Slide UPdates
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@ -216,7 +216,15 @@
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return result
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</code></pre>
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<p>Need to evaluate <code>rhs</code> iterator once per record in <code>lhs</code></p>
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</section>
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<section>
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<h3>Nested-Loop Join</h3>
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<svg data-src="graphics/2018-02-12-Join-NLJ.svg" />
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</section>
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<section>
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<p><b>Problem</b>: We need to evaluate <code>rhs</code> iterator<br/> once per record in <code>lhs</code></p>
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</section>
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<section>
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@ -267,8 +275,94 @@
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</section>
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<section>
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<h3>Join Conditions</h3>
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<p>How big should the blocks be?</p>
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<p class="fragment">What is the IO complexity of the algorithm?</p>
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</section>
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<section>
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<h3>Join Conditions</h3>
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<svg data-src="graphics/2018-02-12-Join-Grid.svg" />
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<p class="fragment"><b>Problem</b>: Naively, any tuple matches any other</p>
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</section>
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<section>
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<h3>Join Conditions</h3>
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<svg data-src="graphics/2018-02-12-Join-OrderGrid.svg" />
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<p><b>Solution</b>: First organize the data</p>
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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>Strategies</h3>
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<dl>
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<dt>Sort/Merge Join</dt>
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<dd>Sort all of the data upfront, then scan over both sides.</dd>
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<dt>In-Memory Index Join (1-pass Hash; Hash Join)</dt>
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<dd>Build an in-memory index on one table, scan the other.</dd>
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<dt>Partition Join (2-pass Hash; External Hash Join)</dt>
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<dd>Partition both sides so that tuples don't join across partitions.</dd>
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</dl>
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</section>
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<section>
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<h3>Sort/Merge Join</h3>
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<svg data-src="graphics/2018-02-12-Join-SortMerge.svg" />
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</section>
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<section>
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<h3>Hash Functions</h3>
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<ul>
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<li>A hash function is a function that maps a large data value to a small fixed-size value<ul>
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<li>Typically is deterministic & pseudorandom</li>
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</ul></li>
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<li>Used in Checksums, Hash Tables, Partitioning, Bloom Filters, Caching, Cryptography, Password Storage, …</li>
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<li>Examples: MD5, SHA1, SHA2<ul>
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<li>MD5() part of OpenSSL (on most OSX / Linux / Unix)</li>
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</ul></li>
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<li>Can map h(k) to range [0,N) with h(k) % N (modulus)</li>
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</ul>
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</section>
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<section>
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<h3>Hash Functions</h3>
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<p style="margin-top: 50px">
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$$h(X) \mod N$$
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<ul>
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<li>Pseudorandom output between $[0, N)$</li>
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<li>Always the same output for a given $X$</li>
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</ul>
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</p>
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</section>
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<section>
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<h3>1-Pass Hash Join</h3>
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<svg data-src="graphics/2018-02-12-Join-1PassHash.svg" />
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</section>
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<section>
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<h3>2-Pass Hash Join</h3>
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<svg data-src="graphics/2018-02-12-Join-2PassHash.svg" />
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</section>
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<section>
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<p>Why is it important that the hash function is pseudorandom?</p>
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</section>
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</section>
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<section>
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<h3>Next Class</h3>
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<p style="margin-top: 100px">More operators, More algorithms</p>
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</section>
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</div></div>
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430
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430
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After Width: | Height: | Size: 12 KiB |
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Reference in a new issue