// MIT License // // 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 "common_benchmark_header.hpp" // HIP API #include #ifndef DEFAULT_N const size_t DEFAULT_N = 1024 * 1024 * 32; #endif template void run_flagged_benchmark(benchmark::State& state, size_t size, const hipStream_t stream, float true_probability) { std::vector input = benchmark_utils::get_random_data(size, benchmark_utils::generate_limits::min(), benchmark_utils::generate_limits::max()); std::vector flags = benchmark_utils::get_random_data01(size, true_probability); T* d_input; FlagType* d_flags; T* d_output; unsigned int* d_selected_count_output; HIP_CHECK(hipMalloc(&d_input, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_flags, flags.size() * sizeof(FlagType))); HIP_CHECK(hipMalloc(&d_output, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_selected_count_output, sizeof(unsigned int))); HIP_CHECK(hipMemcpy(d_input, input.data(), input.size() * sizeof(T), hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(d_flags, flags.data(), flags.size() * sizeof(FlagType), hipMemcpyHostToDevice)); HIP_CHECK(hipDeviceSynchronize()); // Allocate temporary storage memory size_t temp_storage_size_bytes = 0; // Get size of d_temp_storage HIP_CHECK(hipcub::DeviceSelect::Flagged(nullptr, temp_storage_size_bytes, d_input, d_flags, d_output, d_selected_count_output, input.size(), stream)); HIP_CHECK(hipDeviceSynchronize()); // allocate temporary storage void* d_temp_storage = nullptr; HIP_CHECK(hipMalloc(&d_temp_storage, temp_storage_size_bytes)); HIP_CHECK(hipDeviceSynchronize()); // Warm-up for(size_t i = 0; i < 10; i++) { HIP_CHECK(hipcub::DeviceSelect::Flagged(d_temp_storage, temp_storage_size_bytes, d_input, d_flags, d_output, d_selected_count_output, input.size(), stream)); } HIP_CHECK(hipDeviceSynchronize()); const unsigned int batch_size = 10; for(auto _ : state) { auto start = std::chrono::high_resolution_clock::now(); for(size_t i = 0; i < batch_size; i++) { HIP_CHECK(hipcub::DeviceSelect::Flagged(d_temp_storage, temp_storage_size_bytes, d_input, d_flags, d_output, d_selected_count_output, input.size(), stream)); } HIP_CHECK(hipDeviceSynchronize()); auto end = std::chrono::high_resolution_clock::now(); auto elapsed_seconds = std::chrono::duration_cast>(end - start); state.SetIterationTime(elapsed_seconds.count()); } state.SetBytesProcessed(state.iterations() * batch_size * size * sizeof(T)); state.SetItemsProcessed(state.iterations() * batch_size * size); HIP_CHECK(hipFree(d_input)); HIP_CHECK(hipFree(d_flags)); HIP_CHECK(hipFree(d_output)); HIP_CHECK(hipFree(d_selected_count_output)); HIP_CHECK(hipFree(d_temp_storage)); HIP_CHECK(hipDeviceSynchronize()); } template struct SelectOperator { float true_probability; SelectOperator(float true_probability_) : true_probability(true_probability_) {} HIPCUB_DEVICE inline constexpr bool operator()(const T& value) { return value < T(1000 * true_probability); } }; template void run_selectop_benchmark(benchmark::State& state, size_t size, const hipStream_t stream, float true_probability) { std::vector input = benchmark_utils::get_random_data(size, T(0), T(1000)); SelectOperator select_op(true_probability); T* d_input; T* d_output; unsigned int* d_selected_count_output; HIP_CHECK(hipMalloc(&d_input, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_output, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_selected_count_output, sizeof(unsigned