When installing a python module with pip, "Using cache" will often appear when a certain module is repeatedly installed, which makes it easy to install the wrong version. So I found about two methods in stackoverflow.
1. Skip the cache directly: (tqdm is chestnut)
pip install -U tqdm
2. Clean up pip cache
cd ~/.cache/pip
sudo rm -rf *
Note: When doing rm, you must see the path clearly, don't delete the library and finally run away.
Reference link: https://stackoverflow.com/questions/9510474/removing-pips-cache