Executing method thinet on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.11
Ratio, Val accuracy: 0.900 97.87
Ratio, Test accuracy: 0.900 98.13
Ratio, Val accuracy: 0.750 97.86
Ratio, Test accuracy: 0.750 98.06
Ratio, Val accuracy: 0.500 97.46
Ratio, Test accuracy: 0.500 97.77
Ratio, Val accuracy: 0.300 93.99
Ratio, Test accuracy: 0.300 93.90
Ratio, Val accuracy: 0.250 93.02
Ratio, Test accuracy: 0.250 93.01
Ratio, Val accuracy: 0.200 84.09
Ratio, Test accuracy: 0.200 84.10
Ratio, Val accuracy: 0.150 68.38
Ratio, Test accuracy: 0.150 68.33
Ratio, Val accuracy: 0.100 38.57
Ratio, Test accuracy: 0.100 39.16
Ratio, Val accuracy: 0.050 36.16
Ratio, Test accuracy: 0.050 37.22
Executing method neural_path_kmeans on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.11
Ratio, Val accuracy: 0.900 97.82
Ratio, Val accuracy: 0.900 97.82
Ratio, Val accuracy: 0.900 97.82
Ratio, Val accuracy: 0.900 97.82
Ratio, Val accuracy: 0.900 97.83
Ratio, Test accuracy: 0.900 98.16
Ratio, Val accuracy: 0.750 97.43
Ratio, Val accuracy: 0.750 97.43
Ratio, Val accuracy: 0.750 97.43
Ratio, Val accuracy: 0.750 97.43
Ratio, Val accuracy: 0.750 97.43
Ratio, Test accuracy: 0.750 97.79
Ratio, Val accuracy: 0.500 93.57
Ratio, Val accuracy: 0.500 94.46
Ratio, Val accuracy: 0.500 94.46
Ratio, Val accuracy: 0.500 94.62
Ratio, Val accuracy: 0.500 94.95
Ratio, Test accuracy: 0.500 94.97
Ratio, Val accuracy: 0.300 89.67
Ratio, Val accuracy: 0.300 89.67
Ratio, Val accuracy: 0.300 89.67
Ratio, Val accuracy: 0.300 89.80
Ratio, Val accuracy: 0.300 91.23
Ratio, Test accuracy: 0.300 91.34
Ratio, Val accuracy: 0.250 87.23
Ratio, Val accuracy: 0.250 87.23
Ratio, Val accuracy: 0.250 87.23
Ratio, Val accuracy: 0.250 88.97
Ratio, Val accuracy: 0.250 88.97
Ratio, Test accuracy: 0.250 89.09
Ratio, Val accuracy: 0.200 69.86
Ratio, Val accuracy: 0.200 69.86
Ratio, Val accuracy: 0.200 69.86
Ratio, Val accuracy: 0.200 69.86
Ratio, Val accuracy: 0.200 69.86
Ratio, Test accuracy: 0.200 70.39
Ratio, Val accuracy: 0.150 49.11
Ratio, Val accuracy: 0.150 49.11
Ratio, Val accuracy: 0.150 49.11
Ratio, Val accuracy: 0.150 56.21
Ratio, Val accuracy: 0.150 56.21
Ratio, Test accuracy: 0.150 56.74
Ratio, Val accuracy: 0.100 23.91
Ratio, Val accuracy: 0.100 23.91
Ratio, Val accuracy: 0.100 23.91
Ratio, Val accuracy: 0.100 23.91
Ratio, Val accuracy: 0.100 23.91
Ratio, Test accuracy: 0.100 24.29
Ratio, Val accuracy: 0.050 9.83
Ratio, Val accuracy: 0.050 12.35
Ratio, Val accuracy: 0.050 12.35
Ratio, Val accuracy: 0.050 12.35
Ratio, Val accuracy: 0.050 12.35
Ratio, Test accuracy: 0.050 12.67
Executing method random_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.11
Ratio, Val accuracy: 0.900 97.42
Ratio, Val accuracy: 0.900 97.57
Ratio, Val accuracy: 0.900 97.63
Ratio, Val accuracy: 0.900 97.63
Ratio, Val accuracy: 0.900 97.63
Ratio, Test accuracy: 0.900 97.83
Ratio, Val accuracy: 0.750 96.74
Ratio, Val accuracy: 0.750 96.93
Ratio, Val accuracy: 0.750 96.93
Ratio, Val accuracy: 0.750 96.93
Ratio, Val accuracy: 0.750 96.93
Ratio, Test accuracy: 0.750 97.16
Ratio, Val accuracy: 0.500 85.76
