-------------------------
epoch: 1
lr: 0.1000
best_acc: 31.44
train_acc: 16.91
train_loss: 7.80
test_acc: 31.44
test_acc_top5: 58.12
test_loss: 3.18
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 40.63
train_acc: 34.75
train_loss: 5.89
test_acc: 40.63
test_acc_top5: 67.98
test_loss: 2.65
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 46.05
train_acc: 41.03
train_loss: 5.33
test_acc: 46.05
test_acc_top5: 73.05
test_loss: 2.35
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 47.22
train_acc: 43.95
train_loss: 5.07
test_acc: 47.22
test_acc_top5: 74.08
test_loss: 2.29
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 48.77
train_acc: 45.74
train_loss: 4.91
test_acc: 48.77
test_acc_top5: 75.50
test_loss: 2.20
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 51.25
train_acc: 46.78
train_loss: 4.81
test_acc: 51.25
test_acc_top5: 77.04
test_loss: 2.09
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 51.25
train_acc: 47.57
train_loss: 4.74
test_acc: 49.68
test_acc_top5: 75.78
test_loss: 2.17
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 51.25
train_acc: 48.13
train_loss: 4.68
test_acc: 49.04
test_acc_top5: 75.27
test_loss: 2.20
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 51.43
train_acc: 48.65
train_loss: 4.64
test_acc: 51.43
test_acc_top5: 77.47
test_loss: 2.07
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 51.43
train_acc: 48.88
train_loss: 4.61
test_acc: 50.46
test_acc_top5: 76.63
test_loss: 2.12
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 52.74
train_acc: 49.20
train_loss: 4.57
test_acc: 52.74
test_acc_top5: 78.33
test_loss: 2.01
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 53.13
train_acc: 49.48
train_loss: 4.55
test_acc: 53.13
test_acc_top5: 79.04
test_loss: 1.98
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 53.13
train_acc: 49.70
train_loss: 4.53
test_acc: 52.96
test_acc_top5: 78.62
test_loss: 2.00
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 53.13
train_acc: 49.84
train_loss: 4.52
test_acc: 52.26
test_acc_top5: 78.39
test_loss: 2.02
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 53.13
train_acc: 50.03
train_loss: 4.50
test_acc: 51.92
test_acc_top5: 77.68
test_loss: 2.06
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 53.13
train_acc: 50.22
train_loss: 4.48
test_acc: 52.55
test_acc_top5: 78.55
test_loss: 2.01
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 53.55
train_acc: 50.26
train_loss: 4.47
test_acc: 53.55
test_acc_top5: 79.20
test_loss: 1.96
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 53.55
train_acc: 50.30
train_loss: 4.46
test_acc: 52.67
test_acc_top5: 78.60
test_loss: 2.00
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 54.50
train_acc: 50.53
train_loss: 4.45
test_acc: 54.50
test_acc_top5: 80.08
test_loss: 1.91
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 54.50
train_acc: 50.58
train_loss: 4.44
test_acc: 53.12
test_acc_top5: 78.74
test_loss: 1.99
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 54.50
train_acc: 50.68
train_loss: 4.43
test_acc: 53.99
test_acc_top5: 79.59
test_loss: 1.94
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 54.50
train_acc: 50.72
train_loss: 4.42
test_acc: 53.91
test_acc_top5: 79.30
test_loss: 1.96
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 54.50
train_acc: 50.72
train_loss: 4.42
test_acc: 54.06
test_acc_top5: 79.82
test_loss: 1.93
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 54.50
train_acc: 50.90
train_loss: 4.41
test_acc: 53.81
test_acc_top5: 79.31
test_loss: 1.96
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 54.50
train_acc: 50.88
train_loss: 4.40
test_acc: 54.19
test_acc_top5: 79.71
test_loss: 1.94
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 54.50
train_acc: 50.97
train_loss: 4.40
test_acc: 53.75
test_acc_top5: 79.37
test_loss: 1.96
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 54.50
train_acc: 51.05
train_loss: 4.39
test_acc: 53.53
test_acc_top5: 79.26
test_loss: 1.96
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 54.50
train_acc: 51.08
train_loss: 4.39
test_acc: 53.37
test_acc_top5: 78.72
test_loss: 1.99
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 54.50
train_acc: 51.18
train_loss: 4.38
test_acc: 53.69
test_acc_top5: 79.20
test_loss: 1.96
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 54.59
train_acc: 51.11
train_loss: 4.38
test_acc: 54.59
test_acc_top5: 79.97
test_loss: 1.91
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 65.88
train_acc: 60.28
train_loss: 3.66
test_acc: 65.88
test_acc_top5: 87.32
test_loss: 1.39
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 66.61
train_acc: 62.15
train_loss: 3.50
test_acc: 66.61
test_acc_top5: 87.79
test_loss: 1.35
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 67.00
train_acc: 62.87
train_loss: 3.45
test_acc: 67.00
test_acc_top5: 87.93
test_loss: 1.34
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 67.17
