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solver.c
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solver.c
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/* Author: Trung Do
*
*
* * Compile as follows:
* * gcc -o solver solver.c solver_gold.c -std=c99 -lm -lpthread
* */
#include <stdio.h>
#include <string.h>
#include <malloc.h>
#include <time.h>
#include <stdlib.h>
#include <pthread.h>
#include <math.h>
#include "grid.h"
#define NUM_THREADS 4
extern int compute_gold(GRID_STRUCT *);
int compute_using_pthreads_jacobi(GRID_STRUCT *);
int compute_using_pthreads_red_black(GRID_STRUCT *);
void compute_grid_differences(GRID_STRUCT *, GRID_STRUCT *, GRID_STRUCT *);
void* jacobi (void *args);
void* red_black(void *args);
typedef struct args_for_thread{
int thread_id;
int num_elements;
GRID_STRUCT *my_grid;
GRID_STRUCT *temp;
} ARGS_FOR_THREAD;
typedef struct barrier_struct{
pthread_mutex_t mutex;
pthread_cond_t condition;
int counter;
} BARRIER;
float diff = 0;
int is_red = 1;
int num_iter = 0;
int done = 0;
void barrier_sync(BARRIER* barrier);
pthread_mutex_t mutex;
BARRIER barrier = {PTHREAD_MUTEX_INITIALIZER, PTHREAD_COND_INITIALIZER, 0};
/* This function prints the grid on the screen. */
void
display_grid(GRID_STRUCT *my_grid)
{
for(int i = 0; i < my_grid->dimension; i++)
for(int j = 0; j < my_grid->dimension; j++)
printf("%f \t", my_grid->element[i * my_grid->dimension + j]);
printf("\n");
}
/* Print out statistics for the converged values, including min, max, and average. */
void
print_statistics(GRID_STRUCT *my_grid)
{
float min = INFINITY;
float max = 0.0;
double sum = 0.0;
for(int i = 0; i < my_grid->dimension; i++){
for(int j = 0; j < my_grid->dimension; j++){
sum += my_grid->element[i * my_grid->dimension + j];
if(my_grid->element[i * my_grid->dimension + j] > max)
max = my_grid->element[i * my_grid->dimension + j];
if(my_grid->element[i * my_grid->dimension + j] < min)
min = my_grid->element[i * my_grid->dimension + j];
}
}
printf("AVG: %f \n", sum/(float)my_grid->num_elements);
printf("MIN: %f \n", min);
printf("MAX: %f \n", max);
printf("\n");
}
/* Calculate the differences between grid elements for the various implementations. */
void compute_grid_differences(GRID_STRUCT *grid_1, GRID_STRUCT *grid_2, GRID_STRUCT *grid_3)
{
float diff_12, diff_13;
int dimension = grid_1->dimension;
int num_elements = dimension*dimension;
diff_12 = 0.0;
diff_13 = 0.0;
for(int i = 0; i < grid_1->dimension; i++){
for(int j = 0; j < grid_1->dimension; j++){
diff_12 += fabsf(grid_1->element[i * dimension + j] - grid_2->element[i * dimension + j]);
diff_13 += fabsf(grid_1->element[i * dimension + j] - grid_3->element[i * dimension + j]);
}
}
printf("Average difference in grid elements for Gauss Seidel and Red-Black methods = %f. \n", \
diff_12/num_elements);
printf("Average difference in grid elements for Gauss Seidel and Jacobi methods = %f. \n", \
diff_13/num_elements);
}
/* Create a grid of random floating point values bounded by UPPER_BOUND_ON_GRID_VALUE */
void
create_grids(GRID_STRUCT *grid_1, GRID_STRUCT *grid_2, GRID_STRUCT *grid_3)
{
printf("Creating a grid of dimension %d x %d. \n", grid_1->dimension, grid_1->dimension);
grid_1->element = (float *)malloc(sizeof(float) * grid_1->num_elements);
grid_2->element = (float *)malloc(sizeof(float) * grid_2->num_elements);
grid_3->element = (float *)malloc(sizeof(float) * grid_3->num_elements);
srand((unsigned)time(NULL));
float val;
for(int i = 0; i < grid_1->dimension; i++)
for(int j = 0; j < grid_1->dimension; j++){
