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
pipreqscan't find, you would need to put those on yourrequirements.txtmanually. - Non-Python Dependencies: System-level dependencies? We have Docker or installation scripts to pair with
requirements.txtfor those. - Different Dependencies for Prod/Dev: Worried about dev-only dependencies messing with production? Then utilize
pipreqs --savepath requirements-dev.into have dev-specific packages, and a differentrequirements.infor production-only dependencies.
Next-level approach
Let's take it up a notch:
- Version Lock: Use
pip-compilefrompip-toolsto 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
pigarwhen dealing with different OS or when virtual environments give you the blues. - Continuous Integration (CI): Brew some automated magic by baking
pipreqsinto your CI pipeline. This keepsrequirements.txtalways 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.txtunder the microscope withsafetyorpip-auditto 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-compilein your toolkit.
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