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okost1 commented on Show HN: LUML – an open source (Apache 2.0) MLOps/LLMOps platform   github.com/luml-ai/luml... · Posted by u/okost1
tikkit · a month ago
Why is it better than mlflow?
okost1 · a month ago
1. MLFlow is rather annoying to self-host for a bigger team. We provide projects, permissions, etc. out of the box. The user just needs to connect the storage bucket once.

2. LUML is an end-to-end platform, so it has a much larger scope than MLFlow.

okost1 commented on Show HN: Juvio – UV Kernel for Jupyter   github.com/OKUA1/juvio... · Posted by u/okost1
antman · 10 months ago
Would it work on Jupyter lite?
okost1 · 10 months ago
Unfortunately it won't, at least due to the fact UV is not available in the in-browser/wasm ecosystem. That would be awesome though. Maybe it is possible to make something close in terms of functionality using a custom pyodide kernel + micropip, but I did not look into that.
okost1 commented on Show HN: Juvio – UV Kernel for Jupyter   github.com/OKUA1/juvio... · Posted by u/okost1
simlevesque · 10 months ago
Seems awesome ! I'll try it soon.
okost1 · 10 months ago
Thank you! I am looking forward to your feedback.
okost1 commented on Show HN: Juvio – UV Kernel for Jupyter   github.com/OKUA1/juvio... · Posted by u/okost1
jwilber · 10 months ago
See also: juv

https://github.com/manzt/juv

okost1 · 10 months ago
Hi. Thanks for bringing this up. To be honest, I have never tried juv, but judging from the readme the ideas of juv and juvio are slightly different. In juvio the ephemeral environment is created on kernel startup. Hence, one can have multiple notebooks within the same jupyterlab session, each with its own venv. This seems to be different with juv, but please correct me if I am wrong.
okost1 commented on Show HN: Juvio – UV Kernel for Jupyter   github.com/OKUA1/juvio... · Posted by u/okost1
imcritic · 10 months ago
> Why Use Juvio?

> No additional lock or requirements files are needed

Additional to what?

> Guaranteed reproducibility

Of what?

I probably need your project, but I don't understand what it is for.

okost1 · 10 months ago
Hi. I appreciate your feedback. Basically, juvio stores all of the project requirements (versions of the packages and of the python interpreter) directly within the notebook itself using the PEP 723 spec. Then, when you open the notebook, a new ephemeral environment is created on the fly with all of the required dependencies. Therefore, you don't have to maintain a separate e.g. requirements.txt/conda.yaml/uv.lock file.
o

u/okost1

KarmaCake day54May 20, 2025View Original