85baa0d113
* Initial commit * Improvements-1 * Initial commit for PR * Updates warning, run.sh, decoupled loops * Forcing seq cst for CPU timimg
202 rader
9.3 KiB
C++
202 rader
9.3 KiB
C++
/*
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Copyright (c) 2023 Advanced Micro Devices, Inc. All rights reserved.
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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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The above copyright notice and this permission notice shall be included in
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all copies or substantial portions of the Software.
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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
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THE SOFTWARE.
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*/
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#if defined(__NVCC__)
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#include <cuda_runtime.h>
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// Datatypes
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#define hipError_t cudaError_t
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#define hipEvent_t cudaEvent_t
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#define hipStream_t cudaStream_t
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// Enumerations
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#define hipSuccess cudaSuccess
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// Functions
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#define hipEventCreate cudaEventCreate
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#define hipEventDestroy cudaEventDestroy
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#define hipEventElapsedTime cudaEventElapsedTime
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#define hipGetErrorString cudaGetErrorString
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#define hipEventRecord cudaEventRecord
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#define hipStreamCreate cudaStreamCreate
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#define hipStreamDestroy cudaStreamDestroy
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#define hipStreamSynchronize cudaStreamSynchronize
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#else
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#include <hip/hip_ext.h>
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#include <hip/hip_runtime.h>
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#include <hsa/hsa_ext_amd.h>
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#endif
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#include <iostream>
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#include <chrono>
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#include <algorithm>
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#include <vector>
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#include <numeric>
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#include <stdatomic.h>
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// Helper macro for catching HIP errors
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#define HIP_CALL(cmd) \
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do { \
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hipError_t error = (cmd); \
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if (error != hipSuccess) \
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{ \
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std::cerr << "Encountered HIP error (" << hipGetErrorString(error) \
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<< ") at line " << __LINE__ << " in file " << __FILE__ << "\n"; \
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exit(-1); \
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} \
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} while (0)
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__global__ void EmptyKernel(){};
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float calStdDev(const std::vector<float>& allDeltaMs, float mean)
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{
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std::vector<float> diff(allDeltaMs.size());
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std::transform(allDeltaMs.begin(), allDeltaMs.end(), diff.begin(), [mean](double x) { return x - mean; });
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double sq_sum = std::inner_product(diff.begin(), diff.end(), diff.begin(), 0.0);
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double stdev = std::sqrt(sq_sum / allDeltaMs.size());
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return stdev;
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}
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int main(int argc, char **argv)
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{
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int numIterations = (argc > 1 ? atoi(argv[1]) : 10);
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int gridSize = (argc > 2 ? atoi(argv[2]) : 1);
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int blockSize = (argc > 3 ? atoi(argv[3]) : 1);
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bool cpuTime = (argc > 4 ? atoi(argv[4]) != 0 : true);
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bool gpuTime = (argc > 5 ? atoi(argv[5]) != 0 : true);
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bool outerLoop = (argc > 6 ? atoi(argv[6]) != 0 : false);
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bool innerLoop = (argc > 7 ? atoi(argv[7]) != 0 : true);
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int numWarmups = 3;
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printf("Running %d iterations <<<%d,%d>>> cpuTime:%d gpuTime:%d outerLoop:%d innerLoop:%d\n", numIterations, gridSize, blockSize, cpuTime , gpuTime, outerLoop,innerLoop);
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if(!innerLoop && !outerLoop) {printf("Warning: Atleast one of inner and outer loops should be enabled\n");return 0;}
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if(outerLoop && innerLoop && (cpuTime || gpuTime)){printf("Warning: given cpuTime %d, gpuTime %d, outerLoop %d may not be meaningful combination, recommended are 001,100,010,110\n",cpuTime , gpuTime, outerLoop);}
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// Create events and stream
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hipEvent_t startEvent, stopEvent, startEventOuterLoop, stopEventOuterLoop;
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HIP_CALL(hipEventCreate(&startEvent));
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HIP_CALL(hipEventCreate(&stopEvent));
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HIP_CALL(hipEventCreate(&startEventOuterLoop));
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HIP_CALL(hipEventCreate(&stopEventOuterLoop));
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hipStream_t stream;
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HIP_CALL(hipStreamCreate(&stream));
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// Run untimed warmup iterations (to cache kernel code)
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for (int iteration = 0; iteration < numWarmups; iteration++)
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{
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EmptyKernel<<<gridSize, blockSize, 0, stream>>>();
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}
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HIP_CALL(hipStreamSynchronize(stream));
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std::vector<float> allGpuDeltaMsec(numIterations);
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std::vector<float> allCpuDeltaMsec(numIterations);
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// Launch empty kernel
