SD CADD meeting 2016-08-30: Intro to Spark

•

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Yana Valasatava

Introduction to Spark

Data & Analytics

Introduc)on
to
Apache
Spark

Peter
Rose

peter.rose@rcsb.org

Apache
Spark
is
a
fast
and
general
engine
for
large-‐scale
data
processing

•  In-‐memory
processing

Successor
of
Hadoop
(MapReduce)

•  File-‐based
processing

hDp://spark.apache.org/

Apache
Spark
works
in
parallel
on

•  Mul)core
laptop,
desktop

•  Single
server

•  Cluster
(need
cluster
manager)

RDD<String>
RDD<String>
PairRDD<String,Integer>
PairRDD<String,Integer>

Map-‐Reduce
Example

one
to
many
one
to
one

Scalable
machine

learning
library

Module
for
running

queries
on

structured
data

Data
Sources

Module
to
build
scalable
fault-‐
tolerant
streaming
applica)ons
Core
Data
Structures

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