slides
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@ -323,8 +323,58 @@ ACTONCH01|Charles|Acton|1967|1967|210|1942-01-11
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<li>print(table)</li>
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</ol>
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</p>
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<p class="fragment"><b>Problem:</b> A "table" can get very very big.</p>
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</section>
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<section>
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<h3>Basic Mindset</h3>
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<img src="graphics/2018-02-05-RA-Tree.svg" style="display: inline-block; vertical-align: middle;" />
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<pre style="display: inline-block; vertical-align: middle; margin-left: 20px; width:550px;"><code class="python">
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r = get_table("R")
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s = get_table("S")
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temp1 = apply_join(r, s, "R.B = S.B")
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temp2 = apply_select(temp1, "S.C = 10")
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result = apply_projection(temp2, "R.A")
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</code></pre>
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</section>
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<section>
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<h3>Select</h3>
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<p class="fragment" style="display: inline-block; vertical-align: middle; margin-right: 100px">
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$$\sigma_{A \neq 3} R$$
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</p>
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<table style="display: inline-block; vertical-align: middle;">
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<tr><th>A</th><th>B</th></tr>
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<tr><td>1</td><td>2</td></tr>
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<tr class="fragment highlight-grey"><td>3</td><td>4</td></tr>
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<tr><td>5</td><td>6</td></tr>
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</table>
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</section>
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<section>
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<h3>Select</h3>
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<pre><code class="python">
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def apply_select(input, condition)
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result = []
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for row in input:
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if condition(row):
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result += [row]
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return result;
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</code></pre>
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<p class="fragment">(All-At-Once)</p>
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</section>
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<section>
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<p><b>Problem:</b> A "table" can get very very big.</p>
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</section>
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<section>
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<h2>Better Idea: Iterators</h2>
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<dl>
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@ -337,23 +387,23 @@ ACTONCH01|Charles|Acton|1967|1967|210|1942-01-11
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</dl>
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<p>All "functions" can be implemented as iterators that use constant space</p>
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</section>
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<section>
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<h3>Example: Select</h3>
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<pre><code class="java">
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class FilterIterator implements RAIterator
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{
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RAIterator child;
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Expression condition;
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public FilterIterator(RAIterator child, Expression condition) {
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this.child = child; this.condition = condition;
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}
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public boolean hasNext(){ /* ...? */ }
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public Row next(){ /* ...? */ }
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public void reset() { /* ...? */ }
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}
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</code></pre>
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</section>
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<section>
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<h3>Select</h3>
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<p style="display: inline-block; vertical-align: middle; margin-right: 100px">
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$$\sigma_{A \neq 3} R$$
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</p>
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<table style="display: inline-block; vertical-align: middle; font-size: 80%">
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<tr><th>A</th><th>B</th><td></td></tr>
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<tr class="fragment"><td colspan="2"><code>getNext()</code></td><td style="text-align: left"><code>for row in input:</code></td></tr>
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<tr class="fragment"><td>1</td><td>2</td><td class="fragment" style="color: green; text-align: left;"><code style="margin-left: 30px;">return row;</code></td></tr>
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<tr class="fragment"><td colspan="2"><code>getNext()</code></td><td style="text-align: left"><code>for row in input:</code></td></tr>
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<tr class="fragment"><td>3</td><td>4</td><td class="fragment" style="color: red; text-align: left;"><span style="margin-left: 30px;">X</span></td></tr>
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<tr class="fragment" ><td>5</td><td>6</td><td class="fragment" style="color: green; text-align: left;"><code style="margin-left: 30px;">return row;</code></td></tr>
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<tr class="fragment"><td colspan="2"><code>getNext()</code></td><td style="text-align: left"><code>for row in input:</code></td></tr>
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<tr class="fragment"><td colspan="2"><code>None</code></td><td class="fragment" style="color: red; text-align: left;"><code>return None;</code></td></tr>
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</table>
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</section>
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<section>
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<h3>Example: Join (Naive)</h3>
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<pre><code class="python">
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386
src/teaching/cse-562/2019sp/slide/2019-02-11-Algorithms.html
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386
src/teaching/cse-562/2019sp/slide/2019-02-11-Algorithms.html
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@ -0,0 +1,386 @@
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---
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template: templates/cse4562_2019_slides.erb
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title: "Query Evaluation"
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date: February 11, 2019
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textbook: "Ch. 15.1-15.5, 16.7"
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---
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<section>
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<section>
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<h3>Query Evaluation Styles</h3>
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<dl>
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<dt class="fragment highlight-grey" data-fragment-index="2">All-At-Once (Collections)</dt>
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<dd class="fragment highlight-grey" data-fragment-index="2">Bottom-up, one operator at a time.</dd>
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<dt>Volcano-Style (Iterators)</dt>
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<dd>Operators "request" one tuple at a time from children.</dd>
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<dt class="fragment highlight-grey" data-fragment-index="1">Push-Style (Buffers)</dt>
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<dd class="fragment highlight-grey" data-fragment-index="1">Operators continuously produce/consume tuples.</dd>
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</dl>
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</section>
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<section>
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<h3>Analyzing Volcano Operators</h3>
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<ul>
