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Jupyter Cookbook

You're reading from   Jupyter Cookbook Over 75 recipes to perform interactive computing across Python, R, Scala, Spark, JavaScript, and more

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Product type Paperback
Published in Apr 2018
Publisher Packt
ISBN-13 9781788839440
Length 238 pages
Edition 1st Edition
Languages
Tools
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Author (1):
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Dan Toomey Dan Toomey
Author Profile Icon Dan Toomey
Dan Toomey
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Table of Contents (12) Chapters Close

Preface 1. Installation and Setting up the Environment 2. Adding an Engine FREE CHAPTER 3. Accessing and Retrieving Data 4. Visualizing Your Analytics 5. Working with Widgets 6. Jupyter Dashboards 7. Sharing Your Code 8. Multiuser Jupyter 9. Interacting with Big Data 10. Jupyter Security 11. Jupyter Labs

Computing prime numbers using parallel operations


A good method for determining whether a number is prime or not is Eratosthenes's sieve. For each number, we check whether it fits the bill for a prime (if it meets the criteria for a prime, it will filter through the sieve).

The series of tests are run on every number we check for prime. This is a great usage for parallel operations. Spark has the in-built ability to split up a task among the threads/machines available. The threads are configured through the SparkContext (we see that in every example).

In our case, we split up the workload among the available threads, each taking a set of numbers to check, and collect the results later on.

How to do it...

We can use a script like this:

import pyspark
if not 'sc' in globals():
    sc = pyspark.SparkContext()

#check if a number is prime
def isprime(n):
    # must be positive
    n = abs(int(n))

    # 2 or more
    if n < 2:
        return False

    # 2 is the only even prime number
    if...
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