Jekyll build from master:62b91e0 Website cleanup
* Removed wikisearch.md as content was moved to README.md of wikisearch repo * Removed glyphicons files as this now being served by CDN * Updated wikisearch links to point to wikisearch mirror on GitHub * Moved downloads.md to pages/ * Updated related-projects.md Project: http://git-wip-us.apache.org/repos/asf/accumulo-website/repo Commit: http://git-wip-us.apache.org/repos/asf/accumulo-website/commit/b866c154 Tree: http://git-wip-us.apache.org/repos/asf/accumulo-website/tree/b866c154 Diff: http://git-wip-us.apache.org/repos/asf/accumulo-website/diff/b866c154 Branch: refs/heads/asf-site Commit: b866c1545cc8a3728ec88ce413c63213415b0228 Parents: fd45f7a Author: Mike Walch <mwa...@apache.org> Authored: Wed Dec 14 09:56:18 2016 -0500 Committer: Mike Walch <mwa...@apache.org> Committed: Wed Dec 14 09:56:18 2016 -0500 ---------------------------------------------------------------------- contributor/contrib-projects.html | 4 +- example/wikisearch.html | 747 -------------------------- feed.xml | 4 +- fonts/glyphicons-halflings-regular.eot | Bin 20127 -> 0 bytes fonts/glyphicons-halflings-regular.svg | 288 ---------- fonts/glyphicons-halflings-regular.ttf | Bin 45404 -> 0 bytes fonts/glyphicons-halflings-regular.woff | Bin 23424 -> 0 bytes fonts/glyphicons-halflings-regular.woff2 | Bin 18028 -> 0 bytes related-projects/index.html | 8 +- 9 files changed, 8 insertions(+), 1043 deletions(-) ---------------------------------------------------------------------- http://git-wip-us.apache.org/repos/asf/accumulo-website/blob/b866c154/contributor/contrib-projects.html ---------------------------------------------------------------------- diff --git a/contributor/contrib-projects.html b/contributor/contrib-projects.html index 8e91c81..a245d1c 100644 --- a/contributor/contrib-projects.html +++ b/contributor/contrib-projects.html @@ -172,8 +172,8 @@ stack. The Wikisearch application provides an example of indexing and querying Wikipedia data within Accumulo. It is a great place to start if you want to get familiar with good development practices building on Accumulo.</p> -<p>For details on setting up the application, see the project's README. You can -also read <a href="example/wikisearch">an overview and some performance numbers</a>.</p> +<p>For details on setting up the application, see the project's <a href="https://github.com/apache/accumulo-wikisearch/blob/master/README.md";>README.md</a> +where you can also read an overview and some performance numbers.</p> <p>The Apache Accumulo Wikisearch Example uses <a href="http://git-scm.com";>Git</a> version control (<a href="https://git-wip-us.apache.org/repos/asf?p=accumulo-wikisearch.git;a=summary";>browse</a>|<a href="https://git-wip-us.apache.org/repos/asf/accumulo-wikisearch.git";>checkout</a>). It builds with http://git-wip-us.apache.org/repos/asf/accumulo-website/blob/b866c154/example/wikisearch.html ---------------------------------------------------------------------- diff --git a/example/wikisearch.html b/example/wikisearch.html deleted file mode 100644 index 09aa8e8..0000000 --- a/example/wikisearch.html +++ /dev/null @@ -1,747 +0,0 @@ -<!DOCTYPE html> -<html lang="en"> -<head> -<!-- - Licensed to the Apache Software Foundation (ASF) under one or more - contributor license agreements. See the NOTICE file distributed with - this work for additional information regarding copyright ownership. - The ASF licenses this file to You under the Apache License, Version 2.0 - (the "License"); you may not use this file except in compliance with - the License. 