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<li>Memory Bounds</li>
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<li>Disk IO Used</li>
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<li class="fragment highlight-grey" data-fragment-index="1">CPU Used</li>
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</ul>
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<p class="fragment" data-fragment-index="1" style="margin-top: 30px;"><u>Data</u>bases are usually IO- or Memory-bound</p>
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</section>
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<section>
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<h3>Memory Bounds</h3>
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<ul>
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<li class="fragment">Constant</li>
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<li class="fragment">Scales with output</li>
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<li class="fragment">Scales with part of the input</li>
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<li class="fragment">Worse</li>
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</ul>
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<p style="font-size: 70%;" class="fragment"><b>Core Question: </b> Do we have enough memory to use this operator?</p>
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</section>
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<section>
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<h3>Disk IO</h3>
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<p style="text-align: left;">IO measured in:<br/>
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<ul>
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<li>Number of Tuples</li>
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<li class="fragment highlight-grey">Number of Data Pages (absolute size)</li>
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</ul>
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</p>
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<div class="fragment">
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<h3>Accounting</h3>
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<p class="fragment" style="margin-top: 50px;">Figure out the cost of each <b>individual</b> operator.</p>
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<p class="fragment" style="margin-top: 50px;">Only count the number of IOs <b>added</b> by each operator.</p>
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</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>Table Scan ($R$)</h3>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">Constant!</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">$|R|$ tuples read</dd>
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</dl>
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</section>
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<section>
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<h3>Select ($\sigma(R)$)</h3>
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<svg data-src="graphics/2018-02-12-Flow-Select.svg" />
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</section>
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<section>
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<h3>Select ($\sigma(R)$)</h3>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">Constant!</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">None! (Can "inline" into cost of $R$)</dd>
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</dl>
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</section>
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<section>
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<h3>Project ($\pi(R)$)</h3>
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<svg data-src="graphics/2018-02-12-Flow-Project.svg" />
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</section>
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<section>
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<h3>Project ($\pi(R)$)</h3>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">Constant!</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">None!</dd>
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</dl>
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</section>
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<section>
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<h3>Union ($R \cup S$)</h3>
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<svg data-src="graphics/2018-02-12-Flow-Union.svg" />
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</section>
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<section>
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<h3>Union ($R \cup S$)</h3>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">Constant!</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">None!</dd>
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</dl>
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</section>
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<section>
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<h3>Cross ($R \times S$)</h3>
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<svg data-src="graphics/2018-02-12-Flow-Cross.svg" />
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</section>
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<section>
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<h3>Cross ($R \times S$)</h3>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">Constant!</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">$|S| \cdot \texttt{cost}(R)$ tuples read</dd>
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<dd class="fragment">(or $|R| \cdot \texttt{cost}(S)$)</dd>
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</dl>
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<p class="fragment">If $R$ is a query, this can be very expensive</p>
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</section>
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<section>
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<h3>Cross ($R \times S$)</h3>
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<p><b>Optimization 1: </b> Cache $R$ in memory</p>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">$O(|R|)$</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">None!</dd>
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</dl>
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</section>
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<section>
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<h3>Cross ($R \times S$)</h3>
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<p><b>Optimization 2: </b> Cache $R$ on disk</p>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">Constant</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">$|R|$ tuples written.</dd>
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<dd class="fragment">$(|S| - 1) \cdot |R|$ tuples read.</dd>
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</dl>
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</section>
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<section>
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<p>Is there a middle ground?</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>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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<h3>Preloading Data</h3>
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<p><b>Better Solution</b>: Load both <code>lhs</code> and <code>rhs</code> records in blocks.</p>
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<pre><code class="python">
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def apply_cross(lhs, rhs):
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result = []
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while r_block = lhs.take(100):
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while s_block = rhs.take(100):
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for r in r_block:
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for s in s_block:
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result += [r + s]
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rhs.reset()
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return result
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</code></pre>
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</section>
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<section>
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<h3>Block-Nested Loop Join</h3>
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<svg data-src="graphics/2018-02-12-Join-BNLJ.svg" class="stretch" />
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</section>
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<section>
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<h3>Block-Nested Loop ($R \times S$)</h3>
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<p>(with $\mathcal B$ as the block size for $S$)</p>
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<dl>
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<dt>Memory Required?</dt>
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<dd class="fragment">$O(\mathcal B)$</dd>
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<dt>IOs added?</dt>
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<dd class="fragment">$|R|$ tuples written.</dd>
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<dd class="fragment">$(\frac{|S|}{\mathcal B} - 1) \cdot |R|$ tuples read.</dd>
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</dl>
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<p style="font-size: 70%;" class="fragment">In-memory caching is a special case of block-nested loop with $\mathcal B = |S|$</p>
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<p style="font-size: 70%;" class="fragment">Does the block size for $R$ matter?</p>
