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711 lines
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<title>Apache Hadoop Federation Balance – HDFS Federation Balance Guide</title>
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| Last Published: 2023-02-14
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<h5>General</h5>
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<a href="../index.html">Overview</a>
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<a href="../hadoop-project-dist/hadoop-common/SingleCluster.html">Single Node Setup</a>
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<h5>Common</h5>
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<a href="../hadoop-kms/index.html">Hadoop KMS</a>
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<a href="../hadoop-project-dist/hadoop-common/Tracing.html">Tracing</a>
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<h5>HDFS</h5>
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<a href="../hadoop-project-dist/hadoop-hdfs/HDFSHighAvailabilityWithQJM.html">NameNode HA With QJM</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HDFSHighAvailabilityWithNFS.html">NameNode HA With NFS</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsSnapshots.html">Snapshots</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsPermissionsGuide.html">Permissions and HDFS</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsQuotaAdminGuide.html">Quotas and HDFS</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/LibHdfs.html">libhdfs (C API)</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/WebHDFS.html">WebHDFS (REST API)</a>
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<a href="../hadoop-hdfs-httpfs/index.html">HttpFS</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/ShortCircuitLocalReads.html">Short Circuit Local Reads</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/CentralizedCacheManagement.html">Centralized Cache Management</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsNfsGateway.html">NFS Gateway</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsRollingUpgrade.html">Rolling Upgrade</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/ExtendedAttributes.html">Extended Attributes</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/TransparentEncryption.html">Transparent Encryption</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsMultihoming.html">Multihoming</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/ArchivalStorage.html">Storage Policies</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/MemoryStorage.html">Memory Storage Support</a>
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</li>
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<li class="none">
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<a href="../hadoop-project-dist/hadoop-hdfs/SLGUserGuide.html">Synthetic Load Generator</a>
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<li class="none">
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<a href="../hadoop-project-dist/hadoop-hdfs/HDFSErasureCoding.html">Erasure Coding</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HDFSDiskbalancer.html">Disk Balancer</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsUpgradeDomain.html">Upgrade Domain</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsDataNodeAdminGuide.html">DataNode Admin</a>
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<a href="../hadoop-project-dist/hadoop-hdfs-rbf/HDFSRouterFederation.html">Router Federation</a>
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<a href="../hadoop-project-dist/hadoop-hdfs/HdfsProvidedStorage.html">Provided Storage</a>
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</ul>
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<h5>MapReduce</h5>
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<ul>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/MapReduceTutorial.html">Tutorial</a>
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</li>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/MapredCommands.html">Commands Reference</a>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/MapReduce_Compatibility_Hadoop1_Hadoop2.html">Compatibility with 1.x</a>
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</li>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/EncryptedShuffle.html">Encrypted Shuffle</a>
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</li>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/PluggableShuffleAndPluggableSort.html">Pluggable Shuffle/Sort</a>
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</li>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/DistributedCacheDeploy.html">Distributed Cache Deploy</a>
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</li>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/SharedCacheSupport.html">Support for YARN Shared Cache</a>
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</li>
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</ul>
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<h5>MapReduce REST APIs</h5>
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<ul>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-core/MapredAppMasterRest.html">MR Application Master</a>
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</li>
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<li class="none">
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<a href="../hadoop-mapreduce-client/hadoop-mapreduce-client-hs/HistoryServerRest.html">MR History Server</a>
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</li>
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</ul>
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<h5>YARN</h5>
