init_shogun_with_defaults();

    SGMatrix<float> shogun_testdata=CV2SGFactory::get_sgmatrix<float>(features);
    SGMatrix<float>::transpose_matrix(shogun_testdata.matrix, shogun_testdata.num_rows, shogun_testdata.num_cols);
    CDenseFeatures<float>* testfeatures=new CDenseFeatures<float>(shogun_testdata);

    SGVector<float64_t> shogun_vector_response(6);

    for(int i=0;i<6;i++){
        shogun_vector_response[i]=i;
    }

    CLinearKernel* kernel = new CLinearKernel();
    kernel->init(testfeatures,testfeatures);

    CMulticlassLibSVM* shogunsvm=new CMulticlassLibSVM(10, kernel,new CMulticlassLabels(shogun_vector_response));

    FILE* f=fopen(model.c_str(),"r");
    if (f!=NULL)
    {
        shogunsvm->load(f);

        cout << "start predict" << endl;

        CMulticlassLabels*  labels=shogunsvm->apply_multiclass();

        fclose(f);
    }