robusta
pydantic
robusta | pydantic | |
---|---|---|
36 | 167 | |
2,419 | 18,733 | |
1.1% | 2.1% | |
9.6 | 9.8 | |
7 days ago | 1 day ago | |
Python | Python | |
MIT License | 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.
robusta
-
Show HN: Kr8s a batteries-included Python client library for Kubernetes
To put one more option out there, we use Hikaru (https://pypi.org/project/hikaru/) in Robusta.dev (https://github.com/robusta-dev/robusta) and have been pretty happy with it. Example code below:
with Pod().read(name='thename', namespace='the-namespace') as p:
- Robusta 0.10.17 released - track Ingress changes, Helm failures, and more
-
datadog-agent VS robusta - a user suggested alternative
2 projects | 31 May 2023
Open Source alternative based on Prometheus
-
kubevoy VS robusta - a user suggested alternative
2 projects | 31 May 2023
-
Kubernetes Tooling ranking on GitHub
I'm from the Robusta team (https://github.com/robusta-dev/robusta) which bursts upwards towards the end. Happy to answer any questions!
-
Broke the Kubernetes cluster, and asked ChatGPT to write me a poem about it in Shakespear style
The guys at Robusta, added it into thier slack so when alerts pop of issues in k8s, chatgpt can be used to investigate and offer options to check and potentially solutions. Next phase is probably to let it also apply it :)
-
Troubleshooting k8s - your recommendations for strategies and tools.
It's no replacement for learning how things work, but we're trying to automate common troubleshooting cases with Robusta. https://github.com/robusta-dev/robusta
-
How to automate repetitive tasks in Kubernetes with runbooks
https://docs.robusta.dev/master/ https://github.com/robusta-dev/robusta
-
Most efficient way to check all containers cluster wide for missing probes?
This is the sort of thing we built Robusta for: https://github.com/robusta-dev/robusta
- Writing Operators
pydantic
-
Advanced RAG with guided generation
First, note the method prefix_allowed_tokens_fn. This method applies a Pydantic model to constrain/guide how the LLM generates tokens. Next, see how that constrain can be applied to txtai's LLM pipeline.
-
utype VS pydantic - a user suggested alternative
2 projects | 15 Feb 2024
utype is a concise alternative of pydantic with simplified parameters and usages, supporting both sync/async functions and generators parsing, and capable of using native logic operators to define logical types like AND/OR/NOT, also provides custom type parsing by register mechanism that supports libraries like pydantic, attrs and dataclasses
- Pydantic v2 ruined the elegance of Pydantic v1
-
Ask HN: Pydantic has too much deprecation. Why is it popular?
I like some of the changes from v1 to v2. But then you have something like this [0] removed from the library without proper documentation or replacement, resulting in ugly workarounds in the link that wont' work properly.
[0]: https://github.com/pydantic/pydantic/discussions/6337
- OpenAI uses Pydantic for their ChatCompletions API
-
🍹GinAI - Cocktails mixed with generative AI
The easiest implementation I found was to use a PyDantic class for my target schema — and use that as a parameter for the method call to “ChatCompletion.create()”. Here’s a fragment of the GinAI Python classes used.
-
FastStream: Python's framework for Efficient Message Queue Handling
Also, FastStream uses Pydantic to parse input JSON-encoded data into Python objects, making it easy to work with structured data in your applications, so you can serialize your input messages just using type annotations.
-
Introducing FastStream: the easiest way to write microservices for Apache Kafka and RabbitMQ in Python
Pydantic Validation: Leverage Pydantic's validation capabilities to serialize and validate incoming messages
-
Cannot get Langchain to work
Not sure if it is exactly related, but there is an open issue on Github for that exact message.
-
FastAPI 0.100.0:Release Notes
Well the performance increase is so huge because pydantic1 is really really slow. And for using rust, I'd have expected more tbh…
I've been benchmarking pydantic v2 against typedload (which I write) and despite the rust, it still manages to be slower than pure python in some benchmarks.
The ones on the website are still about comparing to v1 because v2 was not out yet at the time of the last release.
pydantic's author will refuse to benchmark any library that is faster (https://github.com/pydantic/pydantic/pull/3264 https://github.com/pydantic/pydantic/pull/1525 https://github.com/pydantic/pydantic/pull/1810) and keep boasting about amazing performances.
On pypy, v2 beta was really really really slow.
What are some alternatives?
karma - Alert dashboard for Prometheus Alertmanager
Cerberus - Lightweight, extensible data validation library for Python
chartmuseum - helm chart repository server
nexe - 🎉 create a single executable out of your node.js apps
debug-toolkit - A modern code-injection framework for Python. Like Pyrasite but Kubernetes-aware.
msgspec - A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
pydantic-aioredis - A Declarative ORM for Redis using Pydantic Models and aioredis
SQLAlchemy - The Database Toolkit for Python
docker-swarm-tools - This repository contains useful docker-swarm-tools.
sqlmodel - SQL databases in Python, designed for simplicity, compatibility, and robustness.
redoc - 📘 OpenAPI/Swagger-generated API Reference Documentation
mypy - Optional static typing for Python