val = ((float)rand()/(float)RAND_MAX) * UPPER_BOUND_ON_GRID_VALUE;
grid_1->element[i * grid_1->dimension + j] = val;
grid_2->element[i * grid_2->dimension + j] = val;
grid_3->element[i * grid_3->dimension + j] = val;
}
}
/* Edit this function to use the jacobi method of solving the equation. The final result should
* * be placed in the grid_2 data structure */
int compute_using_pthreads_jacobi(GRID_STRUCT *grid_2)
{
pthread_t thread_id[NUM_THREADS]; // Data structure to store the thread IDs
pthread_attr_t attributes; // Thread attributes
pthread_attr_init(&attributes); // Initialize the thread attributes to the default values
ARGS_FOR_THREAD *args_for_thread;
pthread_mutex_t mutex_for_diff; // Lock for the shared variable diff
pthread_mutex_init(&mutex_for_diff, NULL); // Initialize the mutex
//int k = grid_2->num_elements;
GRID_STRUCT *temp = (GRID_STRUCT *)malloc(sizeof(GRID_STRUCT));// Generate a grid for store even iteration
temp->dimension = grid_2->dimension;
temp->num_elements = grid_2->num_elements;
temp->element = (float *)malloc(sizeof(float) * temp->num_elements);
for(int m = 0; m < temp->dimension; m++){ //Initilize temp to grid_2
for(int n = 0; n < temp->dimension; n++){
temp->element[m * grid_2->dimension + n] = grid_2->element[m * grid_2->dimension + n];
}
}
/* Allocate memory on the heap for the required data structures and create the worker threads. */
int i;
int done = 0;
//args_for_thread[NUM_THREADS];
//Create the barrier data structure and initialize it
for(i = 0; i < NUM_THREADS; i++){
args_for_thread = (ARGS_FOR_THREAD *)malloc(sizeof(ARGS_FOR_THREAD));
args_for_thread->thread_id = i; // Provide thread ID
args_for_thread->num_elements = grid_2->num_elements;
args_for_thread->my_grid = grid_2;
args_for_thread->temp = temp;
printf("Args for thread: %d\n", grid_2->element[0]);
if(pthread_create(&thread_id[i], NULL ,jacobi,(void *)args_for_thread) !=0 ){
printf("Cannot create thread\n");
exit(0);
}
else
printf("Thread %d created.\n", i);
}
/* Wait for the workers to finish. */
for(i = 0; i < NUM_THREADS; i++)
pthread_join(thread_id[i], NULL);
// Free args_for_thread structures
free((void *)args_for_thread);
return num_iter;
}
void * jacobi(void *args){
ARGS_FOR_THREAD *args_for_me = (ARGS_FOR_THREAD *)args;
//Reset global variables after red-black
done = 0;
diff = 0;
num_iter = 0;
float local_diff = 0;
/* While not converged */
while(done != 1){
local_diff = 0;
if(num_iter % 2 == 0){ /* Every even iteration move from my_grid to temp grid */
for(int i = args_for_me->thread_id + 1; i < args_for_me->my_grid->dimension-1; i+=NUM_THREADS){ /* Row */
for(int j = 1; j < args_for_me->my_grid->dimension-1; j++){ /* Col */
int pos = i * args_for_me->my_grid->dimension + j;
args_for_me->temp->element[pos] = \
0.20*(args_for_me->my_grid->element[pos] + \
args_for_me->my_grid->element[(i - 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[(i + 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j + 1)] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j - 1)]);
local_diff += fabs(args_for_me->my_grid->element[pos] - args_for_me->temp->element[pos]);
/* Store difference in local variable */
}
}
}
else{ /* Move from temp to my_grid */
for(int i = args_for_me->thread_id + 1; i < args_for_me->my_grid->dimension-1; i+=NUM_THREADS){
for(int j = 1; j < args_for_me->my_grid->dimension-1; j++){
int pos = i * args_for_me->my_grid->dimension + j;
args_for_me->my_grid->element[pos] = \
0.20*(args_for_me->temp->element[pos] + \
args_for_me->temp->element[(i - 1) * args_for_me->temp->dimension + j] +\
