Automatically create requirements.txt
pipreqs
is your best friend for quick and easy creation of requirements.txt
. It scans your Python project for imports and constructs a requirements.txt
with only the relevant dependencies. Give it a whirl!
And voila, you have a project-specific requirements.txt
in a snap.
To pip freeze
or not to pip freeze
The key difference: While pip freeze
goes all out and lists every single installed package, pipreqs
is more refined and includes strictly the packages you used. This nails down requirements.txt
to only truly relevant dependencies and keeps you off versioning landmines and bloated deployments.
How to manage your Python environment
Looking for other ways to manage your Python project’s dependencies? Here are a couple that could suit your fancy:
- Pipenv: The combination of a virtual environment and dependency management brings consistency and load-off from your shoulders.
- Conda: This does more than manage Python packages - it handles cross-platform environment management and can handle binary dependencies like a pro.
What about some edge cases?
Life ain’t all roses, here are some of those pesky non-ideal scenarios you may come across:
- Private Repos: If you’ve been working with private package indices or custom packages that
pipreqs
can't find, you would need to put those on yourrequirements.txt
manually. - Non-Python Dependencies: System-level dependencies? We have Docker or installation scripts to pair with
requirements.txt
for those. - Different Dependencies for Prod/Dev: Worried about dev-only dependencies messing with production? Then utilize
pipreqs --savepath requirements-dev.in
to have dev-specific packages, and a differentrequirements.in
for production-only dependencies.
Next-level approach
Let's take it up a notch:
- Version Lock: Use
pip-compile
frompip-tools
to lock down versions of your packages. This puts the brakes on any undesired upgrades that might rain on your compatibility parade. - Multiple Environments: Fall back on
pigar
when dealing with different OS or when virtual environments give you the blues. - Continuous Integration (CI): Brew some automated magic by baking
pipreqs
into your CI pipeline. This keepsrequirements.txt
always fresh and updated.
Protect your castle
It's not just about making a fortress. A fortress is only as good as its defense. So, here are a few ways to safeguard your project:
- Stay Vigilant: Regularly put your
requirements.txt
under the microscope withsafety
orpip-audit
to ferret out vulnerability threats. - Keep Up To Date: Keep your dependencies current, but don't let the updates rule you. Remember to do controlled batch upgrades with rigorous testing for smooth sailing.
- Check Compatibility: Remember to cross-check backward compatibility of packages, especially when you have
pip-compile
in your toolkit.
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