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All Projects → rsnemmen → parallel-python-tutorial

rsnemmen / parallel-python-tutorial

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Parallel Computing with Python

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Parallel Computing with Python

IPython notebook which illustrates a few simple ways of doing parallel computing in a single machine with multiple cores.

Tutorial on how to do parallel computing using an IPython cluster.

Practical examples included:

  1. Parallel function mapping to a list of arguments (multiprocessing module)
  2. Parallel execution of array function (scatter/gather) + parallel execution of scripts with IPython.parallel
  3. Easy parallel Monte Carlo (IPython parallel magics)

Based on the talk I gave at CosmoClub, IF USP.

Other potentially useful links

How to install Python, IPython and dependencies.

How to setup an IPython parallel cluster using SSH

TODO

  • include Dask example for parallel array processing
  • include example on how to parallelize loops
  • include a simple CUDA example? cuPY?

 

Visit the author's web page and/or follow him on twitter (@nemmen).

 

 

 

Copyright (c) 2016, Rodrigo Nemmen. All rights reserved.

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