d47d3d3e9c
[ROCm/rocprofiler-sdk commit: 918270bf63]
416 linhas
13 KiB
C++
416 linhas
13 KiB
C++
// MIT License
|
|
//
|
|
// Copyright (c) 2023-2025 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/defines.hpp"
|
|
#include "hip/hip_runtime.h"
|
|
|
|
#include <libgen.h>
|
|
#include <chrono>
|
|
#include <cstdio>
|
|
#include <cstdlib>
|
|
#include <iostream>
|
|
#include <mutex>
|
|
#include <random>
|
|
#include <sstream>
|
|
#include <stdexcept>
|
|
#include <thread>
|
|
|
|
#define HIP_API_CALL(CALL) \
|
|
{ \
|
|
hipError_t error_ = (CALL); \
|
|
if(error_ != hipSuccess) \
|
|
{ \
|
|
auto _hip_api_print_lk = auto_lock_t{print_lock}; \
|
|
fprintf(stderr, \
|
|
"%s:%d :: HIP error : %s\n", \
|
|
__FILE__, \
|
|
__LINE__, \
|
|
hipGetErrorString(error_)); \
|
|
throw std::runtime_error("hip_api_call"); \
|
|
} \
|
|
}
|
|
|
|
namespace
|
|
{
|
|
using auto_lock_t = std::unique_lock<std::mutex>;
|
|
auto print_lock = std::mutex{};
|
|
size_t nthread_per_device = 2;
|
|
size_t nitr = 500;
|
|
size_t nsync = 10;
|
|
constexpr unsigned shared_mem_tile_dim = 32;
|
|
|
|
void
|
|
check_hip_error(void);
|
|
|
|
void
|
|
verify(int* in, int* out, int M, int N);
|
|
} // namespace
|
|
|
|
__global__ void
|
|
transpose(const int* in, int* out, int M, int N);
|
|
|
|
void
|
|
run(int rank, int tid, int devid, int argc, char** argv);
|
|
|
|
void
|
|
run_transpose(int rank, int tid, hipStream_t stream, int argc, char** argv);
|
|
|
|
void
|
|
run_migrate(int rank, int tid, hipStream_t stream, int, char** argv);
|
|
|
|
void
|
|
run_scratch(int rank, int tid, hipStream_t stream, int argc, char** argv);
|
|
|
|
int
|
|
main(int argc, char** argv)
|
|
{
|
|
auto* exe_name = basename(argv[0]);
|
|
|
|
int rank = 0;
|
|
for(int i = 1; i < argc; ++i)
|
|
{
|
|
auto _arg = std::string{argv[i]};
|
|
if(_arg == "?" || _arg == "-h" || _arg == "--help")
|
|
{
|
|
fprintf(stderr,
|
|
"usage: %s [NUM_THREADS_PER_DEVICE (%zu)] [NUM_ITERATION (%zu)] "
|
|
"[SYNC_EVERY_N_ITERATIONS (%zu)]\n",
|
|
exe_name,
|
|
nthread_per_device,
|
|
nitr,
|
|
nsync);
|
|
exit(EXIT_SUCCESS);
|
|
}
|
|
}
|
|
if(argc > 1) nthread_per_device = atoll(argv[1]);
|
|
if(argc > 2) nitr = atoll(argv[2]);
|
|
if(argc > 3) nsync = atoll(argv[3]);
|
|
|
|
int ndevice = 0;
|
|
HIP_API_CALL(hipGetDeviceCount(&ndevice));
|
|
|
|
auto nthreads = (ndevice * nthread_per_device);
|
|
|
|
printf("[%s] Number of devices found: %i\n", exe_name, ndevice);
|
|
printf("[%s] Number of threads (per device): %zu\n", exe_name, nthread_per_device);
|
|
printf("[%s] Number of threads (total): %zu\n", exe_name, nthreads);
|
|
printf("[%s] Number of iterations: %zu\n", exe_name, nitr);
|
|
printf("[%s] Syncing every %zu iterations\n", exe_name, nsync);
|
|
|
|
{
|
|
auto _threads = std::vector<std::thread>{};
|
|
