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<li><a href="/docs/latest/machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
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<a href="/docs/latest/machine-learning/preprocessing"
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<a href="/docs/latest/machine-learning/multiclass-classification"
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<li><a href="/docs/latest/machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
<li><a href="/docs/latest/machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
<li><a href="/docs/latest/machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
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<a href="/docs/latest/machine-learning/recommendation-systems"
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<a href="/docs/latest/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
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<a href="/docs/latest/services/services" class='' >Using Ignite Services</a>
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<a href="/docs/latest/messaging" class='' >Using Ignite Messaging</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/memory-configuration/replacement-policies.adoc" target="_blank">Edit</a>
<h1>Replacement Policies</h1>
<div id="preamble">
<div class="sectionbody">
<div class="paragraph">
<p>When <a href="/docs/latest/persistence/native-persistence">Native Persistence</a> is on and the amount of data, which Ignite stores on the disk, is bigger than the off-heap memory amount allocated for the data region, another page should be evicted from the off-heap to the disk to preload a page from the disk to the completely full off-heap memory. This process is called <em>page rotation</em> or <em>page replacement</em>.</p>
</div>
<div class="paragraph">
<p>When Native Persistence is off, <em>eviction</em> is used instead of <em>page replacement</em>. See the <a href="/docs/latest/memory-configuration/eviction-policies">Eviction Policies</a> page for more information.</p>
</div>
<div class="paragraph">
<p>Page replacement is implemented as follows:</p>
</div>
<div class="paragraph">
<p>When Ignite requires a page, it tries to find this page in the off-heap memory. If the page is not currently in the off-heap memory (a page fault occurs), this page is preloaded from the disk. At the same time, when off-heap memory is already full, another page should be chosen to be replaced (to stored to the disk and evicted).</p>
</div>
<div class="paragraph">
<p>Ignite supports three algorithms to find pages to replace:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>Random-LRU algorithm;</p>
</li>
<li>
<p>Segmented-LRU algorithm;</p>
</li>
<li>
<p>CLOCK algorithm.</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>Page replacement algorithm can be configured by the <code>PageReplacementMode</code> property of <code>DataRegionConfiguration</code>. By default, CLOCK algorithm is used.</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">&lt;bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">&gt;</span>
<span class="c">&lt;!-- Memory configuration. --&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"dataStorageConfiguration"</span><span class="nt">&gt;</span>
<span class="nt">&lt;bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.DataStorageConfiguration"</span><span class="nt">&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"dataRegionConfigurations"</span><span class="nt">&gt;</span>
<span class="nt">&lt;list&gt;</span>
<span class="c">&lt;!--
Defining a persistent data region with Segmented LRU page replacement mode.
--&gt;</span>
<span class="nt">&lt;bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.DataRegionConfiguration"</span><span class="nt">&gt;</span>
<span class="c">&lt;!-- Data region name. --&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"name"</span> <span class="na">value=</span><span class="s">"persistent_data_region"</span><span class="nt">/&gt;</span>
<span class="c">&lt;!-- Enable persistence. --&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"persistenceEnabled"</span> <span class="na">value=</span><span class="s">"true"</span><span class="nt">/&gt;</span>
<span class="c">&lt;!-- 20 GB maximum size (RAM). --&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"maxSize"</span> <span class="na">value=</span><span class="s">"#{20L * 1024 * 1024 * 1024}"</span><span class="nt">/&gt;</span>
<span class="c">&lt;!-- Enabling SEGMENTED_LRU page replacement for this region. --&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"pageReplacementMode"</span> <span class="na">value=</span><span class="s">"SEGMENTED_LRU"</span><span class="nt">/&gt;</span>
<span class="nt">&lt;/bean&gt;</span>
<span class="nt">&lt;/list&gt;</span>
<span class="nt">&lt;/property&gt;</span>
<span class="nt">&lt;/bean&gt;</span>
<span class="nt">&lt;/property&gt;</span>
<span class="c">&lt;!-- The rest of the configuration. --&gt;</span>
<span class="nt">&lt;/bean&gt;</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="c1">// Node configuration.</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">// Memory configuration.</span>
<span class="nc">DataStorageConfiguration</span> <span class="n">storageCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataStorageConfiguration</span><span class="o">();</span>
<span class="c1">// Creating a new data region.</span>
<span class="nc">DataRegionConfiguration</span> <span class="n">regionCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataRegionConfiguration</span><span class="o">();</span>
