int main() {
    unsigned int num_parameters = 8;    // dimensionality of search (minimum 2)
    unsigned int num_iterations = 4000; // number of iterations to run

    float optimum_vect[num_parameters];
    unsigned int i;
    for (i=0; i<num_parameters; i++)
        optimum_vect[i] = 0.0f;

    float optimum_utility;

    // open output file
    FILE*fid = fopen(OUTPUT_FILENAME,"w");
    fprintf(fid,"%% %s : auto-generated file\n", OUTPUT_FILENAME);
    fprintf(fid,"clear all;\n");
    fprintf(fid,"close all;\n");

    // create qnsearch object
    qnsearch gs = qnsearch_create(
                      NULL, optimum_vect, num_parameters, &liquid_rosenbrock, LIQUID_OPTIM_MINIMIZE);

    // execute search
    //optimum_utility = qnsearch_run(gs, num_iterations, -1e-6f);

    // execute search one iteration at a time
    fprintf(fid,"u = zeros(1,%u);\n", num_iterations);
    for (i=0; i<num_iterations; i++) {
        optimum_utility = liquid_rosenbrock(NULL,optimum_vect,num_parameters);
        fprintf(fid,"u(%3u) = %12.4e;\n", i+1, optimum_utility);

        qnsearch_step(gs);

        if (((i+1)%100)==0)
            qnsearch_print(gs);
    }

    // print results
    printf("\n");
    qnsearch_print(gs);

    fprintf(fid,"figure;\n");
    fprintf(fid,"semilogy(u);\n");
    fprintf(fid,"xlabel('iteration');\n");
    fprintf(fid,"ylabel('utility');\n");
    fprintf(fid,"title('quasinewton search results');\n");
    fprintf(fid,"grid on;\n");
    fclose(fid);
    printf("results written to %s.\n", OUTPUT_FILENAME);

    // test results, optimum at [1, 1, 1, ... 1];

    qnsearch_destroy(gs);

    return 0;
}
Beispiel #2
0
float qnsearch_run(qnsearch _q,
                   unsigned int _max_iterations,
                   float _target_utility)
{
    unsigned int i=0;
    do {
        i++;
        qnsearch_step(_q);
        _q->utility = _q->get_utility(_q->userdata, _q->v, _q->num_parameters);

    } while (
        optim_threshold_switch(_q->utility, _target_utility, _q->minimize) &&
        i < _max_iterations);

    return _q->utility;
}