https://github.com/alan-turing-institute/arc-spice

Sample Level, Pipeline Introduced Cumulative Errors (SPICE). Investigating methods for generalisable measurement of cumulative errors in multi-model (and multi-modal) ML pipelines.

https://github.com/alan-turing-institute/arc-spice

Science Score: 26.0%

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
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (7.2%) to scientific vocabulary
Last synced: 7 months ago · JSON representation

Repository

Sample Level, Pipeline Introduced Cumulative Errors (SPICE). Investigating methods for generalisable measurement of cumulative errors in multi-model (and multi-modal) ML pipelines.

Basic Info
  • Host: GitHub
  • Owner: alan-turing-institute
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 5.73 MB
Statistics
  • Stars: 0
  • Watchers: 4
  • Forks: 0
  • Open Issues: 8
  • Releases: 0
Created over 1 year ago · Last pushed 11 months ago
Metadata Files
Readme Contributing License Code of conduct

README.md

ARC-SPICE

Actions Status PyPI version PyPI platforms

Sample Level, Pipeline Introduced Cumulative Errors (SPICE). Investigating methods for generalisable measurement of cumulative errors in multi-model (and multi-modal) ML pipelines.

Installation

bash python -m pip install arc_spice

From source: bash git clone https://github.com/alan-turing-institute/ARC-SPICE cd ARC-SPICE python -m pip install .

Usage

Contributing

See CONTRIBUTING.md for instructions on how to contribute.

License

Distributed under the terms of the MIT license.

Owner

  • Name: The Alan Turing Institute
  • Login: alan-turing-institute
  • Kind: organization
  • Email: info@turing.ac.uk

The UK's national institute for data science and artificial intelligence.

GitHub Events

Total
  • Issues event: 24
  • Delete event: 11
  • Issue comment event: 18
  • Push event: 187
  • Pull request review comment event: 79
  • Pull request review event: 82
  • Pull request event: 24
  • Create event: 16
Last Year
  • Issues event: 24
  • Delete event: 11
  • Issue comment event: 18
  • Push event: 187
  • Pull request review comment event: 79
  • Pull request review event: 82
  • Pull request event: 24
  • Create event: 16

Issues and Pull Requests

Last synced: 7 months ago

All Time
  • Total issues: 21
  • Total pull requests: 14
  • Average time to close issues: 25 days
  • Average time to close pull requests: 3 days
  • Total issue authors: 3
  • Total pull request authors: 3
  • Average comments per issue: 0.52
  • Average comments per pull request: 0.64
  • Merged pull requests: 13
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 21
  • Pull requests: 14
  • Average time to close issues: 25 days
  • Average time to close pull requests: 3 days
  • Issue authors: 3
  • Pull request authors: 3
  • Average comments per issue: 0.52
  • Average comments per pull request: 0.64
  • Merged pull requests: 13
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • lannelin (8)
  • eddableheath (8)
  • J-Dymond (7)
Pull Request Authors
  • J-Dymond (14)
  • eddableheath (7)
  • lannelin (5)
Top Labels
Issue Labels
enhancement (4) infrastructure (3) pipelines (3)
Pull Request Labels
infrastructure (2) pipelines (1)

Dependencies

.github/workflows/cd.yml actions
  • actions/checkout v4 composite
  • actions/download-artifact v3 composite
  • actions/upload-artifact v3 composite
  • pypa/gh-action-pypi-publish release/v1 composite
.github/workflows/ci.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v4 composite
  • codecov/codecov-action v3.1.4 composite
  • pre-commit/action v3.0.0 composite
pyproject.toml pypi
  • datasets *
  • huggingface *
  • librosa *
  • numpy *
  • sentencepiece *
  • soundfile *
  • transformers *