Executing method thinet on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.52
Ratio, Val accuracy: 0.900 99.47
Ratio, Test accuracy: 0.900 98.55
Ratio, Val accuracy: 0.750 99.44
Ratio, Test accuracy: 0.750 98.56
Ratio, Val accuracy: 0.500 99.15
Ratio, Test accuracy: 0.500 98.30
Ratio, Val accuracy: 0.300 98.52
Ratio, Test accuracy: 0.300 97.63
Ratio, Val accuracy: 0.250 98.38
Ratio, Test accuracy: 0.250 97.57
Ratio, Val accuracy: 0.200 97.93
Ratio, Test accuracy: 0.200 97.19
Ratio, Val accuracy: 0.150 97.07
Ratio, Test accuracy: 0.150 96.47
Ratio, Val accuracy: 0.100 94.09
Ratio, Test accuracy: 0.100 93.48
Ratio, Val accuracy: 0.050 79.64
Ratio, Test accuracy: 0.050 78.65
Executing method neural_path_kmeans on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.52
Ratio, Val accuracy: 0.900 99.43
Ratio, Val accuracy: 0.900 99.43
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.46
Ratio, Val accuracy: 0.900 99.46
Ratio, Test accuracy: 0.900 98.45
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.36
Ratio, Val accuracy: 0.750 99.37
Ratio, Val accuracy: 0.750 99.37
Ratio, Val accuracy: 0.750 99.37
Ratio, Test accuracy: 0.750 98.42
Ratio, Val accuracy: 0.500 99.18
Ratio, Val accuracy: 0.500 99.31
Ratio, Val accuracy: 0.500 99.31
Ratio, Val accuracy: 0.500 99.33
Ratio, Val accuracy: 0.500 99.33
Ratio, Test accuracy: 0.500 98.39
Ratio, Val accuracy: 0.300 98.93
Ratio, Val accuracy: 0.300 98.93
Ratio, Val accuracy: 0.300 98.94
Ratio, Val accuracy: 0.300 99.05
Ratio, Val accuracy: 0.300 99.05
Ratio, Test accuracy: 0.300 98.17
Ratio, Val accuracy: 0.250 98.56
Ratio, Val accuracy: 0.250 98.56
Ratio, Val accuracy: 0.250 98.56
Ratio, Val accuracy: 0.250 98.88
Ratio, Val accuracy: 0.250 99.03
Ratio, Test accuracy: 0.250 98.03
Ratio, Val accuracy: 0.200 98.48
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Test accuracy: 0.200 97.80
Ratio, Val accuracy: 0.150 95.39
Ratio, Val accuracy: 0.150 95.39
Ratio, Val accuracy: 0.150 96.96
Ratio, Val accuracy: 0.150 96.96
Ratio, Val accuracy: 0.150 97.17
Ratio, Test accuracy: 0.150 96.50
Ratio, Val accuracy: 0.100 88.83
Ratio, Val accuracy: 0.100 95.62
Ratio, Val accuracy: 0.100 95.62
Ratio, Val accuracy: 0.100 95.62
Ratio, Val accuracy: 0.100 95.62
Ratio, Test accuracy: 0.100 95.02
Ratio, Val accuracy: 0.050 47.21
Ratio, Val accuracy: 0.050 47.21
Ratio, Val accuracy: 0.050 47.21
Ratio, Val accuracy: 0.050 55.26
Ratio, Val accuracy: 0.050 55.26
Ratio, Test accuracy: 0.050 55.37
Executing method random_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.52
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Test accuracy: 0.900 98.52
Ratio, Val accuracy: 0.750 99.39
Ratio, Val accuracy: 0.750 99.39
Ratio, Val accuracy: 0.750 99.39
Ratio, Val accuracy: 0.750 99.39
Ratio, Val accuracy: 0.750 99.39
Ratio, Test accuracy: 0.750 98.40
Ratio, Val accuracy: 0.500 98.75
Ratio, Val accuracy: 0.500 99.10
Ratio, Val accuracy: 0.500 99.10
Ratio, Val accuracy: 0.500 99.10
Ratio, Val accuracy: 0.500 99.10
Ratio, Test accuracy: 0.500 98.27
Ratio, Val accuracy: 0.300 98.34
Ratio, Val accuracy: 0.300 98.34
Ratio, Val accuracy: 0.300 98.34
Ratio, Val accuracy: 0.300 98.34
Ratio, Val accuracy: 0.300 98.34
Ratio, Test accuracy: 0.300 97.45
Ratio, Val accuracy: 0.250 97.37
Ratio, Val accuracy: 0.250 97.64
