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I don't know the ros way to do it, and personally I use python subbprocess to run the roscore first:

import subprocess
roscore = subprocess.Popen('roscore')
time.sleep(1)  # wait a bit to be sure the roscore is really launched

then your code:

unittest.main()  # for instance in my case I need a roscore to run some node tests

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