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// MIT License
//
// Copyright (c) 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"
#include "cmdparser.hpp"
#include <benchmark/benchmark.h>
#include <hip/hip_runtime.h>
// rocPRIM
#include <rocprim/detail/various.hpp>
#include <rocprim/device/device_copy.hpp>
#include <rocprim/device/device_memcpy.hpp>
#include <rocprim/device/device_memcpy_config.hpp>
#include <iostream>
#include <numeric>
#include <random>
#include <stdint.h>
#include <utility>
#include <vector>
constexpr uint32_t warmup_size = 5;
constexpr int32_t max_size = 1024 * 1024;
constexpr int32_t wlev_min_size = rocprim::batch_memcpy_config<>::wlev_size_threshold;
constexpr int32_t blev_min_size = rocprim::batch_memcpy_config<>::blev_size_threshold;
// Used for generating offsets. We generate a permutation map and then derive
// offsets via a sum scan over the sizes in the order of the permutation. This
// allows us to keep the order of buffers we pass to batch_memcpy, but still
// have source and destinations mappings not be the identity function:
//
// batch_memcpy(
// [&a0 , &b0 , &c0 , &d0 ], // from (note the order is still just a, b, c, d!)
// [&a0', &b0', &c0', &d0'], // to (order is the same as above too!)
// [3 , 2 , 1 , 2 ]) // size
//
// ┌───┬───┬───┬───┬───┬───┬───┬───┐
// │b0 │b1 │a0 │a1 │a2 │d0 │d1 │c0 │ buffer x contains buffers a, b, c, d
// └───┴───┴───┴───┴───┴───┴───┴───┘ note that the order of buffers is shuffled!
// ───┬─── ─────┬───── ───┬─── ───
// └─────────┼─────────┼───┐
// ┌───┘ ┌───┘ │ what batch_memcpy does
// ▼ ▼ ▼
// ─── ─────────── ─────── ───────
// ┌───┬───┬───┬───┬───┬───┬───┬───┐
// │c0'│a0'│a1'│a2'│d0'│d1'│b0'│b1'│ buffer y contains buffers a', b', c', d'
// └───┴───┴───┴───┴───┴───┴───┴───┘
template<class T, class S, class RandomGenerator>
std::vector<T> shuffled_exclusive_scan(const std::vector<S>& input, RandomGenerator& rng)
{
const auto n = input.size();
assert(n > 0);
std::vector<T> result(n);
std::vector<T> permute(n);
std::iota(permute.begin(), permute.end(), 0);
std::shuffle(permute.begin(), permute.end(), rng);
for(T i = 0, sum = 0; i < n; ++i)
{
result[permute[i]] = sum;
sum += input[permute[i]];
}
return result;
}
using offset_type = size_t;
template<bool IsMemCpy,
class ContainerMemCpy,
class ContainerCopy,
typename std::enable_if<IsMemCpy, int>::type = 0>
void init_input(ContainerMemCpy& h_input_for_memcpy,
ContainerCopy& /*h_input_for_copy*/,
std::mt19937_64& rng,
offset_type total_num_bytes)
{
std::independent_bits_engine<std::mt19937_64, 64, uint64_t> bits_engine{rng};
const size_t num_ints = rocprim::detail::ceiling_div(total_num_bytes, sizeof(uint64_t));
h_input_for_memcpy = std::vector<unsigned char>(num_ints * sizeof(uint64_t));
// generate_n for uninitialized memory, pragmatically use placement-new, since there are no
// uint64_t objects alive yet in the storage.
std::for_each(
reinterpret_cast<uint64_t*>(h_input_for_memcpy.data()),
reinterpret_cast<uint64_t*>(h_input_for_memcpy.data() + num_ints * sizeof(uint64_t)),
[&bits_engine](uint64_t& elem) { ::new(&elem) uint64_t{bits_engine()}; });
}
template<bool IsMemCpy,
class ContainerMemCpy,
class ContainerCopy,
class byte_offset_type,
typename std::enable_if<!IsMemCpy, int>::type = 0>
void init_input(ContainerMemCpy& /*h_input_for_memcpy*/,
ContainerCopy& h_input_for_copy,
std::mt19937_64& rng,
byte_offset_type total_num_bytes)
{
using value_type = typename ContainerCopy::value_type;
std::independent_bits_engine<std::mt19937_64, 64, uint64_t> bits_engine{rng};
const size_t num_ints = rocprim::detail::ceiling_div(total_num_bytes, sizeof(uint64_t));
const size_t num_of_elements
= rocprim::detail::ceiling_div(num_ints * sizeof(uint64_t), sizeof(value_type));
h_input_for_copy = std::vector<value_type>(num_of_elements);
// generate_n for uninitialized memory, pragmatically use placement-new, since there are no
// uint64_t objects alive yet in the storage.
