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slides/cse4562sp2018/2018-02-19-Indexing1.html
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<!doctype html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<title>CSE 4/562 - Spring 2018</title>
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<meta name="description" content="CSE 4/562 - Spring 2018">
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<meta name="author" content="Oliver Kennedy">
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<body>
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<div class="reveal">
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<!-- Any section element inside of this container is displayed as a slide -->
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<div class="header">
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<!-- Any Talk-Specific Header Content Goes Here -->
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CSE 4/562 - Database Systems
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</div>
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<div class="slides">
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<section>
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<h1>Indexes</h1>
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<h3>CSE 4/562 – Database Systems</h3>
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<h5>February 19, 2018</h5>
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</section>
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<section>
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<section>
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<table>
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<tr>
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<td>
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<img src="graphics/Books/DBSystemsHardcover.jpg" height="200px">
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</td>
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<td>
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<img src="graphics/Books/DBSystemsSoftcover.jpg" height="200px">
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</td>
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</tr>
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<tr class="fragment">
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<td>$150</td>
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<td>$50</td>
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</tr>
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<tr class="fragment">
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<td>Index<br/>ToC</td>
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<td>No Index<br/>ToC Summary</td>
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</tr>
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</table>
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</section>
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<section>
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<h3>Today's Focus</h3>
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<p style="margin: 100px;">
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$\sigma_C(R)$ <span style="margin: 50px">and</span> $(\ldots \bowtie_C R)$
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</p>
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<p class="fragment" style="font-size: 70%">(Finding records in a table <span class="fragment">really fast</span>)</p>
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</section>
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<section>
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<h3>Indexing Strategies</h3>
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<dl>
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<div class="fragment">
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<dt>Rearrange the data.</dt>
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<dd>Put things in a predictable location or a specific order.</dd>
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<dd class="fragment">("clustering" the data)</dd>
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</div>
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<div class="fragment">
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<dt>Wrap the data.</dt>
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<dd>Record where specific data values live</dd>
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<dd class="fragment">("indexing" the data).</dd>
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</div>
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</dl>
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</section>
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<section>
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<h3>Data Organization</h3>
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<dl>
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<div class="fragment">
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<dt>Unordered Heap</dt>
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<dd>No organization at all. $O(N)$ reads.</dd>
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</div>
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<div class="fragment">
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<dt>(Secondary) Index</dt>
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<dd>Index structure over unorganized data. $O(\ll N)$ <b>random</b> reads for <b>some</b> queries.</dd>
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</div>
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<div class="fragment">
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<dt>Clustered (Primary) Index</dt>
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<dd>Index structure over clustered data. $O(\ll N)$ <b>sequential</b> reads for <b>some</b> queries.</dd>
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</div>
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</dl>
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</section>
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<section>
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<h3>Data Organization</h3>
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<img src="graphics/2018-02-19-Index-Types.svg" />
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</section>
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<section>
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<h3>Data Organization</h3>
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<img src="graphics/2018-02-19-PrimaryVsSecondary.png" />
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</section>
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<section>
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<h3>Index Types</h3>
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<dl>
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<dt>Tree-Based</dt>
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<dd>A hierarchy of decisions lead to data at the leaves.</dd>
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<div class="fragment highlight-grey" data-fragment-index=2>
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<dt>Hash-Based</dt>
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<dd>A hash function puts data in predictable locations.</dd>
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<dt>CDF-Based <span style="color: red" class="fragment" data-fragment-index=1>(new)</span></dt>
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<dd>A more complex function predicts where data lives.</dd>
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</div>
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</dl>
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</section>
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</section>
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<section>
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<section>
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<h3>Tree-Based Indexes</h3>
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<svg data-src="graphics/2018-02-19-Tree-BinSearch.svg"/>
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</section>
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<section>
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<h3>Tree-Based Indexes</h3>
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<svg data-src="graphics/2018-02-19-Tree-Motivation.svg"/>
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</section>
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<section>
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<h3>Challenges</h3>
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<dl>
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<dt>Balance</dt>
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<dd>Bad question orders lead to poor performance!</dd>
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<dt>IO</dt>
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<dd>Each access to a binary tree node is a random access.</dd>
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<dt class="fragment highlight-grey" data-fragment-index="1">Which Dimension</dt>
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<dd class="fragment highlight-grey" data-fragment-index="1">Why limit ourselves to asking about one dimension?</dd>
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</dl>
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</section>
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<section>
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<svg data-src="graphics/2018-02-19-Tree-Unbalanced.svg" class="stretch"/>
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</section>
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<section>
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<h3>Worst-Case Tree?</h3>
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<div class="fragment" style="margin: 100px">$O(N)$ with the tree laid out left/right-deep</div>
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<h3 class="fragment">Best-Case Tree?</h3>
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<div class="fragment" style="margin: 100px">$O(\log N)$ with the tree perfectly balanced</div>
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</section>
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</section>
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<section>
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<section>
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<h3>Binary Trees are Bad for IO</h3>
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<p style="margin-top: 100px;">Every step of binary search is a random access</p>
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<p style="margin-top: 100px;" class="fragment">Every tree node access is a random access</p>
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</section>
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<section>
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<p>Random access IO is bad.</p>
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</section>
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<section>
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<p><b>Idea: </b> Load a bunch of binary tree nodes together.</p>
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</section>
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<section>
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<p><b>Binary Tree: </b> $1$ separator & $2$ pointers</p>
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<p>$log_2(N)$ Deep</p>
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<p class="fragment" data-fragment-index="1" style="margin-top: 50px;"><b>$K$-ary Tree: </b> $(K-1)$ separators & $K$ pointers</p>
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<p class="fragment" data-fragment-index="1">$log_K(N)$ Deep</p>
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</section>
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<section>
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<p><b>Important:</b> You still need to do binary search on each node of a $K$-ary tree, but now you're doing random access on memory (or cache) instead of disk (or memory)</p>
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</section>
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<section>
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<h3>ISAM Trees</h3>
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<img src="graphics/2018-02-19-ISAM.png" height="500px">
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</section>
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</section>
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<section>
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<section>
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<p>How do you handle updates?</p>
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<p style="margin-top: 50px;" class="fragment">B+Tree = ISAM + Updates</p>
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</section>
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<section>
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<h3>Challenges</h3>
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<ul>
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<li class="fragment">Finding space for new records</li>
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<li class="fragment">Keeping the tree balanced as new records are added</li>
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</ul>
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</section>
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<section>
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<p><b>Idea 1:</b> Reserve space for new records</p>
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<section>
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<p>Just maintaining open space won't work forever...</p>
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</section>
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<section>
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<h3>Rules of B+Trees</h3>
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<dl>
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<dt>Keep space open for insertions in inner/data nodes.</dt>
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<dd>‘Split’ nodes when they’re full</dd>
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<dt>Avoid under-using space</dt>
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<dd>‘Merge’ nodes when they’re under-filled</dd>
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</dl>
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<p class="fragment"><b>Maintain Invariant:</b> All Nodes ≥ 50% Full</p>
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<p class="fragment">(Exception: The Root)</p>
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</section>
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<section><p>Deletions reverse this process (at 50% fill).</p></section>
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</section>
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<section>
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<p><b>Next Class</b>: Hash- and CDF-Based Indexes</p>
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</section>
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After Width: | Height: | Size: 31 KiB |
Loading…
Reference in a new issue