train_acc: 63.32
train_loss: 3.41
test_acc: 67.17
test_acc_top5: 88.16
test_loss: 1.32
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 67.42
train_acc: 63.57
train_loss: 3.39
test_acc: 67.42
test_acc_top5: 88.28
test_loss: 1.31
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 67.42
train_acc: 63.78
train_loss: 3.38
test_acc: 67.06
test_acc_top5: 88.04
test_loss: 1.33
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 67.44
train_acc: 63.90
train_loss: 3.37
test_acc: 67.44
test_acc_top5: 88.26
test_loss: 1.32
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 67.44
train_acc: 63.93
train_loss: 3.36
test_acc: 67.43
test_acc_top5: 88.28
test_loss: 1.31
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 67.44
train_acc: 63.93
train_loss: 3.37
test_acc: 67.31
test_acc_top5: 88.22
test_loss: 1.31
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 67.44
train_acc: 64.02
train_loss: 3.36
test_acc: 67.07
test_acc_top5: 88.23
test_loss: 1.32
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 67.44
train_acc: 63.98
train_loss: 3.37
test_acc: 66.63
test_acc_top5: 87.82
test_loss: 1.35
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 67.44
train_acc: 64.00
train_loss: 3.37
test_acc: 67.05
test_acc_top5: 88.11
test_loss: 1.34
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 67.44
train_acc: 63.90
train_loss: 3.37
test_acc: 67.39
test_acc_top5: 88.27
test_loss: 1.32
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 67.44
train_acc: 63.92
train_loss: 3.38
test_acc: 66.88
test_acc_top5: 88.14
test_loss: 1.34
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 67.44
train_acc: 63.89
train_loss: 3.38
test_acc: 66.75
test_acc_top5: 87.92
test_loss: 1.34
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 67.44
train_acc: 63.92
train_loss: 3.38
test_acc: 66.95
test_acc_top5: 88.09
test_loss: 1.33
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 67.44
train_acc: 63.85
train_loss: 3.38
test_acc: 66.95
test_acc_top5: 88.11
test_loss: 1.33
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 67.44
train_acc: 63.86
train_loss: 3.38
test_acc: 67.00
test_acc_top5: 88.10
test_loss: 1.33
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 67.44
train_acc: 63.85
train_loss: 3.38
test_acc: 66.78
test_acc_top5: 88.04
test_loss: 1.34
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 67.44
train_acc: 63.86
train_loss: 3.38
test_acc: 66.60
test_acc_top5: 87.95
test_loss: 1.35
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 67.44
train_acc: 63.87
train_loss: 3.38
test_acc: 66.64
test_acc_top5: 87.95
test_loss: 1.35
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 67.44
train_acc: 63.90
train_loss: 3.38
test_acc: 66.43
test_acc_top5: 87.84
test_loss: 1.35
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 67.44
train_acc: 63.82
train_loss: 3.38
test_acc: 66.71
test_acc_top5: 88.02
test_loss: 1.34
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 67.44
train_acc: 63.87
train_loss: 3.38
test_acc: 66.66
test_acc_top5: 87.80
test_loss: 1.35
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 67.44
train_acc: 63.89
train_loss: 3.38
test_acc: 66.68
test_acc_top5: 87.81
test_loss: 1.35
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 67.44
train_acc: 63.89
train_loss: 3.38
test_acc: 66.63
test_acc_top5: 87.80
test_loss: 1.35
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 67.44
train_acc: 63.96
train_loss: 3.37
test_acc: 66.85
test_acc_top5: 88.02
test_loss: 1.33
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 67.44
train_acc: 64.00
train_loss: 3.37
test_acc: 66.56
test_acc_top5: 87.91
test_loss: 1.35
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 67.44
train_acc: 63.94
train_loss: 3.37
test_acc: 66.55
test_acc_top5: 87.92
test_loss: 1.35
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 67.44
train_acc: 63.98
train_loss: 3.37
test_acc: 66.85
test_acc_top5: 87.93
test_loss: 1.34
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 70.04
train_acc: 67.22
train_loss: 3.13
test_acc: 70.04
test_acc_top5: 89.65
test_loss: 1.20
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 70.36
train_acc: 67.87
train_loss: 3.08
test_acc: 70.36
test_acc_top5: 89.81
test_loss: 1.19
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 70.36
train_acc: 68.10
train_loss: 3.06
test_acc: 70.35
test_acc_top5: 89.94
test_loss: 1.18
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 70.56
train_acc: 68.30
train_loss: 3.05
test_acc: 70.56
test_acc_top5: 90.06
test_loss: 1.18
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 70.59
train_acc: 68.47
train_loss: 3.04
test_acc: 70.59
test_acc_top5: 90.01
test_loss: 1.18
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 70.69
train_acc: 68.48
train_loss: 3.03
test_acc: 70.69
test_acc_top5: 90.07
test_loss: 1.17
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 70.76
train_acc: 68.65
train_loss: 3.02
test_acc: 70.76
test_acc_top5: 90.04
