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Storm - Altamira University Presentation

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Ryan Lanman
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Apache Storm A distributed, real-time computation system Ryan Lanman Some content borrowed from Nathan Marz’ Presentation of a similar name
Objectives 1.Their Motivation 2.Our Motivation 3.Storm Basics 4.Demo
Their Motivation How Storm Came To Be
What They Wanted • • • • • • Guaranteed data processing Horizontal scalability Fault-tolerance No intermediate message brokers! Higher level abstraction than message passing “Just works”
Our Motivation Why We Chose Storm ^
Lumify Ingest Raw Data Text Extraction Entity Extraction Text Highlighting Location Extraction Full Text Indexing
Issues • • • • • No Reducers High DB Read/Writes Batch-style processing M/R Overhead Zero Fault Tolerance
What We Really Wanted • Distributed, Stream-type Processing • Simple Logical DAG • Better Fault Tolerance
Storm Ingest Workflow Documents Raw Data Content Sorter Video Images Text Extraction Video Frame Splitting Image Text Extraction Video Frame Text Extraction Text …
Storm Basics What the heck’s a Topology?
Storm Cluster Supervisor Zookeeper Nimbus Supervisor Zookeeper Supervisor Zookeeper Supervisor Supervisor
Storm Cluster Supervisor Zookeeper Nimbus Supervisor Zookeeper Supervisor Zookeeper Supervisor Supervisor
Storm Cluster Supervisor Zookeeper Nimbus Supervisor Zookeeper Supervisor Zookeeper Supervisor Supervisor
Storm Cluster Supervisor Zookeeper Nimbus Supervisor Zookeeper Supervisor Zookeeper Supervisor Supervisor
Storm Data Concepts • • • • • Tuples Streams Spouts Bolts Topologies
Tuples • Single unit of data in Storm • Examples – Tweet – User Activity Log Entry – File Info
Streams Tuple Tuple Tuple Tuple Tuple An unbound sequence of Tuples Tuple Tuple
Spouts Spout Producers of Streams
Bolts Tuple Process input streams to create new streams Tuple
Examples Spout Examples • HDFS Filesystem Spout • Kafka Queue Spout Bolt Examples • Filtering • Aggregation • DB Operations
Topologies Spout Spout Spout
Demo
Demo Topology Twitter Twitter Hosebird Spout Sentence Splitter Word Count Accumulo
Demo Topology Twitter Twitter Hosebird Spout Shuffle Grouping Field Grouping Sentence Splitter Word Count Accumulo

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Storm - Altamira University Presentation