args_for_me->temp->element[(i + 1) * args_for_me->temp->dimension + j] +\
args_for_me->temp->element[i * args_for_me->temp->dimension + (j + 1)] +\
args_for_me->temp->element[i * args_for_me->temp->dimension + (j - 1)]);
local_diff += fabs(args_for_me->my_grid->element[pos] - args_for_me->temp->element[pos]);
}
}
}
/* Lock to write to shared difference */
pthread_mutex_lock(&mutex);
diff += local_diff;
pthread_mutex_unlock(&mutex);
if((float)diff/((float)(args_for_me->my_grid->dimension*args_for_me->my_grid->dimension)) < (float)TOLERANCE)
done = 1;
/* Barrier sync and reset difference */
barrier_sync(&barrier);
}
}
void * red_black(void *args){
ARGS_FOR_THREAD *args_for_me = (ARGS_FOR_THREAD *)args;
diff = 0;
num_iter = 0;
float local_diff;
float temp;
while(done != 1){
local_diff = 0;
for(int i = args_for_me->thread_id + 1; i < args_for_me->my_grid->dimension-1; i+=NUM_THREADS){
if(is_red == 0){ /* Operate on only red points */
if(args_for_me->thread_id % 2 == 0){ /* Alternates positions starting with Red or Black */
for(int j = 1; j < args_for_me->my_grid->dimension-1; j+=2){
/* Advance by 2 points to jump over the black point */
int pos = i * args_for_me->my_grid->dimension + j;
temp = args_for_me->my_grid->element[pos];
args_for_me->my_grid->element[pos] = \
0.20*(args_for_me->my_grid->element[pos] + \
args_for_me->my_grid->element[(i - 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[(i + 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j + 1)] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j - 1)]);
local_diff += fabs(args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + j] - temp);
}
}
else{ /* Starts one position in to start on Red */
for(int j = 2; j < args_for_me->my_grid->dimension-1; j+=2){
int pos = i * args_for_me->my_grid->dimension + j;
temp = args_for_me->my_grid->element[pos];
args_for_me->my_grid->element[pos] = \
0.20*(args_for_me->my_grid->element[pos] + \
args_for_me->my_grid->element[(i - 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[(i + 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j + 1)] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j - 1)]);
local_diff += fabs(args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + j] - temp);
}
}
}
else{ /* Operate on only black points */
if(args_for_me->thread_id % 2 == 0){ /* Starts one position in to start on black point */
for(int j = 2; j < args_for_me->my_grid->dimension-1; j+=2){
int pos = i * args_for_me->my_grid->dimension + j;
temp = args_for_me->my_grid->element[pos];
args_for_me->my_grid->element[pos] = \
0.20*(args_for_me->my_grid->element[pos] + \
args_for_me->my_grid->element[(i - 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[(i + 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j + 1)] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j - 1)]);
local_diff += fabs(args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + j] - temp);
}
}
else{
for(int j = 1; j < args_for_me->my_grid->dimension; j+=2){
int pos = i * args_for_me->my_grid->dimension + j;
temp = args_for_me->my_grid->element[pos];
args_for_me->my_grid->element[pos] = \
0.20*(args_for_me->my_grid->element[pos] + \
args_for_me->my_grid->element[(i - 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[(i + 1) * args_for_me->my_grid->dimension + j] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j + 1)] +\
args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + (j - 1)]);
local_diff += fabs(args_for_me->my_grid->element[i * args_for_me->my_grid->dimension + j] - temp);
