metaflow
dephell
| metaflow | dephell | |
|---|---|---|
| 1 | 5 | |
| 6 | 1,668 | |
| - | - | |
| 8.2 | 7.6 | |
| 28 days ago | over 3 years ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
metaflow
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[D] What’s the simplest, most lightweight but complete and 100% open source MLOps toolkit? -> MY OWN CONCLUSIONS
There are community Forks supporting Kubernetes and KFP. But they are not yet a part of the main framework and support is fluctuating. I think support should be available in the future.
dephell
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How to generate setup.py from pyproject.toml
I've found https://github.com/dephell/dephell but seems to be outdated.
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Should i Continue this Project or Abandon it? ; https://github.com/iamDyeus/KnickAI
I had a few relatively famous projects (like dephell), and at some point I lost my sleep because I was "fixing bugs" in it in my head in the middle of the night. Archiving it, closing issues in everything else, and starting to just write projects for my own fun only was the best decision I ever made. Don't make my mistakes. Don't ask random people on the internet what you should do. Do what you want to do and enjoy doing.
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PDM: A Modern Python Package Manager
You jest and yet...
https://github.com/dephell/dephell
Dephell is a converter for python packaging systems. It can turn poetry files into requirements.txt, or setuptools' setup.py into pipenv's Pipfile etc.
Python Packaging: There is More Than One Way to Do It
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[D] What’s the simplest, most lightweight but complete and 100% open source MLOps toolkit? -> MY OWN CONCLUSIONS
Not necessarily. You can use Dephell (https://github.com/dephell/dephell) to convert from poetry to the old-fashioned requirements.txt
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Whats The Latest On Pipenv Poetry Etc
(& also come across DepHell)
What are some alternatives?
BentoML - The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
PDM - A modern Python package and dependency manager supporting the latest PEP standards
feast - Feature Store for Machine Learning
conda - A system-level, binary package and environment manager running on all major operating systems and platforms.
metaflow-on-kubernetes-docs - Documentation For Running Metaflow on Kubernetes
pip-tools - A set of tools to keep your pinned Python dependencies fresh.
kedro-great - The easiest way to integrate Kedro and Great Expectations
pip - The Python package installer
fastapi - FastAPI framework, high performance, easy to learn, fast to code, ready for production
wheel - Adoption analysis of Python Wheels: https://pythonwheels.com/
great_expectations - Always know what to expect from your data.
Curdling - Concurrent package manager for Python