Ratio, Val accuracy: 0.250 98.52
Ratio, Val accuracy: 0.250 98.52
Ratio, Val accuracy: 0.250 98.52
Ratio, Test accuracy: 0.250 97.83
Ratio, Val accuracy: 0.200 96.52
Ratio, Val accuracy: 0.200 96.52
Ratio, Val accuracy: 0.200 97.34
Ratio, Val accuracy: 0.200 97.34
Ratio, Val accuracy: 0.200 97.34
Ratio, Test accuracy: 0.200 96.61
Ratio, Val accuracy: 0.150 96.94
Ratio, Val accuracy: 0.150 96.94
Ratio, Val accuracy: 0.150 96.94
Ratio, Val accuracy: 0.150 96.94
Ratio, Val accuracy: 0.150 96.94
Ratio, Test accuracy: 0.150 96.12
Ratio, Val accuracy: 0.100 82.26
Ratio, Val accuracy: 0.100 90.62
Ratio, Val accuracy: 0.100 90.62
Ratio, Val accuracy: 0.100 90.62
Ratio, Val accuracy: 0.100 90.62
Ratio, Test accuracy: 0.100 90.29
Ratio, Val accuracy: 0.050 45.45
Ratio, Val accuracy: 0.050 53.68
Ratio, Val accuracy: 0.050 55.80
Ratio, Val accuracy: 0.050 57.71
Ratio, Val accuracy: 0.050 63.74
Ratio, Test accuracy: 0.050 65.13
Executing method l1_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.52
Ratio, Val accuracy: 0.900 99.41
Ratio, Test accuracy: 0.900 98.51
Ratio, Val accuracy: 0.750 99.28
Ratio, Test accuracy: 0.750 98.42
Ratio, Val accuracy: 0.500 98.94
Ratio, Test accuracy: 0.500 98.10
Ratio, Val accuracy: 0.300 97.79
Ratio, Test accuracy: 0.300 97.15
Ratio, Val accuracy: 0.250 95.84
Ratio, Test accuracy: 0.250 95.26
Ratio, Val accuracy: 0.200 87.85
Ratio, Test accuracy: 0.200 87.61
Ratio, Val accuracy: 0.150 86.23
Ratio, Test accuracy: 0.150 85.94
Ratio, Val accuracy: 0.100 69.01
Ratio, Test accuracy: 0.100 68.50
Ratio, Val accuracy: 0.050 48.99
Ratio, Test accuracy: 0.050 49.25
Executing method semiNMF on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.56
Ratio, Val accuracy: 0.900 95.96
Ratio, Val accuracy: 0.900 96.73
Ratio, Val accuracy: 0.900 96.74
Ratio, Val accuracy: 0.900 96.74
Ratio, Val accuracy: 0.900 96.74
Ratio, Test accuracy: 0.900 96.07
Ratio, Val accuracy: 0.750 96.32
Ratio, Val accuracy: 0.750 96.32
Ratio, Val accuracy: 0.750 96.53
Ratio, Val accuracy: 0.750 97.01
Ratio, Val accuracy: 0.750 97.01
Ratio, Test accuracy: 0.750 96.38
Ratio, Val accuracy: 0.500 96.51
Ratio, Val accuracy: 0.500 96.82
Ratio, Val accuracy: 0.500 96.82
Ratio, Val accuracy: 0.500 96.82
Ratio, Val accuracy: 0.500 96.82
Ratio, Test accuracy: 0.500 96.10
Ratio, Val accuracy: 0.300 90.47
Ratio, Val accuracy: 0.300 90.67
Ratio, Val accuracy: 0.300 91.09
Ratio, Val accuracy: 0.300 91.09
Ratio, Val accuracy: 0.300 91.09
Ratio, Test accuracy: 0.300 90.33
Ratio, Val accuracy: 0.250 90.04
Ratio, Val accuracy: 0.250 90.04
Ratio, Val accuracy: 0.250 90.04
Ratio, Val accuracy: 0.250 90.19
Ratio, Val accuracy: 0.250 90.19
Ratio, Test accuracy: 0.250 89.48
Ratio, Val accuracy: 0.200 89.73
Ratio, Val accuracy: 0.200 89.91
Ratio, Val accuracy: 0.200 89.91
Ratio, Val accuracy: 0.200 89.91
Ratio, Val accuracy: 0.200 89.91
Ratio, Test accuracy: 0.200 89.29
Ratio, Val accuracy: 0.150 89.58
Ratio, Val accuracy: 0.150 89.58
Ratio, Val accuracy: 0.150 89.82
Ratio, Val accuracy: 0.150 89.82
Ratio, Val accuracy: 0.150 89.82
Ratio, Test accuracy: 0.150 88.98
Ratio, Val accuracy: 0.100 88.88
Ratio, Val accuracy: 0.100 89.23
Ratio, Val accuracy: 0.100 89.23
Ratio, Val accuracy: 0.100 89.23
Ratio, Val accuracy: 0.100 89.23
