SLides
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@ -104,8 +104,8 @@ After the taking the course, students should be able to:
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* **Oct 10** - Skyserver (continued)
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* **Oct 15** - NoDB / RAW ([paper 1](https://dl-acm-org.gate.lib.buffalo.edu/citation.cfm?id=2213864) | [paper 2](http://www.vldb.org/pvldb/vol7/p1119-karpathiotakis.pdf))
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* **Oct 17** - Group Presentations
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* **Oct 22** - Legorithmics ([paper](https://infoscience.epfl.ch/record/186017/files/main-final.pdf))
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* **Oct 24** - Streaming ([paper](https://www.cs.cornell.edu/johannes/papers/2007/2007-CIDR-Cayuga.pdf))
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* **Oct 22** - Legorithmics ([paper](https://infoscience.epfl.ch/record/186017/files/main-final.pdf) | [slides](slides/2019-10-22-Legorithmics.html))
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* **Oct 24** - Streaming ([paper](https://www.cs.cornell.edu/johannes/papers/2007/2007-CIDR-Cayuga.pdf) | [slides](slides/2019-10-24-Cayuga.html))
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* **Oct 29** - Scan Sharing ([paper](https://dl-acm-org.gate.lib.buffalo.edu/citation.cfm?id=1687707))
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* **Oct 31** - Group Presentations
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* **Nov 4** - Differential Dataflow ([paper](http://cidrdb.org/cidr2013/Papers/CIDR13_Paper111.pdf))
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@ -3,3 +3,795 @@ template: templates/cse662_2019_slides.erb
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title: Cayuga
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date: October 24
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---
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<section>
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<section>
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<h3>Non-Standard Database Workloads</h3>
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<dl>
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<dt>Stock Markets</dt>
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<dd>Alert me when a stock reverses a downward trend.</dd>
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<dt>Manufacturing IoT</dt>
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<dd>Alert me when two adjacent process steps both signal non-critical errors.</dd>
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<dt>Cloud Computing</dt>
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<dd>Alert me when the number of errors is more than twice as high as the 2-week average.</dd>
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</dl>
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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><img src="graphics/DB.png" height="200px" style="vertical-align: middle"/></td>
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</tr>
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<tr>
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<td>Classical DB</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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<table>
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<tr>
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<th>These Problems</th>
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<th>Classical DB</th>
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</tr>
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<tr class="fragment">
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<td>Expressive Queries</td>
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<td>Expressive Queries</td>
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<td class="fragment" style="color: green">✔</td>
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</tr>
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<tr class="fragment">
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<td>Changing Data</td>
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<td>Static Data</td>
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<td class="fragment" style="color: red">🗶</td>
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</tr>
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<tr class="fragment">
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<td>Static Queries</td>
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<td>Ad-Hoc Queries</td>
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<td class="fragment" style="color: blue">✔</td>
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</tr>
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<tr class="fragment">
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<td>Latency: Msec</td>
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<td>Latency: Sec/Min</td>
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<td class="fragment" style="color: red">🗶</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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<table>
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<tr>
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<td><img src="graphics/DB.png" height="200px" style="vertical-align: middle"/>
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<div style="position: relative; top: -200px; font-size: 100pt; height: 0px; color: red">🗶</div>
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</td>
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<td class="fragment" data-fragment-index=1><img src="graphics/2019-10-24-PubSub.svg" height="160px" style="vertical-align: middle;"/></td>
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</tr>
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<tr>
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<td style="text-decoration: line-through;">Classical DB</td>
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<td class="fragment" data-fragment-index=1>Publish/Subscribe</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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<table>
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<tr>
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<th>These Problems</th>
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<th>Pub/Sub</th>
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</tr>
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<tr class="fragment">
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<td>Expressive Queries</td>
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<td>Filter Queries</td>
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<td class="fragment" style="color: red">🗶</td>
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</tr>
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<tr class="fragment">
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<td>Changing Data</td>
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<td>Changing Data</td>
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<td class="fragment" style="color: green">✔</td>
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</tr>
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<tr class="fragment">
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<td>Static Queries</td>
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<td>Static Queries</td>
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<td class="fragment" style="color: green">✔</td>
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</tr>
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<tr class="fragment">
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<td>Latency: Msec</td>
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<td>Latency: Msec</td>
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<td class="fragment" style="color: green">✔</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>Trivial</h3>
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<p>↕</p>
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<h3>Expressive</h3>
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</section>
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<section>
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<h3>Trivial</h3>
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<p>↕</p>
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<h3>Performant Expressiveness</h3>
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<p>↕</p>
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<h3>Expressive</h3>
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</section>
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<section>
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<h3>Cayuga</h3>
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<dl>
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<div class="fragment">
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<dt>Language</dt>
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<dd>Maximize Expressiveness w/o Compromising Performance</dd>
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</div>
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<div class="fragment">
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<dt>Compiler</dt>
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<dd>Emit a tight, optimized program representation</dd>
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</div>
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<div class="fragment">
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<dt>Runtime</dt>
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<dd>Necessary support for concurrent, asynchronous execution</dd>
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</div>
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</dl>
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</section>
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<!--
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- Stream Processing
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- Applications
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- Stock Markets
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- Internet of Things
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- Intrusion Detection
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- Central Idea
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- Classical Queries: Queries Change, Data Fixed
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- View Maintenance: Data Changes, Queries Fixed, Slow
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Response
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- Here: Data Changes, Queries Fixed, Fast Response
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- Language Models
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- Classical SQL w/ Windows
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- Stream-specific query langs
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- Challenges & Advantages
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- Limited Compute Time: Want to deal with large numbers of
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records as they come in quickly.
