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| <a href="/docs/latest/distributed-computing/executor-service" |
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| class='' |
| >Executor Service</a> |
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| <li> |
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| <a href="/docs/latest/distributed-computing/map-reduce" |
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| class='' |
| >MapReduce API</a> |
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| <li> |
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| <a href="/docs/latest/distributed-computing/load-balancing" |
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| class='' |
| >Load Balancing</a> |
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| <li> |
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| <a href="/docs/latest/distributed-computing/fault-tolerance" |
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| class='' |
| >Fault Tolerance</a> |
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| <li> |
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| <a href="/docs/latest/distributed-computing/job-scheduling" |
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| class='' |
| >Job Scheduling</a> |
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| <a href="/docs/latest/collocated-computations" class='' >Colocating Computations with Data</a> |
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| <a href="/docs/latest/events/listening-to-events" |
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| class='' |
| >Enabling and Listenting to Events</a> |
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| <li> |
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| <a href="/docs/latest/events/events" |
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| <a href="/docs/latest/platform-cache" class='' >.NET Platform Cache</a> |
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| >CountDownLatch</a> |
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| <li><a href="/docs/latest//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li> |
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| <li><a href="/docs/latest//machine-learning/clustering/introduction" class=''>Introduction</a></li> |
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| <li><a href="/docs/latest//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li> |
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| <li><a href="/docs/latest//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li> |
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| <li> |
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| <a href="/docs/latest/machine-learning/preprocessing" |
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| >Preprocessing</a> |
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| <li> |
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| <li><a href="/docs/latest//machine-learning/model-selection/introduction" class=''>Introduction</a></li> |
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| <li><a href="/docs/latest//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li> |
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| <li><a href="/docs/latest//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li> |
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| <li><a href="/docs/latest//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li> |
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| <li> |
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| <a href="/docs/latest/machine-learning/multiclass-classification" |
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| class='' |
| >Multiclass Classification</a> |
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| <li> |
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| <li><a href="/docs/latest//machine-learning/ensemble-methods/introduction" class=''></a></li> |
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| <li><a href="/docs/latest//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li> |
| |
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| <li><a href="/docs/latest//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li> |
| |
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| <li><a href="/docs/latest//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li> |
| |
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| <li> |
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| <a href="/docs/latest/machine-learning/recommendation-systems" |
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| class='' |
| >Recommendation Systems</a> |
| |
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| |
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| <li> |
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| <button |
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| <li><a href="/docs/latest//machine-learning/importing-model/introduction" class=''>Introduction</a></li> |
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| <li><a href="/docs/latest//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li> |
| |
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| <li><a href="/docs/latest//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li> |
| |
| </nav> |
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| </nav> |
