🐍 Snake

Implementing the well known Snake game with a bit of A.I. 🤖 flavor !

🎉 Examples

🗓️ Dates

🚀 Started

Project pitched and started the 11th november 2020

🎯 Release date

First expected release the friday 15th november 2020

Dependencies

1. Set your Virtual Environment:

   # Download venv librairy
   apt-get install python3-venv -y
   # Create your venv
   py -m venv my_venv
   # Activate your venv
   . venv/bin/activate

   For more information, go to Python Virtual Environment Official Documentation.

2. Install the project dependencies:

   apt install python3-pip
   pip install numpy
   pip install PTable

📋 Tasks

1. Grid

   • Pop up Fruits

2. Snake interface

   • Move
   • Eat
   • Grow

3. Rules

   • Snake dies when touching it's tail
   • Biting his tail cuts him in two
   • Can plant a fruit for later by loosing it's tail

4. Player

   • Allow Human to play
   • Allow AI
     • Random
     • Myopic vision (Adjacent cells)
     • Linear vision
     • T shape vision
     • Cone shape vision
     • 360 linear vision
     • Loose points based on cause of death
     • Learn from human games
   • Allow game replay

5. AI

   • Implement a Neural Network
     • Input the cells
     • Output the directions
   • Allow training
   • Implement a NN manually
   • Save Neural Network configuration and load it
   • Show statistics
   • Train to win in short periods
   • Use a librairy (Pytorch or Tensorflow)
     • Use Pytorch

6. Population

   • Load population
   • Run games
   • Get best game
   • Clone best snake (or the N bests)
   • Mutate clones randomly
   • Save best configuration

7. Display

   • Basic console output
   • Animate Wind
   • Graphical interface