-------------------------
epoch: 1
lr: 0.1000
best_acc: 23.64
train_acc: 12.16
train_loss: 5.85
test_acc: 23.64
test_acc_top5: 48.17
test_loss: 3.68
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 32.39
train_acc: 28.42
train_loss: 4.18
test_acc: 32.39
test_acc_top5: 58.73
test_loss: 3.14
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 37.20
train_acc: 35.17
train_loss: 3.71
test_acc: 37.20
test_acc_top5: 64.46
test_loss: 2.83
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 43.04
train_acc: 38.67
train_loss: 3.48
test_acc: 43.04
test_acc_top5: 69.83
test_loss: 2.52
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 43.52
train_acc: 40.81
train_loss: 3.33
test_acc: 43.52
test_acc_top5: 70.48
test_loss: 2.48
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 44.50
train_acc: 42.29
train_loss: 3.24
test_acc: 44.50
test_acc_top5: 71.00
test_loss: 2.45
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 45.79
train_acc: 43.35
train_loss: 3.17
test_acc: 45.79
test_acc_top5: 72.31
test_loss: 2.37
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 48.58
train_acc: 44.22
train_loss: 3.11
test_acc: 48.58
test_acc_top5: 74.14
test_loss: 2.25
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 48.58
train_acc: 44.80
train_loss: 3.08
test_acc: 44.83
test_acc_top5: 71.16
test_loss: 2.44
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 48.58
train_acc: 45.31
train_loss: 3.04
test_acc: 47.38
test_acc_top5: 73.97
test_loss: 2.27
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 49.41
train_acc: 45.67
train_loss: 3.02
test_acc: 49.41
test_acc_top5: 75.91
test_loss: 2.17
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 49.41
train_acc: 46.04
train_loss: 3.00
test_acc: 47.63
test_acc_top5: 74.21
test_loss: 2.27
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 49.41
train_acc: 46.17
train_loss: 2.99
test_acc: 47.98
test_acc_top5: 74.25
test_loss: 2.26
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 49.41
train_acc: 46.42
train_loss: 2.98
test_acc: 48.81
test_acc_top5: 75.35
test_loss: 2.21
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 49.41
train_acc: 46.68
train_loss: 2.96
test_acc: 49.12
test_acc_top5: 74.95
test_loss: 2.22
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 49.91
train_acc: 46.73
train_loss: 2.95
test_acc: 49.91
test_acc_top5: 75.98
test_loss: 2.16
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 50.24
train_acc: 46.87
train_loss: 2.95
test_acc: 50.24
test_acc_top5: 75.81
test_loss: 2.16
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 50.24
train_acc: 47.11
train_loss: 2.93
test_acc: 48.35
test_acc_top5: 74.82
test_loss: 2.24
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 50.24
train_acc: 47.06
train_loss: 2.93
test_acc: 44.86
test_acc_top5: 71.87
test_loss: 2.40
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 50.24
train_acc: 47.27
train_loss: 2.93
test_acc: 47.27
test_acc_top5: 74.01
test_loss: 2.29
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 50.24
train_acc: 47.22
train_loss: 2.92
test_acc: 49.01
test_acc_top5: 75.28
test_loss: 2.21
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 50.65
train_acc: 47.32
train_loss: 2.92
test_acc: 50.65
test_acc_top5: 76.62
test_loss: 2.10
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 50.65
train_acc: 47.38
train_loss: 2.92
test_acc: 49.95
test_acc_top5: 76.14
test_loss: 2.15
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 50.65
train_acc: 47.35
train_loss: 2.92
test_acc: 50.19
test_acc_top5: 76.67
test_loss: 2.12
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 50.65
train_acc: 47.39
train_loss: 2.91
test_acc: 46.12
test_acc_top5: 72.79
test_loss: 2.36
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 50.65
train_acc: 47.40
train_loss: 2.91
test_acc: 49.51
test_acc_top5: 75.79
test_loss: 2.17
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 50.65
train_acc: 47.51
train_loss: 2.91
test_acc: 49.97
test_acc_top5: 76.28
test_loss: 2.15
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 50.65
train_acc: 47.56
train_loss: 2.91
test_acc: 49.50
test_acc_top5: 75.97
test_loss: 2.16
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 50.65
train_acc: 47.59
train_loss: 2.90
test_acc: 46.27
test_acc_top5: 72.64
test_loss: 2.35
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 50.65
train_acc: 47.56
train_loss: 2.90
test_acc: 49.53
test_acc_top5: 75.24
test_loss: 2.18
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 63.71
train_acc: 57.67
train_loss: 2.32
test_acc: 63.71
test_acc_top5: 85.75
test_loss: 1.50
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 64.62
train_acc: 59.69
train_loss: 2.20
test_acc: 64.62
test_acc_top5: 86.41
test_loss: 1.45
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 64.90
train_acc: 60.43
train_loss: 2.15
test_acc: 64.90
test_acc_top5: 86.59
test_loss: 1.43
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 65.32