for(size_t i = 0; i < nthreads; ++i)
|
|
_threads.emplace_back(run, rank, i, i % ndevice, argc, argv);
|
|
for(auto& itr : _threads)
|
|
itr.join();
|
|
}
|
|
|
|
HIP_API_CALL(hipDeviceSynchronize());
|
|
HIP_API_CALL(hipDeviceReset());
|
|
|
|
return 0;
|
|
}
|
|
|
|
__global__ void
|
|
transpose(const int* in, int* out, int M, int N)
|
|
{
|
|
__shared__ int tile[shared_mem_tile_dim][shared_mem_tile_dim];
|
|
|
|
int idx = (blockIdx.y * blockDim.y + threadIdx.y) * M + blockIdx.x * blockDim.x + threadIdx.x;
|
|
tile[threadIdx.y][threadIdx.x] = in[idx];
|
|
__syncthreads();
|
|
idx = (blockIdx.x * blockDim.x + threadIdx.y) * N + blockIdx.y * blockDim.y + threadIdx.x;
|
|
out[idx] = tile[threadIdx.x][threadIdx.y];
|
|
}
|
|
|
|
template <typename Tp>
|
|
__global__ void
|
|
test_page_migrate(Tp* data, Tp val)
|
|
{
|
|
int idx = (blockIdx.x * blockDim.x) + threadIdx.x;
|
|
data[idx] += val;
|
|
}
|
|
|
|
__global__ void
|
|
test_kern_large(uint64_t* output)
|
|
{
|
|
uint64_t result = 0;
|
|
int test[4000];
|
|
memset(test, 5, 4000);
|
|
for(int& i : test)
|
|
{
|
|
i = i + 7;
|
|
*output += i;
|
|
result += i;
|
|
}
|
|
*output ^= result;
|
|
*output ^= result;
|
|
}
|
|
|
|
__global__ void
|
|
test_kern_medium(uint64_t* output)
|
|
{
|
|
uint64_t result = 0;
|
|
int test[175];
|
|
memset(test, 5, 175);
|
|
for(int& i : test)
|
|
{
|
|
i = i + 7;
|
|
*output += i;
|
|
result += i;
|
|
}
|
|
*output ^= result;
|
|
*output ^= result;
|
|
}
|
|
|
|
__global__ void
|
|
test_kern_small(uint64_t* output)
|
|
{
|
|
uint64_t result = 0;
|
|
int test[2];
|
|
for(int& i : test)
|
|
{
|
|
i = i + 7;
|
|
*output += i;
|
|
result += i;
|
|
}
|
|
*output ^= result;
|
|
*output ^= result;
|
|
}
|
|
|
|
void
|
|
run(int rank, int tid, int devid, int argc, char** argv)
|
|
{
|
|
auto* stream = hipStream_t{};
|
|
HIP_API_CALL(hipSetDevice(devid));
|
|
HIP_API_CALL(hipStreamCreate(&stream));
|
|
|
|
run_migrate(rank, tid, stream, argc, argv);
|
|
run_scratch(rank, tid, stream, argc, argv);
|
|
run_transpose(rank, tid, stream, argc, argv);
|
|
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
HIP_API_CALL(hipStreamDestroy(stream));
|
|
}
|
|
|
|
void
|
|
run_transpose(int rank, int tid, hipStream_t stream, int argc, char** argv)
|
|
{
|
|
auto* exe_name = basename(argv[0]);
|
|
|
|
unsigned int M = 4960 * 2;
|
|
unsigned int N = 4960 * 2;
|
|
if(argc > 2) nitr = atoll(argv[2]);
|
|
if(argc > 3) nsync = atoll(argv[3]);
|
|
|
|
auto_lock_t _lk{print_lock};
|
|
std::cout << "[" << exe_name << "][transpose][" << rank << "][" << tid << "] M: " << M
|
|
<< " N: " << N << std::endl;
|
|
_lk.unlock();
|
|
|
|
std::default_random_engine _engine{std::random_device{}() * (rank + 1) * (tid + 1)};
|
|
std::uniform_int_distribution<int> _dist{0, 1000};
|
|
|
|
size_t size = sizeof(int) * M * N;
|
|
int* inp_matrix = new int[size];
|
|
int* out_matrix = new int[size];
|
|
for(size_t i = 0; i < M * N; i++)
|
|
{
|
|
inp_matrix[i] = _dist(_engine);
|
|
out_matrix[i] = 0;
|
|
}
|
|
int* in = nullptr;
|
|
int* out = nullptr;
|
|
|
|
HIP_API_CALL(hipMalloc(&in, size));
|
|
HIP_API_CALL(hipMalloc(&out, size));
|
|
HIP_API_CALL(hipMemsetAsync(in, 0, size, stream));
|
|
HIP_API_CALL(hipMemsetAsync(out, 0, size, stream));
|
|
HIP_API_CALL(hipMemcpyAsync(in, inp_matrix, size, hipMemcpyHostToDevice, stream));
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
dim3 grid(M / 32, N / 32, 1);
|
|
dim3 block(32, 32, 1); // transpose
|
|
|
|
print_lock.lock();
|
|
printf("[%s][transpose][%i][%i] grid=(%i,%i,%i), block=(%i,%i,%i)\n",
|
|
exe_name,
|
|
rank,
|
|
tid,
|
|
grid.x,
|
|
grid.y,
|
|
grid.z,
|
|
block.x,
|
|
block.y,
|
|
block.z);
|
|
print_lock.unlock();
|
|
|
|
auto t1 = std::chrono::high_resolution_clock::now();
|
|
for(size_t i = 0; i < nitr; ++i)
|
|
{
|
|
transpose<<<grid, block, 0, stream>>>(in, out, M, N);
|
|
check_hip_error();
|
|
if(i % nsync == (nsync - 1)) HIP_API_CALL(hipStreamSynchronize(stream));
|
|
}
|
|
auto t2 = std::chrono::high_resolution_clock::now();
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
HIP_API_CALL(hipMemcpyAsync(out_matrix, out, size, hipMemcpyDeviceToHost, stream));
|
|
double time = std::chrono::duration_cast<std::chrono::duration<double>>(t2 - t1).count();
|
|
float GB = (float) size * nitr * 2 / (1 << 30);
|
|
|
|
print_lock.lock();
|
|
std::cout << "[" << exe_name << "][transpose][" << rank << "][" << tid
|
|
<< "] Runtime of transpose is " << time << " sec\n";
|
|
std::cout << "[" << exe_name << "][transpose][" << rank << "][" << tid
|
|
<< "] The average performance of transpose is " << GB / time << " GBytes/sec"
|
|
<< std::endl;
|
|
print_lock.unlock();
|
|
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
// cpu_transpose(matrix, out_matrix, M, N);
|
|
verify(inp_matrix, out_matrix, M, N);
|
|
|
|
HIP_API_CALL(hipFree(in));
|
|
HIP_API_CALL(hipFree(out));
|
|
|
|
delete[] inp_matrix;
|
|
delete[] out_matrix;
|
|
}
|
|
|
|
void
|
|
run_scratch(int rank, int tid, hipStream_t stream, int, char** argv)
|
|
{
|
|
auto t1 = std::chrono::high_resolution_clock::now();
|
|
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
const auto* exe_name = basename(argv[0]);
|
|
|
|
uint64_t* data_ptr = nullptr;
|
|
HIP_API_CALL(HIP_HOST_ALLOC_FUNC(&data_ptr, sizeof(uint64_t), 0));
|
|
*data_ptr = 0;
|
|
|
|
test_kern_small<<<1000, 1, 0, stream>>>(data_ptr);
|
|
test_kern_medium<<<1000, 1, 0, stream>>>(data_ptr);
|
|
test_kern_small<<<1000, 1, 0, stream>>>(data_ptr);
|
|
test_kern_large<<<1100, 1, 0, stream>>>(data_ptr);
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