Ratio, Test accuracy: 0.100 88.49
Ratio, Val accuracy: 0.050 77.96
Ratio, Val accuracy: 0.050 78.43
Ratio, Val accuracy: 0.050 78.43
Ratio, Val accuracy: 0.050 78.43
Ratio, Val accuracy: 0.050 78.56
Ratio, Test accuracy: 0.050 78.96
Executing method thinet on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.56
Ratio, Val accuracy: 0.900 99.43
Ratio, Test accuracy: 0.900 98.49
Ratio, Val accuracy: 0.750 99.39
Ratio, Test accuracy: 0.750 98.44
Ratio, Val accuracy: 0.500 99.21
Ratio, Test accuracy: 0.500 98.35
Ratio, Val accuracy: 0.300 98.62
Ratio, Test accuracy: 0.300 97.98
Ratio, Val accuracy: 0.250 98.20
Ratio, Test accuracy: 0.250 97.56
Ratio, Val accuracy: 0.200 98.17
Ratio, Test accuracy: 0.200 97.40
Ratio, Val accuracy: 0.150 97.25
Ratio, Test accuracy: 0.150 96.80
Ratio, Val accuracy: 0.100 95.28
Ratio, Test accuracy: 0.100 94.75
Ratio, Val accuracy: 0.050 79.10
Ratio, Test accuracy: 0.050 78.49
Executing method neural_path_kmeans on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.56
Ratio, Val accuracy: 0.900 99.40
Ratio, Val accuracy: 0.900 99.40
Ratio, Val accuracy: 0.900 99.40
Ratio, Val accuracy: 0.900 99.40
Ratio, Val accuracy: 0.900 99.40
Ratio, Test accuracy: 0.900 98.43
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Test accuracy: 0.750 98.38
Ratio, Val accuracy: 0.500 99.34
Ratio, Val accuracy: 0.500 99.34
Ratio, Val accuracy: 0.500 99.34
Ratio, Val accuracy: 0.500 99.34
Ratio, Val accuracy: 0.500 99.34
Ratio, Test accuracy: 0.500 98.35
Ratio, Val accuracy: 0.300 98.71
Ratio, Val accuracy: 0.300 98.96
Ratio, Val accuracy: 0.300 99.09
Ratio, Val accuracy: 0.300 99.09
Ratio, Val accuracy: 0.300 99.16
Ratio, Test accuracy: 0.300 98.24
Ratio, Val accuracy: 0.250 98.90
Ratio, Val accuracy: 0.250 98.90
Ratio, Val accuracy: 0.250 98.90
Ratio, Val accuracy: 0.250 98.90
Ratio, Val accuracy: 0.250 98.90
Ratio, Test accuracy: 0.250 98.00
Ratio, Val accuracy: 0.200 98.49
Ratio, Val accuracy: 0.200 98.49
Ratio, Val accuracy: 0.200 98.49
Ratio, Val accuracy: 0.200 98.49
Ratio, Val accuracy: 0.200 98.49
Ratio, Test accuracy: 0.200 97.69
Ratio, Val accuracy: 0.150 90.88
Ratio, Val accuracy: 0.150 97.44
Ratio, Val accuracy: 0.150 98.01
Ratio, Val accuracy: 0.150 98.01
Ratio, Val accuracy: 0.150 98.01
Ratio, Test accuracy: 0.150 97.25
Ratio, Val accuracy: 0.100 83.37
Ratio, Val accuracy: 0.100 96.06
Ratio, Val accuracy: 0.100 96.06
Ratio, Val accuracy: 0.100 96.06
Ratio, Val accuracy: 0.100 96.06
Ratio, Test accuracy: 0.100 95.99
Ratio, Val accuracy: 0.050 46.23
Ratio, Val accuracy: 0.050 47.18
Ratio, Val accuracy: 0.050 54.03
Ratio, Val accuracy: 0.050 56.18
Ratio, Val accuracy: 0.050 57.12
Ratio, Test accuracy: 0.050 57.10
Executing method random_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.56
Ratio, Val accuracy: 0.900 99.42
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Val accuracy: 0.900 99.44
Ratio, Test accuracy: 0.900 98.57
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.43
Ratio, Val accuracy: 0.750 99.43
Ratio, Val accuracy: 0.750 99.43
Ratio, Test accuracy: 0.750 98.49
Ratio, Val accuracy: 0.500 99.07
Ratio, Val accuracy: 0.500 99.08
Ratio, Val accuracy: 0.500 99.08
Ratio, Val accuracy: 0.500 99.09
Ratio, Val accuracy: 0.500 99.09
Ratio, Test accuracy: 0.500 98.21
Ratio, Val accuracy: 0.300 97.92