train_acc: 60.97
train_loss: 2.13
test_acc: 65.32
test_acc_top5: 86.77
test_loss: 1.42
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 65.48
train_acc: 61.18
train_loss: 2.11
test_acc: 65.48
test_acc_top5: 86.88
test_loss: 1.42
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 65.48
train_acc: 61.28
train_loss: 2.10
test_acc: 65.45
test_acc_top5: 87.07
test_loss: 1.41
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 65.48
train_acc: 61.41
train_loss: 2.10
test_acc: 64.99
test_acc_top5: 86.78
test_loss: 1.42
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 65.48
train_acc: 61.42
train_loss: 2.09
test_acc: 65.17
test_acc_top5: 86.86
test_loss: 1.42
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 65.48
train_acc: 61.53
train_loss: 2.09
test_acc: 65.19
test_acc_top5: 86.62
test_loss: 1.43
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 65.48
train_acc: 61.42
train_loss: 2.09
test_acc: 65.10
test_acc_top5: 86.66
test_loss: 1.42
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 65.48
train_acc: 61.45
train_loss: 2.09
test_acc: 65.13
test_acc_top5: 86.72
test_loss: 1.43
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 65.48
train_acc: 61.46
train_loss: 2.10
test_acc: 65.30
test_acc_top5: 86.62
test_loss: 1.42
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 65.48
train_acc: 61.36
train_loss: 2.10
test_acc: 65.03
test_acc_top5: 86.70
test_loss: 1.42
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 65.48
train_acc: 61.34
train_loss: 2.10
test_acc: 64.88
test_acc_top5: 86.60
test_loss: 1.44
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 65.48
train_acc: 61.29
train_loss: 2.10
test_acc: 64.82
test_acc_top5: 86.51
test_loss: 1.44
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 65.48
train_acc: 61.31
train_loss: 2.10
test_acc: 65.02
test_acc_top5: 86.58
test_loss: 1.44
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 65.48
train_acc: 61.33
train_loss: 2.10
test_acc: 64.87
test_acc_top5: 86.45
test_loss: 1.44
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 65.48
train_acc: 61.34
train_loss: 2.10
test_acc: 65.05
test_acc_top5: 86.55
test_loss: 1.43
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 65.48
train_acc: 61.28
train_loss: 2.10
test_acc: 64.94
test_acc_top5: 86.52
test_loss: 1.44
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 65.48
train_acc: 61.28
train_loss: 2.10
test_acc: 64.88
test_acc_top5: 86.61
test_loss: 1.43
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 65.48
train_acc: 61.27
train_loss: 2.11
test_acc: 64.05
test_acc_top5: 85.87
test_loss: 1.48
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 65.48
train_acc: 61.36
train_loss: 2.10
test_acc: 64.89
test_acc_top5: 86.58
test_loss: 1.44
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 65.48
train_acc: 61.35
train_loss: 2.10
test_acc: 64.87
test_acc_top5: 86.55
test_loss: 1.44
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 65.48
train_acc: 61.38
train_loss: 2.10
test_acc: 64.84
test_acc_top5: 86.47
test_loss: 1.44
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 65.48
train_acc: 61.43
train_loss: 2.10
test_acc: 64.65
test_acc_top5: 86.31
test_loss: 1.45
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 65.48
train_acc: 61.43
train_loss: 2.10
test_acc: 64.34
test_acc_top5: 86.25
test_loss: 1.47
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 65.48
train_acc: 61.44
train_loss: 2.10
test_acc: 64.80
test_acc_top5: 86.35
test_loss: 1.45
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 65.48
train_acc: 61.46
train_loss: 2.10
test_acc: 64.86
test_acc_top5: 86.60
test_loss: 1.44
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 65.48
train_acc: 61.46
train_loss: 2.10
test_acc: 65.13
test_acc_top5: 86.59
test_loss: 1.44
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 65.48
train_acc: 61.53
train_loss: 2.09
test_acc: 64.52
test_acc_top5: 86.33
test_loss: 1.45
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 68.68
train_acc: 65.50
train_loss: 1.89
test_acc: 68.68
test_acc_top5: 88.81
test_loss: 1.26
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 69.03
train_acc: 66.26
train_loss: 1.85
test_acc: 69.03
test_acc_top5: 88.97
test_loss: 1.25
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 69.05
train_acc: 66.58
train_loss: 1.83
test_acc: 69.05
test_acc_top5: 88.96
test_loss: 1.25
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 69.21
train_acc: 66.82
train_loss: 1.82
test_acc: 69.21
test_acc_top5: 89.13
test_loss: 1.24
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 69.39
train_acc: 66.96
train_loss: 1.81
test_acc: 69.39
test_acc_top5: 89.11
test_loss: 1.24
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 69.39
train_acc: 67.14
train_loss: 1.80
test_acc: 69.37
test_acc_top5: 89.21
test_loss: 1.24
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 69.57
train_acc: 67.22
train_loss: 1.80
test_acc: 69.57
test_acc_top5: 89.29
