UBH Talk
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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>
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<section>
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<h2>Microkernel Notebooks</h2>
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<h4 style="margin-top: 20px;">Oliver Kennedy</h4>
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<p style="font-size: 75%; width: 730px; margin-right: auto; margin-left: auto; margin-top: 100px;" >
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<a href="https://vizierdb.info">
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<img src="graphics/logos/vizier-blue.svg" height="80px" style="float: left; margin-right: 20px; vertical-align: middle;" />
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</a>
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Boris Glavic, Juliana Freire, Michael Brachmann, William Spoth, Poonam Kumari, Ying Yang, Su Feng, Heiko Mueller, Aaron Huber, and many more...</p>
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</section>
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<section>
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<section>
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<h2>But first...</h2>
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</section>
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<section>
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<h3>Databases?</h3>
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<img src="graphics/2022-04-02/er-diagrams.png" height="400px">
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</section>
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<section>
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<img src="graphics/clipart/Female-or-Male-Unisex-Geek-or-Nerd-Light-Skin.svg">
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</section>
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<section>
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<h2>250?</h2>
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<img src="graphics/2022-04-02/250-textbook.png">
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</section>
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<section>
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<img src="graphics/2022-04-02/Macintosh_classic_250.jpg">
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<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>
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</section>
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<section>
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<img src="graphics/2022-04-02/nuclear_dino_db.png">
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<attribution>Adapted from <a href="https://www.destroyallsoftware.com/talks/wat">Wat; Gary Bernhardt @ CodeMash 2012</a>
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</section>
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<section>
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<h3>CSE 4/562</h3>
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<ul>
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<li>A bit of operating systems</li>
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<li>A bit of hardware</li>
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<li>A bit of compilers</li>
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<li>A bit of distributed systems</li>
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</ul>
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<p class="fragment" style="font-weight: bold; margin-top: 50px">Applied Computer Science</p>
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</section>
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<section>
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<img src="graphics/2022-04-02/db-convergence.svg">
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</section>
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</section>
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<section>
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<section>
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<pre><code class="sql">
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CREATE VIEW salesSinceLastMonth AS
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SELECT l.*
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FROM lineitem l, orders o
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WHERE l.orderkey = o.orderkey
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AND o.orderdate > DATE(NOW() - '1 Month')
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</code></pre>
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<div class="fragment" style="font-size: 70%;">
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<pre><code class="sql">
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SELECT partkey FROM salesSinceLastMonth
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ORDER BY shipdate DESC LIMIT 10;
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</code></pre>
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<pre><code class="sql">
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SELECT suppkey, COUNT(*)
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FROM salesSinceLastMonth
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GROUP BY suppkey;
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</code></pre>
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<pre><code class="sql">
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SELECT partkey, COUNT(*)
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FROM salesSinceLastMonth
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GROUP BY partkey;
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</code></pre>
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</div>
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</section>
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<section>
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<p><b>Opportunity:</b> Views exist to be queried frequently</p>
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<p class="fragment"><b>Idea: </b> Pre-compute and save the view’s contents!<br/>
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(like an index)</p>
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</section>
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<section>
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<svg data-src="graphics/2022-04-02/DBToQ.svg" />
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<attribution>openclipart.org</attribution>
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</section>
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<section>
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<p>When the base data changes, <br/>the view needs to be updated too!</p>
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</section>
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<section>
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<div style="font-size: 200%;">
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$$\texttt{VIEW} \leftarrow Q(\mathcal D)$$
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</div>
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<p style="margin-top: 100px;">Our view starts off initialized</p>
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</section>
