yola/pailuan/master/clf/clf_svm_linear_50features_201710114.txt

int predict(float atts[]) {
    int i, j, k, d, l;
        
    int n_svs[] = {8, 26, 27, 12, 99, 106};
    double svs[278][50] = {{16.0, 43.0, 29.0, -106.0, -46.0, 16.0, 34.0, -13.0, 3.0, -4.0, -14.0, -9.0, 92.0, -17.0, -4.0, -12.0, -4.0, 0.0, 22.0, 58.0, 38.0, -236.0, -66.0, 22.0, 44.0, -16.0, 4.0, 8.0, 13.0, 6.0, 0.0, -67.0, 8.0, 11.0, -17.0, 0.0, 17.0, 59.0, 43.0, 0.0, -14.0, 17.0, 48.0, -4.0, 5.0, 33.0, -11.0, 41.0, 10.0, 44.0}, {9.0, 39.0, 24.0, -180.0, -38.0, 9.0, 30.0, -15.0, 3.0, -4.0, -12.0, -8.0, -69.0, -12.0, -4.0, -11.0, -3.0, 0.0, 17.0, 52.0, 33.0, -217.0, -49.0, 15.0, 41.0, -19.0, 3.0, 1.0, 13.0, 9.0, -4.0, -49.0, 1.0, 11.0, -18.0, 2.0, 12.0, 56.0, 35.0, 0.0, -14.0, 14.0, 43.0, -8.0, 2.0, 28.0, -10.0, 38.0, 10.0, 41.0}, {20.0, 45.0, 33.0, -94.0, -44.0, 20.0, 37.0, -12.0, 3.0, -4.0, -14.0, -8.0, 71.0, -14.0, -4.0, -11.0, -4.0, -1.0, 25.0, 55.0, 40.0, 4.0, -56.0, 25.0, 46.0, -15.0, 3.0, 12.0, 15.0, 16.0, -1.0, -63.0, 12.0, 13.0, -17.0, -1.0, 27.0, 64.0, 48.0, 0.0, -12.0, 27.0, 54.0, -5.0, 5.0, 36.0, -11.0, 45.0, 13.0, 53.0}, {17.0, 43.0, 35.0, -71.0, -44.0, 18.0, 35.0, -12.0, 1.0, -4.0, -15.0, -8.0, 36.0, -16.0, -4.0, -12.0, -4.0, 0.0, 24.0, 58.0, 46.0, -239.0, -59.0, 23.0, 50.0, -15.0, 3.0, 8.0, 14.0, 17.0, -3.0, -66.0, 8.0, 12.0, -17.0, -1.0, 25.0, 63.0, 46.0, 0.0, -13.0, 26.0, 52.0, -3.0, 1.0, 34.0, -11.0, 48.0, 13.0, 51.0}, {10.0, 41.0, 27.0, -132.0, -38.0, 10.0, 31.0, -15.0, 2.0, -4.0, -14.0, -8.0, -103.0, -13.0, -5.0, -11.0, -4.0, -1.0, 13.0, 56.0, 34.0, -203.0, -55.0, 13.0, 37.0, -19.0, 2.0, 0.0, 10.0, 11.0, -187.0, -52.0, 0.0, 8.0, -21.0, 2.0, 16.0, 58.0, 38.0, 18.0, -13.0, 18.0, 45.0, -7.0, 5.0, 30.0, -10.0, 35.0, 7.0, 43.0}, {15.0, 43.0, 28.0, -135.0, -44.0, 15.0, 34.0, -14.0, 4.0, -6.0, -14.0, -9.0, 101.0, -16.0, -6.0, -12.0, -4.0, 0.0, 16.0, 58.0, 39.0, -237.0, -54.0, 16.0, 46.0, -17.0, 4.0, 4.0, 15.0, 9.0, -1.0, -63.0, 4.0, 11.0, -19.0, 