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| <a href="/docs/latest/monitoring-metrics/intro" |
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| >Introduction</a> |
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| <li> |
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| <a href="/docs/latest/monitoring-metrics/cluster-id" |
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| <li><a href="/docs/latest//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li> |
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| <li><a href="/docs/latest//monitoring-metrics/metrics" class=''>JMX Metrics</a></li> |
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| <li><a href="/docs/latest//security/tde" class=''>Introduction</a></li> |
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| <a href="/docs/latest/thin-clients/cpp-thin-client" |
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| >C++ Thin Client</a> |
| |
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| <li> |
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| <a href="/docs/latest/thin-clients/python-thin-client" |
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| class='' |
| >Python Thin Client</a> |
| |
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| <li> |
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| <a href="/docs/latest/thin-clients/php-thin-client" |
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| >PHP Thin Client</a> |
| |
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| <a href="/docs/latest/thin-clients/nodejs-thin-client" |
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| class='' |
| >Node.js Thin Client</a> |
| |
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| |
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| <li><a href="/docs/latest//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li> |
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| |
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| <li><a href="/docs/latest//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li> |
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| <li><a href="/docs/latest//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li> |
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| <li><a href="/docs/latest//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li> |
| |
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| <li> |
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| <a href="/docs/latest/SQL/ODBC/odbc-driver" |
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| class='' |
| >ODBC Driver</a> |
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| |
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| <li> |
| |
| <a href="/docs/latest/SQL/ODBC/connection-string-dsn" |
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| class='' |
| >Connection String and DSN</a> |
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| |
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| <li> |
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| <a href="/docs/latest/SQL/ODBC/querying-modifying-data" |
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| class='' |
| >Querying and Modifying Data</a> |
| |
| </li> |
| |
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| <li> |
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| <a href="/docs/latest/SQL/ODBC/specification" |
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| class='' |
| >Specification</a> |
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| </li> |
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| |
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| <li> |
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| <a href="/docs/latest/SQL/ODBC/data-types" |
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| class='' |
| >Data Types</a> |
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| </li> |
| |
| |
| |
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| |
| <li> |
| |
| <a href="/docs/latest/SQL/ODBC/error-codes" |
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| class='' |
| >Error Codes</a> |
| |
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| |
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| <li> |
| |
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| <a href="/docs/latest/restapi" class='' >REST API</a> |
| |
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| <a href="/docs/latest/control-script" class='' >Control Script</a> |
| |
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| <a href="/docs/latest/plugins" class='' >Plugins</a> |
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| |
| <a href="/docs/latest/sqlline" class='' >SQLLine</a> |
| |
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| <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button> |
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| <li> |
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| <a href="/docs/latest/ignite-for-spark/overview" |
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| class='' |
| >Overview</a> |
| |
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| |
| <li> |
| |
| <a href="/docs/latest/ignite-for-spark/ignitecontext-and-rdd" |
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| class='' |
| >IgniteContext and IgniteRDD</a> |
| |
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| <article data-swiftype-index='true'> |
