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In order to support a wide range of use cases, many data processing systems feature MapReduce-style user-defined functions (UDFs). In contrast to UDFs as known from relational DBMS, MapReduce-style UDFs have less strict templates. These templates do not alone provide all the information needed to decide whether they can be reordered with relational operators and other UDFs. However, it is well-known that reordering operators such as filters, joins, and aggregations can yield runtime improvements by orders of magnitude.<br /> -We demonstrate an optimizer for data flows that is able to reorder operators with MapReduce-style UDFs written in an imperative language. Our approach leverages static code analysis to extract information from UDFs which is used to reason about the reorderbility of UDF operators. This information is sufficient to enumerate a large fraction of the search space covered by conventional RDBMS optimizers including filter and aggregation push-down, bushy join orders, and choice of physical execution strategies based on interesting properties.<br /> -We demonstrate our optimizer and a job submission client that allows users to peek step-by-step into each phase of the optimization process: the static code analysis of UDFs, the enumeration of reordered candidate data flows, the generation of physical execution plans, and their parallel execution. For the demonstration, we provide a selection of relational and non-relational data flow programs which highlight the salient features of our approach.</p> - - - </article> - </div> - - <div class="row"> - <div id="disqus_thread"></div> - <script type="text/javascript"> - /* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */ - var disqus_shortname = 'stratosphere-eu'; // required: replace example with your forum shortname - - /* * * DON'T EDIT BELOW THIS LINE * * */ - (function() { - var dsq = document.createElement('script'); dsq.type = 'text/javascript'; dsq.async = true; - dsq.src = '//' + disqus_shortname + '.disqus.com/embed.js'; - (document.getElementsByTagName('head')[0] || document.getElementsByTagName('body')[0]).appendChild(dsq); - })(); - </script> - </div> - </div> -</div> - - <hr /> - <div class="footer text-center"> - <p>Copyright © 2014-2015 <a href="http://apache.org";>The Apache Software Foundation</a>. 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http://git-wip-us.apache.org/repos/asf/flink-web/blob/24f3ba5a/content/news/2012/11/12/btw2013demo.html ---------------------------------------------------------------------- diff --git a/content/news/2012/11/12/btw2013demo.html b/content/news/2012/11/12/btw2013demo.html deleted file mode 100644 index 5c0fa09..0000000 --- a/content/news/2012/11/12/btw2013demo.html +++ /dev/null @@ -1,216 +0,0 @@ -<!DOCTYPE html> -<html lang="en"> - <head> - <meta charset="utf-8"> - <meta http-equiv="X-UA-Compatible" content="IE=edge"> - <meta name="viewport" content="width=device-width, initial-scale=1"> - <!-- The above 3 meta tags *must* come first in the head; any other head content must come *after* these tags --> - <title>Apache Flink: Stratosphere Demo Paper Accepted for BTW 2013</title> - <link rel="shortcut icon" href="/favicon.ico" type="image/x-icon"> - <link rel="icon" href="/favicon.ico" type="image/x-icon"> - - <!-- Bootstrap --> - <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/css/bootstrap.min.css";> - <link rel="stylesheet" href="/css/flink.css"> - <link rel="stylesheet" href="/css/syntax.css"> - - <!-- Blog RSS feed --> - <link href="/blog/feed.xml" rel="alternate" type="application/rss+xml" title="Apache Flink Blog: RSS feed" /> - - <!-- jQuery (necessary for Bootstrap's JavaScript plugins) --> - <!-- We need to load Jquery in the header for custom google analytics event tracking--> - <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.2/jquery.min.js";></script> - - <!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries --> - <!-- WARNING: Respond.js doesn't work if you view the page via file:// --> - <!--[if lt IE 9]> - <script src="https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js";></script> - <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js";></script> - <![endif]--> - </head> - <body> - - - <!-- Top navbar. --> - <nav class="navbar navbar-default navbar-fixed-top"> - <div class="container"> - <!-- The logo. --> - <div class="navbar-header"> - <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1"> - <span class="icon-bar"></span> - <span class="icon-bar"></span> - <span class="icon-bar"></span> - </button> - <div class="navbar-logo"> - <a href="/"> - <img alt="Apache Flink" src="/img/navbar-brand-logo.jpg" width="78px" height="40px"> - </a> - </div> - </div><!-- /.navbar-header --> - - <!-- The navigation links. --> - <div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1"> - <ul class="nav navbar-nav"> - - <!-- Overview --> - <li><a href="/index.html">Overview</a></li> - - <!-- Features --> - <li><a href="/features.html">Features</a></li> - - <!-- Downloads --> - <li><a href="/downloads.html">Downloads</a></li> - - <!-- FAQ --> - <li><a href="/faq.html">FAQ</a></li> - - - <!-- Quickstart --> - <li class="dropdown"> - <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false"><small><span class="glyphicon glyphicon-new-window"></span></small> Quickstart <span class="caret"></span></a> - <ul class="dropdown-menu" role="menu"> - <li><a href="http://ci.apache.org/projects/flink/flink-docs-release-1.0/quickstart/setup_quickstart.html";>Setup</a></li> - <li><a href="http://ci.apache.org/projects/flink/flink-docs-release-1.0/quickstart/run_example_quickstart.html";>Example: Wikipedia Edit Stream</a></li> - <li><a href="http://ci.apache.org/projects/flink/flink-docs-release-1.0/quickstart/java_api_quickstart.html";>Java API</a></li> - <li><a href="http://ci.apache.org/projects/flink/flink-docs-release-1.0/quickstart/scala_api_quickstart.html";>Scala API</a></li> - </ul> - </li> - - <!-- Documentation --> - <li class="dropdown"> - <a href="" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false"><small><span class="glyphicon glyphicon-new-window"></span></small> Documentation <span class="caret"></span></a> - <ul class="dropdown-menu" role="menu"> - <!