yola/pailuan/master/clf/clf_svm_linear_150features_201710114.txt

int predict(float atts[]) {
    int i, j, k, d, l;
        
    int n_svs[] = {7, 25, 44, 46, 49, 48};
    double svs[219][150] = {{202.0, 201.0, 192.0, 36.0, 12.0, 203.0, 206.0, 127.0, 132.0, 2.0, 2.0, 2.0, 5.0, 1.0, 1.0, 1.0, 0.0, 0.0, 204.0, 202.0, 194.0, 38.0, 14.0, 204.0, 207.0, 127.0, 132.0, 208.0, 205.0, 200.0, 52.0, 18.0, 208.0, 211.0, 128.0, 134.0, 197.0, 194.0, 187.0, 25.0, 9.0, 197.0, 200.0, 125.0, 131.0, 183.0, 152.0, 158.0, 181.0, 45.0, 183.0, 168.0, 140.0, 129.0, 9.0, 19.0, 13.0, 105.0, 15.0, 9.0, 15.0, 5.0, 1.0, 180.0, 135.0, 148.0, 244.0, 63.0, 180.0, 152.0, 146.0, 128.0, 204.0, 193.0, 189.0, 254.0, 73.0, 204.0, 201.0, 149.0, 133.0, 165.0, 118.0, 136.0, 0.0, 17.0, 165.0, 140.0, 130.0, 126.0, 202.0, 199.0, 191.0, 29.0, 13.0, 202.0, 205.0, 127.0, 132.0, 2.0, 4.0, 4.0, 7.0, 3.0, 2.0, 3.0, 1.0, 0.0, 203.0, 202.0, 194.0, 38.0, 11.0, 203.0, 207.0, 127.0, 132.0, 209.0, 207.0, 198.0, 39.0, 26.0, 209.0, 212.0, 132.0, 133.0, 196.0, 185.0, 179.0, 9.0, 10.0, 196.0, 194.0, 126.0, 131.0, 200.0, 2.0, 202.0, 205.0, 194.0, 162.0, 15.0, 143.0, 196.0, 134.0, 199.0, 3.0, 201.0, 206.0, 188.0}, {168.0, 164.0, 166.0, 147.0, 7.0, 169.0, 173.0, 129.0, 127.0, 2.0, 1.0, 2.0, 106.0, 3.0, 2.0, 1.0, 1.0, 1.0, 170.0, 164.0, 166.0, 0.0, 9.0, 169.0, 174.0, 131.0, 128.0, 175.0, 169.0, 174.0, 251.0, 15.0, 175.0, 178.0, 133.0, 131.0, 163.0, 159.0, 159.0, 0.0, 0.0, 164.0, 169.0, 127.0, 124.0, 151.0, 121.0, 131.0, 218.0, 51.0, 151.0, 138.0, 141.0, 126.0, 6.0, 16.0, 10.0, 70.0, 19.0, 6.0, 13.0, 5.0, 1.0, 146.0, 106.0, 120.0, 239.0, 68.0, 146.0, 124.0, 146.0, 125.0, 167.0, 155.0, 157.0, 254.0, 81.0, 167.0, 166.0, 150.0, 132.0, 138.0, 96.0, 113.0, 0.0, 13.0, 138.0, 117.0, 130.0, 123.0, 164.0, 162.0, 159.0, 43.0, 9.0, 164.0, 170.0, 128.0, 129.0, 2.0, 2.0, 3.0, 56.0, 3.0, 2.0, 2.0, 1.0, 1.0, 166.0, 164.0, 159.0, 28.0, 9.0, 166.0, 172.0, 128.0, 130.0, 170.0, 167.0, 169.0, 251.0, 17.0, 170.0, 175.0, 132.0, 133.0, 157.0, 156.0, 150.0, 0.0, 0.0, 157.0, 165.0, 125.0, 127.0, 165.0, 1.0, 166.0, 171.0, 162.0, 131.0, 12.0, 118.0, 158.0, 111.0, 162.0, 2.0, 163.0, 167.0, 156.0}, {242.0, 240.0, 232.0, 35.0, 10.0, 242.0, 242.0, 127.0, 132.0, 2.0, 2.0, 2.0, 4.0, 1.0, 2.0, 1.0, 