/* Copyright (c) 2007-2011 Massachusetts Institute of Technology * * Permission is hereby granted, free of charge, to any person obtaining * a copy of this software and associated documentation files (the * "Software"), to deal in the Software without restriction, including * without limitation the rights to use, copy, modify, merge, publish, * distribute, sublicense, and/or sell copies of the Software, and to * permit persons to whom the Software is furnished to do so, subject to * the following conditions: * * The above copyright notice and this permission notice shall be * included in all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, * EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF * MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND * NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE * LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION * OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION * WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ #include #include #include #include #include "nlopt_config.h" #ifdef HAVE_UNISTD_H # include #endif #if defined(HAVE_GETOPT_H) && defined(HAVE_GETOPT) # include #else # include "nlopt-getopt.h" #endif #define USE_FEENABLEEXCEPT 0 #if USE_FEENABLEEXCEPT # include extern "C" int feenableexcept(int EXCEPTS); #endif #include "nlopt.h" #include "nlopt-util.h" #include "testfuncs.h" static nlopt_algorithm algorithm = NLOPT_GN_DIRECT_L; static double ftol_rel = 0, ftol_abs = 0, xtol_rel = 0, xtol_abs = 0, minf_max_delta; static int maxeval = 1000, iterations = 1, center_start = 0; static double maxtime = 0.0; static double xinit_tol = -1; static int force_constraints = 0; static int fix_bounds[100] = { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 }; static void listalgs(FILE * f) { int i; fprintf(f, "Available algorithms:\n"); for (i = 0; i < NLOPT_NUM_ALGORITHMS; ++i) fprintf(f, " %2d: %s\n", i, nlopt_algorithm_name((nlopt_algorithm) i)); } static void listfuncs(FILE * f) { int i; fprintf(f, "Available objective functions:\n"); for (i = 0; i < NTESTFUNCS; ++i) fprintf(f, " %2d: %s (%d dims)\n", i, testfuncs[i].name, testfuncs[i].n); } typedef struct { const double *lb, *ub; nlopt_func f; void *f_data; } bounds_wrap_data; static double bounds_wrap_func(unsigned n, const double *x, double *grad, void *d_) { bounds_wrap_data *d = (bounds_wrap_data *) d_; unsigned i; double b = 0; for (i = 0; i < n; ++i) { if (x[i] < d->lb[i]) { b = d->lb[i]; break; } else if (x[i] > d->ub[i]) { b = d->ub[i]; break; } } if (i < n) fprintf(stderr, "WARNING: bounds violated by x[%u] = %g = %g + %g\n", i, x[i], b, x[i] - b); return d->f(n, x, grad, d->f_data); } static int test_function(int ifunc) { nlopt_opt opt; testfunc func; int i, iter; double *x, minf, minf_max, f0, *xtabs, *lb, *ub; nlopt_result ret; double start = nlopt_seconds(); int total_count = 0, max_count = 0, min_count = 1 << 30; double total_err = 0, max_err = 0; bounds_wrap_data bw; if (ifunc < 0 || ifunc >= NTESTFUNCS) { fprintf(stderr, "testopt: invalid function %d\n", ifunc); listfuncs(stderr); return 0; } func = testfuncs[ifunc]; x = (double *) malloc(sizeof(double) * func.n * 5); if (!x) { fprintf(stderr, "testopt: Out of memory!