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A VIKTOR wrapper, to wrap your optimization function, to make it the fitness function for a Genetic Algorithm

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viktor-platform/optimize_wrapper

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Optimize Wrapper

A VIKTOR wrapper to wrap your optimization function and make it the fitness function for a Genetic Algorithm.

Installation

You can install this package directly from GitHub:

pip install git+https://github.com/viktor-platform/optimize_wrapper.git

Usage

import viktor as vkt
from optimize_wrapper import genetic_optimize
class Parametrization(vkt.Parametrization):
 section = vkt.Section("Section")
 section.x = vkt.NumberField("X")
 section.y = vkt.NumberField("Y")
class Controller(vkt.Controller):
 parametrization = Parametrization
 @genetic_optimize(
 optimized_parameters=Parametrization,
 path="section",
 sol_per_pop=250,
 num_generations=100,
 amount_of_solutions=100
 )
 def optimize_x_and_y(self, optimized_params, params, **kwargs):
 return optimized_params.x + optimized_params.y

Requirements

  • Python >= 3.8
  • munch >= 4.0.0
  • pygad >= 3.5.0
  • viktor >= 14.24.0
  • matplotlib
  • numpy

Development

To install in development mode:

git clone https://github.com/viktor-platform/optimize_wrapper.git
cd optimize_wrapper
pip install -e .

License

This project is part of the VIKTOR platform.

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A VIKTOR wrapper, to wrap your optimization function, to make it the fitness function for a Genetic Algorithm

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