| <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/clustering/zookeeper-discovery.adoc" target="_blank">Edit</a> |
| |
| <h1>ZooKeeper Discovery</h1> |
| |
| <div id="preamble"> |
| <div class="sectionbody"> |
| <div class="paragraph"> |
| <p>Ignite’s default TCP/IP Discovery organizes cluster nodes into a ring topology that has advantages and |
| disadvantages. For instance, on topologies with hundreds of cluster |
| nodes, it can take many seconds for a system message to traverse through |
| all the nodes. As a result, the basic processing of events such as |
| joining of new nodes or detecting the failed ones can take a while, |
| affecting the overall cluster responsiveness and performance.</p> |
| </div> |
| <div class="paragraph"> |
| <p>ZooKeeper Discovery is designed for massive deployments that |
| need to preserve ease of scalability and linear performance. |
| However, using both Ignite and ZooKeeper requires configuring and managing two |
| distributed systems, which can be challenging. |
| Therefore, we recommend that you use ZooKeeper Discovery only if you plan to scale to 100s or 1000s nodes. |
| Otherwise, it is best to use <a href="/docs/latest/clustering/tcp-ip-discovery">TCP/IP Discovery</a>.</p> |
| </div> |
| <div class="paragraph"> |
| <p>ZooKeeper Discovery uses ZooKeeper as a single point of synchronization |
| and to organize the cluster into a star-shaped topology where a |
| ZooKeeper cluster sits in the center and the Ignite nodes exchange |
| discovery events through it.</p> |
| </div> |
| <div class="imageblock"> |
| <div class="content"> |
| <img src="/docs/2.9.0/images/zookeeper.png" alt="Zookeeper"> |
| </div> |
| </div> |
| <div class="paragraph"> |
| <p>It is worth mentioning that ZooKeeper Discovery is an alternative implementation of the Discovery SPI and doesn’t affect the Communication SPI. |
| Once the nodes discover each other via ZooKeeper Discovery, they use Communication SPI for peer-to-peer communication.</p> |
| </div> |
| </div> |
| </div> |
| <div class="sect1"> |
| <h2 id="configuration">Configuration</h2> |
| <div class="sectionbody"> |
| <div class="paragraph"> |
| <p>To enable ZooKeeper Discovery, you need to configure <code>ZookeeperDiscoverySpi</code> in a way similar to this:</p> |
| </div> |
| <code-tabs><code-tab data-tab='XML'><div class="listingblock"> |
| <div class="content"> |
| <pre class="rouge highlight"><code data-lang="xml"><span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">></span> |
| |
| <span class="nt"><property</span> <span class="na">name=</span><span class="s">"discoverySpi"</span><span class="nt">></span> |
| <span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.spi.discovery.zk.ZookeeperDiscoverySpi"</span><span class="nt">></span> |
| <span class="nt"><property</span> <span class="na">name=</span><span class="s">"zkConnectionString"</span> <span class="na">value=</span><span class="s">"127.0.0.1:34076,127.0.0.1:43310,127.0.0.1:36745"</span><span class="nt">/></span> |
| <span class="nt"><property</span> <span class="na">name=</span><span class="s">"sessionTimeout"</span> <span class="na">value=</span><span class="s">"30000"</span><span class="nt">/></span> |
| <span class="nt"><property</span> <span class="na">name=</span><span class="s">"zkRootPath"</span> <span class="na">value=</span><span class="s">"/apacheIgnite"</span><span class="nt">/></span> |
| <span class="nt"><property</span> <span class="na">name=</span><span class="s">"joinTimeout"</span> <span class="na">value=</span><span class="s">"10000"</span><span class="nt">/></span> |
| <span class="nt"></bean></span> |
| <span class="nt"></property></span> |
| <span class="nt"></bean></span></code></pre> |
| </div> |
| </div></code-tab><code-tab data-tab='Java'><div class="listingblock"> |
| <div class="content"> |
| <pre class="rouge highlight"><code data-lang="java"><span class="nc">ZookeeperDiscoverySpi</span> <span class="n">zkDiscoverySpi</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ZookeeperDiscoverySpi</span><span class="o">();</span> |
| |
| <span class="n">zkDiscoverySpi</span><span class="o">.</span><span class="na">setZkConnectionString</span><span class="o">(</span><span class="s">"127.0.0.1:34076,127.0.0.1:43310,127.0.0.1:36745"</span><span class="o">);</span> |
| <span class="n">zkDiscoverySpi</span><span class="o">.</span><span class="na">setSessionTimeout</span><span class="o">(</span><span class="mi">30_000</span><span class="o">);</span> |
| |
| <span class="n">zkDiscoverySpi</span><span class="o">.</span><span class="na">setZkRootPath</span><span class="o">(</span><span class="s">"/ignite"</span><span class="o">);</span> |
| <span class="n">zkDiscoverySpi</span><span class="o">.</span><span class="na">setJoinTimeout</span><span class="o">(</span><span class="mi">10_000</span><span class="o">);</span> |
| |
| <span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">();</span> |
| |
| <span class="c1">//Override default discovery SPI.</span> |
| <span class="n">cfg</span><span class="o">.</span><span class="na">setDiscoverySpi</span><span class="o">(</span><span class="n">zkDiscoverySpi</span><span class="o">);</span> |
| |
| <span class="c1">// Start the node.</span> |
| <span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span></code></pre> |
| </div> |
| </div></code-tab><code-tab data-tab='.NET' data-unavailable='true'><div class="listingblock"> |
