spock
spock is a framework that helps manage complex parameter configurations during research and development of Python applications (by fidelity)
reference-finder
Matches PDFs to sentences in text or docx file (by licjon)
| spock | reference-finder | |
|---|---|---|
| 12 | 3 | |
| 115 | 1 | |
| 1.7% | - | |
| 7.0 | 0.0 | |
| 6 months ago | over 1 year ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
spock
Posts with mentions or reviews of spock.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-03-29.
- 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
reference-finder
Posts with mentions or reviews of reference-finder.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-12-21.
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Need your thoughts on best way to execute a code that pulls specific data points in pdf and places them into specific spots on an excel sheet
I made a similar project where I matched sentences in a doc to sentences in multiple PDFs. Maybe it could help you. https://github.com/licjon/reference-finder
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My first Python project: reference finder
In case anyone wants to try it out, I do have sample files with instructions here.
What are some alternatives?
When comparing spock and reference-finder you can also consider the following projects:
gin-config - Gin provides a lightweight configuration framework for Python
dvc - 🦉 ML Experiments and Data Management with Git
strictyaml - Type-safe YAML parser and validator.
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
argbind - Simple package for binding functions to CLI or config files.
PyDGN - A research library for automating experiments on Deep Graph Networks
starlark - Starlark Language
vyper - Python configuration with (more) fangs