/* forward Euler finite difference solution to the heat equation on a 2D grid (ported to C, from diffusion.cpp) */ #include #include #include #include "zfp/array.h" #define _ (CFP_NAMESPACE.array2d) #define MAX(x, y) (((nx) > (ny)) ? (nx) : (ny)) /* constants used in the solution */ typedef struct { size_t nx; /* grid points in x */ size_t ny; /* grid points in y */ int nt; /* number of time steps (0 for default) */ int x0; /* x location of heat source */ int y0; /* y location of heat source */ double k; /* diffusion constant */ double dx; /* grid spacing in x */ double dy; /* grid spacing in y */ double dt; /* time step */ double tfinal; /* minimum time to run solution to */ double pi; /* 3.141... */ } constants; void init_constants(constants* c, int nx, int ny, int nt) { c->nx = nx; c->ny = ny; c->nt = nt; c->x0 = (nx - 1) / 2; c->y0 = (ny - 1) / 2; c->k = 0.04; c->dx = 2.0 / (MAX(nx, ny) - 1); c->dy = 2.0 / (MAX(nx, ny) - 1); c->dt = 0.5 * (c->dx * c->dx + c->dy * c->dy) / (8 * c->k); c->tfinal = nt ? nt * c->dt : 1.0; c->pi = 3.14159265358979323846; } /* advance solution using integer array indices */ static void time_step_indexed_compressed(cfp_array2d u, const constants* c) { /* compute du/dt */ cfp_array2d du = _.ctor(c->nx, c->ny, _.rate(u), 0, _.cache_size(u)); size_t i, x, y; for (y = 1; y < c->ny - 1; y++) { for (x = 1; x < c->nx - 1; x++) { double uxx = (_.get(u, x - 1, y) - 2 * _.get(u, x, y) + _.get(u, x + 1, y)) / (c->dx * c->dx); double uyy = (_.get(u, x, y - 1) - 2 * _.get(u, x, y) + _.get(u, x, y + 1)) / (c->dy * c->dy); _.set(du, x, y, c->dt * c->k * (uxx + uyy)); } } /* take forward Euler step */ for (i = 0; i < _.size(u); i++) { /* u[i] += du[i] */ double val = _.get_flat(u, i) + _.get_flat(du, i); _.set_flat(u, i, val); } _.dtor(du); } /* advance solution using array iterators */ static void time_step_iterated_compressed(cfp_array2d u, const constants* c) { /* compute du/dt */ cfp_array2d du = _.ctor(c->nx, c->ny, _.rate(u), 0, _.cache_size(u)); cfp_iter2d p, q; for (q = _.begin(du); _.iterator.neq(q, _.end(du)); q = _.iterator.inc(q)) { size_t x = _.iterator.i(q); size_t y = _.iterator.j(q); if (1 <= x && x <= c->nx - 2 && 1 <= y && y <= c->ny - 2) { double uxx = (_.get(u, x - 1, y) - 2 * _.get(u, x, y) + _.get(u, x + 1, y)) / (c->dx * c->dx); double uyy = (_.get(u, x, y - 1) - 2 * _.get(u, x, y) + _.get(u, x, y + 1)) / (c->dy * c->dy); _.iterator.set(q, c->dt * c->k * (uxx + uyy)); } } /* take forward Euler step */ for (p = _.begin(u), q = _.begin(du); _.iterator.neq(p, _.end(u)); p = _.iterator.inc(p), q = _.iterator.inc(q)) { /* u[i] += du[i] */ double val = _.iterator.get(p) + _.iterator.get(q); _.iterator.set(p, val); } _.dtor(du); } /* advance solution using integer array indices */ static void time_step_indexed(double* u, const constants* c) { /* compute du/dt */ double* du = calloc(c->nx * c->ny, sizeof(double)); size_t i, x, y; for (y = 1; y < c->ny - 1; y++) for (x = 1; x < c->nx - 1; x++) { double uxx = (u[(x - 1) + c->nx * y] - 2 * u[x + c->nx * y] + u[(x + 1) + c->nx * y]) / (c->dx * c->dx); double uyy = (u[x + c->nx * (y - 1)] - 2 * u[x + c->nx * y] + u[x + c->nx * (y + 1)]) / (c->dy * c->dy); du[x + c->nx * y] = c->dt * c->k * (uxx + uyy); } /* take forward Euler step */ for (i = 0; i < c->nx * c->ny; i++) u[i] += du[i]; free(du); } /* solve heat equation using compressed arrays */ static double solve_compressed(cfp_array2d u, const constants* c, zfp_bool iterator) { double t; /* initialize u with point heat source (u is assumed to be zero initialized) */ _.set(u, c->x0, c->y0, 1); /* iterate until final time */ for (t = 0; t < c->tfinal; t += c->dt) { fprintf(stderr, "t=%lf\n", t); if (iterator) time_step_iterated_compressed(u, c); else time_step_indexed_compressed(u, c); } return