test_loss: 1.17
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 70.83
train_acc: 68.70
train_loss: 3.02
test_acc: 70.83
test_acc_top5: 90.16
test_loss: 1.17
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 70.85
train_acc: 68.74
train_loss: 3.01
test_acc: 70.85
test_acc_top5: 90.11
test_loss: 1.17
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 70.85
train_acc: 68.81
train_loss: 3.01
test_acc: 70.82
test_acc_top5: 90.18
test_loss: 1.17
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 70.85
train_acc: 68.90
train_loss: 3.00
test_acc: 70.85
test_acc_top5: 90.17
test_loss: 1.17
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 70.92
train_acc: 68.92
train_loss: 3.00
test_acc: 70.92
test_acc_top5: 90.17
test_loss: 1.17
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 70.95
train_acc: 68.95
train_loss: 3.00
test_acc: 70.95
test_acc_top5: 90.23
test_loss: 1.16
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 70.98
train_acc: 69.01
train_loss: 2.99
test_acc: 70.98
test_acc_top5: 90.26
test_loss: 1.16
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 71.03
train_acc: 69.06
train_loss: 2.99
test_acc: 71.03
test_acc_top5: 90.29
test_loss: 1.16
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 71.03
train_acc: 69.11
train_loss: 2.99
test_acc: 71.01
test_acc_top5: 90.23
test_loss: 1.16
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 71.03
train_acc: 69.15
train_loss: 2.99
test_acc: 70.97
test_acc_top5: 90.35
test_loss: 1.16
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 71.11
train_acc: 69.15
train_loss: 2.98
test_acc: 71.11
test_acc_top5: 90.30
test_loss: 1.16
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 71.11
train_acc: 69.20
train_loss: 2.98
test_acc: 71.05
test_acc_top5: 90.34
test_loss: 1.16
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 71.11
train_acc: 69.22
train_loss: 2.98
test_acc: 71.05
test_acc_top5: 90.28
test_loss: 1.16
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 71.11
train_acc: 69.27
train_loss: 2.98
test_acc: 70.92
test_acc_top5: 90.35
test_loss: 1.16
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 71.11
train_acc: 69.29
train_loss: 2.98
test_acc: 71.05
test_acc_top5: 90.20
test_loss: 1.16
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 71.11
train_acc: 69.34
train_loss: 2.97
test_acc: 71.05
test_acc_top5: 90.21
test_loss: 1.16
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 71.11
train_acc: 69.34
train_loss: 2.97
test_acc: 71.08
test_acc_top5: 90.30
test_loss: 1.16
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 71.13
train_acc: 69.38
train_loss: 2.97
test_acc: 71.13
test_acc_top5: 90.31
test_loss: 1.16
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 71.18
train_acc: 69.37
train_loss: 2.97
test_acc: 71.18
test_acc_top5: 90.29
test_loss: 1.15
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 71.18
train_acc: 69.43
train_loss: 2.97
test_acc: 71.18
test_acc_top5: 90.28
test_loss: 1.15
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 71.18
train_acc: 69.40
train_loss: 2.97
test_acc: 71.10
test_acc_top5: 90.30
test_loss: 1.15
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 71.18
train_acc: 69.41
train_loss: 2.97
test_acc: 71.15
test_acc_top5: 90.31
test_loss: 1.16
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 71.20
train_acc: 69.47
train_loss: 2.96
test_acc: 71.20
test_acc_top5: 90.34
test_loss: 1.15
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 71.64
train_acc: 69.98
train_loss: 2.93
test_acc: 71.64
test_acc_top5: 90.50
test_loss: 1.14
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 71.70
train_acc: 70.12
train_loss: 2.92
test_acc: 71.70
test_acc_top5: 90.53
test_loss: 1.14
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 71.70
train_acc: 70.09
train_loss: 2.92
test_acc: 71.67
test_acc_top5: 90.47
test_loss: 1.14
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 71.70
train_acc: 70.15
train_loss: 2.92
test_acc: 71.68
test_acc_top5: 90.45
test_loss: 1.14
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 71.70
train_acc: 70.19
train_loss: 2.91
test_acc: 71.66
test_acc_top5: 90.53
test_loss: 1.14
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 71.71
train_acc: 70.11
train_loss: 2.92
test_acc: 71.71
test_acc_top5: 90.52
test_loss: 1.14
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 71.72
train_acc: 70.15
train_loss: 2.91
test_acc: 71.72
test_acc_top5: 90.51
test_loss: 1.14
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 71.72
train_acc: 70.22
train_loss: 2.91
test_acc: 71.72
test_acc_top5: 90.52
test_loss: 1.14
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 71.72
train_acc: 70.28
train_loss: 2.91
test_acc: 71.69
test_acc_top5: 90.53
test_loss: 1.14
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 71.72
train_acc: 70.25
train_loss: 2.91
test_acc: 71.71
test_acc_top5: 90.52
test_loss: 1.13
-------------------------
best_acc	71.72