int))); HIP_CHECK(hipMemcpy(d_input, input.data(), input.size() * sizeof(T), hipMemcpyHostToDevice)); HIP_CHECK(hipDeviceSynchronize()); // Allocate temporary storage memory size_t temp_storage_size_bytes; // Get size of d_temp_storage HIP_CHECK(hipcub::DeviceSelect::If(nullptr, temp_storage_size_bytes, d_input, d_output, d_selected_count_output, input.size(), select_op, stream)); HIP_CHECK(hipDeviceSynchronize()); // allocate temporary storage void* d_temp_storage = nullptr; HIP_CHECK(hipMalloc(&d_temp_storage, temp_storage_size_bytes)); HIP_CHECK(hipDeviceSynchronize()); // Warm-up for(size_t i = 0; i < 10; i++) { HIP_CHECK(hipcub::DeviceSelect::If(d_temp_storage, temp_storage_size_bytes, d_input, d_output, d_selected_count_output, input.size(), select_op, stream)); } HIP_CHECK(hipDeviceSynchronize()); const unsigned int batch_size = 10; for(auto _ : state) { auto start = std::chrono::high_resolution_clock::now(); for(size_t i = 0; i < batch_size; i++) { HIP_CHECK(hipcub::DeviceSelect::If(d_temp_storage, temp_storage_size_bytes, d_input, d_output, d_selected_count_output, input.size(), select_op, stream)); } HIP_CHECK(hipDeviceSynchronize()); auto end = std::chrono::high_resolution_clock::now(); auto elapsed_seconds = std::chrono::duration_cast>(end - start); state.SetIterationTime(elapsed_seconds.count()); } state.SetBytesProcessed(state.iterations() * batch_size * size * sizeof(T)); state.SetItemsProcessed(state.iterations() * batch_size * size); HIP_CHECK(hipFree(d_input)); HIP_CHECK(hipFree(d_output)); HIP_CHECK(hipFree(d_selected_count_output)); HIP_CHECK(hipFree(d_temp_storage)); HIP_CHECK(hipDeviceSynchronize()); } template void run_flagged_if_benchmark(benchmark::State& state, size_t size, const hipStream_t stream, float true_probability) { std::vector input = benchmark_utils::get_random_data(size, benchmark_utils::generate_limits::min(), benchmark_utils::generate_limits::max()); std::vector flags = benchmark_utils::get_random_data01(size, true_probability); SelectOperator select_flag_op(true_probability); T* d_input; FlagType* d_flags; T* d_output; unsigned int* d_selected_count_output; HIP_CHECK(hipMalloc(&d_input, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_flags, flags.size() * sizeof(FlagType))); HIP_CHECK(hipMalloc(&d_output, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_selected_count_output, sizeof(unsigned int))); HIP_CHECK(hipMemcpy(d_input, input.data(), input.size() * sizeof(T), hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(d_flags, flags.data(), flags.size() * sizeof(FlagType), hipMemcpyHostToDevice)); HIP_CHECK(hipDeviceSynchronize()); // Allocate temporary storage memory size_t temp_storage_size_bytes = 0; // Get size of d_temp_storage HIP_CHECK(hipcub::DeviceSelect::FlaggedIf(nullptr, temp_storage_size_bytes, d_input, d_flags, d_output, d_selected_count_output, input.size(), select_flag_op, stream)); HIP_CHECK(hipDeviceSynchronize()); // allocate temporary storage void* d_temp_storage = nullptr; HIP_CHECK(hipMalloc(&d_temp_storage, temp_storage_size_bytes)); HIP_CHECK(hipDeviceSynchronize()); // Warm-up for(size_t i = 0; i < 10; i++) { HIP_CHECK(hipcub::DeviceSelect::FlaggedIf(d_temp_storage, temp_storage_size_bytes, d_input, d_flags, d_output, d_selected_count_output, input.size(), select_flag_op, stream)); } HIP_CHECK(hipDeviceSynchronize()); const unsigned int batch_size = 10; for(auto _ : state) { auto start = std::chrono::high_resolution_clock::now(); for(size_t i = 0; i < batch_size; i++) { HIP_CHECK(hipcub::DeviceSelect::FlaggedIf(d_temp_storage, temp_storage_size_bytes, d_input, d_flags, d_output, d_selected_count_output, input.size(), select_flag_op, stream)); } HIP_CHECK(hipDeviceSynchronize()); auto end = std::chrono::high_resolution_clock::now(); auto elapsed_seconds = std::chrono::duration_cast>(end - start); state.SetIterationTime(elapsed_seconds.count()); } state.SetBytesProcessed(state.iterations() * batch_size * size * sizeof(T)); state.SetItemsProcessed(state.iterations() * batch_size * size); HIP_CHECK(hipFree(d_input)); HIP_CHECK(hipFree(d_flags)); HIP_CHECK(hipFree(d_output)); HIP_CHECK(hipFree(d_selected_count_output)); HIP_CHECK(hipFree(d_temp_storage)); } template void run_unique_benchmark(benchmark::State& state, size_t size, const hipStream_t stream, float discontinuity_probability) { hipcub::Sum op; std::vector input(size); { auto input01 = benchmark_utils::get_random_data01(size, discontinuity_probability); auto acc = input01[0]; input[0] = acc; for(size_t i = 1; i < input01.size(); i++) { input[i] = op(acc, input01[i]); } } T* d_input; T* d_output; unsigned int* d_selected_count_output; HIP_CHECK(hipMalloc(&d_input, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_output, input.size() * sizeof(T))); HIP_CHECK(hipMalloc(&d_selected_count_output, sizeof(unsigned int))); HIP_CHECK(hipMemcpy(d_input, input.data(), input.size() * sizeof(T), hipMemcpyHostToDevice)); HIP_CHECK(hipDeviceSynchronize()); // Allocate temporary storage memory size_t temp_storage_size_bytes; // Get size of d_temp_storage HIP_CHECK(hipcub::DeviceSelect::Unique(nullptr, temp_storage_size_bytes, d_input, d_output, d_selected_count_output, input.size(), stream)); HIP_CHECK(hipDeviceSynchronize()); // allocate temporary storage void* d_temp_storage = nullptr; HIP_CHECK(hipMalloc(&d_temp_storage, temp_storage_size_bytes)); HIP_CHECK(hipDeviceSynchronize()); // Warm-up for(size_t i = 0; i < 10; i++) { HIP_CHECK(hipcub::DeviceSelect::Unique(d_temp_storage, temp_storage_size_bytes, d_input, d_output, d_selected_count_output, input.size(), stream)); } HIP_CHECK(hipDeviceSynchronize()); const unsigned int batch_size = 10; for(auto _ : state) { auto start = std::chrono::high_resolution_clock::now(); for(size_t i = 0; i < batch_size; i++) { HIP_CHECK(hipcub::DeviceSelect::Unique(d_temp_storage, temp_storage_size_bytes, d_input, d_output, d_selected_count_output, input.size(), stream)); } HIP_CHECK(hipDeviceSynchronize()); auto end = std::chrono::high_resolution_clock::now(); auto elapsed_seconds = std::chrono::duration_cast>(end - start); state.SetIterationTime(elapsed_seconds.count()); } state.SetBytesProcessed(state.iterations() * batch_size * size * sizeof(T)); state.SetItemsProcessed(state.iterations() * batch_size * size); HIP_CHECK(hipFree(d_input)); HIP_CHECK(hipFree(d_output)); HIP_CHECK(hipFree(d_selected_count_output)); HIP_CHECK(hipFree(d_temp_storage)); } template void run_unique_by_key_benchmark(benchmark::State& state, size_t size, const hipStream_t stream, float discontinuity_probability) { hipcub::Sum op; std::vector input_keys(size); { auto input01 = benchmark_utils::get_random_data01(size, discontinuity_probability); auto acc = input01[0]; input_keys[0] = acc; for(size_t i = 1; i < input01.size(); i++) { input_keys[i] = op(acc, input01[i]); } } const auto input_values = benchmark_utils::get_random_data(size, ValueT(-1000), ValueT(1000)); KeyT* d_keys_input; ValueT* d_values_input; KeyT* d_keys_output; ValueT* d_values_output; unsigned