| <div class="content"> |
| <pre class="rouge highlight"><code>This API is not presently available for .NET. You can use XML configuration.</code></pre> |
| </div> |
| </div></code-tab><code-tab data-tab='C++' data-unavailable='true'><div class="listingblock"> |
| <div class="content"> |
| <pre class="rouge highlight"><code>This API is not presently available for C++. You can use XML configuration.</code></pre> |
| </div> |
| </div></code-tab></code-tabs> |
| <div class="paragraph"> |
| <p>The following parameters are required (other parameters are optional):</p> |
| </div> |
| <div class="ulist"> |
| <ul> |
| <li> |
| <p><code>zkConnectionString</code> - keeps the list of addresses of ZooKeeper |
| servers.</p> |
| </li> |
| <li> |
| <p><code>sessionTimeout</code> - specifies the time after which an Ignite node is considered disconnected if it doesn’t react to events exchanged via Discovery SPI.</p> |
| </li> |
| </ul> |
| </div> |
| </div> |
| </div> |
| <div class="sect1"> |
| <h2 id="failures-and-split-brain-handling">Failures and Split Brain Handling</h2> |
| <div class="sectionbody"> |
| <div class="paragraph"> |
| <p>In case of network partitioning, some of the nodes cannot communicate to each other because they are located in separated network segments, which may lead to failure to process user requests or inconsistent data modification.</p> |
| </div> |
| <div class="paragraph"> |
| <p>ZooKeeper Discovery approaches network partitioning (aka. split brain) |
| and communication failures between individual nodes in the following |
| way:</p> |
| </div> |
| <div class="admonitionblock caution"> |
| <table> |
| <tr> |
| <td class="icon"> |
| <div class="title">Caution</div> |
| </td> |
| <td class="content"> |
| <div class="paragraph"> |
| <p>It is assumed that the ZooKeeper cluster is always visible to all the |
| nodes in the cluster. In fact, if a node disconnects from ZooKeeper, it |
| shuts down and other nodes treat it as failed or disconnected.</p> |
| </div> |
| </td> |
| </tr> |
| </table> |
| </div> |
| <div class="paragraph"> |
| <p>Whenever a node discovers that it cannot connect to some of the other |
| nodes in the cluster, it initiates a communication failure resolution |
| process by publishing special requests to the ZooKeeper cluster. When |
| the process is started, all nodes try to connect to each other and send |
| the results of the connection attempts to the node that coordinates the |
| process (<em>the coordinator node</em>). Based on this information, the |
| coordinator node creates a connectivity graph that represents the |
| network situation in the cluster. Further actions depend on the type of |
| network segmentation. The following sections discuss possible scenarios.</p> |
| </div> |
| <div class="sect2"> |
| <h3 id="cluster-is-split-into-several-disjoint-components">Cluster is split into several disjoint components</h3> |
| <div class="paragraph"> |
| <p>If the cluster is split into several independent components, each |
| component (being a cluster) may think of itself as a master cluster and |
| continue to process user requests, resulting in data inconsistency. To |
| avoid this, only the component with the largest number of nodes is kept |
| alive; and the nodes from the other components are brought down.</p> |
| </div> |
| <div class="imageblock"> |
| <div class="content"> |
| <img src="/docs/2.9.0/images/network_segmentation.png" alt="Network Segmentation"> |
| </div> |
| </div> |
| <div class="paragraph"> |
| <p>The image above shows a case where the cluster network is split into 2 segments. |
| The nodes from the smaller cluster (right-hand segment) are terminated.</p> |
| </div> |
| <div class="imageblock"> |
| <div class="content"> |
| <img src="/docs/2.9.0/images/segmentation_resolved.png" alt="Segmentation Resolved"> |
| </div> |
| </div> |
| <div class="paragraph"> |
| <p>When there are multiple largest components, the one that has the largest |
| number of clients is kept alive, and the others are shut down.</p> |
| </div> |
| </div> |
| <div class="sect2"> |
| <h3 id="several-links-between-nodes-are-missing">Several links between nodes are missing</h3> |
| <div class="paragraph"> |
| <p>Some nodes cannot connect to some other nodes, which means the nodes are |
| not completely disconnected from the cluster but can’t exchange data |
| with some of the nodes and, therefore, cannot be part of the cluster. In |
| the image below, one node cannot connect to two other nodes.</p> |
| </div> |
| <div class="imageblock"> |
| <div class="content"> |
| <img src="/docs/2.9.0/images/split_brain.png" alt="Split-brain"> |
| </div> |
| </div> |
| <div class="paragraph"> |
| <p>In this case, the task is to find the largest component in which every |
| node can connect to every other node, which, in the general case, is a |
| difficult problem and cannot be solved in an acceptable amount of time. The |
| coordinator node uses a heuristic algorithm to find the best approximate |
| solution. The nodes that are left out of the solution are shut down.</p> |
| </div> |
| <div class="imageblock"> |
| <div class="content"> |
| <img src="/docs/2.9.0/images/split_brain_resolved.png" alt="Split-brain Resolved"> |
| </div> |
| </div> |
| </div> |
| <div class="sect2"> |
| <h3 id="zookeeper-cluster-segmentation">ZooKeeper cluster segmentation</h3> |