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background-color: #F0E68C; padding-left: 1em;"> - Visit the official site at: <a href="https://accumulo.apache.org";>https://accumulo.apache.org</a> - </div> - <div id="content"> - - <h1 class="title">The wikipedia search example explained, with performance numbers.</h1> - - <h2 id="apache-accumulo-query-performance">Apache Accumulo Query Performance</h2> - -<h2 id="sample-application">Sample Application</h2> - -<p>Starting with release 1.4, Accumulo includes an example web application that -provides a flexible, scalable search over the articles of Wikipedia, a widely -available medium-sized corpus.</p> - -<p>The example uses an indexing technique helpful for doing multiple logical tests -against content. In this case, we can perform a word search on Wikipedia -articles. The sample application takes advantage of 3 unique capabilities of -Accumulo:</p> - -<ol> - <li>Extensible iterators that operate within the distributed tablet servers of -the key-value store</li> - <li>Custom aggregators which can efficiently condense information during the -various life-cycles of the log-structured merge tree</li> - <li>Custom load balancing, which ensures that a table is evenly distributed on -all tablet servers</li> -</ol> - -<p>In the example, Accumulo tracks the cardinality of all terms as elements are -ingested. If the cardinality is small enough, it will track the set of -documents by term directly. For example:</p> - -<style type="text/css"> -table.wiki, table.wiki td, table.wiki th { - padding-right: 5px; - padding-left: 5px; - border: 1px solid black; - border-collapse: collapse; -} -table.wiki td { - text-align: right; -} -</style> - -<table class="wiki"> - <thead> - <tr> - <th>Row (word)</th> - <th style="text-align: right">Value (count)</th> - <th style="text-align: left">Value (document list)</th> - </tr> - </thead> - <tbody> - <tr> - <td>Octopus</td> - <td style="text-align: right">2</td> - <td style="text-align: left">[Document 57, Document 220]</td> - </tr> - <tr> - <td>Other</td> - <td style="text-align: right">172,849</td> - <td style="text-align: left">[]</td> - </tr> - <tr> - <td>Ostrich</td> - <td style="text-align: right">1</td> - <td style="text-align: left">[Document 901]</td> - </tr> - </tbody> -</table> - -<p>Searches can be optimized to focus on low-cardinality terms. To create these -counts, the example installs âaggregatorsâ which are used to combine inserted -values. The ingester just writes simple â(Octopus, 1, Document 57)â tuples. -The tablet servers then used the installed aggregators to merge the cells as -the data is re-written, or queried. This reduces the in-memory locking -required to update high-cardinality terms, and defers aggregation to a later -time, where it can be done more efficiently.</p> - -<p>The example also creates a reverse word index to map each word to the document -in which it appears. But it does this by choosing an arbitrary partition for -the document. The article, and the word index for the article are grouped -together into the same partition. For example:</p> - -<table class="wiki"> - <thead> - <tr> - <th>Row (partition)</th> - <th>Column Family</th> - <th>Column Qualifier</th> - <th>Value</th> - </tr> - </thead> - <tbody> - <tr> - <td>1</td> - <td>D</td> - <td>Document 57</td> - <td>âsmart Octopusâ</td> - </tr> - <tr> - <td>1</td> - <td>Word, Octopus</td> - <td>Document 