std::for_each(reinterpret_cast<uint64_t*>(h_input_for_copy.data()),
reinterpret_cast<uint64_t*>(h_input_for_copy.data()) + num_ints,
[&bits_engine](uint64_t& elem) { ::new(&elem) uint64_t{bits_engine()}; });
}
template<bool IsMemCpy,
class InputBufferItType,
class OutputBufferItType,
class BufferSizeItType,
typename std::enable_if<IsMemCpy, int>::type = 0>
void batch_copy(void* temporary_storage,
size_t& storage_size,
InputBufferItType sources,
OutputBufferItType destinations,
BufferSizeItType sizes,
uint32_t num_copies,
hipStream_t stream)
{
HIP_CHECK(rocprim::batch_memcpy(temporary_storage,
storage_size,
sources,
destinations,
sizes,
num_copies,
stream));
}
template<bool IsMemCpy,
class InputBufferItType,
class OutputBufferItType,
class BufferSizeItType,
typename std::enable_if<!IsMemCpy, int>::type = 0>
void batch_copy(void* temporary_storage,
size_t& storage_size,
InputBufferItType sources,
OutputBufferItType destinations,
BufferSizeItType sizes,
uint32_t num_copies,
hipStream_t stream)
{
HIP_CHECK(rocprim::batch_copy(temporary_storage,
storage_size,
sources,
destinations,
sizes,
num_copies,
stream));
}
template<typename ValueType, typename BufferSizeType>
struct BatchMemcpyData
{
size_t total_num_elements = 0;
ValueType* d_input = nullptr;
ValueType* d_output = nullptr;
ValueType** d_buffer_srcs = nullptr;
ValueType** d_buffer_dsts = nullptr;
BufferSizeType* d_buffer_sizes = nullptr;
BatchMemcpyData() = default;
BatchMemcpyData(const BatchMemcpyData&) = delete;
BatchMemcpyData(BatchMemcpyData&& other)
: total_num_elements{std::exchange(other.total_num_elements, 0)}
, d_input{std::exchange(other.d_input, nullptr)}
, d_output{std::exchange(other.d_output, nullptr)}
, d_buffer_srcs{std::exchange(other.d_buffer_srcs, nullptr)}
, d_buffer_dsts{std::exchange(other.d_buffer_dsts, nullptr)}
, d_buffer_sizes{std::exchange(other.d_buffer_sizes, nullptr)}
{}
BatchMemcpyData& operator=(BatchMemcpyData&& other)
{
total_num_elements = std::exchange(other.total_num_elements, 0);
d_input = std::exchange(other.d_input, nullptr);
d_output = std::exchange(other.d_output, nullptr);
d_buffer_srcs = std::exchange(other.d_buffer_srcs, nullptr);
d_buffer_dsts = std::exchange(other.d_buffer_dsts, nullptr);
d_buffer_sizes = std::exchange(other.d_buffer_sizes, nullptr);
return *this;
};
BatchMemcpyData& operator=(const BatchMemcpyData&) = delete;
size_t total_num_bytes() const
{
return total_num_elements * sizeof(ValueType);
}
~BatchMemcpyData()
{
HIP_CHECK(hipFree(d_buffer_sizes));
HIP_CHECK(hipFree(d_buffer_srcs));
HIP_CHECK(hipFree(d_buffer_dsts));
HIP_CHECK(hipFree(d_output));
HIP_CHECK(hipFree(d_input));
}
};
template<class ValueType, class BufferSizeType, bool IsMemCpy>
BatchMemcpyData<ValueType, BufferSizeType> prepare_data(const managed_seed& seed,
const int32_t num_tlev_buffers = 1024,
const int32_t num_wlev_buffers = 1024,
const int32_t num_blev_buffers = 1024)
{
const bool shuffle_buffers = false;
BatchMemcpyData<ValueType, BufferSizeType> result;
const size_t num_buffers = num_tlev_buffers + num_wlev_buffers + num_blev_buffers;
constexpr int32_t wlev_min_elems
= rocprim::detail::ceiling_div(wlev_min_size, sizeof(ValueType));
constexpr int32_t blev_min_elems
= rocprim::detail::ceiling_div(blev_min_size, sizeof(ValueType));
constexpr int32_t max_elems = max_size / sizeof(ValueType);
// Generate data
std::mt19937_64 rng(seed.get_0());
// Number of elements in each buffer.
