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C/samples.c
68
C/samples.c
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@ -85,8 +85,8 @@ float split_array_sum(float** meta_array, int length, int divided_into)
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float rand_float(float to, unsigned int* seed)
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float rand_float(float to, unsigned int* seed)
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{
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{
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return ((float)rand_r(seed) / (float)RAND_MAX) * to;
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return ((float)rand_r(seed) / (float)RAND_MAX) * to;
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// See: <https://stackoverflow.com/questions/43151361/how-to-create-thread-safe-random-number-generator-in-c-using-rand-r> for why to use rand_r:
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// See: <https://stackoverflow.com/questions/43151361/how-to-create-thread-safe-random-number-generator-in-c-using-rand-r> for why to use rand_r:
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// rand() is not thread-safe, as it relies on (shared) hidden state.
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// rand() is not thread-safe, as it relies on (shared) hidden state.
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}
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}
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float ur_normal(unsigned int* seed)
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float ur_normal(unsigned int* seed)
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@ -99,7 +99,7 @@ float ur_normal(unsigned int* seed)
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inline float random_uniform(float from, float to, unsigned int* seed)
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inline float random_uniform(float from, float to, unsigned int* seed)
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{
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{
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return ((float) rand_r(seed) / (float)RAND_MAX) * (to - from) + from;
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return ((float)rand_r(seed) / (float)RAND_MAX) * (to - from) + from;
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}
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}
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inline float random_normal(float mean, float sigma, unsigned int* seed)
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inline float random_normal(float mean, float sigma, unsigned int* seed)
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@ -123,10 +123,10 @@ inline float random_to(float low, float high, unsigned int* seed)
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}
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}
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// Mixture function
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// Mixture function
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void mixture(float (*samplers[])(unsigned int* ), float* weights, int n_dists, float** results, int n_threads)
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void mixture(float (*samplers[])(unsigned int*), float* weights, int n_dists, float** results, int n_threads)
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{
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{
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// You can see a simpler version of this function in the git history
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// You can see a simpler version of this function in the git history
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// or in C-02-better-algorithm-one-thread/
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// or in C-02-better-algorithm-one-thread/
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float sum_weights = array_sum(weights, n_dists);
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float sum_weights = array_sum(weights, n_dists);
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float* normalized_weights = malloc(n_dists * sizeof(float));
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float* normalized_weights = malloc(n_dists * sizeof(float));
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for (int i = 0; i < n_dists; i++) {
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for (int i = 0; i < n_dists; i++) {
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@ -139,11 +139,11 @@ void mixture(float (*samplers[])(unsigned int* ), float* weights, int n_dists, f
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//create var holders
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//create var holders
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float p1;
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float p1;
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int sample_index, i, own_length;
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int sample_index, i, own_length;
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unsigned int* seeds[n_threads];
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unsigned int* seeds[n_threads];
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for(unsigned int i=0; i<n_threads; i++){
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for (unsigned int i = 0; i < n_threads; i++) {
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seeds[i] = malloc(sizeof(unsigned int));
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seeds[i] = malloc(sizeof(unsigned int));
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*seeds[i] = i;
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*seeds[i] = i;
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}
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}
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#pragma omp parallel private(i, p1, sample_index, own_length)
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#pragma omp parallel private(i, p1, sample_index, own_length)
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{
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{
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@ -163,9 +163,9 @@ void mixture(float (*samplers[])(unsigned int* ), float* weights, int n_dists, f
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}
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}
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free(normalized_weights);
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free(normalized_weights);
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free(cummulative_weights);
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free(cummulative_weights);
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for(unsigned int i=0; i<n_threads; i++){
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for (unsigned int i = 0; i < n_threads; i++) {
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free(seeds[i]);
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free(seeds[i]);
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}
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}
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}
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}
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// Functions used for the BOTEC.
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// Functions used for the BOTEC.
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@ -194,29 +194,29 @@ float sample_many(unsigned int* seed)
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int main()
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int main()
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{
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{
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// Toy example
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// Toy example
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// Declare variables in play
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// Declare variables in play
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float p_a, p_b, p_c;
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float p_a, p_b, p_c;
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int n_threads = omp_get_max_threads();
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int n_threads = omp_get_max_threads();
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// printf("Max threads: %d\n", n_threads);
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// printf("Max threads: %d\n", n_threads);
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// omp_set_num_threads(n_threads);
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// omp_set_num_threads(n_threads);
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float** dist_mixture = malloc(n_threads * sizeof(float*));
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float** dist_mixture = malloc(n_threads * sizeof(float*));
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split_array_allocate(dist_mixture, N, n_threads);
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split_array_allocate(dist_mixture, N, n_threads);
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// Initialize variables
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// Initialize variables
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p_a = 0.8;
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p_a = 0.8;
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p_b = 0.5;
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p_b = 0.5;
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p_c = p_a * p_b;
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p_c = p_a * p_b;
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// Generate mixture
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// Generate mixture
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int n_dists = 4;
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int n_dists = 4;
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float weights[] = { 1 - p_c, p_c / 2, p_c / 4, p_c / 4 };
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float weights[] = { 1 - p_c, p_c / 2, p_c / 4, p_c / 4 };
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float (*samplers[])(unsigned int* ) = { sample_0, sample_1, sample_few, sample_many };
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float (*samplers[])(unsigned int*) = { sample_0, sample_1, sample_few, sample_many };
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mixture(samplers, weights, n_dists, dist_mixture, n_threads);
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mixture(samplers, weights, n_dists, dist_mixture, n_threads);
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printf("Sum(dist_mixture, N)/N = %f\n", split_array_sum(dist_mixture, N, n_threads) / N);
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printf("Sum(dist_mixture, N)/N = %f\n", split_array_sum(dist_mixture, N, n_threads) / N);
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// array_print(dist_mixture[0], N);
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// array_print(dist_mixture[0], N);
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split_array_free(dist_mixture, n_threads);
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split_array_free(dist_mixture, n_threads);
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return 0;
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return 0;
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}
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}
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