2.0, 22.0, 61.0, 40.0, 0.0, -21.0, 22.0, 48.0, -6.0, 5.0, 33.0, -11.0, 44.0, 10.0, 47.0}, {20.0, 47.0, 32.0, -202.0, -40.0, 20.0, 38.0, -13.0, 3.0, -5.0, -14.0, -9.0, 22.0, -15.0, -5.0, -11.0, -5.0, -1.0, 23.0, 61.0, 16.0, -223.0, -55.0, 23.0, 48.0, -17.0, 4.0, 10.0, 18.0, 13.0, -2.0, -58.0, 10.0, 15.0, -18.0, 0.0, 28.0, 64.0, 46.0, 0.0, -10.0, 28.0, 51.0, -4.0, 5.0, 37.0, -11.0, 45.0, 15.0, 50.0}, {8.0, 37.0, 24.0, -144.0, -39.0, 8.0, 29.0, -14.0, 2.0, -4.0, -14.0, -9.0, -91.0, -13.0, -4.0, -12.0, -4.0, -1.0, 10.0, 52.0, 36.0, -201.0, -58.0, 10.0, 40.0, -19.0, 1.0, 2.0, 10.0, 9.0, -3.0, -52.0, 2.0, 6.0, -16.0, -1.0, 16.0, 56.0, 35.0, 0.0, -17.0, 17.0, 46.0, -9.0, 4.0, 27.0, -11.0, 37.0, 5.0, 43.0}, {20.0, 40.0, 31.0, -32.0, -45.0, 20.0, 34.0, -10.0, 2.0, -8.0, -13.0, -11.0, 64.0, -16.0, -8.0, -12.0, -2.0, 0.0, 32.0, 50.0, 45.0, 2.0, -80.0, 32.0, 50.0, -13.0, 3.0, 5.0, 13.0, 9.0, 0.0, -58.0, 5.0, 11.0, -11.0, 0.0, 24.0, 44.0, 39.0, 0.0, -13.0, 24.0, 39.0, -4.0, 2.0, 33.0, -11.0, 58.0, 10.0, 37.0}, {21.0, 41.0, 31.0, -20.0, -45.0, 21.0, 35.0, -10.0, 2.0, -10.0, -13.0, -12.0, 61.0, -14.0, -10.0, -12.0, -2.0, 0.0, 37.0, 69.0, 47.0, 3.0, -84.0, 37.0, 58.0, -16.0, 3.0, 3.0, 12.0, 6.0, 1.0, -51.0, 3.0, 10.0, -9.0, 1.0, 31.0, 44.0, 45.0, 0.0, -17.0, 31.0, 40.0, -4.0, 3.0, 34.0, -12.0, 56.0, 9.0, 39.0}, {22.0, 50.0, 35.0, -98.0, -34.0, 22.0, 39.0, -12.0, 3.0, -8.0, -13.0, -9.0, 90.0, -12.0, -8.0, -11.0, -4.0, -1.0, 35.0, 64.0, 43.0, 12.0, -56.0, 35.0, 61.0, -16.0, 5.0, 6.0, 16.0, 14.0, 0.0, -45.0, 6.0, 12.0, -16.0, 1.0, 27.0, 59.0, 42.0, 0.0, -9.0, 27.0, 46.0, -5.0, 4.0, 40.0, -11.0, 63.0, 12.0, 47.0}, {21.0, 49.0, 35.0, -109.0, -34.0, 21.0, 38.0, -12.0, 3.0, -7.0, -14.0, -10.0, 110.0, -12.0, -7.0, -11.0, -3.0, -1.0, 34.0, 78.0, 57.0, 12.0, -54.0, 34.0, 47.0, -18.0, 5.0, 8.0, 16.0, 12.0, 0.0, -43.0, 8.0, 12.0, -15.0, 1.0, 27.0, 60.0, 44.0, 0.0, -8.0, 27.0, 47.0, -4.0, 4.0, 39.0, -11.0, 49.0, 13.0, 48.0}, {22.0, 39.0, 31.0, -8.0, -43.0, 