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</section>
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<section>
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<p>How big should the blocks be?</p>
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<aside class="notes">As big as possible! Leads to the question of distributing available memory between multiple joins: A simple linear optimization problem.</aside>
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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>Cross product is expensive!<br/>Can we do better?</p>
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<p class="fragment">$\sigma_c(R\times S) \equiv R\bowtie_c S$</p>
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</section>
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<section>
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<h3>Cross Product</h3>
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<svg data-src="graphics/2018-02-12-Join-Grid.svg" />
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</section>
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<section>
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<p><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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||||
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||||
<section>
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||||
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||||
<section>
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<h3>Strategies for Implementing $R \bowtie_{R.A = S.A} S$</h3>
|
||||
|
||||
<dl>
|
||||
<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>
|
||||
|
||||
<dt>Partition Join (2-pass Hash; External Hash Join)</dt>
|
||||
<dd>Partition both sides so that tuples don't join across partitions.</dd>
|
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|
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<dt>Sort/Merge Join</dt>
|
||||
<dd>Sort all of the data upfront, then scan over both sides.</dd>
|
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</dl>
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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>
|
||||
</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>
|
||||
</section>
|
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|
||||
<section>
|
||||
<h3>Hash Functions</h3>
|
||||
|
||||
<p style="margin-top: 50px">
|
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$$h(X) \mod N$$
|
||||
|
||||
<ul>
|
||||
<li>Pseudorandom output between $[0, N)$</li>
|
||||
<li>Always the same output for a given $X$</li>
|
||||
</ul>
|
||||
</p>
|
||||
</section>
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||||
|
||||
<section>
|
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<h3>1-Pass Hash Join</h3>
|
||||
<svg data-src="graphics/2018-02-12-Join-1PassHash.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>1-Pass Hash Join</h3>
|
||||
<dl>
|
||||
<dt>Limited Queries</dt>
|
||||
<dd>Only supports join conditions of the form $R.A = S.B$</dd>
|
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|
||||
<dt>Moderate-High Memory</dt>
|
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<dd>Keeps 1 full relation in memory</dd>
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|
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<dt>Low Added IO Cost</dt>
|
||||
<dd>Only requires 1 scan over each input.</dd>
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||||
</dl>
|
||||
</section>
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||||
|
||||
<section>
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<p><b>Alternative: </b> Build an in-memory tree (e.g., B+Tree) instead of a hash table!</p>
|
||||
|
||||
<dl>
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<dt>Limited Queries</dt>
|
||||
<dd>Also supports $R.A \geq S.B$, $R.A > S.B$</dd>
|
||||
|
||||
<dt>Moderate-High Memory</dt>
|
||||
<dd>Keeps 1 full relation in memory</dd>
|
||||
|
||||
<dt>Low Added IO Cost</dt>
|
||||
<dd>Only requires 1 scan over each input.</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
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<h3>2-Pass Hash Join</h3>
|
||||
<svg data-src="graphics/2018-02-12-Join-2PassHash.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>2-Pass Hash Join</h3>
|
||||
<dl>
|
||||
<dt>Limited Queries</dt>
|
||||
<dd>Only supports join conditions of the form $R.A = S.B$</dd>
|
||||
|
||||
<dt>Low Memory</dt>
|
||||
<dd>Never need more than 1 pair of partitions in memory</dd>
|
||||
|
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<dt>High IO Cost</dt>
|
||||
<dd>$|R| + |S|$ tuples written out</dd>
|
||||
<dd>$|R| + |S|$ tuples read in</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>Why is it important that the hash function is pseudorandom?</p>
|
||||
</section>
|
||||
|
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<section>
|
||||
<p>What if the data is already organized (e.g., sorted) in a useful way?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<!-- 2018-OK: The motivation for this algorithm fell completely flat.
|
||||
It might help if we approach SortMerge with IOs/Mem/CPU in mind.
|
||||
The slide also deserves some discussion of *which* conditions it
|
||||
can be used to support efficiently.
|
||||
|
||||
It might also help to discuss use cases where it's appropriate.
|
||||
-->
|
||||
<h3>Sort/Merge Join</h3>
|
||||
<svg data-src="graphics/2018-02-12-Join-SortMerge.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Sort/Merge Join</h3>
|
||||
<dl>
|
||||
<dt>Limited Queries</dt>
|
||||
<dd>Only supports join conditions of the form $R.A = S.B$</dd>
|
||||
|
||||
<dt>Low Memory</dt>
|
||||
<dd>Only needs to keep ~2 rows in memory at a time (not counting sort).</dd>
|
||||
|
||||
<dt>Low Added IO Cost</dt>
|
||||
<dd>No added IO! (not counting sort).</dd>
|
||||
</dl>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
362
src/teaching/cse-562/2019sp/slide/2019-02-13-ExtRA.html
Normal file
362
src/teaching/cse-562/2019sp/slide/2019-02-13-ExtRA.html
Normal file
|
|
@ -0,0 +1,362 @@
|
|||
<!doctype html>
|
||||
<html lang="en">
|
||||
|
||||
<head>
|
||||
<meta charset="utf-8">
|
||||
|
||||
<title>CSE 4/562 - Spring 2018</title>
|
||||
|
||||
<meta name="description" content="CSE 4/562 - Spring 2018">
|
||||
<meta name="author" content="Oliver Kennedy">
|
||||
|
||||
<meta name="apple-mobile-web-app-capable" content="yes" />
|
||||
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
|
||||
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
|
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|
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<link rel="stylesheet" href="../reveal.js-3.6.0/css/reveal.css">
|
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<link rel="stylesheet" href="ubodin.css" id="theme">
|
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|
||||
<!-- Code syntax highlighting -->
|
||||
<link rel="stylesheet" href="../reveal.js-3.6.0/lib/css/zenburn.css">
|
||||
|
||||
<!-- Printing and PDF exports -->
|
||||
<script>
|
||||
var link = document.createElement( 'link' );
|
||||
link.rel = 'stylesheet';
|
||||
link.type = 'text/css';
|
||||
link.href = window.location.search.match( /print-pdf/gi ) ? '../reveal.js-3.6.0/css/print/pdf.css' : '../reveal.js-3.6.0/css/print/paper.css';
|
||||
document.getElementsByTagName( 'head' )[0].appendChild( link );
|
||||
</script>
|
||||
|
||||
<script src="../reveal.js-3.6.0/lib/js/head.min.js"></script>
|
||||
|
||||
<!--[if lt IE 9]>
|
||||
<script src="../reveal.js-3.6.0/lib/js/html5shiv.js"></script>
|
||||
<![endif]-->
|
||||
</head>
|
||||
|
||||
<body>
|
||||
|
||||
<div class="reveal">
|
||||
<!-- Any section element inside of this container is displayed as a slide -->
|
||||
|
||||
<div class="header">
|
||||
<!-- Any Talk-Specific Header Content Goes Here -->
|
||||
CSE 4/562 - Database Systems
|
||||
</div>
|
||||
|
||||
<div class="slides">
|
||||
|
||||
<section>
|
||||
<h1>Extended RA</h1>
|
||||
<h3>CSE 4/562 – Database Systems</h3>
|
||||
<h5>February 12, 2018</h5>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Extended Relational Algebra</h3>
|
||||
|
||||
<dl>
|
||||
<dt class="fragment highlight-grey" data-fragment-index="1">Set/Bag Operations</dt>
|
||||
<dd class="fragment highlight-grey" data-fragment-index="1">Select ($\sigma$), Project ($\pi$), Join ($\bowtie$), Union ($\cup$)</dd>
|
||||
|
||||
<dt>Bag Operations</dt>
|
||||
<dd>Distinct ($\delta$), Outer Joins (⟗)</dd>
|
||||
|
||||
<dt>List Operations</dt>
|
||||
<dd>Sort ($\tau$), Limit</dd>
|
||||
|
||||
<dt>Arithmetic Operations</dt>
|
||||
<dd>Extended Projection ($\pi$), Aggregation ($\sigma$), Grouping ($\gamma$)</dd>
|
||||
</dl>
|
||||
|
||||
<dl>
|
||||
|
||||
</dl>
|
||||
</section>
|
||||
<section>
|
||||
<h3>Extended Projection</h3>
|
||||
|
||||
<p style="margin: 50px;">Like normal projection, but can create new columns</p>
|
||||
|
||||
$\pi_{M \leftarrow A+B*C,\; N \leftarrow 2}(R)$
|
||||
<p>produces 1 row for every row of R, with 2 columns: M and N</p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Outer Join</h3>
|
||||
<p class="fragment">... but first</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3><code>NULL</code> Values</h3>
|
||||
|
||||
<ul>
|
||||
<li>Field values can be unknown or inapplicable.<ul>
|
||||
<li>A tree with an unknown species.</li>
|
||||
<li>The street of a tree in a park.</li>
|
||||
<li>The '.' on many of your ID cards</li>
|
||||
</ul></li>
|
||||
<li>SQL provides a special <code>NULL</code> value for these cases</li>
|
||||
</ul>
|
||||
<p class="fragment">NULL makes things more complicated.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
$$\textbf{Trees.SPC_COMMON} = \texttt{'Brooklyn'}$$
|
||||
|
||||
<p style="margin: 50px;" class="fragment">
|
||||
What happens if <b>Trees.SPC_COMMON</b> is NULL?
