Slides for the week
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@ -202,7 +202,7 @@ case class AttributeReference(
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That all being said, here are unresolved nodes you can expect to encounter:
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</p>
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<h5>LogicalPlan</h5>
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<h4>LogicalPlan</h4>
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<pre>
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case class UnresolvedRelation(
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nameElements: Seq[String],
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@ -224,7 +224,7 @@ case class ____(____)
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Note that AttributeSet is a subclass of Seq[Attribute]. In general, the output field should be given as a sequence of AttributeReferences (see above).
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</p>
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<h5>Expression</h5>
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<h4>Expression</h4>
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<pre>
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case class UnresolvedStar(target: Option[Seq[String]])
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</pre>
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@ -14,26 +14,31 @@ schedule:
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- date: "Feb. 9"
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topic: "Relational Algebra + Spark"
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materials:
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lecture: https://youtu.be/xnJNTTirgoY
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slides: slide/2021-02-09-RA-Basics-and-Spark.html
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- date: "Feb. 11"
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topic: "Relational Algebra Equivalence Rules"
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materials:
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lecture: https://youtu.be/IJLLCB6tdCk
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slides: slide/2021-02-11-RA-Equivs.html
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- date: "Feb. 16"
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topic: "Algorithms, Checkpoint 1"
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due: "Checkpoint 0"
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materials:
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checkpoint1: "checkpoint1.html"
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slides: slide/2021-02-16-Checkpoint1.html
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- date: "Feb. 18"
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topic: "Extended Relational Algebra"
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topic: "Relational Algebra Algorithms"
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materials:
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slides: slide/2021-02-18-QueryAlgorithms.html
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- date: "Feb. 23"
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topic: "Physical Data Layout"
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topic: "Extended Relational Algebra"
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- date: "Feb. 25"
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topic: "Indexes: Tree-Based"
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topic: "Physical Data Layout"
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- date: "Mar. 2"
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topic: "Indexes: Hash, View-Based"
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topic: "Indexes: Tree-Based, Hash"
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- date: "Mar. 4"
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topic: "Indexes: Modern"
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topic: "Indexes: View-Based, Modern"
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- date: "Mar. 9"
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topic: "Spark's Optimizer + Checkpoint 2"
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due: "Checkpoint 1"
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785
src/teaching/cse-562/2021sp/slide/2021-02-16-Checkpoint1.erb
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785
src/teaching/cse-562/2021sp/slide/2021-02-16-Checkpoint1.erb
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@ -0,0 +1,785 @@
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---
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template: templates/cse4562_2021_slides.erb
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title: "Checkpoint 1"
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date: February 16, 2021
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textbook: "Ch. 16.1"
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---
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<!-- 2018 by OK
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It might be useful to demystify Eval a bit. Show a snippet of the instanceof if/else chain to make it clearer what exactly Eval does.
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It might also be useful to cover:
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- Typechecking
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- Schema Generation for RA Trees
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2021 by OK:
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- All three of the above go away with the switch to Spark, but the corresponding bits should now highlighted.
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-->
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<section>
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<section>
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<h2>Checkpoint 1</h2>
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<svg width="900px" height="320px">
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<image x="0" y="0" xlink:href="graphics/Clipart/Window.png" width="900px" height="24px" />
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<rect x="0" y="24" fill="black" width="900px" height="296px" />
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<g transform="translate(0,44)">
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<text x="5" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">sif$</text>
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<g class="fragment">
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<text x="50" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">scalac -cp build:Catalyzer.jar -jar submission.jar {all .java files}</text>
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<text x="5" y="20" font-size="12pt" font-family="Courier" fill="#00ff00" class="fragment">sif$</text>
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</g>
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</g>
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<g transform="translate(0,64)" class="fragment">
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<text x="50" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">ls data/</text>
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<text x="5" y="20" font-size="12pt" font-family="Courier" fill="#00ff00">R.data S.data T.data</text>
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<text x="5" y="40" font-size="12pt" font-family="Courier" fill="#00ff00">sif$</text>
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</g>
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<g transform="translate(0,104)" class="fragment">
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<text x="50" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">head -n 2 data/R.data</text>
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<text x="5" y="20" font-size="12pt" font-family="Courier" fill="#00ff00">1|3|5</text>
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<text x="5" y="40" font-size="12pt" font-family="Courier" fill="#00ff00">2|9|1</text>
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<text x="5" y="60" font-size="12pt" font-family="Courier" fill="#00ff00">sif$</text>
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</g>
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<g transform="translate(0,164)" class="fragment">
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<text x="50" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">scala -cp submission.jar:Catalyzer.jar microbase.Microbase</text>
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</g>
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<g transform="translate(0, 184)" class="fragment">
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<text x="5" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">$></text>
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</g>
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<g transform="translate(0, 204)" class="fragment">
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<text x="5" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">CREATE TABLE R(A int, B int, C int);</text>
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<text x="5" y="20" font-size="12pt" font-family="Courier" fill="#00ff00">$></text>
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</g>
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<g transform="translate(0, 244)" class="fragment">
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<text x="5" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">SELECT A, C FROM R WHERE B < 5;</text>
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</g>
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<g transform="translate(0, 264)" class="fragment">
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<text x="5" y="0" font-size="12pt" font-family="Courier" fill="#00ff00">1|5</text>
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<text x="5" y="20" font-size="12pt" font-family="Courier" fill="#00ff00">...</text>
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<text x="5" y="40" font-size="12pt" font-family="Courier" fill="#00ff00">$></text>
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</g>
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</svg>
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</section>
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<section>
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<h2>Checkpoint 1</h2>
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<ul style="font-size: 90%">
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<li>Your code is compiled just the same as in Checkpoint 0.</li>
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<li class="fragment">Print a prompt '$>' at the start and after each command.</li>
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<li class="fragment">Read one command per line.</li>
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<li class="fragment"><tt>CREATE TABLE</tt> statements tell you the schema of each table.</li>
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<li class="fragment">Data lives in a '|'-separated file in 'data/[tablename].data'</li>
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<li class="fragment">Print query results '|'-separated</li>
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</ul>
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</section>
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<section>
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<h2>Setup</h2>
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Add this to your <b>build.sbt</b> (modify as appropriate for your IDE)
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<pre><code class="scala">
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resolvers += "MimirDB" at "https://maven.mimirdb.info/"
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libraryDependencies += "edu.buffalo.cse.odin" %% "catalyzer" % "3.0"
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</code></pre>
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<p><b>Docs</b>: <a href="https://doc.odin.cse.buffalo.edu/catalyzer/">https://doc.odin.cse.buffalo.edu/catalyzer/</a></p>
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<p><b>Code</b>: <a href="https://gitlab.odin.cse.buffalo.edu/okennedy/catalyzer">https://gitlab.odin.cse.buffalo.edu/okennedy/catalyzer</a></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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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">→ SQL</text>
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</g>
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</svg>
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<pre><code class="sql">CREATE TABLE PLAYERS(
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ID string,
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FIRSTNAME string,
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LASTNAME string,
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FIRSTSEASON int,
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LASTSEASON int,
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WEIGHT int,
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BIRTHDATE date
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);
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SELECT FIRSTNAME, LASTNAME, WEIGHT, BIRTHDATE
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FROM PLAYERS WHERE WEIGHT>200;</code></pre>
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</section>
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<section>
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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt" fill="red">→ SQL</text>
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</g>
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</svg>
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<pre><code class="scala">
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import org.apache.spark.sql.execution.SparkSqlParser
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import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
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...