Ratio, Val accuracy: 0.300 97.92
Ratio, Val accuracy: 0.300 98.16
Ratio, Val accuracy: 0.300 98.16
Ratio, Val accuracy: 0.300 98.16
Ratio, Test accuracy: 0.300 97.54
Ratio, Val accuracy: 0.250 97.77
Ratio, Val accuracy: 0.250 97.77
Ratio, Val accuracy: 0.250 97.88
Ratio, Val accuracy: 0.250 97.88
Ratio, Val accuracy: 0.250 97.88
Ratio, Test accuracy: 0.250 97.04
Ratio, Val accuracy: 0.200 94.97
Ratio, Val accuracy: 0.200 94.97
Ratio, Val accuracy: 0.200 96.74
Ratio, Val accuracy: 0.200 98.16
Ratio, Val accuracy: 0.200 98.16
Ratio, Test accuracy: 0.200 97.42
Ratio, Val accuracy: 0.150 90.43
Ratio, Val accuracy: 0.150 92.32
Ratio, Val accuracy: 0.150 92.32
Ratio, Val accuracy: 0.150 92.32
Ratio, Val accuracy: 0.150 92.32
Ratio, Test accuracy: 0.150 92.19
Ratio, Val accuracy: 0.100 90.92
Ratio, Val accuracy: 0.100 90.92
Ratio, Val accuracy: 0.100 90.92
Ratio, Val accuracy: 0.100 90.92
Ratio, Val accuracy: 0.100 90.92
Ratio, Test accuracy: 0.100 90.63
Ratio, Val accuracy: 0.050 52.43
Ratio, Val accuracy: 0.050 59.53
Ratio, Val accuracy: 0.050 59.53
Ratio, Val accuracy: 0.050 59.53
Ratio, Val accuracy: 0.050 59.53
Ratio, Test accuracy: 0.050 59.24
Executing method l1_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.56
Ratio, Val accuracy: 0.900 99.37
Ratio, Test accuracy: 0.900 98.52
Ratio, Val accuracy: 0.750 99.34
Ratio, Test accuracy: 0.750 98.42
Ratio, Val accuracy: 0.500 99.01
Ratio, Test accuracy: 0.500 98.18
Ratio, Val accuracy: 0.300 96.81
Ratio, Test accuracy: 0.300 96.31
Ratio, Val accuracy: 0.250 96.81
Ratio, Test accuracy: 0.250 95.99
Ratio, Val accuracy: 0.200 94.69
Ratio, Test accuracy: 0.200 94.32
Ratio, Val accuracy: 0.150 92.21
Ratio, Test accuracy: 0.150 91.81
Ratio, Val accuracy: 0.100 85.92
Ratio, Test accuracy: 0.100 84.51
Ratio, Val accuracy: 0.050 51.29
Ratio, Test accuracy: 0.050 50.45
Executing method thinet on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.20
Ratio, Val accuracy: 0.900 99.20
Ratio, Test accuracy: 0.900 98.15
Ratio, Val accuracy: 0.750 99.05
Ratio, Test accuracy: 0.750 98.10
Ratio, Val accuracy: 0.500 98.87
Ratio, Test accuracy: 0.500 98.06
Ratio, Val accuracy: 0.300 98.23
Ratio, Test accuracy: 0.300 97.49
Ratio, Val accuracy: 0.250 97.76
Ratio, Test accuracy: 0.250 97.24
Ratio, Val accuracy: 0.200 97.64
Ratio, Test accuracy: 0.200 96.99
Ratio, Val accuracy: 0.150 92.99
Ratio, Test accuracy: 0.150 93.03
Ratio, Val accuracy: 0.100 88.94
Ratio, Test accuracy: 0.100 88.85
Ratio, Val accuracy: 0.050 73.27
Ratio, Test accuracy: 0.050 72.78
Executing method neural_path_kmeans on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.20
Ratio, Val accuracy: 0.900 99.26
Ratio, Val accuracy: 0.900 99.26
Ratio, Val accuracy: 0.900 99.26
Ratio, Val accuracy: 0.900 99.26
Ratio, Val accuracy: 0.900 99.26
Ratio, Test accuracy: 0.900 98.19
Ratio, Val accuracy: 0.750 99.25
Ratio, Val accuracy: 0.750 99.29
Ratio, Val accuracy: 0.750 99.29
Ratio, Val accuracy: 0.750 99.29
Ratio, Val accuracy: 0.750 99.29
Ratio, Test accuracy: 0.750 98.19
Ratio, Val accuracy: 0.500 99.03
Ratio, Val accuracy: 0.500 99.03
Ratio, Val accuracy: 0.500 99.03
Ratio, Val accuracy: 0.500 99.03
Ratio, Val accuracy: 0.500 99.12
Ratio, Test accuracy: 0.500 98.13
Ratio, Val accuracy: 0.300 98.68
