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// MIT License
//
// Copyright (c) 2017-2024 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 "benchmark_utils.hpp"
// CmdParser
#include "cmdparser.hpp"
// Google Benchmark
#include <benchmark/benchmark.h>
// HIP API
#include <hip/hip_runtime.h>
// rocPRIM
#include <rocprim/warp/warp_scan.hpp>
#include <iostream>
#include <limits>
#include <string>
#include <vector>
#include <cstdio>
#include <cstdlib>
#ifndef DEFAULT_BYTES
const size_t DEFAULT_BYTES = 1024 * 1024 * 32 * 4;
#endif
namespace rp = rocprim;
template<class T, unsigned int WarpSize, unsigned int Trials>
__global__
__launch_bounds__(ROCPRIM_DEFAULT_MAX_BLOCK_SIZE)
void warp_inclusive_scan_kernel(const T* input, T* output)
{
const unsigned int i = blockIdx.x * blockDim.x + threadIdx.x;
auto value = input[i];
using wscan_t = rp::warp_scan<T, WarpSize>;
__shared__ typename wscan_t::storage_type storage;
ROCPRIM_NO_UNROLL
for(unsigned int trial = 0; trial < Trials; trial++)
{
wscan_t().inclusive_scan(value, value, storage);
}
output[i] = value;
}
template<class T, unsigned int WarpSize, unsigned int Trials>
__global__
__launch_bounds__(ROCPRIM_DEFAULT_MAX_BLOCK_SIZE)
void warp_exclusive_scan_kernel(const T* input, T* output, const T init)
{
const unsigned int i = blockIdx.x * blockDim.x + threadIdx.x;
auto value = input[i];
using wscan_t = rp::warp_scan<T, WarpSize>;
__shared__ typename wscan_t::storage_type storage;
ROCPRIM_NO_UNROLL
for(unsigned int trial = 0; trial < Trials; trial++)
{
wscan_t().exclusive_scan(value, value, init, storage);
}
output[i] = value;
}
template<
class T,
unsigned int BlockSize,
unsigned int WarpSize,
bool Inclusive = true,
unsigned int Trials = 100
>
void run_benchmark(benchmark::State& state, hipStream_t stream, size_t bytes)
{
// Calculate the number of elements
size_t size = bytes / sizeof(T);
// Make sure size is a multiple of BlockSize
size = BlockSize * ((size + BlockSize - 1)/BlockSize);
// Allocate and fill memory
std::vector<T> input(size, (T)1);
T * d_input;
T * d_output;
HIP_CHECK(hipMalloc(reinterpret_cast<void**>(&d_input), size * sizeof(T)));
HIP_CHECK(hipMalloc(reinterpret_cast<void**>(&d_output), size * sizeof(T)));
HIP_CHECK(
hipMemcpy(
d_input, input.data(),
size * sizeof(T),
hipMemcpyHostToDevice
)
);
HIP_CHECK(hipDeviceSynchronize());
// HIP events creation
hipEvent_t start, stop;
HIP_CHECK(hipEventCreate(&start));
HIP_CHECK(hipEventCreate(&stop));
for (auto _ : state)
{
// Record start event
HIP_CHECK(hipEventRecord(start, stream));
if(Inclusive)
{
hipLaunchKernelGGL(
HIP_KERNEL_NAME(warp_inclusive_scan_kernel<T, WarpSize, Trials>),
dim3(size/BlockSize), dim3(BlockSize), 0, stream,
d_input, d_output
);
}
else
{
hipLaunchKernelGGL(
HIP_KERNEL_NAME(warp_exclusive_scan_kernel<T, WarpSize, Trials>),
dim3(size/BlockSize), dim3(BlockSize), 0, stream,
d_input, d_output, input[0]
);
}
HIP_CHECK(hipGetLastError());
// Record stop event and wait until it completes
HIP_CHECK(hipEventRecord(stop, stream));
HIP_CHECK(hipEventSynchronize(stop));
float elapsed_mseconds;
HIP_CHECK(hipEventElapsedTime(&elapsed_mseconds, start, stop));
state.SetIterationTime(elapsed_mseconds / 1000);
}
// Destroy HIP events
HIP_CHECK(hipEventDestroy(start));
HIP_CHECK(hipEventDestroy(stop));
state.SetBytesProcessed(state.iterations() * size * sizeof(T) * Trials);
state.SetItemsProcessed(state.iterations() * size * Trials);
HIP_CHECK(hipFree(d_input));
HIP_CHECK(hipFree(d_output));
}
#define CREATE_BENCHMARK(T, BS, WS, INCLUSIVE) \
benchmark::RegisterBenchmark( \
bench_naming::format_name("{lvl:warp,algo:scan,key_type:" #T ",subalgo:" \
+ std::string(Inclusive ? "inclusive" : "exclusive") \
+ ",ws:" #WS ",cfg:{bs:" #BS "}}") \
.c_str(), \
run_benchmark<T, BS, WS, INCLUSIVE>, \
stream, \
bytes)
#define BENCHMARK_TYPE(type) \
CREATE_BENCHMARK(type, 64, 64, Inclusive), \
CREATE_BENCHMARK(type, 128, 64, Inclusive), \
CREATE_BENCHMARK(type, 256, 64, Inclusive), \
CREATE_BENCHMARK(type, 256, 32, Inclusive), \
CREATE_BENCHMARK(type, 256, 16, Inclusive), \
CREATE_BENCHMARK(type, 63, 63, Inclusive), \
CREATE_BENCHMARK(type, 62, 31, Inclusive), \
CREATE_BENCHMARK(type, 60, 15, Inclusive)
template<bool Inclusive>
void add_benchmarks(std::vector<benchmark::internal::Benchmark*>& benchmarks,
hipStream_t stream,
size_t bytes)
{
using custom_double2 = custom_type<double, double>;
using custom_int_double = custom_type<int, double>;
std::vector<benchmark::internal::Benchmark*> new_benchmarks =
{
BENCHMARK_TYPE(int),
BENCHMARK_TYPE(float),
BENCHMARK_TYPE(double),
BENCHMARK_TYPE(int8_t),
BENCHMARK_TYPE(uint8_t),
BENCHMARK_TYPE(rocprim::half),
BENCHMARK_TYPE(custom_double2),
BENCHMARK_TYPE(custom_int_double)
};
benchmarks.insert(benchmarks.end(), new_benchmarks.begin(), new_benchmarks.end());
}
int main(int argc, char *argv[])
{
cli::Parser parser(argc, argv);
parser.set_optional<size_t>("size", "size", DEFAULT_BYTES, "number of bytes");
parser.set_optional<int>("trials", "trials", -1, "number of iterations");
parser.set_optional<std::string>("name_format",
"name_format",
"human",
"either: json,human,txt");
parser.run_and_exit_if_error();
// Parse argv
benchmark::Initialize(&argc, argv);
const size_t bytes = parser.get<size_t>("size");
const int trials = parser.get<int>("trials");
bench_naming::set_format(parser.get<std::string>("name_format"));
// HIP
hipStream_t stream = 0; // default
// Benchmark info
add_common_benchmark_info();
benchmark::AddCustomContext("bytes", std::to_string(bytes));
// Add benchmarks
std::vector<benchmark::internal::Benchmark*> benchmarks;
add_benchmarks<true>(benchmarks, stream, bytes); //inclusive
add_benchmarks<false>(benchmarks, stream, bytes); //exclusive
// 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;
}
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