Skip to main content

Simple genetic algorithms framework for Python

Project description

## What is agios?

agios is an open source, Python 3 library for playing with genetic algorithms. Main functionality includes:

* Generic API allowing to easily implement custom tasks

* Highly customizable algorithm execution cycle

* Multithreading support

* Built-in support for images processing

* Multidimensional data processing



TODO list includes:

* Support for PyCUDA and processing on GPU



## How to install it?

```

pip install agios

```



## Where is an example code?

```python

from agios import evolution

from agios import extras



blueprint = extras.load_normalized_image('input/mona_lisa.jpg', extras.Greyscale)



evolution_problem_solver = evolution.SimpleSolver(

population_size=100,

best_samples_to_take=2,

blueprint=evolution.NumpyArraySample(blueprint),

mutator=evolution.SimplePaintbrushMatrixMutator((10, 15), (10, 50)),

crosser=evolution.MeanValueMatrixCrosser(),

loss_calculator=evolution.SquaredMeanMatrixLossCalculator(),

initial_sample_state_generator=evolution.RandomMatrixGenerator(blueprint.shape)

)



for _ in range(10000):

evolution_problem_solver.step()

```



Live examples can be found in examples/ directory.



## How to contribute?

Report observed issues or provide working pull request. Pull request must be verified before merging and it must include the following:

* Unit tests

* Public API marked with static typing annotations (typing module)

* Public classes must include brief documentation


Project details


Release history Release notifications

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Filename, size & hash SHA256 hash help File type Python version Upload date
agios-2017.7.1-py2.py3-none-any.whl (8.7 kB) Copy SHA256 hash SHA256 Wheel py2.py3 Jul 16, 2017

Supported by

Elastic Elastic Search Pingdom Pingdom Monitoring Google Google BigQuery Sentry Sentry Error logging AWS AWS Cloud computing DataDog DataDog Monitoring Fastly Fastly CDN DigiCert DigiCert EV certificate StatusPage StatusPage Status page