Ratio, Val accuracy: 0.300 98.68
Ratio, Val accuracy: 0.300 98.68
Ratio, Val accuracy: 0.300 98.68
Ratio, Val accuracy: 0.300 98.68
Ratio, Test accuracy: 0.300 97.80
Ratio, Val accuracy: 0.250 98.38
Ratio, Val accuracy: 0.250 98.38
Ratio, Val accuracy: 0.250 98.38
Ratio, Val accuracy: 0.250 98.38
Ratio, Val accuracy: 0.250 98.38
Ratio, Test accuracy: 0.250 97.49
Ratio, Val accuracy: 0.200 97.83
Ratio, Val accuracy: 0.200 97.97
Ratio, Val accuracy: 0.200 97.97
Ratio, Val accuracy: 0.200 97.97
Ratio, Val accuracy: 0.200 97.97
Ratio, Test accuracy: 0.200 97.55
Ratio, Val accuracy: 0.150 95.43
Ratio, Val accuracy: 0.150 95.59
Ratio, Val accuracy: 0.150 95.59
Ratio, Val accuracy: 0.150 95.59
Ratio, Val accuracy: 0.150 95.59
Ratio, Test accuracy: 0.150 95.20
Ratio, Val accuracy: 0.100 81.42
Ratio, Val accuracy: 0.100 92.74
Ratio, Val accuracy: 0.100 92.74
Ratio, Val accuracy: 0.100 92.74
Ratio, Val accuracy: 0.100 92.74
Ratio, Test accuracy: 0.100 92.01
Ratio, Val accuracy: 0.050 51.22
Ratio, Val accuracy: 0.050 58.83
Ratio, Val accuracy: 0.050 58.83
Ratio, Val accuracy: 0.050 58.83
Ratio, Val accuracy: 0.050 58.83
Ratio, Test accuracy: 0.050 59.27
Executing method random_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.20
Ratio, Val accuracy: 0.900 99.11
Ratio, Val accuracy: 0.900 99.17
Ratio, Val accuracy: 0.900 99.19
Ratio, Val accuracy: 0.900 99.19
Ratio, Val accuracy: 0.900 99.19
Ratio, Test accuracy: 0.900 98.15
Ratio, Val accuracy: 0.750 99.06
Ratio, Val accuracy: 0.750 99.11
Ratio, Val accuracy: 0.750 99.11
Ratio, Val accuracy: 0.750 99.11
Ratio, Val accuracy: 0.750 99.11
Ratio, Test accuracy: 0.750 97.94
Ratio, Val accuracy: 0.500 98.49
Ratio, Val accuracy: 0.500 98.49
Ratio, Val accuracy: 0.500 98.84
Ratio, Val accuracy: 0.500 98.84
Ratio, Val accuracy: 0.500 98.84
Ratio, Test accuracy: 0.500 98.11
Ratio, Val accuracy: 0.300 97.01
Ratio, Val accuracy: 0.300 97.60
Ratio, Val accuracy: 0.300 97.60
Ratio, Val accuracy: 0.300 97.60
Ratio, Val accuracy: 0.300 97.70
Ratio, Test accuracy: 0.300 97.02
Ratio, Val accuracy: 0.250 95.07
Ratio, Val accuracy: 0.250 96.76
Ratio, Val accuracy: 0.250 97.76
Ratio, Val accuracy: 0.250 97.81
Ratio, Val accuracy: 0.250 97.81
Ratio, Test accuracy: 0.250 97.11
Ratio, Val accuracy: 0.200 92.60
Ratio, Val accuracy: 0.200 96.72
Ratio, Val accuracy: 0.200 96.72
Ratio, Val accuracy: 0.200 96.72
Ratio, Val accuracy: 0.200 96.72
Ratio, Test accuracy: 0.200 95.95
Ratio, Val accuracy: 0.150 91.45
Ratio, Val accuracy: 0.150 91.45
Ratio, Val accuracy: 0.150 91.45
Ratio, Val accuracy: 0.150 91.45
Ratio, Val accuracy: 0.150 91.51
Ratio, Test accuracy: 0.150 91.26
Ratio, Val accuracy: 0.100 86.04
Ratio, Val accuracy: 0.100 90.51
Ratio, Val accuracy: 0.100 90.51
Ratio, Val accuracy: 0.100 90.51
Ratio, Val accuracy: 0.100 90.51
Ratio, Test accuracy: 0.100 90.74
Ratio, Val accuracy: 0.050 57.23
Ratio, Val accuracy: 0.050 57.23
Ratio, Val accuracy: 0.050 57.23
Ratio, Val accuracy: 0.050 57.23
Ratio, Val accuracy: 0.050 57.23
Ratio, Test accuracy: 0.050 56.49
Executing method l1_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.20
Ratio, Val accuracy: 0.900 99.20
Ratio, Test accuracy: 0.900 98.13
Ratio, Val accuracy: 0.750 99.05
Ratio, Test accuracy: 0.750 97.94
Ratio, Val accuracy: 0.500 98.72
