Skip to Content
Learning IPython for Interactive Computing and Data Visualization, Second Edition
book

Learning IPython for Interactive Computing and Data Visualization, Second Edition

by Cyrille Rossant
October 2015
Beginner
200 pages
3h 56m
English
Packt Publishing
Content preview from Learning IPython for Interactive Computing and Data Visualization, Second Edition

Distributing tasks on several cores with IPython.parallel

In the previous sections, we covered a few methods to accelerate Python code. Here, we will see how to run multiple tasks in parallel on a multicore computer. IPython implements highly-powerful and user-friendly facilities for interactive parallel computing in the Notebook.

We first need to install ipyparallel (also called IPython.parallel) with conda install ipyparallel. Next, let's import NumPy and ipyparallel:

In [1]: import numpy as np
        # ipyparallel was IPython.parallel before IPython 4.0
        from ipyparallel import Client

To use IPython.parallel, we need to launch a few engines.

The first way to do it is to run ipcluster start in the terminal.

You can also launch engines from the Notebook ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

IPython Interactive Computing and Visualization Cookbook - Second Edition

IPython Interactive Computing and Visualization Cookbook - Second Edition

Cyrille Rossant
Python Command Line Tools

Python Command Line Tools

Alfredo Deza, Noah Gift

Publisher Resources

ISBN: 9781783986989