Metadata-Version: 2.1
Name: PARyOpt
Version: 1.0.0
Summary: A flexible Bayesian optimization framework.
Home-page: https://bitbucket.org/baskargroup/paryopt
License: LICENSE.txt
Project-URL: Documentation, https://paryopt.rtfd.io
Project-URL: Source, https://bitbucket.org/baskargroup/paryopt
Project-URL: Tracker, https://bitbucket.org/baskargroup/paryopt/issues
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Natural Language :: English
Classifier: Topic :: Scientific/Engineering
Requires-Python: >=3.5
Requires-Dist: numpy (>=1.12.1)
Requires-Dist: paramiko (<3,>=2.1.2)
Requires-Dist: scipy (>=1.0.1)
Requires-Dist: sphinx (==1.7.0)
Provides-Extra: allow_executing_parse_result_functions_directly_on_remote_hosts
Requires-Dist: dill (>=0.2.5); extra == 'allow_executing_parse_result_functions_directly_on_remote_hosts'

# Parallel Asynchronous Remote Optimization

[![Documentation Status](https://readthedocs.org/projects/paryopt/badge/?version=latest)](https://paryopt.readthedocs.io/en/latest/?badge=latest)
[![Build Status](https://baskar-group.me.iastate.edu/jenkins/buildStatus/icon?job=PARyOpt)](https://baskar-group.me.iastate.edu/jenkins/job/PARyOpt/)


This framework performs Asynchronous Bayesian Optimization with support for remote evaluations, resilient to hardware/software failures

Documentation for the software is available [here](http://paryopt.readthedocs.io)


![1d example](bo_animation.gif =100x20)

### How do I get set up? ###

This code is compatible with Python3.5, and requires several modules. The requirements are available in `requirements.txt`. If you are doing a tar ball installation, do

```
python3.5 install -r requirements.txt
python3.5 install setup.py

```

If you are using a pip installation, simply do

```
python3.5 -m pip install paryopt
```

The publication related to the implementation can be found [here](https://arxiv.org/pdf/1809.04668). 

### Who do I talk to? ###

[Balaji Pokuri](mailto:balajip@iastate.edu)

[Alec Lofquist](mailto:lofquist@iastate.edu)

[Baskar Ganapathysubramanian](mailto:baskarg@iastate.edu)


