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<h1 class="h1 innerhero__h1">High-Performance <br />Computing<span class="highperf__herosmall"> With Apache Ignite</span></h1>
<div class="innerhero__descr pt-2 h5">Minimize network utilization by executing kilobyte-size custom <br />code over petabytes of data</div>
<div class="innerhero__action"><a class="button innerhero__button" href="https://ignite.apache.org/docs/latest/index">Start Coding</a></div>
</div>
<img class="innerhero__pic innerhero__pic--highperf" src="/img/usecases/high-peformance/hero.svg" alt="High Performance Computing" />
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</section>
<!-- /.innerhero-->
<section class="high1 container">
<h2 class="capstext pb-5">High-Performance Computing Overview</h2>
<div class="high1__wrap flexi">
<div class="high1__main pt-1">
<h3 class="h5 high1__title">What is high-performance computing?</h3>
<div class="high1__text pt-3 pb-5">
<p>High-performance computing is the ability to process data and perform complex calculations at high speeds.</p>
<p>You keep all your data on the cluster node and execute your kilobyte-size custom code over petabytes of data, avoiding network-like utilization.</p>
</div>
<h3 class="h5 high1__title">How it works</h3>
<div class="high1__text pt-2">
<div class="high1__sub pb-2">In traditional disk-based systems, <br />such as relational or NoSQL databases</div>
<p>Client applications usually bring data from servers, use the records for local calculations, and discard the data as soon as the business task is completed.</p>
<p>This approach does not scale well if a significant volume of data gets transferred over the network.</p>
<div class="high1__sub pt-2 pb-2">In in-memory computing systems, <br />such as Apache Ignite</div>
<p>
Apache Ignite supports a co-located processing technique. The primary aim of this technique is to increase the performance of your data-intensive or compute-intensive calculations by running them straight on Ignite cluster
nodes.
</p>
<p>In co-located processing, calculations are done on local data sets of the cluster nodes. This avoids records shuffling over the network and eliminates the impact of network latency on the performance of your applications.</p>
</div>
</div>
<aside class="high1__picwrap">
<img class="high1__pic" src="/img/usecases/high-peformance/perf-pic.svg" alt="" />
<div class="high1__picdescr flexi">
<div class="high1__arrowline flexi">
<i>1</i>
<p>– Map Phase</p>
</div>
<div class="high1__arrowline flexi">
<i>2</i>
<p>– Execution Phase</p>
</div>
<div class="high1__arrowline flexi">
<i>3</i>
<p>– Reduce Phase</p>
</div>
</div>
</aside>
</div>
</section>
<!-- /.high1-->
<section class="high2">
<div class="container">
<h2 class="capstext">Benefits Of Apache Ignite Compute APIs</h2>
<div class="high2__wrap">
<div class="high2__block">
<div class="high2__title">Broadcast or execute on specific nodes</div>
<div class="high2__text">
<p>— Broadcast your tasks to&nbsp;use all the CPUs of&nbsp;your distributed cluster.</p>
<p class="pt-1">— Or&nbsp;execute your computations on&nbsp;a&nbsp;specific group of&nbsp;nodes.</p>
</div>
</div>
<div class="high2__block">
<div class="high2__title">Load balance your queries</div>
<div class="high2__text"><p>If&nbsp;some of&nbsp;the nodes are over-utilized, Ignite can load balance your calculations to&nbsp;the other node.</p></div>
</div>
<div class="high2__block">
<div class="high2__title">All computations are fault-tolerant</div>
<div class="high2__text">
<p>Some computations might take minutes or&nbsp;hours to&nbsp;complete, e.g. drug discovery or&nbsp;logistics planning. You don&rsquo;t need to&nbsp;start from the very beginning if&nbsp;something goes wrong.</p>
</div>
</div>
</div>
</div>
</section>
<!-- /.high2-->
<section class="highicons container">
<h2 class="h4">Sample Data- And Compute-Intensive Tasks That <br />Leverage High-Performance Computing</h2>
<div class="highicons__wrap pt-5">
<div class="highicons__item">
<div class="highicons__iconwrap flexi"><img class="highicons__icon" src="/img/usecases/high-peformance/icon-perf1.svg" alt="" /></div>
<div class="highicons__title">Finance</div>
<div class="highicons__descr">e.g. fraud-detection, risk management, financial modeling</div>
</div>
<div class="highicons__item">
<div class="highicons__iconwrap flexi"><img class="highicons__icon" src="/img/usecases/high-peformance/icon-perf2.svg" alt="" /></div>
<div class="highicons__title">Retail & Hospitality</div>
