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<div id="everything">
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<ul>
<li><a href="#lecture-9-recap-of-part-1"><span class="toc-section-number">9</span> Lecture 9: Recap of Part 1</a><ul>
<li><a href="#types"><span class="toc-section-number">9.1</span> Types</a></li>
<li><a href="#functions"><span class="toc-section-number">9.2</span> Functions</a></li>
<li><a href="#functional-programming"><span class="toc-section-number">9.3</span> Functional Programming</a></li>
<li><a href="#recursion"><span class="toc-section-number">9.4</span> Recursion</a></li>
<li><a href="#type-classes"><span class="toc-section-number">9.5</span> Type Classes</a></li>
<li><a href="#quiz"><span class="toc-section-number">9.6</span> Quiz</a></li>
<li><a href="#working-on-the-exercises"><span class="toc-section-number">9.7</span> Working on the Exercises</a></li>
<li><a href="#exercises"><span class="toc-section-number">9.8</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-10-reductionism"><span class="toc-section-number">10</span> Lecture 10: Reductionism</a><ul>
<li><a href="#laziness-purity"><span class="toc-section-number">10.1</span> Laziness & Purity</a></li>
<li><a href="#equational-reasoning"><span class="toc-section-number">10.2</span> Equational Reasoning</a></li>
<li><a href="#infinite-lists"><span class="toc-section-number">10.3</span> Infinite Lists</a></li>
<li><a href="#how-does-haskell-work"><span class="toc-section-number">10.4</span> How does Haskell Work?</a></li>
<li><a href="#working-with-infinite-lists"><span class="toc-section-number">10.5</span> Working with Infinite Lists</a></li>
<li><a href="#interlude-adding-strictness"><span class="toc-section-number">10.6</span> Interlude: Adding Strictness</a></li>
<li><a href="#newtype-declarations"><span class="toc-section-number">10.7</span> Newtype Declarations</a></li>
<li><a href="#something-fun-tying-the-knot"><span class="toc-section-number">10.8</span> Something Fun: Tying the Knot</a></li>
<li><a href="#something-fun-debug.trace"><span class="toc-section-number">10.9</span> Something Fun: Debug.Trace</a></li>
<li><a href="#quiz-1"><span class="toc-section-number">10.10</span> Quiz</a></li>
<li><a href="#exercises-1"><span class="toc-section-number">10.11</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-11-realworld---arealworld"><span class="toc-section-number">11</span> Lecture 11: <code>RealWorld -> (a,RealWorld)</code></a><ul>
<li><a href="#contents"><span class="toc-section-number">11.1</span> Contents</a></li>
<li><a href="#youve-been-fooled"><span class="toc-section-number">11.2</span> You’ve Been Fooled!</a></li>
<li><a href="#the-subtle-return"><span class="toc-section-number">11.3</span> The Subtle <code>return</code></a></li>
<li><a href="#do-and-types"><span class="toc-section-number">11.4</span> <code>do</code> and Types</a></li>
<li><a href="#control-structures"><span class="toc-section-number">11.5</span> Control Structures</a></li>
<li><a href="#a-word-about-do-and-indentation"><span class="toc-section-number">11.6</span> A Word About <code>do</code> and Indentation</a></li>
<li><a href="#lets-write-a-program"><span class="toc-section-number">11.7</span> Let’s Write a Program</a></li>
<li><a href="#what-does-it-all-mean"><span class="toc-section-number">11.8</span> What Does It All Mean?</a></li>
<li><a href="#one-more-thing-ioref"><span class="toc-section-number">11.9</span> One More Thing: IORef</a></li>
<li><a href="#summary-of-io"><span class="toc-section-number">11.10</span> Summary of IO</a></li>
<li><a href="#quiz-2"><span class="toc-section-number">11.11</span> Quiz</a></li>
<li><a href="#exercises-2"><span class="toc-section-number">11.12</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-12-fmap-fmap-fmap"><span class="toc-section-number">12</span> Lecture 12: fmap fmap fmap</a><ul>
<li><a href="#contents-1"><span class="toc-section-number">12.1</span> Contents</a></li>
<li><a href="#functors"><span class="toc-section-number">12.2</span> Functors</a></li>
<li><a href="#lawful-instances"><span class="toc-section-number">12.3</span> Lawful Instances</a></li>
<li><a href="#sidenote-kinds"><span class="toc-section-number">12.4</span> Sidenote: Kinds</a></li>
<li><a href="#foldable-again"><span class="toc-section-number">12.5</span> <code>Foldable</code>, Again</a></li>
<li><a href="#recap"><span class="toc-section-number">12.6</span> Recap</a></li>
<li><a href="#quiz-3"><span class="toc-section-number">12.7</span> Quiz</a></li>
<li><a href="#exercises-3"><span class="toc-section-number">12.8</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-13-a-monoid-in-the-category-of-problems"><span class="toc-section-number">13</span> Lecture 13: A Monoid in the Category of Problems</a><ul>
<li><a href="#example-1-maybes"><span class="toc-section-number">13.1</span> Example 1: Maybes</a></li>
<li><a href="#example-2-logging"><span class="toc-section-number">13.2</span> Example 2: Logging</a></li>