\n"); return 0; } lb = x + func.n * 3; ub = lb + func.n; xtabs = x + func.n * 2; bw.lb = lb; bw.ub = ub; bw.f = func.f; bw.f_data = func.f_data; for (i = 0; i < func.n; ++i) xtabs[i] = xtol_abs; minf_max = minf_max_delta > (-HUGE_VAL) ? minf_max_delta + func.minf : (-HUGE_VAL); printf("-----------------------------------------------------------\n"); printf("Optimizing %s (%d dims) using %s algorithm\n", func.name, func.n, nlopt_algorithm_name(algorithm)); printf("lower bounds at lb = ["); for (i = 0; i < func.n; ++i) printf(" %g", func.lb[i]); printf("]\n"); printf("upper bounds at ub = ["); for (i = 0; i < func.n; ++i) printf(" %g", func.ub[i]); printf("]\n"); memcpy(lb, func.lb, func.n * sizeof(double)); memcpy(ub, func.ub, func.n * sizeof(double)); for (i = 0; i < func.n; ++i) if (fix_bounds[i]) { printf("fixing bounds for dim[%d] to xmin[%d]=%g\n", i, i, func.xmin[i]); lb[i] = ub[i] = func.xmin[i]; } if (force_constraints) { for (i = 0; i < func.n; ++i) { if (nlopt_iurand(2) == 0) ub[i] = nlopt_urand(lb[i], func.xmin[i]); else lb[i] = nlopt_urand(func.xmin[i], ub[i]); } printf("adjusted lower bounds at lb = ["); for (i = 0; i < func.n; ++i) printf(" %g", lb[i]); printf("]\n"); printf("adjusted upper bounds at ub = ["); for (i = 0; i < func.n; ++i) printf(" %g", ub[i]); printf("]\n"); } if (fabs(func.f(func.n, func.xmin, 0, func.f_data) - func.minf) > 1e-8) { fprintf(stderr, "BUG: function does not achieve given lower bound!\n"); fprintf(stderr, "f(%g", func.xmin[0]); for (i = 1; i < func.n; ++i) fprintf(stderr, ", %g", func.xmin[i]); fprintf(stderr, ") = %0.16g instead of %0.16g, |diff| = %g\n", func.f(func.n, func.xmin, 0, func.f_data), func.minf, fabs(func.f(func.n, func.xmin, 0, func.f_data) - func.minf)); free(x); return 0; } for (iter = 0; iter < iterations; ++iter) { double val; testfuncs_counter = 0; printf("Starting guess x = ["); for (i = 0; i < func.n; ++i) { if (center_start) x[i] = (ub[i] + lb[i]) * 0.5; else if (xinit_tol < 0) { /* random starting point near center of box */ double dx = (ub[i] - lb[i]) * 0.25; double xm = 0.5 * (ub[i] + lb[i]); x[i] = nlopt_urand(xm - dx, xm + dx); } else { x[i] = nlopt_urand(-xinit_tol, xinit_tol) + (1 + nlopt_urand(-xinit_tol, xinit_tol)) * func.xmin[i]; if (x[i] > ub[i]) x[i] = ub[i]; else if (x[i] < lb[i]) x[i] = lb[i]; } printf(" %g", x[i]); } printf("]\n"); f0 = func.f(func.n, x, x + func.n, func.f_data); printf("Starting function value = %g\n", f0); if (iter == 0 && testfuncs_verbose && func.has_gradient) { printf("checking gradient:\n"); for (i = 0; i < func.n; ++i) { double f; x[i] *= 1 + 1e-6; f = func.f(func.n, x, NULL, func.f_data); x[i] /= 1 + 1e-6; printf(" grad[%d] = %g vs. numerical derivative %g\n", i, x[i + func.n], (f - f0) / (x[i] * 1e-6)); } } testfuncs_counter = 0; opt = nlopt_create(algorithm, func.n); nlopt_set_min_objective(opt, bounds_wrap_func, &bw); nlopt_set_lower_bounds(opt, lb); nlopt_set_upper_bounds(opt, ub); nlopt_set_stopval(opt, minf_max); nlopt_set_ftol_rel(opt, ftol_rel); nlopt_set_ftol_abs(opt, ftol_abs); nlopt_set_xtol_rel(opt, xtol_rel); nlopt_set_xtol_abs(opt, xtabs); nlopt_set_maxeval(opt, maxeval); nlopt_set_maxtime(opt, maxtime); ret = nlopt_optimize(opt, x, &minf); printf("finished after %g seconds.\n", nlopt_seconds() - start); printf("return code %d from nlopt_minimize\n", ret); if (ret < 0 && ret != NLOPT_ROUNDOFF_LIMITED && ret != NLOPT_FORCED_STOP) { fprintf(stderr, "testopt: error in nlopt_minimize\n"); free(x); return 0; } printf("Found minimum f = %g after %d evaluations (numevals = %d).