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coevolution

https://github.com/pranavraj575/coevolution

Science Score: 41.0%

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
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    DOI references
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    Academic publication links
    Links to: ieee.org
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    Academic email domains
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    Institutional organization owner
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    Scientific vocabulary similarity
    Low similarity (9.0%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: pranavraj575
  • Language: Python
  • Default Branch: main
  • Size: 721 KB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created about 2 years ago · Last pushed over 1 year ago
Metadata Files
Readme Citation

README.md

Transformer Guided Coevolution

Coevolutionary Deep RL implementation for use in multiagent adversarial team games. Uses various methods to solve the 'team selection' problem, including BERTeam, a transformer-based approach. Interfaces with Pettingzoo multi-agent environments, experiments are done on Pyquaticus, a simulated Marine Capture-The-Flag game implemented in Pettingzoo.

Configuration

Run on Ubuntu 20.04, using Python 3.10 in a Miniconda environment. Tested both on a Linux machine, and on Windows WSL (with Ubuntu version 20.04).

Installation

  • Install packages: sudo apt install cmake swig zlib1g-dev
  • clone repo bash git clone --recurse-submodules https://github.com/pranavraj575/coevolution
  • Install conda
    • create conda env bash conda create --name coevolution python=3.10
    • OR run in coevolution folder bash conda create -f environment.yml
    • install project (run in coevolution folder) bash pip3 install -e .
    • install example repos used (run in coevolution folder) bash pip3 install -e repos/* OR choose which repos to install bash pip3 install -e repos/pyquaticus

Owner

  • Login: pranavraj575
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Rajbhandari"
  given-names: "Pranav"
  orcid: "https://orcid.org/0009-0004-4933-5204"
title: "Transformer based Coevolver? (hardly knower)"
version: 0.0.0
date-released: 2024-08-01
url: "https://github.com/pranavraj575/coevolution"

GitHub Events

Total
  • Issues event: 2
  • Issue comment event: 1
  • Push event: 3
Last Year
  • Issues event: 2
  • Issue comment event: 1
  • Push event: 3

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 1
  • Total pull requests: 0
  • Average time to close issues: about 13 hours
  • Average time to close pull requests: N/A
  • Total issue authors: 1
  • Total pull request authors: 0
  • Average comments per issue: 1.0
  • 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 13 hours
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 1.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
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Top Authors
Issue Authors
  • mxhszd (1)
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Dependencies

setup.py pypi
  • BERTeam *
  • dill *
  • gymnasium *
  • matplotlib *
  • pathos *
  • pettingzoo *
  • stable-baselines3 *
  • torch ==2.3.1
  • unstable-baselines3 *