metaflow
wave
| metaflow | wave | |
|---|---|---|
| 1 | 21 | |
| 6 | 3,864 | |
| - | 0.8% | |
| 8.2 | 9.1 | |
| 28 days ago | 8 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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.
wave
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Streamlit alternatives but for Rust?
https://streamlit.io/ https://wave.h2o.ai/ https://reflex.dev/
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Launch HN: Pynecone (YC W23) – Web Apps in Pure Python
Looks similar to Nitro https://nitro.h2o.ai/ and Wave https://wave.h2o.ai/ - both open source. Nitro already works with WebAssembly via Pyodide. (Author here)
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Nice GUI
To write web gui in Python, there are some other open source alternatives.
If just want to port simple shell interactive interface to web gui, can check https://github.com/pywebio/PyWebIO
If want to get a production level dashboard by using Python, https://wave.h2o.ai/ <>
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Show HN: Hstream – quick Python web apps (Streamlit alternative using Htmx)
I think the demo site may have been hugged to death. It's not rendering anything for me.
I think it's also worth giving a shoutout to wave in this space; they have quite a few components you can use out-of-the-box https://github.com/h2oai/wave
- PyScript
- Realtime Web Apps and Dashboards for Python
- Realtime Web Apps and Dashboards for Python and R
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[D] What do you use to build UIs for your projects?
H2O Wave : https://wave.h2o.ai
- Creating a web app in Python without knowledge of HTML/CSS/JavaScript
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!
streamlit - Streamlit — A faster way to build and share data apps.
feast - Feature Store for Machine Learning
reactpy - It's React, but in Python
metaflow-on-kubernetes-docs - Documentation For Running Metaflow on Kubernetes
gradio - Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
kedro-great - The easiest way to integrate Kedro and Great Expectations
nicegui - Create web-based user interfaces with Python. The nice way.
fastapi - FastAPI framework, high performance, easy to learn, fast to code, ready for production
dephell - :package: :fire: Python project management. Manage packages: convert between formats, lock, install, resolve, isolate, test, build graph, show outdated, audit. Manage venvs, build package, bump version.
great_expectations - Always know what to expect from your data.
pglet - Pglet - build internal web apps quickly in the language you already know!