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- All compute requirements (structurally, at least) are
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given upfront.
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- Typically specialized for bounded data sizes
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-->
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</section>
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<section>
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<section>
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<h3>Language</h3>
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<p>Start with something familiar</p>
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</section>
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<section>
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<dl>
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<dt class="fragment">Projection, Selection, Union</dt>
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<dd class="fragment">Single-pass operators: Easy to do efficiently</dd>
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<dt class="fragment">Join</dt>
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<dd class="fragment">Multi-pass operator: Will need to revisit</dd>
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<dt class="fragment">Aggregate</dt>
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<dd class="fragment">Single-pass operator: Probably ok</dd>
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<dd class="fragment">Blocking operator: Not ok</dd>
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</dl>
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</section>
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<section>
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<h3>Projection</h3>
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<pre><code class="sql">
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SELECT A, B, C, ...
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FROM [Query]
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</code></pre>
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<p>Emit tuples emitted by [Query] with only columns A, B, C</p>
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</section>
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<section>
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<h3>Selection</h3>
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<pre><code class="sql">
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FILTER { [Condition] } [Query]
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</code></pre>
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<p>Emit only tuples emitted by [Query] that pass [Condition]</p>
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</section>
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<section>
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<h3>Union</h3>
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<pre><code class="sql">
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[Query1] UNION [Query2]
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</code></pre>
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<p>Emit any tuples emitted by either [Query1] or [Query2]</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>Join</h3>
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<ol>
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<li class="fragment">$O(N^2)$ complexity doesn't work when $N = \infty$</li>
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<li class="fragment">Storage requirements grow infinitely</li>
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<li class="fragment">Work per tuple grows with every insertion</li>
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</ol>
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<p class="fragment">How to fix?</p>
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</section>
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<section>
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<dl>
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<div class="fragment">
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<dt>RHS tuple has to arrive <b>after</b> LHS tuple</dt>
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<dd>Storage requirement only scales in LHS complexity</dd>
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</div>
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<div class="fragment">
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<dt>Each LHS tuple joins at most <b>one</b> RHS tuple</dt>
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<dd>$O(N^2) \rightarrow O(N)$</dd>
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<dd>Better chance of work staying constant</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>Join (Next)</h3>
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<pre><code class="sql">
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[Query1] NEXT { [Condition] } [Query2]
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</code></pre>
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<ol>
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<li class="fragment">For each tuple emitted by [Query1],</li>
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<li class="fragment">wait until [Query2] emits a tuple that passes [Condition]</li>
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<li class="fragment">and emit the cartesian product of the tuples</li>
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</ol>
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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>Aggregate</h3>
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<p class="fragment">
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Blocking operators are not ok. Need semantics that allow tuples to be emitted sooner.