Ratio, Test accuracy: 0.500 97.86
Ratio, Val accuracy: 0.300 97.32
Ratio, Test accuracy: 0.300 96.56
Ratio, Val accuracy: 0.250 95.76
Ratio, Test accuracy: 0.250 94.89
Ratio, Val accuracy: 0.200 93.14
Ratio, Test accuracy: 0.200 92.54
Ratio, Val accuracy: 0.150 87.83
Ratio, Test accuracy: 0.150 87.93
Ratio, Val accuracy: 0.100 68.44
Ratio, Test accuracy: 0.100 69.18
Ratio, Val accuracy: 0.050 42.66
Ratio, Test accuracy: 0.050 43.20
Executing method thinet on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.39
Ratio, Test accuracy: 0.900 98.66
Ratio, Val accuracy: 0.750 99.38
Ratio, Test accuracy: 0.750 98.65
Ratio, Val accuracy: 0.500 99.19
Ratio, Test accuracy: 0.500 98.60
Ratio, Val accuracy: 0.300 98.78
Ratio, Test accuracy: 0.300 98.01
Ratio, Val accuracy: 0.250 98.46
Ratio, Test accuracy: 0.250 97.60
Ratio, Val accuracy: 0.200 97.82
Ratio, Test accuracy: 0.200 97.30
Ratio, Val accuracy: 0.150 96.68
Ratio, Test accuracy: 0.150 95.78
Ratio, Val accuracy: 0.100 93.27
Ratio, Test accuracy: 0.100 92.25
Ratio, Val accuracy: 0.050 70.21
Ratio, Test accuracy: 0.050 70.74
Executing method neural_path_kmeans on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.39
Ratio, Val accuracy: 0.900 99.39
Ratio, Val accuracy: 0.900 99.39
Ratio, Val accuracy: 0.900 99.39
Ratio, Val accuracy: 0.900 99.39
Ratio, Test accuracy: 0.900 98.66
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Test accuracy: 0.750 98.56
Ratio, Val accuracy: 0.500 99.18
Ratio, Val accuracy: 0.500 99.28
Ratio, Val accuracy: 0.500 99.32
Ratio, Val accuracy: 0.500 99.32
Ratio, Val accuracy: 0.500 99.32
Ratio, Test accuracy: 0.500 98.52
Ratio, Val accuracy: 0.300 98.98
Ratio, Val accuracy: 0.300 99.18
Ratio, Val accuracy: 0.300 99.29
Ratio, Val accuracy: 0.300 99.29
Ratio, Val accuracy: 0.300 99.29
Ratio, Test accuracy: 0.300 98.44
Ratio, Val accuracy: 0.250 98.88
Ratio, Val accuracy: 0.250 98.88
Ratio, Val accuracy: 0.250 98.89
Ratio, Val accuracy: 0.250 99.22
Ratio, Val accuracy: 0.250 99.22
Ratio, Test accuracy: 0.250 98.45
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Val accuracy: 0.200 98.71
Ratio, Test accuracy: 0.200 97.96
Ratio, Val accuracy: 0.150 97.86
Ratio, Val accuracy: 0.150 97.92
Ratio, Val accuracy: 0.150 98.12
Ratio, Val accuracy: 0.150 98.12
Ratio, Val accuracy: 0.150 98.12
Ratio, Test accuracy: 0.150 97.65
Ratio, Val accuracy: 0.100 93.22
Ratio, Val accuracy: 0.100 93.22
Ratio, Val accuracy: 0.100 93.22
Ratio, Val accuracy: 0.100 93.22
Ratio, Val accuracy: 0.100 96.23
Ratio, Test accuracy: 0.100 95.72
Ratio, Val accuracy: 0.050 62.43
Ratio, Val accuracy: 0.050 62.43
Ratio, Val accuracy: 0.050 62.43
Ratio, Val accuracy: 0.050 62.43
Ratio, Val accuracy: 0.050 62.43
Ratio, Test accuracy: 0.050 61.73
Executing method random_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.38
Ratio, Val accuracy: 0.900 99.39
Ratio, Val accuracy: 0.900 99.42
Ratio, Val accuracy: 0.900 99.42
Ratio, Val accuracy: 0.900 99.44
Ratio, Test accuracy: 0.900 98.64
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.38
Ratio, Test accuracy: 0.750 98.52
Ratio, Val accuracy: 0.500 99.12
Ratio, Val accuracy: 0.500 99.19
Ratio, Val accuracy: 0.500 99.19
Ratio, Val accuracy: 0.500 99.19
Ratio, Val accuracy: 0.500 99.19
Ratio, Test accuracy: 0.500 98.29
Ratio, Val accuracy: 0.300 98.42
