PythonHub

The fastest way to read a CSV in Pandas You have a large CSV, you’re going to be reading it in to Pandas—but every time you load it, you have to wait for the CSV to load. And that slows down your development feedback loop, and might meaningfully slows down your production processing. In this post, learn the fastest way to read a CSV in to Pandas. https://pythonspeed.com/articles/pandas-read-csv-fast/

FastAPI and cooperative multi-threading Cal Paterson wrote a great article comparing and describing synchronous and asynchronous Python frameworks and explaining why asynchronous frameworks go a bit wobbly under load. This is a story of how we experienced wobbliness in a recent project. https://aivarsk.com/2022/01/21/fastapi-concurrency/

Static Typing Python Decorators https://rednafi.github.io/reflections/static-typing-python-decorators.html

Textualize / textual Textual is a TUI (Text User Interface) framework for Python inspired by modern web development. https://github.com/Textualize/textual

Dealing with YAML with arbitrary tags in Python https://death.andgravity.com/any-yaml

Homelab My self-hosting infrastructure, fully automated from empty disk to operating services. https://github.com/khuedoan/homelab

I have made spongebob-cli, watch classic spongebob from your terminal! ☂️ https://www.reddit.com/r/Python/comments/sb4m4m/i_have_made_spongebobcli_watch_classic_spongebob/

ffcv Fast Forward Computer Vision: train models at a fraction of the cost with accelerated data loading! https://github.com/libffcv/ffcv

emissary Open source Kubernetes-native API gateway for microservices built on the Envoy Proxy. https://github.com/emissary-ingress/emissary

Procrastinate: PostgreSQL-Based Task Queue for Python https://procrastinate.readthedocs.io/en/stable/index.html

Created a Stack overflow clone with almost every functionality https://www.reddit.com/r/Python/comments/ryx0v1/created_a_stack_overflow_clone_with_almost_every/

rounakbanik / generative-art-nft A generative art library for NFT avatar and collectible projects. https://github.com/rounakbanik/generative-art-nft

How We Migrated from Python Multithreading to Asyncio https://medium.com/@DorIndivo/how-we-migrated-from-python-multithreading-to-asyncio-128b0c8e4ec5

How to setup Django with Pytest on GitHub Actions A minimal example of how you can quickly get Django and Pytest running on every commit to GitHub. https://mattsegal.dev/django-with-pytest-on-github-actions.html

Guido van Rossum: Faster CPython (2021) [pdf] https://github.com/faster-cpython/ideas/blob/main/FasterCPythonDark.pdf

Monitor Amazon S3 activity using S3 server access logs and Pandas in Python This post shows you how to use Pandas in Python to analyze Amazon S3 server access logs for a couple of common customer use cases: monitoring a static website and monitoring S3 Lifecycle activity. With the outlined solution, you can simplify yet augment your data monitoring and control at scale to optimize for cost, security, compliance, and more. https://aws.amazon.com/blogs/storage/monitor-amazon-s3-activity-using-s3-server-access-logs-and-pandas-in-python/

mmdb-server mmdb-server is an open source fast API server to lookup IP addresses for their geographic location. https://github.com/adulau/mmdb-server

tolerance_interval_py A small Python library for one-sided tolerance bounds and two-sided tolerance intervals. https://github.com/cjekel/tolerance_interval_py

Xpresso https://github.com/adriangb/xpresso/

ShadowClone ShadowClone allows you to distribute your long-running tasks dynamically across thousands of serverless functions and gives you the results within seconds where it would have taken hours to complete. https://github.com/fyoorer/ShadowClone