std::vector<BufferSizeType> h_buffer_num_elements(num_buffers);
auto iter = h_buffer_num_elements.begin();
iter = generate_random_data_n(iter, num_tlev_buffers, 1, wlev_min_elems - 1, rng);
iter = generate_random_data_n(iter, num_wlev_buffers, wlev_min_elems, blev_min_elems - 1, rng);
iter = generate_random_data_n(iter, num_blev_buffers, blev_min_elems, max_elems, rng);
// Shuffle the sizes so that size classes aren't clustered
std::shuffle(h_buffer_num_elements.begin(), h_buffer_num_elements.end(), rng);
// Get the byte size of each buffer
std::vector<BufferSizeType> h_buffer_num_bytes(num_buffers);
for(size_t i = 0; i < num_buffers; ++i)
{
h_buffer_num_bytes[i] = h_buffer_num_elements[i] * sizeof(ValueType);
}
result.total_num_elements
= std::accumulate(h_buffer_num_elements.begin(), h_buffer_num_elements.end(), size_t{0});
std::vector<unsigned char> h_input_for_memcpy;
std::vector<ValueType> h_input_for_copy;
init_input<IsMemCpy>(h_input_for_memcpy,
h_input_for_copy,
rng,
result.total_num_elements * sizeof(ValueType));
HIP_CHECK(hipMalloc(&result.d_input, result.total_num_bytes()));
HIP_CHECK(hipMalloc(&result.d_output, result.total_num_bytes()));
HIP_CHECK(hipMalloc(&result.d_buffer_srcs, num_buffers * sizeof(ValueType*)));
HIP_CHECK(hipMalloc(&result.d_buffer_dsts, num_buffers * sizeof(ValueType*)));
HIP_CHECK(hipMalloc(&result.d_buffer_sizes, num_buffers * sizeof(BufferSizeType)));
// Generate the source and shuffled destination offsets.
std::vector<offset_type> src_offsets;
std::vector<offset_type> dst_offsets;
if(shuffle_buffers)
{
src_offsets = shuffled_exclusive_scan<offset_type>(h_buffer_num_elements, rng);
dst_offsets = shuffled_exclusive_scan<offset_type>(h_buffer_num_elements, rng);
}
else
{
src_offsets = std::vector<offset_type>(num_buffers);
dst_offsets = std::vector<offset_type>(num_buffers);
// Consecutive offsets (no shuffling).
// src/dst offsets first element is 0, so skip that!
std::partial_sum(h_buffer_num_elements.begin(),
h_buffer_num_elements.end() - 1,
src_offsets.begin() + 1);
std::partial_sum(h_buffer_num_elements.begin(),
h_buffer_num_elements.end() - 1,
dst_offsets.begin() + 1);
}
// Generate the source and destination pointers.
std::vector<ValueType*> h_buffer_srcs(num_buffers);
std::vector<ValueType*> h_buffer_dsts(num_buffers);
for(size_t i = 0; i < num_buffers; ++i)
{
h_buffer_srcs[i] = result.d_input + src_offsets[i];
h_buffer_dsts[i] = result.d_output + dst_offsets[i];
}
// Prepare the batch memcpy.