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// NOTE: Timing is done per-iteration, instead of batching multiple iterations
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double cpuSum = 0.0;
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double gpuSum = 0.0;
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auto cpuStart = std::chrono::high_resolution_clock::now();
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auto cpuDelta = std::chrono::high_resolution_clock::now() - cpuStart;
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double cpuDeltaMsec;
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float gpuDeltaMsec;
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auto cpuStartOuterloop = std::chrono::high_resolution_clock::now();
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auto cpuDeltaOuterloop = std::chrono::high_resolution_clock::now() - cpuStartOuterloop;
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double cpuDeltaMsecOuterLoop;
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float gpuDeltaMsecOuterLoop;
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if(outerLoop && gpuTime) {HIP_CALL(hipEventRecord(startEventOuterLoop, stream));}
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for (int iteration = 0; iteration < numIterations; iteration++)
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{
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// Start timing
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if(innerLoop && cpuTime){ atomic_signal_fence(memory_order_seq_cst); cpuStart = std::chrono::high_resolution_clock::now();}
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if(innerLoop && gpuTime){HIP_CALL(hipEventRecord(startEvent, stream));}
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// Launch kernel and wait for completion
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EmptyKernel<<<gridSize, blockSize, 0, stream>>>();
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if(innerLoop && gpuTime){HIP_CALL(hipEventRecord(stopEvent, stream));}
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if(innerLoop){HIP_CALL(hipStreamSynchronize(stream));}
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// Collect timing info
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if(innerLoop && cpuTime) {
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atomic_signal_fence(memory_order_seq_cst);
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cpuDelta = std::chrono::high_resolution_clock::now() - cpuStart;
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cpuDeltaMsec = std::chrono::duration_cast<std::chrono::duration<double>>(cpuDelta).count() * 1000.0;
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}
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if(innerLoop && gpuTime){HIP_CALL(hipEventElapsedTime(&gpuDeltaMsec, startEvent, stopEvent));}
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// Report timing
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if(innerLoop && (cpuTime || gpuTime)) {printf("Iteration %03d Kernel Launch Time (usec) %10.5f (CPU) %10.5f (GPU)\n", iteration, cpuDeltaMsec *1000.0, gpuDeltaMsec * 1000.0);}
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if(innerLoop && gpuTime){
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allGpuDeltaMsec[iteration] = gpuDeltaMsec * 1000.0;
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gpuSum += gpuDeltaMsec * 1000.0;
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}
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if(innerLoop && cpuTime){
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allCpuDeltaMsec[iteration] = cpuDeltaMsec * 1000.0;
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cpuSum += cpuDeltaMsec * 1000.0;
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}
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}
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if(outerLoop) {
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atomic_signal_fence(memory_order_seq_cst);
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cpuDeltaOuterloop = std::chrono::high_resolution_clock::now() - cpuStartOuterloop;
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if(gpuTime){
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HIP_CALL(hipEventRecord(stopEventOuterLoop, stream));
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HIP_CALL(hipStreamSynchronize(stream));
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HIP_CALL(hipEventElapsedTime(&gpuDeltaMsecOuterLoop, startEventOuterLoop, stopEventOuterLoop));
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}
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cpuDeltaMsecOuterLoop = std::chrono::duration_cast<std::chrono::duration<double>>(cpuDeltaOuterloop).count() * 1000.0;
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}
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printf("\n");
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// Report averages
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if(innerLoop && (cpuTime || gpuTime)){
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double avgCpuUsec = cpuSum / numIterations;
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double avgGpuUsec = gpuSum / numIterations;
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auto minCpuUsec = std::min_element(std::begin(allCpuDeltaMsec), std::end(allCpuDeltaMsec));
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auto minGpuUsec = std::min_element(std::begin(allGpuDeltaMsec), std::end(allGpuDeltaMsec));
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auto maxCpuUsec = std::max_element(std::begin(allCpuDeltaMsec), std::end(allCpuDeltaMsec));
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auto maxGpuUsec = std::max_element(std::begin(allGpuDeltaMsec), std::end(allGpuDeltaMsec));
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auto varCpuUsec = calStdDev(allCpuDeltaMsec, avgCpuUsec);
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auto varGpuUsec = calStdDev(allGpuDeltaMsec, avgGpuUsec);
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printf("Average Kernel Launch time (usec) %10.5f (CPU) %10.5f (GPU)\n", avgCpuUsec, avgGpuUsec);
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printf("Minimum Kernel Launch time (usec) %10.5f (CPU) %10.5f (GPU)\n", *minCpuUsec, *minGpuUsec);
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printf("Maximum Kernel Launch time (usec) %10.5f (CPU) %10.5f (GPU)\n", *maxCpuUsec, *maxGpuUsec);
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printf("Stddev Kernel Launch time (usec) %10.5f (CPU) %10.5f (GPU)\n", varCpuUsec, varGpuUsec);
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}
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if(outerLoop) {
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double avgCpuUsecOuterLoop = (cpuDeltaMsecOuterLoop* 1000.0)/numIterations;
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double avgGpuUsecOuterLoop = 0.0;
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if(gpuTime){ avgGpuUsecOuterLoop = (gpuDeltaMsecOuterLoop* 1000.0)/numIterations; }
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printf("Average-OL Kernel Launch time (usec) %10.5f (CPU) %10.5f (GPU)\n", avgCpuUsecOuterLoop, avgGpuUsecOuterLoop);
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}
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// Cleanup events and stream
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HIP_CALL(hipStreamDestroy(stream));
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HIP_CALL(hipEventDestroy(startEvent));
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HIP_CALL(hipEventDestroy(stopEvent));
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HIP_CALL(hipEventDestroy(startEventOuterLoop));
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HIP_CALL(hipEventDestroy(stopEventOuterLoop));
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return 0;
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}
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