Cache give error when switching python versions

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!