UBH Talk
222
src/talks/2022-04-02-UBH-Vizier.erb
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---
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template: templates/talk_slides_v1.erb
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title: "UB Hacking: Microkernel Notebooks"
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---
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<script>document.write('<script src="http://' + (location.host || 'localhost').split(':')[0] + ':35729/livereload.js?snipver=1"></' + 'script>')</script>
|
||||
|
||||
<section>
|
||||
<h2>Microkernel Notebooks</h2>
|
||||
<h4 style="margin-top: 20px;">Oliver Kennedy</h4>
|
||||
<p style="font-size: 75%; width: 730px; margin-right: auto; margin-left: auto; margin-top: 100px;" >
|
||||
<a href="https://vizierdb.info">
|
||||
<img src="graphics/logos/vizier-blue.svg" height="80px" style="float: left; margin-right: 20px; vertical-align: middle;" />
|
||||
</a>
|
||||
Boris Glavic, Juliana Freire, Michael Brachmann, William Spoth, Poonam Kumari, Ying Yang, Su Feng, Heiko Mueller, Aaron Huber, and many more...</p>
|
||||
</section>
|
||||
|
||||
|
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<section>
|
||||
<section>
|
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<h2>But first...</h2>
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</section>
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<section>
|
||||
<h3>Databases?</h3>
|
||||
<img src="graphics/2022-04-02/er-diagrams.png" height="400px">
|
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</section>
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|
||||
<section>
|
||||
<img src="graphics/clipart/Female-or-Male-Unisex-Geek-or-Nerd-Light-Skin.svg">
|
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</section>
|
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<section>
|
||||
<h2>250?</h2>
|
||||
|
||||
<img src="graphics/2022-04-02/250-textbook.png">
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2022-04-02/Macintosh_classic_250.jpg">
|
||||
<attribution>Adapted from <a href="http://creativecommons.org/licenses/by-sa/3.0/" title="Creative Commons Attribution-Share Alike 3.0">CC BY-SA 3.0</a>, <a href="https://commons.wikimedia.org/w/index.php?curid=10101">Wikimedia Commons</a></attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2022-04-02/nuclear_dino_db.png">
|
||||
<attribution>Adapted from <a href="https://www.destroyallsoftware.com/talks/wat">Wat; Gary Bernhardt @ CodeMash 2012</a>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>CSE 4/562</h3>
|
||||
|
||||
<ul>
|
||||
<li>A bit of operating systems</li>
|
||||
<li>A bit of hardware</li>
|
||||
<li>A bit of compilers</li>
|
||||
<li>A bit of distributed systems</li>
|
||||
</ul>
|
||||
|
||||
<p class="fragment" style="font-weight: bold; margin-top: 50px">Applied Computer Science</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2022-04-02/db-convergence.svg">
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
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<section>
|
||||
<pre><code class="sql">
|
||||
CREATE VIEW salesSinceLastMonth AS
|
||||
SELECT l.*
|
||||
FROM lineitem l, orders o
|
||||
WHERE l.orderkey = o.orderkey
|
||||
AND o.orderdate > DATE(NOW() - '1 Month')
|
||||
</code></pre>
|
||||
<div class="fragment" style="font-size: 70%;">
|
||||
<pre><code class="sql">
|
||||
SELECT partkey FROM salesSinceLastMonth
|
||||
ORDER BY shipdate DESC LIMIT 10;
|
||||
</code></pre>
|
||||
<pre><code class="sql">
|
||||
SELECT suppkey, COUNT(*)
|
||||
FROM salesSinceLastMonth
|
||||
GROUP BY suppkey;
|
||||
</code></pre>
|
||||
<pre><code class="sql">
|
||||
SELECT partkey, COUNT(*)
|
||||
FROM salesSinceLastMonth
|
||||
GROUP BY partkey;
|
||||
</code></pre>
|
||||
</div>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Opportunity:</b> Views exist to be queried frequently</p>
|
||||
<p class="fragment"><b>Idea: </b> Pre-compute and save the view’s contents!<br/>
|
||||