0.0, 0.0, 243.0, 242.0, 232.0, 38.0, 10.0, 243.0, 242.0, 127.0, 132.0, 248.0, 246.0, 239.0, 47.0, 15.0, 248.0, 247.0, 128.0, 133.0, 234.0, 234.0, 226.0, 25.0, 7.0, 234.0, 236.0, 126.0, 131.0, 226.0, 192.0, 202.0, 195.0, 39.0, 226.0, 206.0, 141.0, 127.0, 7.0, 20.0, 12.0, 95.0, 15.0, 7.0, 15.0, 6.0, 1.0, 219.0, 173.0, 187.0, 241.0, 54.0, 219.0, 192.0, 148.0, 126.0, 244.0, 235.0, 230.0, 254.0, 59.0, 244.0, 239.0, 150.0, 132.0, 211.0, 163.0, 181.0, 0.0, 13.0, 211.0, 183.0, 130.0, 124.0, 243.0, 238.0, 232.0, 24.0, 10.0, 243.0, 241.0, 128.0, 131.0, 1.0, 4.0, 3.0, 7.0, 2.0, 1.0, 3.0, 1.0, 0.0, 243.0, 241.0, 234.0, 30.0, 10.0, 243.0, 243.0, 128.0, 131.0, 249.0, 246.0, 239.0, 38.0, 16.0, 249.0, 247.0, 133.0, 132.0, 237.0, 225.0, 223.0, 0.0, 6.0, 237.0, 231.0, 127.0, 130.0, 239.0, 2.0, 241.0, 246.0, 233.0, 203.0, 15.0, 189.0, 237.0, 179.0, 239.0, 3.0, 241.0, 245.0, 228.0}, {187.0, 184.0, 178.0, 29.0, 11.0, 187.0, 191.0, 128.0, 131.0, 1.0, 1.0, 1.0, 21.0, 1.0, 1.0, 1.0, 0.0, 0.0, 188.0, 185.0, 179.0, 28.0, 12.0, 188.0, 191.0, 128.0, 131.0, 191.0, 188.0, 184.0, 250.0, 16.0, 191.0, 195.0, 131.0, 133.0, 183.0, 180.0, 174.0, 0.0, 7.0, 183.0, 187.0, 126.0, 128.0, 167.0, 136.0, 144.0, 202.0, 48.0, 167.0, 152.0, 141.0, 128.0, 7.0, 16.0, 11.0, 90.0, 16.0, 7.0, 13.0, 5.0, 1.0, 162.0, 120.0, 133.0, 242.0, 61.0, 162.0, 139.0, 145.0, 127.0, 183.0, 169.0, 169.0, 254.0, 71.0, 183.0, 179.0, 148.0, 133.0, 155.0, 113.0, 128.0, 0.0, 17.0, 155.0, 133.0, 130.0, 125.0, 185.0, 181.0, 176.0, 23.0, 13.0, 185.0, 189.0, 128.0, 131.0, 1.0, 2.0, 3.0, 5.0, 2.0, 1.0, 2.0, 0.0, 0.0, 186.0, 184.0, 177.0, 28.0, 12.0, 186.0, 191.0, 128.0, 131.0, 191.0, 187.0, 181.0, 33.0, 22.0, 191.0, 194.0, 132.0, 133.0, 181.0, 172.0, 166.0, 9.0, 8.0, 181.0, 181.0, 127.0, 130.0, 184.0, 1.0, 185.0, 188.0, 180.0, 146.0, 12.0, 138.0, 173.0, 127.0, 182.0, 2.0, 182.0, 187.0, 174.0}, {174.0, 167.0, 168.0, 137.0, 10.0, 174.0, 176.0, 130.0, 128.0, 2.0, 1.0, 2.0, 114.0, 3.0, 2.0, 1.0, 1.0, 1.0, 174.0, 167.0, 168.0, 242.0, 9.0, 174.0, 177.0, 131.0, 128.0, 181.0, 173.0, 175.0, 252.0, 19.0, 181.0, 181.0, 134.0, 131.0, 168.0, 163.0, 163.0, 0.0, 0.0, 168.0, 173.0, 126.0, 125.0, 154.0, 122.0, 135.0, 231.0, 54.0, 154.0, 139.0, 142.0, 125.0, 6.0, 15.0, 10.0, 43.0, 17.0, 6.0, 