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<ul>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/YARN.html">Architecture</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/YarnCommands.html">Commands Reference</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/CapacityScheduler.html">Capacity Scheduler</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/FairScheduler.html">Fair Scheduler</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/ResourceManagerRestart.html">ResourceManager Restart</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/ResourceManagerHA.html">ResourceManager HA</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/ResourceModel.html">Resource Model</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/NodeLabel.html">Node Labels</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/NodeAttributes.html">Node Attributes</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/WebApplicationProxy.html">Web Application Proxy</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/TimelineServer.html">Timeline Server</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/TimelineServiceV2.html">Timeline Service V.2</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/WritingYarnApplications.html">Writing YARN Applications</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/YarnApplicationSecurity.html">YARN Application Security</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/NodeManager.html">NodeManager</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/DockerContainers.html">Running Applications in Docker Containers</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/RuncContainers.html">Running Applications in runC Containers</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/NodeManagerCgroups.html">Using CGroups</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/SecureContainer.html">Secure Containers</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/ReservationSystem.html">Reservation System</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/GracefulDecommission.html">Graceful Decommission</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/OpportunisticContainers.html">Opportunistic Containers</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/Federation.html">YARN Federation</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/SharedCache.html">Shared Cache</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/UsingGpus.html">Using GPU</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/UsingFPGA.html">Using FPGA</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/PlacementConstraints.html">Placement Constraints</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/YarnUI2.html">YARN UI2</a>
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</li>
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</ul>
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<h5>YARN REST APIs</h5>
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<ul>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/WebServicesIntro.html">Introduction</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/ResourceManagerRest.html">Resource Manager</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/NodeManagerRest.html">Node Manager</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/TimelineServer.html#Timeline_Server_REST_API_v1">Timeline Server</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/TimelineServiceV2.html#Timeline_Service_v.2_REST_API">Timeline Service V.2</a>
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</li>
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</ul>
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<h5>YARN Service</h5>
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<ul>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/yarn-service/Overview.html">Overview</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/yarn-service/QuickStart.html">QuickStart</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/yarn-service/Concepts.html">Concepts</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/yarn-service/YarnServiceAPI.html">Yarn Service API</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/yarn-service/ServiceDiscovery.html">Service Discovery</a>
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</li>
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<li class="none">
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<a href="../hadoop-yarn/hadoop-yarn-site/yarn-service/SystemServices.html">System Services</a>
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</li>
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</ul>
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<h5>Hadoop Compatible File Systems</h5>
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<ul>
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<li class="none">
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<a href="../hadoop-aliyun/tools/hadoop-aliyun/index.html">Aliyun OSS</a>
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</li>
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<li class="none">
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<a href="../hadoop-aws/tools/hadoop-aws/index.html">Amazon S3</a>
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</li>
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<li class="none">
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<a href="../hadoop-azure/index.html">Azure Blob Storage</a>
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</li>
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<li class="none">
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<a href="../hadoop-azure-datalake/index.html">Azure Data Lake Storage</a>
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</li>
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<li class="none">
