recover better parallelism function from git history, recompile
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@ -21,7 +21,7 @@ int main()
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sampler_parallel(sampler, results, n_threads, n_samples);
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sampler_parallel(sampler, results, n_threads, n_samples);
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double avg = array_sum(results, n_samples) / n_samples;
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double avg = array_sum(results, n_samples) / n_samples;
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printf("Average of 1B lognormal(0,10): %f", avg);
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printf("Average of 1B lognormal(0,10): %f\n", avg);
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free(results);
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free(results);
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@ -10,14 +10,40 @@
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/* Parallel sampler */
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/* Parallel sampler */
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void sampler_parallel(double (*sampler)(uint64_t* seed), double* results, int n_threads, int n_samples)
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void sampler_parallel(double (*sampler)(uint64_t* seed), double* results, int n_threads, int n_samples)
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{
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{
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if ((n_samples % n_threads) != 0) {
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fprintf(stderr, "Number of samples isn't divisible by number of threads, aborting\n");
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// Division terminology:
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exit(1);
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// a = b * quotient + reminder
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}
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// a = (a/b)*b + (a%b)
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// dividend: a
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// divisor: b
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// quotient = a / b
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// reminder = a % b
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// "divisor's multiple" := (a/b)*b
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// now, we have n_samples and n_threads
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// to make our life easy, each thread will have a number of samples of: a/b (quotient)
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// and we'll compute the remainder of samples separately
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// to possibly do by Jorge: improve so that the remainder is included in the threads
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int quotient = n_samples / n_threads;
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int remainder = n_samples % n_threads;
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int divisor_multiple = quotient * n_threads;
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uint64_t** seeds = malloc(n_threads * sizeof(uint64_t*));
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uint64_t** seeds = malloc(n_threads * sizeof(uint64_t*));
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// printf("UINT64_MAX: %lu\n", UINT64_MAX);
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srand(1);
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for (uint64_t i = 0; i < n_threads; i++) {
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for (uint64_t i = 0; i < n_threads; i++) {
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seeds[i] = malloc(sizeof(uint64_t));
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seeds[i] = malloc(sizeof(uint64_t));
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*seeds[i] = i + 1; // xorshift can't start with 0
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// Constraints:
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// - xorshift can't start with 0
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// - the seeds should be reasonably separated and not correlated
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*seeds[i] = (uint64_t)rand() * (UINT64_MAX / RAND_MAX);
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// printf("#%ld: %lu\n",i, *seeds[i]);
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// Other initializations tried:
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// *seeds[i] = 1 + i;
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// *seeds[i] = (i + 0.5)*(UINT64_MAX/n_threads);
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// *seeds[i] = (i + 0.5)*(UINT64_MAX/n_threads) + constant * i;
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}
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}
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int i;
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int i;
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@ -25,14 +51,18 @@ void sampler_parallel(double (*sampler)(uint64_t* seed), double* results, int n_
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{
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{
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#pragma omp for
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#pragma omp for
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for (i = 0; i < n_threads; i++) {
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for (i = 0; i < n_threads; i++) {
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int lower_bound = i * (n_samples / n_threads);
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int lower_bound_inclusive = i * quotient;
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int upper_bound = ((i + 1) * (n_samples / n_threads)) - 1;
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int upper_bound_not_inclusive = ((i + 1) * quotient); // note the < in the for loop below,
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// printf("Lower bound: %d, upper bound: %d\n", lower_bound, upper_bound);
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// printf("Lower bound: %d, upper bound: %d\n", lower_bound, upper_bound);
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for (int j = lower_bound; j < upper_bound; j++) {
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for (int j = lower_bound_inclusive; j < upper_bound_not_inclusive; j++) {
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results[j] = sampler(seeds[i]);
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results[j] = sampler(seeds[i]);
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}
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}
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}
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}
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}
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}
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for (int j = divisor_multiple; j < n_samples; j++) {
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results[j] = sampler(seeds[0]);
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// we can just reuse a seed, this isn't problematic because we are not doing multithreading
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}
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for (uint64_t i = 0; i < n_threads; i++) {
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for (uint64_t i = 0; i < n_threads; i++) {
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free(seeds[i]);
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free(seeds[i]);
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