12.0, 5.0, 2.0, 149.0, 112.0, 128.0, 238.0, 65.0, 149.0, 131.0, 146.0, 125.0, 169.0, 158.0, 159.0, 253.0, 82.0, 169.0, 168.0, 151.0, 132.0, 141.0, 99.0, 115.0, 0.0, 12.0, 141.0, 119.0, 131.0, 120.0, 169.0, 164.0, 163.0, 93.0, 10.0, 169.0, 173.0, 129.0, 129.0, 2.0, 3.0, 4.0, 112.0, 5.0, 2.0, 2.0, 0.0, 1.0, 170.0, 165.0, 167.0, 0.0, 9.0, 170.0, 174.0, 130.0, 128.0, 174.0, 170.0, 171.0, 250.0, 29.0, 174.0, 178.0, 132.0, 134.0, 164.0, 154.0, 150.0, 0.0, 2.0, 164.0, 164.0, 128.0, 128.0, 169.0, 1.0, 170.0, 174.0, 166.0, 133.0, 12.0, 125.0, 161.0, 113.0, 165.0, 2.0, 167.0, 171.0, 157.0}, {155.0, 151.0, 141.0, 32.0, 22.0, 155.0, 159.0, 127.0, 133.0, 2.0, 2.0, 3.0, 17.0, 4.0, 2.0, 1.0, 1.0, 1.0, 158.0, 152.0, 141.0, 30.0, 25.0, 156.0, 161.0, 127.0, 133.0, 161.0, 156.0, 151.0, 251.0, 36.0, 161.0, 165.0, 131.0, 138.0, 147.0, 147.0, 133.0, 0.0, 12.0, 149.0, 155.0, 123.0, 128.0, 146.0, 112.0, 117.0, 212.0, 60.0, 146.0, 129.0, 142.0, 130.0, 6.0, 14.0, 11.0, 86.0, 16.0, 6.0, 12.0, 4.0, 1.0, 141.0, 100.0, 108.0, 247.0, 74.0, 141.0, 120.0, 146.0, 130.0, 160.0, 143.0, 142.0, 255.0, 85.0, 160.0, 154.0, 149.0, 136.0, 135.0, 91.0, 98.0, 0.0, 26.0, 135.0, 112.0, 131.0, 126.0, 157.0, 152.0, 143.0, 25.0, 22.0, 157.0, 161.0, 128.0, 133.0, 1.0, 3.0, 2.0, 8.0, 3.0, 1.0, 2.0, 1.0, 1.0, 157.0, 154.0, 145.0, 23.0, 21.0, 157.0, 163.0, 129.0, 133.0, 162.0, 158.0, 150.0, 50.0, 39.0, 162.0, 166.0, 134.0, 136.0, 153.0, 142.0, 134.0, 0.0, 15.0, 153.0, 154.0, 125.0, 130.0, 151.0, 1.0, 152.0, 156.0, 146.0, 123.0, 11.0, 114.0, 146.0, 105.0, 152.0, 2.0, 153.0, 157.0, 146.0}, {164.0, 157.0, 157.0, 130.0, 12.0, 164.0, 166.0, 130.0, 128.0, 2.0, 2.0, 2.0, 117.0, 3.0, 2.0, 1.0, 1.0, 1.0, 165.0, 158.0, 157.0, 0.0, 14.0, 165.0, 168.0, 132.0, 129.0, 173.0, 162.0, 163.0, 253.0, 23.0, 173.0, 172.0, 135.0, 132.0, 153.0, 150.0, 148.0, 0.0, 2.0, 153.0, 160.0, 127.0, 126.0, 148.0, 114.0, 128.0, 236.0, 58.0, 148.0, 132.0, 143.0, 125.0, 6.0, 16.0, 11.0, 25.0, 20.0, 6.0, 13.0, 5.0, 1.0, 143.0, 100.0, 119.0, 236.0, 80.0, 143.0, 124.0, 148.0, 125.0, 165.0, 149.0, 157.0, 253.0, 90.0, 165.0, 161.0, 152.0, 132.0, 136.0, 91.0, 105.0, 0.0, 16.0, 136.0, 112.0, 131.0, 121.0, 163.0, 154.0, 155.0, 114.0, 14.0, 163.0, 164.0, 131.0, 128.0, 3.0, 2.0, 2.0, 118.0, 2.0, 3.0, 