-------------------------
epoch: 1
lr: 0.1000
best_acc: 31.73
train_acc: 17.10
train_loss: 9.32
test_acc: 31.73
test_acc_top5: 58.40
test_loss: 3.15
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 42.30
train_acc: 36.87
train_loss: 5.86
test_acc: 42.30
test_acc_top5: 69.54
test_loss: 2.56
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 47.81
train_acc: 43.23
train_loss: 5.01
test_acc: 47.81
test_acc_top5: 74.74
test_loss: 2.26
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 47.81
train_acc: 46.16
train_loss: 4.65
test_acc: 47.24
test_acc_top5: 73.48
test_loss: 2.31
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 50.44
train_acc: 47.76
train_loss: 4.45
test_acc: 50.44
test_acc_top5: 76.91
test_loss: 2.12
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 50.44
train_acc: 48.83
train_loss: 4.32
test_acc: 49.64
test_acc_top5: 76.32
test_loss: 2.15
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 52.02
train_acc: 49.56
train_loss: 4.23
test_acc: 52.02
test_acc_top5: 77.72
test_loss: 2.05
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 52.02
train_acc: 50.02
train_loss: 4.17
test_acc: 51.84
test_acc_top5: 77.54
test_loss: 2.07
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 53.40
train_acc: 50.50
train_loss: 4.11
test_acc: 53.40
test_acc_top5: 78.78
test_loss: 1.98
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 53.40
train_acc: 50.81
train_loss: 4.07
test_acc: 51.32
test_acc_top5: 77.31
test_loss: 2.08
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 54.73
train_acc: 51.06
train_loss: 4.04
test_acc: 54.73
test_acc_top5: 80.12
test_loss: 1.91
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 54.73
train_acc: 51.35
train_loss: 4.01
test_acc: 51.56
test_acc_top5: 77.45
test_loss: 2.08
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 54.73
train_acc: 51.49
train_loss: 3.99
test_acc: 53.50
test_acc_top5: 79.34
test_loss: 1.96
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 54.73
train_acc: 51.65
train_loss: 3.97
test_acc: 52.66
test_acc_top5: 78.20
test_loss: 2.03
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 54.73
train_acc: 51.82
train_loss: 3.95
test_acc: 53.46
test_acc_top5: 79.17
test_loss: 1.98
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 54.73
train_acc: 51.94
train_loss: 3.93
test_acc: 54.21
test_acc_top5: 79.81
test_loss: 1.92
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 54.73
train_acc: 52.10
train_loss: 3.92
test_acc: 52.70
test_acc_top5: 78.17
test_loss: 2.02
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 54.73
train_acc: 52.17
train_loss: 3.91
test_acc: 53.57
test_acc_top5: 79.08
test_loss: 1.97
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 54.97
train_acc: 52.26
train_loss: 3.89
test_acc: 54.97
test_acc_top5: 80.50
test_loss: 1.89
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 54.97
train_acc: 52.40
train_loss: 3.88
test_acc: 53.52
test_acc_top5: 79.04
test_loss: 1.98
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 55.43
train_acc: 52.45
train_loss: 3.87
test_acc: 55.43
test_acc_top5: 80.50
test_loss: 1.88
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 55.95
train_acc: 52.51
train_loss: 3.86
test_acc: 55.95
test_acc_top5: 81.25
test_loss: 1.84
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 55.95
train_acc: 52.57
train_loss: 3.86
test_acc: 55.71
test_acc_top5: 81.04
test_loss: 1.86
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 55.95
train_acc: 52.66
train_loss: 3.85
test_acc: 54.89
test_acc_top5: 80.21
test_loss: 1.91
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 55.95
train_acc: 52.72
train_loss: 3.84
test_acc: 53.63
test_acc_top5: 79.00
test_loss: 1.99
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 55.95
train_acc: 52.72
train_loss: 3.84
test_acc: 54.50
test_acc_top5: 80.05
test_loss: 1.92
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 55.95
train_acc: 52.75
train_loss: 3.83
test_acc: 55.50
test_acc_top5: 80.72
test_loss: 1.87
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 55.95
train_acc: 52.85
train_loss: 3.82
test_acc: 55.07
test_acc_top5: 80.24
test_loss: 1.90
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 55.95
train_acc: 52.91
train_loss: 3.82
test_acc: 54.98
test_acc_top5: 80.13
test_loss: 1.91
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 55.95
train_acc: 52.93
train_loss: 3.81
test_acc: 55.19
test_acc_top5: 80.24
test_loss: 1.90
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 66.37
train_acc: 60.90
train_loss: 2.96
test_acc: 66.37
test_acc_top5: 87.78
test_loss: 1.37
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 66.91
train_acc: 62.60
train_loss: 2.79
test_acc: 66.91
test_acc_top5: 88.26
test_loss: 1.33
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 67.19
train_acc: 63.24
train_loss: 2.73
test_acc: 67.19
test_acc_top5: 88.34
test_loss: 1.32
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 67.46