if(IsMemCpy)
{
HIP_CHECK(hipMemcpy(result.d_input,
h_input_for_memcpy.data(),
result.total_num_bytes(),
hipMemcpyHostToDevice));
HIP_CHECK(hipMemcpy(result.d_buffer_sizes,
h_buffer_num_bytes.data(),
h_buffer_num_bytes.size() * sizeof(BufferSizeType),
hipMemcpyHostToDevice));
}
else
{
HIP_CHECK(hipMemcpy(result.d_input,
h_input_for_copy.data(),
result.total_num_bytes(),
hipMemcpyHostToDevice));
HIP_CHECK(hipMemcpy(result.d_buffer_sizes,
h_buffer_num_elements.data(),
h_buffer_num_elements.size() * sizeof(BufferSizeType),
hipMemcpyHostToDevice));
}
HIP_CHECK(hipMemcpy(result.d_buffer_srcs,
h_buffer_srcs.data(),
h_buffer_srcs.size() * sizeof(ValueType*),
hipMemcpyHostToDevice));
HIP_CHECK(hipMemcpy(result.d_buffer_dsts,
h_buffer_dsts.data(),
h_buffer_dsts.size() * sizeof(ValueType*),
hipMemcpyHostToDevice));
return result;
}
template<class ValueType, class BufferSizeType, bool IsMemCpy>
void run_benchmark(benchmark::State& state,
const managed_seed& seed,
hipStream_t stream,
const int32_t num_tlev_buffers = 1024,
const int32_t num_wlev_buffers = 1024,
const int32_t num_blev_buffers = 1024)
{
const size_t num_buffers = num_tlev_buffers + num_wlev_buffers + num_blev_buffers;
size_t temp_storage_bytes = 0;
BatchMemcpyData<ValueType, BufferSizeType> data;
batch_copy<IsMemCpy>(nullptr,
temp_storage_bytes,
data.d_buffer_srcs,
data.d_buffer_dsts,
data.d_buffer_sizes,
num_buffers,
stream);
void* d_temp_storage = nullptr;
HIP_CHECK(hipMalloc(&d_temp_storage, temp_storage_bytes));
data = prepare_data<ValueType, BufferSizeType, IsMemCpy>(seed,
num_tlev_buffers,
num_wlev_buffers,
num_blev_buffers);
// Warm-up
for(size_t i = 0; i < warmup_size; i++)
{
batch_copy<IsMemCpy>(d_temp_storage,
temp_storage_bytes,
data.d_buffer_srcs,
data.d_buffer_dsts,
data.d_buffer_sizes,
num_buffers,
stream);
}
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));
batch_copy<IsMemCpy>(d_temp_storage,
temp_storage_bytes,
data.d_buffer_srcs,
data.d_buffer_dsts,
data.d_buffer_sizes,
num_buffers,
stream);
// 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);
}
state.SetBytesProcessed(state.iterations() * data.total_num_bytes());
state.SetItemsProcessed(state.iterations() * data.total_num_elements);
HIP_CHECK(hipEventDestroy(start));
HIP_CHECK(hipEventDestroy(stop));
HIP_CHECK(hipFree(d_temp_storage));
}
// Naive implementation used for comparison
#ifdef BUILD_NAIVE_BENCHMARK
template<typename OffsetType, int32_t BlockSize>
__launch_bounds__(BlockSize) __global__
void naive_kernel(void** in_ptr, void** out_ptr, const OffsetType* sizes)
{
using underlying_type = unsigned char;
constexpr int32_t items_per_thread = 4;
constexpr int32_t tile_size = items_per_thread * BlockSize;
const int32_t buffer_id = rocprim::flat_block_id();
auto in = reinterpret_cast<underlying_type*>(in_ptr[buffer_id]);
auto out = reinterpret_cast<underlying_type*>(out_ptr[buffer_id]);
const auto size = sizes[buffer_id];
const auto size_in_elements = size / sizeof(underlying_type);
const auto tiles = size_in_elements / tile_size;
auto num_items_to_copy = size;
for(size_t i = 0; i < tiles; ++i)
{
underlying_type data[items_per_thread];
rocprim::block_load_direct_blocked(rocprim::flat_block_thread_id(),
in,
data,
num_items_to_copy);
rocprim::block_store_direct_blocked(rocprim::flat_block_thread_id(),
out,
data,
num_items_to_copy);
in += tile_size;
out += tile_size;
num_items_to_copy -= tile_size;
}
}
template<class ValueType, class BufferSizeType, bool IsMemCpy>
void run_naive_benchmark(benchmark::State& state,
const managed_seed& seed,
hipStream_t stream,
const int32_t num_tlev_buffers = 1024,
const int32_t num_wlev_buffers = 1024,
const int32_t num_blev_buffers = 1024)
{
const size_t num_buffers = num_tlev_buffers + num_wlev_buffers + num_blev_buffers;
const auto data = prepare_data<ValueType, BufferSizeType, IsMemCpy>(seed,
num_tlev_buffers,
num_wlev_buffers,
num_blev_buffers);
// Warm-up
for(size_t i = 0; i < warmup_size; i++)
{
naive_kernel<BufferSizeType, 256>
<<<num_buffers, 256, 0, stream>>>((void**)data.d_buffer_srcs,
(void**)data.d_buffer_dsts,