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def parseSql(sql: String): LogicalPlan =
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new SparkSqlParser().parsePlan(sql)
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...
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</code></pre>
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</section>
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<section>
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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">→ SQL</text>
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<text x="95" y="38" font-size="12pt" class="fragment">→ ?</text>
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</g>
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</svg>
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<pre><code class="scala">
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...
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plan match {
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case c:CreateTableStatement =>
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/* do something with c.name, c.tableSchema */
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case _ =>
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/* Interpret plan like a query */
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}
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...
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</code></pre>
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</section>
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<section>
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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">→ SQL</text>
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<g transform="translate(115,0)">
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<text font-size="18pt" transform="translate(-15,25)rotate(-45)">→</text>
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<text x="0" y="0" font-size="14pt" font-family="Courier">CREATE TABLE</text>
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</g>
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<g transform="translate(115,75)" fill="grey">
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<text font-size="18pt" transform="translate(-27,-25)rotate(45)">→</text>
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<text x="0" y="0" font-size="14pt" font-family="Courier">SELECT</text>
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</g>
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</g>
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</svg>
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<pre><code class="sql">CREATE TABLE PLAYERS(
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ID string,
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FIRSTNAME string,
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LASTNAME string,
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FIRSTSEASON int,
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LASTSEASON int,
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WEIGHT int,
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BIRTHDATE date
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);</code></pre>
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↓
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<p style="font-size: 20pt" class="fragment">There is a table named "PLAYERS"...
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<ul style="font-size: 18pt">
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<li class="fragment" style="margin: 10px;">... with 7 attributes</li>
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<li class="fragment" style="margin: 10px;">... who's attributes have the given types</li>
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<li class="fragment" style="margin: 10px;">... with data in the file "data/PLAYERS.data"</li>
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</ul>
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</p>
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</section>
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<section>
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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">→ SQL</text>
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<g transform="translate(115,-20)">
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<text font-size="18pt" transform="translate(-15,45)rotate(-45)">→</text>
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<text x="0" y="20" font-size="14pt" font-family="Courier">CREATE TABLE</text>
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<g transform="translate(170,0)">
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<text font-size="18pt" transform="translate(-27,23)">→</text>
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<image x="0" y="0" xlink:href="graphics/Clipart/DB.png" width="48px" height="50px" />
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<rect x="-18" y="25" width="80" height="20" fill="white" opacity="0.7" />
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<text font-size="12pt" transform="translate(-28,40)">Saved Schema</text>
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</g>
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<g transform="translate(400, 0)" class="fragment">
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<image x="0" y="0" xlink:href="graphics/Clipart/File.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">.data</text>
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</g>
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</g>
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<g transform="translate(115,75)" fill="grey">
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<text font-size="18pt" transform="translate(-27,-25)rotate(45)">→</text>
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<text x="0" y="0" font-size="14pt" font-family="Courier">SELECT</text>
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</g>
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</g>
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</svg>
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<pre class="fragment">
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ABDELAL01|Alaa|Abdelnaby|1990|1994|240|1968-06-24
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ABDULKA01|Kareem|Abdul-jabbar|1969|1988|225|1947-04-16
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ABDULMA01|Mahmo|Abdul-rauf|1990|2000|162|1969-03-09
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ABDULTA01|Tariq|Abdul-wahad|1997|2002|223|1974-11-03
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ABDURSH01|Shareef|Abdur-rahim|1996|2007|225|1976-12-11
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ABERNTO01|Tom|Abernethy|1976|1980|220|1954-05-06
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ABRAMJO01|John|Abramovic|1946|1947|195|1919-02-09
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ACKERAL01|Alex|Acker|2005|2008|185|1983-01-21
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ACKERDO01|Donald|Ackerman|1953|1953|183|1930-09-04
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ACRESMA01|Mark|Acres|1987|1992|220|1962-11-15
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ACTONCH01|Charles|Acton|1967|1967|210|1942-01-11
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... </pre>
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</section>
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<section>
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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">→ SQL</text>
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<g transform="translate(115,-20)" fill="grey">
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<text font-size="18pt" transform="translate(-15,45)rotate(-45)">→</text>
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<text x="0" y="20" font-size="14pt" font-family="Courier">CREATE TABLE</text>
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<g transform="translate(170,0)">
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<text font-size="18pt" transform="translate(-27,23)">→</text>
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<image x="0" y="0" xlink:href="graphics/Clipart/DB.png" width="48px" height="50px" />
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<rect x="-18" y="25" width="80" height="20" fill="white" opacity="0.7" />
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<text font-size="12pt" transform="translate(-28,40)">Saved Schema</text>
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</g>
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<g transform="translate(400, 0)" fill="black">
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<image x="0" y="0" xlink:href="graphics/Clipart/File.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">.data</text>
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<g transform="translate(30,50)">
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<polyline points="0,0 0,40" stroke="black" stroke-width="1.5"/>
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</g>
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</g>
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</g>
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<g transform="translate(115,75)">
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<text font-size="18pt" transform="translate(-27,-25)rotate(45)">→</text>
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<text x="0" y="0" font-size="14pt" font-family="Courier">SELECT</text>
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<g transform="translate(70,-6)">
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<polyline points="0,0 450,0" stroke="black" stroke-width="1.5"/>
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<g transform="translate(440,0)">
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<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
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</g>
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<g transform="translate(455,0)">