2.0, 1.0, 1.0, 163.0, 156.0, 156.0, 0.0, 14.0, 163.0, 166.0, 132.0, 129.0, 170.0, 162.0, 162.0, 252.0, 23.0, 170.0, 172.0, 133.0, 132.0, 154.0, 145.0, 144.0, 0.0, 3.0, 154.0, 156.0, 127.0, 125.0, 159.0, 1.0, 159.0, 164.0, 151.0, 126.0, 12.0, 118.0, 154.0, 107.0, 157.0, 2.0, 158.0, 164.0, 148.0}, {146.0, 129.0, 129.0, 107.0, 33.0, 146.0, 142.0, 134.0, 130.0, 4.0, 8.0, 6.0, 118.0, 7.0, 4.0, 7.0, 2.0, 1.0, 147.0, 120.0, 128.0, 0.0, 42.0, 147.0, 148.0, 137.0, 131.0, 157.0, 147.0, 142.0, 254.0, 50.0, 157.0, 157.0, 142.0, 134.0, 134.0, 111.0, 111.0, 0.0, 16.0, 134.0, 125.0, 128.0, 124.0, 130.0, 90.0, 102.0, 238.0, 80.0, 130.0, 109.0, 146.0, 127.0, 12.0, 21.0, 17.0, 35.0, 26.0, 12.0, 18.0, 5.0, 2.0, 120.0, 70.0, 85.0, 243.0, 102.0, 120.0, 90.0, 149.0, 127.0, 153.0, 138.0, 139.0, 255.0, 123.0, 153.0, 149.0, 156.0, 135.0, 109.0, 59.0, 76.0, 0.0, 24.0, 109.0, 82.0, 133.0, 121.0, 154.0, 148.0, 142.0, 21.0, 19.0, 154.0, 157.0, 129.0, 131.0, 2.0, 2.0, 1.0, 25.0, 3.0, 2.0, 1.0, 1.0, 1.0, 155.0, 149.0, 142.0, 9.0, 20.0, 155.0, 158.0, 129.0, 131.0, 161.0, 154.0, 146.0, 252.0, 25.0, 161.0, 162.0, 132.0, 135.0, 150.0, 142.0, 136.0, 0.0, 12.0, 150.0, 153.0, 126.0, 129.0, 134.0, 6.0, 140.0, 149.0, 118.0, 103.0, 18.0, 85.0, 142.0, 77.0, 149.0, 1.0, 150.0, 153.0, 145.0}, {145.0, 128.0, 130.0, 156.0, 30.0, 145.0, 141.0, 134.0, 129.0, 4.0, 8.0, 7.0, 115.0, 9.0, 4.0, 7.0, 2.0, 1.0, 147.0, 140.0, 126.0, 0.0, 17.0, 147.0, 149.0, 132.0, 130.0, 156.0, 144.0, 148.0, 254.0, 54.0, 156.0, 154.0, 142.0, 134.0, 135.0, 107.0, 117.0, 0.0, 11.0, 135.0, 123.0, 129.0, 123.0, 126.0, 88.0, 101.0, 229.0, 78.0, 126.0, 107.0, 145.0, 127.0, 12.0, 21.0, 17.0, 53.0, 26.0, 12.0, 19.0, 5.0, 2.0, 119.0, 68.0, 88.0, 238.0, 101.0, 119.0, 87.0, 150.0, 127.0, 155.0, 134.0, 137.0, 255.0, 119.0, 155.0, 146.0, 154.0, 134.0, 103.0, 57.0, 72.0, 0.0, 23.0, 103.0, 78.0, 132.0, 119.0, 151.0, 145.0, 141.0, 51.0, 17.0, 151.0, 154.0, 129.0, 130.0, 2.0, 2.0, 2.0, 80.0, 6.0, 2.0, 1.0, 1.0, 1.0, 151.0, 145.0, 141.0, 19.0, 17.0, 151.0, 154.0, 130.0, 132.0, 159.0, 150.0, 148.0, 253.0, 30.0, 159.0, 159.0, 134.0, 136.0, 145.0, 141.0, 134.0, 0.0, 3.0, 145.0, 151.0, 126.0, 127.0, 133.0, 6.0, 141.0, 146.0, 117.0, 101.0, 18.0, 82.0, 139.0, 74.0, 146.0, 1.0, 146.0, 150.0, 