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// MIT License
//
// Copyright (c) 2023 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 "hip/hip_runtime.h"
#include <chrono>
#include <cstdio>
#include <cstdlib>
#include <iostream>
#include <mutex>
#include <random>
#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 nthreads = 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_a(int* in, int* out, int M, int N);
void
run(int rank, int tid, hipStream_t stream, int argc, char** argv);
int
main(int argc, char** argv)
{
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: transpose [NUM_THREADS (%zu)] [NUM_ITERATION (%zu)] "
"[SYNC_EVERY_N_ITERATIONS (%zu)]\n",
nthreads,
nitr,
nsync);
exit(EXIT_SUCCESS);
}
}
if(argc > 1) nthreads = atoll(argv[1]);
if(argc > 2) nitr = atoll(argv[2]);
if(argc > 3) nsync = atoll(argv[3]);
printf("[transpose] Number of threads: %zu\n", nthreads);
printf("[transpose] Number of iterations: %zu\n", nitr);
printf("[transpose] Syncing every %zu iterations\n", nsync);
// this is a temporary workaround in omnitrace when HIP + MPI is enabled
int ndevice = 0;
int devid = rank;
HIP_API_CALL(hipGetDeviceCount(&ndevice));
printf("[transpose] Number of devices found: %i\n", ndevice);
if(ndevice > 0)
{
devid = rank % ndevice;
HIP_API_CALL(hipSetDevice(devid));
printf("[transpose] Rank %i assigned to device %i\n", rank, devid);
}
if(rank == devid && rank < ndevice)
{
std::vector<std::thread> _threads{};
std::vector<hipStream_t> _streams(nthreads);
for(size_t i = 0; i < nthreads; ++i)
HIP_API_CALL(hipStreamCreate(&_streams.at(i)));
for(size_t i = 1; i < nthreads; ++i)
_threads.emplace_back(run, rank, i, _streams.at(i), argc, argv);
run(rank, 0, _streams.at(0), argc, argv);
for(auto& itr : _threads)
itr.join();
for(size_t i = 0; i < nthreads; ++i)
HIP_API_CALL(hipStreamDestroy(_streams.at(i)));
}
HIP_API_CALL(hipDeviceSynchronize());
HIP_API_CALL(hipDeviceReset());
return 0;
}
__global__ void
transpose_a(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];
}
void
run(int rank, int tid, hipStream_t stream, int argc, char** argv)
{
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 << "[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_a
auto t1 = std::chrono::high_resolution_clock::now();
for(size_t i = 0; i < nitr; ++i)
{
transpose_a<<<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 << "[" << rank << "][" << tid << "] Runtime of transpose is " << time << " sec\n"
<< "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;
}
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