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<text x="0" y="6" font-size="14pt">Results</text>
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</g>
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</g>
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</g>
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</g>
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</svg>
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<h3>Example Queries</h3>
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<ol>
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<li style="font-size: 20pt">SELECT A, B, ... FROM R <b>(Project)</b></li>
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<li style="font-size: 20pt">SELECT A, B, ... FROM R WHERE ... <b>(Project+Filter)</b></li>
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<li style="font-size: 20pt">SELECT A+B AS C, ... FROM R <b>(Map)</b></li>
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<li style="font-size: 20pt">SELECT A+B AS C, ... FROM R WHERE ... <b>(Map+Filter)</b></li>
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<li class="fragment highlight-grey" data-fragment-index="1" style="font-size: 20pt">SELECT SUM(A+B) AS C, ... FROM R <b>(Aggregate)</b></li>
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<li class="fragment highlight-grey" data-fragment-index="1" style="font-size: 20pt">SELECT SUM(A+B) AS C, ... FROM R WHERE ... <b>(Aggregate+Filter)</b></li>
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</ol>
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</section>
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<section>
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<svg width="800" height="100">
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<g transform="translate(0,20)">
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<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">→ SQL</text>
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<g transform="translate(115,-20)" fill="grey">
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<text font-size="18pt" transform="translate(-15,45)rotate(-45)">→</text>
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<text x="0" y="20" font-size="14pt" font-family="Courier">CREATE TABLE</text>
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<g transform="translate(170,0)">
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<text font-size="18pt" transform="translate(-27,23)">→</text>
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<image x="0" y="0" xlink:href="graphics/Clipart/DB.png" width="48px" height="50px" />
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<rect x="-18" y="25" width="80" height="20" fill="white" opacity="0.7" />
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<text font-size="12pt" transform="translate(-28,40)">Saved Schema</text>
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</g>
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<g transform="translate(400, 0)" fill="black">
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<image x="0" y="0" xlink:href="graphics/Clipart/File.png" width="50px" height="50px" />
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<text x="45" y="38" font-size="12pt">.data</text>
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<g transform="translate(30,50)">
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<polyline points="0,0 0,40" stroke="black" stroke-width="1.5"/>
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</g>
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</g>
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</g>
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<g transform="translate(115,75)">
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<text font-size="18pt" transform="translate(-27,-25)rotate(45)">→</text>
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<text x="0" y="0" font-size="14pt" font-family="Courier">SELECT</text>
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<g transform="translate(70,-6)">
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<polyline points="0,0 450,0" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(440,0)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
<g transform="translate(455,0)">
|
||||
<text x="0" y="6" font-size="14pt">Results</text>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</svg>
|
||||
|
||||
<h4>Spark's Workflow</h4>
|
||||
|
||||
<ol style="font-size: 80%">
|
||||
<li>Analysis</li>
|
||||
<li class="fragment highlight-grey" data-fragment-index="1">Optimization</li>
|
||||
<li class="fragment highlight-grey" data-fragment-index="1">Physical Planning</li>
|
||||
<li>Code Generation</li>
|
||||
<li>Execution</li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg width="800" height="100">
|
||||
<g transform="translate(0,20)">
|
||||
<image x="0" y="0" xlink:href="graphics/Clipart/Server.png" width="50px" height="50px" />
|
||||
<text x="45" y="38" font-size="12pt">→ SQL</text>
|
||||
<g transform="translate(115,-20)" fill="grey">
|
||||
<text font-size="18pt" transform="translate(-15,45)rotate(-45)">→</text>
|
||||
<text x="0" y="20" font-size="14pt" font-family="Courier">CREATE TABLE</text>
|
||||
<g transform="translate(170,0)">
|
||||
<text font-size="18pt" transform="translate(-27,23)">→</text>
|
||||
<image x="0" y="0" xlink:href="graphics/Clipart/DB.png" width="48px" height="50px" />
|
||||
<rect x="-18" y="25" width="80" height="20" fill="white" opacity="0.7" />
|
||||
<text font-size="12pt" transform="translate(-28,40)">Saved Schema</text>
|
||||
</g>
|
||||
<g transform="translate(400, 0)" fill="black">
|
||||
<image x="0" y="0" xlink:href="graphics/Clipart/File.png" width="50px" height="50px" />
|
||||
<text x="45" y="38" font-size="12pt">.data</text>
|
||||
</g>
|
||||
</g>
|
||||
<g transform="translate(115,75)">
|
||||
<text font-size="18pt" transform="translate(-27,-25)rotate(45)">→</text>
|
||||
<text x="0" y="0" font-size="14pt" font-family="Courier">SELECT</text>
|
||||
<g transform="translate(70,-6)">
|
||||
<polyline points="0,0 30,0" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(20,0)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
<g transform="translate(35,0)" class="fragment">
|
||||
<text x="0" y="6" font-size="14pt" fill="red">LogicalPlan</text>
|
||||
<g transform="translate(95,0)">
|
||||
<polyline points="0,0 30,0" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(20,0)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
<g transform="translate(35,0)" class="fragment">
|
||||
<g transform="translate(-30,-40) rotate(45)">
|
||||
<polyline points="0,0 40,0" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(30,0)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
</g>
|
||||
<text x="0" y="6" font-size="14pt" fill="red">Analyzed Plan</text>
|
||||
<g transform="translate(120,0)" class="fragment">
|
||||
<polyline points="0,0 30,0" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(20,0)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
<g transform="translate(35,0)">
|
||||
<text x="0" y="6" font-size="14pt" fill="red">Iterators</text>
|
||||
<g transform="translate(32,-40)">
|
||||
<polyline points="0,0 0,25" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(0,15) rotate(90)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
</g>
|
||||
<g transform="translate(75,0)" class="fragment">
|
||||
<polyline points="0,0 50,0" stroke="black" stroke-width="1.5"/>
|
||||
<g transform="translate(40,0)">
|
||||
<polyline points="0,0 10,0 0,3 0,-3 10,0" stroke="black" stroke-width="1.5"/>
|
||||
</g>
|
||||
<g transform="translate(55,0)">
|
||||
<text x="0" y="6" font-size="14pt">Results</text>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</svg>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Analysis</h3>
|
||||
|
||||
<dl>
|
||||
<div class="fragment">
|
||||
<dt>Resolution</dt>
|
||||
<dd>
|
||||
<ul>
|
||||
<li>Replace placeholder values from parsing.</li>
|
||||
<li>"Wire up" attributes between operators.</li>
|
||||
</ul>
|
||||
</dd>
|
||||
</div>
|
||||
<div class="fragment">
|
||||
<dt>Validation</dt>
|
||||
<dd>
|
||||
<ul>
|
||||
<li>Ensure all of the types line up.</li>
|
||||
</ul>
|
||||
</dd>
|
||||
</div>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Placeholders</h3>
|
||||
|
||||
<pre><code class="scala">
|
||||
case class UnresolvedRelation(
|
||||
nameElements: Seq[String],
|
||||
options: CaseInsensitiveStringMap,
|
||||
isStreaming: Boolean
|
||||
)
|
||||
</code></pre>
|
||||
<p><b>Separation of concerns:</b> The parser doesn't know what tables have been defined.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Try It</h3>
|
||||
<pre><code class="scala">
|
||||
println(
|
||||
parser.parsePlan("SELECT * FROM R").treeString
|
||||
)
|
||||
</code></pre>
|
||||
↓
|
||||
<pre><code>
|
||||
'Project [*]
|
||||
+- 'UnresolvedRelation [R], [], false
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="scala">
|
||||
Project(Seq(UnresolvedStar(None)),
|
||||
UnresolvedRelation(Seq("R"), CaseInsensitiveStringMap.empty, false)
|
||||
)
|
||||
</code></pre>
|
||||
|
||||
<p class="fragment">The interesting thing here is the <tt>nameElements</tt> field<br/>(<tt>Seq("R")</tt> above)</p>
|
||||
|
||||
<p class="fragment">This is a sequence to handle multipart names<br/>(e.g., <tt>source.table</tt>→ <tt>Seq("source", "table")</tt>)</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Replacing Placeholders</h3>
|
||||
<pre><code class="scala">
|
||||
import org.apache.spark.sql.catalyst.analysis.UnresolvedRelation
|
||||
...
|
||||
plan.transform {
|
||||
case UnresolvedRelation(nameElements, _, _) => ???
|
||||
}
|
||||
</code></pre>
|
||||
|
||||
<p class="fragment">By the way, <tt>???</tt> is valid Scala.<br/>It means "I haven't implemented this yet".</p>
|
||||
|
||||
<p class="fragment">So what goes there?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Suggested Approach</h3>
|
||||
<pre><code class="scala">
|
||||
import org.apache.spark.sql.catalyst.plans.logical.LeafNode
|
||||
import org.apache.spark.sql.catalyst.expressions.AttributeSequence
|
||||
|
||||
class Table( /* parameters */ ) extends LeafNode
|
||||
{
|
||||
def output: AttributeSequence = ???
