After a lot of searching for an implementation of parallel quicksort in c, I'm about to dive in and code it myself. (I need to sort an array of about 1 million text strings.) It seems that all the implementations I have found divide the work inside the qsort function itself, which creates a huge amount of overhead in partitioning the relatively small amount of work per thread.
Would it not be much faster to divide the 1 million strings by the number of threads (in my case, 24 threads), and have them each work on a section, and then do a mergesort? Granted, this has the theoretical disadvantage that it is not an in-place sort, but with gobs of memory available it is not a problem. The machine this runs on has 12 (very fast) physical/24 logical cores and 192 GB (yes, gigabytes) of memory. Currently, even on this machine, the sort takes almost 8 minutes!
Would it not be much faster to divide the 1 million strings by the number of threads (in my case, 24 threads), and have them each work on a section, and then do a mergesort?
Its a good idea.
But you can make some observation by writing toy programs for quick-sort
and merge-sort
and take advantages of their algorithmic-/run-time-behavior.
For example. quick-sort
sorts while dividing
process (pivot
element will be put in its final place at the end of that iteration) and merge-sort
sorts while merging
(sorting is done after the whole working-set is broken down (divided) into very granular-units where it can be directly compared with other granular-units (==
or strcmp()
).
Mixing up algorithms based on the nature of the working set is a good idea.
With respect to the parallel sorting, here is my parallel merge-sort
for you to get started.
#include <stdio.h>
#include <pthread.h>
#include <stdlib.h>
#define NOTHREADS 2
/*
gcc -ggdb -lpthread parallel-mergesort.c
NOTE:
The mergesort boils downs to this..
Given two sorted array's how do we merge this?
We need a new array to hold the result of merging
otherwise it is not possible to do it using array,
so we may need a linked list
*/
int a[] = {10, 8, 5, 2, 3, 6, 7, 1, 4, 9};
typedef struct node {
int i;
int j;
} NODE;
void merge(int i, int j)
{
int mid = (i+j)/2;
int ai = i;
int bi = mid+1;
int newa[j-i+1], newai = 0;
while(ai <= mid && bi <= j) {
if (a[ai] > a[bi])
newa[newai++] = a[bi++];
else
newa[newai++] = a[ai++];
}
while(ai <= mid) {
newa[newai++] = a[ai++];
}
while(bi <= j) {
newa[newai++] = a[bi++];
}
for (ai = 0; ai < (j-i+1) ; ai++)
a[i+ai] = newa[ai];
}
void * mergesort(void *a)
{
NODE *p = (NODE *)a;
NODE n1, n2;
int mid = (p->i+p->j)/2;
pthread_t tid1, tid2;
int ret;
n1.i = p->i;
n1.j = mid;
n2.i = mid+1;
n2.j = p->j;
if (p->i >= p->j) return;
ret = pthread_create(&tid1, NULL, mergesort, &n1);
if (ret) {
printf("%d %s - unable to create thread - ret - %d\n", __LINE__, __FUNCTION__, ret);
exit(1);
}
ret = pthread_create(&tid2, NULL, mergesort, &n2);
if (ret) {
printf("%d %s - unable to create thread - ret - %d\n", __LINE__, __FUNCTION__, ret);
exit(1);
}
pthread_join(tid1, NULL);
pthread_join(tid2, NULL);
merge(p->i, p->j);
pthread_exit(NULL);
}
int main()
{
int i;
NODE m;
m.i = 0;
m.j = 9;
pthread_t tid;
int ret;
ret=pthread_create(&tid, NULL, mergesort, &m);
if (ret) {
printf("%d %s - unable to create thread - ret - %d\n", __LINE__, __FUNCTION__, ret);
exit(1);
}
pthread_join(tid, NULL);
for (i = 0; i < 10; i++)
printf ("%d ", a[i]);
printf ("\n");
// pthread_exit(NULL);
return 0;
}
Good luck!