\n", minf, testfuncs_counter, nlopt_get_numevals(opt)); nlopt_destroy(opt); total_count += testfuncs_counter; if (testfuncs_counter > max_count) max_count = testfuncs_counter; if (testfuncs_counter < min_count) min_count = testfuncs_counter; printf("Minimum at x = ["); for (i = 0; i < func.n; ++i) printf(" %g", x[i]); printf("]\n"); if (func.minf == 0) printf("|f - minf| = %g\n", fabs(minf - func.minf)); else printf("|f - minf| = %g, |f - minf| / |minf| = %e\n", fabs(minf - func.minf), fabs(minf - func.minf) / fabs(func.minf)); total_err += fabs(minf - func.minf); if (fabs(minf - func.minf) > max_err) max_err = fabs(minf - func.minf); printf("vs. global minimum f = %g at x = [", func.minf); for (i = 0; i < func.n; ++i) printf(" %g", func.xmin[i]); printf("]\n"); val = func.f(func.n, x, NULL, func.f_data); if (fabs(val - minf) > 1e-12) { fprintf(stderr, "Mismatch %g between returned minf=%g and f(x) = %g\n", minf - val, minf, val); free(x); return 0; } } if (iterations > 1) printf("average #evaluations = %g (%d-%d)\naverage |f-minf| = %g, max |f-minf| = %g\n", total_count * 1.0 / iterations, min_count, max_count, total_err / iterations, max_err); free(x); return 1; } static void usage(FILE * f) { fprintf(f, "Usage: testopt [OPTIONS]\n" "Options:\n" " -h : print this help\n" " -L : list available algorithms and objective functions\n" " -v : verbose mode\n" " -a : use optimization algorithm \n" " -o : use objective function \n" " -0 : starting guess within + (1+) * optimum\n" " -b : eliminate given dims by equating bounds\n"); fprintf(f, " -c : starting guess at center of cell\n" " -C : put optimum outside of bound constraints\n" " -e : use at most evals (default: %d, 0 to disable)\n" " -t : use at most seconds (default: disabled)\n" " -x : relative tolerance on x (default: disabled)\n" " -X : absolute tolerance on x (default: disabled)\n", maxeval); fprintf(f, " -f : relative tolerance on f (default: disabled)\n" " -F : absolute tolerance on f (default: disabled)\n" " -m : stop when minf+ is reached (default: disabled)\n" " -i : iterate optimization times (default: 1)\n" " -r : use random seed for starting guesses\n"); } int main(int argc, char **argv) { int c; nlopt_srand_time(); testfuncs_verbose = 0; minf_max_delta = -HUGE_VAL; if (argc <= 1) usage(stdout); #if USE_FEENABLEEXCEPT feenableexcept(FE_INVALID); #endif while ((c = getopt(argc, argv, "hLvVCc0:r:a:o:i:e:t:x:X:f:F:m:b:")) != -1) switch (c) { case 'h': usage(stdout); return EXIT_SUCCESS; case 'L': listalgs(stdout); listfuncs(stdout); return EXIT_SUCCESS; case 'v': testfuncs_verbose = 1; break; case 'V': { int major, minor, patch; nlopt_version(&major, &minor, &patch); printf("NLopt version %d.%d.%d\n", major, minor, patch); return EXIT_SUCCESS; } case 'C': force_constraints = 1; break; case 'r': nlopt_srand((unsigned long) atoi(optarg)); break; case 'a': c = atoi(optarg); if (c < 0 || c >= NLOPT_NUM_ALGORITHMS) { fprintf(stderr, "testopt: invalid algorithm %d\n", c); listalgs(stderr); return EXIT_FAILURE; } algorithm = (nlopt_algorithm) c; break; case 'o': if (!test_function(atoi(optarg))) return EXIT_FAILURE; break; case 'e': maxeval = atoi(optarg); break; case 'i': iterations = atoi(optarg); break; case 't': maxtime = atof(optarg); break; case 'x': xtol_rel = atof(optarg); break; case 'X': xtol_abs = atof(optarg); break; case 'f': ftol_rel = atof(optarg); break; case 'F': ftol_abs = atof(optarg); break; case 'm': minf_max_delta = atof(optarg); break; case 'c': center_start = 1; break; case '0': center_start = 0; xinit_tol = atof(optarg); break; case 'b':{ const char *s = optarg; while (s && *s) { int b = atoi(s); if (b < 0 || b >= 100) { fprintf(stderr, "invalid -b argument"); return EXIT_FAILURE; } fix_bounds[b] = 1; s = strchr(s, ','); if (s) ++s; } break; } default: fprintf(stderr, "harminv: invalid argument -%c\n", c); usage(stderr); return EXIT_FAILURE; } return EXIT_SUCCESS; }