test_kern_small<<<1000, 1, 0, stream>>>(data_ptr);
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
test_kern_medium<<<1000, 1, 0, stream>>>(data_ptr);
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
test_kern_small<<<1000, 1, 0, stream>>>(data_ptr);
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
test_kern_large<<<1100, 1, 0, stream>>>(data_ptr);
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
auto t2 = std::chrono::high_resolution_clock::now();
|
|
double time = std::chrono::duration_cast<std::chrono::duration<double>>(t2 - t1).count();
|
|
|
|
print_lock.lock();
|
|
std::cout << "[" << exe_name << "][scratch][" << rank << "][" << tid
|
|
<< "] Runtime of scratch is " << time << " sec\n";
|
|
print_lock.unlock();
|
|
}
|
|
|
|
void
|
|
run_migrate(int rank, int tid, hipStream_t stream, int, char** argv)
|
|
{
|
|
using data_type = uint64_t;
|
|
constexpr data_type init_v = 1;
|
|
constexpr data_type incr_v = 1;
|
|
|
|
auto t1 = std::chrono::high_resolution_clock::now();
|
|
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
const auto* exe_name = basename(argv[0]);
|
|
auto page_data = std::vector<data_type>(1024, 0);
|
|
|
|
HIP_API_CALL(hipHostRegister(
|
|
page_data.data(), page_data.size() * sizeof(data_type), hipHostRegisterDefault));
|
|
|
|
for(auto& itr : page_data)
|
|
itr = init_v;
|
|
|
|
test_page_migrate<<<1, 1024, 0, stream>>>(page_data.data(), incr_v);
|
|
|
|
HIP_API_CALL(hipStreamSynchronize(stream));
|
|
|
|
for(auto& itr : page_data)
|
|
{
|
|
auto diff = (itr - incr_v);
|
|
if(diff != init_v)
|
|
{
|
|
auto msg = std::stringstream{};
|
|
msg << "invalid diff: " << diff << ". expected: " << init_v;
|
|
throw std::runtime_error{msg.str()};
|
|
}
|
|
}
|
|
|
|
HIP_API_CALL(hipHostUnregister(page_data.data()));
|
|
|
|
auto t2 = std::chrono::high_resolution_clock::now();
|
|
double time = std::chrono::duration_cast<std::chrono::duration<double>>(t2 - t1).count();
|
|
|
|
print_lock.lock();
|
|
std::cout << "[" << exe_name << "][migrate][" << rank << "][" << tid
|
|
<< "] Runtime of migrate is " << time << " sec\n";
|
|
print_lock.unlock();
|
|
}
|
|
|
|
namespace
|
|
{
|
|
void
|
|
check_hip_error(void)
|
|
{
|
|
hipError_t err = hipGetLastError();
|
|
if(err != hipSuccess)
|
|
{
|
|
auto_lock_t _lk{print_lock};
|
|
std::cerr << "Error: " << hipGetErrorString(err) << std::endl;
|
|
throw std::runtime_error("hip_api_call");
|
|
}
|
|
}
|
|
|
|
void
|
|
verify(int* in, int* out, int M, int N)
|
|
{
|
|
for(int i = 0; i < 10; i++)
|
|
{
|
|
int row = rand() % M;
|
|
int col = rand() % N;
|
|
if(in[row * N + col] != out[col * M + row])
|
|
{
|
|
auto_lock_t _lk{print_lock};
|
|
std::cout << "mismatch: " << row << ", " << col << " : " << in[row * N + col] << " | "
|
|
<< out[col * M + row] << "\n";
|
|
}
|
|
}
|
|
}
|
|
} // namespace
|