A modular configuration system for machine learning research

Navigation

Verified details

These details have been verified by PyPI
Maintainers
Avatar for frthjf from gravatar.com frthjf

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Project description

machinable

Build Status License

machinable is a modular configuration system for machine learning research. Using straight-forward conventions and a powerful configuration engine, it can help structuring your projects in a principled way to move quickly while enabling reuse and collaboration.

Explore key features at a glance →

Ready to start?

$ pip install machinable

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 SQL-like query interface
  • Convenient configuration and result retrieval

Documentation

Read the user guide to get started.

Project details

Verified details

These details have been verified by PyPI
Maintainers
Avatar for frthjf from gravatar.com frthjf

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Release history Release notifications | RSS feed

4.10.3

4.10.2

4.10.1

4.10.0

4.9.2

4.9.1

4.9.0

4.8.4

4.8.3

4.8.2

4.8.1

4.8.0

4.7.0

4.6.3

4.6.2

4.6.1

4.6.0

4.5.0

4.4.0

4.3.1

4.3.0

4.2.0

4.1.2

4.0

3.0

3.0b2 pre-release

3.0b1 pre-release

2.14.0

2.13.0

2.12.2

2.12.1

2.12.0

2.11.0

2.10.0

2.9.4

2.9.2

2.9.1

2.9.0

2.8.4

2.8.3

2.8.2

2.8.1

2.7.2

2.7.1

2.7.0

2.6.0

2.5.2

2.5.1

2.5.0

2.4.0

2.3.0

2.2.1

2.1.0

2.0.1

2.0.0

2.0b2 pre-release

2.0b1 pre-release

1.2.1

This version

1.2.0

1.1.5

1.1.4

1.1.3

1.1.2

1.1.1

1.0.0

0.0.1

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distribution

machinable-1.2.0-py2.py3-none-any.whl (85.4 kB view details)

Uploaded Python 2 Python 3

File details

Details for the file machinable-1.2.0-py2.py3-none-any.whl.

File metadata

  • Download URL: machinable-1.2.0-py2.py3-none-any.whl
  • Upload date:
  • Size: 85.4 kB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.0.0 pkginfo/1.5.0.1 requests/2.21.0 setuptools/39.1.0 requests-toolbelt/0.9.1 tqdm/4.38.0 CPython/3.6.3

File hashes

Hashes for machinable-1.2.0-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 81e7c3458bcbd41ccf84d4706911455c0eab849d0df0c3cb36b9ce9422116728
MD5 c1949fb9dc57db3b9e01a6099cc0c6b0
BLAKE2b-256 731483f8d34018059595ec23dce7ee6e4186ef637426cef97be61f4f2038a005

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page