CUDA和C++的简单项目

CUDA and C++ simple project

本文关键字:简单 项目 C++ CUDA      更新时间:2023-10-16

我正在尝试创建一个CUDA+C++项目。基本上是一个.cpp项目,它调用一些CUDA内核。所以我只是简单地按照这里的例子,它基本上添加了两个向量。内核完成求和工作:http://blog.norture.com/2012/10/gpu-parallel-programming-in-vs2012-with-nvidia-cuda/

这是代码,

#include <iostream>
#include "cuda_runtime.h"
#include "cuda.h"
#include "device_launch_parameters.h"
using namespace std;
__global__ void saxpy(int n, float a, float *x, float *y)
{
  int i = blockIdx.x*blockDim.x + threadIdx.x;
  if (i < n) y[i] = a*x[i] + y[i];
}
int main(void)
{
  int N = 1<<20;
  float *x, *y, *d_x, *d_y;
  x = (float*)malloc(N*sizeof(float));
  y = (float*)malloc(N*sizeof(float));
  cudaMalloc(&d_x, N*sizeof(float));
  cudaMalloc(&d_y, N*sizeof(float));
  for (int i = 0; i < N; i++) {
    x[i] = 1.0f;
    y[i] = 2.0f;
  }
  cudaMemcpy(d_x, x, N*sizeof(float), cudaMemcpyHostToDevice);
  cudaMemcpy(d_y, y, N*sizeof(float), cudaMemcpyHostToDevice);
  // Perform SAXPY on 1M elements
  saxpy<<<(N+255)/256, 256>>>(N, 2.0, d_x, d_y);
  cudaMemcpy(y, d_y, N*sizeof(float), cudaMemcpyDeviceToHost);
  float maxError = 0.0f;
  for (int i = 0; i < N; i++)
    maxError = max(maxError, abs(y[i]-4.0f));
  cout << "Max error: " << maxError;
}

当我构建时,我得到了这个错误:

1>------ Rebuild All started: Project: CUDATest001, Configuration: Debug x64 ------
1>  CUDATestZeroZeroOne.cpp
1>CUDATestZeroZeroOne.obj : error LNK2001: unresolved external symbol threadIdx
1>CUDATestZeroZeroOne.obj : error LNK2001: unresolved external symbol blockIdx
1>CUDATestZeroZeroOne.obj : error LNK2001: unresolved external symbol blockDim
1>D:ProjectsCUDATest001x64DebugCUDATest001.exe : fatal error LNK1120: 3 unresolved externals
========== Rebuild All: 0 succeeded, 1 failed, 0 skipped ==========

如果saxpy<<<(N+255)/256, 256>>>(N, 2.0, d_x, d_y);行被注释掉,则出现以下错误:

1>------ Rebuild All started: Project: CUDATest001, Configuration: Debug x64 ------
1>  CUDATestZeroZeroOne.cpp
1>CUDATestZeroZeroOne.obj : error LNK2001: unresolved external symbol threadIdx
1>CUDATestZeroZeroOne.obj : error LNK2001: unresolved external symbol blockIdx
1>CUDATestZeroZeroOne.obj : error LNK2001: unresolved external symbol blockDim
1>D:ProjectsCUDATest001x64DebugCUDATest001.exe : fatal error LNK1120: 3 unresolved externals
========== Rebuild All: 0 succeeded, 1 failed, 0 skipped ==========

我使用的是vs2012+CUDA 5.5。我从一个空的C++win32控制台项目开始,添加了一个.cpp文件,其中包括上面的所有代码我现在甚至不确定它是.cu还是.cpp文件?

有人知道怎么做吗?谢谢

在项目的上下文菜单中,单击Build Customizations。打开CUDA 5.5目标。

.cpp文件的上下文菜单中,单击Rename并将其重命名为.cu

.cu文件(刚刚重命名)的上下文菜单中,选择Properties。然后转到General并确保Item Type设置为CUDA C/C++

重建。

当您启动一个新的CUDA项目时,您可以选择Templates > NVIDIA > CUDA 5.5 > CUDA 5.5 Runtime来获得一个应该在不做任何修改的情况下编译的项目。