how I can create code coverage report for service(s)

I have integration tests that drive service with calling rpc and restful APIs. I prefer if the service run in a separate process to make the test closer to the reality. How I can track what is the code coverage of the code that is used on the service side.

Note that I am aware how to instrument the test process. My question is how to instrument the service process.