|
||||
</p>
|
||||
|
||||
<div class="fragment">
|
||||
$$\texttt{NULL} = \textbf{'Brooklyn'} \equiv \textbf{Unknown}$$
|
||||
</div>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<table>
|
||||
<tr><td>Unknown</td><td>AND</td><td>Unknown</td><td>$\equiv$</td><td>Unknown</td></tr>
|
||||
<tr><td>Unknown</td><td>AND</td><td>True</td><td>$\equiv$</td><td>Unknown</td></tr>
|
||||
<tr><td>Unknown</td><td>AND</td><td>False</td><td>$\equiv$</td><td>False</td></tr>
|
||||
<tr><td colspan="5"></td></tr>
|
||||
<tr><td>Unknown</td><td>OR</td><td>Unknown</td><td>$\equiv$</td><td>Unknown</td></tr>
|
||||
<tr><td>Unknown</td><td>OR</td><td>True</td><td>$\equiv$</td><td>True</td></tr>
|
||||
<tr><td>Unknown</td><td>OR</td><td>False</td><td>$\equiv$</td><td>Unknown</td></tr>
|
||||
<tr><td colspan="5"></td></tr>
|
||||
<tr><td></td><td>NOT</td><td>Unknown</td><td>$\equiv$</td><td>Unknown</td></tr>
|
||||
</table>
|
||||
|
||||
<p class="fragment"><code>WHERE</code> clauses eliminate all non-True rows</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
$$Streets \bowtie_{StreetName} Trees$$
|
||||
|
||||
<p style="margin-top: 100px;" class="fragment">What happens if some streets have no trees?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Outer Join (⟗, ⟕, ⟖)</h3>
|
||||
|
||||
<ol>
|
||||
<li>Include all results from the normal (inner) join.</li>
|
||||
<li>Also include rows that don't get joined.</li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Outer Join</h3>
|
||||
|
||||
<dl>
|
||||
<dt>Inner Join</dt>
|
||||
<dd>Normal, plain, simple join</dd>
|
||||
|
||||
<dt>Left Outer Join (⟕)</dt>
|
||||
<dd>Include un-joined rows from the left hand side</dd>
|
||||
|
||||
<dt>Right Outer Join (⟖)</dt>
|
||||
<dd>Include un-joined rows from the right hand side</dd>
|
||||
|
||||
<dt>[Full] Outer Join (⟗)</dt>
|
||||
<dd>Include un-joined rows from either side</dd>
|
||||
</dl>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Sort / Limit</h3>
|
||||
|
||||
<p>
|
||||
$$\tau_{A}(R)$$
|
||||
The tuples of $R$ in ascending order according to 'A'
|
||||
</p>
|
||||
|
||||
<p>
|
||||
$$\textbf{L}_{n}(R)$$
|
||||
The first $n$ tuples of R
|
||||
<div style="font-size: 60%">(Typically combined with sort. If not, pick arbitrarily.)</div>
|
||||
</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Sort</h3>
|
||||
|
||||
<p style="margin-top: 100px;">
|
||||
Pick your favorite sort algorithm.