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</p>
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</section>
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<section>
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<h3>Group-by...ish Aggregates</h3>
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<ul>
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<li>When do you create a new group?</li>
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<li>Which tuples go into the group?</li>
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<li>When does the group get emitted?</li>
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</ul>
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</section>
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<section>
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<h3>Aggregate (Fold)</h3>
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<pre><code class="sql">
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[Query1] FOLD { [Condition1], [Condition2], [Agg] } [Query2]
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</code></pre>
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<ol>
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<li class="fragment">For each tuple emitted by [Query1]</li>
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<li class="fragment">Wait until [Query2] emits a tuple that passes [Condition1]</li>
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<li class="fragment">Update [Agg]</li>
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<li class="fragment">Emit the cartesian product of the [Query1] tuple, the first [Query2] tuple, and the [Agg] value</li>
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<li class="fragment">If the [Query2] tuple ALSO passes [Condition2] repeat from 2</li>
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</ol>
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</section>
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<section>
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<p>Analogous to...</p>
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<pre><code class="sql">
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[Query1] NEXT { [Condition1] } [Query2]
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NEXT { [Condition1] } [Query2]
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NEXT { [Condition1] } [Query2]
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NEXT { [Condition1] } [Query2]
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... until [Condition2] is failed
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</code></pre>
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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>Cayuga</h3>
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<dl>
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<div style="text-decoration: line-through;">
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<dt>Language</dt>
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<dd>Maximize Expressiveness w/o Compromising Performance</dd>
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</div>
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<div>
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<dt>Compiler</dt>
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<dd>Emit a tight, optimized program representation</dd>
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</div>
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<div>
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<dt>Runtime</dt>
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<dd>Necessary support for concurrent, asynchronous execution</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>Deterministic Finite Automata</h3>
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<p>Model a program by a directed graph</p>
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<ul>
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<li>Each node is a <b>state</b></li>
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<li>Each edge is a <b>transition</b> with a rule</li>
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<li>One node is a <b>start</b> state</li>
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<li>One node is an <b>end</b> state</li>
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</ul>
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</section>
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<section>
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<h3>Deterministic Finite Automata</h3>
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<p>The program accepts an <b>input</b>: A string.</p>
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<ol>
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<li class="fragment">Start at the start state.</li>
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<li class="fragment">Find the transition edge corresponding to the next character and follow it.</li>
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<li class="fragment">Repeat from 2 until the end state of end of string</li>
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<li class="fragment">Accept the string if the final state is the end state</li>
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</ol>
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</section>
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<section>
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<img src="graphics/2019-10-24-DFAExample.svg" />
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<p class="fragment">/Hi+!/ ↣
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<span style="color: green" class="fragment">"Hi!"</span>
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<span style="color: green" class="fragment">"OHiiiiii!"</span>
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<span style="color: red" class="fragment">"Ha!"</span></p>
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</section>
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<section>
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<h3>Deterministic Finite Automata</h3>
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<ul>
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<li>Simple</li>
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<li>Easy to implement efficiently</li>
