tweak parallelism example
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@ -15,7 +15,7 @@ int main()
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// Question being asked: what is the distribution of sampling 1000 times and taking the min?
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double sample_min_of_n(uint64_t* seed, int n){
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double min = sample_normal(5, 2, seed);
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for(int i=0; i<(n-2); i++){
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for(int i=0; i<(n-1); i++){
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double sample = sample_normal(5, 2, seed);
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if(sample < min){
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min = sample;
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@ -27,7 +27,7 @@ int main()
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return sample_min_of_n(seed, 1000);
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}
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int n_samples = 1000000, n_threads = 16;
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int n_samples = 10000, n_threads = 16;
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double* results = malloc(n_samples * sizeof(double));
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parallel_sampler(sampler_min_of_1000, results, n_threads, n_samples);
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printf("Mean of the distribution of (taking the min of 1000 samples of a normal(5,2)): %f\n", array_mean(results, n_samples));
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@ -41,27 +41,29 @@ int main()
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int quotient = n / 16;
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int remainder = n % 16;
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uint64_t seed = 1000;
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uint64_t seed = 100;
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double result_remainder = sample_min_of_n(&seed, remainder);
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double sample_min_of_quotient(uint64_t* seed) {
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return sample_min_of_n(seed, quotient);
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double result = sample_min_of_n(seed, quotient);
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// printf("Result: %f\n", result);
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return result;
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}
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double* results_quotient = malloc(quotient * sizeof(double));
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parallel_sampler(sample_min_of_quotient, results_quotient, n_threads, quotient);
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double* results = malloc(n_threads * sizeof(double));
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parallel_sampler(sample_min_of_quotient, results, n_threads, n_threads);
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double min = results_quotient[0];
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for(int i=1; i<quotient; i++){
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if(min > results_quotient[i]){
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min = results_quotient[i];
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double min = results[0];
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for(int i=1; i<n_threads; i++){
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if(min > results[i]){
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min = results[i];
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}
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}
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if(min > result_remainder){
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min = result_remainder;
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}
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free(results_quotient);
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free(results);
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return min;
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}
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printf("Minimum of 1M samples of normal(5,2): %f\n", sample_n_parallel(1000000));
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printf("Minimum of 10M samples of normal(5,2): %f\n", sample_n_parallel(1000 * 1000));
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}
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@ -326,14 +326,25 @@ void parallel_sampler(double (*sampler)(uint64_t* seed), double* results, int n_
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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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// 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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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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int i;
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#pragma omp parallel private(i)
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{
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{
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#pragma omp for
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for (i = 0; i < n_threads; i++) {
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int lower_bound_inclusive = i * quotient;
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