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Stop PIP from re-downloading same packages over and over again

PIP has a habit of re-downloading same packages every time you hit pip install package_name. That's not so cool, especially, when you deploy packages from requirements.txt and one of the packages failed to build, restarting pip install -r requirements.txt would lead pip to redownload all the packages again ...

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