Ratio, Val accuracy: 0.300 98.54
Ratio, Val accuracy: 0.300 98.54
Ratio, Val accuracy: 0.300 98.54
Ratio, Val accuracy: 0.300 98.58
Ratio, Test accuracy: 0.300 97.96
Ratio, Val accuracy: 0.250 96.19
Ratio, Val accuracy: 0.250 97.67
Ratio, Val accuracy: 0.250 97.67
Ratio, Val accuracy: 0.250 97.67
Ratio, Val accuracy: 0.250 98.06
Ratio, Test accuracy: 0.250 97.31
Ratio, Val accuracy: 0.200 96.70
Ratio, Val accuracy: 0.200 97.47
Ratio, Val accuracy: 0.200 97.47
Ratio, Val accuracy: 0.200 97.47
Ratio, Val accuracy: 0.200 97.47
Ratio, Test accuracy: 0.200 96.88
Ratio, Val accuracy: 0.150 95.26
Ratio, Val accuracy: 0.150 95.26
Ratio, Val accuracy: 0.150 95.63
Ratio, Val accuracy: 0.150 95.63
Ratio, Val accuracy: 0.150 95.63
Ratio, Test accuracy: 0.150 95.60
Ratio, Val accuracy: 0.100 91.51
Ratio, Val accuracy: 0.100 91.51
Ratio, Val accuracy: 0.100 91.51
Ratio, Val accuracy: 0.100 91.51
Ratio, Val accuracy: 0.100 91.51
Ratio, Test accuracy: 0.100 90.93
Ratio, Val accuracy: 0.050 56.07
Ratio, Val accuracy: 0.050 65.19
Ratio, Val accuracy: 0.050 68.98
Ratio, Val accuracy: 0.050 68.98
Ratio, Val accuracy: 0.050 68.98
Ratio, Test accuracy: 0.050 68.39
Executing method l1_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.37
Ratio, Test accuracy: 0.900 98.65
Ratio, Val accuracy: 0.750 99.25
Ratio, Test accuracy: 0.750 98.55
Ratio, Val accuracy: 0.500 99.02
Ratio, Test accuracy: 0.500 98.23
Ratio, Val accuracy: 0.300 98.23
Ratio, Test accuracy: 0.300 97.63
Ratio, Val accuracy: 0.250 98.08
Ratio, Test accuracy: 0.250 97.40
Ratio, Val accuracy: 0.200 96.68
Ratio, Test accuracy: 0.200 96.39
Ratio, Val accuracy: 0.150 90.70
Ratio, Test accuracy: 0.150 90.88
Ratio, Val accuracy: 0.100 86.17
Ratio, Test accuracy: 0.100 86.16
Ratio, Val accuracy: 0.050 69.27
Ratio, Test accuracy: 0.050 69.34
Executing method thinet on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.41
Ratio, Test accuracy: 0.900 98.70
Ratio, Val accuracy: 0.750 99.32
Ratio, Test accuracy: 0.750 98.61
Ratio, Val accuracy: 0.500 99.14
Ratio, Test accuracy: 0.500 98.47
Ratio, Val accuracy: 0.300 98.63
Ratio, Test accuracy: 0.300 97.76
Ratio, Val accuracy: 0.250 97.91
Ratio, Test accuracy: 0.250 97.16
Ratio, Val accuracy: 0.200 97.41
Ratio, Test accuracy: 0.200 96.61
Ratio, Val accuracy: 0.150 96.18
Ratio, Test accuracy: 0.150 95.51
Ratio, Val accuracy: 0.100 93.81
Ratio, Test accuracy: 0.100 93.04
Ratio, Val accuracy: 0.050 83.13
Ratio, Test accuracy: 0.050 83.00
Executing method neural_path_kmeans on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Test accuracy: 0.900 98.69
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.35
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Val accuracy: 0.750 99.40
Ratio, Test accuracy: 0.750 98.61
Ratio, Val accuracy: 0.500 99.20
Ratio, Val accuracy: 0.500 99.20
Ratio, Val accuracy: 0.500 99.27
Ratio, Val accuracy: 0.500 99.36
Ratio, Val accuracy: 0.500 99.36
Ratio, Test accuracy: 0.500 98.70
Ratio, Val accuracy: 0.300 98.96
Ratio, Val accuracy: 0.300 99.12
Ratio, Val accuracy: 0.300 99.16
Ratio, Val accuracy: 0.300 99.16
Ratio, Val accuracy: 0.300 99.16
Ratio, Test accuracy: 0.300 98.57
Ratio, Val accuracy: 0.250 98.57
Ratio, Val accuracy: 0.250 98.62
Ratio, Val accuracy: 0.250 98.86
Ratio, Val accuracy: 0.250 98.96
