Let's Wait Awhile
Simulator and datasets to research on carbon-aware temporal workload shifting.
https://github.com/dos-group/lets-wait-awhile
Keywords
carbon-aware datasets green-computing simulator sustainability
Last synced: over 1 year ago
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Acceptance Criteria
- Revelant topics? true
- External users? true
- Open source license? false
- Active? true
- Fork? false
Repository metadata
Simulator and datasets to research on carbon-aware temporal workload shifting.
- Host: GitHub
- URL: https://github.com/dos-group/lets-wait-awhile
- Owner: dos-group
- Created: 2021-10-21T14:13:38.000Z (over 3 years ago)
- Default Branch: master
- Last Pushed: 2023-11-13T10:41:53.000Z (over 1 year ago)
- Last Synced: 2024-01-21T03:33:13.972Z (over 1 year ago)
- Topics: carbon-aware, datasets, green-computing, simulator, sustainability
- Language: Jupyter Notebook
- Homepage:
- Size: 8.22 MB
- Stars: 20
- Watchers: 12
- Forks: 6
- Open Issues: 2
- Releases: 0
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Metadata Files:
- Readme: README.md
README.md
Let's Wait Awhile - Datasets, Simulator, Analysis
This repository contains datasets, simulation code, and analysis notebooks used in the paper "Let's Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud":
data/*: Energy production and carbon intensity datasets for the regions Germany, Great Britain, France (all via the ENTSO-E Transparency Platform) and California (via California ISO) for the entire year 2020 +-10 days.compute_carbon_intensity.py: The script used to convert energy production to carbon intensity data using energy source carbon intensity values provided by an IPCC study.simulate.py: A simulator to experimentally evaluate temporal workload shifting approaches in data centers with the goal to consume low-carbon energy.analysis.ipynb: Notebook used to analyze the carbon intensity data.evaluation.ipynb: Notebook used to analyze the simulation results.
For executing the code you need to install the libraries listed in environment.yml, e.g. by using a conda environment.
Publications
If you use any datasets or code from this repository, please reference our publication:
- Philipp Wiesner, Ilja Behnke, Dominik Scheinert, Kordian Gontarska, and Lauritz Thamsen. "Let's Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud" In the Proceedings of the 22nd International Middleware Conference, ACM, 2021.
BibTeX:
@inproceedings{Wiesner_LetsWaitAwhile_2021,
author={Wiesner, Philipp and Behnke, Ilja and Scheinert, Dominik and Gontarska, Kordian and Thamsen, Lauritz},
booktitle={Middleware'21: 22nd International Middleware Conference},
title={Let's Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud},
publisher = {{ACM}},
year={2021},
doi={10.1145/3464298.3493399}
}
Owner metadata
- Name: DOS Group at TU Berlin
- Login: dos-group
- Email:
- Kind: organization
- Description: Distributed and Operating Systems group at Technische Universität Berlin
- Website: http://www.dos.tu-berlin.de/
- Location: Technische Universität Berlin
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/5664005?v=4
- Repositories: 64
- Last ynced at: 2023-08-05T13:34:50.972Z
- Profile URL: https://github.com/dos-group
GitHub Events
Total
- Issues event: 2
- Watch event: 20
- Issue comment event: 1
- Push event: 4
- Pull request review comment event: 7
- Pull request review event: 8
- Pull request event: 10
- Fork event: 7
Last Year
- Fork event: 2
- Issue comment event: 1
- Issues event: 2
- Pull request event: 9
- Pull request review comment event: 3
- Pull request review event: 6
- Push event: 2
- Watch event: 6
Committers metadata
Last synced: over 1 year ago
Total Commits: 8
Total Committers: 2
Avg Commits per committer: 4.0
Development Distribution Score (DDS): 0.25
Commits in past year: 6
Committers in past year: 1
Avg Commits per committer in past year: 6.0
Development Distribution Score (DDS) in past year: 0.0
| Name | Commits | |
|---|---|---|
| marvin.steinke | m****e@c****e | 6 |
| Philipp Wiesner | w****r@t****e | 2 |
Committer domains:
Issue and Pull Request metadata
Last synced: over 1 year ago
Total issues: 1
Total pull requests: 6
Average time to close issues: about 1 month
Average time to close pull requests: 4 months
Total issue authors: 1
Total pull request authors: 2
Average comments per issue: 0.0
Average comments per pull request: 0.17
Merged pull request: 2
Bot issues: 0
Bot pull requests: 0
Past year issues: 1
Past year pull requests: 5
Past year average time to close issues: about 1 month
Past year average time to close pull requests: 12 days
Past year issue authors: 1
Past year pull request authors: 1
Past year average comments per issue: 0.0
Past year average comments per pull request: 0.2
Past year merged pull request: 2
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- diptyaroop (1)
Top Pull Request Authors
- marvin-steinke (5)
- vkmguy (1)
Top Issue Labels
Top Pull Request Labels
Dependencies
- leafsim ==0.4.2
- vessim ==0.3.0
Score: 3.7841896339182615