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203 lines
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ReStructuredText
203 lines
9.9 KiB
ReStructuredText
========================
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Using Hadoop with CephFS
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========================
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The Ceph file system can be used as a drop-in replacement for the Hadoop File
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System (HDFS). This page describes the installation and configuration process
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of using Ceph with Hadoop.
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Dependencies
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============
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* CephFS Java Interface
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* Hadoop CephFS Plugin
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.. important:: Currently requires Hadoop 1.1.X stable series
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Installation
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============
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There are three requirements for using CephFS with Hadoop. First, a running
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Ceph installation is required. The details of setting up a Ceph cluster and
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the file system are beyond the scope of this document. Please refer to the
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Ceph documentation for installing Ceph.
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The remaining two requirements are a Hadoop installation, and the Ceph file
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system Java packages, including the Java CephFS Hadoop plugin. The high-level
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steps are two add the dependencies to the Hadoop installation ``CLASSPATH``,
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and configure Hadoop to use the Ceph file system.
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CephFS Java Packages
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--------------------
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* CephFS Hadoop plugin (`hadoop-cephfs.jar <https://download.ceph.com/tarballs/hadoop-cephfs.jar>`_)
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Adding these dependencies to a Hadoop installation will depend on your
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particular deployment. In general the dependencies must be present on each
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node in the system that will be part of the Hadoop cluster, and must be in the
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``CLASSPATH`` searched for by Hadoop. Typically approaches are to place the
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additional ``jar`` files into the ``hadoop/lib`` directory, or to edit the
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``HADOOP_CLASSPATH`` variable in ``hadoop-env.sh``.
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The native Ceph file system client must be installed on each participating
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node in the Hadoop cluster.
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Hadoop Configuration
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====================
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This section describes the Hadoop configuration options used to control Ceph.
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These options are intended to be set in the Hadoop configuration file
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`conf/core-site.xml`.
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+---------------------+--------------------------+----------------------------+
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|Property |Value |Notes |
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+=====================+==========================+============================+
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|fs.default.name |Ceph URI |ceph://[monaddr:port]/ |
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+---------------------+--------------------------+----------------------------+
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|ceph.conf.file |Local path to ceph.conf |/etc/ceph/ceph.conf |
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+---------------------+--------------------------+----------------------------+
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|ceph.conf.options |Comma separated list of |opt1=val1,opt2=val2 |
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| |Ceph configuration | |
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| |key/value pairs | |
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+---------------------+--------------------------+----------------------------+
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|ceph.root.dir |Mount root directory |Default value: / |
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+---------------------+--------------------------+----------------------------+
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|ceph.mon.address |Monitor address |host:port |
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+---------------------+--------------------------+----------------------------+
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|ceph.auth.id |Ceph user id |Example: admin |
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+---------------------+--------------------------+----------------------------+
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|ceph.auth.keyfile |Ceph key file | |
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+---------------------+--------------------------+----------------------------+
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|ceph.auth.keyring |Ceph keyring file | |
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+---------------------+--------------------------+----------------------------+
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|ceph.object.size |Default file object size |Default value (64MB): |
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| |in bytes |67108864 |
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+---------------------+--------------------------+----------------------------+
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|ceph.data.pools |List of Ceph data pools |Default value: default Ceph |
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| |for storing file. |pool. |
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+---------------------+--------------------------+----------------------------+
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|ceph.localize.reads |Allow reading from file |Default value: true |
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| |replica objects | |
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+---------------------+--------------------------+----------------------------+
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Support For Per-file Custom Replication
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---------------------------------------
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The Hadoop file system interface allows users to specify a custom replication
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factor (e.g. 3 copies of each block) when creating a file. However, object
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replication factors in the Ceph file system are controlled on a per-pool
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basis, and by default a Ceph file system will contain only a single
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pre-configured pool. Thus, in order to support per-file replication with
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Hadoop over Ceph, additional storage pools with non-default replications
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factors must be created, and Hadoop must be configured to choose from these
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additional pools.
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Additional data pools can be specified using the ``ceph.data.pools``
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configuration option. The value of the option is a comma separated list of
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pool names. The default Ceph pool will be used automatically if this
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configuration option is omitted or the value is empty. For example, the
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following configuration setting will consider the pools ``pool1``, ``pool2``, and
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``pool5`` when selecting a target pool to store a file. ::
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<property>
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<name>ceph.data.pools</name>
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<value>pool1,pool2,pool5</value>
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</property>
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Hadoop will not create pools automatically. In order to create a new pool with
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a specific replication factor use the ``ceph osd pool create`` command, and then
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set the ``size`` property on the pool using the ``ceph osd pool set`` command. For
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more information on creating and configuring pools see the `RADOS Pool
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documentation`_.
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.. _RADOS Pool documentation: ../../rados/operations/pools
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Once a pool has been created and configured the metadata service must be told
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that the new pool may be used to store file data. A pool is be made available
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for storing file system data using the ``ceph fs add_data_pool`` command.
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First, create the pool. In this example we create the ``hadoop1`` pool with
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replication factor 1. ::
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ceph osd pool create hadoop1 100
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ceph osd pool set hadoop1 size 1
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Next, determine the pool id. This can be done by examining the output of the
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``ceph osd dump`` command. For example, we can look for the newly created
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``hadoop1`` pool. ::
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ceph osd dump | grep hadoop1
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The output should resemble::
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pool 3 'hadoop1' rep size 1 min_size 1 crush_ruleset 0...
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where ``3`` is the pool id. Next we will use the pool id reference to register
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the pool as a data pool for storing file system data. ::
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ceph fs add_data_pool cephfs 3
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The final step is to configure Hadoop to consider this data pool when
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selecting the target pool for new files. ::
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<property>
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<name>ceph.data.pools</name>
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<value>hadoop1</value>
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</property>
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Pool Selection Rules
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~~~~~~~~~~~~~~~~~~~~
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The following rules describe how Hadoop chooses a pool given a desired
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replication factor and the set of pools specified using the
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``ceph.data.pools`` configuration option.
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1. When no custom pools are specified the default Ceph data pool is used.
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2. A custom pool with the same replication factor as the default Ceph data
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pool will override the default.
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3. A pool with a replication factor that matches the desired replication will
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be chosen if it exists.
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4. Otherwise, a pool with at least the desired replication factor will be
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chosen, or the maximum possible.
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Debugging Pool Selection
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~~~~~~~~~~~~~~~~~~~~~~~~
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Hadoop will produce log file entry when it cannot determine the replication
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factor of a pool (e.g. it is not configured as a data pool). The log message
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will appear as follows::
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Error looking up replication of pool: <pool name>
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Hadoop will also produce a log entry when it wasn't able to select an exact
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match for replication. This log entry will appear as follows::
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selectDataPool path=<path> pool:repl=<name>:<value> wanted=<value>
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