22.0, 34.0, -9.0, 2.0, -9.0, -13.0, -12.0, 35.0, -15.0, -9.0, -12.0, -2.0, 0.0, 36.0, 52.0, 52.0, 4.0, -62.0, 36.0, 48.0, -11.0, 1.0, 5.0, 11.0, 2.0, -1.0, -56.0, 5.0, 9.0, -11.0, 0.0, 27.0, 46.0, 37.0, 0.0, -14.0, 27.0, 42.0, -4.0, 3.0, 33.0, -12.0, 46.0, 9.0, 39.0}, {21.0, 37.0, 29.0, -146.0, -24.0, 21.0, 32.0, -7.0, 1.0, -9.0, -14.0, -11.0, 0.0, -13.0, -9.0, -12.0, -3.0, -1.0, 16.0, 62.0, 46.0, -244.0, -3.0, 16.0, 31.0, 1.0, 0.0, 3.0, 8.0, 4.0, -1.0, -44.0, 3.0, 6.0, -13.0, 1.0, 34.0, 58.0, 45.0, 0.0, -2.0, 34.0, 50.0, -3.0, 3.0, 32.0, -12.0, 53.0, 6.0, 49.0}, {20.0, 39.0, 31.0, -26.0, -45.0, 20.0, 34.0, -9.0, 1.0, -8.0, -13.0, -12.0, 70.0, -17.0, -8.0, -12.0, -2.0, 0.0, 30.0, 49.0, 48.0, 0.0, -77.0, 30.0, 43.0, -10.0, -1.0, 1.0, 14.0, 14.0, 2.0, -72.0, 1.0, 12.0, -14.0, 3.0, 28.0, 53.0, 44.0, -227.0, -13.0, 28.0, 46.0, -5.0, 2.0, 33.0, -12.0, 41.0, 12.0, 44.0}, {16.0, 39.0, 27.0, -131.0, -47.0, 16.0, 33.0, -12.0, 3.0, -8.0, -13.0, -11.0, 83.0, -19.0, -8.0, -11.0, -3.0, -1.0, 27.0, 50.0, 43.0, -243.0, -60.0, 27.0, 58.0, -12.0, 4.0, 4.0, 9.0, 3.0, -1.0, -73.0, 4.0, 8.0, -14.0, -1.0, 25.0, 52.0, 35.0, 0.0, -8.0, 25.0, 43.0, -5.0, 3.0, 31.0, -12.0, 55.0, 7.0, 41.0}, {19.0, 42.0, 32.0, -99.0, -41.0, 19.0, 34.0, -11.0, 1.0, -9.0, -15.0, -12.0, 40.0, -16.0, -9.0, -13.0, -3.0, 0.0, 31.0, 57.0, 54.0, 11.0, -66.0, 31.0, 49.0, -17.0, 3.0, 3.0, 9.0, 9.0, -1.0, -59.0, 3.0, 6.0, -13.0, -2.0, 30.0, 55.0, 45.0, 0.0, -16.0, 30.0, 48.0, -4.0, 2.0, 34.0, -13.0, 48.0, 6.0, 46.0}, {20.0, 38.0, 31.0, -4.0, -43.0, 20.0, 33.0, -10.0, 1.0, -8.0, -14.0, -11.0, 10.0, -17.0, -8.0, -12.0, -3.0, 0.0, 32.0, 53.0, 49.0, 4.0, -67.0, 32.0, 42.0, -10.0, 1.0, 1.0, 14.0, 6.0, 0.0, -65.0, 1.0, 11.0, -11.0, 1.0, 26.0, 46.0, 40.0, 0.0, -12.0, 26.0, 41.0, -3.0, 0.0, 32.0, -11.0, 50.0, 10.0, 40.0}, {20.0, 41.0, 31.0, -19.0, -49.0, 20.0, 36.0, -11.0, 2.0, -8.0, -14.0, -11.0, 45.0, -16.0, -8.0, -13.0, -2.0, -1.0, 32.0, 54.0, 44.0, 7.0, -70.0, 32.0, 49.0, -13.0, 