Ratio, Val accuracy: 0.500 92.75
Ratio, Val accuracy: 0.500 92.75
Ratio, Val accuracy: 0.500 92.84
Ratio, Val accuracy: 0.500 92.84
Ratio, Test accuracy: 0.500 92.75
Ratio, Val accuracy: 0.300 72.61
Ratio, Val accuracy: 0.300 72.61
Ratio, Val accuracy: 0.300 72.61
Ratio, Val accuracy: 0.300 72.61
Ratio, Val accuracy: 0.300 72.61
Ratio, Test accuracy: 0.300 73.12
Ratio, Val accuracy: 0.250 60.11
Ratio, Val accuracy: 0.250 60.11
Ratio, Val accuracy: 0.250 60.11
Ratio, Val accuracy: 0.250 60.11
Ratio, Val accuracy: 0.250 60.11
Ratio, Test accuracy: 0.250 60.89
Ratio, Val accuracy: 0.200 41.24
Ratio, Val accuracy: 0.200 41.24
Ratio, Val accuracy: 0.200 44.46
Ratio, Val accuracy: 0.200 51.66
Ratio, Val accuracy: 0.200 51.66
Ratio, Test accuracy: 0.200 52.77
Ratio, Val accuracy: 0.150 21.51
Ratio, Val accuracy: 0.150 32.80
Ratio, Val accuracy: 0.150 32.80
Ratio, Val accuracy: 0.150 32.80
Ratio, Val accuracy: 0.150 38.69
Ratio, Test accuracy: 0.150 38.25
Ratio, Val accuracy: 0.100 14.83
Ratio, Val accuracy: 0.100 14.83
Ratio, Val accuracy: 0.100 20.04
Ratio, Val accuracy: 0.100 20.04
Ratio, Val accuracy: 0.100 20.04
Ratio, Test accuracy: 0.100 20.31
Ratio, Val accuracy: 0.050 9.83
Ratio, Val accuracy: 0.050 9.83
Ratio, Val accuracy: 0.050 11.57
Ratio, Val accuracy: 0.050 11.57
Ratio, Val accuracy: 0.050 11.57
Ratio, Test accuracy: 0.050 11.71
Executing method l1_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.11
Ratio, Val accuracy: 0.900 97.69
Ratio, Test accuracy: 0.900 97.96
Ratio, Val accuracy: 0.750 97.16
Ratio, Test accuracy: 0.750 97.52
Ratio, Val accuracy: 0.500 89.26
Ratio, Test accuracy: 0.500 90.12
Ratio, Val accuracy: 0.300 72.97
Ratio, Test accuracy: 0.300 73.42
Ratio, Val accuracy: 0.250 71.61
Ratio, Test accuracy: 0.250 72.29
Ratio, Val accuracy: 0.200 36.08
Ratio, Test accuracy: 0.200 35.66
Ratio, Val accuracy: 0.150 12.88
Ratio, Test accuracy: 0.150 12.97
Ratio, Val accuracy: 0.100 16.85
Ratio, Test accuracy: 0.100 16.69
Ratio, Val accuracy: 0.050 9.71
Ratio, Test accuracy: 0.050 9.83
Executing method thinet on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.96
Ratio, Val accuracy: 0.900 97.88
Ratio, Test accuracy: 0.900 97.97
Ratio, Val accuracy: 0.750 97.83
Ratio, Test accuracy: 0.750 97.97
Ratio, Val accuracy: 0.500 97.57
Ratio, Test accuracy: 0.500 97.87
Ratio, Val accuracy: 0.300 96.50
Ratio, Test accuracy: 0.300 96.81
Ratio, Val accuracy: 0.250 94.88
Ratio, Test accuracy: 0.250 95.28
Ratio, Val accuracy: 0.200 88.76
Ratio, Test accuracy: 0.200 89.00
Ratio, Val accuracy: 0.150 68.74
Ratio, Test accuracy: 0.150 68.57
Ratio, Val accuracy: 0.100 45.48
Ratio, Test accuracy: 0.100 44.92
Ratio, Val accuracy: 0.050 30.61
Ratio, Test accuracy: 0.050 30.62
Executing method neural_path_kmeans on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.96
Ratio, Val accuracy: 0.900 97.73
Ratio, Val accuracy: 0.900 97.77
Ratio, Val accuracy: 0.900 97.82
Ratio, Val accuracy: 0.900 97.82
Ratio, Val accuracy: 0.900 97.83
Ratio, Test accuracy: 0.900 97.92
Ratio, Val accuracy: 0.750 97.44
Ratio, Val accuracy: 0.750 97.44
