yola/zaoYun/master/clf/clf_svm_linear_50features_js_20181221.js

var SVC = function(nClasses, nRows, vectors, coefficients, intercepts, weights, kernel, gamma, coef0, degree) {

    this.nClasses = nClasses;
    this.classes = new Array(nClasses);
    for (var i = 0; i < nClasses; i++) {
        this.classes[i] = i;
    }
    this.nRows = nRows;
    this.vectors = vectors;
    this.coefficients = coefficients;
    this.intercepts = intercepts;
    this.weights = weights;
    this.kernel = kernel.toUpperCase();
    this.gamma = gamma;
    this.coef0 = coef0;
    this.degree = degree;

    this.predict = function(features) {
    
        var kernels = new Array(vectors.length);
        var kernel;
        switch (this.kernel) {
            case 'LINEAR':
                // <x,x'>
                for (var i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (var j = 0; j < this.vectors[i].length; j++) {
                        kernel += this.vectors[i][j] * features[j];
                    }
                    kernels[i] = kernel;
                }
                break;
            case 'POLY':
                // (y<x,x'>+r)^d
                for (var i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (var j = 0; j < this.vectors[i].length; j++) {
                        kernel += this.vectors[i][j] * features[j];
                    }
                    kernels[i] = Math.pow((this.gamma * kernel) + this.coef0, this.degree);
                }
                break;
            case 'RBF':
                // exp(-y|x-x'|^2)
                for (var i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (var j = 0; j < this.vectors[i].length; j++) {
                        kernel += Math.pow(this.vectors[i][j] - features[j], 2);
                    }
                    kernels[i] = Math.exp(-this.gamma * kernel);
                }
                break;
            case 'SIGMOID':
                // tanh(y<x,x'>+r)
                for (var i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (var j = 0; j < this.vectors[i].length; j++) {
                        kernel += this.vectors[i][j] * features[j];
                    }
                    kernels[i] = Math.tanh((this.gamma * kernel) + this.coef0);
                }
                break;
        }
    
        var starts = new Array(this.nRows);
        for (var i = 0; i < this.nRows; i++) {
            if (i != 0) {
                var start = 0;
                for (var j = 0; j < i; j++) {
                    start += this.weights[j];
                }
                starts[i] = start;
            } else {
                starts[0] = 0;
            }
        }
    
        var ends = new Array(this.nRows);
        for (var i = 0; i < this.nRows; i++) {
            ends[i] = this.weights[i] + starts[i];
        }
    
        if (this.nClasses == 2) {
    
            for (var i = 0; i < kernels.length; i++) {
                kernels[i] = -kernels[i];
            }
    
            var decision = 0.;
            for (var k = starts[1]; k < ends[1]; k++) {
                decision += kernels[k] * this.coefficients[0][k];
            }
            for (var k = starts[0]; k < ends[0]; k++) {
                decision += kernels[k] * this.coefficients[0][k];
            }
            decision += this.intercepts[0];
    
            if (decision > 0) {
                return 0;
            }
            return 1;
    
        }
    
        var decisions = new Array(this.intercepts.length);
        for (var i = 0, d = 0, l = this.nRows; i < l; i++) {
            for (var j = i + 1; j < l; j++) {
                var tmp = 0.;
                for (var k = starts[j]; k < ends[j]; k++) {
                    tmp += this.coefficients[i][k] * kernels[k];
                }
                for (var k = starts[i]; k < ends[i]; k++) {
                    tmp += this.coefficients[j - 1][k] * kernels[k];
                }
                decisions[d] = tmp + this.intercepts[d];
                d++;
            }
        }
    
        var votes = new Array(this.intercepts.length);
        for (var i = 0, d = 0, l = this.nRows; i < l; i++) {
            for (var j = i + 1; j < l; j++) {
                votes[d] = decisions[d] > 0 ? i : j;
                d++;
            }
        }
    
        var amounts = new Array(this.nClasses).fill(0);
        for (var i = 0, l = votes.length; i < l; i++) {
            amounts[votes[i]] += 1;
        }
    
        var classVal = -1, classIdx = -1;
        for (var i = 0, l = amounts.length; i < l; i++) {
            if (amounts[i] > classVal) {
                classVal = amounts[i];
                classIdx= i;
            }
        }
        return this.classes[classIdx];
    
    }

};

if (typeof process !== 'undefined' && typeof process.argv !== 'undefined') {
    if (process.argv.length - 2 === 50) {

        // Features:
        var features = process.argv.slice(2);