|
||||
</p>
|
||||
|
||||
<p class="fragment">What happens if you don't have enough memory?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Key Idea:</b> Merging 2 sorted lists requires $O(1)$ memory.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>2-Way Sort</h3>
|
||||
<dl>
|
||||
<dt>Pass 1</dt>
|
||||
<dd>Create lots of (small) sorted lists.</dd>
|
||||
|
||||
<dt>Pass 2+</dt>
|
||||
<dd>Merge sorted lists of size $N$ into sorted lists of size $2N$</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Pass 1: Create Sorted Runs</h3>
|
||||
<svg data-src="graphics/2018-02-14-Sort-Run.svg" style="margin: 100px;" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Pass 2: Merge Sorted Runs</h3>
|
||||
<svg data-src="graphics/2018-02-14-Merge-Run.svg" style="margin: 100px;" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>Repeat Pass 2 As Needed.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>What's the bottleneck?</p>
|
||||
|
||||
<p class="fragment">IO Cost: $O(N \cdot \lceil\log_2(N)\rceil)$<br/>(with $N$ blocks)</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2018-02-14-Merge-Tree.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Using More Memory</h3>
|
||||
|
||||
<dl>
|
||||
<dt>Pass 1</dt>
|
||||
<dd>Sort Bigger Buffers</dd>
|
||||
<dd class="fragment">Re-Use Memory When Done</dd>
|
||||
|
||||
<dt>Pass 2</dt>
|
||||
<dd>Merge $K$ Runs Simultaneously: $O(N \cdot \lceil\log_K(N)\rceil)$ IO</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-1.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-2.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-3.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-4.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-5.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-6.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-7.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacement Sort</h3>
|
||||
<img src="graphics/2018-02-14-ReplSort-8.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>On average, we'll get runs of size $2 \cdot |WS|$</p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
</div></div>
|
||||
|
||||
<script src="../reveal.js-3.6.0/js/reveal.js"></script>
|
||||
|
||||
<script>
|
||||
|
||||
// Full list of configuration options available at:
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// https://github.com/hakimel/../reveal.js#configuration
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||||
Reveal.initialize({
|
||||
controls: false,
|
||||
progress: true,
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||||
history: true,
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center: true,
|
||||
slideNumber: true,
|
||||
|
||||
transition: 'fade', // none/fade/slide/convex/concave/zoom
|
||||
|
||||
chart: {
|
||||
defaults: {
|
||||
global: {
|
||||
title: { fontColor: "#333", fontSize: 24 },
|
||||
legend: {
|
||||
labels: { fontColor: "#333", fontSize: 20 },
|
||||
},
|
||||
responsiveness: true
|
||||
},
|
||||
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|
||||
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|
||||
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|
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|
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|
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bar: { backgroundColor: [
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"rgba(220,220,220,0.8)",
|
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"rgba(151,187,205,0.8)",
|
||||
"rgba(205,151,187,0.8)",
|
||||
"rgba(187,205,151,0.8)"
|
||||
]
|
||||
},
|
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pie: { backgroundColor: [ ["rgba(0,0,0,.8)" , "rgba(220,20,20,.8)", "rgba(20,220,20,.8)", "rgba(220,220,20,.8)", "rgba(20,20,220,.8)"] ]},
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radar: { borderColor: [ "rgba(20,220,220,.8)" , "rgba(220,120,120,.8)", "rgba(20,120,220,.8)" ]},
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||||
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dependencies: [
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||||
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{ src: '../reveal.js-3.6.0/plugin/chart/Chart.min.js'},
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// the plugin
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{ src: '../reveal.js-3.6.0/plugin/chart/csv2chart.js'},
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{ src: '../reveal.js-3.6.0/plugin/svginline/es6-promise.auto.js', async: false },
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|
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|
||||
450
src/teaching/cse-562/2019sp/slide/2019-02-15-Physical.html
Normal file
450
src/teaching/cse-562/2019sp/slide/2019-02-15-Physical.html
Normal file
|
|
@ -0,0 +1,450 @@
|
|||
<!doctype html>
|
||||
<html lang="en">
|
||||
|
||||
<head>
|
||||
<meta charset="utf-8">
|
||||
|
||||
<title>CSE 4/562 - Spring 2018</title>
|
||||
|
||||
<meta name="description" content="CSE 4/562 - Spring 2018">
|
||||
<meta name="author" content="Oliver Kennedy">
|
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<meta name="apple-mobile-web-app-capable" content="yes" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
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<link rel="stylesheet" href="../reveal.js-3.6.0/css/reveal.css">
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<link rel="stylesheet" href="ubodin.css" id="theme">
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<link rel="stylesheet" href="../reveal.js-3.6.0/lib/css/zenburn.css">
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<script>
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var link = document.createElement( 'link' );
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link.rel = 'stylesheet';
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link.type = 'text/css';
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link.href = window.location.search.match( /print-pdf/gi ) ? '../reveal.js-3.6.0/css/print/pdf.css' : '../reveal.js-3.6.0/css/print/paper.css';
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document.getElementsByTagName( 'head' )[0].appendChild( link );
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||||
</script>
|
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|
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<!--[if lt IE 9]>
|
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<script src="../reveal.js-3.6.0/lib/js/html5shiv.js"></script>
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<![endif]-->
|
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</head>
|
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|
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<body>
|
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|
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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">
|
||||
<!-- Any Talk-Specific Header Content Goes Here -->
|
||||
CSE 4/562 - Database Systems
|
||||
</div>
|
||||
|
||||
<div class="slides">
|
||||
|
||||
<section>
|
||||
<h1>SQL &<br/> Physical Layout</h1>
|
||||
<h3>CSE 4/562 – Database Systems</h3>
|
||||
<h5>January 31, 2018</h5>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>SQL</h2>
|
||||
<ul>
|
||||
<li>Developed by IBM (for System R) in the 1970s.</li>
|
||||
<li>Standard used by many vendors.<ul style="font-size: 70%" class="tight">
|
||||
<li>SQL-86 (original standard)</li>
|
||||
<li>SQL-89 (minor revisions; integrity constraints)</li>
|
||||
<li>SQL-92 (major revision; basis for modern SQL)</li>
|
||||
<li>SQL-99 (XML, window queries, generated default values)</li>
|
||||
<li>SQL 2003 (major revisions to XML support)</li>
|
||||
<li>SQL 2008 (minor extensions)</li>
|
||||
<li>SQL 2011 (minor extensions; temporal databases)</li>
|
||||
</li></ul>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>A Basic SQL Query</h3>
|
||||
<svg data-src="graphics/2018-01-31-parts_of_sql.svg" height="400px"/>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="sql">
|
||||
SELECT [DISTINCT] targetlist
|
||||
FROM relationlist
|
||||
WHERE condition
|
||||
</code></pre>
|
||||
<ol>
|
||||
<li class="fragment">Compute the $2^n$ combinations of tuples in all relations appearing in <span style="color: red;">relationlist</span></li>
|
||||
<li class="fragment">Discard tuples that fail the <span style="color: red;">condition</span></li>
|
||||
<li class="fragment">Delete attributes not in <span style="color: red;">targetlist</span></li>
|
||||
<li class="fragment">If <span style="font-family: Courier, fixedwidth;">DISTINCT</span> is specified, eliminate duplicate rows</li>
|
||||
</ol>
|
||||
<p style="font-size: 70%;" class="fragment">
|
||||
This is the least efficient strategy to compute a query!
