Science Score: 31.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
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○DOI references
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○Academic publication links
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○Committers with academic emails
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (9.8%) to scientific vocabulary
Keywords
Repository
Jax and Torch Multi-Agent SAC on PettingZoo API
Basic Info
Statistics
- Stars: 81
- Watchers: 1
- Forks: 7
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
MASAC
:warning: Work in progress, I did not extensively test the algorithms (especially the jax version).:warning:
Simple, yet useful Jax and Torch Multi-Agent SAC for Parallel PettingZoo environments. It is assumed that the agents are homogeneous (actions and observations) and all have the same global reward.
The implementation is based on the SAC implementation from the excellent cleanRL repo.
Multi-Agent features
Shared parameters: * Shared critic between all agents; * Shared actor (conditioned on agent ID).
Install & run
shell
poetry install
poetry run python masac/masac.py
Citation
If you use this code for your research, please cite this using:
bibtex
@misc{masac,
author = {Florian Felten},
title = {MASAC: A Multi-Agent Soft-Actor-Critic implementation for PettingZoo},
year = {2023},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/ffelten/MASAC}},
}
Owner
- Name: Florian Felten
- Login: ffelten
- Kind: user
- Location: Belgium
- Company: University of Luxemburg
- Website: https://ffelten.github.io/
- Twitter: FlorianFelten1
- Repositories: 9
- Profile: https://github.com/ffelten
I do MORL stuffs @Farama-Foundation & PhD stuffs @uni-lu
Citation (CITATION.bib)
@misc{masac,
author = {Florian Felten},
title = {MASAC: A Multi-Agent Soft-Actor-Critic implementation for PettingZoo},
year = {2023},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/ffelten/MASAC}},
}
GitHub Events
Total
- Issues event: 2
- Watch event: 28
- Issue comment event: 2
- Push event: 2
Last Year
- Issues event: 2
- Watch event: 28
- Issue comment event: 2
- Push event: 2
Committers
Last synced: about 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Florian Felten | f****n@u****u | 30 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: about 1 year ago
All Time
- Total issues: 3
- Total pull requests: 0
- Average time to close issues: 3 days
- Average time to close pull requests: N/A
- Total issue authors: 3
- Total pull request authors: 0
- Average comments per issue: 2.0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 1
- Pull requests: 0
- Average time to close issues: about 24 hours
- Average time to close pull requests: N/A
- Issue authors: 1
- Pull request authors: 0
- Average comments per issue: 2.0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- wagh311 (1)
- saiyuhang123 (1)
- lhw0719 (1)