|
||||
}
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Expressions</h3>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p style="font-size: 70%"><tt>org.apache.spark.sql.catalyst.analysis.UnresolvedStar</tt></p>
|
||||
<p>↓</p>
|
||||
<p><tt>Seq(AttributeReference)</tt></p>
|
||||
|
||||
<p style="font-size: 70%; margin-top: 40px"><tt>org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute</tt></p>
|
||||
<p>↓</p>
|
||||
<p><tt>AttributeReference</tt></p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="scala">
|
||||
case class AttributeReference(
|
||||
name: String,
|
||||
dataType: DataType,
|
||||
nullable: Boolean = true,
|
||||
override val metadata: Metadata = Metadata.empty
|
||||
)(
|
||||
val exprId: ExprId = NamedExpression.newExprId,
|
||||
val qualifier: Seq[String] = Seq.empty[String]
|
||||
) extends Attribute with Unevaluable { ... }
|
||||
</code></pre>
|
||||
|
||||
<p style="font-size: 80%"><b>Simple Constructor: </b> <tt>AttributeReference(name, dt)()</tt></p>
|
||||
<p class="fragment" style="font-size: 80%"><b>ExprId Constructor: </b> <tt>AttributeReference(name, dt)(id)</tt></p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>exprId</h3>
|
||||
|
||||
<pre><code class="scala">
|
||||
AttributeReference("a", IntType)().equals(
|
||||
AttributeReference("a", IntType)())
|
||||
</code></pre>
|
||||
|
||||
<p class="fragment">returns <b>false</b></p>
|
||||
|
||||
<p class="fragment">Spark uses exprId equivalence to check whether two attributes are the same.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>exprId</h3>
|
||||
|
||||
<pre><code class="scala">
|
||||
val id = NamedExpression.newExprId
|
||||
AttributeReference("a", IntType)(id).equals(
|
||||
AttributeReference("a", IntType)(id))
|
||||
</code></pre>
|
||||
|
||||
<p>returns <b>true</b></p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>qualifiers</h3>
|
||||
|
||||
<pre><code class="scala">
|
||||
AttributeReference("foo", IntType)(
|
||||
qualifier = Seq("bar")
|
||||
)
|
||||
</code></pre>
|
||||
|
||||
<p>represents <tt>bar.foo</tt></p>
|
||||
|
||||
<p class="fragment">You don't need to use this, but Spark already uses it, and it helps during analysis.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Why Do Analysis?</h3>
|
||||
|
||||
<ul>
|
||||
<li>Makes <tt>output</tt> work automagically on all existing <tt>LogicalPlan</tt> nodes.</li>
|
||||
<li>Makes <tt>dataType</tt> work automagically on all existing <tt>Expression</tt> nodes.</li>
|
||||
<li>Makes it easier to support <tt>eval</tt> on all existing <tt>Expression</tt> nodes.</li>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Evaluating Expressions</h3>
|
||||
|
||||
<pre><code class="scala">
|
||||
import org.apache.spark.sql.catalyst.InternalRow
|
||||
...
|
||||
def eval(input: InternalRow): Any = ???
|
||||
</code></pre>
|
||||
|
||||
<p><b>Input: </b> An InternalRow</p>
|
||||
<p><b>Output: </b> The result of evaluating the expression</p>
|
||||
|
||||
<p class="fragment"><tt>eval</tt> is implemented for <b>most</b> existing Spark <tt>Expression</tt> nodes.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="scala">
|
||||
case class AttributeReference(
|
||||
name: String,
|
||||
dataType: DataType,
|
||||
nullable: Boolean = true,
|
||||
override val metadata: Metadata = Metadata.empty
|
||||
)(
|
||||
val exprId: ExprId = NamedExpression.newExprId,
|
||||
val qualifier: Seq[String] = Seq.empty[String]
|
||||
) extends Attribute with Unevaluable { ... }
|
||||
</code></pre>
|
||||
|
||||
<p><tt>Unevaluable</tt>, huh?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="scala">
|
||||
abstract class InternalRow extends SpecializedGetters with Serializable {
|
||||
boolean getBoolean(int ordinal);
|
||||
byte getByte(int ordinal);
|
||||
short getShort(int ordinal);
|
||||
int getInt(int ordinal);
|
||||
long getLong(int ordinal);
|
||||
float getFloat(int ordinal);
|
||||
double getDouble(int ordinal);
|
||||
...
|
||||
}
|
||||
</code></pre>
|
||||
<p><tt>InternalRow</tt> is basically just an <tt>Array[Any]</tt></p>
|
||||
<p class="fragment"><tt>AttributeReference</tt> doesn't know which position the attribute will be at.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Suggested Approach</h3>
|
||||
|
||||
<p>Make your own RowLookup subclass of <tt>Expression</tt></p>
|
||||
|
||||
<p class="fragment">Why not use this class instead of <tt>AttributeReference</tt> in the first place?</p>
|
||||
|
||||
<p class="fragment">Once we start optimizing, optimization rules (e.g., Projection Pushdown) can change an attribute's position.</p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Evaluating LogicalPlan nodes</h3>
|
||||
|
||||
<p>Separation of concerns: Look at each <tt>LogicalPlan</tt> node individually.</p>
|
||||
|
||||
<p class="fragment">Naive approach: Compute the full result.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code class="scala">
|
||||
def eval(plan: LogicalPlan): Seq[InternalRow] =
|
||||
plan match {
|
||||
case Project(targets, child) =>
|
||||
evalProject(targets, eval(child))
|
||||
case Filter(condition, child) =>
|
||||
evalFilter(targets, eval(child))
|
||||
...
|
||||
}
|
||||
|
||||
def evalProject(targets: Seq[Expression],
|
||||
table: Seq[InternalRow]): Seq[InternalRow] = ???
|
||||
def evalFilter(condition: Expression,
|
||||
table: Seq[InternalRow]): Seq[InternalRow] = ???
|
||||
...