|
||||
A good optimizer will find <b>more efficient strategies</b> to compute <b>the same answer.</b>
|
||||
</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example Data</h3>
|
||||
<img src="graphics/2018-01-31-Trees.png" height="500px">
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="SQL">SELECT * FROM Trees;</code></pre>
|
||||
|
||||
<p class="fragment" style="font-size: 70%">Wildcards (<code>*</code>, <code>tablename.*</code>) are special targets that select all attributes.</p>
|
||||
|
||||
<div style="width: 800px; overflow-x: scroll; font-size: small; margin-left: auto; margin-right: auto;" class="fragment">
|
||||
<table>
|
||||
<tr><th>CREATED_AT</th><th>TREE_ID</th><th>BLOCK_ID</th><th>THE_GEOM</th><th>TREE_DBH</th><th>STUMP_DIAM</th><th>CURB_LOC</th><th>STATUS</th><th>HEALTH</th><th>SPC_LATIN</th><th>SPC_COMMON</th><th>STEWARD</th><th>GUARDS</th><th>SIDEWALK</th><th>USER_TYPE</th><th>PROBLEMS</th><th>ROOT_STONE</th><th>ROOT_GRATE</th><th>ROOT_OTHER</th><th>TRNK_WIRE</th><th>TRNK_LIGHT</th><th>TRNK_OTHER</th><th>BRNCH_LIGH</th><th>BRNCH_SHOE</th><th>BRNCH_OTHE</th><th>ADDRESS</th><th>ZIPCODE</th><th>ZIP_CITY</th><th>CB_NUM</th><th>BOROCODE</th><th>BORONAME</th><th>CNCLDIST</th><th>ST_ASSEM</th><th>ST_SENATE</th><th>NTA</th><th>NTA_NAME</th><th>BORO_CT</th><th>STATE</th><th>LATITUDE</th><th>LONGITUDE</th><th>X_SP</th><th>Y_SP</th></tr>
|
||||
<tr><td>'08/27/2015'</td><td>180683</td><td>348711</td><td>'POINT (-73.84421521958048 40.723091773924274)'</td><td>3</td><td>0</td><td>'OnCurb'</td><td>'Alive'</td><td>'Fair'</td><td>'Acer rubrum'</td><td>'red maple'</td><td>'None'</td><td>'None'</td><td>'NoDamage'</td><td>'TreesCount Staff'</td><td>'None'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'108-005 70 AVENUE'</td><td>'11375'</td><td>'Forest Hills'</td><td>406</td><td>4</td><td>'Queens'</td><td>29</td><td>28</td><td>16</td><td>'QN17'</td><td>'Forest Hills'</td><td>4073900</td><td>'New York'</td><td>40.72309177</td><td>-73.84421522</td><td>1027431.14821</td><td>202756.768749</td></tr>
|
||||
<tr><td>'09/03/2015'</td><td>200540</td><td>315986</td><td>'POINT (-73.81867945834878 40.79411066708779)'</td><td>21</td><td>0</td><td>'OnCurb'</td><td>'Alive'</td><td>'Fair'</td><td>'Quercus palustris'</td><td>'pin oak'</td><td>'None'</td><td>'None'</td><td>'Damage'</td><td>'TreesCount Staff'</td><td>'Stones'</td><td>'Yes'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'147-074 7 AVENUE'</td><td>'11357'</td><td>'Whitestone'</td><td>407</td><td>4</td><td>'Queens'</td><td>19</td><td>27</td><td>11</td><td>'QN49'</td><td>'Whitestone'</td><td>4097300</td><td>'New York'</td><td>40.79411067</td><td>-73.81867946</td><td>1034455.70109</td><td>228644.837379</td></tr>
|
||||
<tr><td>'09/05/2015'</td><td>204026</td><td>218365</td><td>'POINT (-73.93660770459083 40.717580740099116)'</td><td>3</td><td>0</td><td>'OnCurb'</td><td>'Alive'</td><td>'Good'</td><td>'Gleditsia triacanthos var. inermis'</td><td>'honeylocust'</td><td>'1or2'</td><td>'None'</td><td>'Damage'</td><td>'Volunteer'</td><td>'None'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'390 MORGAN AVENUE'</td><td>'11211'</td><td>'Brooklyn'</td><td>301</td><td>3</td><td>'Brooklyn'</td><td>34</td><td>50</td><td>18</td><td>'BK90'</td><td>'East Williamsburg'</td><td>3044900</td><td>'New York'</td><td>40.71758074</td><td>-73.9366077</td><td>1001822.83131</td><td>200716.891267</td></tr>
|
||||
<tr><td>'09/05/2015'</td><td>204337</td><td>217969</td><td>'POINT (-73.93445615919741 40.713537494833226)'</td><td>10</td><td>0</td><td>'OnCurb'</td><td>'Alive'</td><td>'Good'</td><td>'Gleditsia triacanthos var. inermis'</td><td>'honeylocust'</td><td>'None'</td><td>'None'</td><td>'Damage'</td><td>'Volunteer'</td><td>'Stones'</td><td>'Yes'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'1027 GRAND STREET'</td><td>'11211'</td><td>'Brooklyn'</td><td>301</td><td>3</td><td>'Brooklyn'</td><td>34</td><td>53</td><td>18</td><td>'BK90'</td><td>'East Williamsburg'</td><td>3044900</td><td>'New York'</td><td>40.71353749</td><td>-73.93445616</td><td>1002420.35833</td><td>199244.253136</td></tr>
