GaussianBlobsDataGenerator.h

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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) 2013 Heiko Strathmann
 */

#ifndef __GAUSSIANBLOBSDATAGENERATOR_H_
#define __GAUSSIANBLOBSDATAGENERATOR_H_

#include <shogun/features/streaming/StreamingDenseFeatures.h>

namespace shogun
{

class CGaussianBlobsDataGenerator: public CStreamingDenseFeatures<float64_t>
{
public:
    CGaussianBlobsDataGenerator();

    CGaussianBlobsDataGenerator(index_t sqrt_num_blobs, float64_t distance,
            float64_t stretch, float64_t angle);

    virtual ~CGaussianBlobsDataGenerator();

    virtual const char* get_name() const
    {
        return "GaussianBlobsDataGenerator";
    }

    void set_blobs_model(index_t sqrt_num_blobs, float64_t distance,
            float64_t stretch, float64_t angle);

    bool get_next_example();

    void release_example();

private:
    void init();

protected:
    index_t m_sqrt_num_blobs;

    float64_t m_distance;

    float64_t m_stretch;

    float64_t m_angle;

    SGMatrix<float64_t> m_cholesky;
};

}

#endif /* __GAUSSIANBLOBSDATAGENERATOR_H_ */