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eslaught | 4 months ago

Conda doesn't do lock files. If you look into it, the best you can do is freeze your entire environment. Aside from this being an entirely manual process, and thus having all the issues that manual processes bring, this comes with a few issues:

1. If you edit any dependency, you resolve the environment from scratch. There is no way to update just one dependency.

2. Conda "lock" files are just the hashes of the all the packages you happened to get, and that means they're non-portable. If you move from x86 to ARM, or Mac to Linux, or CPU to GPU, you have to throw everything out and resolve.

Point (2) has an additional hidden cost: unless you go massively out of your way, all your platforms can end up on different versions. That's because solving every environment is a manual process and it's unlikely you're taking the time to run through 6+ different options all at once. So if different users solve the environments on different days from the same human-readable environment file, there's no reason to expect them to be in sync. They'll slowly diverge over time and you'll start to see breakage because the versions diverge.

P.S. if you do want a "uv for Conda packages", see Pixi [1], which has a lot of the benefits of uv (e.g., lock files) but works out of the box with Conda's package ecosystem.

[1]: https://pixi.sh/latest/

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