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HBase High Update Throughput
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HBaseHUT: --------- http://github.com/sematext/HBaseHUT Released under Apache License 2.0. Mailing List: ------------- To participate more in the discussion, join the group at https://groups.google.com/group/hbasehut/ Description: ------------ HBaseHUT stands for High Updates Throughput for HBase. It was inspired by discussions on HBase mailing lists around the problem with having Get&Put for each update operation, which affects write throughput dramatically. Another force behind behind the approach used in HBaseHUT was recent activity on Coprocessors development. Although usage of CPs is very limited in the current implementation (see cp package) HBaseHUT is designed with broader use of CPs in mind because they add more flexibility when it comes to alternative MapReduce data processing approaches in addition to allowing seamlessly integrate the logic in places where it makes the work to be performed in the most efficient way. The idea behind HBaseHUT is: * Don't do updates of existing data on each Put (and hence don't perform Get operation for each Put operation). All Puts are plain Puts with the relevant pure-insert write performance. * Defer processing updates to scheduled job (not necessarily a MapReduce job) or perform updates on as-needed basis. * Serve updated data in "online" manner: user always gets updated record immediately after new data was Put, i.e., user "sees" updates immediately after he writes data. In addition to allowing real-time data processing where it wasn't possible before (where batch processing was used due to update throughput limitations) HBaseHUT also adds such a major feature as ability to roll back changes. For more information please refer to the github project wiki: https://github.com/sematext/HBaseHUT/wiki. For a clear introductory post with a good HBaseHUT use-case read/watch: http://blog.sematext.com/2010/12/16/deferring-processing-updates-to-increase-hbase-write-performance/ http://blog.sematext.com/2012/04/22/hbase-real-time-analytics-rollbacks-via-append-based-updates/ http://blog.sematext.com/2012/04/27/hbase-real-time-analytics-rollbacks-via-append-based-updates-part-2/ http://vimeo.com/26813019 http://www.slideshare.net/alexbaranau/realtime-analytics-with-hbase-short-version http://www.slideshare.net/alexbaranau/realtime-analytics-with-hbase-long-version Build Notes: ------------ Note: unit-tests take some time to execute (up to several minutes), to skip their execution use -Dmaven.skip.tests=true. The latest stable version can be linked from you maven project with: <repositories> <repository> <id>sonatype release</id> <url>https://oss.sonatype.org/content/repositories/releases/</url> </repository> </repositories> [...] <dependency> <groupId>com.sematext.hbasehut</groupId> <artifactId>hbasehut</artifactId> <version>0.1.0</version> </dependency> For running (MR jobs) on hadoop-2.0+ (which is a part of CDH4.1+) use: <dependency> <groupId>com.sematext.hbasehut</groupId> <artifactId>hbasehut</artifactId> <version>0.1.0-hadoop-2.0</version> </dependency> Author: ------- Alex Baranau