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APACHE TOREE
ASIM JALIS
GALVANIZE
INTRO
ASIM JALIS
Galvanize/Zipfian, Data
Engineering
Cloudera, Microso!,
Salesforce
MS in Computer Science
from University of
Virginia
WHAT IS GALVANIZE’S DATA
ENGINEERING IMMERSIVE?
Immersive Peer Learning
Environment
Master High-Demand
Skills and Technologies
Heart of San Francisco in
SOMA
YOU GET TO . . .
Play with Terabytes of
Data
Spark, Hadoop, Hive,
Kafka, Storm, HBase
Data Science at Scale
Level UP your Career
Apache Toree
FOR MORE INFORMATION
asim.jalis@galvanize.com
http://galvanize.com
TALK OVERVIEW
WHAT IS THIS TALK ABOUT?
What is Apache Toree?
How can I create
IPython/Jupyter
notebooks for
Spark/Scala?
HOW MANY PEOPLE HERE ARE
FAMILIAR WITH
IPYTHON/JUPYTER NOTEBOOKS?
HOW MANY PEOPLE HERE ARE
FAMILIAR WITH APACHE SPARK?
HOW MANY PEOPLE HERE ARE
FAMILIAR WITH SCALA?
LITERATE PROGRAMMING
WHAT IS LITERATE
PROGRAMMING?
Proposed by Don Knuth
Write programs for
humans, not machines
Programs communicate
ideas to others
Default text is
documentation or
thoughts
Code is explicitly
marked out
LITERATE PROGRAM
This program prints hello world.
<<hello.c>>=
<<includes>>
<<main>>
@
Some includes.
<<includes>>=
#include <stdio.h>
@
Print hello world, then exit.
<<main>>=
int main(int argc, char *argv[]) {
printf("Hello World!n");
return 0;
}
@
WHAT PROBLEM DOES JUPYTER
SOLVE?
Suppose you want to share programming idea or tutorial
You write an article and embed code in it
Now imagine being able to execute the code in the article
HOW IS THIS DIFFERENT FROM
CODE COMMENTS?
Commented code is not technical literature
It cannot be published or read as an article
A literate program is an executable article
JUPYTER/IPYTHON
WHAT IS JUPYTER?
Create executable
documents
Originally for Python
Supports other systems
through kernels
JUPYTER DEMO
Write Markdown text
Write Scala Spark code
Execute
Repeat
Tab-completion
JUPYTER ARCH
JUPYTER ARCH
Jupyter server
Displays notebook in
browser
Executes code on
Python runtime
Displays output back
into notebook
FERNANDO PÉREZ
IPython/Jupyter
inventor
Particle Physics PhD,
University of Colorado—
Boulder
Now at UC Berkeley
Started IPython in 2001
IS IT IPYTHON OR JUPYTER?
Started out as IPython
notebook
Not specific to Python
Can work with Scala and
other languages
Jupyter captures its
language independence
APACHE TOREE
WHAT IS TOREE?
Toree is a Jupyter Kernel
Executes Scala
Runs Spark
Driver/Context
HOW DOES TOREE WORK?
TOREE ARCHITECTURE
Jupyter Server talks to
Toree Kernel
Toree Kernel talks to
Spark Driver
Spark Driver talks to
Spark Executors
HOW IS TOREE DIFFERENT FROM
ZEPPELIN
Toree compliant with Jupyter protocol
Toree is easy to install and use
Zeppelin does not use Jupyter protocol
Zeppelin wants to be a platform like Jupyter
TOREE COMMITS
Lot of activity last year
Stabilizing
WHO WROTE TOREE?
Top 2 contributors responsible for 50% of commits
chipsenkbeil has 318 commits
Lull3rSkat3r has 72 commits
ROBERT “CHIP” SENKBEIL AND
COREY STUBBS
WHY IS IT CALLED TOREE?
Nothing special about the name. Some
people in the group and just picked it out.
Some facts though, it is a purposeful
misspelling of the the Japanese word torii.
A torrii is a traditional gate for Shinto
shrines in Japan. —Corey Stubbs (personal
email)
ACTUAL TORII
TOREE HANDS-ON DEMO
WHAT WE WILL COVER
How to install Toree
How to automatically pull Java libraries in your notebook
How to publish notebooks on
How to turn notebooks into slide shows
http://nbviewer.jupyter.org/
QUICKSTART TUTORIAL
For details on how to do all these things
See https://github.com/asimjalis/apache-toree-quickstart
CONCLUSION
REFERENCES
Apache Toree Quickstart Tutorial
https://github.com/asimjalis/apache-toree-quickstart
Apache Toree on GitHub
https://github.com/apache/incubator-toree
Apache Toree Home
https://toree.incubator.apache.org/
QUESTIONS

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