int* d_selected_count_output; HIP_CHECK(hipMalloc(&d_keys_input, input_keys.size() * sizeof(input_keys[0]))); HIP_CHECK(hipMalloc(&d_values_input, input_values.size() * sizeof(input_values[0]))); HIP_CHECK(hipMalloc(&d_keys_output, input_keys.size() * sizeof(input_keys[0]))); HIP_CHECK(hipMalloc(&d_values_output, input_values.size() * sizeof(input_values[0]))); HIP_CHECK(hipMalloc(&d_selected_count_output, sizeof(*d_selected_count_output))); HIP_CHECK(hipMemcpy(d_keys_input, input_keys.data(), input_keys.size() * sizeof(input_keys[0]), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(d_values_input, input_values.data(), input_values.size() * sizeof(input_values[0]), hipMemcpyHostToDevice)); // Allocate temporary storage memory size_t temp_storage_size_bytes; // Get size of d_temp_storage HIP_CHECK(hipcub::DeviceSelect::UniqueByKey(nullptr, temp_storage_size_bytes, d_keys_input, d_values_input, d_keys_output, d_values_output, d_selected_count_output, input_keys.size(), stream)); HIP_CHECK(hipDeviceSynchronize()); // allocate temporary storage void* d_temp_storage = nullptr; HIP_CHECK(hipMalloc(&d_temp_storage, temp_storage_size_bytes)); HIP_CHECK(hipDeviceSynchronize()); // Warm-up for(size_t i = 0; i < 10; i++) { HIP_CHECK(hipcub::DeviceSelect::UniqueByKey(d_temp_storage, temp_storage_size_bytes, d_keys_input, d_values_input, d_keys_output, d_values_output, d_selected_count_output, input_keys.size(), stream)); } HIP_CHECK(hipDeviceSynchronize()); const unsigned int batch_size = 10; for(auto _ : state) { auto start = std::chrono::high_resolution_clock::now(); for(size_t i = 0; i < batch_size; i++) { HIP_CHECK(hipcub::DeviceSelect::UniqueByKey(d_temp_storage, temp_storage_size_bytes, d_keys_input, d_values_input, d_keys_output, d_values_output, d_selected_count_output, input_keys.size(), stream)); } HIP_CHECK(hipDeviceSynchronize()); auto end = std::chrono::high_resolution_clock::now(); auto elapsed_seconds = std::chrono::duration_cast>(end - start); state.SetIterationTime(elapsed_seconds.count()); } state.SetBytesProcessed(state.iterations() * batch_size * size * (sizeof(KeyT) + sizeof(ValueT))); state.SetItemsProcessed(state.iterations() * batch_size * size); HIP_CHECK(hipFree(d_keys_input)); HIP_CHECK(hipFree(d_values_input)); HIP_CHECK(hipFree(d_keys_output)); HIP_CHECK(hipFree(d_values_output)); HIP_CHECK(hipFree(d_selected_count_output)); HIP_CHECK(hipFree(d_temp_storage)); } #define CREATE_SELECT_FLAGGED_BENCHMARK(T, F, p) \ benchmark::RegisterBenchmark( \ std::string("device_select_flagged.(probability:" #p ")") \ .c_str(), \ &run_flagged_benchmark, \ size, \ stream, \ p) #define CREATE_SELECT_IF_BENCHMARK(T, p) \ benchmark::RegisterBenchmark( \ std::string("device_select_if.(probability:" #p ")") \ .c_str(), \ &run_selectop_benchmark, \ size, \ stream, \ p) #define CREATE_SELECT_FLAGGED_IF_BENCHMARK(T, F, p) \ benchmark::RegisterBenchmark( \ std::string("device_select_flagged_if.(probability:" #p ")") \ .c_str(), \ &run_flagged_if_benchmark, \ size, \ stream, \ p) #define CREATE_UNIQUE_BENCHMARK(T, p) \ benchmark::RegisterBenchmark( \ std::string("device_select_unique.(probability:" #p ")") \ .c_str(), \ &run_unique_benchmark, \ size, \ stream, \ p) #define CREATE_UNIQUE_BY_KEY_BENCHMARK(K, V, p) \ benchmark::RegisterBenchmark( \ std::string("device_select_unique_by_key.