adc4e6995d
* [Do not merge] Make changes to api_args
* Support HIP 7.0 API changes
- Provide ROCPROFILER_SDK_ variants of ROCPROFILER_ version defines
- Provide ROCPROFILER_SDK_COMPUTE_VERSION
- hipCtxGetApiVersion changes parameter from int* to unsigned int*
- hipMemcpyHtoD and hipMemcpyHtoDAsync changed void* to const void*
* Fix comment
---------
Co-authored-by: Jatin Chaudhary <jatchaud@amd.com>
Co-authored-by: Jonathan R. Madsen <jonathanrmadsen@gmail.com>
[ROCm/rocprofiler-sdk commit: caf1a2174e]
250 lines
7.7 KiB
C++
250 lines
7.7 KiB
C++
// MIT License
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//
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// Copyright (c) 2024-2025 Advanced Micro Devices, Inc. All rights reserved.
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//
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// Permission is hereby granted, free of charge, to any person obtaining a copy
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// of this software and associated documentation files (the "Software"), to deal
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// in the Software without restriction, including without limitation the rights
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// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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// copies of the Software, and to permit persons to whom the Software is
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// furnished to do so, subject to the following conditions:
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//
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// The above copyright notice and this permission notice shall be included in all
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// copies or substantial portions of the Software.
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//
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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// SOFTWARE.
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#include "hip/hip_runtime.h"
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#include <cassert>
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#include <cstdio>
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#include <cstdlib>
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#include <iomanip>
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#include <iostream>
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#include <memory>
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#include <mutex>
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#include <random>
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#include <stdexcept>
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#include <vector>
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#include "transpose_kernels.hpp"
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#define PRINT_ALIGN 36
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namespace
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{
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using lock_guard_t = std::lock_guard<std::mutex>;
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auto print_lock = std::mutex{};
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} // namespace
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enum TransposeType
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{
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TRANSPOSE_NAIVE,
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TRANSPOSE_INPLACE_LDS,
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TRANSPOSE_NO_BANK_CONFLICTS
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};
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class ITranspose
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{
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public:
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virtual void run(TransposeType ttype, int numThreadsY, int num_iter) = 0;
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virtual ~ITranspose(){};
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};
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template <typename T>
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class Transpose : public ITranspose
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{
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public:
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Transpose(int dev, size_t _M)
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: devID(dev)
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, M(_M)
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, databytes(_M * _M * sizeof(T))
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{
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HIP_API_CALL(hipSetDevice(devID));
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HIP_API_CALL(hipStreamCreate(&stream));
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std::default_random_engine _engine{std::random_device{}() * rand()};
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std::uniform_int_distribution<int> _dist{0, 1000};
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inp_matrix = new T[M * M];
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out_matrix = new T[M * M];
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for(size_t i = 0; i < M * M; i++)
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inp_matrix[i] = static_cast<T>(_dist(_engine));
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memset(out_matrix, 0, databytes);
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HIP_API_CALL(hipMalloc(&in, databytes));
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HIP_API_CALL(hipMalloc(&out, databytes));
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HIP_API_CALL(hipMemsetAsync(in, 0, databytes, stream));
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HIP_API_CALL(hipMemsetAsync(out, 0, databytes, stream));
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HIP_API_CALL(hipMemcpyAsync(in, inp_matrix, databytes, hipMemcpyDefault, stream));
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HIP_API_CALL(hipEventCreate(&start));
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HIP_API_CALL(hipEventCreate(&stop));
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}
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void run(TransposeType ttype, int numThreadsY, int num_iter) override
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{
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HIP_API_CALL(hipSetDevice(devID));
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dim3 grid(M / TILE_DIM, M / TILE_DIM, 1);
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dim3 block(TILE_DIM, numThreadsY, 1);
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auto Kernel = transposeNaive<T>;
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std::string KernelName = "transposeNaive";
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if(ttype == TransposeType::TRANSPOSE_NO_BANK_CONFLICTS)
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{
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Kernel = transposeLdsNoBankConflicts<T>;
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KernelName = "transposeLdsNoBankConflicts";
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}
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else if(ttype == TransposeType::TRANSPOSE_INPLACE_LDS)
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{
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Kernel = transposeLdsSwapInplace<T>;
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KernelName = "transposeLdsSwapInplace";
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}
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{
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std::string functypeid = __PRETTY_FUNCTION__;
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auto it_beg = functypeid.rfind("[T = ");
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auto it_end = functypeid.rfind(']');
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if(it_beg != std::string::npos) it_beg += std::string("[T = ").size();
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if(it_beg < it_end && it_end != std::string::npos)
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KernelName += '<' + functypeid.substr(it_beg, it_end - it_beg) + '>';
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}
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HIP_API_CALL(hipStreamSynchronize(stream));