t; } /* solve heat equation using uncompressed arrays */ static double solve(double* u, const constants* c) { double t; /* initialize u with point heat source (u is assumed to be zero initialized) */ u[c->x0 + c->nx * c->y0] = 1; /* iterate until final time */ for (t = 0; t < c->tfinal; t += c->dt) { fprintf(stderr, "t=%lf\n", t); time_step_indexed(u, c); } return t; } /* compute sum of array values */ static double total_compressed(const cfp_array2d u) { double s = 0; const size_t nx = _.size_x(u); const size_t ny = _.size_y(u); size_t x, y; for (y = 1; y < ny - 1; y++) for (x = 1; x < nx - 1; x++) s += _.get(u, x, y); return s; } /* compute sum of array values */ static double total(const double* u, size_t nx, size_t ny) { double s = 0; size_t x, y; for (y = 1; y < ny - 1; y++) for (x = 1; x < nx - 1; x++) s += u[x + nx * y]; return s; } /* compute root mean square error with respect to exact solution */ static double error_compressed(const cfp_array2d u, const constants* c, double t) { double e = 0; size_t x, y; for (y = 1; y < c->ny - 1; y++) { double py = c->dy * ((int)y - (int)c->y0); for (x = 1; x < c->nx - 1; x++) { double px = c->dx * ((int)x - (int)c->x0); double f = _.get(u, x, y); double g = c->dx * c->dy * exp(-(px * px + py * py) / (4 * c->k * t)) / (4 * c->pi * c->k * t); e += (f - g) * (f - g); } } return sqrt(e / ((c->nx - 2) * (c->ny - 2))); } /* compute root mean square error with respect to exact solution */ static double error(const double* u, const constants* c, double t) { double e = 0; size_t x, y; for (y = 1; y < c->ny - 1; y++) { double py = c->dy * ((int)y - (int)c->y0); for (x = 1; x < c->nx - 1; x++) { double px = c->dx * ((int)x - (int)c->x0); double f = u[x + c->nx * y]; double g = c->dx * c->dy * exp(-(px * px + py * py) / (4 * c->k * t)) / (4 * c->pi * c->k * t); e += (f - g) * (f - g); } } return sqrt(e / ((c->nx - 2) * (c->ny - 2))); } static int usage() { fprintf(stderr, "Usage: diffusionC [options]\n"); fprintf(stderr, "Options:\n"); fprintf(stderr, "-b : use 'blocks' 4x4 blocks of cache\n"); fprintf(stderr, "-i : traverse arrays using iterators\n"); fprintf(stderr, "-n : number of grid points\n"); fprintf(stderr, "-r : use compressed arrays with given compressed bits/value\n"); fprintf(stderr, "-t : number of time steps\n"); return EXIT_FAILURE; } int main(int argc, char* argv[]) { int nx = 128; int ny = 128; int nt = 0; int cache_size = 0; double rate = 64; zfp_bool iterator = zfp_false; zfp_bool compression = zfp_false; constants* c = 0; double sum; double err; /* parse command-line options */ int i; for (i = 1; i < argc; i++) { if (argv[i][0] != '-' || argv[i][2]) return usage(); switch(argv[i][1]) { case 'b': if (++i == argc || sscanf(argv[i], "%d", &cache_size) != 1) return usage(); cache_size *= (int)(4 * 4 * sizeof(double)); break; case 'i': iterator = zfp_true; break; case 'n': if (++i == argc || sscanf(argv[i], "%d", &nx) != 1 || ++i == argc || sscanf(argv[i], "%d", &ny) != 1) return usage(); break; case 'r': if (++i == argc || sscanf(argv[i], "%lf", &rate) != 1) return usage(); compression = zfp_true; break; case 't': if (++i == argc || sscanf(argv[i], "%d", &nt) != 1) return usage(); break; default: return usage(); } } c = malloc(sizeof(constants)); init_constants(c, nx, ny, nt); if (compression) { /* solve problem using compressed arrays */ cfp_array2d u = _.ctor(nx, ny, rate, 0, cache_size); double t = solve_compressed(u, c, iterator); sum = total_compressed(u); err = error_compressed(u, c, t); rate = _.rate(u); _.dtor(u); } else { /* solve problem using primitive arrays */ double* u = calloc(nx * ny, sizeof(double)); double t = solve(u, c); sum = total(u, nx, ny); err = error(u, c, t); free(u); } fprintf(stderr, "rate=%g sum=%g error=%.6e\n", rate, sum, err); free(c); return 0; }