2.0, 5.0, 15.0, 9.0, -1.0, -68.0, 5.0, 11.0, -13.0, 0.0, 27.0, 54.0, 46.0, 0.0, -23.0, 27.0, 46.0, -6.0, 3.0, 34.0, -12.0, 59.0, 10.0, 44.0}, {20.0, 38.0, 29.0, -137.0, -29.0, 20.0, 31.0, -9.0, 2.0, -7.0, -12.0, -9.0, 63.0, -13.0, -7.0, -11.0, -3.0, -1.0, 11.0, 70.0, 7.0, -239.0, -29.0, 11.0, 16.0, -15.0, 2.0, 6.0, 17.0, 13.0, 0.0, -53.0, 6.0, 14.0, -14.0, 0.0, 33.0, 59.0, 44.0, 0.0, -8.0, 33.0, 50.0, -3.0, 4.0, 31.0, -11.0, 16.0, 14.0, 49.0}, {23.0, 52.0, 38.0, -118.0, -37.0, 23.0, 41.0, -13.0, 3.0, -7.0, -15.0, -10.0, 71.0, -13.0, -7.0, -11.0, -4.0, -1.0, 33.0, 70.0, 51.0, 6.0, -50.0, 33.0, 56.0, -16.0, 2.0, 8.0, 21.0, 14.0, -1.0, -52.0, 8.0, 16.0, -17.0, 1.0, 31.0, 68.0, 45.0, 0.0, -11.0, 31.0, 54.0, -4.0, 5.0, 41.0, -12.0, 58.0, 16.0, 55.0}, {18.0, 38.0, 26.0, -75.0, -44.0, 18.0, 33.0, -11.0, 3.0, -9.0, -13.0, -13.0, 70.0, -14.0, -9.0, -12.0, -1.0, 0.0, 28.0, 53.0, 40.0, 9.0, -73.0, 28.0, 44.0, -13.0, 4.0, 0.0, 9.0, 1.0, -1.0, -53.0, 0.0, 6.0, -10.0, 0.0, 28.0, 47.0, 41.0, 0.0, -16.0, 28.0, 42.0, -5.0, 3.0, 30.0, -12.0, 46.0, 5.0, 40.0}, {21.0, 40.0, 31.0, -19.0, -46.0, 21.0, 35.0, -10.0, 2.0, -9.0, -13.0, -12.0, 64.0, -15.0, -9.0, -12.0, -2.0, -1.0, 33.0, 52.0, 47.0, 3.0, 6.0, 33.0, 60.0, -12.0, 2.0, 5.0, 15.0, 7.0, 1.0, -58.0, 5.0, 11.0, -12.0, 1.0, 24.0, 46.0, 42.0, -229.0, -14.0, 24.0, 41.0, -5.0, 4.0, 33.0, -11.0, 45.0, 10.0, 39.0}, {22.0, 49.0, 36.0, -96.0, -34.0, 22.0, 38.0, -12.0, 3.0, -8.0, -14.0, -10.0, 94.0, -11.0, -8.0, -11.0, -3.0, -1.0, 34.0, 65.0, 57.0, 7.0, -53.0, 34.0, 50.0, -16.0, 5.0, 6.0, 16.0, 12.0, 0.0, -42.0, 6.0, 12.0, -14.0, 1.0, 28.0, 60.0, 45.0, 0.0, -8.0, 28.0, 47.0, -4.0, 4.0, 39.0, -11.0, 49.0, 13.0, 48.0}, {21.0, 49.0, 35.0, -114.0, -34.0, 21.0, 38.0, -14.0, 3.0, -8.0, -15.0, -10.0, 85.0, -11.0, -8.0, -12.0, -4.0, -1.0, 16.0, 62.0, 44.0, -237.0, -56.0, 16.0, 48.0, -18.0, 4.0, 5.0, 15.0, 13.0, 0.0, -47.0, 5.0, 11.0, -16.0, 0.0, 29.0, 64.0, 44.0, 0.0, -8.0, 29.0, 50.0, -4.0, 4.0, 39.0, -12.0, 