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TheRock/rocm-libraries/projects/rocprim/benchmark/benchmark_device_segmented_scan.hpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

227 lines
8.8 KiB
C++

// MIT License
//
// Copyright (c) 2026 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.
#pragma once
#include "primbench.hpp"
#include "benchmark_utils.hpp"
#include "../common/utils_device_ptr.hpp"
#include <hip/hip_runtime.h>
#include <rocprim/device/device_segmented_scan.hpp>
#include <numeric>
#include <vector>
constexpr inline const char* get_block_scan_algorithm_name(rocprim::block_scan_algorithm alg)
{
switch(alg)
{
case rocprim::block_scan_algorithm::using_warp_scan:
return "block_scan_algorithm::using_warp_scan";
case rocprim::block_scan_algorithm::reduce_then_scan:
return "block_scan_algorithm::reduce_then_scan";
// Not using `default: ...` because it kills effectiveness of -Wswitch
}
return "default_algorithm";
}
template<typename Config>
constexpr auto config_name()
{
if constexpr(std::is_same_v<Config, rocprim::default_config>)
{
return std::string("default");
}
else
{
auto config = Config();
return primbench::json{}
.add("bs", config.kernel_config.block_size)
.add("ipt", config.kernel_config.items_per_thread)
.add("method", get_block_scan_algorithm_name(config.block_scan_method));
}
}
template<bool Exclusive,
typename T,
typename BinaryFunction = rocprim::plus<T>,
typename Config = rocprim::default_config>
struct device_segmented_scan_benchmark : public primbench::benchmark_interface
{
device_segmented_scan_benchmark()
: m_desired_segments(std::vector<size_t>{1, 10, 100, 1000, 10000})
{}
device_segmented_scan_benchmark(size_t desired_segment)
{
m_desired_segments.push_back(desired_segment);
}
primbench::json meta() const override
{
auto j = primbench::json{}
.add("lvl", "device")
.add("algo", "device_segmented_scan")
.add("key_type", primbench::name<T>())
.add("exclusive", Exclusive)
.add("cfg", config_name<Config>());
if(m_desired_segments.size() == 1)
{
j.add("segment_count", m_desired_segments[0]);
}
return j;
}
template<class OffsetIterator>
inline hipError_t run_device_segmented_scan(void* temporary_storage,
size_t& storage_size,
T* input,
T* output,
const size_t segments,
OffsetIterator begin_offsets,
OffsetIterator end_offsets,
const T initial_value,
const hipStream_t stream,
const bool debug_synchronous = false)
{
if constexpr(Exclusive)
{
return rocprim::segmented_exclusive_scan<Config>(temporary_storage,
storage_size,
input,
output,
segments,
begin_offsets,
end_offsets,
initial_value,
BinaryFunction{},
stream,
debug_synchronous);
}
else
{
return rocprim::segmented_inclusive_scan<Config>(temporary_storage,
storage_size,
input,
output,
segments,
begin_offsets,
end_offsets,
BinaryFunction{},
stream,
debug_synchronous);
}
}
void run_benchmark(primbench::state&& state, size_t desired_segment)
{
const auto& stream = state.stream;
const auto& bytes = state.size;
const auto& seed = state.seed;
using offset_type = int;
using value_type = T;
size_t items = bytes / sizeof(T);
// Generate data
engine_type gen(seed);
// The minimal average length should at least be 1 to prevent infinite loop.
const double avg_segment_length
= std::max(1.0, static_cast<double>(items) / desired_segment);
std::uniform_real_distribution<double> segment_length_dis(0, avg_segment_length * 2);
// Create random sizes for segments.
std::vector<offset_type> offsets;
unsigned int segments_count = 0;
size_t offset = 0;
while(offset < items)
{
const size_t segment_length = std::round(segment_length_dis(gen));
offsets.push_back(offset);
segments_count++;
offset += segment_length;
}
offsets.push_back(items);
std::vector<value_type> values_input(items);
std::iota(values_input.begin(), values_input.end(), 0);
common::device_ptr<offset_type> d_offsets(offsets);
common::device_ptr<value_type> d_values_input(values_input);
common::device_ptr<value_type> d_values_output(items);
value_type init(5);
size_t temporary_storage_bytes = 0;
HIP_CHECK(run_device_segmented_scan(nullptr,
temporary_storage_bytes,
d_values_input.get(),
d_values_output.get(),
segments_count,
d_offsets.get(),
d_offsets.get() + 1,
init,
stream));
common::device_ptr<void> d_temporary_storage(temporary_storage_bytes);
state.set_items(items);
state.add_reads<T>(items);
state.run(
[&]
{
HIP_CHECK(run_device_segmented_scan(d_temporary_storage.get(),
temporary_storage_bytes,
d_values_input.get(),
d_values_output.get(),
segments_count,
d_offsets.get(),
d_offsets.get() + 1,
init,
stream));
});
}
void run(primbench::state& state) override
{
for(const auto desired_segment : m_desired_segments)
{
run_benchmark(std::forward<primbench::state>(state), desired_segment);
}
}
private:
std::vector<size_t> m_desired_segments;
};