Implementation for Evolution of Strategies for Cooperation

Related tags

Algorithmsmoraliser
Overview

Moraliser

Implementation for Evolution of Strategies for Cooperation

Dependencies

You will need a python3 (>= 3.8) environment to run the code. Before you start, please run this command to install the dependencies:

pip3 install -r ./requirements.txt

How to run the demo

We made a Web application to give you a quick impression of our project. In the moraliser directory, run:

python3 -m app.server

You will see a grid where nodes with different colors are randomly placed, which indicates agents of different types. Click on the Start button on the top left and here we go!

If everything works, you should see the nodes on the grid are changing their colors. Orange and yellow agents gradually take over, which means our Neural-Agents and String-Agents win over the tournaments of Iterated Prisoner's Dilemma.

Below the grid are some plots of how agents' statistical attributes evolve over generations.

Check the settable parameters on the left-hand side, click Reset button on the top left, and replay the model for fun!

demo

Besides what you see in the browser, most parameters and settings are in the lib/config.py file with detailed explanations. Please have a look, try with different configurations to explore interesting results!

In app/server.py, you can uncomment line 30 or 31 to override the initial layout of agent types with two predefined maps. You can also define a agent_type_map straightforward on your own!

Build your own application

You can also run our PDModel instance in a separated python file, since running code without GUI is way more efficient and suitable for data analysis.

Please refer to run.py, plot.py, and load.py for an example which studies how 100 NeuralAgents evolve through time. To run it, simply execute:

python3 run.py

Have fun IPD!

Algorithms-in-Python - Programs related to DSA in Python for placement practice

Algorithms-in-Python Programs related to DSA in Python for placement practice CO

MAINAK CHAUDHURI 2 Feb 02, 2022
Implements (high-dimenstional) clustering algorithm

Description Implements (high-dimenstional) clustering algorithm described in https://arxiv.org/pdf/1804.02624.pdf Dependencies python3 pytorch (=0.4)

Eric Elmoznino 5 Dec 27, 2022
Implementation of Apriori Algorithm for Association Analysis

Implementation of Apriori Algorithm for Association Analysis

3 Nov 14, 2021
A selection of a few algorithms used to sort or search an array

Sort and search algorithms This repository has some common search / sort algorithms written in python, I also included the pseudocode of each algorith

0 Apr 02, 2022
Optimal skincare partition finder using graph theory

Pigment The problem of partitioning up a skincare regime into parts such that each part does not interfere with itself is equivalent to the minimal cl

Jason Nguyen 1 Nov 22, 2021
Distributed Grid Descent: an algorithm for hyperparameter tuning guided by Bayesian inference, designed to run on multiple processes and potentially many machines with no central point of control

Distributed Grid Descent: an algorithm for hyperparameter tuning guided by Bayesian inference, designed to run on multiple processes and potentially many machines with no central point of control.

Martin 1 Jan 01, 2022
A command line tool for memorizing algorithms in Python by typing them.

Algo Drills A command line tool for memorizing algorithms in Python by typing them. In alpha and things will change. How it works Type out an algorith

Travis Jungroth 43 Dec 02, 2022
Official implementation of "Path Planning using Neural A* Search" (ICML-21)

Path Planning using Neural A* Search (ICML 2021) This is a repository for the following paper: Ryo Yonetani*, Tatsunori Taniai*, Mohammadamin Barekata

OMRON SINIC X 82 Jan 07, 2023
Path finding algorithm visualizer with python

path-finding-algorithm-visualizer ~ click on the grid to place the starting block and then click elsewhere to add the end block ~ click again to place

izumi 1 Oct 31, 2021
An NUS timetable generator which uses a genetic algorithm to optimise timetables to suit the needs of NUS students.

A timetable optimiser for NUS which uses an evolutionary algorithm to "breed" a timetable suited to your needs.

Nicholas Lee 3 Jan 09, 2022
A Python Package for Portfolio Optimization using the Critical Line Algorithm

A Python Package for Portfolio Optimization using the Critical Line Algorithm

19 Oct 11, 2022
PICO is an algorithm for exploiting Reinforcement Learning (RL) on Multi-agent Path Finding tasks.

PICO is an algorithm for exploiting Reinforcement Learning (RL) on Multi-agent Path Finding tasks. It is developed by the Multi-Agent Artificial Intel

21 Dec 20, 2022
Exam Schedule Generator using Genetic Algorithm

Exam Schedule Generator using Genetic Algorithm Requirements Use any kind of crossover Choose any justifiable rate of mutation Use roulette wheel sele

Sana Khan 1 Jan 12, 2022
Better control of your asyncio tasks

quattro: task control for asyncio quattro is an Apache 2 licensed library, written in Python, for task control in asyncio applications. quattro is inf

Tin Tvrtković 37 Dec 28, 2022
A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches

A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches. This module only provides the algorithm that infers a channel mask from some spectral sta

Vincent Morello 6 Nov 29, 2022
Algorithms implemented in Python

Python Algorithms Library Laurent Luce Description The purpose of this library is to help you with common algorithms like: A* path finding. String Mat

Laurent Luce 264 Dec 06, 2022
Cormen-Lib - An academic tool for data structures and algorithms courses

The Cormen-lib module is an insular data structures and algorithms library based on the Thomas H. Cormen's Introduction to Algorithms Third Edition. This library was made specifically for administeri

Cormen Lib 12 Aug 18, 2022
It is a platform that implements some path planning algorithms.

PathPlanningAlgorithms It is a platform that implements some path planning algorithms. Main dependence: python3.7, opencv4.1.1.26 (for image show) Tip

5 Feb 24, 2022
Sorting Algorithm Visualiser using pygame

SortingVisualiser Sorting Algorithm Visualiser using pygame Features Visualisation of some traditional sorting algorithms like quicksort and bubblesor

4 Sep 05, 2021
marching rectangles algorithm in python with clean code.

Marching Rectangles marching rectangles algorithm in python with clean code. Tools Python 3 EasyDraw Creators Mohammad Dori Run the Code Installation

Mohammad Dori 3 Jul 15, 2022