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dgemm_thread_safety.cpp
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#include <iostream>
#include <vector>
#include <random>
#include <future>
#include <omp.h>
#include "../cblas.h"
#include "cpp_thread_safety_common.h"
void launch_cblas_dgemm(double* A, double* B, double* C, const blasint randomMatSize){
cblas_dgemm(CblasColMajor, CblasNoTrans, CblasNoTrans, randomMatSize, randomMatSize, randomMatSize, 1.0, A, randomMatSize, B, randomMatSize, 0.1, C, randomMatSize);
}
int main(int argc, char* argv[]){
blasint randomMatSize = 1024; //dimension of the random square matrices used
uint32_t numConcurrentThreads = 96; //number of concurrent calls of the functions being tested
uint32_t numTestRounds = 16; //number of testing rounds before success exit
uint32_t maxHwThreads = omp_get_max_threads();
if (maxHwThreads < 96)
numConcurrentThreads = maxHwThreads;
if (argc > 4){
std::cout<<"ERROR: too many arguments for thread safety tester"<<std::endl;
abort();
}
if(argc == 4){
std::vector<std::string> cliArgs;
for (int i = 1; i < argc; i++){
cliArgs.push_back(argv[i]);
std::cout<<argv[i]<<std::endl;
}
randomMatSize = std::stoul(cliArgs[0]);
numConcurrentThreads = std::stoul(cliArgs[1]);
numTestRounds = std::stoul(cliArgs[2]);
}
std::uniform_real_distribution<double> rngdist{-1.0, 1.0};
std::vector<std::vector<double>> matBlock(numConcurrentThreads*3);
std::vector<std::future<void>> futureBlock(numConcurrentThreads);
std::cout<<"*----------------------------*\n";
std::cout<<"| DGEMM thread safety tester |\n";
std::cout<<"*----------------------------*\n";
std::cout<<"Size of random matrices(N=M=K): "<<randomMatSize<<'\n';
std::cout<<"Number of concurrent calls into OpenBLAS : "<<numConcurrentThreads<<'\n';
std::cout<<"Number of testing rounds : "<<numTestRounds<<'\n';
std::cout<<"This test will need "<<(static_cast<uint64_t>(randomMatSize*randomMatSize)*numConcurrentThreads*3*8)/static_cast<double>(1024*1024)<<" MiB of RAM\n"<<std::endl;
FailIfThreadsAreZero(numConcurrentThreads);
std::cout<<"Initializing random number generator..."<<std::flush;
std::mt19937_64 PRNG = InitPRNG();
std::cout<<"done\n";
std::cout<<"Preparing to test CBLAS DGEMM thread safety\n";
std::cout<<"Allocating matrices..."<<std::flush;
for(uint32_t i=0; i<(numConcurrentThreads*3); i++){
matBlock[i].resize(randomMatSize*randomMatSize);
}
std::cout<<"done\n";
//pauser();
std::cout<<"Filling matrices with random numbers..."<<std::flush;
FillMatrices(matBlock, PRNG, rngdist, randomMatSize, numConcurrentThreads, 3);
//PrintMatrices(matBlock, randomMatSize, numConcurrentThreads, 3);
std::cout<<"done\n";
std::cout<<"Testing CBLAS DGEMM thread safety\n";
omp_set_num_threads(numConcurrentThreads);
for(uint32_t R=0; R<numTestRounds; R++){
std::cout<<"DGEMM round #"<<R<<std::endl;
std::cout<<"Launching "<<numConcurrentThreads<<" threads simultaneously using OpenMP..."<<std::flush;
#pragma omp parallel for default(none) shared(futureBlock, matBlock, randomMatSize, numConcurrentThreads)
for(uint32_t i=0; i<numConcurrentThreads; i++){
futureBlock[i] = std::async(std::launch::async, launch_cblas_dgemm, &matBlock[i*3][0], &matBlock[i*3+1][0], &matBlock[i*3+2][0], randomMatSize);
//launch_cblas_dgemm( &matBlock[i][0], &matBlock[i+1][0], &matBlock[i+2][0]);
}
std::cout<<"done\n";
std::cout<<"Waiting for threads to finish..."<<std::flush;
for(uint32_t i=0; i<numConcurrentThreads; i++){
futureBlock[i].get();
}
std::cout<<"done\n";
//PrintMatrices(matBlock, randomMatSize, numConcurrentThreads, 3);
std::cout<<"Comparing results from different threads..."<<std::flush;
for(uint32_t i=3; i<(numConcurrentThreads*3); i+=3){ //i is the index of matrix A, for a given thread
for(uint32_t j = 0; j < static_cast<uint32_t>(randomMatSize*randomMatSize); j++){
if (std::abs(matBlock[i+2][j] - matBlock[2][j]) > 1.0E-13){ //i+2 is the index of matrix C, for a given thread
std::cout<<"ERROR: one of the threads returned a different result! Index : "<<i+2<<std::endl;
std::cout<<"CBLAS DGEMM thread safety test FAILED!"<<std::endl;
return -1;
}
}
}
std::cout<<"OK!\n"<<std::endl;
}
std::cout<<"CBLAS DGEMM thread safety test PASSED!\n"<<std::endl;
return 0;
}