// MIT License // // Copyright (c) 2020 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. // CUB's implementation of single_pass_scan_operators has maybe uninitialized // parameters, disable the warning because all warnings are threated as errors: #ifdef __HIP_PLATFORM_NVIDIA__ #pragma GCC diagnostic ignored "-Wmaybe-uninitialized" #endif #include "common_benchmark_header.hpp" // HIP API #include #ifndef DEFAULT_N const size_t DEFAULT_N = 1024 * 1024 * 32; #endif const unsigned int batch_size = 10; const unsigned int warmup_size = 5; template void run_benchmark(benchmark::State& state, size_t max_length, hipStream_t stream, size_t size, BinaryFunction reduce_op) { using key_type = Key; using value_type = Value; // Generate data std::vector keys_input(size); unsigned int unique_count = 0; std::vector key_counts = benchmark_utils::get_random_data(100000, 1, max_length); size_t offset = 0; while(offset < size) { const size_t key_count = key_counts[unique_count % key_counts.size()]; const size_t end = std::min(size, offset + key_count); for(size_t i = offset; i < end; i++) { keys_input[i] = unique_count; } unique_count++; offset += key_count; } std::vector values_input(size); std::iota(values_input.begin(), values_input.end(), 0); key_type* d_keys_input; HIP_CHECK(hipMalloc(&d_keys_input, size * sizeof(key_type))); HIP_CHECK( hipMemcpy(d_keys_input, keys_input.data(), size * sizeof(key_type), hipMemcpyHostToDevice)); value_type* d_values_input; HIP_CHECK(hipMalloc(&d_values_input, size * sizeof(value_type))); HIP_CHECK(hipMemcpy(d_values_input, values_input.data(), size * sizeof(value_type), hipMemcpyHostToDevice)); key_type* d_unique_output; value_type* d_aggregates_output; unsigned int* d_unique_count_output; HIP_CHECK(hipMalloc(&d_unique_output, unique_count * sizeof(key_type))); HIP_CHECK(hipMalloc(&d_aggregates_output, unique_count * sizeof(value_type))); HIP_CHECK(hipMalloc(&d_unique_count_output, sizeof(unsigned int))); void* d_temporary_storage = nullptr; size_t temporary_storage_bytes = 0; HIP_CHECK(hipcub::DeviceReduce::ReduceByKey(nullptr, temporary_storage_bytes, d_keys_input, d_unique_output, d_values_input, d_aggregates_output, d_unique_count_output, reduce_op, size, stream)); HIP_CHECK(hipMalloc(&d_temporary_storage, temporary_storage_bytes)); HIP_CHECK(hipDeviceSynchronize()); // Warm-up for(size_t i = 0; i < warmup_size; i++) { HIP_CHECK(hipcub::DeviceReduce::ReduceByKey(d_temporary_storage, temporary_storage_bytes, d_keys_input, d_unique_output, d_values_input, d_aggregates_output, d_unique_count_output, reduce_op, size, stream)); } HIP_CHECK(hipDeviceSynchronize()); for(auto _ : state) { auto start = std::chrono::high_resolution_clock::now(); for(size_t i = 0; i < batch_size; i++) { HIP_CHECK(hipcub::DeviceReduce::ReduceByKey(d_temporary_storage, temporary_storage_bytes, d_keys_input, d_unique_output, d_values_input, d_aggregates_output, d_unique_count_output, reduce_op, size, stream)); } HIP_CHECK(hipStreamSynchronize(stream)); 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(key_type) + sizeof(value_type))); state.SetItemsProcessed(state.iterations() * batch_size * size); HIP_CHECK(hipFree(d_temporary_storage)); HIP_CHECK(hipFree(d_keys_input)); HIP_CHECK(hipFree(d_values_input)); HIP_CHECK(hipFree(d_unique_output)); HIP_CHECK(hipFree(d_aggregates_output)); HIP_CHECK(hipFree(d_unique_count_output)); } #define CREATE_BENCHMARK(Key, Value, REDUCE_OP) \ benchmark::RegisterBenchmark(std::string("device_reduce_by_key" \ "." \ "(random_number_range:[1, " \ + std::to_string(max_length) + "])") \ .c_str(), \ &run_benchmark, \ max_length, \ stream, \ size, \ REDUCE_OP()) #define CREATE_BENCHMARKS(REDUCE_OP) \ CREATE_BENCHMARK(int, float, REDUCE_OP), CREATE_BENCHMARK(int, double, REDUCE_OP), \ CREATE_BENCHMARK(int, custom_double2, REDUCE_OP), \ CREATE_BENCHMARK(int8_t, int8_t, REDUCE_OP), \ CREATE_BENCHMARK(long long, float, REDUCE_OP), \ CREATE_BENCHMARK(long long, double, REDUCE_OP) void add_benchmarks(size_t max_length, std::vector& benchmarks, hipStream_t stream, size_t size) { using custom_double2 = benchmark_utils::custom_type; std::vector bs = { CREATE_BENCHMARKS(hipcub::Sum), CREATE_BENCHMARK(long long, custom_double2, hipcub::Sum), CREATE_BENCHMARKS(hipcub::Min), #ifdef HIPCUB_ROCPRIM_API CREATE_BENCHMARK(long long, custom_double2, hipcub::Min), #endif }; benchmarks.insert(benchmarks.end(), bs.begin(), bs.end()); } 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_reduce_by_key" << 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; // Add benchmarks std::vector benchmarks; add_benchmarks(1000, benchmarks, stream, size); add_benchmarks(10, benchmarks, stream, size); // 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; }