data.d_buffer_sizes);
}
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));
naive_kernel<BufferSizeType, 256>
<<<num_buffers, 256, 0, stream>>>((void**)data.d_buffer_srcs,
(void**)data.d_buffer_dsts,
data.d_buffer_sizes);
// 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);
}
state.SetBytesProcessed(state.iterations() * data.total_num_bytes());
state.SetItemsProcessed(state.iterations() * data.total_num_elements);
HIP_CHECK(hipEventDestroy(start));
HIP_CHECK(hipEventDestroy(stop));
}
#define CREATE_NAIVE_BENCHMARK(item_size, \
item_alignment, \
size_type, \
num_tlev, \
num_wlev, \
num_blev) \
benchmark::RegisterBenchmark( \
bench_naming::format_name( \
"{lvl:device,item_size:" #item_size ",item_alignment:" #item_alignment \
",size_type:" #size_type ",algo:naive_memcpy,num_tlev:" #num_tlev \
",num_wlev:" #num_wlev ",num_blev:" #num_blev ",cfg:default_config}") \
.c_str(), \
[=](benchmark::State& state) \
{ \
run_naive_benchmark<custom_aligned_type<item_size, item_alignment>, \
size_type, \
true>(state, seed, stream, num_tlev, num_wlev, num_blev); \
})
#endif // BUILD_NAIVE_BENCHMARK
#define CREATE_BENCHMARK(item_size, item_alignment, size_type, num_tlev, num_wlev, num_blev) \
benchmark::RegisterBenchmark( \
bench_naming::format_name("{lvl:device,item_size:" #item_size \
",item_alignment:" #item_alignment ",size_type:" #size_type \
",algo:batch_memcpy,num_tlev:" #num_tlev ",num_wlev:" #num_wlev \
",num_blev:" #num_blev ",cfg:default_config}") \
.c_str(), \
[=](benchmark::State& state) \
{ \
run_benchmark<custom_aligned_type<item_size, item_alignment>, size_type, true>( \
state, \
seed, \
stream, \
num_tlev, \
num_wlev, \
num_blev); \
run_benchmark<custom_aligned_type<item_size, item_alignment>, size_type, false>( \
state, \
seed, \
stream, \
num_tlev, \
num_wlev, \
num_blev); \
})
#ifndef BUILD_NAIVE_BENCHMARK
#define BENCHMARK_TYPE(item_size, item_alignment) \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 100000, 0, 0), \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 0, 100000, 0), \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 0, 0, 1000), \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 1000, 1000, 1000)
#else
#define BENCHMARK_TYPE(item_size, item_alignment) \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 100000, 0, 0), \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 0, 100000, 0), \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 0, 0, 1000), \
CREATE_BENCHMARK(item_size, item_alignment, uint32_t, 1000, 1000, 1000), \
CREATE_NAIVE_BENCHMARK(item_size, item_alignment, uint32_t, 100000, 0, 0), \
CREATE_NAIVE_BENCHMARK(item_size, item_alignment, uint32_t, 0, 100000, 0), \
CREATE_NAIVE_BENCHMARK(item_size, item_alignment, uint32_t, 0, 0, 1000), \
CREATE_NAIVE_BENCHMARK(item_size, item_alignment, uint32_t, 1000, 1000, 1000)
#endif //BUILD_NAIVE_BENCHMARK
int32_t main(int32_t argc, char* argv[])
{
cli::Parser parser(argc, argv);
parser.set_optional<size_t>("size", "size", 1024, "number of values");
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.set_optional<std::string>("seed", "seed", "random", get_seed_message());
parser.run_and_exit_if_error();
// Parse argv
benchmark::Initialize(&argc, argv);
const size_t size = parser.get<size_t>("size");
const int32_t trials = parser.get<int>("trials");
bench_naming::set_format(parser.get<std::string>("name_format"));
const std::string seed_type = parser.get<std::string>("seed");
const managed_seed seed(seed_type);
// HIP
hipStream_t stream = hipStreamDefault; // default
// Benchmark info
add_common_benchmark_info();
benchmark::AddCustomContext("size", std::to_string(size));
benchmark::AddCustomContext("seed", seed_type);
// Add benchmarks
std::vector<benchmark::internal::Benchmark*> benchmarks;
benchmarks = {BENCHMARK_TYPE(1, 1),
BENCHMARK_TYPE(1, 2),
BENCHMARK_TYPE(1, 4),
BENCHMARK_TYPE(1, 8),
BENCHMARK_TYPE(2, 2),
BENCHMARK_TYPE(4, 4),
BENCHMARK_TYPE(8, 8)};
// 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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