Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Save more on your purchases now! discount-offer-chevron-icon
Savings automatically calculated. No voucher code required.
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Scala Data Analysis Cookbook (new)

You're reading from   Scala Data Analysis Cookbook (new) Navigate the world of data analysis, visualization, and machine learning with over 100 hands-on Scala recipes

Arrow left icon
Product type Paperback
Published in Oct 2015
Publisher
ISBN-13 9781784396749
Length 254 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Arun Manivannan Arun Manivannan
Author Profile Icon Arun Manivannan
Arun Manivannan
Arrow right icon
View More author details
Toc

Table of Contents (9) Chapters Close

Preface 1. Getting Started with Breeze FREE CHAPTER 2. Getting Started with Apache Spark DataFrames 3. Loading and Preparing Data – DataFrame 4. Data Visualization 5. Learning from Data 6. Scaling Up 7. Going Further Index

Building the Uber JAR


The first step for deploying our Spark application on a cluster is to bundle it into a single Uber JAR, also known as the assembly JAR. In this recipe, we'll be looking at how to use the SBT assembly plugin to generate the assembly JAR. We'll be using this assembly JAR in subsequent recipes when we run Spark in distributed mode. We could alternatively set dependent JARs using the spark.driver.extraClassPath property (https://spark.apache.org/docs/1.3.1/configuration.html#runtime-environment). However, for a large number of dependent JARs, this is inconvenient.

How to do it...

The goal of building the assembly JAR is to build a single, Fat JAR that contains all dependencies and our Spark application. Refer to the following screenshot, which shows the innards of an assembly JAR. You can see not only the application's files in the JAR, but also all the packages and files of the dependent libraries:

The assembly JAR can easily be built in SBT using the SBT assembly plugin...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime