Giter Club home page Giter Club logo

gluap's Introduction

###Gluap: A basic PushGP interpreter and genetic programming library

####Features and limitations

  • Cut-down subset of the simplest PushGP instructions (see the allowed_instructions table in gluap.lua)
  • Tournament selection
  • Mutation operators only - crossover not implemented yet
  • Tends to get stuck in local optima almost all the time!

####Usage

  • See test cases in gluap-test.lua

####Example

function test_evolves_7x()
  -- test function: f(x) = 7x. Minimise sum of squared errors.
  local double_fitness = function(prog)
    local sum_error = 0
    for i=-10,10 do
      local env = gluap.environment.new()
      env.push('integer', i)
      gluap.eval_program(prog, env)
      local result = env.pop('integer')
      if result then
        sum_error = sum_error + math.pow(result - 7*i, 2)
      else
        -- punish for giving no result!
        return 10^10
      end
    end
    return sum_error
  end

  local best,fitness = gluap.run(double_fitness, 250, 10000)
  print('best program with fitness '..fitness,best)
end

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.