<li><a href="#example-3-keeping-state"><span class="toc-section-number">13.3</span> Example 3: Keeping State</a></li>
<li><a href="#finally-the-monad-type-class"><span class="toc-section-number">13.4</span> Finally: The Monad Type Class</a></li>
<li><a href="#maybe-is-a-monad"><span class="toc-section-number">13.5</span> Maybe is a Monad!</a></li>
<li><a href="#the-return-of-do"><span class="toc-section-number">13.6</span> The Return of <code>do</code></a></li>
<li><a href="#logger-is-a-monad"><span class="toc-section-number">13.7</span> Logger is a Monad!</a></li>
<li><a href="#the-state-monad"><span class="toc-section-number">13.8</span> The State Monad</a></li>
<li><a href="#the-return-of-mapm"><span class="toc-section-number">13.9</span> The Return of <code>mapM</code></a></li>
<li><a href="#monads-are-functors"><span class="toc-section-number">13.10</span> Monads are Functors</a></li>
<li><a href="#one-more-monad"><span class="toc-section-number">13.11</span> One More Monad</a></li>
<li><a href="#oh-right-io"><span class="toc-section-number">13.12</span> Oh Right, IO</a></li>
<li><a href="#monads-in-other-languages"><span class="toc-section-number">13.13</span> Monads in Other Languages</a></li>
<li><a href="#monads-wrap-up"><span class="toc-section-number">13.14</span> Monads: Wrap-up</a></li>
<li><a href="#sidenote-standard-haskell"><span class="toc-section-number">13.15</span> Sidenote: Standard Haskell</a></li>
<li><a href="#quiz-4"><span class="toc-section-number">13.16</span> Quiz</a></li>
<li><a href="#exercises-4"><span class="toc-section-number">13.17</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-14-lets-use-some-libraries"><span class="toc-section-number">14</span> Lecture 14: Let’s Use Some Libraries!</a><ul>
<li><a href="#text-and-bytestring"><span class="toc-section-number">14.1</span> <code>Text</code> and <code>ByteString</code></a></li>
<li><a href="#monads-recap"><span class="toc-section-number">14.2</span> Monads: Recap</a></li>
<li><a href="#writing-a-http-server-wai-and-warp"><span class="toc-section-number">14.3</span> Writing a HTTP Server: WAI and Warp</a></li>
<li><a href="#working-with-a-database-sqlite-simple"><span class="toc-section-number">14.4</span> Working With a Database: sqlite-simple</a></li>
<li><a href="#exercises-5"><span class="toc-section-number">14.5</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-15-youre-valid-even-without-monads"><span class="toc-section-number">15</span> Lecture 15: You’re Valid Even Without Monads</a><ul>
<li><a href="#introduction-to-applicatives"><span class="toc-section-number">15.1</span> Introduction to Applicatives</a></li>
<li><a href="#the-list-applicative"><span class="toc-section-number">15.2</span> The List Applicative</a></li>
<li><a href="#new-operators"><span class="toc-section-number">15.3</span> New Operators</a></li>
<li><a href="#the-validation-applicative"><span class="toc-section-number">15.4</span> The Validation Applicative</a></li>
<li><a href="#validating-lists-traverse"><span class="toc-section-number">15.5</span> Validating Lists: <code>traverse</code></a></li>
<li><a href="#sidenote-traversable"><span class="toc-section-number">15.6</span> Sidenote: <code>Traversable</code></a></li>
<li><a href="#dealing-with-failure-alternative"><span class="toc-section-number">15.7</span> Dealing with Failure: <code>Alternative</code></a></li>
<li><a href="#sidenote-applicatives-in-context"><span class="toc-section-number">15.8</span> Sidenote: Applicatives in Context</a></li>
<li><a href="#quiz-5"><span class="toc-section-number">15.9</span> Quiz</a></li>
<li><a href="#exercises-6"><span class="toc-section-number">15.10</span> Exercises</a></li>
</ul></li>
<li><a href="#lecture-16-odds-and-ends"><span class="toc-section-number">16</span> Lecture 16: Odds and Ends</a><ul>
<li><a href="#testing-with-quickcheck"><span class="toc-section-number">16.1</span> Testing with QuickCheck</a></li>
<li><a href="#phantom-types"><span class="toc-section-number">16.2</span> Phantom Types</a></li>
<li><a href="#simultaneity"><span class="toc-section-number">16.3</span> Simultaneity</a></li>
<li><a href="#exercises-7"><span class="toc-section-number">16.4</span> Exercises</a></li>
<li><a href="#where-to-go-from-here"><span class="toc-section-number">16.5</span> Where to Go From Here?</a></li>
<li><a href="#acknowledgements"><span class="toc-section-number">16.6</span> Acknowledgements</a></li>
</ul></li>
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<h1 class="title">Haskell Mooc, part 2</h1>
</header>
<p>by Joel Kaasinen (<a href="https://nitor.com/en">Nitor</a>) and John Lång (University of Helsinki)</p>
<p><strong>Beware!</strong> This is a <em>preview</em> of part 2 of the course. The material presented here is roughly ready, and shouldn’t change too much. However, you should know that:</p>
<ul>
<li>Some exercises might change or be replaced with new exercises for the final release.</li>