(like an index)</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2022-04-02/DBToQ.svg" />
|
||||
<attribution>openclipart.org</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>When the base data changes, <br/>the view needs to be updated too!</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<div style="font-size: 200%;">
|
||||
$$\texttt{VIEW} \leftarrow Q(\mathcal D)$$
|
||||
</div>
|
||||
<p style="margin-top: 100px;">Our view starts off initialized</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p style="margin-top: 100px;"><b>Idea:</b> Recompute the view from scratch when data changes.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<div style="font-size: 200%;">
|
||||
$$\texttt{WHEN } \mathcal D \leftarrow \mathcal D+\Delta\mathcal D \texttt{ DO: }\\
|
||||
\texttt{VIEW} \leftarrow Q(\mathcal{D}+\Delta\mathcal{D})$$
|
||||
</div>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/clipart/Snail.jpg" height="400px">
|
||||
<attribution><a href="http://creativecommons.org/licenses/by-sa/3.0/" title="Creative Commons Attribution-Share Alike 3.0">CC BY-SA 3.0</a>, <a href="https://commons.wikimedia.org/w/index.php?curid=95926">Wikimedia Commons</a></attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<div style="font-size: 200%;">
|
||||
$$\texttt{WHEN } \mathcal D \leftarrow \mathcal{D}+\Delta\mathcal D \texttt{ DO: }\\
|
||||
\texttt{VIEW} \leftarrow \texttt{VIEW} + \Delta Q(\mathcal D,\Delta\mathcal D)$$
|
||||
</div>
|
||||
<table style="margin-top: 50px;">
|
||||
<tr class="fragment">
|
||||
<td style="font-size: 150%;">$\Delta Q$</td>
|
||||
<td>(ideally) Small & fast query</td>
|
||||
</tr>
|
||||
<tr class="fragment">
|
||||
<td style="font-size: 150%;">$+$</td>
|
||||
<td>(ideally) Fast "merge" operation</td>
|
||||
</tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Intuition</h3>
|
||||
<div>
|
||||
$$\mathcal{D} = \{\ 1,\ 2,\ 3,\ 4\ \} \hspace{1in} \Delta\mathcal{D} = \{\ 5\ \}$$
|
||||
$$Q(\mathcal D) = \texttt{SUM}(\mathcal D)$$
|
||||
</div>
|
||||
<div style="margin-top: 50px;">
|
||||
<div class="fragment">$$ 1 + 2 + 3 + 4 + 5 $$</div>
|
||||
<div class="fragment">$$Q(\mathcal D+\Delta\mathcal D) \sim O(|\mathcal D| + |\Delta\mathcal D|)$$</div>
|
||||
</div>
|
||||
<div style="margin-top: 50px;">
|
||||
<div class="fragment">$$ 10 + 5 $$</div>
|
||||
<div class="fragment">$$\texttt{VIEW} + SUM(\Delta\mathcal D) \sim O(|\Delta\mathcal D|)$$</div>
|
||||
</div>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2022-04-02/morpheus.jpeg">
|
||||
|
||||
<attribution>©1999 Warner Bros. Pictures</attribution>
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
|
||||
|
||||
<section>
|
||||
<h2>Microkernel Notebooks</h2>
|
||||
<h4 style="margin-top: 20px;">Oliver Kennedy</h4>
|
||||
<p style="font-size: 75%; width: 730px; margin-right: auto; margin-left: auto; margin-top: 100px;" >
|
||||
<a href="https://vizierdb.info">
|
||||
<img src="graphics/logos/vizier-blue.svg" height="80px" style="float: left; margin-right: 20px; vertical-align: middle;" />
|
||||
</a>
|
||||
Boris Glavic, Juliana Freire, Michael Brachmann, William Spoth, Poonam Kumari, Ying Yang, Su Feng, Heiko Mueller, Aaron Huber, and many more...</p>
|
||||
</section>
|
||||
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
|
||||
Jupyter / Monokernel Notebooks
|
||||
- remind people what jupyter is
|
||||
- behind the scenes look (cut/paste, monolithic kernel)
|
||||
- problems (c.f., Joel Grus)
|
||||
- Order of execution is unclear
|
||||
- stale and edited cells not visible
|
||||
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
|
||||
Vizier
|
||||
|
||||
- Basic Model
|
||||
- Behind the Scenes (Microkernel)
|
||||
- Demo
|
||||
- Basic UI
|
||||
- Revise/Update
|
||||
- Spreadsheet
|
||||
- Replay on new data
|
||||
- Caveats
|
||||
- New Architecture
|
||||
- Websockets
|
||||
- Workflow Deltas ("Reactive" API rant, tie back to DBs)
|
||||
|
||||
</section>
|
||||
|
||||
</section>
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