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當我在一個循環中運行我的內核函數600多次(它不會崩潰,如果它是50倍左右),我的電腦崩潰(我必須手動重置它),而我我不確定是什麼原因造成的。CUDA崩潰的大數據集
我的主要情況如下:
int main()
{
int *seam = new int [image->height];
int width = image->width;
int height = image->height;
int *fMC = (int*)malloc(width*height*sizeof(int*));
int *fNew = (int*)malloc(width*height*sizeof(int*));
for(int i=0;i<numOfSeams;i++)
{
seam = cpufindSeamV2(fMC,width,height,1);
fMC = kernel_shiftSeam(fMC,fNew,seam,width,height,nWidth,1);
for(int k=0;k<height;k++)
{
fMC[(nWidth-1)+width*k] = INT_MAX;
}
}
和我的內核是:
int* kernel_shiftSeam(int *MCEnergyMat, int *newE, int *seam, int width, int height, int x, int direction)
{
//time measurement
float elapsed_time_ms = 0;
cudaEvent_t start, stop; //threads per block
dim3 threads(16,16);
//blocks
dim3 blocks((width+threads.x-1)/threads.x, (height+threads.y-1)/threads.y);
//MCEnergy and Seam arrays on device
int *device_MC, *device_new, *device_Seam;
//MCEnergy and Seam arrays on host
int *host_MC, *host_new, *host_Seam;
//total number of bytes in array
int size = width*height*sizeof(int);
int seamSize;
if(direction == 1)
{
seamSize = height*sizeof(int);
host_Seam = (int*)malloc(seamSize);
for(int i=0;i<height;i++)
host_Seam[i] = seam[i];
}
else
{
seamSize = width*sizeof(int);
host_Seam = (int*)malloc(seamSize);
for(int i=0;i<width;i++)
host_Seam[i] = seam[i];
}
cudaMallocHost((void**)&host_MC, size);
cudaMallocHost((void**)&host_new, size);
host_MC = MCEnergyMat;
host_new = newE;
//allocate 1D flat array on device
cudaMalloc((void**)&device_MC, size);
cudaMalloc((void**)&device_new, size);
cudaMalloc((void**)&device_Seam, seamSize);
//copy host array to device
cudaMemcpy(device_MC, host_MC, size, cudaMemcpyHostToDevice);
cudaMemcpy(device_new, host_new, size, cudaMemcpyHostToDevice);
cudaMemcpy(device_Seam, host_Seam, seamSize, cudaMemcpyHostToDevice);
//measure start time for cpu calculations
cudaEventCreate(&start);
cudaEventCreate(&stop);
cudaEventRecord(start, 0);
//perform gpu calculations
if(direction == 1)
{
gpu_shiftSeam<<< blocks,threads >>>(device_MC, device_new, device_Seam, width, height, x);
}
//measure end time for cpu calcuations
cudaEventRecord(stop, 0);
cudaEventSynchronize(stop);
cudaEventElapsedTime(&elapsed_time_ms, start, stop);
execTime += elapsed_time_ms;
//copy out the results back to host
cudaMemcpy(newE, device_new, size, cudaMemcpyDeviceToHost);
//free memory
free(host_Seam);
cudaFree(host_MC); cudaFree(host_new);
cudaFree(device_MC); cudaFree(device_new); cudaFree(device_Seam);
//destroy event objects
cudaEventDestroy(start); cudaEventDestroy(stop);
return newE;
}
所以,我的程序崩潰時,我稱之爲「kernel_shiftSeam」多次,我也利用釋放的內存所以我不知道cudaFree是否存在內存泄漏問題。如果有人能指出我正確的方向,那將是很棒的。
如果您運行程序但未調用內核,會發生什麼情況? –
你想用這些線做什麼? host_MC = MCEnergyMat; host_new = newE; –
該程序運行良好如果我沒有調用內核運行它。 – overloading