        // Parameters:
        var vectors = [[26.0, 69.0, 55.0, -77.0, -64.0, 36.0, 56.0, -20.0, 1.0, -12.0, -24.0, -20.0, 2.0, -28.0, -13.0, -21.0, -5.0, -1.0, 46.0, 81.0, 75.0, -87.0, -93.0, 55.0, 64.0, -24.0, 1.0, 6.0, 23.0, 15.0, -48.0, -105.0, 11.0, 17.0, -26.0, 0.0, 48.0, 103.0, 87.0, -68.0, -9.0, 59.0, 89.0, -7.0, 2.0, 54.0, -20.0, 61.0, 16.0, 85.0], [27.0, 68.0, 55.0, -72.0, -65.0, 36.0, 56.0, -19.0, 1.0, -11.0, -24.0, -20.0, 2.0, -28.0, -12.0, -21.0, -6.0, -1.0, 48.0, 89.0, 76.0, -78.0, -75.0, 19.0, 61.0, -25.0, 1.0, 5.0, 22.0, 18.0, -59.0, -113.0, 13.0, 17.0, -24.0, 0.0, 48.0, 105.0, 86.0, -68.0, -17.0, 59.0, 91.0, -8.0, 2.0, 54.0, -20.0, 58.0, 16.0, 87.0], [22.0, 57.0, 48.0, -76.0, -53.0, 34.0, 49.0, -16.0, -1.0, -10.0, -21.0, -18.0, -5.0, -32.0, -10.0, -18.0, -5.0, -1.0, 35.0, 59.0, 77.0, -84.0, 2.0, 46.0, 79.0, -22.0, -1.0, 4.0, 14.0, 15.0, -67.0, -97.0, 15.0, 11.0, -22.0, -4.0, 33.0, 85.0, 74.0, -41.0, -2.0, 47.0, 74.0, -6.0, 1.0, 45.0, -17.0, 56.0, 10.0, 68.0], [23.0, 63.0, 52.0, -72.0, -51.0, 37.0, 52.0, -17.0, 0.0, -10.0, -24.0, -21.0, -9.0, -30.0, -13.0, -21.0, -6.0, -1.0, 18.0, 69.0, 17.0, -84.0, -8.0, 33.0, 21.0, -22.0, 0.0, 4.0, 16.0, 14.0, -41.0, -99.0, 13.0, 11.0, -22.0, 0.0, 42.0, 99.0, 85.0, -30.0, -8.0, 60.0, 88.0, -5.0, 4.0, 50.0, -20.0, 17.0, 11.0, 82.0], [26.0, 67.0, 55.0, -75.0, -62.0, 36.0, 56.0, -18.0, 1.0, -11.0, -22.0, -19.0, 2.0, -27.0, -12.0, -20.0, -6.0, -1.0, 29.0, 92.0, 66.0, -78.0, -76.0, 40.0, 61.0, -23.0, 0.0, 11.0, 26.0, 19.0, -52.0, -106.0, 16.0, 21.0, -25.0, 0.0, 46.0, 98.0, 89.0, -80.0, -15.0, 59.0, 85.0, -9.0, 1.0, 53.0, -18.0, 77.0, 20.0, 81.0], [21.0, 58.0, 44.0, -83.0, -47.0, 31.0, 48.0, -17.0, 1.0, -8.0, -21.0, -16.0, -1.0, -28.0, -9.0, -18.0, -6.0, -1.0, 19.0, 73.0, 19.0, -87.0, -65.0, 29.0, 56.0, -23.0, 2.0, 4.0, 19.0, 15.0, -70.0, -94.0, 11.0, 14.0, -24.0, 0.0, 39.0, 93.0, 79.0, -63.0, -3.0, 52.0, 80.0, -6.0, 3.0, 46.0, -17.0, 52.0, 14.0, 75.0], [23.0, 63.0, 51.0, -72.0, -53.0, 37.0, 53.0, -18.0, 1.0, -10.0, -23.0, -21.0, -5.0, -29.0, -13.0, -20.0, -5.0, 0.0, 24.0, 73.0, 75.0, -88.0, -3.0, 37.0, 62.0, -25.0, 1.0, 7.0, 23.0, 14.0, -59.0, -82.0, 14.0, 19.0, -23.0, -2.0, 39.0, 97.0, 88.0, -33.0, -8.0, 62.0, 83.0, -5.0, 1.0, 50.0, -19.0, 56.0, 17.0, 78.0], [27.0, 68.0, 55.0, -76.0, -61.0, 36.0, 57.0, -18.0, 1.0, -11.0, -22.0, -20.0, -1.0, -29.0, -12.0, -20.0, -6.0, -1.0, 29.0, 93.0, 62.0, -76.0, -104.0, 39.0, 69.0, -24.0, 0.0, 6.0, 28.0, 18.0, -52.0, -102.0, 15.0, 22.0, -24.0, -2.0, 54.0, 104.0, 89.0, -57.0, -10.0, 65.0, 93.0, -7.0, 1.0, 54.0, -19.0, 62.0, 22.0, 87.0], [23.0, 63.0, 51.0, -72.0, -52.0, 36.0, 53.0, -18.0, 0.0, -11.0, -24.0, -20.0, -12.0, -33.0, -12.0, -21.0, -6.0, -2.0, 27.0, 91.0, 23.0, -82.0, -72.0, 42.0, 60.0, -25.0, 0.0, 4.0, 21.0, 14.0, -74.0, -106.0, 14.0, 17.0, -27.0, -4.0, 40.0, 100.0, 85.0, 139.0, 1.0, 59.0, 86.0, -5.0, 3.0, 50.0, -19.0, 56.0, 17.0, 81.0], [24.0, 63.0, 