#include #include #include #include #include #include #include #include #include #include #include #include // This example compute the mode [1] of a set of numbers. If there // are multiple modes, one with the smallest value it returned. // // [1] http://en.wikipedia.org/wiki/Mode_(statistics) int main() { const size_t N = 30; const size_t M = 10; thrust::default_random_engine rng; thrust::uniform_int_distribution dist(0, M - 1); // generate random data on the host thrust::host_vector h_data(N); for (auto& e : h_data) { e = dist(rng); } // transfer data to device thrust::device_vector d_data(h_data); // print the initial data std::cout << "initial data" << '\n'; thrust::copy(d_data.begin(), d_data.end(), std::ostream_iterator(std::cout, " ")); std::cout << '\n'; // sort data to bring equal elements together thrust::sort(d_data.begin(), d_data.end()); // print the sorted data std::cout << "sorted data" << '\n'; thrust::copy(d_data.begin(), d_data.end(), std::ostream_iterator(std::cout, " ")); std::cout << '\n'; // count number of unique keys size_t num_unique = thrust::unique_count(d_data.begin(), d_data.end()); // count multiplicity of each key thrust::device_vector d_output_keys(num_unique); thrust::device_vector d_output_counts(num_unique); thrust::reduce_by_key( d_data.begin(), d_data.end(), cuda::constant_iterator(1), d_output_keys.begin(), d_output_counts.begin()); // print the counts std::cout << "values" << '\n'; thrust::copy(d_output_keys.begin(), d_output_keys.end(), std::ostream_iterator(std::cout, " ")); std::cout << '\n'; // print the counts std::cout << "counts" << '\n'; thrust::copy(d_output_counts.begin(), d_output_counts.end(), std::ostream_iterator(std::cout, " ")); std::cout << '\n'; // find the index of the maximum count thrust::device_vector::iterator mode_iter; mode_iter = thrust::max_element(d_output_counts.begin(), d_output_counts.end()); int mode = d_output_keys[cuda::std::distance(d_output_counts.begin(), mode_iter)]; int occurrences = *mode_iter; std::cout << "Modal value " << mode << " occurs " << occurrences << " times " << '\n'; return 0; }