143.0}, {147.0, 128.0, 139.0, 231.0, 32.0, 147.0, 142.0, 137.0, 124.0, 4.0, 8.0, 5.0, 15.0, 9.0, 4.0, 6.0, 2.0, 1.0, 149.0, 127.0, 143.0, 229.0, 25.0, 149.0, 142.0, 139.0, 125.0, 158.0, 144.0, 152.0, 252.0, 52.0, 158.0, 156.0, 143.0, 130.0, 137.0, 110.0, 126.0, 0.0, 13.0, 137.0, 126.0, 131.0, 121.0, 124.0, 86.0, 101.0, 238.0, 80.0, 124.0, 104.0, 146.0, 125.0, 12.0, 21.0, 16.0, 4.0, 25.0, 12.0, 18.0, 5.0, 2.0, 114.0, 66.0, 85.0, 238.0, 106.0, 114.0, 87.0, 152.0, 125.0, 153.0, 130.0, 140.0, 254.0, 117.0, 153.0, 143.0, 155.0, 131.0, 100.0, 59.0, 74.0, 218.0, 25.0, 100.0, 80.0, 133.0, 119.0, 150.0, 143.0, 149.0, 205.0, 12.0, 150.0, 154.0, 131.0, 126.0, 2.0, 2.0, 2.0, 59.0, 4.0, 2.0, 1.0, 1.0, 1.0, 150.0, 143.0, 148.0, 213.0, 15.0, 150.0, 154.0, 132.0, 125.0, 154.0, 149.0, 154.0, 245.0, 17.0, 154.0, 159.0, 134.0, 129.0, 143.0, 139.0, 142.0, 0.0, 0.0, 143.0, 150.0, 128.0, 124.0, 135.0, 6.0, 143.0, 149.0, 120.0, 99.0, 17.0, 82.0, 136.0, 76.0, 146.0, 1.0, 146.0, 150.0, 142.0}, {149.0, 129.0, 136.0, 220.0, 34.0, 149.0, 143.0, 136.0, 127.0, 3.0, 8.0, 5.0, 67.0, 10.0, 3.0, 6.0, 3.0, 1.0, 152.0, 120.0, 135.0, 242.0, 46.0, 152.0, 151.0, 140.0, 127.0, 159.0, 148.0, 149.0, 253.0, 60.0, 159.0, 158.0, 144.0, 132.0, 134.0, 107.0, 120.0, 0.0, 14.0, 134.0, 124.0, 130.0, 123.0, 128.0, 89.0, 105.0, 239.0, 80.0, 128.0, 108.0, 146.0, 125.0, 12.0, 21.0, 17.0, 3.0, 25.0, 12.0, 18.0, 5.0, 2.0, 119.0, 68.0, 88.0, 239.0, 40.0, 119.0, 91.0, 152.0, 125.0, 154.0, 133.0, 142.0, 252.0, 118.0, 154.0, 147.0, 156.0, 131.0, 110.0, 61.0, 78.0, 229.0, 28.0, 110.0, 83.0, 135.0, 119.0, 154.0, 147.0, 147.0, 82.0, 13.0, 154.0, 157.0, 130.0, 129.0, 1.0, 1.0, 2.0, 108.0, 3.0, 1.0, 1.0, 1.0, 1.0, 154.0, 147.0, 148.0, 0.0, 13.0, 154.0, 157.0, 131.0, 129.0, 159.0, 152.0, 154.0, 252.0, 21.0, 159.0, 161.0, 132.0, 132.0, 151.0, 144.0, 143.0, 0.0, 8.0, 151.0, 154.0, 128.0, 127.0, 136.0, 6.0, 130.0, 150.0, 118.0, 103.0, 17.0, 85.0, 140.0, 79.0, 149.0, 1.0, 149.0, 153.0, 146.0}, {190.0, 172.0, 172.0, 95.0, 25.0, 190.0, 183.0, 134.0, 130.0, 3.0, 7.0, 5.0, 118.0, 4.0, 3.0, 5.0, 1.0, 0.0, 194.0, 175.0, 169.0, 5.0, 21.0, 194.0, 190.0, 134.0, 131.0, 198.0, 189.0, 184.0, 254.0, 35.0, 198.0, 197.0, 138.0, 132.0, 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    double inters[] = {5.0098379478121791, 4.5714284973657353, 3.1933130096822278, 1.3989947778006853, 1.2354925951918458, -1.561422699912473, 1.5736973317258593, 0.80125333033946022, 0.80578327516725023, 5.8704410733587018, 1.5420014183359703, 1.259763286960998, 0.37328370480038991, 0.84410970203414304, 20.398262526646636};