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Basic Mindset</h3>
|
||||
<img src="graphics/2021-02-16-RA-Tree.svg" style="display: inline-block; vertical-align: middle;" />
|
||||
<pre style="display: inline-block; vertical-align: middle; margin-left: 20px; width:550px;"><code class="scala">
|
||||
r = readCSVFile("R")
|
||||
|
||||
s = readCSVFile("S")
|
||||
|
||||
temp1 = evalCrossProduct(r, s)
|
||||
|
||||
temp2 = evalFilter({R.B=S.B AND S.C=10},
|
||||
temp1)
|
||||
|
||||
result = evalProject(Seq( {R.A} ),
|
||||
temp2)
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Select</h3>
|
||||
|
||||
<p class="fragment" style="display: inline-block; vertical-align: middle; margin-right: 100px">
|
||||
$$\sigma_{A \neq 3} R$$
|
||||
</p>
|
||||
<table style="display: inline-block; vertical-align: middle;">
|
||||
<tr><th>A</th><th>B</th></tr>
|
||||
<tr><td>1</td><td>2</td></tr>
|
||||
<tr class="fragment highlight-grey"><td>3</td><td>4</td></tr>
|
||||
<tr><td>5</td><td>6</td></tr>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Select</h3>
|
||||
|
||||
<pre><code class="python">
|
||||
def evalFilter(condition: Expression, input: Seq[InternalRow]) =
|
||||
input.filter { row =>
|
||||
condition.eval(row).asInstanceOf[Boolean]
|
||||
}
|
||||
</code></pre>
|
||||
<p class="fragment">(All-At-Once)</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Problem:</b> A "table" can get very very big.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Better Idea: Iterators</h2>
|
||||
<dl>
|
||||
<dt>hasNext()</dt>
|
||||
<dd>Returns true if there are more rows to return</dd>
|
||||
<dt>next()</dt>
|
||||
<dd>Returns the next row</dd>
|
||||
<dt>reset()</dt>
|
||||
<dd>Resets the iterator back to the first row</dd>
|
||||
</dl>
|
||||
<p>All "functions" can be implemented as iterators that use constant space</p>
|
||||
</section>
|
||||
<section>
|
||||
<h3>Select</h3>
|
||||
|
||||
<p style="display: inline-block; vertical-align: middle; margin-right: 100px">
|
||||
$$\sigma_{A \neq 3} R$$
|
||||
</p>
|
||||
<table style="display: inline-block; vertical-align: middle; font-size: 80%">
|
||||
<tr><th>A</th><th>B</th><td></td></tr>
|
||||
<tr class="fragment"><td colspan="2"><code>getNext()</code></td><td style="text-align: left"><code>for row in input:</code></td></tr>
|
||||
<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>
|
||||
<tr class="fragment"><td colspan="2"><code>getNext()</code></td><td style="text-align: left"><code>for row in input:</code></td></tr>
|
||||
<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>
|
||||
<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>
|
||||
<tr class="fragment"><td colspan="2"><code>getNext()</code></td><td style="text-align: left"><code>for row in input:</code></td></tr>
|
||||
<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>
|
||||
</table>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Hint</b>: Scala makes working with iterators <u>very</u> easy</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Joins</h3>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example: Join (Naive)</h3>
|
||||
<pre><code class="python">
|
||||
for r in R:
|
||||
for s in S:
|
||||
emit(merge(r, s))
|
||||
</code></pre>
|
||||
|
||||
<p class="fragment">Project challenge: Implement this as an iterator</p>
|
||||
</section>
|
||||
<section>
|
||||
<h3>'|'-separated Value File Suggestions</h3>
|
||||
<ul>
|
||||
<li>Use Scala's <tt>scala.io.Source</tt>'s <tt>lineIterator()</tt> method</li>
|
||||
<li>Use <tt>String</tt>'s <tt>split()</tt> to separate fields.</li>
|
||||
<li>Parse everything upfront</li>
|
||||
<li>Iterate over <tt>InternalRow</tt></li>
|
||||
<li>Use <tt>InternalRow.fromSeq</tt> to create rows.</li>
|
||||
<li>For Codd's sake, don't store entire tables in memory</li>
|
||||
</ul>
|
||||
</section>
|
||||
<section>
|
||||
<table>
|
||||
<tr><th>SQL Type</th><th>Spark type</th><th>Scala Type</th></tr>
|
||||
<tr><td>string</td><td>StringType</td><td>UTF8String</td></tr>
|
||||
<tr><td>int</td><td>IntType</td><td>Integer</td></tr>
|
||||
<tr><td>float</td><td>FloatType</td><td>Float</td></tr>
|
||||
<tr><td>decimal</td><td>DoubleType</td><td>Double</td></tr>
|
||||
<tr><td>date</td><td>DateType</td><td>java.time.Date</td></tr>
|
||||
</table>
|
||||
<p class="fragment">it's <tt>org.apache.spark.unsafe.types.UTF8String</tt></p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h1>Questions?</h1>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Next time...</h3>
|
||||
|
||||
<p>Algorithms for Basic RA</p>
|
||||
</section>
|
||||
|
||||
489
src/teaching/cse-562/2021sp/slide/2021-02-18-QueryAlgorithms.erb
Normal file
489
src/teaching/cse-562/2021sp/slide/2021-02-18-QueryAlgorithms.erb
Normal file
|
|
@ -0,0 +1,489 @@
|
|||
---
|
||||
template: templates/cse4562_2021_slides.erb
|
||||
title: "Algorithms for Queries"
|
||||
date: February 18, 2021
|
||||
textbook: "Ch. 15.1-15.5, 16.7"
|
||||
---
|
||||
|
||||
<!-- 2019 by OK:
|
||||
The discussion of accounting needs to be augmented a little bit.
|
||||
Specifically, something that's still not coming across for some students is the idea of counting only the number of IOs *added*.
|
||||
|
||||
An example comparing the cost of individual sub-plans to the overall plan might help.
|
||||
For example, draw out the full query plan, highlight the subplan, count its cost, then compute the total cost of the entire plan, and repeat.
|
||||
|
||||
e.g., after introducing select, show that adding more select operators doesn't add more IOs or memory to the plan.
|
||||
|
||||
More similar examples with Union and Cross would also help.