57</td> - <td> </td> - </tr> - <tr> - <td>1</td> - <td>Word, smart</td> - <td>Document 57</td> - <td> </td> - </tr> - <tr> - <td>â¦</td> - <td> </td> - <td> </td> - <td> </td> - </tr> - <tr> - <td>2</td> - <td>D</td> - <td>Document 220</td> - <td>âbig Octopusâ</td> - </tr> - <tr> - <td>2</td> - <td>Word, big</td> - <td>Document 220</td> - <td> </td> - </tr> - <tr> - <td>2</td> - <td>Word, Octopus</td> - <td>Document 220</td> - <td> </td> - </tr> - </tbody> -</table> - -<p>Of course, there would be large numbers of documents in each partition, and the -elements of those documents would be interlaced according to their sort order.</p> - -<p>By dividing the index space into partitions, the multi-word searches can be -performed in parallel across all the nodes. Also, by grouping the document -together with its index, a document can be retrieved without a second request -from the client. The query âoctopusâ and âbigâ will be performed on all the -servers, but only those partitions for which the low-cardinality term âoctopusâ -can be found by using the aggregated reverse index information. The query for a -document is performed by extensions provided in the example. These extensions -become part of the tablet serverâs iterator stack. By cloning the underlying -iterators, the query extensions can seek to specific words within the index, -and when it finds a matching document, it can then seek to the document -location and retrieve the contents.</p> - -<p>We loaded the example on a cluster of 10 servers, each with 12 cores, and 32G -RAM, 6 500G drives. Accumulo tablet servers were allowed a maximum of 3G of -working memory, of which 2G was dedicated to caching file data.</p> - -<p>Following the instructions in the example, the Wikipedia XML data for articles -was loaded for English, Spanish and German languages into 10 partitions. The -data is not partitioned by language: multiple languages were used to get a -larger set of test data. The data load took around 8 hours, and has not been -optimized for scale. Once the data was loaded, the content was compacted which -took about 35 minutes.</p> - -<p>The example uses the language-specific tokenizers available from the Apache -Lucene project for Wikipedia data.</p> - -<p>Original files:</p> - -<table class="wiki"> - <thead> - <tr> - <th>Articles</th> - <th>Compressed size</th> - <th>Filename</th> - </tr> - </thead> - <tbody> - <tr> - <td>1.3M</td> - <td>2.5G</td> - <td>dewiki-20111120-pages-articles.xml.bz2</td> - </tr> - <tr> - <td>3.8M</td> - <td>7.9G</td> - <td>enwiki-20111115-pages-articles.xml.bz2</td> - </tr> - <tr> - <td>0.8M</td> - <td>1.4G</td> - <td>eswiki-20111112-pages-articles.xml.bz2</td> - </tr> - </tbody> -</table> - -<p>The resulting tables:</p> - -<div class="highlighter-rouge"><pre class="highlight"><code>> du -p wiki.* - 47,325,680,634 [wiki] - 5,125,169,305 [wikiIndex] - 413 [wikiMetadata] - 5,521,690,682 [wikiReverseIndex] -</code></pre> -</div> - -<p>Roughly a 6:1 increase in size.</p> - -<p>We performed the following queries, and repeated the set 5 times. The query -language is much more expressive than what is shown below. The actual query -specified that these words were to be found in the body of the article. Regular -expressions, searches within titles, negative tests, etc are available.