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<li>Expressive (Regular Expressions)</li>
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</ul>
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<p class="fragment">... but what if we don't know which edge to take?</p>
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</section>
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<section>
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<h3>Nondeterministic Finite Automata</h3>
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<p>The program state is a <b>set</b> of active states</p>
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<ol style="font-size: 80%">
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<li class="fragment">Start in state $\{\texttt{start}\}$</li>
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<li class="fragment">Initialize the next state to $\{\}$</li>
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<li class="fragment">For each active state, follow <b>each</b> transition edge with a matching letter and add the destination to the active states <b>in the next step</b></li>
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<li class="fragment">Replace the current state with the next state.</li>
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<li class="fragment">Repeat from 2 until the end state is active or there are no active states</li>
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<li class="fragment">Accept the string if the end state is active</li>
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</ol>
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||||
</section>
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||||
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||||
<section>
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||||
<img src="graphics/2019-10-24-NDFAExample.svg" />
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||||
<p class="fragment">/Ha?i!+/ ↣
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<span style="color: green" class="fragment">"Hi!"</span>
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<span style="color: green" class="fragment">"OHai!"</span>
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||||
<span style="color: red" class="fragment">"HaHai!"</span>
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||||
<span style="color: green" class="fragment">"HiHaH!"</span>
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||||
</p>
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||||
</section>
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||||
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||||
<section>
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||||
<img src="graphics/2019-10-24-NDFAExample.svg" height="200px"/>
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||||
<table style="font-size: 70%">
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||||
<tr>
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||||
<th>Letter</th>
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||||
<th>Start</th>
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||||
<th>$S_1$</th>
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||||
<th>$S_2$</th>
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||||
<th>$S_3$</th>
|
||||
<th>End</th>
|
||||
</tr>
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||||
<tr class="fragment">
|
||||
<td></td>
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||||
<td>✓</td>
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||||
<td></td>
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||||
<td></td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td>H</td>
|
||||
<td>✓</td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td>i</td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td>H</td>
|
||||
<td>✓</td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td>a</td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td>H</td>
|
||||
<td>✓</td>
|
||||
<td>✓</td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
</tr>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td>!</td>
|
||||
<td>✓</td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
<td></td>
|
||||
<td>✓</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Nondeterministic Finite Automata</h3>
|
||||
<ul>
|
||||
<li>Nearly as simple</li>
|
||||
<li>Almost as easy to implement efficiently</li>
|
||||
<li>Expressive (Full Regular Expressions)</li>
|
||||
</ul>
|
||||
<p>NDFAs can be compiled down to DFAs</p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
<h3>Cayuga</h3>
|
||||
<dl>
|
||||
<div style="text-decoration: line-through;">
|
||||
<dt>Language</dt>
|
||||
<dd>Maximize Expressiveness w/o Compromising Performance</dd>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<dt>Compiler</dt>
|
||||
<dd>Emit a tight, optimized program representation</dd>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<dt>Runtime</dt>
|
||||
<dd>Necessary support for concurrent, asynchronous execution</dd>
|
||||
</div>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Cayuga Autometa</h3>
|
||||
<p>Each node of the NDFA is a relation.</p>
|
||||
<p>Each transition of the NDFA is a join condition + projection</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example</h3>
|
||||
|
||||
<ol>
|
||||
<li class="fragment">Look for high-volume (10,000 or more) trades</li>
|
||||
<li class="fragment">When one happens, check if it's followed by a 10 minute sequence of trades with dropping prices</li>
|
||||
<li class="fragment">Wait for the stock to rally (5% higher than its lowest point) and alert me</li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="sql">
|
||||
SELECT Name, MaxPrice, MinPrice, Price as FinalPrice
|
||||
-- Only consider aggregates spanning 10 minutes or more
|
||||
FROM FILTER { dur ≥ 10 min } (
|
||||
(
|
||||
-- Trigger aggregate when a Stock w/ Volume > 10000 sells
|
||||
SELECT Name, Price_1 AS MaxPrice, Price as MinPrice
|
||||
FROM Filter { Volume > 10000 } Stock
|
||||
) FOLD {
|
||||
$2.Name = $.Name, -- Grouping Condition
|
||||
$2.Price < $.Price -- Continue Condition
|
||||
} Stock -- Fold over any stock
|
||||
) NEXT {
|
||||
-- Find the next upturn after a 10 minute descending run
|
||||
$2.Name = $1.Name AND $2.Price > 1.05 * $1.MinPrice
|
||||
} Stock
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2019-10-24-CayugaUnannotated.svg" />