-- Latest stable release --> - <li role="presentation" class="dropdown-header"><strong>Latest Release</strong> (Stable)</li> - <li><a href="http://ci.apache.org/projects/flink/flink-docs-release-1.0";>1.0 Documentation</a></li> - <li><a href="http://ci.apache.org/projects/flink/flink-docs-release-1.0/api/java"; 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Moreover, these ideally declarative query specifications have to be optimized, parallelized and scheduled for processing on massively parallel data processing platforms. This paper demonstrates the application of Stratosphere to different kinds of Big Data Analytics tasks. Using examples from different application domains, we show how to formulate analytical tasks as Meteor queries and execute them with Stratosphere. 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Consequently, a wide range of analytics has been proposed to understand, steer, and exploit the mechanics and laws driving their functionality and creating the resulting benefits. However, analysts usually face significant problems in scaling existing and novel approaches to match the data volume and size of modern online communities. In this work, we propose and demonstrate the usage of the massively parallel data prossesing system Stratosphere, based on second order functions as an extended notion of the MapReduce paradigm, to provide a new level of scalability to such social-media analytics. Based on the popular example of role analysis, we present and illustrate how this massively parallel approach can be leveraged to scale out complex data-mining tasks, while providing a programming approach th at eases the formulation of complete analytical workflows.</p> - - </article> - </div> - - <div class="row"> - <div id="disqus_thread"></div> - <script type="text/javascript"> - /* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */ - var disqus_shortname = 'stratosphere-eu'; // required: replace example with your forum shortname - - /* * * DON'T EDIT BELOW THIS LINE * * */ - (function() { - var dsq = document.createElement('script'); dsq.type = 'text/javascript'; dsq.async = true; - dsq.src = '//' + disqus_shortname + '.disqus.com/embed.js'; - (document.getElementsByTagName('head')[0] || document.getElementsByTagName('body')[0]).appendChild(dsq); - })(); - </script> - </div> - </div> -</div> - - <hr /> - <div class="footer text-center"> - <p>Copyright © 2014-2015 <a href="http://apache.org";>The Apache Software Foundation</a>. 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Current systems for executing iterative -tasks in large clusters typically achieve fault tolerance through -rollback recovery. The principle behind this pessimistic approach is to -periodically checkpoint the algorithm state. Upon failure, the system -restores a consistent state from a previously written checkpoint and -resumes execution from that point.</p> - -<p>We propose an optimistic recovery mechanism using algorithmic -compensations. Our method leverages the robust, self-correcting nature -of a large class of fixpoint algorithms used in data mining and machine -learning, which converge to the correct solution from various -intermediate consistent states. In the case of a failure, we apply a -user-defined compensate function that algorithmically creates such a -consistent state, instead of rolling back to a previous checkpointed -state. Our optimistic recovery does not checkpoint any state and hence -achieves optimal failure-free performance with respect to the overhead -necessary for guaranteeing fault tolerance. We illustrate the -applicability of this approach for three wide classes of problems. -Furthermore, we show how to implement the proposed optimistic recovery -mechanism in a data flow system. Similar to the Combine operator in -MapReduce, our proposed functionality is optional and can be applied to -increase performance without changing the semantics of programs. In an -experimental evaluation on large datasets, we show that our proposed -approach provides optimal failure-free performance. In the absence of -failures our optimistic scheme is able to outperform a pessimistic -approach by a factor of two to five. In presence of failures, our -approach provides fast recovery and outperforms pessimistic approaches -in the majority of cases.</p> - -<p><a href="/assets/papers/optimistic.pdf">Download the paper [PDF]</a></p> - - - </article> - </div> - - <div class="row"> - <div id="disqus_thread"></div> - <script type="text/javascript"> - /* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */ - var disqus_shortname = 'stratosphere-eu'; // required: replace example with your forum shortname - - /* * * DON'T EDIT BELOW THIS LINE * * */ - (function() { - var dsq = document.createElement('script'); dsq.type = 'text/javascript'; dsq.async = true; - dsq.src = '//' + disqus_shortname + '.disqus.com/embed.js'; - (document.getElementsByTagName('head')[0] || document.getElementsByTagName('body')[0]).appendChild(dsq); - })(); - </script> - </div> - </div> -</div> - - <hr /> - <div class="footer text-center"> - <p>Copyright © 2014-2015 <a href="http://apache.org";>The Apache Software Foundation</a>. 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Our talk âBig Data looks tiny from Stratosphereâ is part of the âFuture of Hadoopâ Track. The talk abstract already made it into the top 5 in the <a href="https://hadoopsummit.uservoice.com/forums/196822-future-of-apache-hadoop/filters/top";>Community Vote</a> that took place by the end of last year.</p> - - - </article> - </div> - - <div class="row"> - <div id="disqus_thread"></div> - <script type="text/javascript"> - /* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */ - var disqus_shortname = 'stratosphere-eu'; // required: replace example with your forum shortname - - /* * * DON'T EDIT BELOW THIS LINE * * */ - (function() { - var dsq = document.createElement('script'); dsq.type = 'text/javascript'; dsq.async = true; - dsq.src = '//' + disqus_shortname + '.disqus.com/embed.js'; - (document.getElementsByTagName('head')[0] || document.getElementsByTagName('body')[0]).appendChild(dsq); - })(); - </script> - </div> - </div> -</div> - - <hr /> - <div class="footer text-center"> - <p>Copyright © 2014-2015 <a href="http://apache.org";>The Apache Software Foundation</a>. 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