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<a href="../hadoop-cos/cloud-storage/index.html">Tencent COS</a>
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</li>
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<li class="none">
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<a href="../hadoop-huaweicloud/cloud-storage/index.html">Huaweicloud OBS</a>
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</li>
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</ul>
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<h5>Auth</h5>
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<ul>
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<li class="none">
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<!---
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Licensed under the Apache License, Version 2.0 (the "License");
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You may obtain a copy of the License at
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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See the License for the specific language governing permissions and
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limitations under the License. See accompanying LICENSE file.
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-->
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<h1>HDFS Federation Balance Guide</h1>
|
|
<ul>
|
|
<li><a href="#Overview">Overview</a></li>
|
|
<li><a href="#Usage">Usage</a>
|
|
<ul>
|
|
<li><a href="#Basic_Usage">Basic Usage</a></li>
|
|
<li><a href="#RBF_Mode_And_Normal_Federation_Mode">RBF Mode And Normal Federation Mode</a></li>
|
|
<li><a href="#Command_Options">Command Options</a></li>
|
|
<li><a href="#Configuration_Options">Configuration Options</a></li></ul></li>
|
|
<li><a href="#Architecture_of_HDFS_Federation_Balance">Architecture of HDFS Federation Balance</a>
|
|
<ul>
|
|
<li><a href="#Balance_Procedure_Scheduler">Balance Procedure Scheduler</a></li>
|
|
<li><a href="#HDFS_FedBalance">HDFS FedBalance</a></li></ul></li></ul>
|
|
<section>
|
|
<h2><a name="Overview"></a>Overview</h2>
|
|
<p>HDFS Federation Balance is a tool balancing data across different federation namespaces. It uses <a href="../hadoop-distcp/DistCp.html">DistCp</a> to copy data from the source path to the target path. First it creates a snapshot at the source path and submits the initial distcp. Second it uses distcp diff to do the incremental copy until the source and the target are the same. Then If it’s working in RBF mode it updates the mount table in Router. Finally it moves the source to trash.</p>
|
|
<p>This document aims to describe the usage and design of the HDFS Federation Balance.</p></section><section>
|
|
<h2><a name="Usage"></a>Usage</h2><section>
|
|
<h3><a name="Basic_Usage"></a>Basic Usage</h3>
|
|
<p>The hdfs federation balance tool supports both normal federation cluster and router-based federation cluster. Taking rbf for example. Supposing we have a mount entry in Router:</p>
|
|
|
|
<div class="source">
|
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<div class="source">
|
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<pre>Source Destination
|
|
/foo/src hdfs://namespace-0/foo/src
|
|
</pre></div></div>
|
|
|
|
<p>The command below runs an hdfs federation balance job. The first parameter is the mount entry. The second one is the target path which must include the target cluster.</p>
|
|
|
|
<div class="source">
|
|
<div class="source">
|
|
<pre>bash$ /bin/hadoop rbfbalance -router submit /foo/src hdfs://namespace-1/foo/dst
|
|
</pre></div></div>
|
|
|
|
<p>It copies data from <a class="externalLink" href="hdfs://namespace-0/foo/src">hdfs://namespace-0/foo/src</a> to <a class="externalLink" href="hdfs://namespace-1/foo/dst">hdfs://namespace-1/foo/dst</a> incrementally and finally updates the mount entry to:</p>
|
|
|
|
<div class="source">
|
|
<div class="source">
|
|
<pre>Source Destination
|
|
/foo/src hdfs://namespace-1/foo/dst
|
|
</pre></div></div>
|
|
|
|
<p>If the hadoop shell process exits unexpectedly, we can use the command below to continue the unfinished job:</p>
|
|
|
|
<div class="source">
|
|
<div class="source">
|
|
<pre>bash$ /bin/hadoop rbfbalance continue
|
|
</pre></div></div>
|
|
|
|
<p>This will scan the journal to find all the unfinished jobs, recover and continue to execute them.</p>
|
|
<p>If we want to balance in a normal federation cluster, use the command below.</p>
|
|
|
|
<div class="source">
|
|
<div class="source">
|
|
<pre>bash$ /bin/hadoop fedbalance submit hdfs://namespace-0/foo/src hdfs://namespace-1/foo/dst
|
|
</pre></div></div>
|
|
|
|
<p>In normal federation mode the source path must includes the path schema.</p></section><section>
|
|
<h3><a name="RBF_Mode_And_Normal_Federation_Mode"></a>RBF Mode And Normal Federation Mode</h3>
|
|
<p>The hdfs federation balance tool has 2 modes:</p>
|
|
<ul>
|
|
|
|
<li>the router-based federation mode (RBF mode).</li>
|
|
<li>the normal federation mode.</li>
|
|
</ul>
|
|
<p>The command <code>rbfbalance</code> runs in router-based federation mode. The command <code>fedbalance</code> runs in normal federation mode.</p>
|
|
<p>In the rbf mode the first parameter is taken as the mount point. It disables write by setting the mount point readonly.</p>
|
|
<p>In the normal federation mode the first parameter is taken as the full path of the source. The first parameter must include the source cluster. It disables write by cancelling all the permissions of the source path.</p>
|
|
<p>Details about disabling write see <a href="#HDFS_FedBalance">HDFS FedBalance</a>.</p></section><section>
|
|
<h3><a name="Command_Options"></a>Command Options</h3>
|
|
<p>Command <code>submit</code> has the following options:</p>
|
|