Ratio, Val accuracy: 0.750 97.44
Ratio, Val accuracy: 0.750 97.44
Ratio, Val accuracy: 0.750 97.54
Ratio, Test accuracy: 0.750 97.77
Ratio, Val accuracy: 0.500 95.16
Ratio, Val accuracy: 0.500 95.16
Ratio, Val accuracy: 0.500 95.26
Ratio, Val accuracy: 0.500 95.26
Ratio, Val accuracy: 0.500 95.26
Ratio, Test accuracy: 0.500 95.66
Ratio, Val accuracy: 0.300 91.72
Ratio, Val accuracy: 0.300 91.72
Ratio, Val accuracy: 0.300 91.72
Ratio, Val accuracy: 0.300 91.72
Ratio, Val accuracy: 0.300 91.72
Ratio, Test accuracy: 0.300 92.00
Ratio, Val accuracy: 0.250 83.83
Ratio, Val accuracy: 0.250 86.19
Ratio, Val accuracy: 0.250 86.19
Ratio, Val accuracy: 0.250 89.66
Ratio, Val accuracy: 0.250 89.66
Ratio, Test accuracy: 0.250 89.40
Ratio, Val accuracy: 0.200 74.19
Ratio, Val accuracy: 0.200 75.03
Ratio, Val accuracy: 0.200 75.03
Ratio, Val accuracy: 0.200 75.27
Ratio, Val accuracy: 0.200 75.48
Ratio, Test accuracy: 0.200 76.13
Ratio, Val accuracy: 0.150 35.52
Ratio, Val accuracy: 0.150 42.53
Ratio, Val accuracy: 0.150 42.53
Ratio, Val accuracy: 0.150 42.53
Ratio, Val accuracy: 0.150 42.60
Ratio, Test accuracy: 0.150 42.28
Ratio, Val accuracy: 0.100 9.69
Ratio, Val accuracy: 0.100 9.69
Ratio, Val accuracy: 0.100 9.69
Ratio, Val accuracy: 0.100 10.72
Ratio, Val accuracy: 0.100 10.72
Ratio, Test accuracy: 0.100 10.81
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method random_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.96
Ratio, Val accuracy: 0.900 97.52
Ratio, Val accuracy: 0.900 97.52
Ratio, Val accuracy: 0.900 97.52
Ratio, Val accuracy: 0.900 97.52
Ratio, Val accuracy: 0.900 97.52
Ratio, Test accuracy: 0.900 97.83
Ratio, Val accuracy: 0.750 94.78
Ratio, Val accuracy: 0.750 96.79
Ratio, Val accuracy: 0.750 96.79
Ratio, Val accuracy: 0.750 96.79
Ratio, Val accuracy: 0.750 96.79
Ratio, Test accuracy: 0.750 97.20
Ratio, Val accuracy: 0.500 94.23
Ratio, Val accuracy: 0.500 94.23
Ratio, Val accuracy: 0.500 94.23
Ratio, Val accuracy: 0.500 94.23
Ratio, Val accuracy: 0.500 94.23
Ratio, Test accuracy: 0.500 93.70
Ratio, Val accuracy: 0.300 67.44
Ratio, Val accuracy: 0.300 67.48
Ratio, Val accuracy: 0.300 67.48
Ratio, Val accuracy: 0.300 67.48
Ratio, Val accuracy: 0.300 67.48
Ratio, Test accuracy: 0.300 67.86
Ratio, Val accuracy: 0.250 45.44
Ratio, Val accuracy: 0.250 45.44
Ratio, Val accuracy: 0.250 45.44
Ratio, Val accuracy: 0.250 47.77
Ratio, Val accuracy: 0.250 47.77
Ratio, Test accuracy: 0.250 47.97
Ratio, Val accuracy: 0.200 11.41
Ratio, Val accuracy: 0.200 14.84
Ratio, Val accuracy: 0.200 28.47
Ratio, Val accuracy: 0.200 35.36
Ratio, Val accuracy: 0.200 50.81
Ratio, Test accuracy: 0.200 51.29
Ratio, Val accuracy: 0.150 12.21
Ratio, Val accuracy: 0.150 17.36
Ratio, Val accuracy: 0.150 19.99
Ratio, Val accuracy: 0.150 23.54
Ratio, Val accuracy: 0.150 23.54
Ratio, Test accuracy: 0.150 24.03
Ratio, Val accuracy: 0.100 10.28
Ratio, Val accuracy: 0.100 10.28
Ratio, Val accuracy: 0.100 10.28
Ratio, Val accuracy: 0.100 10.28
Ratio, Val accuracy: 0.100 10.28
Ratio, Test accuracy: 0.100 10.23
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 10.32
