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weasel

🦦 weasel: A small and easy workflow system

https://github.com/explosion/weasel

Science Score: 23.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    1 of 7 committers (14.3%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (16.0%) to scientific vocabulary

Keywords

python

Keywords from Contributors

named-entity-recognition spacy developer-tools cython entity-linking text-classification tokenization jax machine-learning-library mxnet
Last synced: 6 months ago · JSON representation

Repository

🦦 weasel: A small and easy workflow system

Basic Info
  • Host: GitHub
  • Owner: explosion
  • License: mit
  • Language: Python
  • Default Branch: main
  • Homepage:
  • Size: 1.8 MB
Statistics
  • Stars: 85
  • Watchers: 3
  • Forks: 12
  • Open Issues: 14
  • Releases: 11
Topics
python
Created over 3 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

Weasel: A small and easy workflow system

Weasel lets you manage and share end-to-end workflows for different use cases and domains, and orchestrate training, packaging and serving your custom pipelines. You can start off by cloning a pre-defined project template, adjust it to fit your needs, load in your data, train a pipeline, export it as a Python package, upload your outputs to a remote storage and share your results with your team. Weasel can be used via the weasel command and we provide templates in our projects repo.

Illustration of project workflow and commands

💡 Example: Get started with a project template

The easiest way to get started is to clone a project template and run it – for example, this end-to-end template that lets you train a spaCy part-of-speech tagger and dependency parser on a Universal Dependencies treebank.

shell python -m weasel clone pipelines/tagger_parser_ud

Note

Our projects repo includes various project templates for different NLP tasks, models, workflows and integrations that you can clone and run. The easiest way to get started is to pick a template, clone it and start modifying it!

📕 Documentation

Get started with the documentation:

Migrating from spaCy Projects

Weasel is a standalone replacement for spaCy Projects. There are a few backward incompatibilities that you should be aware of:

  • The SPACY_CONFIG_OVERRIDES environment variable is no longer checked. You can set configuration overrides using WEASEL_CONFIG_OVERRIDES.
  • Support for the spacy_version configuration key has been dropped.
  • Support for the check_requirements configuration key has been dropped.
  • Support for SPACY_PROJECT_USE_GIT_VERSION environment variable has been dropped.
  • Error codes are now Weasel-specific, and do not follow spaCy error codes.

Weasel checks for the first three incompatibilities and will issue a warning if you're using it with spaCy-specific configuration options.

Owner

  • Name: Explosion
  • Login: explosion
  • Kind: organization
  • Email: contact@explosion.ai
  • Location: Berlin, Germany

A software company specializing in developer tools for Artificial Intelligence and Natural Language Processing

GitHub Events

Total
  • Issues event: 1
  • Watch event: 21
  • Member event: 1
  • Issue comment event: 6
  • Pull request event: 1
Last Year
  • Issues event: 1
  • Watch event: 21
  • Member event: 1
  • Issue comment event: 6
  • Pull request event: 1

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 70
  • Total Committers: 7
  • Avg Commits per committer: 10.0
  • Development Distribution Score (DDS): 0.571
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Adriane Boyd a****d@g****m 30
Basile Dura b****a 23
Sofie Van Landeghem s****g 12
Raphael Mitsch r****h@o****m 2
Lj Miranda 1****1 1
Jeffrey García j****i@j****o 1
Aymen a****a@g****m 1
Committer Domains (Top 20 + Academic)
javerianacali.edu.co: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 17
  • Total pull requests: 79
  • Average time to close issues: 4 months
  • Average time to close pull requests: 5 days
  • Total issue authors: 14
  • Total pull request authors: 12
  • Average comments per issue: 2.24
  • Average comments per pull request: 1.0
  • Merged pull requests: 64
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 3
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 2
  • Average comments per issue: 4.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • b2m (2)
  • ljvmiranda921 (2)
  • BLKSerene (2)
  • pcschreiber1 (1)
  • adrianeboyd (1)
  • svlandeg (1)
  • caiorcferreira (1)
  • pmbaumgartner (1)
  • oroszgy (1)
  • TheOnlyWayUp (1)
  • PaulBFB (1)
  • justmars (1)
  • polm (1)
  • janrito (1)
Pull Request Authors
  • adrianeboyd (28)
  • bdura (24)
  • svlandeg (16)
  • aymenkrifa (2)
  • jeffrey12cali (2)
  • jtnicholl-cosairus (2)
  • koaning (2)
  • rmitsch (2)
  • schorfma (2)
  • ringohoffman (2)
  • BLKSerene (1)
  • ljvmiranda921 (1)
Top Labels
Issue Labels
enhancement (3) bug (3) documentation (1)
Pull Request Labels
enhancement (12) bug (10) documentation (5) tests (3)

Packages

  • Total packages: 2
  • Total downloads:
    • pypi 8,895,362 last-month
  • Total docker downloads: 528,988
  • Total dependent packages: 6
    (may contain duplicates)
  • Total dependent repositories: 2
    (may contain duplicates)
  • Total versions: 15
  • Total maintainers: 1
pypi.org: weasel

Weasel: A small and easy workflow system

  • Versions: 13
  • Dependent Packages: 5
  • Dependent Repositories: 2
  • Downloads: 8,895,362 Last month
  • Docker Downloads: 528,988
Rankings
Downloads: 0.2%
Docker downloads count: 1.6%
Dependent packages count: 4.6%
Average: 7.7%
Dependent repos count: 11.7%
Stargazers count: 12.9%
Forks count: 15.4%
Maintainers (1)
explosion
Last synced: 6 months ago
anaconda.org: weasel

Weasel lets you manage and share end-to-end workflows for different use cases and domains, and orchestrate training, packaging and serving your custom pipelines.

  • Versions: 2
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Dependent packages count: 50.8%
Average: 55.3%
Dependent repos count: 59.7%
Last synced: 6 months ago