51.0, -72.0, -51.0, 38.0, 53.0, -17.0, 1.0, -10.0, -23.0, -21.0, -8.0, -32.0, -12.0, -21.0, -7.0, -1.0, 21.0, 27.0, 19.0, -84.0, 0.0, 36.0, 20.0, -26.0, 1.0, 4.0, 23.0, 14.0, -66.0, -103.0, 13.0, 18.0, -24.0, -1.0, 43.0, 98.0, 83.0, -41.0, 2.0, 58.0, 85.0, -6.0, 3.0, 50.0, -20.0, 52.0, 18.0, 79.0], [31.0, 70.0, 56.0, -78.0, -36.0, 44.0, 58.0, -17.0, 2.0, -13.0, -27.0, -23.0, -11.0, -25.0, -14.0, -23.0, -6.0, 0.0, 38.0, 99.0, 58.0, -90.0, 0.0, 26.0, 59.0, -21.0, 3.0, 6.0, 19.0, 15.0, -85.0, -80.0, 15.0, 15.0, -25.0, 1.0, 55.0, 111.0, 92.0, -38.0, 2.0, 68.0, 94.0, -6.0, 2.0, 57.0, -22.0, 58.0, 15.0, 92.0], [25.0, 51.0, 41.0, -107.0, -43.0, 25.0, 42.0, -13.0, 1.0, -11.0, -17.0, -14.0, 14.0, -18.0, -11.0, -14.0, -4.0, 0.0, 33.0, 59.0, 49.0, 7.0, -53.0, 33.0, 49.0, -14.0, 1.0, 8.0, 18.0, 18.0, 0.0, -72.0, 8.0, 15.0, -17.0, -2.0, 52.0, 81.0, 70.0, 0.0, -6.0, 52.0, 71.0, -2.0, 3.0, 42.0, -15.0, 62.0, 16.0, 71.0], [23.0, 49.0, 37.0, -133.0, -39.0, 23.0, 40.0, -13.0, 2.0, -11.0, -19.0, -15.0, 25.0, -20.0, -11.0, -16.0, -5.0, 0.0, 30.0, 16.0, 56.0, 12.0, -53.0, 30.0, 64.0, -15.0, 2.0, 4.0, 16.0, 12.0, -1.0, -67.0, 4.0, 12.0, -16.0, 1.0, 54.0, 81.0, 66.0, 0.0, -6.0, 54.0, 70.0, -4.0, 3.0, 40.0, -16.0, 57.0, 12.0, 71.0], [29.0, 62.0, 52.0, -44.0, -76.0, 31.0, 54.0, -16.0, 0.0, -10.0, -18.0, -15.0, 29.0, -33.0, -8.0, -15.0, -4.0, 0.0, 42.0, 93.0, 75.0, -26.0, -17.0, 44.0, 80.0, -20.0, -1.0, 5.0, 23.0, 19.0, -14.0, -115.0, 11.0, 18.0, -19.0, -1.0, 37.0, 77.0, 65.0, -92.0, -16.0, 37.0, 67.0, -7.0, 0.0, 51.0, -15.0, 75.0, 17.0, 64.0], [24.0, 51.0, 38.0, -109.0, -45.0, 24.0, 41.0, -13.0, 2.0, -10.0, -16.0, -13.0, 54.0, -19.0, -10.0, -14.0, -3.0, -1.0, 29.0, 59.0, 46.0, 12.0, -62.0, 29.0, 55.0, -17.0, 2.0, 7.0, 15.0, 12.0, 0.0, -70.0, 7.0, 13.0, -16.0, 0.0, 52.0, 80.0, 61.0, 0.0, -12.0, 52.0, 70.0, -1.0, 3.0, 41.0, -14.0, 52.0, 14.0, 71.0], [29.0, 49.0, 44.0, 6.0, -49.0, 29.0, 43.0, -10.0, -1.0, -10.0, -16.0, -12.0, -12.0, -20.0, -10.0, -15.0, -4.0, -1.0, 33.0, 61.0, 53.0, -2.0, -64.0, 33.0, 53.0, -14.0, 1.0, 10.0, 16.0, 19.0, -1.0, -79.0, 10.0, 17.0, -12.0, -4.0, 50.0, 71.0, 70.0, 0.0, -14.0, 50.0, 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        var intercepts = [-8.785342527397368, -6.632054184071019, -2.545285491813858, -0.8695306539368038, -0.5510591704892556, -0.2785782162459703, -103.64735511463651, -5.12811771704909, -0.7958422323996878, -0.4396338017947315, -0.1906852844282367, -6.072638437565028, -0.7072765782771316, -0.34393489169565133, -0.05273564255832112, -0.3863856487843724, 0.10108391269682263, 0.3674380633441616, 12.934869666936237, 5.197919022152465, 38.06017068592755];
        var weights = [11, 48, 65, 27, 27, 27, 33];

        // Prediction:
        var clf = new SVC(7, 7, vectors, coefficients, intercepts, weights, "linear", 0.02, 0.0, 3);
        var prediction = clf.predict(features);
        console.log(prediction);

    }
}