Adding this config file into a ~/.pip directory will ask pip to save a copy of any packages installed via pip (whether inside or outside a virtualenv).
~/.pip/pip.conf
1 2 | [global]
download_cache=~/.pypi_cache
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You can either mkdir -p ~/.pypi_cache or let pip create it itself.