Cache give error when switching python versions

[xuru]

Switching from python 3.5 to python 2.7 gives the following error:

ValueError: unsupported pickle protocol: 3

Best way to reproduce this is running the tests with tox:

[tox]
envlist = py27, py35

If I get some free time, I'll try and write up a pull request.

Thanks!