51.0, 11.0, 51.0}, {20.0, 43.0, 33.0, -97.0, -42.0, 20.0, 36.0, -11.0, 1.0, -9.0, -15.0, -12.0, 34.0, -16.0, -9.0, -12.0, -3.0, -1.0, 17.0, 61.0, 58.0, -241.0, -70.0, 17.0, 66.0, -13.0, 2.0, 3.0, 10.0, 8.0, -1.0, -62.0, 3.0, 8.0, -13.0, -1.0, 31.0, 58.0, 46.0, 0.0, -11.0, 31.0, 50.0, -3.0, 2.0, 35.0, -12.0, 64.0, 7.0, 48.0}, {18.0, 37.0, 27.0, -57.0, -43.0, 18.0, 32.0, -10.0, 2.0, -9.0, -13.0, -12.0, 66.0, -16.0, -9.0, -12.0, -3.0, -1.0, 31.0, 66.0, 45.0, 8.0, -1.0, 31.0, 44.0, -12.0, 4.0, -3.0, 8.0, 3.0, -1.0, -68.0, -3.0, 4.0, -13.0, 0.0, 26.0, 53.0, 35.0, 0.0, -9.0, 26.0, 46.0, -4.0, 2.0, 30.0, -12.0, 57.0, 4.0, 44.0}, {21.0, 38.0, 31.0, 1.0, -43.0, 21.0, 34.0, -10.0, 1.0, -8.0, -13.0, -11.0, 4.0, -18.0, -8.0, -12.0, -3.0, 0.0, 32.0, 55.0, 45.0, 3.0, -64.0, 32.0, 49.0, -16.0, 1.0, 5.0, 10.0, 4.0, 0.0, -61.0, 5.0, 8.0, -10.0, -2.0, 26.0, 49.0, 42.0, -3.0, -10.0, 26.0, 44.0, -1.0, 3.0, 32.0, -11.0, 47.0, 7.0, 42.0}, {22.0, 38.0, 30.0, -15.0, -41.0, 22.0, 34.0, -8.0, 1.0, -8.0, -12.0, -11.0, 57.0, -15.0, -8.0, -11.0, -3.0, 0.0, 35.0, 54.0, 46.0, -2.0, -72.0, 35.0, 47.0, -9.0, 3.0, 0.0, 11.0, 2.0, 0.0, -55.0, 0.0, 8.0, -10.0, -1.0, 28.0, 47.0, 40.0, -229.0, -8.0, 28.0, 43.0, -2.0, 2.0, 32.0, -11.0, 56.0, 7.0, 40.0}, {16.0, 37.0, 30.0, -63.0, -43.0, 16.0, 31.0, -9.0, 0.0, -7.0, -13.0, -12.0, 44.0, 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    double inters[] = {-4.7516234613750843, -6.4642126919157974, -2.1769196460375295, -0.91207621958471108, -0.6566978181359876, -17.629463962371648, -2.7504046318909596, -0.93137575956683372, -0.60341944572338335, -4.3456033836272594, -0.7357794126052889, -0.37322380624645879, -0.34880603474382915, 0.36153872391263941, 15.795818804138682};
    int classes[] = {0, 1, 2, 4, 6, 7};
    
    // <x,x'>
    double kernels[278];
    double kernel;
    for (i = 0; i < 278; i++) {
        kernel = 0.;
        for (j = 0; j < 50; 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;
}