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Flume and HBase
1.
Buzzwords Berlin HBase
Hackathon, June 2012 Apache Flume and HBase Alexander Alten-Lorenz | Customer Operations Engineer 1
2.
About Me
• COPS Engineer @ Cloudera • Apache Flume Contributor • Working with hadoop since 2009 • Blogger (mapredit.blogspot.com) • Speaker at Conferences / Meetups / Tooling Events 2 ©2012 Cloudera, Inc. All Rights Reserved. 2
3.
Flume 1.x
• Mass event collector • Stream data (events, not files) from clients to sinks • Clients: files, syslog, avro, seq, exec • Sinks: HDFS files, HBase, … • Configurable routing / topology 3 ©2012 Cloudera, Inc. All Rights Reserved. 3
4.
Architecture
Component Function Agent The JVM running Flume. One per machine. Runs many sources and sinks. Client Produces data in the form of events. Runs in a separate thread. Sink Receives events from a channel. Runs in a separate thread. Channel Connects sources to sinks (like a queue). Implements the reliability semantics. Event A single datum; a log record, an avro object, etc. Normally around ~4KB. 4 ©2012 Cloudera, Inc. All Rights Reserved. 4
5.
Agent
• Runs many clients and sinks • Java properties-based configuration • Low overhead (-Xmx20m) – adding RAM increases performance – setting Xms prevent in time memory allocation – Batching increase performance dramatically 5 ©2012 Cloudera, Inc. All Rights Reserved. 5
6.
Sources
• Plugin interface • Managed by a SourceRunner that controls threading and execution model (e.g. polling vs. event-based) • Included: exec, avro, syslog, seq 6 ©2012 Cloudera, Inc. All Rights Reserved. 6
7.
HBase sink
ls -la flume-ng-sinks/flume-ng-hbase-sink/ src/main/java/org/apache/flume/sink/hbase/ HBaseSink.java HbaseEventSerializer.java SimpleHbaseEventSerializer.java SimpleRowKeyGenerator.java 7 ©2012 Cloudera, Inc. All Rights Reserved. 7
8.
HBaseSink.java •
Control flush() • Using serializer • Control the transaction • Control rollbacks (in case of events couldn’t written) 8 ©2012 Cloudera, Inc. All Rights Reserved. 8
9.
Configuration
• Source Seq interface • Listening on a defined port @localhost • Serializer need some parameters • Column family and column must be known • Valid hbase-site.xml in $CLASSPATH 9 ©2012 Cloudera, Inc. All Rights Reserved. 9
10.
Configuration Example host1.sources =
src1 host1.sinks = sink1 host1.channels = ch1 host1.sources.src1.type = seq host1.sources.src1.port = 25001 host1.sources.src1.bind = localhost host1.sources.src1.channels = ch1 host1.sinks.sink1.type = org.apache.flume.sink.hbase.HBaseSink host1.sinks.sink1.channel = ch1 host1.sinks.sink1.table = test3 host1.sinks.sink1.columnFamily = testing host1.sinks.sink1.column = foo host1.sinks.sink1.serializer = org.apache.flume.sink.hbase.SimpleHbaseEventSerializer host1.sinks.sink1.serializer.payloadColumn = pcol host1.sinks.sink1.serializer.incrementColumn = icol host1.channels.ch1.type=memory 10 ©2012 Cloudera, Inc. All Rights Reserved. 10
11.
Take Away •
Flume collects events • Source - Channel - Sink concept • HBase sink needs a serializer interface • Column family and column must be known 11 ©2012 Cloudera, Inc. All Rights Reserved. 11
12.
Thank You •
Web: https://cwiki.apache.org/FLUME/ getting-started.html • ML: flume-user@incubator.apache.org • Mail: alexander@cloudera.com • Blog: mapredit.blogspot.com • Twitter: @mapredit 12 ©2012 Cloudera, Inc. All Rights Reserved. 12
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