<span class="c1">// Region name.</span>
<span class="n">regionCfg</span><span class="o">.</span><span class="na">setName</span><span class="o">(</span><span class="s">"persistent_data_region"</span><span class="o">);</span>
<span class="c1">// Enabling persistence.</span>
<span class="n">regionCfg</span><span class="o">.</span><span class="na">setPersistenceEnabled</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
<span class="c1">// 20 GB max size (RAM).</span>
<span class="n">regionCfg</span><span class="o">.</span><span class="na">setMaxSize</span><span class="o">(</span><span class="mi">20L</span> <span class="o">*</span> <span class="mi">1024</span> <span class="o">*</span> <span class="mi">1024</span> <span class="o">*</span> <span class="mi">1024</span><span class="o">);</span>
<span class="c1">// Enabling SEGMENTED_LRU page replacement for this region.</span>
<span class="n">regionCfg</span><span class="o">.</span><span class="na">setPageReplacementMode</span><span class="o">(</span><span class="nc">PageReplacementMode</span><span class="o">.</span><span class="na">SEGMENTED_LRU</span><span class="o">);</span>
<span class="c1">// Setting the data region configuration.</span>
<span class="n">storageCfg</span><span class="o">.</span><span class="na">setDataRegionConfigurations</span><span class="o">(</span><span class="n">regionCfg</span><span class="o">);</span>
<span class="c1">// Applying the new configuration.</span>
<span class="n">cfg</span><span class="o">.</span><span class="na">setDataStorageConfiguration</span><span class="o">(</span><span class="n">storageCfg</span><span class="o">);</span></code></pre>
</div>
</div></code-tab><code-tab data-tab='C#/.NET' data-unavailable='true'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code>This API is not presently available for C#/.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 choice of the algorithm depends on your workload. For most cases, CLOCK (default) is a good candidate, but on some workloads other algorithms can perform better.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="random-lru-algorithm">Random-LRU Algorithm</h2>
<div class="sectionbody">
<div class="paragraph">
<p>Every time a page is accessed, its timestamp is updated. When a page fault occurs and it&#8217;s required to replace some pages, the algorithm randomly chooses 5 pages from the page memory and evicts a page with the latest timestamp.</p>
</div>
<div class="paragraph">
<p>This algorithm has zero maintenance cost, but it is not very effective in terms of finding the next page to replace. We recommend that you use it in environments, where page replacement is not needed (when working with large enough data region to store all the amount of data) or happens very seldom.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="segmented-lru-algorithm">Segmented-LRU Algorithm</h2>
<div class="sectionbody">
<div class="paragraph">
<p>Segmented-LRU algorithm is a scan-resistant variation of the Least Recently Used (LRU) algorithm. Segmented-LRU pages list is divided into two segments: A probationary segment and a protected segment. Pages in each segment are ordered from the least to the most recently accessed. New pages are added to the most recently accessed end (tail) of the probationary segment. Existing pages are removed from wherever they currently reside and added to the most recently accessed end of the protected segment. Pages in the protected segment have thus been accessed at least twice. The protected segment is finite, so migration of a page from the probationary segment to the protected segment may force the migration of the LRU page in the protected segment to the most recently used end of the probationary segment. This gives the page another chance to be accessed before being replaced. Page to replace is polled from the least recently accessed end (head) of the probationary segment.</p>
</div>
<div class="paragraph">
<p>This algorithm requires additional memory to store pages list that also needs to be updated on each page access. At the same time, the algorithm has a near-optimal page to replace selection policy. So, there can be a little performance drop for environments without page replacement (compared to random-LRU and CLOCK), but for environments with a high rate of page replacement and a large amount of one-time scans segmented-LRU can outperform random-LRU and CLOCK.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="clock-algorithm">CLOCK Algorithm</h2>
<div class="sectionbody">
<div class="paragraph">
<p>The CLOCK algorithm keeps a circular list of pages in memory, with the "hand" pointing to the last examined page frame in the list. When a page fault occurs and no empty frames exist, the hit flag of the page is inspected at the hand&#8217;s location. If the hit flag is 0, the new page is put in the place of the page that the "hand" points to, and the hand is advanced one position further. Otherwise, the hit flag is cleared, then the clock hand is incremented and the process is repeated until a page is replaced.</p>
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<p>This algorithm has near to zero maintenance cost and replacement policy efficiency between random-LRU and segmented-LRU.</p>
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<li><a href="#random-lru-algorithm">Random-LRU Algorithm</a></li>
<li><a href="#segmented-lru-algorithm">Segmented-LRU Algorithm</a></li>
<li><a href="#clock-algorithm">CLOCK Algorithm</a></li>
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