machinable 2.8.1
pip install machinable==2.8.1
Newer version available (4.10.6)
Released:
A modular configuration system for machine learning research
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- License: MIT License (mit)
- Author: Frithjof Gressmann
- Requires: Python >=3.6
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Project description
machinable
machinable provides a system to manage configuration of machine learning projects more effectively. Using straight-forward conventions and a powerful configuration engine, it can help structure your projects in a principled way so you can move quickly while enabling reuse and collaboration.
Read the user guide to get started.
Features
Powerful configuration
- YAML-based project-wide configuration files with expressive syntax
- Efficient configuration manipulation
- Modular code organisation to allow for encapsulation and re-use
- Import system to use 3rd party configuration and code without overhead
- 'Mixins' for horizontal inheritance structure
Efficient execution
- Works with existing code
- Support for seamless cloud execution
- Automatic code backups
- Managed randomness and reproducibility
- Advanced hyperparameter tuning using Ray Tune
Effective result collection and analysis
- Logging, tabular record writer and storage API
- File system abstraction (in-memory, AWS S3, and more)
- Flat-file result database with convenient query syntax
Project details
Unverified details
These details have not been verified by PyPIProject links
Meta
- License: MIT License (mit)
- Author: Frithjof Gressmann
- Requires: Python >=3.6
Classifiers
- Development Status
- Intended Audience
- License
- Programming Language
- Topic
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