Ratio, Val accuracy: 0.250 98.96
Ratio, Test accuracy: 0.250 98.38
Ratio, Val accuracy: 0.200 97.86
Ratio, Val accuracy: 0.200 98.43
Ratio, Val accuracy: 0.200 98.43
Ratio, Val accuracy: 0.200 98.43
Ratio, Val accuracy: 0.200 98.78
Ratio, Test accuracy: 0.200 98.18
Ratio, Val accuracy: 0.150 94.88
Ratio, Val accuracy: 0.150 97.82
Ratio, Val accuracy: 0.150 97.82
Ratio, Val accuracy: 0.150 97.82
Ratio, Val accuracy: 0.150 98.15
Ratio, Test accuracy: 0.150 97.75
Ratio, Val accuracy: 0.100 83.66
Ratio, Val accuracy: 0.100 83.66
Ratio, Val accuracy: 0.100 91.79
Ratio, Val accuracy: 0.100 91.79
Ratio, Val accuracy: 0.100 95.25
Ratio, Test accuracy: 0.100 94.45
Ratio, Val accuracy: 0.050 50.31
Ratio, Val accuracy: 0.050 50.31
Ratio, Val accuracy: 0.050 50.70
Ratio, Val accuracy: 0.050 50.70
Ratio, Val accuracy: 0.050 50.70
Ratio, Test accuracy: 0.050 51.52
Executing method random_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.40
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Val accuracy: 0.900 99.41
Ratio, Test accuracy: 0.900 98.69
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Val accuracy: 0.750 99.31
Ratio, Test accuracy: 0.750 98.70
Ratio, Val accuracy: 0.500 99.03
Ratio, Val accuracy: 0.500 99.08
Ratio, Val accuracy: 0.500 99.08
Ratio, Val accuracy: 0.500 99.08
Ratio, Val accuracy: 0.500 99.08
Ratio, Test accuracy: 0.500 98.55
Ratio, Val accuracy: 0.300 98.08
Ratio, Val accuracy: 0.300 98.08
Ratio, Val accuracy: 0.300 98.08
Ratio, Val accuracy: 0.300 98.08
Ratio, Val accuracy: 0.300 98.08
Ratio, Test accuracy: 0.300 97.59
Ratio, Val accuracy: 0.250 97.49
Ratio, Val accuracy: 0.250 97.49
Ratio, Val accuracy: 0.250 97.49
Ratio, Val accuracy: 0.250 97.49
Ratio, Val accuracy: 0.250 98.28
Ratio, Test accuracy: 0.250 97.94
Ratio, Val accuracy: 0.200 91.02
Ratio, Val accuracy: 0.200 94.08
Ratio, Val accuracy: 0.200 97.09
Ratio, Val accuracy: 0.200 97.53
Ratio, Val accuracy: 0.200 97.53
Ratio, Test accuracy: 0.200 96.55
Ratio, Val accuracy: 0.150 95.86
Ratio, Val accuracy: 0.150 96.77
Ratio, Val accuracy: 0.150 96.77
Ratio, Val accuracy: 0.150 96.77
Ratio, Val accuracy: 0.150 96.77
Ratio, Test accuracy: 0.150 96.46
Ratio, Val accuracy: 0.100 78.26
Ratio, Val accuracy: 0.100 78.75
Ratio, Val accuracy: 0.100 88.17
Ratio, Val accuracy: 0.100 88.17
Ratio, Val accuracy: 0.100 88.17
Ratio, Test accuracy: 0.100 87.69
Ratio, Val accuracy: 0.050 54.89
Ratio, Val accuracy: 0.050 69.18
Ratio, Val accuracy: 0.050 69.18
Ratio, Val accuracy: 0.050 69.18
Ratio, Val accuracy: 0.050 69.18
Ratio, Test accuracy: 0.050 70.10
Executing method l1_structured on model LeNet5 and dataset MNIST
Ratio, Test accuracy: 1.000 98.70
Ratio, Val accuracy: 0.900 99.38
Ratio, Test accuracy: 0.900 98.70
Ratio, Val accuracy: 0.750 99.37
Ratio, Test accuracy: 0.750 98.59
Ratio, Val accuracy: 0.500 98.62
Ratio, Test accuracy: 0.500 98.02
Ratio, Val accuracy: 0.300 97.02
Ratio, Test accuracy: 0.300 96.50
Ratio, Val accuracy: 0.250 95.99
Ratio, Test accuracy: 0.250 95.67
Ratio, Val accuracy: 0.200 96.04
Ratio, Test accuracy: 0.200 95.47
Ratio, Val accuracy: 0.150 94.53
Ratio, Test accuracy: 0.150 94.16
Ratio, Val accuracy: 0.100 91.48
Ratio, Test accuracy: 0.100 90.74
Ratio, Val accuracy: 0.050 50.67
Ratio, Test accuracy: 0.050 49.44
