Find a mirror geographically close to you and use it like this:
pip install -i https://[mirror-url]/simple package
For instance, using a Beijing mirror:
pip install -i https://pypi.douban.com/simple package
You can also save this config in your ~/.pip/pip.conf
:
[global]
index-url = https://pypi.douban.com/simple
Thanks!