</p> - -<table class="wiki"> - <thead> - <tr> - <th>Query</th> - <th>Sample 1 (seconds)</th> - <th>Sample 2 (seconds)</th> - <th>Sample 3 (seconds)</th> - <th>Sample 4 (seconds)</th> - <th>Sample 5 (seconds)</th> - <th>Matches</th> - <th>Result Size</th> - </tr> - </thead> - <tbody> - <tr> - <td>âoldâ and âmanâ and âseaâ</td> - <td>4.07</td> - <td>3.79</td> - <td>3.65</td> - <td>3.85</td> - <td>3.67</td> - <td>22,956</td> - <td>3,830,102</td> - </tr> - <tr> - <td>âparisâ and âinâ and âtheâ and âspringâ</td> - <td>3.06</td> - <td>3.06</td> - <td>2.78</td> - <td>3.02</td> - <td>2.92</td> - <td>10,755</td> - <td>1,757,293</td> - </tr> - <tr> - <td>ârubberâ and âduckyâ and âernieâ</td> - <td>0.08</td> - <td>0.08</td> - <td>0.1</td> - <td>0.11</td> - <td>0.1</td> - <td>6</td> - <td>808</td> - </tr> - <tr> - <td>âfastâ and ( âfuriousâ or âfurriestâ)</td> - <td>1.34</td> - <td>1.33</td> - <td>1.3</td> - <td>1.31</td> - <td>1.31</td> - <td>2,973</td> - <td>493,800</td> - </tr> - <tr> - <td>âslashdotâ and âgrokâ</td> - <td>0.06</td> - <td>0.06</td> - <td>0.06</td> - <td>0.06</td> - <td>0.06</td> - <td>14</td> - <td>2,371</td> - </tr> - <tr> - <td>âthreeâ and âlittleâ and âpigsâ</td> - <td>0.92</td> - <td>0.91</td> - <td>0.9</td> - <td>1.08</td> - <td>0.88</td> - <td>2,742</td> - <td>481,531</td> - </tr> - </tbody> -</table> - -<p>Because the terms are tested together within the tablet server, even fairly -high-cardinality terms such as âold,â âman,â and âseaâ can be tested -efficiently, without needing to return to the client, or make distributed calls -between servers to perform the intersection between terms.</p> - -<p>For reference, here are the cardinalities for all the terms in the query -(remember, this is across all languages loaded):</p> - -<table class="wiki"> - <thead> - <tr> - <th>Term</th> - <th>Cardinality</th> - </tr> - </thead> - <tbody> - <tr> - <td>ducky</td> - <td>795</td> - </tr> - <tr> - <td>ernie</td> - <td>13,433</td> - </tr> - <tr> - <td>fast</td> - <td>166,813</td> - </tr> - <tr> - <td>furious</td> - <td>10,535</td> - </tr> - <tr> - <td>furriest</td> - <td>45</td> - </tr> - <tr> - <td>grok</td> - <td>1,168</td> - </tr> - <tr> - <td>in</td> - <td>1,884,638</td> - </tr> - <tr> - <td>little</td> - <td>320,748</td> - </tr> - <tr> - <td>man</td> - <td>548,238</td> - </tr> - <tr> - <td>old</td> - <td>720,795</td> - </tr> - <tr> - <td>paris</td> - <td>232,464</td> - </tr> - <tr> - <td>pigs</td> - <td>8,356</td> - </tr> - <tr> - <td>rubber</td> - <td>17,235</td> - </tr> - <tr> - <td>sea</td> - <td>247,231</td> - </tr> - <tr> - <td>slashdot</td> - <td>2,343</td> - </tr> - <tr> - <td>spring</td> - <td>125,605</td> - </tr> - <tr> - <td>the</td> - <td>3,509,498</td> - </tr> - <tr> - <td>three</td> - <td>718,810</td> - </tr> - </tbody> -</table> - -<p>Accumulo supports caching index information, which is turned on by default, and -for the non-index blocks of a file, which is not. After turning on data block - caching for the wiki table:</p> - -<table class="wiki"> - <thead> - <tr> - <th>Query</th> - <th>Sample 1 (seconds)</th> - <th>Sample 2 (seconds)</th> - <th>Sample 3 (seconds)</th> - <th>Sample 4 (seconds)</th> - <th>Sample 5 (seconds)</th> - </tr> - </thead> - <tbody> - <tr> - <td>âoldâ and âmanâ and âseaâ</td> - <td>2.47</td> - <td>2.48</td> - <td>2.51</td> - <td>2.48</td> - <td>2.49</td> - </tr> - <tr> - <td>âparisâ and âinâ and âtheâ and âspringâ</td> - <td>1.33</td> - <td>1.42</td> - <td>1.6</td> - <td>1.61</td> - <td>1.47</td> - </tr> - <tr> - <td>ârubberâ and âduckyâ and âernieâ</td> - <td>0.07</td> - <td>0.08</td> - <td>0.07</td> - <td>0.07</td> - <td>0.07</td> - </tr> - <tr> - <td>âfastâ and ( âfuriousâ or