At least pip9 has -v option which prints debug msg during installation of the package.
$ pip --version
pip 9.0.1
Help:
$ pip install --help
..
..
-v, --verbose Give more output. Option is additive, and can be used up to 3 times.
Usage:
pip install -r requirements.txt -vvv