|
||||
|
||||
Might help to tighten up the time spent a little too. I had to cut out before introducing Sort-Merge Joins
|
||||
-->
|
||||
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Query Evaluation Styles</h3>
|
||||
|
||||
<dl>
|
||||
<dt class="fragment highlight-grey" data-fragment-index="2">All-At-Once (Collections)</dt>
|
||||
<dd class="fragment highlight-grey" data-fragment-index="2">Bottom-up, one operator at a time.</dd>
|
||||
|
||||
<dt>Volcano-Style (Iterators)</dt>
|
||||
<dd>Operators "request" one tuple at a time from children.</dd>
|
||||
|
||||
<dt class="fragment highlight-grey" data-fragment-index="1">Push-Style (Buffers)</dt>
|
||||
<dd class="fragment highlight-grey" data-fragment-index="1">Operators continuously produce/consume tuples.</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Analyzing Volcano Operators</h3>
|
||||
|
||||
<ul>
|
||||
<li>Memory Bounds</li>
|
||||
<li>Disk IO Used</li>
|
||||
<li class="fragment highlight-grey" data-fragment-index="1">CPU Used</li>
|
||||
</ul>
|
||||
|
||||
<p class="fragment" data-fragment-index="1" style="margin-top: 30px;"><u>Data</u>bases are usually IO- or Memory-bound</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Memory Bounds</h3>
|
||||
|
||||
<ul>
|
||||
<li class="fragment">Constant</li>
|
||||
<li class="fragment">Scales with output</li>
|
||||
<li class="fragment">Scales with part of the input</li>
|
||||
<li class="fragment">Worse</li>
|
||||
</ul>
|
||||
|
||||
<p style="font-size: 70%;" class="fragment"><b>Core Question: </b> Do we have enough memory to use this operator?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Disk IO</h3>
|
||||
|
||||
<p style="text-align: left; margin-left: 50px;">IO measured in:<br/>
|
||||
<ul>
|
||||
<li>Number of Tuples</li>
|
||||
<li class="fragment highlight-grey">Number of Data Pages (absolute size)</li>
|
||||
</ul>
|
||||
</p>
|
||||
<div class="fragment">
|
||||
<h3>Accounting</h3>
|
||||
<p class="fragment" style="margin-top: 50px;">Figure out the cost of each <b>individual</b> operator.</p>
|
||||
<p class="fragment" style="margin-top: 50px;">Only count the number of IOs <b>added</b> by each operator.</p>
|
||||
</div>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Note</h3>
|
||||
|
||||
<p>We'll be discussing the "default" algorithm for each operator.</p>
|
||||
|
||||
<p class="fragment">Often, there are many algorithms, some of which cover multiple operators.</p>
|
||||
|
||||
<p class="fragment">This is why Spark has a <tt>PhysicalPlan</tt></p>
|
||||
|
||||
<p class="fragment">In the suggested Iterator-based approach the Iterators are your <tt>PhysicalPlan</tt></p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Table Scan ($R$)</h3>
|
||||
<dl>
|
||||
<dt>Memory Required?</dt>
|
||||
<dd class="fragment">Constant!</dd>
|
||||
|
||||
<dt>IOs added?</dt>
|
||||
<dd class="fragment">$|R|$ tuples read</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Select ($\sigma(R)$)</h3>
|
||||
<svg data-src="graphics/2021-02-18-Flow-Select.svg" />
|
||||
</section>
|
||||
<section>
|
||||
<h3>Select ($\sigma(R)$)</h3>
|
||||
<dl>
|
||||
<dt>Memory Required?</dt>
|
||||
<dd class="fragment">Constant!</dd>
|
||||
|
||||
<dt>IOs added?</dt>
|
||||
<dd class="fragment">None! (Can "inline" into cost of $R$)</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example</h3>
|
||||
|
||||
<p>Example, assume $R$ is 100 tuples.</p>
|
||||
|
||||
<p class="fragment">How many IOs do we need to compute $Q := R$</p>
|
||||
<p class="fragment">How many IOs do we need to compute $Q := \sigma(R)$</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Project ($\pi(R)$)</h3>
|
||||
<svg data-src="graphics/2021-02-18-Flow-Project.svg" />
|
||||
</section>
|
||||
<section>
|
||||
<h3>Project ($\pi(R)$)</h3>
|
||||
<dl>
|
||||
<dt>Memory Required?</dt>
|
||||
<dd class="fragment">Constant!</dd>
|
||||
|
||||
<dt>IOs added?</dt>
|
||||
<dd class="fragment">None!</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example</h3>
|
||||
|
||||
<p>Example, assume $R$ is 100 tuples.</p>
|
||||
|
||||
<p class="fragment">How many IOs do we need to compute $Q := \pi(R)$</p>
|
||||
<p class="fragment">How many IOs do we need to compute $Q := \pi(\sigma(R))$</p>
|
||||
|
||||
<p class="fragment">Projection and Selection do not add IO.</p>
|
||||
</section>
|
||||
|
||||
|
||||
<section>
|
||||
<h3>Union ($R \cup S$)</h3>
|
||||
<svg data-src="graphics/2021-02-18-Flow-Union.svg" />
|
||||
</section>
|
||||
<section>
|
||||
<h3>Union ($R \cup S$)</h3>
|
||||
<dl>
|
||||
<dt>Memory Required?</dt>
|
||||
<dd class="fragment">Constant!</dd>
|
||||
|
||||
<dt>IOs added?</dt>
|
||||
<dd class="fragment">None!</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Cross ($R \times S$)</h3>
|
||||
<svg data-src="graphics/2021-02-18-Flow-Cross.svg" />
|
||||
</section>
|
||||
<section>
|
||||
<h3>Cross ($R \times S$)</h3>
|
||||
<dl>
|
||||
<dt>Memory Required?</dt>
|
||||
<dd class="fragment" data-fragment-index="1">It depends</dd>
|
||||
|
||||
<dt>IOs added?</dt>
|
||||
<dd class="fragment" data-fragment-index="1">It depends</dd>
|
||||
</dl>
|
||||
</section>
|
||||
<section>
|
||||
<h3>Cross ($R \times S$)</h3>
|
||||
<p>How do you "reset" $S$?</p>
|
||||
|
||||
<dl>
|
||||
<dt class="fragment">"Materialize" S into memory</dt>
|
||||
<dd class="fragment">No extra IOs <span class="fragment">(but $O(|S|)$ memory)</span></dd>
|
||||
<dt class="fragment">Rerun the entire iterator</dt>
|
||||
<dd class="fragment">$(|R|-1) \cdot \texttt{cost}(S)$ extra tuples read</dd>
|
||||
<dt class="fragment">"Materialize" S onto disk</dt>
|
||||
<dd class="fragment">$|S|$ tuples written</dd>
|
||||
<dd class="fragment">$(|R|-1) \cdot |S|$ extra tuples read</dd>
|
||||
</dl>
|
||||
<p class="fragment">This can get very expensive</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example</h3>
|
||||
|
||||
<p>Example, assume $R$ and $S$ are both 100 tuples.</p>
|
||||
|
||||
<p>How many IOs do we need to compute $Q := R \cup S$?</p>
|
||||
<ol>
|
||||
<li class="fragment">Getting an Iterator on $R$: 100 tuples</li>
|
||||
<li class="fragment">Getting an Iterator on $S$: 100 tuples</li>
|
||||
<li class="fragment">Getting an Iterator on $R \cup S$ using the above iterators: 0 extra tuples</li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example</h3>
