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dnikit

A Python toolkit for analyzing machine learning models and datasets.

https://github.com/apple/dnikit

Science Score: 44.0%

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

  • ✓
    CITATION.cff file
    Found 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 (6.3%) to scientific vocabulary

Keywords

ai bias compression data data-duplication fairness fairness-ml introspection machine-learning ml python
Last synced: 6 months ago · JSON representation ·

Repository

A Python toolkit for analyzing machine learning models and datasets.

Basic Info
Statistics
  • Stars: 79
  • Watchers: 9
  • Forks: 9
  • Open Issues: 1
  • Releases: 1
Topics
ai bias compression data data-duplication fairness fairness-ml introspection machine-learning ml python
Created almost 3 years ago · Last pushed over 2 years ago
Metadata Files
Readme Changelog Contributing License Code of conduct Citation Codeowners

README.md

Data and Network Introspection Kit (DNIKit)

A Python toolkit for introspection of machine learning models and datasets.

Please see the complete docs for more information.

Installation

Standard PyPi installation. For installation from a specific branch, see Contributor's Guide.

pip install dnikit

To run the notebook examples, try this instead:

pip install "dnikit[notebook]"

Start the notebook:

jupyter notebook

More installation options can be found in the docs.

Owner

  • Name: Apple
  • Login: apple
  • Kind: organization
  • Location: Cupertino, CA

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Welsh"
  given-names: "Megan Maher"
- family-names: "Koski"
  given-names: "David"
- family-names: "Sarabia"
  given-names: "Miguel"
- family-names: "Sivakumar"
  given-names: "Niv"
- family-names: "Arawjo"
  given-names: "Ian"
- family-names: "Joshi"
  given-names: "Aparna"
- family-names: "Doumbouya"
  given-names: "Moussa"
- family-names: "Suau"
  given-names: "Xavier"
- family-names: "Zappella"
  given-names: "Luca"
- family-names: "Apostoloff"
  given-names: "Nicholas"
title: "Data and Network Introspection Kit"
version: 2.0.0
date-released: 2023-06-19
url: "https://github.com/apple/dnikit"

GitHub Events

Total
  • Watch event: 4
  • Fork event: 3
Last Year
  • Watch event: 4
  • Fork event: 3

Issues and Pull Requests

Last synced: over 1 year ago

All Time
  • Total issues: 1
  • Total pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: about 2 months
  • Total issue authors: 1
  • Total pull request authors: 1
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • satishlokkoju (1)
Pull Request Authors
  • aviswaroop (1)
Top Labels
Issue Labels
bug (1)
Pull Request Labels

Packages

  • Total packages: 3
  • Total downloads:
    • pypi 4,524 last-month
  • Total dependent packages: 0
    (may contain duplicates)
  • Total dependent repositories: 3
    (may contain duplicates)
  • Total versions: 3
  • Total maintainers: 1
pypi.org: dnikit

Base Data and Network Introspection Kit (DNIKit) Library.

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 4,495 Last month
Rankings
Downloads: 3.5%
Stargazers count: 9.2%
Dependent packages count: 10.1%
Average: 12.7%
Forks count: 19.2%
Dependent repos count: 21.6%
Maintainers (1)
apple-dnikit-symphony
Last synced: 6 months ago
pypi.org: dnikit_tensorflow

TensorFlow extensions of DNIKit.

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 21 Last month
Rankings
Stargazers count: 9.3%
Dependent packages count: 10.1%
Forks count: 19.2%
Average: 20.2%
Dependent repos count: 21.6%
Downloads: 41.1%
Maintainers (1)
apple-dnikit-symphony
Last synced: 6 months ago
pypi.org: dnikit_torch

DNIKit PyTorch integration and support.

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 8 Last month
Rankings
Stargazers count: 9.3%
Dependent packages count: 10.1%
Forks count: 19.2%
Average: 21.6%
Dependent repos count: 21.6%
Downloads: 47.7%
Maintainers (1)
apple-dnikit-symphony
Last synced: 6 months ago

Dependencies

src/dnikit/pyproject.toml pypi
src/dnikit_tensorflow/pyproject.toml pypi
src/dnikit_torch/pyproject.toml pypi