impact

ML has an impact on the climate. But not all models are born equal. Compute your model's emissions with our calculator and add the results to your paper with our generated latex template

https://github.com/mlco2/impact

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
    Links to: arxiv.org
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (11.1%) to scientific vocabulary
Last synced: 11 months ago · JSON representation

Repository

ML has an impact on the climate. But not all models are born equal. Compute your model's emissions with our calculator and add the results to your paper with our generated latex template

Basic Info
Statistics
  • Stars: 239
  • Watchers: 6
  • Forks: 41
  • Open Issues: 10
  • Releases: 0
Created almost 7 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

This repository is passively maintained: issues will be addressed -- especially if they come with a suggested solution -- but there is no active updates to the data or code. Contributions are welcome.

Machine Learning's CO2 Impact

Checkout the online GPU emissions calculator!

By A. Lacoste, A. Luccioni, V. Schmidt

Read our paper on Quantifying Carbon Emissions of Machine Learning (NeurIPS 2019, Climate Change AI Workshop)

Use our generated latex template which automatically includes the Calculator's output for you to easily report your procedure's CO2 eq. emissions

Contributing

Setup

  1. Install yarn: Node's package manager
  2. Install gulp: a build tool
  3. Install dependencies: from the root of this repo $ yarn install
  4. Run the local server: $ gulp watch
  5. Edit files! Gulp will watch for changes, build the differences and reload the browser

Content

html files are split by section in the html/ folder, and then built into the index.html file.

After editing content, if gulp watch was running, you're good ; otherwise, run gulp build to apply your changes.

Data

Anything to say or add? See data/

Acknowledgements

Special thanks to

  • https://sharingbuttons.io/
  • prism.js
  • https://unsplash.com/

Owner

  • Name: CodeCarbon
  • Login: mlco2
  • Kind: organization

GitHub Events

Total
  • Issues event: 3
  • Watch event: 36
  • Issue comment event: 8
  • Push event: 4
  • Pull request review event: 2
  • Pull request event: 10
  • Fork event: 7
Last Year
  • Issues event: 3
  • Watch event: 36
  • Issue comment event: 8
  • Push event: 4
  • Pull request review event: 2
  • Pull request event: 10
  • Fork event: 7

Committers

Last synced: 11 months ago

All Time
  • Total Commits: 148
  • Total Committers: 20
  • Avg Commits per committer: 7.4
  • Development Distribution Score (DDS): 0.52
Past Year
  • Commits: 2
  • Committers: 2
  • Avg Commits per committer: 1.0
  • Development Distribution Score (DDS): 0.5
Top Committers
Name Email Commits
vict0rsch v****h@p****e 71
Jahne Doe my@e****g 36
Victor Schmidt 9****h@u****m 13
Sasha l****s@m****c 7
dependabot[bot] 4****]@u****m 3
Alexander Tornede 4****e@u****m 2
Julien Chaumond j****n@h****o 2
Marco Cristofanilli m****c@u****m 2
Aidan Pine h****o@a****a 1
KrishnaGarg k****g@g****m 1
Manuel de Prada 6****a@u****m 1
Markos m****s@g****i 1
Mike Smith m****h@g****m 1
Paul Johannes Aru p****u@g****m 1
Rixinsc 3****c@u****m 1
Sebastian Gibb m****l@s****e 1
Shivangi Das s****s@u****m 1
StanMey s****8@h****m 1
Steven van de Graaf 8****f@u****m 1
sashavor a****a@g****m 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 11 months ago

All Time
  • Total issues: 18
  • Total pull requests: 39
  • Average time to close issues: 10 months
  • Average time to close pull requests: 2 months
  • Total issue authors: 16
  • Total pull request authors: 20
  • Average comments per issue: 1.11
  • Average comments per pull request: 0.56
  • Merged pull requests: 25
  • Bot issues: 0
  • Bot pull requests: 13
Past Year
  • Issues: 1
  • Pull requests: 5
  • Average time to close issues: N/A
  • Average time to close pull requests: 4 days
  • Issue authors: 1
  • Pull request authors: 5
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.2
  • Merged pull requests: 3
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • vict0rsch (3)
  • yaoyiran (1)
  • kgarg8 (1)
  • jannik-el (1)
  • alexandertornede (1)
  • paulpall (1)
  • rachvis (1)
  • jeremysintes (1)
  • brayevalerien (1)
  • Akronix (1)
  • remyleone (1)
  • enemni (1)
  • eTalent-LMI (1)
  • stalin18 (1)
  • gabrielhuang (1)
Pull Request Authors
  • dependabot[bot] (13)
  • vict0rsch (5)
  • m4oc (4)
  • julien-c (2)
  • markos-aivazoglou (2)
  • StanMey (2)
  • IamLRBA (2)
  • rixinsc (2)
  • paulpall (2)
  • kgarg8 (2)
  • roedoejet (1)
  • lbourdois (1)
  • shivangidas (1)
  • alexandertornede (1)
  • Smith42 (1)
Top Labels
Issue Labels
wontfix (1) help wanted (1) good first issue (1)
Pull Request Labels
dependencies (13)

Dependencies

package.json npm
  • @babel/core ^7.5.4 development
  • @babel/preset-env ^7.5.4 development
  • babel ^6.23.0 development
  • babel-core ^6.26.3 development
  • babel-preset-es2015 ^6.24.1 development
  • browser-sync ^2.27.10 development
  • del 4.1.1 development
  • gulp ^4.0.2 development
  • gulp-autoprefixer 6.1.0 development
  • gulp-babel ^8.0.0 development
  • gulp-clean-css 4.2.0 development
  • gulp-concat ^2.6.1 development
  • gulp-header 2.0.7 development
  • gulp-plumber ^1.2.1 development
  • gulp-rename 1.4.0 development
  • gulp-sass 5.1.0 development
  • gulp-uglify 3.0.2 development
  • lodash.template >=4.5.0 development
  • merge-stream 2.0.0 development
  • sass ^1.56.1 development
  • @fortawesome/fontawesome-free 5.9.0
  • bootstrap 4.3.1
  • jquery 3.4.1
  • jquery.easing ^1.4.1
  • lodash.template >=4.5.0
  • popper.js ^1.15.0