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<section>
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<p style="margin-top: 100px;"><b>Idea:</b> Recompute the view from scratch when data changes.</p>
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</section>
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<section>
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<div style="font-size: 200%;">
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$$\texttt{WHEN } \mathcal D \leftarrow \mathcal D+\Delta\mathcal D \texttt{ DO: }\\
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\texttt{VIEW} \leftarrow Q(\mathcal{D}+\Delta\mathcal{D})$$
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</div>
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</section>
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<section>
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<img src="graphics/clipart/Snail.jpg" height="400px">
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<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>
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</section>
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<section>
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<div style="font-size: 200%;">
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$$\texttt{WHEN } \mathcal D \leftarrow \mathcal{D}+\Delta\mathcal D \texttt{ DO: }\\
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\texttt{VIEW} \leftarrow \texttt{VIEW} + \Delta Q(\mathcal D,\Delta\mathcal D)$$
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</div>
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<table style="margin-top: 50px;">
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<tr class="fragment">
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<td style="font-size: 150%;">$\Delta Q$</td>
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<td>(ideally) Small & fast query</td>
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</tr>
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<tr class="fragment">
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<td style="font-size: 150%;">$+$</td>
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<td>(ideally) Fast "merge" operation</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>Intuition</h3>
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<div>
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$$\mathcal{D} = \{\ 1,\ 2,\ 3,\ 4\ \} \hspace{1in} \Delta\mathcal{D} = \{\ 5\ \}$$
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$$Q(\mathcal D) = \texttt{SUM}(\mathcal D)$$
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</div>
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<div style="margin-top: 50px;">
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<div class="fragment">$$ 1 + 2 + 3 + 4 + 5 $$</div>
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<div class="fragment">$$Q(\mathcal D+\Delta\mathcal D) \sim O(|\mathcal D| + |\Delta\mathcal D|)$$</div>
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</div>
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<div style="margin-top: 50px;">
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<div class="fragment">$$ 10 + 5 $$</div>
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<div class="fragment">$$\texttt{VIEW} + SUM(\Delta\mathcal D) \sim O(|\Delta\mathcal D|)$$</div>
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</div>
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</section>
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<section>
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<img src="graphics/2022-04-02/morpheus.jpeg">
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<attribution>©1999 Warner Bros. Pictures</attribution>
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</section>
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</section>
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<section>
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<h2>Microkernel Notebooks</h2>
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<h4 style="margin-top: 20px;">Oliver Kennedy</h4>
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<p style="font-size: 75%; width: 730px; margin-right: auto; margin-left: auto; margin-top: 100px;" >
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<a href="https://vizierdb.info">
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<img src="graphics/logos/vizier-blue.svg" height="80px" style="float: left; margin-right: 20px; vertical-align: middle;" />
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</a>
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Boris Glavic, Juliana Freire, Michael Brachmann, William Spoth, Poonam Kumari, Ying Yang, Su Feng, Heiko Mueller, Aaron Huber, and many more...</p>
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</section>
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<section>
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<section>
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Jupyter / Monokernel Notebooks
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- remind people what jupyter is
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- behind the scenes look (cut/paste, monolithic kernel)
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- problems (c.f., Joel Grus)
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- Order of execution is unclear
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- stale and edited cells not visible
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</section>
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</section>
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<section>
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<section>
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Vizier
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- Basic Model
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- Behind the Scenes (Microkernel)
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- Demo
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- Basic UI
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- Revise/Update
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- Spreadsheet
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- Replay on new data
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- Caveats
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- New Architecture
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- Websockets
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- Workflow Deltas ("Reactive" API rant, tie back to DBs)
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</section>
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</section>
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|
||||
rdf:resource="http://creativecommons.org/ns#Distribution"
|
||||
/>
|
||||
<cc:permits
|
||||
rdf:resource="http://creativecommons.org/ns#DerivativeWorks"
|
||||
/>
|
||||
</cc:License
|
||||
>
|
||||
</rdf:RDF
|
||||
>
|
||||
</metadata
|
||||
>
|
||||
</svg
|
||||
>
|
||||
|
After Width: | Height: | Size: 16 KiB |
BIN
src/talks/graphics/clipart/Snail.jpg
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BIN
src/talks/graphics/clipart/Snail.jpg
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|
After Width: | Height: | Size: 370 KiB |
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Reference in a new issue