test_loss: 1.23
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 69.57
train_acc: 67.27
train_loss: 1.79
test_acc: 69.39
test_acc_top5: 89.11
test_loss: 1.24
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 69.57
train_acc: 67.36
train_loss: 1.79
test_acc: 69.52
test_acc_top5: 89.24
test_loss: 1.23
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 69.57
train_acc: 67.39
train_loss: 1.79
test_acc: 69.54
test_acc_top5: 89.31
test_loss: 1.23
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 69.63
train_acc: 67.49
train_loss: 1.78
test_acc: 69.63
test_acc_top5: 89.30
test_loss: 1.23
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 69.63
train_acc: 67.52
train_loss: 1.78
test_acc: 69.56
test_acc_top5: 89.40
test_loss: 1.23
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 69.63
train_acc: 67.59
train_loss: 1.77
test_acc: 69.53
test_acc_top5: 89.29
test_loss: 1.22
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 69.75
train_acc: 67.66
train_loss: 1.77
test_acc: 69.75
test_acc_top5: 89.32
test_loss: 1.22
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 69.75
train_acc: 67.68
train_loss: 1.77
test_acc: 69.70
test_acc_top5: 89.34
test_loss: 1.22
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 69.75
train_acc: 67.69
train_loss: 1.77
test_acc: 69.70
test_acc_top5: 89.27
test_loss: 1.23
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 69.75
train_acc: 67.79
train_loss: 1.76
test_acc: 69.65
test_acc_top5: 89.43
test_loss: 1.22
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 69.75
train_acc: 67.84
train_loss: 1.76
test_acc: 69.71
test_acc_top5: 89.43
test_loss: 1.22
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 69.75
train_acc: 67.87
train_loss: 1.76
test_acc: 69.67
test_acc_top5: 89.40
test_loss: 1.22
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 69.79
train_acc: 67.85
train_loss: 1.76
test_acc: 69.79
test_acc_top5: 89.45
test_loss: 1.22
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 69.79
train_acc: 67.94
train_loss: 1.76
test_acc: 69.76
test_acc_top5: 89.34
test_loss: 1.23
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 69.79
train_acc: 67.94
train_loss: 1.75
test_acc: 69.77
test_acc_top5: 89.36
test_loss: 1.22
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 69.87
train_acc: 67.96
train_loss: 1.75
test_acc: 69.87
test_acc_top5: 89.35
test_loss: 1.22
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 69.87
train_acc: 68.01
train_loss: 1.75
test_acc: 69.77
test_acc_top5: 89.43
test_loss: 1.21
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 69.87
train_acc: 68.04
train_loss: 1.75
test_acc: 69.85
test_acc_top5: 89.45
test_loss: 1.22
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 69.92
train_acc: 68.12
train_loss: 1.75
test_acc: 69.92
test_acc_top5: 89.35
test_loss: 1.22
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 69.92
train_acc: 68.08
train_loss: 1.75
test_acc: 69.83
test_acc_top5: 89.32
test_loss: 1.22
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 69.92
train_acc: 68.10
train_loss: 1.75
test_acc: 69.78
test_acc_top5: 89.39
test_loss: 1.22
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 69.92
train_acc: 68.17
train_loss: 1.74
test_acc: 69.81
test_acc_top5: 89.36
test_loss: 1.22
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 69.92
train_acc: 68.18
train_loss: 1.74
test_acc: 69.87
test_acc_top5: 89.44
test_loss: 1.22
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 70.36
train_acc: 68.77
train_loss: 1.71
test_acc: 70.36
test_acc_top5: 89.69
test_loss: 1.20
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 70.43
train_acc: 68.92
train_loss: 1.71
test_acc: 70.43
test_acc_top5: 89.68
test_loss: 1.20
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 70.43
train_acc: 68.98
train_loss: 1.70
test_acc: 70.38
test_acc_top5: 89.72
test_loss: 1.19
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 70.43
train_acc: 68.98
train_loss: 1.70
test_acc: 70.36
test_acc_top5: 89.71
test_loss: 1.19
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 70.44
train_acc: 69.01
train_loss: 1.70
test_acc: 70.44
test_acc_top5: 89.71
test_loss: 1.19
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 70.49
train_acc: 69.07
train_loss: 1.70
test_acc: 70.49
test_acc_top5: 89.71
test_loss: 1.19
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 70.49
train_acc: 69.09
train_loss: 1.70
test_acc: 70.49
test_acc_top5: 89.73
test_loss: 1.19
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 70.51
train_acc: 69.12
train_loss: 1.70
test_acc: 70.51
test_acc_top5: 89.71
test_loss: 1.19
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 70.57
train_acc: 69.10
train_loss: 1.70
test_acc: 70.57
test_acc_top5: 89.73
test_loss: 1.19
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 70.57
train_acc: 69.12
train_loss: 1.69
test_acc: 70.53
test_acc_top5: 89.66
test_loss: 1.19
-------------------------
best_acc	70.57