|
||||
<tr><td>'08/30/2015'</td><td>189565</td><td>223043</td><td>'POINT (-73.97597938483258 40.66677775537875)'</td><td>21</td><td>0</td><td>'OnCurb'</td><td>'Alive'</td><td>'Good'</td><td>'Tilia americana'</td><td>'American linden'</td><td>'None'</td><td>'None'</td><td>'Damage'</td><td>'Volunteer'</td><td>'Stones'</td><td>'Yes'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'No'</td><td>'603 6 STREET'</td><td>'11215'</td><td>'Brooklyn'</td><td>306</td><td>3</td><td>'Brooklyn'</td><td>39</td><td>44</td><td>21</td><td>'BK37'</td><td>'Park Slope-Gowanus'</td><td>3016500</td><td>'New York'</td><td>40.66677776</td><td>-73.97597938</td><td>990913.775046</td><td>182202.425999</td></tr>
|
||||
<tr class="fragment"><td colspan="42" style="text-align: left; font-weight: bold;">... and 683783 more</td></tr>
|
||||
</table>
|
||||
</div>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="sql">
|
||||
SELECT tree_id, spc_common, boroname
|
||||
FROM Trees
|
||||
WHERE boroname = 'Brooklyn'
|
||||
</code></pre>
|
||||
|
||||
<p>In English, what does this query compute?</p>
|
||||
<p style="font-size: smaller;" class="fragment">What is the ID, Commmon Name and Borough of Trees in Brooklyn?</p>
|
||||
|
||||
<table style="font-size: small;" class="fragment">
|
||||
<tr><th>TREE_ID</th><th>SPC_COMMON</th><th>BORONAME</th></tr>
|
||||
<tr><td>204026</td><td>'honeylocust'</td><td>'Brooklyn'</td></tr>
|
||||
<tr><td>204337</td><td>'honeylocust'</td><td>'Brooklyn'</td></tr>
|
||||
<tr><td>189565</td><td>'American linden'</td><td>'Brooklyn'</td></tr>
|
||||
<tr><td>192755</td><td>'London planetree'</td><td>'Brooklyn'</td></tr>
|
||||
<tr><td>189465</td><td>'London planetree'</td><td>'Brooklyn'</td></tr>
|
||||
<tr><td style="font-weight: bold;" colspan="3">... and 177287 more</td></tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="sql">
|
||||
SELECT latitude, longitude
|
||||
FROM Trees, SpeciesInfo
|
||||
WHERE Trees.spc_common = SpeciesInfo.name
|
||||
AND SpeciesInfo.has_unpleasant_smell = 'Yes';
|
||||
</code></pre>
|
||||
|
||||
<p>In English, what does this query compute?</p>
|
||||
<p style="font-size: smaller;" class="fragment">What are the coordinates of Trees with bad smells?</p>
|
||||
|
||||
<table style="font-size: small;" class="fragment">
|
||||
<tr><th>LATITUDE</th><th>LONGITUDE</th></tr>
|
||||
<tr><td>40.59378755</td><td>-73.9915968</td></tr>
|
||||
<tr><td>40.69149917</td><td>-73.97258754</td></tr>
|
||||
<tr><td>40.74829709</td><td>-73.98065645</td></tr>
|
||||
<tr><td>40.68767857</td><td>-73.96764605</td></tr>
|
||||
<tr><td>40.739991</td><td>-73.86526993</td></tr>
|
||||
<tr><td style="font-weight: bold;" colspan="5">... and more</td>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="sql">
|
||||
SELECT Trees.latitude, Trees.longitude
|
||||
FROM Trees, SpeciesInfo
|
||||
WHERE Trees.spc_common = SpeciesInfo.name
|
||||
AND SpeciesInfo.has_unpleasant_smell = 'Yes';
|
||||
</code></pre>
|
||||
|
||||
<p style="font-size: smaller;">... is the same as ...</p>
|
||||
|
||||
<pre><code class="sql">
|
||||
SELECT T.latitude, T.longitude
|
||||
FROM Trees T, SpeciesInfo S
|
||||
WHERE T.spc_common = S.name
|
||||
AND S.has_unpleasant_smell = 'Yes';
|
||||
</code></pre>
|
||||
|
||||
<p style="font-size: smaller;">... is (usually) the same as ...</p>
|
||||
|
||||
<pre><code class="sql">
|
||||
SELECT latitude, longitude
|
||||
FROM Trees, SpeciesInfo
|
||||
WHERE spc_common = name
|
||||
AND has_unpleasant_smell = 'Yes';
|
||||
</code></pre>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Expressions</h2>
|
||||
|
||||
<pre><code class="sql">
|
||||
SELECT tree_id,
|
||||
stump_diam / 2 AS stump_radius,
|
||||
stump_area = 3.14 * stump_diam * stump_diam / 4
|
||||
FROM Trees;
|
||||
</code></pre>
|
||||
|
||||
<p style="font-size: 70%;">
|
||||
Arithmetic expressions can appear in targets or conditions.
|
||||
Use ‘=’ or ‘AS’ to assign names to these attributes.