Ratio, Test accuracy: 0.050 10.38
Executing method l1_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.96
Ratio, Val accuracy: 0.900 97.55
Ratio, Test accuracy: 0.900 97.62
Ratio, Val accuracy: 0.750 96.63
Ratio, Test accuracy: 0.750 96.67
Ratio, Val accuracy: 0.500 93.84
Ratio, Test accuracy: 0.500 94.25
Ratio, Val accuracy: 0.300 64.08
Ratio, Test accuracy: 0.300 63.82
Ratio, Val accuracy: 0.250 66.58
Ratio, Test accuracy: 0.250 67.07
Ratio, Val accuracy: 0.200 32.09
Ratio, Test accuracy: 0.200 31.71
Ratio, Val accuracy: 0.150 10.47
Ratio, Test accuracy: 0.150 10.55
Ratio, Val accuracy: 0.100 9.60
Ratio, Test accuracy: 0.100 9.76
Ratio, Val accuracy: 0.050 13.10
Ratio, Test accuracy: 0.050 13.79
Executing method thinet on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.79
Ratio, Val accuracy: 0.900 97.81
Ratio, Test accuracy: 0.900 97.78
Ratio, Val accuracy: 0.750 97.85
Ratio, Test accuracy: 0.750 97.65
Ratio, Val accuracy: 0.500 97.66
Ratio, Test accuracy: 0.500 97.55
Ratio, Val accuracy: 0.300 96.27
Ratio, Test accuracy: 0.300 96.42
Ratio, Val accuracy: 0.250 93.51
Ratio, Test accuracy: 0.250 93.66
Ratio, Val accuracy: 0.200 83.80
Ratio, Test accuracy: 0.200 84.18
Ratio, Val accuracy: 0.150 69.69
Ratio, Test accuracy: 0.150 70.20
Ratio, Val accuracy: 0.100 49.07
Ratio, Test accuracy: 0.100 49.58
Ratio, Val accuracy: 0.050 19.90
Ratio, Test accuracy: 0.050 19.94
Executing method neural_path_kmeans on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.79
Ratio, Val accuracy: 0.900 97.83
Ratio, Val accuracy: 0.900 97.89
Ratio, Val accuracy: 0.900 97.89
Ratio, Val accuracy: 0.900 97.89
Ratio, Val accuracy: 0.900 97.89
Ratio, Test accuracy: 0.900 97.81
Ratio, Val accuracy: 0.750 97.77
Ratio, Val accuracy: 0.750 97.77
Ratio, Val accuracy: 0.750 97.77
Ratio, Val accuracy: 0.750 97.82
Ratio, Val accuracy: 0.750 97.82
Ratio, Test accuracy: 0.750 97.66
Ratio, Val accuracy: 0.500 95.51
Ratio, Val accuracy: 0.500 95.89
Ratio, Val accuracy: 0.500 95.89
Ratio, Val accuracy: 0.500 95.98
Ratio, Val accuracy: 0.500 97.25
Ratio, Test accuracy: 0.500 97.29
Ratio, Val accuracy: 0.300 90.26
Ratio, Val accuracy: 0.300 90.26
Ratio, Val accuracy: 0.300 91.07
Ratio, Val accuracy: 0.300 91.07
Ratio, Val accuracy: 0.300 91.07
Ratio, Test accuracy: 0.300 91.31
Ratio, Val accuracy: 0.250 86.16
Ratio, Val accuracy: 0.250 86.16
Ratio, Val accuracy: 0.250 86.16
Ratio, Val accuracy: 0.250 86.16
Ratio, Val accuracy: 0.250 86.16
Ratio, Test accuracy: 0.250 86.05
Ratio, Val accuracy: 0.200 54.01
Ratio, Val accuracy: 0.200 62.02
Ratio, Val accuracy: 0.200 68.18
Ratio, Val accuracy: 0.200 68.18
Ratio, Val accuracy: 0.200 68.61
Ratio, Test accuracy: 0.200 69.27
Ratio, Val accuracy: 0.150 28.78
Ratio, Val accuracy: 0.150 41.64
Ratio, Val accuracy: 0.150 45.34
Ratio, Val accuracy: 0.150 45.34
Ratio, Val accuracy: 0.150 45.34
Ratio, Test accuracy: 0.150 45.27
Ratio, Val accuracy: 0.100 9.83
Ratio, Val accuracy: 0.100 13.69
Ratio, Val accuracy: 0.100 13.69
Ratio, Val accuracy: 0.100 13.69
Ratio, Val accuracy: 0.100 13.69
