// Copyright (c) 2020-2025 Advanced Micro Devices, Inc. All rights reserved. // // Permission is hereby granted, free of charge, to any person obtaining a copy // of this software and associated documentation files (the "Software"), to deal // in the Software without restriction, including without limitation the rights // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell // copies of the Software, and to permit persons to whom the Software is // furnished to do so, subject to the following conditions: // // The above copyright notice and this permission notice shall be included in all // copies or substantial portions of the Software. // // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE // SOFTWARE. #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 (size_t i = 0; i < N; i++) { h_data[i] = dist(rng); } // transfer data to device thrust::device_vector d_data(h_data); // print the initial data std::cout << "initial data" << std::endl; thrust::copy(d_data.begin(), d_data.end(), std::ostream_iterator(std::cout, " ")); std::cout << std::endl; // sort data to bring equal elements together thrust::sort(d_data.begin(), d_data.end()); // print the sorted data std::cout << "sorted data" << std::endl; thrust::copy(d_data.begin(), d_data.end(), std::ostream_iterator(std::cout, " ")); std::cout << std::endl; // 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(), thrust::constant_iterator(1), d_output_keys.begin(), d_output_counts.begin()); // print the counts std::cout << "values" << std::endl; thrust::copy(d_output_keys.begin(), d_output_keys.end(), std::ostream_iterator(std::cout, " ")); std::cout << std::endl; // print the counts std::cout << "counts" << std::endl; thrust::copy(d_output_counts.begin(), d_output_counts.end(), std::ostream_iterator(std::cout, " ")); std::cout << std::endl; // 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[mode_iter - d_output_counts.begin()]; int occurrences = *mode_iter; std::cout << "Modal value " << mode << " occurs " << occurrences << " times " << std::endl; return 0; }