|
||||
|
||||
<p>Example, assume $R$ is 20 tuples and $S$ is 100 tuples.</p>
|
||||
|
||||
<p>How many IOs do we need to compute $Q := R \times S$?</p>
|
||||
<ol>
|
||||
<li class="fragment">Getting an Iterator on $R$: 100 tuples</li>
|
||||
<li class="fragment">Getting an Iterator on $S$: 20 tuples</li>
|
||||
<li class="fragment">Getting an Iterator on $R \times S$ using the above iterators: </li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<ul>
|
||||
<li><b>Memory</b>: 0 extra tuples</li>
|
||||
<li class="fragment"><b>Replay</b>: $(|R|-1) \times \texttt{cost}(S) = 19 \times 100 = 1900$ extra tuples</li>
|
||||
<li class="fragment"><b>Cache</b>: $|R| \times |S| = 20 \times 100 = 2000$ extra tuples</li>
|
||||
</ul>
|
||||
|
||||
<p class="fragment"><b>Best Total Cost</b> $100 + 20 + 1900 = 2020$</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example</h3>
|
||||
|
||||
<p>Example, assume $R$ is 20 tuples and $S$ is 100 tuples, <br/>and $c$ filters out 90% of tuples.</p>
|
||||
|
||||
<p>How many IOs do we need to compute $Q := R \times \sigma_c(R \times S)$</p>
|
||||
<ol>
|
||||
<li class="fragment">Getting an Iterator on $\sigma_c(R \times S)$: 2020 tuples</li>
|
||||
<li class="fragment">Getting an Iterator on $R$: 20 tuples</li>
|
||||
<li class="fragment">Getting an Iterator on $R \times \sigma_c(R \times S)$ using the above iterators: </li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<ul>
|
||||
<li><b>Memory</b>: 0 extra tuples</li>
|
||||
<li class="fragment"><b>Replay</b>: $(|R|-1) \times \texttt{cost}(\sigma_c(R \times S)) = 19 \times 2020 = 38380$ extra tuples</li>
|
||||
<li class="fragment"><b>Cache</b>: $|R| \times |S| = 20 \times 200 = 4000$ extra tuples</li>
|
||||
</ul>
|
||||
|
||||
<p class="fragment"><b>Best Total Cost</b> $2020 + 20 + 4000 = 6040$</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>Is there a middle ground?</p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
<h3>Nested-Loop Join</h3>
|
||||
<svg data-src="graphics/2021-02-18-Join-NLJ.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Problem</b>: We need to evaluate <code>rhs</code> iterator<br/> once per record in <code>lhs</code></p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Preloading Data</h3>
|
||||
|
||||
<p><b>Better Solution</b>: Load both <code>lhs</code> and <code>rhs</code> records in blocks.</p>
|
||||
|
||||
<pre><code class="python">
|
||||
def apply_cross(lhs, rhs):
|
||||
result = []
|
||||
|
||||
while r_block = lhs.take(100):
|
||||
while s_block = rhs.take(100):
|
||||
for r in r_block:
|
||||
for s in s_block:
|
||||
result += [r + s]
|
||||
rhs.reset()
|
||||
|
||||
return result
|
||||
</code></pre>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Block-Nested Loop Join</h3>
|
||||
<svg data-src="graphics/2021-02-18-Join-BNLJ.svg" class="stretch" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Block-Nested Loop ($R \times S$)</h3>
|
||||
|
||||
<p>(with $\mathcal B$ as the block size for $R$)</p>
|
||||
<p>(and with caching $S$ to disk)</p>
|
||||
|
||||
<dl>
|
||||
<dt>Memory Required?</dt>
|
||||
<dd class="fragment">$O(\mathcal B)$</dd>
|
||||
|
||||
<dt>IOs added?</dt>
|
||||
<dd class="fragment">$|S|$ tuples written.</dd>
|
||||
<dd class="fragment">$(\frac{|R|}{\mathcal B} - 1) \cdot |S|$ tuples read.</dd>
|
||||
</dl>
|
||||
<p style="font-size: 70%;" class="fragment">In-memory caching is a special case of block-nested loop with $\mathcal B = |S|$</p>
|
||||
<p style="font-size: 70%;" class="fragment">Does the block size for $R$ matter?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>How big should the blocks be?</p>
|
||||
|
||||
<aside class="notes">As big as possible! Leads to the question of distributing available memory between multiple joins: A simple linear optimization problem.</aside>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<p>Cross product is expensive!<br/>Can we do better?</p>
|
||||
<p class="fragment">$\sigma_c(R\times S) \equiv R\bowtie_c S$</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Cross Product</h3>
|
||||
<svg data-src="graphics/2021-02-18-Join-Grid.svg" />
|
||||
</section>
|
||||
<section>
|
||||
<p><b>Problem</b>: Naively, any tuple matches any other</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Join Conditions</h3>
|
||||
<svg data-src="graphics/2021-02-18-Join-OrderGrid.svg" />
|
||||
<p><b>Solution</b>: First organize the data</p>
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
<h3>Strategies for Implementing $R \bowtie_{R.A = S.A} S$</h3>
|
||||
|
||||
<dl>
|
||||
<dt>In-Memory Index Join (1-pass Hash; Hash Join)</dt>
|
||||
<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>
|
||||
|
||||
<dt>Sort/Merge Join</dt>
|
||||
<dd>Sort all of the data upfront, then scan over both sides.</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Hash Functions</h3>
|
||||
|
||||
<ul>
|
||||
<li>A hash function is a function that maps a large data value to a small fixed-size value<ul>
|
||||
<li>Typically is deterministic & pseudorandom</li>
|
||||
</ul></li>
|
||||
<li>Used in Checksums, Hash Tables, Partitioning, Bloom Filters, Caching, Cryptography, Password Storage, …</li>
|
||||
<li>Examples: MD5, SHA1, SHA2<ul>
|
||||
<li>MD5() part of OpenSSL (on most OSX / Linux / Unix)</li>
|
||||
</ul></li>
|
||||
<li>Can map h(k) to range [0,N) with h(k) % N (modulus)</li>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Hash Functions</h3>
|
||||
|
||||
<p style="margin-top: 50px">
|
||||
$$h(X) \mod N$$
|
||||
|
||||
<ul>
|
||||
<li>Pseudorandom output between $[0, N)$</li>
|
||||
<li>Always the same output for a given $X$</li>
|
||||
</ul>
|
||||
</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>1-Pass Hash Join</h3>
|
||||
<svg data-src="graphics/2021-02-18-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>
|
||||
|
||||
<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>
|
||||
<p><b>Alternative: </b> Build an in-memory tree (e.g., B+Tree) instead of a hash table!</p>
|
||||
|
||||
<dl>
|
||||
<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>
|
||||
<h3>2-Pass Hash Join</h3>
|
||||
<svg data-src="graphics/2021-02-18-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>
|
||||
|
||||
<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>
|
||||
|
||||
<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.