<div class="highicons__descr">e.g. recommendation systems, 360 customer experience</div>
</div>
<div class="highicons__item">
<div class="highicons__iconwrap flexi"><img class="highicons__icon" src="/img/usecases/high-peformance/icon-perf3.svg" alt="" /></div>
<div class="highicons__title">Media & Entertainment</div>
<div class="highicons__descr">e.g. creating animations, rendering special effects</div>
</div>
<div class="highicons__item">
<div class="highicons__iconwrap flexi"><img class="highicons__icon" src="/img/usecases/high-peformance/icon-perf4.svg" alt="" /></div>
<div class="highicons__title">Logistic and transportation</div>
<div class="highicons__descr">e.g. logistics planning, detecting potential hazardous situations</div>
</div>
<div class="highicons__item">
<div class="highicons__iconwrap flexi"><img class="highicons__icon" src="/img/usecases/high-peformance/icon-perf5.svg" alt="" /></div>
<div class="highicons__title">Biotech</div>
<div class="highicons__descr">e.g. drug and vaccine discovery, sequencing DNA</div>
</div>
</div>
</section>
<!-- /.highicons-->
<section class="highcases container">
<h2 class="h4">High-Performance Computing Ignite <br />User Stories</h2>
<div class="highcases__one flexi pt-2 pb-4">
<div class="highcases__topleft">
<div class="highcases__subtitle pb-2">Personalized websites with dynamically changing content</div>
<p class="pb-3">Whenever you visit Amazon, Walmart, Booking, or other websites, you see personalized content, such as relevant deals made especially for you.</p>
<p>
Personalized content that takes your age, location, preferences, and previous interactions into consideration is processed and displayed in just a few seconds thanks to high-performance computing tasks that process gigabytes of
data within a&nbsp;second.
</p>
</div>
<div class="highcases__topright">
<article class="comvideo">
<div class="comvideo__box">
<a class="comvideo__screen" href="https://www.youtube.com/watch?v=qYd9GGRC4L0" data-youtube="data-youtube"
><span class="comvideo__txt">An Ignite Compute Grid <br />In The Cloud</span><img src="/img/usecases/high-peformance/video-1.png" alt=""
/></a>
</div>
<div class="comvideo__descr pt-1">
<p><strong>HomeAway,</strong> rental website with personalized offers</p>
</div>
</article>
</div>
</div>
<div class="highcases__two pt-4 pb-4">
<div class="highcases__subtitle pb-2">Data-driven modelling and simulations</div>
<p>To create a new vaccine or drug you have to run thousands or millions <br />of simulations to come up with the best formula.</p>
<div class="highcases__twowrap flexi pt-5">
<div class="highcases__twoitem">
<article class="comvideo">
<div class="comvideo__box">
<a class="comvideo__screen" href="https://www.youtube.com/watch?v=PFHb-UuhGkk" data-youtube="data-youtube"
><span class="comvideo__txt">Data-Driven Drug Discovery</span><img src="/img/usecases/high-peformance/video-2.png" alt=""
/></a>
</div>
<div class="comvideo__descr pt-1"></div>
</article>
<p><strong>E-Therapeutics</strong> uses Apache Ignite capabilities for drug discovery.</p>
</div>
<div class="highcases__twoitem">
<article class="comvideo">
<div class="comvideo__box">
<a class="comvideo__screen" href="https://www.youtube.com/watch?v=NUxdoL-K9Ys" data-youtube="data-youtube"
><span class="comvideo__txt comvideo__txt--small">How nference.ai Leverages Ignite For Distributed Analytics In The Bioinformatics Domain</span><img src="/img/usecases/high-peformance/video-3.png" alt=""
/></a>
</div>
<div class="comvideo__descr pt-1">
<p><strong>nference.ai:</strong> high-performance compute APIs used to&nbsp;define different statistical analyses and execute numerical data in&nbsp;real time.</p>
</div>
</article>
</div>
</div>
</div>
<div class="highcases__one flexi pt-4 pb-4">
<div class="highcases__topleft">
<div class="highcases__subtitle pb-2">Logistic and transportation companies use advanced calculations for logistics planning</div>
<p>
<strong>Dutch Railways</strong> have thousands of different trains to deliver cargo and people across the country. They need to calculate how all those trains should be moving in real time. These calculations also happen with
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<p>High-performance computing allows the processing of unlimited data sets, <br />with analysis taking only seconds.</p>
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<p><strong>JPMorgan Chase</strong> use Apache Ignite for heavy computations which help to&nbsp;make effective exposure management.</p>
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