    int classes[] = {0, 1, 2, 4, 6, 7};
    
    // <x,x'>
    double kernels[219];
    double kernel;
    for (i = 0; i < 219; i++) {
        kernel = 0.;
        for (j = 0; j < 150; j++) {
            kernel += svs[i][j] * atts[j];
        }
        kernels[i] = kernel;
    }
    
    int starts[6];
    for (i = 0; i < 6; i++) {
        if (i != 0) {
            int start = 0;
            for (j = 0; j < i; j++) {
                start += n_svs[j];
            }
            starts[i] = start;
        } else {
            starts[0] = 0;
        }
    }
    
    int ends[6];
    for (i = 0; i < 6; i++) {
        ends[i] = n_svs[i] + starts[i];
    }
    
    double decisions[15];
    for (i = 0, d = 0, l = 6; i < l; i++) {
        for (j = i + 1; j < l; j++) {
            double tmp = 0.;
            for (k = starts[j]; k < ends[j]; k++) {
                tmp += kernels[k] * coeffs[i][k];
            }
            for (k = starts[i]; k < ends[i]; k++) {
                tmp += kernels[k] * coeffs[j - 1][k];
            }
            decisions[d] = tmp + inters[d];
            d = d + 1;
        }
    }
    
    int votes[15];
    for (i = 0, d = 0, l = 6; i < l; i++) {
        for (j = i + 1; j < l; j++) {
            votes[d] = decisions[d] > 0 ? i : j;
            d = d + 1;
        }
    }
    
    int amounts[6];
    for (i = 0, l = 6; i < l; i++) {
        amounts[i] = 0;
    }
    for (i = 0, l = 15; i < l; i++) {
        amounts[votes[i]] += 1;
    }
    
    int class_val = -1, class_idx = -1;
    for (i = 0, l = 6; i < l; i++) {
        if (amounts[i] > class_val) {
            class_val = amounts[i];
            class_idx = i;
        }
    }
    return classes[class_idx];
}

int main(int argc, const char * argv[]) {
    float atts[argc-1];
    int i = 0;
    for (i = 1; i < argc; i++) {
        atts[i-1] = atof(argv[i]);
    }
    printf("%d", predict(atts));
    return 0;
}