|
||||
<ul>
|
||||
<li class="fragment" data-fragment-index=0><b>A</b>: Sequences started by a 10k trade</li>
|
||||
<li class="fragment" data-fragment-index=1><b>B</b>: >10 min runs</li>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="sql">
|
||||
CREATE TABLE A(
|
||||
Name_l STRING, -- From LHS
|
||||
MaxPrice DECIMAL, -- From LHS
|
||||
MinPrice DECIMAL, -- From LHS
|
||||
Name_r STRING, -- From RHS
|
||||
Price Decimal, -- From RHS
|
||||
Start Int, -- From LHS
|
||||
End Int -- From RHS
|
||||
)
|
||||
</code></pre>
|
||||
|
||||
<pre><code class="sql">
|
||||
CREATE TABLE B(
|
||||
Name STRING,
|
||||
MaxPrice DECIMAL,
|
||||
MinPrice DECIMAL,
|
||||
Price Decimal,
|
||||
Start Int,
|
||||
End Int
|
||||
)
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2019-10-24-CayugaExample.svg" />
|
||||
<ul>
|
||||
<li><b>A</b>: Sequences started by a 10k trade</li>
|
||||
<li><b>B</b>: >10 min runs</li>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
<tr><td>IBM</td><td>90</td><td>15,000</td><td>9:10</td></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>IBM</td><td>90</td><td>IBM</td><td>90</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
<tr><td>IBM</td><td>90</td><td>15,000</td><td>9:10</td></tr>
|
||||
<tr><td>IBM</td><td>85</td><td>7,000</td><td>9:15</td></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>IBM</td><td>90</td><td>IBM</td><td>85</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
<tr><td>IBM</td><td>90</td><td>15,000</td><td>9:10</td></tr>
|
||||
<tr><td>IBM</td><td>85</td><td>7,000</td><td>9:15</td></tr>
|
||||
<tr><td>Dell</td><td>40</td><td>11,000</td><td>9:17</td></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>IBM</td><td>90</td><td>IBM</td><td>85</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Dell</td><td>40</td><td>Dell</td><td>40</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
<tr><td>IBM</td><td>90</td><td>15,000</td><td>9:10</td></tr>
|
||||
<tr><td>IBM</td><td>85</td><td>7,000</td><td>9:15</td></tr>
|
||||
<tr><td>Dell</td><td>40</td><td>11,000</td><td>9:17</td></tr>
|
||||
<tr><td>IBM</td><td>81</td><td>8,000</td><td>9:21</td></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>IBM</td><td>90</td><td>IBM</td><td>81</td>
|
||||
<td>IBM</td><td>90</td><td>81</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Dell</td><td>40</td><td>Dell</td><td>40</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
<tr><td>IBM</td><td>90</td><td>15,000</td><td>9:10</td></tr>
|
||||
<tr><td>IBM</td><td>85</td><td>7,000</td><td>9:15</td></tr>
|
||||
<tr><td>Dell</td><td>40</td><td>11,000</td><td>9:17</td></tr>
|
||||
<tr><td>IBM</td><td>81</td><td>8,000</td><td>9:21</td></tr>
|
||||
<tr><td>MSFT</td><td>25</td><td>6,000</td><td>9:23</td></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>IBM</td><td>90</td><td>IBM</td><td>81</td>
|
||||
<td>IBM</td><td>90</td><td>81</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Dell</td><td>40</td><td>Dell</td><td>40</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table style="float:left; font-size: 40%">
|
||||
<tr><th>Name</th><th>Price</th><th>Valuation</th><th>Time</th></tr>
|
||||
<tr><td>IBM</td><td>90</td><td>15,000</td><td>9:10</td></tr>
|
||||
<tr><td>IBM</td><td>85</td><td>7,000</td><td>9:15</td></tr>
|
||||
<tr><td>Dell</td><td>40</td><td>11,000</td><td>9:17</td></tr>
|
||||
<tr><td>IBM</td><td>81</td><td>8,000</td><td>9:21</td></tr>
|
||||
<tr><td>MSFT</td><td>25</td><td>6,000</td><td>9:23</td></tr>
|
||||
<tr><td>IBM</td><td>91</td><td>9,000</td><td>9:24</td></tr>
|
||||
</table>
|
||||
|
||||
<table style="font-size: 60%">
|
||||
<tr><td colspan=4 style="background: lightgrey;">State A</td><td colspan=3 style="background: grey;">State B</td><td>Emitted</td></tr>
|
||||
<tr>
|
||||
<th>Name_l</th><th>MinPrice</th><th>Name_r</th><th>Price</th>
|
||||
<th>Name</th><th>MinPrice</th><th>Price</th>
|
||||
<th> </th>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>IBM</td><td>90</td><td>IBM</td><td>81</td>
|
||||
<td colspan=3></td>
|
||||
<td>IBM!</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Dell</td><td>40</td><td>Dell</td><td>40</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Cayuga</h3>
|
||||
<dl>
|
||||
<div style="text-decoration: line-through;">
|
||||
<dt>Language</dt>
|
||||
<dd>Maximize Expressiveness w/o Compromising Performance</dd>
|
||||
</div>
|
||||
|
||||
<div style="text-decoration: line-through;">
|
||||
<dt>Compiler</dt>
|
||||
<dd>Emit a tight, optimized program representation</dd>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<dt>Runtime</dt>
|
||||
<dd>Necessary support for concurrent, asynchronous execution</dd>
|
||||
</div>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Challenges</h3>
|
||||
<dl>
|
||||
<dt>Asynchronous Arrival</dt>
|
||||
<dd>Updates may arrive out of order</dd>
|
||||
<dt>Threading</dt>
|
||||
<dd>Make sure each thread sees a concurrent view of the state</dd>
|
||||
<dt>Shallow Copies</dt>
|
||||
<dd>Need to keep track of which threads are using which state</dd>
|
||||
<dt>Relational State</dt>
|
||||
<dd>Lots of work for each event!</dd>
|
||||
<dt>String Comparisons</dt>
|
||||
<dd>Expensive!</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Asynchronous Arrival</h3>
|
||||
|
||||
<p><b>Simple Solution: </b>Add a delay to event processing to buffer for out-of-order arrival.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Threading</h3>
|
||||
|
||||
<p><b>Mostly Simple Solution: </b>Parallel processing of one event to create a new state, swap in the new state, repeat.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Shallow Copies</h3>
|
||||
|
||||
<p><b>Not so Simple Solution: </b>Add an epoch-based garbage collector to detect when an object falls out of scope.</p>
|
||||
|
||||
<p class="fragment">(Reference counting creates points of contention on every refcount update)</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Relational State</h3>
|
||||
|
||||
<p><b>Simple Solution: </b> Index the states to make it easier to discover which states a new event interacts with.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>String Comparison</h3>
|
||||
|
||||
<p><b>Simple Solution: </b> Build a dictionary of strings (can be done asynchronously while the event is waiting to be processed).</p>
|
||||
</section>
|
||||
</section>
|
||||
|
|
@ -0,0 +1,474 @@
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