train_acc: 63.67
train_loss: 2.70
test_acc: 67.46
test_acc_top5: 88.43
test_loss: 1.31
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 67.63
train_acc: 63.97
train_loss: 2.67
test_acc: 67.63
test_acc_top5: 88.46
test_loss: 1.31
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 67.96
train_acc: 64.20
train_loss: 2.66
test_acc: 67.96
test_acc_top5: 88.53
test_loss: 1.30
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 67.96
train_acc: 64.31
train_loss: 2.65
test_acc: 67.49
test_acc_top5: 88.39
test_loss: 1.31
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 67.96
train_acc: 64.38
train_loss: 2.64
test_acc: 67.96
test_acc_top5: 88.70
test_loss: 1.29
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 67.96
train_acc: 64.47
train_loss: 2.64
test_acc: 67.79
test_acc_top5: 88.52
test_loss: 1.30
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 67.96
train_acc: 64.50
train_loss: 2.64
test_acc: 67.84
test_acc_top5: 88.68
test_loss: 1.30
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 67.96
train_acc: 64.50
train_loss: 2.65
test_acc: 67.27
test_acc_top5: 88.32
test_loss: 1.32
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 67.96
train_acc: 64.48
train_loss: 2.65
test_acc: 67.65
test_acc_top5: 88.47
test_loss: 1.31
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 67.96
train_acc: 64.44
train_loss: 2.65
test_acc: 67.64
test_acc_top5: 88.62
test_loss: 1.30
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 67.96
train_acc: 64.48
train_loss: 2.66
test_acc: 67.39
test_acc_top5: 88.29
test_loss: 1.31
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 67.96
train_acc: 64.36
train_loss: 2.66
test_acc: 67.66
test_acc_top5: 88.42
test_loss: 1.31
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 67.96
train_acc: 64.36
train_loss: 2.67
test_acc: 67.10
test_acc_top5: 87.96
test_loss: 1.34
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 67.96
train_acc: 64.35
train_loss: 2.67
test_acc: 67.40
test_acc_top5: 88.08
test_loss: 1.32
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 67.96
train_acc: 64.37
train_loss: 2.67
test_acc: 67.40
test_acc_top5: 88.22
test_loss: 1.32
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 67.96
train_acc: 64.31
train_loss: 2.68
test_acc: 67.78
test_acc_top5: 88.41
test_loss: 1.31
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 67.96
train_acc: 64.25
train_loss: 2.68
test_acc: 67.51
test_acc_top5: 88.30
test_loss: 1.31
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 67.96
train_acc: 64.30
train_loss: 2.68
test_acc: 67.53
test_acc_top5: 88.37
test_loss: 1.31
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 67.96
train_acc: 64.31
train_loss: 2.68
test_acc: 67.94
test_acc_top5: 88.50
test_loss: 1.30
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 67.96
train_acc: 64.29
train_loss: 2.68
test_acc: 67.19
test_acc_top5: 88.10
test_loss: 1.33
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 67.96
train_acc: 64.32
train_loss: 2.68
test_acc: 66.99
test_acc_top5: 88.00
test_loss: 1.34
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 67.96
train_acc: 64.33
train_loss: 2.68
test_acc: 67.05
test_acc_top5: 88.03
test_loss: 1.34
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 67.96
train_acc: 64.32
train_loss: 2.68
test_acc: 66.88
test_acc_top5: 88.08
test_loss: 1.33
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 67.96
train_acc: 64.28
train_loss: 2.68
test_acc: 67.53
test_acc_top5: 88.32
test_loss: 1.31
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 67.96
train_acc: 64.28
train_loss: 2.68
test_acc: 67.04
test_acc_top5: 88.09
test_loss: 1.33
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 67.96
train_acc: 64.32
train_loss: 2.68
test_acc: 67.21
test_acc_top5: 88.00
test_loss: 1.34
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 67.96
train_acc: 64.30
train_loss: 2.68
test_acc: 66.57
test_acc_top5: 87.81
test_loss: 1.35
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 70.14
train_acc: 67.12
train_loss: 2.42
test_acc: 70.14
test_acc_top5: 89.86
test_loss: 1.20
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 70.38
train_acc: 67.68
train_loss: 2.37
test_acc: 70.38
test_acc_top5: 89.89
test_loss: 1.19
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 70.47
train_acc: 67.86
train_loss: 2.35
test_acc: 70.47
test_acc_top5: 90.05
test_loss: 1.18
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 70.62
train_acc: 68.03
train_loss: 2.34
test_acc: 70.62
test_acc_top5: 90.09
test_loss: 1.17
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 70.66
train_acc: 68.15
train_loss: 2.33
test_acc: 70.66
test_acc_top5: 90.16
test_loss: 1.17
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 70.76
train_acc: 68.31
train_loss: 2.32
test_acc: 70.76
test_acc_top5: 90.17
test_loss: 1.17
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 70.76
train_acc: 68.34
train_loss: 2.32
test_acc: 70.75
test_acc_top5: 90.18
