I'm new to multithreading and try to learn it through a simple program, which adds 1 to n and return the sum. In the sequential case, the main
call the sumFrom1
function twice for n = 1e5 and 2e5; in the multithreaded cases, two threads are created using pthread_create
and two sums are calculated in separate thread. The multithreadting version is much slower than the sequential version (see results below). I run this on a 12-CPU platform and there are no communication between threads.
Multithreaded:
Thread 1 returns: 0
Thread 2 returns: 0
sum of 1..10000: 50005000
sum of 1..20000: 200010000
time: 156 seconds
Sequential:
sum of 1..10000: 50005000
sum of 1..20000: 200010000
time: 56 seconds
When I add -O2 in compilation, the time of multithreaded version (9s) is less than that of sequential version (11s), but not much as I expect. I can always have the -O2 flag on but I'm curious about the low speed of multithreading in the unoptimized case. Should it be slower than sequential version? If not, what can I do to make it faster?
The code:
#include <stdio.h>
#include <pthread.h>
#include <time.h>
typedef struct my_struct
{
int n;
int sum;
}my_struct_t;
void *sumFrom1(void* sit)
{
my_struct_t* local_sit = (my_struct_t*) sit;
int i;
int nsim = 500000; // Loops for consuming time
int j;
for(j = 0; j < nsim; j++)
{
local_sit->sum = 0;
for(i = 0; i <= local_sit->n; i++)
local_sit->sum += i;
}
}
int main(int argc, char *argv[])
{
pthread_t thread1;
pthread_t thread2;
my_struct_t si1;
my_struct_t si2;
int iret1;
int iret2;
time_t t1;
time_t t2;
si1.n = 10000;
si2.n = 20000;
if(argc == 2 && atoi(argv[1]) == 1) // Use "./prog 1" to test the time of multithreaded version
{
t1 = time(0);
iret1 = pthread_create(&thread1, NULL, sumFrom1, (void*)&si1);
iret2 = pthread_create(&thread2, NULL, sumFrom1, (void*)&si2);
pthread_join(thread1, NULL);
pthread_join(thread2, NULL);
t2 = time(0);
printf("Thread 1 returns: %d\n",iret1);
printf("Thread 2 returns: %d\n",iret2);
printf("sum of 1..%d: %d\n", si1.n, si1.sum);
printf("sum of 1..%d: %d\n", si2.n, si2.sum);
printf("time: %d seconds", t2 - t1);
}
else // Use "./prog" to test the time of sequential version
{
t1 = time(0);
sumFrom1((void*)&si1);
sumFrom1((void*)&si2);
t2 = time(0);
printf("sum of 1..%d: %d\n", si1.n, si1.sum);
printf("sum of 1..%d: %d\n", si2.n, si2.sum);
printf("time: %d seconds", t2 - t1);
}
return 0;
}
UPDATE1:
After a little googling on "false sharing" (Thanks, @Martin James!), I think it is the main cause. There are (at least) two ways to fix it:
The first way is inserting a buffer zone between the two structs (Thanks, @dasblinkenlight):
my_struct_t si1;
char memHolder[4096];
my_struct_t si2;
Without -O2, the time consuming decreases from ~156s to ~38s.
The second way is avoiding frequently updating sit->sum
, which can be realized using a temp variable in sumFrom1
(as @Jens Gustedt replied):
for(int sum = 0, j = 0; j < nsim; j++)
{
sum = 0;
for(i = 0; i <= local_sit->n; i++)
sum += i;
}
local_sit->sum = sum;
Without -O2, the time consuming decreases from ~156s to ~35s or ~109s (It has two peaks! I don't know why.). With -O2, the time consuming stays ~8s.