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HIP_API_CALL(hipEventRecord(start, stream));
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for(int i = 0; i < num_iter; i++)
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{
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Kernel<<<grid, block, 0, stream>>>(out, in, M);
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HIP_API_CALL(hipGetLastError());
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}
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HIP_API_CALL(hipEventRecord(stop, stream));
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HIP_API_CALL(hipMemcpyAsync(out_matrix, out, databytes, hipMemcpyDefault, stream));
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HIP_API_CALL(hipEventSynchronize(stop));
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float time;
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HIP_API_CALL(hipEventElapsedTime(&time, start, stop));
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float GB = databytes * num_iter * 2 / float(1 << 30);
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{
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lock_guard_t _lk{print_lock};
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std::cout << "The average performance of " << std::setw(38) << KernelName << " : "
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<< (1000 * GB / time) << " GB/s" << std::endl;
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}
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verify();
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}
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void verify() const
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{
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HIP_API_CALL(hipStreamSynchronize(stream));
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for(int i = 0; i < 10; i++)
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{
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int row = rand() % M;
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int col = rand() % M;
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if(inp_matrix[row * M + col] != out_matrix[col * M + row])
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{
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lock_guard_t _lk{print_lock};
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std::cout << "mismatch: " << row << ", " << col << " : "
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<< inp_matrix[row * M + col] << " | " << out_matrix[col * M + row]
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<< std::endl;
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}
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}
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}
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virtual ~Transpose()
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{
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HIP_API_CALL(hipSetDevice(devID));
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HIP_API_CALL(hipEventDestroy(start));
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HIP_API_CALL(hipEventDestroy(stop));
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HIP_API_CALL(hipFree(in));
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HIP_API_CALL(hipFree(out));
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HIP_API_CALL(hipStreamDestroy(stream));
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delete[] inp_matrix;
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delete[] out_matrix;
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}
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const int devID;
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const size_t M;
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const size_t databytes;
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hipStream_t stream;
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hipEvent_t start, stop;
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T* inp_matrix = nullptr;
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T* out_matrix = nullptr;
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T* in = nullptr;
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T* out = nullptr;
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};
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int
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main(int argc, char** argv)
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{
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int deviceId = 0;
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int blockDimY = 8;
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int num_iter = 3;
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int mat_size = 8192;
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for(int i = 1; i < argc; ++i)
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{
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auto _arg = std::string{argv[i]};
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if(_arg == "?" || _arg == "-h" || _arg == "--help")
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{
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std::cout << "usage: transpose "
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<< "[MatrixSize (" << mat_size << ")] "
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<< "[numIter (" << num_iter << ")] "
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<< "[blockDimY (" << blockDimY << ")] "
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<< "[DEVICE_ID (" << deviceId << ")] " << std::endl;
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exit(EXIT_SUCCESS);
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}
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}
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if(argc > 1) mat_size = atoll(argv[1]);
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if(argc > 2) num_iter = atoll(argv[2]);
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if(argc > 3) blockDimY = atoll(argv[3]);
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if(argc > 4) deviceId = atoll(argv[4]);
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printf("[transpose] Matrix size: %d, device ID: %d, num iter: %d, blockDimY: %d\n",
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mat_size,
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deviceId,
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num_iter,
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blockDimY);
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int ndevice = 0;
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HIP_API_CALL(hipGetDeviceCount(&ndevice));
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printf("[transpose] Number of devices found: %i\n", ndevice);
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assert(ndevice > 0);
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if(deviceId >= ndevice) exit(EXIT_FAILURE);
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{
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std::vector<std::unique_ptr<ITranspose>> kernels;
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kernels.push_back(std::make_unique<Transpose<int>>(deviceId, mat_size));
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kernels.push_back(std::make_unique<Transpose<float>>(deviceId, mat_size));
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kernels.push_back(std::make_unique<Transpose<double>>(deviceId, mat_size));
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for(auto& kernel : kernels)
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{
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kernel->run(TransposeType::TRANSPOSE_NAIVE, blockDimY, num_iter);
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kernel->run(TransposeType::TRANSPOSE_INPLACE_LDS, blockDimY, num_iter);
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kernel->run(TransposeType::TRANSPOSE_NO_BANK_CONFLICTS, blockDimY, num_iter);
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}
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}
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HIP_API_CALL(hipDeviceSynchronize());
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HIP_API_CALL(hipDeviceReset());
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return 0;
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}
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