|
||||
2019-OK: resolved
|
||||
-->
|
||||
<h3>Sort/Merge Join</h3>
|
||||
<svg data-src="graphics/2021-02-18-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>
|
||||
|
||||
<section>
|
||||
<h3>Next time...</h3>
|
||||
|
||||
<p>Extended Relational Algebra</p>
|
||||
</section>
|
||||
|
||||
258
src/teaching/cse-562/2021sp/slide/2021-02-25-PhysicalLayout.erb
Normal file
258
src/teaching/cse-562/2021sp/slide/2021-02-25-PhysicalLayout.erb
Normal file
|
|
@ -0,0 +1,258 @@
|
|||
---
|
||||
template: templates/cse4562_2021_slides.erb
|
||||
textbook: "Ch. 13.1-13.7, 15.7, 16.7"
|
||||
date: February 25, 2021
|
||||
title: "Physical Layout & Memory Management"
|
||||
---
|
||||
<section>
|
||||
|
||||
<section>
|
||||
<div style="width: 800px; overflow-x: scroll; font-size: small; margin-left: auto; margin-right: auto;">
|
||||
<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>
|
||||
</table>
|
||||
</div>
|
||||
<p style="font-size: 200%">↓</p>
|
||||
<pre><code>0101010010111010101010001010101001101001001010010001010101001...</code></pre>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>Record Layouts</h2>
|
||||
|
||||
<p>How is data stored?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Problem 1:</b> How should you encode one tuple?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Layout 1: Fixed</h3>
|
||||
<svg data-src="graphics/2021-02-25-record-fixed.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Layout 2: Delimiters</h3>
|
||||
<svg data-src="graphics/2021-02-25-record-separator.svg" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Record Layout 3: Headers</h3>
|
||||
<svg data-src="graphics/2021-02-25-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>
|
||||
<p><b>Problem 2:</b> How should you encode a file of tuples?</p>
|
||||
</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/2021-02-25-mem_hierarchy.png">
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg data-src="graphics/2021-02-25-mem_bulk_loading.svg" class="stretch"/>
|
||||
<imagecredits>openclipart.org</imagecredits>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<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>
|
||||
<p><b>Problem 2.b:</b> How should you store records in a <i>page</i>?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Goal 1:</b> Where is record $X$?</p>
|
||||
<p class="fragment"><b>Goal 2:</b> Support updates/deletions</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Fixed size records</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2021-02-25-Page-Layouts-1.svg" />
|
||||
<p class="fragment">What about variable-size records?</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2021-02-25-Page-Layouts-2.svg" height="400px"/>
|
||||
<p class="fragment">Why store the key and records from opposite ends?</p>
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
<p><b>Problem 3: </b> How should you organize pages in a file?</p>
|
||||
<p class="fragment"><b>Key question: </b> What happens when all records on a page are deleted?</p>
|
||||
<p class="fragment"><b>Idea: </b> Track empty pages.</p>
|
||||
</section>
|
||||
<section>
|
||||
<img src="graphics/2021-02-25-Heap-File-1.svg" />
|
||||
</section>
|
||||
<section>
|
||||
<img src="graphics/2021-02-25-Heap-File-2.svg" />
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>An Alternative Layout</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Row-Wise Layouts</h3>
|
||||
<img src="graphics/2021-02-25-Layout-RowWise.svg" height="400px"/>
|
||||
</section>
|
||||
<section>
|
||||
<h3>Column-Wise Layouts</h3>
|
||||
<img src="graphics/2021-02-25-Layout-ColumnWise.svg" height="400px"/>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p>Each file stores 2-tuples $\left< RowID, Value\right >$.</p>
|
||||
<p>Values only for one attribute.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Benefits</h3>
|
||||
<ul>
|
||||
<li>Only one attribute to sort per file.</li>
|
||||
<li>No IO cost for unused attributes ($\pi$-pushdown!)</li>
|
||||
</ul>
|
||||
<h3 style="margin-top: 50px;">Drawbacks</h3>
|
||||
<ul>
|
||||
<li>Result attributes must be stitched back together ($\bowtie$)</li>
|
||||
</ul>
|
||||
<p style="font-size: 70%; margin-top: 50px;" class="fragment">Great for <b>wide</b>, <b>rarely-updated</b> tables where <b>only a few attributes are used</b> per-query</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Example Column Stores</h3>
|
||||
|
||||
<p style="margin-bottom: 100px; margin-top: 30px;">
|
||||
<a href="https://commons.wikimedia.org/wiki/File:Cassandra_logo.svg#/media/File:Cassandra_logo.svg"><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/5/5e/Cassandra_logo.svg/1200px-Cassandra_logo.svg.png" width="150px" alt="Cassandra logo"></a>
|
||||
<a href="https://commons.wikimedia.org/wiki/File:Vertica_pos_blk_rgb.svg#/media/File:Vertica_pos_blk_rgb.svg"><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/0/03/Vertica_pos_blk_rgb.svg/1200px-Vertica_pos_blk_rgb.svg.png" width="200px" alt="Vertica pos blk rgb.svg"></a>
|
||||
<a href="https://en.wikipedia.org/wiki/File:Monetdb-logo.png#/media/File:Monetdb-logo.png"><img src="https://upload.wikimedia.org/wikipedia/en/b/b9/Monetdb-logo.png" width="150px" alt="MonetDB logo"></a>
|
||||
</p>
|
||||
<imagecredits>By Apache Software Foundation - <a rel="nofollow" class="external free" href="https://svn.apache.org/repos/asf/cassandra/logo/cassandra.svg">https://svn.apache.org/repos/asf/cassandra/logo/cassandra.svg</a>, <a href="http://www.apache.org/licenses/LICENSE-2.0" title="Apache License, Version 2.0">Apache License 2.0</a>, <a href="https://commons.wikimedia.org/w/index.php?curid=25112706">Link</a><br/>
|
||||
By <a href="//commons.wikimedia.org/w/index.php?title=User:Ariolica&action=edit&redlink=1" class="new" title="User:Ariolica (page does not exist)">Ariolica</a> - <span class="int-own-work" lang="en">Own work</span>, <a href="https://creativecommons.org/licenses/by-sa/4.0" title="Creative Commons Attribution-Share Alike 4.0">CC BY-SA 4.0</a>, <a href="https://commons.wikimedia.org/w/index.php?curid=63164269">Link</a><br/>
|
||||
By <span title="must have been published or publicly displayed outside Wikipedia">Source</span> (<a href="//en.wikipedia.org/wiki/Wikipedia:Non-free_content_criteria#4" title="Wikipedia:Non-free content criteria">WP:NFCC#4</a>), <a href="//en.wikipedia.org/wiki/File:Monetdb-logo.png" title="Fair use of copyrighted material in the context of MonetDB">Fair use</a>, <a href="https://en.wikipedia.org/w/index.php?curid=42303989">Link</a></imagecredits>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>Buffer Manager</h2>
|
||||
<p>Abstract the messy details of File-IO</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/2021-02-25-Buffer-Manager.svg" />
|
||||
<imagecredits>openclipart.org</imagecredits>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<dl>
|
||||
<dt>Frame</dt>
|
||||
<dd>A "slot" managed by the buffer manager that holds one page.</dd>
|
||||
|
||||
<dt>Pinned Page</dt>
|
||||
<dd>A page currently in use by part of the database. Must stay in its current frame until unpinned. (A page may be pinned multiple times)</dd>
|
||||
|
||||
<dt>Dirty Page</dt>
|
||||
<dd>A page that has been modified since it was last read in.</dd>
|
||||
</dl>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>When a page is requested</h3>
|
||||
|
||||
<p>Is the page in the buffer pool?
|
||||
<ul>
|
||||
<li><b>Yes?</b> Pin the page (again) and return the address.</li>
|
||||
<li><b>No?</b><ul>
|
||||
<li>Pick a frame for replacement with your favorite algorithm (e.g., LRU)...</li>
|
||||
<li>If the frame is dirty, write it to disk</li>
|
||||
<li>Read requested page into chosen frame</li>
|
||||
<li>Pin the page and return its address</li>
|
||||
</ul></li>
|
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</ul>
|
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</section>
|
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|
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<section>
|
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<p>Does this all sound familiar?</p>
|
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<p class="fragment">Isn't this just Virtual Memory?</p>
|
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</section>
|
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|
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<section>
|
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<h1>Yes!</h1>
|
||||
<p class="fragment">(Many databases use memory-mapped files as a buffer manager)</p>
|
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</section>
|
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|
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<section>
|
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<h3>Why Re-implement VMem?</h3>
|
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<div class="fragment">
|
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<img src="graphics/Clipart/BenBois-Magic-ball.svg" height="200px" />
|
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<p>Databases can predict the future!</p>
|
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</div>
|
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<p class="fragment" style="font-size: 70%;"><code>SELECT * FROM R WHERE A > 500 AND A < 2000</code><span class="fragment"> → <b>Pages 10-12</b></span></p>
|
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</section>
|
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|
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<section>
|
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<p>How do we decide which pages hold the query results?</p>
|
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<p class="fragment">Answers next class!</p>
|
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</section>
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</section>
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@ -0,0 +1,150 @@
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After Width: | Height: | Size: 15 KiB |
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Reference in a new issue