}
}
}
}
/* Lock and store shared difference */
pthread_mutex_lock(&mutex);
diff += local_diff;
pthread_mutex_unlock(&mutex);
if((float)diff/((float)(args_for_me->my_grid->dimension*args_for_me->my_grid->dimension)) < (float)TOLERANCE)
done = 1;
/* Barrier sync, reset difference and alternate red/black */
barrier_sync(&barrier);
}
}
/* Edit this function to use the red-black method of solving the equation. The final result
* * should be placed in the grid_3 data structure */
int
compute_using_pthreads_red_black(GRID_STRUCT *grid_3)
{
pthread_t worker_thread[NUM_THREADS];
ARGS_FOR_THREAD *args_for_thread;
int i;
for( i = 0; i < NUM_THREADS; i++){
args_for_thread = (ARGS_FOR_THREAD *)malloc(sizeof(ARGS_FOR_THREAD));
args_for_thread->thread_id = i;
args_for_thread->my_grid = grid_3;
if(pthread_create(&worker_thread[i], NULL, red_black, (void *) args_for_thread) != 0){
printf("ERROR");
exit(0);
}
}
for(i = 0; i < NUM_THREADS; i++)
pthread_join(worker_thread[i],NULL);
return num_iter;
}
/* The main function */
int
main(int argc, char **argv)
{
/* Generate the grids and populate them with the same set of random values. */
GRID_STRUCT *grid_1 = (GRID_STRUCT *)malloc(sizeof(GRID_STRUCT));
GRID_STRUCT *grid_2 = (GRID_STRUCT *)malloc(sizeof(GRID_STRUCT));
GRID_STRUCT *grid_3 = (GRID_STRUCT *)malloc(sizeof(GRID_STRUCT));
grid_1->dimension = GRID_DIMENSION;
grid_1->num_elements = grid_1->dimension * grid_1->dimension;
grid_2->dimension = GRID_DIMENSION;
grid_2->num_elements = grid_2->dimension * grid_2->dimension;
grid_3->dimension = GRID_DIMENSION;
grid_3->num_elements = grid_3->dimension * grid_3->dimension;
create_grids(grid_1, grid_2, grid_3);
/* Compute the reference solution using the single-threaded version. */
printf("Using the single threaded version to solve the grid. \n");
int num_iter = compute_gold(grid_1);
printf("Convergence achieved after %d iterations. \n", num_iter);
/* Use pthreads to solve the equation uisng the red-black parallelization technique. */
printf("Using pthreads to solve the grid using the red-black parallelization method. \n");
num_iter = compute_using_pthreads_red_black(grid_2);
printf("Convergence achieved after %d iterations. \n", num_iter);
/* Use pthreads to solve the equation using the jacobi method in parallel. */
printf("Using pthreads to solve the grid using the jacobi method. \n");
num_iter = compute_using_pthreads_jacobi(grid_3);
printf("Convergence achieved after %d iterations. \n", num_iter);
/* Print key statistics for the converged values. */
printf("\n");
printf("Reference: \n");
print_statistics(grid_1);
printf("Red-black: \n");
print_statistics(grid_2);
printf("Jacobi: \n");
print_statistics(grid_3);
/* Compute grid differences. */
compute_grid_differences(grid_1, grid_2, grid_3);
/* Free up the grid data structures. */
free((void *)grid_1->element);
free((void *)grid_1);
free((void *)grid_2->element);
free((void *)grid_2);
free((void *)grid_3->element);
free((void *)grid_3);
return 0;
}
void barrier_sync(BARRIER* barrier)
{
pthread_mutex_lock(&(barrier->mutex));
barrier->counter++;
if(barrier->counter == NUM_THREADS)
{
barrier->counter = 0;
if(is_red == 1) //Change which set of points to operate on
is_red = 0;
else
is_red = 1;
num_iter++;
printf("Iteration %d. Diff: %f. \n", num_iter, diff);
diff = 0; // Reset difference for new iteration
pthread_cond_broadcast(&(barrier->condition));
}
else
{
while((pthread_cond_wait(&(barrier->condition), &(barrier->mutex))) != 0);
}
pthread_mutex_unlock(&(barrier->mutex));
}