autoregistry
mpire
| autoregistry | mpire | |
|---|---|---|
| 4 | 8 | |
| 32 | 1,910 | |
| - | 1.5% | |
| 7.0 | 7.5 | |
| 10 days ago | 10 days 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.
autoregistry
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Interfaces in Python
Frequently, when I'm using ABC, I need to perform a string-to-class lookup. For this, I created the library AutoRegistry, which adds a dictionary interface to classes (not objects created from classes!) that is automatically populated with it's children.
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Which not so well known Python packages do you like to use on a regular basis and why?
I use my library AutoRegistry pretty regularly. Its very useful anytime you need to define an interface, which happens to be a lot of projects.
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[P] AutoRegistry: A Python library for mapping names to functionality to simplify project configurations.
Github Page: https://github.com/BrianPugh/autoregistry
- AutoRegistry: automatic registry design-pattern library for mapping names to functionality.
mpire
- GitHub - sybrenjansen/mpire: A Python package for easy multiprocessing, but faster than multiprocessing
- Mpire: A Python package for easier and faster multiprocessing
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Which not so well known Python packages do you like to use on a regular basis and why?
mpire for multiprocessing.
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How do you deal with parallelising parts of an ML pipeline especially on Python?
https://github.com/Slimmer-AI/mpire is a nice lib, with better performance than multiprocessing.
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Dask – a flexible library for parallel computing in Python
Shout out to an alternative to Dask: MPIRE https://github.com/Slimmer-AI/mpire
- Multi-Threading in Python
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I'd like to introduce MPIRE: MultiProcessing Is Really Easy
After several iterations of feedback and exposure to production environments, it is now the go-to multiprocessing library at Slimmer AI. Recently, we’ve made it publicly available on GitHub (https://github.com/Slimmer-AI/mpire).
What are some alternatives?
confs - List tools for which the given project has configs
Dask - Parallel computing with task scheduling
turbobus - TurboBus is an opinionated implementation of Command Responsibility Segregation pattern in python.
cudf - cuDF - GPU DataFrame Library
distributed - A distributed task scheduler for Dask
pathml - Tools for computational pathology
cunumeric - An Aspiring Drop-In Replacement for NumPy at Scale
legate.pandas - An Aspiring Drop-In Replacement for Pandas at Scale
pyroute2 - Python Netlink and PF_ROUTE library — network configuration and monitoring
best-of-python - 🏆 A ranked list of awesome Python open-source libraries and tools. Updated weekly.
orchest - Build data pipelines, the easy way 🛠️
SQLAlchemy - The Database Toolkit for Python