âfurriestâ)</td> - <td>1.28</td> - <td>0.78</td> - <td>0.77</td> - <td>0.79</td> - <td>0.78</td> - </tr> - <tr> - <td>âslashdotâ and âgrokâ</td> - <td>0.04</td> - <td>0.04</td> - <td>0.04</td> - <td>0.04</td> - <td>0.04</td> - </tr> - <tr> - <td>âthreeâ and âlittleâ and âpigsâ</td> - <td>0.55</td> - <td>0.32</td> - <td>0.32</td> - <td>0.31</td> - <td>0.27</td> - </tr> - </tbody> -</table> - -<p>For comparison, these are the cold start lookup times (restart Accumulo, and -drop the operating system disk cache):</p> - -<table class="wiki"> - <thead> - <tr> - <th>Query</th> - <th>Sample</th> - </tr> - </thead> - <tbody> - <tr> - <td>âoldâ and âmanâ and âseaâ</td> - <td>13.92</td> - </tr> - <tr> - <td>âparisâ and âinâ and âtheâ and âspringâ</td> - <td>8.46</td> - </tr> - <tr> - <td>ârubberâ and âduckyâ and âernieâ</td> - <td>2.96</td> - </tr> - <tr> - <td>âfastâ and ( âfuriousâ or âfurriestâ)</td> - <td>6.77</td> - </tr> - <tr> - <td>âslashdotâ and âgrokâ</td> - <td>4.06</td> - </tr> - <tr> - <td>âthreeâ and âlittleâ and âpigsâ</td> - <td>8.13</td> - </tr> - </tbody> -</table> - -<h3 id="random-query-load">Random Query Load</h3> - -<p>Random queries were generated using common english words. A uniform random -sample of 3 to 5 words taken from the 10000 most common words in the Project -Gutenbergâs online text collection were joined with âandâ. Words containing -anything other than letters (such as contractions) were not used. A client was -started simultaneously on each of the 10 servers and each ran 100 random -queries (1000 queries total).</p> - -<table class="wiki"> - <thead> - <tr> - <th>Time</th> - <th>Count</th> - </tr> - </thead> - <tbody> - <tr> - <td>41.97</td> - <td>440,743</td> - </tr> - <tr> - <td>41.61</td> - <td>320,522</td> - </tr> - <tr> - <td>42.11</td> - <td>347,969</td> - </tr> - <tr> - <td>38.32</td> - <td>275,655</td> - </tr> - </tbody> -</table> - -<h3 id="query-load-during-ingest">Query Load During Ingest</h3> - -<p>The English wikipedia data was re-ingested on top of the existing, compacted -data. The following query samples were taken in 5 minute intervals while -ingesting 132 articles/second:</p> - -<table class="wiki"> - <thead> - <tr> - <th>Query</th> - <th>Sample 1 (seconds)</th> - <th>Sample 2 (seconds)</th> - <th>Sample 3 (seconds)</th> - <th>Sample 4 (seconds)</th> - <th>Sample 5 (seconds)</th> - </tr> - </thead> - <tbody> - <tr> - <td>âoldâ and âmanâ and âseaâ</td> - <td>4.91</td> - <td>3.92</td> - <td>11.58</td> - <td>9.86</td> - <td>10.21</td> - </tr> - <tr> - <td>âparisâ and âinâ and âtheâ and âspringâ</td> - <td>5.03</td> - <td>3.37</td> - <td>12.22</td> - <td>3.29</td> - <td>9.46</td> - </tr> - <tr> - <td>ârubberâ and âduckyâ and âernieâ</td> - <td>4.21</td> - <td>2.04</td> - <td>8.57</td> - <td>1.54</td> - <td>1.68</td> - </tr> - <tr> - <td>âfastâ and ( âfuriousâ or âfurriestâ)</td> - <td>5.84</td> - <td>2.83</td> - <td>2.56</td> - <td>3.12</td> - <td>3.09</td> - </tr> - <tr> - <td>âslashdotâ and âgrokâ</td> - <td>5.68</td> - <td>2.62</td> - <td>2.2</td> - <td>2.78</td> - <td>2.8</td> - </tr> - <tr> - <td>âthreeâ and âlittleâ and âpigsâ</td> - <td>7.82</td> - <td>3.42</td> - <td>2.79</td> - <td>3.29</td> - <td>3.3</td> - </tr> - </tbody> -</table> - - </div> - - -<footer> - - <p><a href="https://www.apache.org";><img src="/images/feather-small.gif" alt="Apache Software Foundation" id="asf-logo" height="100" /></a></p> - - <p>Copyright © 2011-2016 The Apache Software Foundation. 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