Ratio, Test accuracy: 0.100 14.23
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method random_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.79
Ratio, Val accuracy: 0.900 97.68
Ratio, Val accuracy: 0.900 97.68
Ratio, Val accuracy: 0.900 97.68
Ratio, Val accuracy: 0.900 97.68
Ratio, Val accuracy: 0.900 97.68
Ratio, Test accuracy: 0.900 97.68
Ratio, Val accuracy: 0.750 94.88
Ratio, Val accuracy: 0.750 96.89
Ratio, Val accuracy: 0.750 96.89
Ratio, Val accuracy: 0.750 96.89
Ratio, Val accuracy: 0.750 96.89
Ratio, Test accuracy: 0.750 96.67
Ratio, Val accuracy: 0.500 89.37
Ratio, Val accuracy: 0.500 89.37
Ratio, Val accuracy: 0.500 89.37
Ratio, Val accuracy: 0.500 89.37
Ratio, Val accuracy: 0.500 90.08
Ratio, Test accuracy: 0.500 90.59
Ratio, Val accuracy: 0.300 64.91
Ratio, Val accuracy: 0.300 64.91
Ratio, Val accuracy: 0.300 64.91
Ratio, Val accuracy: 0.300 64.91
Ratio, Val accuracy: 0.300 64.91
Ratio, Test accuracy: 0.300 66.18
Ratio, Val accuracy: 0.250 44.42
Ratio, Val accuracy: 0.250 44.42
Ratio, Val accuracy: 0.250 45.03
Ratio, Val accuracy: 0.250 45.03
Ratio, Val accuracy: 0.250 45.03
Ratio, Test accuracy: 0.250 45.52
Ratio, Val accuracy: 0.200 20.38
Ratio, Val accuracy: 0.200 22.76
Ratio, Val accuracy: 0.200 31.81
Ratio, Val accuracy: 0.200 31.81
Ratio, Val accuracy: 0.200 32.53
Ratio, Test accuracy: 0.200 32.21
Ratio, Val accuracy: 0.150 29.72
Ratio, Val accuracy: 0.150 29.72
Ratio, Val accuracy: 0.150 29.72
Ratio, Val accuracy: 0.150 29.72
Ratio, Val accuracy: 0.150 29.72
Ratio, Test accuracy: 0.150 29.79
Ratio, Val accuracy: 0.100 9.61
Ratio, Val accuracy: 0.100 14.32
Ratio, Val accuracy: 0.100 14.32
Ratio, Val accuracy: 0.100 14.32
Ratio, Val accuracy: 0.100 14.32
Ratio, Test accuracy: 0.100 14.18
Ratio, Val accuracy: 0.050 10.39
Ratio, Val accuracy: 0.050 10.39
Ratio, Val accuracy: 0.050 10.39
Ratio, Val accuracy: 0.050 10.39
Ratio, Val accuracy: 0.050 10.39
Ratio, Test accuracy: 0.050 10.69
Executing method l1_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.79
Ratio, Val accuracy: 0.900 96.59
Ratio, Test accuracy: 0.900 96.37
Ratio, Val accuracy: 0.750 94.36
Ratio, Test accuracy: 0.750 94.25
Ratio, Val accuracy: 0.500 86.77
Ratio, Test accuracy: 0.500 87.12
Ratio, Val accuracy: 0.300 65.63
Ratio, Test accuracy: 0.300 66.35
Ratio, Val accuracy: 0.250 37.83
Ratio, Test accuracy: 0.250 38.92
Ratio, Val accuracy: 0.200 27.94
Ratio, Test accuracy: 0.200 27.31
Ratio, Val accuracy: 0.150 11.80
Ratio, Test accuracy: 0.150 11.70
Ratio, Val accuracy: 0.100 9.58
Ratio, Test accuracy: 0.100 9.74
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method thinet on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.00
Ratio, Val accuracy: 0.900 97.83
Ratio, Test accuracy: 0.900 97.99
Ratio, Val accuracy: 0.750 97.79
Ratio, Test accuracy: 0.750 98.01
Ratio, Val accuracy: 0.500 97.51
Ratio, Test accuracy: 0.500 97.53
Ratio, Val accuracy: 0.300 95.06
Ratio, Test accuracy: 0.300 95.54
Ratio, Val accuracy: 0.250 90.98
Ratio, Test accuracy: 0.250 91.22
Ratio, Val accuracy: 0.200 88.08
Ratio, Test accuracy: 0.200 88.23
