Skip to main content

Surrogate Optimization Toolbox

Project description

## pySOT: Surrogate Optimization Toolbox

pySOT is an asynchronous parallel optimization toolbox for global deterministic optimization problems. The main purpose of the toolbox is for optimization of computationally expensive black-box objective functions with continuous and/or integer variables where the number of evaluations is limited. If there are several processors available it may make sense to evaluate the objective function using either asynchronous or synchronous parallel. pySOT uses the event-driven framework for asynchronous optimization strategies POAP (https://github.com/dbindel/POAP) to provide this functionality.

The toolbox is hosted on GitHub: https://github.com/dme65/pySOT

Link to the pySOT documentation: https://github.com/dme65/pySOT/blob/master/docs/pySOT.pdf

pySOT has been downloaded 12,492 times from 2015-June-4 to 2016-January-24

## Installation

Make sure you have Python 2.7.x and pip installed. The easiest way to install pySOT is using:

` pip install pySOT `

## Examples Several pySOT examples can be found at: https://github.com/dme65/pySOT/tree/master/pySOT/test

## FAQ

Q: I can’t find the GUI A: You need to install PySide

Q: I can’t find the MARS interpolant A: You need to install py-earth (https://github.com/jcrudy/py-earth)

Q: I used pySOT for my research and want to cite it A: There is currently no published paper on pySOT so we recommend citing pySOT like this: D. Eriksson, D. Bindel, and C. Shoemaker. Surrogate Optimization Toolbox (pySOT). github.com/dme65/pySOT, 2015

Q: Is there support for Python 3? A: pySOT currently doesn’t support Python 3, mainly because of some pySOT dependencies lacking Python 3 support.

Project details


Download files

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

Source Distribution

pySOT-0.1.21.tar.gz (1.9 MB view details)

Uploaded Source

File details

Details for the file pySOT-0.1.21.tar.gz.

File metadata

  • Download URL: pySOT-0.1.21.tar.gz
  • Upload date:
  • Size: 1.9 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No

File hashes

Hashes for pySOT-0.1.21.tar.gz
Algorithm Hash digest
SHA256 279789f0a06c5ba75f9acf85361f393d67261b36c70161921899f80164446d0c
MD5 51e186c5eb9f8f5f4bdeb1953edc3d74
BLAKE2b-256 4802639b60002dd8c62a55120147f44b9344a9ae5bd42f5c0c9288fa9ebe7255

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page