<table border="0" class="bodyTable">
|
|
<thead>
|
|
|
|
<tr class="a">
|
|
<th> Option key </th>
|
|
<th> Description </th>
|
|
<th> Default </th></tr>
|
|
</thead><tbody>
|
|
|
|
<tr class="b">
|
|
<td> -forceCloseOpen </td>
|
|
<td> Force close all open files when there is no diff in the DIFF_DISTCP stage. </td>
|
|
<td> Wait until there is no open files. </td></tr>
|
|
<tr class="a">
|
|
<td> -map </td>
|
|
<td> Max number of concurrent maps to use for copy. </td>
|
|
<td> 10 </td></tr>
|
|
<tr class="b">
|
|
<td> -bandwidth </td>
|
|
<td> Specify bandwidth per map in MB. </td>
|
|
<td> 10 </td></tr>
|
|
<tr class="a">
|
|
<td> -delay </td>
|
|
<td> Specify the delayed duration(millie seconds) when the job needs to retry. </td>
|
|
<td> 1000 </td></tr>
|
|
<tr class="b">
|
|
<td> -moveToTrash </td>
|
|
<td> This options has 3 values: <code>trash</code> (move the source path to trash), <code>delete</code> (delete the source path directly) and <code>skip</code> (skip both trash and deletion). By default the server side trash interval is used. If the trash is disabled in the server side, the default trash interval 60 minutes is used. </td>
|
|
<td> trash </td></tr>
|
|
<tr class="a">
|
|
<td> -diffThreshold </td>
|
|
<td> Specify the threshold of the diff entries that used in incremental copy stage. If the diff entries size is no greater than the threshold and the open files check is satisfied(no open files or force close all open files), the fedBalance will go to the final round of distcp. Setting to 0 means waiting until there is no diff.</td>
|
|
<td> 0 </td></tr>
|
|
</tbody>
|
|
</table></section><section>
|
|
<h3><a name="Configuration_Options"></a>Configuration Options</h3><hr />
|
|
<p>Set configuration options at hdfs-fedbalance-site.xml.</p>
|
|
<table border="0" class="bodyTable">
|
|
<thead>
|
|
|
|
<tr class="a">
|
|
<th> Configuration key </th>
|
|
<th> Description </th>
|
|
<th> Default </th></tr>
|
|
</thead><tbody>
|
|
|
|
<tr class="b">
|
|
<td> hdfs.fedbalance.procedure.work.thread.num </td>
|
|
<td> The worker threads number of the BalanceProcedureScheduler. BalanceProcedureScheduler is responsible for scheduling a balance job, including submit, run, delay and recover. </td>
|
|
<td> 10 </td></tr>
|
|
<tr class="a">
|
|
<td> hdfs.fedbalance.procedure.scheduler.journal.uri </td>
|
|
<td> The uri of the journal, the journal file is used for handling the job persistence and recover. </td>
|
|
<td> <a class="externalLink" href="hdfs://localhost:8020/tmp/procedure">hdfs://localhost:8020/tmp/procedure</a> </td></tr>
|
|
</tbody>
|
|
</table></section></section><section>
|
|
<h2><a name="Architecture_of_HDFS_Federation_Balance"></a>Architecture of HDFS Federation Balance</h2>
|
|
<p>The components of the HDFS Federation Balance can be classified into the following categories:</p>
|
|
<ul>
|
|
|
|
<li>Balance Procedure Scheduler</li>
|
|
<li>HDFS FedBalance</li>
|
|
</ul><section>
|
|
<h3><a name="Balance_Procedure_Scheduler"></a>Balance Procedure Scheduler</h3>
|
|
<p>The Balance Procedure Scheduler implements a state machine. It’s responsible for scheduling a balance job, including submit, run, delay and recover. The model is showed below:</p>
|
|
<p><img src="images/BalanceProcedureScheduler.png" alt="Balance Procedure Scheduler" /></p>
|
|
<ul>
|
|
|
|
<li>After a job is submitted, the job is added to the pendingQueue.</li>
|
|
<li>The worker threads take jobs and run them. Journals are written to storage.</li>
|
|
<li>If writing the journal fails, the job is added to the recoverQueue for later recovery. If Worker thread catches a RetryTaskException, it adds the job to the delayQueue.</li>
|
|
<li>Rooster thread takes job from delayQueue and adds it back to pendingQueue.</li>
|
|
<li>When a scheduler starts, it scans all the unfinished jobs from the journal and add them to the recoverQueue. The recover thread will recover them from the journal and add them back to the pendingQueue.</li>
|
|
</ul></section><section>
|
|
<h3><a name="HDFS_FedBalance"></a>HDFS FedBalance</h3>
|
|
<p>HDFS FedBalance is implemented as a job of the state machine. All the distcp balance logic are implemented here. An HDFS FedBalance job consists of 3 procedures:</p>
|
|
<ul>
|
|
|
|
<li>
|
|
|
|
<p>DistCpProcedure: This is the first procedure. It handles all the data copy works. There are 6 stages:</p>
|
|
<ul>
|
|
|
|
<li>PRE_CHECK: Do the pre-check of the src and dst path.</li>
|
|
<li>INIT_DISTCP: Create a snapshot of the source path and distcp it to the target.</li>
|
|
<li>DIFF_DISTCP: Submit distcp with <code>-diff</code> round by round to sync source and target paths. If <code>-forceCloseOpen</code> is set, this stage will finish when there is no diff between src and dst. Otherwise this stage only finishes when there is no diff and no open files.</li>
|
|
<li>DISABLE_WRITE: Disable write operations so the src won’t be changed. When working in router mode, it is done by making the mount point readonly. In normal federation mode it is done by cancelling all the permissions of the source path.</li>
|
|
<li>FINAL_DISTCP: Force close all the open files and submit the final distcp.</li>
|
|
<li>FINISH: Do the cleanup works. In normal federation mode the finish stage also restores the permission of the dst path.</li>
|
|
</ul>
|
|
</li>
|
|
<li>
|
|
|
|
<p>MountTableProcedure: This procedure updates the mount entry in Router. The readonly is unset and the destination is updated of the mount point. This procedure is activated only in router based federation mode.</p>
|
|
</li>
|
|
<li>
|
|
|
|
<p>TrashProcedure: This procedure moves the source path to trash.</p>
|
|
</li>
|
|
</ul>
|
|
<p>After all 3 procedures finish, the balance job is done.</p></section></section>
|
|
</div>
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