Ratio, Val accuracy: 0.150 65.87
Ratio, Test accuracy: 0.150 65.13
Ratio, Val accuracy: 0.100 28.01
Ratio, Test accuracy: 0.100 28.12
Ratio, Val accuracy: 0.050 10.24
Ratio, Test accuracy: 0.050 10.28
Executing method neural_path_kmeans on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.00
Ratio, Val accuracy: 0.900 97.79
Ratio, Val accuracy: 0.900 97.79
Ratio, Val accuracy: 0.900 97.79
Ratio, Val accuracy: 0.900 97.79
Ratio, Val accuracy: 0.900 97.79
Ratio, Test accuracy: 0.900 98.00
Ratio, Val accuracy: 0.750 97.43
Ratio, Val accuracy: 0.750 97.43
Ratio, Val accuracy: 0.750 97.59
Ratio, Val accuracy: 0.750 97.59
Ratio, Val accuracy: 0.750 97.66
Ratio, Test accuracy: 0.750 97.80
Ratio, Val accuracy: 0.500 96.24
Ratio, Val accuracy: 0.500 96.24
Ratio, Val accuracy: 0.500 96.49
Ratio, Val accuracy: 0.500 96.49
Ratio, Val accuracy: 0.500 96.52
Ratio, Test accuracy: 0.500 96.73
Ratio, Val accuracy: 0.300 89.19
Ratio, Val accuracy: 0.300 89.94
Ratio, Val accuracy: 0.300 89.94
Ratio, Val accuracy: 0.300 89.94
Ratio, Val accuracy: 0.300 89.94
Ratio, Test accuracy: 0.300 90.54
Ratio, Val accuracy: 0.250 81.99
Ratio, Val accuracy: 0.250 84.27
Ratio, Val accuracy: 0.250 84.27
Ratio, Val accuracy: 0.250 84.27
Ratio, Val accuracy: 0.250 84.27
Ratio, Test accuracy: 0.250 84.96
Ratio, Val accuracy: 0.200 69.15
Ratio, Val accuracy: 0.200 69.15
Ratio, Val accuracy: 0.200 69.15
Ratio, Val accuracy: 0.200 69.15
Ratio, Val accuracy: 0.200 70.91
Ratio, Test accuracy: 0.200 71.63
Ratio, Val accuracy: 0.150 34.61
Ratio, Val accuracy: 0.150 34.61
Ratio, Val accuracy: 0.150 39.37
Ratio, Val accuracy: 0.150 39.37
Ratio, Val accuracy: 0.150 40.16
Ratio, Test accuracy: 0.150 39.70
Ratio, Val accuracy: 0.100 9.60
Ratio, Val accuracy: 0.100 10.11
Ratio, Val accuracy: 0.100 10.74
Ratio, Val accuracy: 0.100 15.84
Ratio, Val accuracy: 0.100 15.84
Ratio, Test accuracy: 0.100 16.52
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method random_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.00
Ratio, Val accuracy: 0.900 97.28
Ratio, Val accuracy: 0.900 97.28
Ratio, Val accuracy: 0.900 97.41
Ratio, Val accuracy: 0.900 97.42
Ratio, Val accuracy: 0.900 97.42
Ratio, Test accuracy: 0.900 97.54
Ratio, Val accuracy: 0.750 96.24
Ratio, Val accuracy: 0.750 96.24
Ratio, Val accuracy: 0.750 96.94
Ratio, Val accuracy: 0.750 96.94
Ratio, Val accuracy: 0.750 96.94
Ratio, Test accuracy: 0.750 96.93
Ratio, Val accuracy: 0.500 86.89
Ratio, Val accuracy: 0.500 93.90
Ratio, Val accuracy: 0.500 93.90
Ratio, Val accuracy: 0.500 93.90
Ratio, Val accuracy: 0.500 93.90
Ratio, Test accuracy: 0.500 93.89
Ratio, Val accuracy: 0.300 63.34
Ratio, Val accuracy: 0.300 69.41
Ratio, Val accuracy: 0.300 69.41
Ratio, Val accuracy: 0.300 77.92
Ratio, Val accuracy: 0.300 77.92
Ratio, Test accuracy: 0.300 78.01
Ratio, Val accuracy: 0.250 40.88
Ratio, Val accuracy: 0.250 40.88
Ratio, Val accuracy: 0.250 45.82
Ratio, Val accuracy: 0.250 45.82
Ratio, Val accuracy: 0.250 45.82
Ratio, Test accuracy: 0.250 46.53
Ratio, Val accuracy: 0.200 17.74
Ratio, Val accuracy: 0.200 33.93
Ratio, Val accuracy: 0.200 33.93
