How can I compile CUDA code then link it to a C++ project?

My answer to this recent question likely describes what you need.

A couple of additional notes:

  1. You don't need to compile your .cu to a .cubin or .ptx file. You need to compile it to a .o object file and then link it with the .o object files from your .cpp files compiled with g++.
  2. In addition to putting your cuda kernel code in cudaFunc.cu, you also need to put a C or C++ wrapper function in that file that launches the kernel (unless you are using the CUDA driver API, which is unlikely and not recommended). Also add a header file with the prototype of this wrapper function so that you can include it in your C++ code which needs to call the CUDA code. Then you link the files together using your standard g++ link line.

I was able to resolve my issue with a couple of different posts including these ones. Don't forget that if you are using a 64 bit machine to link to the 64 bit library! It seams kind of obvious, but for clowns like me, that is something I forgot. Here is the make file that I now use... if you can digest this make file, you should be able to do what I was trying to do which was separate compilation of cuda code and other G++ code. Also keep in mind that you have to have the gcc, g++ compilers at certain versions (I am using g++-4.4 and it is working for me) Anyway, here is the make file...

all: program

program: cudacode.o
    g++ -o program -L/usr/local/cuda/lib64 -lcuda -lcudart main.cpp  cudacode.o 

cudacode.o:
    nvcc -c -arch=sm_20 cudacode.cu 

clean: rm -f *.o program

Hopefully you can see that the first thing I do is compile the cudacode (that has been saved as a .cu) using the nvcc compiler and -c option (also note that you may want to remove the -arch=sm_20). This created a cudacode.o. I then use the g++ compiler with the -o option and link to the lib64 library and link the -lcuda and -lcudart libraries along with compiling my main.cpp and then linking the cudacode.o. Hope this helps someone!


I found that linking the compiled cuda object code with g++ can be troublesome. Try compiling it like this:

all:
nvcc cudafile.cu mainfile.cpp -o executable

clean: rm -rf *.o

Tags:

Cuda

G++

Nvcc