| <div class="paragraph"> |
| <p>In large-scale deployments where the ZooKeeper cluster can span multiple data centers and geographically diverse locations, it can split into multiple segments due to network segmentation. |
| If this occurs, ZooKeeper checks if there is a segment that contains more than a half of all ZooKeeper nodes (ZooKeeper requires this many nodes to continue its operation), and, if found, this segment takes over managing the Ignite cluster, while other segments are shut down. |
| If there is no such segment, ZooKeeper shuts down all its nodes.</p> |
| </div> |
| <div class="paragraph"> |
| <p>In case of ZooKeeper cluster segmentation, the Ignite cluster may or may not be split. |
| In any case, when the ZooKeeper nodes are shut down, the corresponding Ignite nodes try to connect to available ZooKeeper nodes and shut down if unable to do so.</p> |
| </div> |
| <div class="paragraph"> |
| <p>The following image is an example of network segmentation that splits both the Ignite cluster and ZooKeeper cluster into two segments. |
| This may happen if your clusters are deployed in two data centers. |
| In this case, the ZooKeeper node located in Data Center B shuts itself down. |
| The Ignite nodes located in Data Center B are not able to connect to the remaining ZooKeeper nodes and shut themselves down as well.</p> |
| </div> |
| <div class="imageblock"> |
| <div class="content"> |
| <img src="/docs/2.9.0/images/zookeeper_split.png" alt="Zookeeper Split"> |
| </div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="sect1"> |
| <h2 id="custom-discovery-events">Custom Discovery Events</h2> |
| <div class="sectionbody"> |
| <div class="paragraph"> |
| <p>Changing a ring-shaped topology to the star-shaped one affects the way |
| custom discovery events are handled by the Discovery SPI component. Since |
| the ring topology is linear, it means that each discovery message is |
| processed by nodes sequentially.</p> |
| </div> |
| <div class="paragraph"> |
| <p>With ZooKeeper Discovery, the coordinator sends discovery messages to |
| all nodes simultaneously resulting in the messages to be processed in |
| parallel. As a result, ZooKeeper Discovery prohibits custom discovery events from being changed. For instance, the nodes are not allowed to add any payload to discovery messages.</p> |
| </div> |
| </div> |
| </div> |
| <div class="sect1"> |
| <h2 id="ignite-and-zookeeper-configuration-considerations">Ignite and ZooKeeper Configuration Considerations</h2> |
| <div class="sectionbody"> |
| <div class="paragraph"> |
| <p>When using ZooKeeper Discovery, you need to make sure that the configuration parameters of the ZooKeeper cluster and Ignite cluster match each other.</p> |
| </div> |
| <div class="paragraph"> |
| <p>Consider a sample ZooKeeper configuration, as follows:</p> |
| </div> |
| <div class="listingblock"> |
| <div class="content"> |
| <pre class="rouge highlight"><code data-lang="shell"><span class="c"># The number of milliseconds of each tick</span> |
| <span class="nv">tickTime</span><span class="o">=</span>2000 |
| |
| <span class="c"># The number of ticks that can pass between sending a request and getting an acknowledgement</span> |
| <span class="nv">syncLimit</span><span class="o">=</span>5</code></pre> |
| </div> |
| </div> |
| <div class="paragraph"> |
| <p>Configured this way, ZooKeeper server detects its own segmentation from the rest of the ZooKeeper cluster only after <code>tickTime * syncLimit</code> elapses. |
| Until this event is detected at ZooKeeper level, all Ignite nodes connected to the segmented ZooKeeper server do not try to reconnect to the other ZooKeeper servers.</p> |
| </div> |
| <div class="paragraph"> |
| <p>On the other hand, there is a <code>sessionTimeout</code> parameter on the Ignite |
| side that defines how soon ZooKeeper closes an Ignite node’s session if |
| the node gets disconnected from the ZooKeeper cluster. |
| If <code>sessionTimeout</code> is smaller than <code>tickTime * syncLimit</code> , then the |
| Ignite node is notified by the segmented ZooKeeper server too |
| late — its session expires before it tries to reconnect to other ZooKeeper servers.</p> |
| </div> |
| <div class="paragraph"> |
| <p>To avoid this situation, <code>sessionTimeout</code> should be bigger than <code>tickTime * syncLimit</code>.</p> |
| </div> |
| </div> |
| </div> |
| <div class="copyright"> |
| © 2020 The Apache Software Foundation.<br/> |
| Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation. |
| |
| </div> |
| |
| </article> |
| <nav class="right-nav" data-swiftype-index='false'> |
| <ul class="sectlevel1"> |
| <li><a href="#configuration">Configuration</a></li> |
| <li><a href="#failures-and-split-brain-handling">Failures and Split Brain Handling</a> |
| <ul class="sectlevel2"> |
| <li><a href="#cluster-is-split-into-several-disjoint-components">Cluster is split into several disjoint components</a></li> |
| <li><a href="#several-links-between-nodes-are-missing">Several links between nodes are missing</a></li> |
| <li><a href="#zookeeper-cluster-segmentation">ZooKeeper cluster segmentation</a></li> |
| </ul> |
| </li> |
| <li><a href="#custom-discovery-events">Custom Discovery Events</a></li> |
| <li><a href="#ignite-and-zookeeper-configuration-considerations">Ignite and ZooKeeper Configuration Considerations</a></li> |
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