Ratio, Val accuracy: 0.200 33.93
Ratio, Val accuracy: 0.200 33.93
Ratio, Test accuracy: 0.200 33.26
Ratio, Val accuracy: 0.150 22.07
Ratio, Val accuracy: 0.150 22.07
Ratio, Val accuracy: 0.150 22.07
Ratio, Val accuracy: 0.150 22.07
Ratio, Val accuracy: 0.150 33.56
Ratio, Test accuracy: 0.150 33.40
Ratio, Val accuracy: 0.100 13.51
Ratio, Val accuracy: 0.100 13.51
Ratio, Val accuracy: 0.100 13.51
Ratio, Val accuracy: 0.100 13.57
Ratio, Val accuracy: 0.100 13.57
Ratio, Test accuracy: 0.100 13.94
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method l1_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 98.00
Ratio, Val accuracy: 0.900 97.32
Ratio, Test accuracy: 0.900 97.43
Ratio, Val accuracy: 0.750 95.92
Ratio, Test accuracy: 0.750 96.08
Ratio, Val accuracy: 0.500 84.73
Ratio, Test accuracy: 0.500 84.64
Ratio, Val accuracy: 0.300 62.01
Ratio, Test accuracy: 0.300 62.90
Ratio, Val accuracy: 0.250 43.91
Ratio, Test accuracy: 0.250 45.44
Ratio, Val accuracy: 0.200 26.83
Ratio, Test accuracy: 0.200 27.67
Ratio, Val accuracy: 0.150 18.73
Ratio, Test accuracy: 0.150 19.14
Ratio, Val accuracy: 0.100 9.58
Ratio, Test accuracy: 0.100 9.74
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method thinet on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.90
Ratio, Val accuracy: 0.900 97.90
Ratio, Test accuracy: 0.900 97.90
Ratio, Val accuracy: 0.750 97.86
Ratio, Test accuracy: 0.750 97.83
Ratio, Val accuracy: 0.500 97.57
Ratio, Test accuracy: 0.500 97.59
Ratio, Val accuracy: 0.300 95.04
Ratio, Test accuracy: 0.300 95.50
Ratio, Val accuracy: 0.250 93.43
Ratio, Test accuracy: 0.250 94.02
Ratio, Val accuracy: 0.200 85.28
Ratio, Test accuracy: 0.200 85.54
Ratio, Val accuracy: 0.150 66.29
Ratio, Test accuracy: 0.150 67.39
Ratio, Val accuracy: 0.100 32.26
Ratio, Test accuracy: 0.100 32.60
Ratio, Val accuracy: 0.050 14.91
Ratio, Test accuracy: 0.050 14.88
Executing method neural_path_kmeans on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.90
Ratio, Val accuracy: 0.900 97.92
Ratio, Val accuracy: 0.900 97.92
Ratio, Val accuracy: 0.900 97.92
Ratio, Val accuracy: 0.900 97.92
Ratio, Val accuracy: 0.900 97.92
Ratio, Test accuracy: 0.900 97.90
Ratio, Val accuracy: 0.750 97.54
Ratio, Val accuracy: 0.750 97.59
Ratio, Val accuracy: 0.750 97.66
Ratio, Val accuracy: 0.750 97.66
Ratio, Val accuracy: 0.750 97.66
Ratio, Test accuracy: 0.750 97.91
Ratio, Val accuracy: 0.500 94.77
Ratio, Val accuracy: 0.500 95.20
Ratio, Val accuracy: 0.500 95.21
Ratio, Val accuracy: 0.500 95.21
Ratio, Val accuracy: 0.500 95.21
Ratio, Test accuracy: 0.500 95.67
Ratio, Val accuracy: 0.300 88.23
Ratio, Val accuracy: 0.300 88.23
Ratio, Val accuracy: 0.300 88.23
Ratio, Val accuracy: 0.300 91.00
Ratio, Val accuracy: 0.300 91.00
Ratio, Test accuracy: 0.300 91.10
Ratio, Val accuracy: 0.250 82.63
Ratio, Val accuracy: 0.250 84.87
Ratio, Val accuracy: 0.250 84.87
Ratio, Val accuracy: 0.250 84.87
Ratio, Val accuracy: 0.250 84.87
Ratio, Test accuracy: 0.250 84.33
Ratio, Val accuracy: 0.200 71.89
Ratio, Val accuracy: 0.200 71.89
Ratio, Val accuracy: 0.200 79.53
