_loss: 1.13
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 71.88
train_acc: 69.09
train_loss: 2.28
test_acc: 71.81
test_acc_top5: 90.80
test_loss: 1.13
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 71.94
train_acc: 69.15
train_loss: 2.27
test_acc: 71.94
test_acc_top5: 90.89
test_loss: 1.13
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 71.94
train_acc: 69.17
train_loss: 2.27
test_acc: 71.81
test_acc_top5: 90.78
test_loss: 1.13
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 71.94
train_acc: 69.21
train_loss: 2.27
test_acc: 71.78
test_acc_top5: 90.85
test_loss: 1.13
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 71.94
train_acc: 69.23
train_loss: 2.26
test_acc: 71.92
test_acc_top5: 90.83
test_loss: 1.12
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 71.97
train_acc: 69.29
train_loss: 2.26
test_acc: 71.97
test_acc_top5: 90.87
test_loss: 1.12
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 71.97
train_acc: 69.27
train_loss: 2.26
test_acc: 71.80
test_acc_top5: 90.79
test_loss: 1.13
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 72.03
train_acc: 69.27
train_loss: 2.26
test_acc: 72.03
test_acc_top5: 90.81
test_loss: 1.12
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 72.03
train_acc: 69.37
train_loss: 2.26
test_acc: 71.89
test_acc_top5: 90.89
test_loss: 1.12
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 72.03
train_acc: 69.29
train_loss: 2.26
test_acc: 71.97
test_acc_top5: 90.85
test_loss: 1.12
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 72.03
train_acc: 69.40
train_loss: 2.25
test_acc: 71.96
test_acc_top5: 90.83
test_loss: 1.12
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 72.04
train_acc: 69.41
train_loss: 2.25
test_acc: 72.04
test_acc_top5: 90.84
test_loss: 1.12
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 72.04
train_acc: 69.42
train_loss: 2.25
test_acc: 71.96
test_acc_top5: 90.86
test_loss: 1.12
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 72.04
train_acc: 69.46
train_loss: 2.25
test_acc: 71.94
test_acc_top5: 90.92
test_loss: 1.12
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 72.04
train_acc: 69.47
train_loss: 2.25
test_acc: 72.00
test_acc_top5: 90.93
test_loss: 1.12
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 72.04
train_acc: 69.47
train_loss: 2.25
test_acc: 72.04
test_acc_top5: 90.96
test_loss: 1.12
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 72.04
train_acc: 69.46
train_loss: 2.25
test_acc: 71.92
test_acc_top5: 90.88
test_loss: 1.12
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 72.04
train_acc: 69.50
train_loss: 2.25
test_acc: 72.01
test_acc_top5: 90.92
test_loss: 1.12
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 72.15
train_acc: 69.89
train_loss: 2.21
test_acc: 72.15
test_acc_top5: 90.98
test_loss: 1.11
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 72.32
train_acc: 70.01
train_loss: 2.20
test_acc: 72.32
test_acc_top5: 91.06
test_loss: 1.11
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 72.32
train_acc: 70.02
train_loss: 2.20
test_acc: 72.30
test_acc_top5: 91.01
test_loss: 1.11
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 72.32
train_acc: 70.03
train_loss: 2.20
test_acc: 72.31
test_acc_top5: 91.02
test_loss: 1.10
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 72.32
train_acc: 70.00
train_loss: 2.20
test_acc: 72.30
test_acc_top5: 91.07
test_loss: 1.11
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 72.37
train_acc: 70.06
train_loss: 2.20
test_acc: 72.37
test_acc_top5: 91.08
test_loss: 1.11
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 72.37
train_acc: 70.08
train_loss: 2.20
test_acc: 72.37
test_acc_top5: 91.03
test_loss: 1.11
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 72.37
train_acc: 70.14
train_loss: 2.19
test_acc: 72.37
test_acc_top5: 91.06
test_loss: 1.11
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 72.37
train_acc: 70.07
train_loss: 2.20
test_acc: 72.36
test_acc_top5: 91.04
test_loss: 1.10
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 72.37
train_acc: 70.11
train_loss: 2.19
test_acc: 72.29
test_acc_top5: 91.02
test_loss: 1.11
-------------------------
best_acc	72.37