MinkowskiMetric.cpp

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/*
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 3 of the License, or
 * (at your option) any later version.
 *
 * Written (W) 2006-2009 Christian Gehl
 * Copyright (C) 2006-2009 Fraunhofer Institute FIRST
 */

#include <shogun/lib/config.h>
#include <shogun/lib/common.h>
#include <shogun/io/SGIO.h>

#include <shogun/base/Parameter.h>

#include <shogun/distance/MinkowskiMetric.h>
#include <shogun/features/Features.h>

using namespace shogun;

CMinkowskiMetric::CMinkowskiMetric() : CDenseDistance<float64_t>()
{
    init();
}

CMinkowskiMetric::CMinkowskiMetric(float64_t k_)
: CDenseDistance<float64_t>()
{
    init();
    k=k_;
}

CMinkowskiMetric::CMinkowskiMetric(
    CDenseFeatures<float64_t>* l, CDenseFeatures<float64_t>* r, float64_t k_)
: CDenseDistance<float64_t>()
{
    init();
    k=k_;
    init(l, r);
}

CMinkowskiMetric::~CMinkowskiMetric()
{
    cleanup();
}

bool CMinkowskiMetric::init(CFeatures* l, CFeatures* r)
{
    return CDenseDistance<float64_t>::init(l,r);
}

void CMinkowskiMetric::cleanup()
{
}

float64_t CMinkowskiMetric::compute(int32_t idx_a, int32_t idx_b)
{
    int32_t alen, blen;
    bool afree, bfree;

    float64_t* avec=
        ((CDenseFeatures<float64_t>*) lhs)->get_feature_vector(idx_a, alen, afree);
    float64_t* bvec=
        ((CDenseFeatures<float64_t>*) rhs)->get_feature_vector(idx_b, blen, bfree);

    ASSERT(avec)
    ASSERT(bvec)
    ASSERT(alen==blen)

    float64_t absTmp = 0;
    float64_t result=0;
    {
        for (int32_t i=0; i<alen; i++)
        {
            absTmp=fabs(avec[i]-bvec[i]);
            result+=pow(absTmp,k);
        }

    }

    ((CDenseFeatures<float64_t>*) lhs)->free_feature_vector(avec, idx_a, afree);
    ((CDenseFeatures<float64_t>*) rhs)->free_feature_vector(bvec, idx_b, bfree);

    return pow(result,1/k);
}

void CMinkowskiMetric::init()
{
    k = 2.0;
    SG_ADD(&k, "k", "L_k norm.", MS_AVAILABLE);
}