Developer Guide for Intel® SDK for OpenCL™ Applications
remote get cl file path does not get the source code.
Make sure to be logged in via the same user on both the host system and the target system. If it does not work, then use the -s <cl file path> flag in the clBuildProgram as explained in Debugging OpenCL™ Kernels on GPU.