Hadoop 2 Introduces YARN |
Written by Kay Ewbank | |||
Tuesday, 22 October 2013 | |||
Apache Hadoop 2 is now available with support for Apache YARN, a framework for job scheduling and cluster resource management, and high availability for the HDFS filing system. In fact, the release is 2.2.0, but it is the first stable release in the 2.x line. The biggest change in the new version of the distributed big data storage and analysis framework is the support for YARN. YARN sits on top of HDFS (Hadoop distributed file system) and serves as a large-scale, distributed operating system for big data applications, so multiple applications can run simultaneously. This is a major change to the way Hadoop works. Previous releases relied on the MapReduce framework to handle the division of work as well as managing the resources of the servers. In the new version YARN is used as the resource manager.
Architectural View of YARN (Source: HortonWorks) The way YARN works is by splitting the work undertaken by the MapReduce JobTracker component in two. JobTracker has until now managed both resource management and job scheduling/monitoring, but these are now run as two separate applications: a global ResourceManager and an ApplicationMaster that has a separate copy for each application running. If you want to find out more about YARN, Arun Murthy, release manager of Apache Hadoop 2 and Founder of Hortonworks, outlines it in an informative series of posts on the Hortonworks blog. This change opens up Hadoop so that developers will be able to build apps directly within Hadoop, instead of writing them to run externally, and represents a major opening up of Hadoop. Alongside the introduction of YARN, the HDFS aspect of Hadoop has also been improved, with high availability for HDFS, support for HDFS snapshots so you’ll be able to use native backup and disaster recovery processes. The ability to use the NFSv3 file system to access data in HDFS also makes Hadoop more ‘mainstream’, as it can now be mounted as a standard filesystem. Native network encryption has been added to secure data in transit. The team behind Hadoop has put a lot of work into stabilizing Hadoop’s APIs. Finally, Hadoop 2.2 also adds support for running it on Microsoft Windows.
More Information
|
OpenAI Library For .NET Exits Beta 19/11/2024 A few months ago the OpenAI .NET library was released as a beta. It has now reached version 2.0.0 and the time has come to leave beta and, with a few amendments enter production readiness. |
Prompt Engineering Techniques To Make You An Expert 18/11/2024 Introducing a GitHub repository full of hot tips and instructions on how to build the perfect prompt presented in a collection of Jupiter Notebooks. |
More News
|