|
||||
(The behavior of unnamed attributes is unspecified)
|
||||
</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Expressions</h2>
|
||||
|
||||
<pre><code class="sql">
|
||||
SELECT tree_id, spc_common FROM Trees WHERE spc_common LIKE '%maple'
|
||||
</code></pre>
|
||||
<table style="font-size: small;">
|
||||
<tr><th>TREE_ID</th><th>SPC_COMMON</th></tr>
|
||||
<tr><td>180683</td><td>'red maple'</td></tr>
|
||||
<tr><td>204325</td><td>'sycamore maple'</td></tr>
|
||||
<tr><td>205044</td><td>'Amur maple'</td></tr>
|
||||
<tr><td>184031</td><td>'red maple'</td></tr>
|
||||
<tr><td>208974</td><td>'red maple'</td></tr>
|
||||
</table>
|
||||
<p style="font-size: 70%;">SQL uses single quotes for ‘string literals’</p>
|
||||
<p style="font-size: 70%;"><code>LIKE</code> is used for String Matches</p>
|
||||
<p style="font-size: 70%;">‘<code>%</code>’ matches 0 or more characters</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Union</h2>
|
||||
<pre><code class="sql">
|
||||
SELECT tree_id FROM Trees WHERE spc_common = 'red maple'
|
||||
UNION [ALL]
|
||||
SELECT tree_id FROM Trees WHERE spc_common = 'sycamore maple'
|
||||
</code></pre>
|
||||
<p style="font-size: 70%">Computes the <b>set-union</b> of any two <b>union-compatible</b> sets of tuples</p>
|
||||
<p style="font-size: 70%">Adding <code>ALL</code> preserves duplicates across the inputs (<b>bag-union</b>).</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Aggregate Queries</h2>
|
||||
<pre><code class="sql">
|
||||
SELECT [DISTINCT] targetlist
|
||||
FROM relationlist
|
||||
WHERE condition
|
||||
GROUP BY groupinglist
|
||||
HAVING groupcondition
|
||||
</code></pre>
|
||||
<div style="font-size: 70%">
|
||||
<p>The <span color="red">targetlist</span> now contains <b>(a)</b> Grouped attributes, and <b>(b)</b>Aggregate expressions.</p>
|
||||
<p>Targets of type (a) must be a subset of the grouping-list</p>
|
||||
<p style="font-size: 70%">(intuitively each answer tuple corresponds to a single group, and each group must have a single value for each attribute)</p>
|
||||
<p style="margin-top: 20px"><span color="red">groupcondition</span> is applied <i>after</i> aggregation and may contain aggregate expressions.</p>
|
||||
</div>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Aggregate Queries</h2>
|
||||
<pre><code class="sql">
|
||||
SELECT spc_common, count(*) FROM Trees GROUP BY spc_common
|
||||
</code></pre>
|
||||
<table style="font-size: small;">
|
||||
<tr><th>SPC_COMMON </th><th>COUNT</th></tr>
|
||||
<tr><td>''Schubert' chokecherry' </td><td>4888</td></tr>
|
||||
<tr><td>'American beech' </td><td>273</td></tr>
|
||||
<tr><td>'American elm' </td><td>7975</td></tr>
|
||||
<tr><td>'American hophornbeam' </td><td>1081</td></tr>
|
||||
<tr><td>'American hornbeam' </td><td>1517</td></tr>
|
||||
<tr><td colspan="2" style="font-weight: bold;">... and more</td>
|
||||
</table>
|
||||
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>Physical Layout</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="python">
|
||||
from re import split;
|
||||
|
||||
with open('Trees.csv', 'r') as f:
|
||||
for line in f:
|
||||
fields = split(",", line);
|
||||
if(fields[30] == 'Brooklyn'):
|
||||
print(fields[0]);
|
||||
</code></pre>
|
||||
<aside class="notes">
|
||||
Problems:
|
||||
(1) Expensive: Full scan over the data + split expensive
|
||||
(2) 'split' sensitive to formatting bugs
|
||||
(3) Hardcoded Schema (e.g, 30 = BORONAME, 0 = TREE_ID)
|
||||
(4) No type information (e.g., fields[5] / 2 for STUMP_DIAM)
|
||||
</aside>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Record Layouts</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Layout 1: Fixed</h3>
|
||||
<svg data-src="graphics/2018-01-31-record-fixed.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Layout 2: Delimiters</h3>
|
||||
<svg data-src="graphics/2018-01-31-record-separator.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Layout 2: Headers</h3>
|
||||
<svg data-src="graphics/2018-01-31-record-header.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Formats</h3>
|
||||
<dl>
|
||||
<dt>Fixed</dt>
|
||||
<dd>Constant-size fields. Field $i$ at byte $\sum_{j < i} |Field_j|$</dd>
|
||||
<dt>Delimited</dt>
|
||||
<dd>Special character or string (e.g., <code>,</code>) between fields</dd>
|
||||
<dt>Header</dt>
|
||||
<dd>Fixed-size header points to start of each field</dd>
|
||||
<dt> </dt>
|
||||
<dd> </dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>File Formats</h3>
|
||||
<dl>
|
||||
<dt>Fixed</dt>
|
||||
<dd>Constant-size records. Record $i$ at byte $|Record| \times i$</dd>
|
||||
<dt>Delimited</dt>
|
||||
<dd>Special character or string (e.g., <code>\r\n</code>) at record end</dd>
|
||||
<dt>Header</dt>
|
||||
<dd>Index in file points to start of each record</dd>
|
||||
<dt class="fragment" data-fragment-index="1">Paged</dt>
|
||||
<dd class="fragment" data-fragment-index="1">Align records to paging boundaries</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2018-01-31-mem_hierarchy.png">
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2018-01-31-mem_bulk_loading.svg" class="stretch"/>
|
||||
<imagecredits>openclipart.org</imagecredits>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<dl>
|
||||
<dt>File</dt>
|
||||
<dd>A collection of pages (or records)</dd>
|
||||
<dt>Page</dt>
|
||||
<dd>A fixed-size collection of records</dd>
|
||||
<dd style="font-size: smaller;">Page size is usually dictated by hardware.<br/>Mem Page $\approx$ 4KB Cache Line $\approx$ 64B</dd>
|
||||
<dt>Record</dt>
|
||||
<dd>One or more fields (for now)</dd>
|
||||
<dt>Field</dt>
|
||||
<dd>A primitive value (for now)</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2018-01-29-db_as_mediator.svg" class="stretch"/>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="python">
|
||||
with db_open('Trees') as data:
|
||||
for record in data:
|
||||
if(record['BORONAME'] == 'Brooklyn'):
|
||||
print(record['TREE_ID']);
|
||||
</code></pre>
|
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After Width: | Height: | Size: 12 KiB |
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Reference in a new issue