(probability:" #p ")") \ .c_str(), \ &run_unique_by_key_benchmark, \ size, \ stream, \ p) #define BENCHMARK_FLAGGED_TYPE(type, value) \ CREATE_SELECT_FLAGGED_BENCHMARK(type, value, 0.05f), \ CREATE_SELECT_FLAGGED_BENCHMARK(type, value, 0.25f), \ CREATE_SELECT_FLAGGED_BENCHMARK(type, value, 0.5f), \ CREATE_SELECT_FLAGGED_BENCHMARK(type, value, 0.75f) #define BENCHMARK_IF_TYPE(type) \ CREATE_SELECT_IF_BENCHMARK(type, 0.05f), CREATE_SELECT_IF_BENCHMARK(type, 0.25f), \ CREATE_SELECT_IF_BENCHMARK(type, 0.5f), CREATE_SELECT_IF_BENCHMARK(type, 0.75f) #define BENCHMARK_FLAGGED_IF_TYPE(type, value) \ CREATE_SELECT_FLAGGED_IF_BENCHMARK(type, value, 0.05f), \ CREATE_SELECT_FLAGGED_IF_BENCHMARK(type, value, 0.25f), \ CREATE_SELECT_FLAGGED_IF_BENCHMARK(type, value, 0.5f), \ CREATE_SELECT_FLAGGED_IF_BENCHMARK(type, value, 0.75f) #define BENCHMARK_UNIQUE_TYPE(type) \ CREATE_UNIQUE_BENCHMARK(type, 0.05f), CREATE_UNIQUE_BENCHMARK(type, 0.25f), \ CREATE_UNIQUE_BENCHMARK(type, 0.5f), CREATE_UNIQUE_BENCHMARK(type, 0.75f) #define BENCHMARK_UNIQUE_BY_KEY_TYPE(key_type, value_type) \ CREATE_UNIQUE_BY_KEY_BENCHMARK(key_type, value_type, 0.05f), \ CREATE_UNIQUE_BY_KEY_BENCHMARK(key_type, value_type, 0.25f), \ CREATE_UNIQUE_BY_KEY_BENCHMARK(key_type, value_type, 0.5f), \ CREATE_UNIQUE_BY_KEY_BENCHMARK(key_type, value_type, 0.75f) int main(int argc, char* argv[]) { cli::Parser parser(argc, argv); parser.set_optional("size", "size", DEFAULT_N, "number of values"); parser.set_optional("trials", "trials", -1, "number of iterations"); parser.run_and_exit_if_error(); // Parse argv benchmark::Initialize(&argc, argv); const size_t size = parser.get("size"); const int trials = parser.get("trials"); std::cout << "benchmark_device_select" << std::endl; // HIP hipStream_t stream = 0; // default hipDeviceProp_t devProp; int device_id = 0; HIP_CHECK(hipGetDevice(&device_id)); HIP_CHECK(hipGetDeviceProperties(&devProp, device_id)); std::cout << "[HIP] Device name: " << devProp.name << std::endl; using custom_double2 = benchmark_utils::custom_type; using custom_int_double = benchmark_utils::custom_type; // Add benchmarks std::vector benchmarks = {BENCHMARK_FLAGGED_TYPE(int, unsigned char), BENCHMARK_FLAGGED_TYPE(float, unsigned char), BENCHMARK_FLAGGED_TYPE(double, unsigned char), BENCHMARK_FLAGGED_TYPE(uint8_t, uint8_t), BENCHMARK_FLAGGED_TYPE(int8_t, int8_t), BENCHMARK_FLAGGED_TYPE(custom_double2, unsigned char), BENCHMARK_IF_TYPE(int), BENCHMARK_IF_TYPE(float), BENCHMARK_IF_TYPE(double), BENCHMARK_IF_TYPE(uint8_t), BENCHMARK_IF_TYPE(int8_t), BENCHMARK_IF_TYPE(custom_int_double), BENCHMARK_FLAGGED_IF_TYPE(int, unsigned char), BENCHMARK_FLAGGED_IF_TYPE(float, unsigned char), BENCHMARK_FLAGGED_IF_TYPE(double, unsigned char), BENCHMARK_FLAGGED_IF_TYPE(uint8_t, uint8_t), BENCHMARK_FLAGGED_IF_TYPE(int8_t, int8_t), BENCHMARK_FLAGGED_IF_TYPE(custom_double2, unsigned char), BENCHMARK_UNIQUE_TYPE(int), BENCHMARK_UNIQUE_TYPE(float), BENCHMARK_UNIQUE_TYPE(double), BENCHMARK_UNIQUE_TYPE(uint8_t), BENCHMARK_UNIQUE_TYPE(int8_t), BENCHMARK_UNIQUE_TYPE(custom_int_double), BENCHMARK_UNIQUE_BY_KEY_TYPE(int, int), BENCHMARK_UNIQUE_BY_KEY_TYPE(float, double), BENCHMARK_UNIQUE_BY_KEY_TYPE(double, custom_double2), BENCHMARK_UNIQUE_BY_KEY_TYPE(uint8_t, uint8_t), BENCHMARK_UNIQUE_BY_KEY_TYPE(int8_t, double), BENCHMARK_UNIQUE_BY_KEY_TYPE(custom_int_double, custom_int_double)}; // Use manual timing for(auto& b : benchmarks) { b->UseManualTime(); b->Unit(benchmark::kMillisecond); } // Force number of iterations if(trials > 0) { for(auto& b : benchmarks) { b->Iterations(trials); } } // Run benchmarks benchmark::RunSpecifiedBenchmarks(); return 0; }