Ratio, Val accuracy: 0.200 79.53
Ratio, Val accuracy: 0.200 79.53
Ratio, Test accuracy: 0.200 78.79
Ratio, Val accuracy: 0.150 35.73
Ratio, Val accuracy: 0.150 41.83
Ratio, Val accuracy: 0.150 53.70
Ratio, Val accuracy: 0.150 63.18
Ratio, Val accuracy: 0.150 63.18
Ratio, Test accuracy: 0.150 64.43
Ratio, Val accuracy: 0.100 14.14
Ratio, Val accuracy: 0.100 14.14
Ratio, Val accuracy: 0.100 14.14
Ratio, Val accuracy: 0.100 14.14
Ratio, Val accuracy: 0.100 14.14
Ratio, Test accuracy: 0.100 13.91
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
Executing method random_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.90
Ratio, Val accuracy: 0.900 97.42
Ratio, Val accuracy: 0.900 97.42
Ratio, Val accuracy: 0.900 97.42
Ratio, Val accuracy: 0.900 97.53
Ratio, Val accuracy: 0.900 97.53
Ratio, Test accuracy: 0.900 97.58
Ratio, Val accuracy: 0.750 95.15
Ratio, Val accuracy: 0.750 96.26
Ratio, Val accuracy: 0.750 96.84
Ratio, Val accuracy: 0.750 96.84
Ratio, Val accuracy: 0.750 96.84
Ratio, Test accuracy: 0.750 97.45
Ratio, Val accuracy: 0.500 89.66
Ratio, Val accuracy: 0.500 89.66
Ratio, Val accuracy: 0.500 89.66
Ratio, Val accuracy: 0.500 89.66
Ratio, Val accuracy: 0.500 91.56
Ratio, Test accuracy: 0.500 91.52
Ratio, Val accuracy: 0.300 75.82
Ratio, Val accuracy: 0.300 75.82
Ratio, Val accuracy: 0.300 75.82
Ratio, Val accuracy: 0.300 75.82
Ratio, Val accuracy: 0.300 75.82
Ratio, Test accuracy: 0.300 76.43
Ratio, Val accuracy: 0.250 64.65
Ratio, Val accuracy: 0.250 65.05
Ratio, Val accuracy: 0.250 65.57
Ratio, Val accuracy: 0.250 65.57
Ratio, Val accuracy: 0.250 65.57
Ratio, Test accuracy: 0.250 66.04
Ratio, Val accuracy: 0.200 35.20
Ratio, Val accuracy: 0.200 35.20
Ratio, Val accuracy: 0.200 37.37
Ratio, Val accuracy: 0.200 37.37
Ratio, Val accuracy: 0.200 37.37
Ratio, Test accuracy: 0.200 38.41
Ratio, Val accuracy: 0.150 9.65
Ratio, Val accuracy: 0.150 35.76
Ratio, Val accuracy: 0.150 35.76
Ratio, Val accuracy: 0.150 35.76
Ratio, Val accuracy: 0.150 35.76
Ratio, Test accuracy: 0.150 37.35
Ratio, Val accuracy: 0.100 19.63
Ratio, Val accuracy: 0.100 19.63
Ratio, Val accuracy: 0.100 23.02
Ratio, Val accuracy: 0.100 23.02
Ratio, Val accuracy: 0.100 23.02
Ratio, Test accuracy: 0.100 24.02
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 9.58
Ratio, Val accuracy: 0.050 15.68
Ratio, Val accuracy: 0.050 15.68
Ratio, Test accuracy: 0.050 15.61
Executing method l1_structured on model deepNN and dataset MNIST
Ratio, Test accuracy: 1.000 97.90
Ratio, Val accuracy: 0.900 97.46
Ratio, Test accuracy: 0.900 97.52
Ratio, Val accuracy: 0.750 96.68
Ratio, Test accuracy: 0.750 97.05
Ratio, Val accuracy: 0.500 92.29
Ratio, Test accuracy: 0.500 92.52
Ratio, Val accuracy: 0.300 68.39
Ratio, Test accuracy: 0.300 68.84
Ratio, Val accuracy: 0.250 69.96
Ratio, Test accuracy: 0.250 70.95
Ratio, Val accuracy: 0.200 35.18
Ratio, Test accuracy: 0.200 34.82
Ratio, Val accuracy: 0.150 29.48
Ratio, Test accuracy: 0.150 30.04
Ratio, Val accuracy: 0.100 9.64
Ratio, Test accuracy: 0.100 9.76
Ratio, Val accuracy: 0.050 9.58
Ratio, Test accuracy: 0.050 9.74
