spock
argbind
| spock | argbind | |
|---|---|---|
| 12 | 1 | |
| 115 | 44 | |
| 1.7% | - | |
| 7.0 | 5.6 | |
| 6 months ago | 2 months ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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spock
- Managing complex configurations any other way would be highly illogical
- [D] Alternatives to fb Hydra?
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Why you should use Data Classes in Python
(Note: I wrote a library called spock that was originally based on dataclasses and then shifted to attrs. In the end attrs was just the better and more fully fledged library for what I needed so I’ve always preferred attrs over dataclasses since then)
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Is Spock-Config the only tool that integrates object-oriented config files and command-line interfaces?
Spock-Config allows one to create OO configuration files. That's how I roll. I currently use PYdantic settings and it's great. But it does not offer command-line re-configuration of what you have in the OO config file.
- My first Python project: reference finder
- Python 3.11 will now have tomllib - Support for Parsing TOML in the Standard Library
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Spock - Managing complex configurations any other way would be highly illogical...
Check out more in the docs or on GitHub
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[D] I'm new and scrappy. What tips do you have for better logging and documentation when training or hyperparameter training?
We wrote Spock which actually sits in the middle ground between Hydra and OmegaConf (I’m of the same opinion that Hydra does a little too much feature wise). You can do hierarchical composition within the markdown of any JSON, YAML, or TOML files by simply using the config argument. No code needed to merge. Docs are here if you’re interested.
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[D] Tools to avoid writing tons of scripts
Spock
argbind
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[D] Alternatives to fb Hydra?
I have a lightweight package that I use that has all the main things I wanted from hydra or gin-config. It's here and it's pretty tiny in terms of lines of code: https://github.com/pseeth/argbind
What are some alternatives?
gin-config - Gin provides a lightweight configuration framework for Python
xpflow - Python nested loops as classes for improved readability and modularity
dvc - 🦉 ML Experiments and Data Management with Git
pyrallis - Pyrallis is a framework for structured configuration parsing from both cmd and files. Simply define your desired configuration structure as a dataclass and let pyrallis do the rest!
strictyaml - Type-safe YAML parser and validator.
hydra - Hydra is a framework for elegantly configuring complex applications
reference-finder - Matches PDFs to sentences in text or docx file
labml - 🔎 Monitor deep learning model training and hardware usage from your mobile phone 📱
traitlets - A lightweight Traits like module
tune-sklearn - A drop-in replacement for Scikit-Learn’s GridSearchCV / RandomizedSearchCV -- but with cutting edge hyperparameter tuning techniques.
tomli - A lil' TOML parser
PyDGN - A research library for automating experiments on Deep Graph Networks