test_loss: 1.17
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 70.76
train_acc: 68.41
train_loss: 2.31
test_acc: 70.74
test_acc_top5: 90.16
test_loss: 1.17
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 70.94
train_acc: 68.51
train_loss: 2.31
test_acc: 70.94
test_acc_top5: 90.25
test_loss: 1.16
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 70.94
train_acc: 68.53
train_loss: 2.30
test_acc: 70.92
test_acc_top5: 90.28
test_loss: 1.16
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 70.99
train_acc: 68.65
train_loss: 2.30
test_acc: 70.99
test_acc_top5: 90.36
test_loss: 1.16
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 70.99
train_acc: 68.64
train_loss: 2.29
test_acc: 70.95
test_acc_top5: 90.24
test_loss: 1.16
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 71.04
train_acc: 68.72
train_loss: 2.29
test_acc: 71.04
test_acc_top5: 90.28
test_loss: 1.16
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 71.06
train_acc: 68.76
train_loss: 2.29
test_acc: 71.06
test_acc_top5: 90.28
test_loss: 1.16
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 71.06
train_acc: 68.78
train_loss: 2.28
test_acc: 71.06
test_acc_top5: 90.28
test_loss: 1.16
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 71.09
train_acc: 68.82
train_loss: 2.28
test_acc: 71.09
test_acc_top5: 90.37
test_loss: 1.16
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 71.12
train_acc: 68.82
train_loss: 2.28
test_acc: 71.12
test_acc_top5: 90.33
test_loss: 1.15
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 71.12
train_acc: 68.93
train_loss: 2.28
test_acc: 71.12
test_acc_top5: 90.37
test_loss: 1.15
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 71.12
train_acc: 68.94
train_loss: 2.28
test_acc: 71.02
test_acc_top5: 90.26
test_loss: 1.15
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 71.12
train_acc: 68.97
train_loss: 2.27
test_acc: 70.99
test_acc_top5: 90.19
test_loss: 1.15
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 71.19
train_acc: 69.00
train_loss: 2.27
test_acc: 71.19
test_acc_top5: 90.33
test_loss: 1.15
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 71.19
train_acc: 69.04
train_loss: 2.27
test_acc: 71.04
test_acc_top5: 90.27
test_loss: 1.15
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 71.19
train_acc: 69.06
train_loss: 2.27
test_acc: 71.19
test_acc_top5: 90.33
test_loss: 1.15
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 71.21
train_acc: 69.06
train_loss: 2.27
test_acc: 71.21
test_acc_top5: 90.37
test_loss: 1.15
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 71.21
train_acc: 69.06
train_loss: 2.26
test_acc: 71.13
test_acc_top5: 90.40
test_loss: 1.15
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 71.31
train_acc: 69.12
train_loss: 2.26
test_acc: 71.31
test_acc_top5: 90.38
test_loss: 1.15
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 71.31
train_acc: 69.15
train_loss: 2.26
test_acc: 71.27
test_acc_top5: 90.33
test_loss: 1.15
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 71.31
train_acc: 69.15
train_loss: 2.26
test_acc: 71.29
test_acc_top5: 90.36
test_loss: 1.15
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 71.31
train_acc: 69.14
train_loss: 2.26
test_acc: 71.21
test_acc_top5: 90.44
test_loss: 1.15
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 71.31
train_acc: 69.18
train_loss: 2.26
test_acc: 71.19
test_acc_top5: 90.37
test_loss: 1.15
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 71.59
train_acc: 69.65
train_loss: 2.22
test_acc: 71.59
test_acc_top5: 90.50
test_loss: 1.14
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 71.59
train_acc: 69.69
train_loss: 2.22
test_acc: 71.56
test_acc_top5: 90.50
test_loss: 1.13
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 71.59
train_acc: 69.69
train_loss: 2.22
test_acc: 71.55
test_acc_top5: 90.52
test_loss: 1.13
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 71.59
train_acc: 69.74
train_loss: 2.21
test_acc: 71.52
test_acc_top5: 90.57
test_loss: 1.13
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 71.65
train_acc: 69.74
train_loss: 2.21
test_acc: 71.65
test_acc_top5: 90.49
test_loss: 1.14
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 71.65
train_acc: 69.80
train_loss: 2.21
test_acc: 71.65
test_acc_top5: 90.50
test_loss: 1.13
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 71.65
train_acc: 69.81
train_loss: 2.21
test_acc: 71.64
test_acc_top5: 90.53
test_loss: 1.13
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 71.65
train_acc: 69.78
train_loss: 2.21
test_acc: 71.62
test_acc_top5: 90.53
test_loss: 1.13
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 71.65
train_acc: 69.78
train_loss: 2.21
test_acc: 71.63
test_acc_top5: 90.51
test_loss: 1.13
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 71.65
train_acc: 69.81
train_loss: 2.21
test_acc: 71.65
test_acc_top5: 90.52
test_loss: 1.13
-------------------------
best_acc	71.65