<li>Feedback on this preview is much appreciated! You can help make part 2 better by testing it out. There are feedback links at the end of each section.</li>
</ul>
<p>Enjoy!</p>
<h1 id="lecture-9-recap-of-part-1"><span class="header-section-number">9</span> Lecture 9: Recap of Part 1</h1>
<p>This lecture goes over the basic parts of Haskell introduced in part 1 of the course: types, values, pattern matching, functions and recursion.</p>
<h2 id="types"><span class="header-section-number">9.1</span> Types</h2>
<p>Remember the primitive types of Haskell? Here they are:</p>
<table>
<colgroup>
<col style="width: 35%" />
<col style="width: 10%" />
<col style="width: 54%" />
</colgroup>
<thead>
<tr class="header">
<th style="text-align: left;">Values</th>
<th style="text-align: left;">Type</th>
<th style="text-align: left;">Meaning</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;"><code>True</code>, <code>False</code></td>
<td style="text-align: left;"><code>Bool</code></td>
<td style="text-align: left;">Truth values</td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>0</code>, <code>1</code>, <code>20</code>, <code>-37</code>, …</td>
<td style="text-align: left;"><code>Int</code></td>
<td style="text-align: left;">Whole numbers</td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>'A'</code>, <code>'a'</code>, <code>'!'</code>, …</td>
<td style="text-align: left;"><code>Char</code></td>
<td style="text-align: left;">Characters</td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>""</code>, <code>"abcd"</code>, …</td>
<td style="text-align: left;"><code>String</code></td>
<td style="text-align: left;">Strings, which are actually just lists of characters, <code>[Char]</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>0.0</code>, <code>-3.2</code>, <code>12.3</code>, …</td>
<td style="text-align: left;"><code>Double</code></td>
<td style="text-align: left;">Floating-point numbers</td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>()</code></td>
<td style="text-align: left;"><code>()</code></td>
<td style="text-align: left;">The so-called unit type with only one value</td>
</tr>
</tbody>
</table>
<p>It’s possible to combine these primitive types in various ways to form more complex types. Function types, tuple types and list types are examples of types that combine other types.</p>
<table>
<colgroup>
<col style="width: 41%" />
<col style="width: 12%" />
<col style="width: 45%" />
</colgroup>
<thead>
<tr class="header">
<th style="text-align: left;">Values</th>
<th style="text-align: left;">Type</th>
<th style="text-align: left;">Meaning</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;"><code>(1,2)</code>, <code>(True,'c')</code>, …</td>
<td style="text-align: left;"><code>(a, b)</code></td>
<td style="text-align: left;">A pair of a value of type <code>a</code> and a value of type <code>b</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>(1,2,3)</code>, <code>(1,2,'c')</code>, …</td>
<td style="text-align: left;"><code>(a, b, c)</code></td>
<td style="text-align: left;">A triple of values (of types <code>a</code>, <code>b</code> and <code>c</code>)</td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>[]</code>, <code>[1,2,3,4]</code>, …</td>
<td style="text-align: left;"><code>[a]</code></td>
<td style="text-align: left;">List of values of type <code>a</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>not</code>, <code>reverse</code>, <code>\x -> 1</code>, <code>\x -> x</code>, …</td>
<td style="text-align: left;"><code>a -> b</code></td>
<td style="text-align: left;">Function from type <code>a</code> to type <code>b</code></td>
</tr>
</tbody>
</table>
<p>There’s one more powerful mechanism for creating more types: <em>Algebraic datatypes</em> (ADTs). Some examples include:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="co">-- Enumeration types</span></a>
<a class="sourceLine" id="cb1-2" data-line-number="2"><span class="kw">data</span> <span class="dt">Bool</span> <span class="fu">=</span> <span class="dt">True</span> <span class="fu">|</span> <span class="dt">False</span></a>
<a class="sourceLine" id="cb1-3" data-line-number="3"><span class="kw">data</span> <span class="dt">Color</span> <span class="fu">=</span> <span class="dt">Red</span> <span class="fu">|</span> <span class="dt">Green</span> <span class="fu">|</span> <span class="dt">Blue</span></a>
<a class="sourceLine" id="cb1-4" data-line-number="4"></a>
<a class="sourceLine" id="cb1-5" data-line-number="5"><span class="co">-- Record types that contain fields</span></a>
<a class="sourceLine" id="cb1-6" data-line-number="6"><span class="kw">data</span> <span class="dt">Vector2d</span> <span class="fu">=</span> <span class="dt">MakeVector</span> <span class="dt">Double</span> <span class="dt">Double</span></a>
<a class="sourceLine" id="cb1-7" data-line-number="7"><span class="kw">data</span> <span class="dt">Person</span> <span class="fu">=</span> <span class="dt">Person</span> <span class="dt">Int</span> <span class="dt">String</span></a>
<a class="sourceLine" id="cb1-8" data-line-number="8"></a>
<a class="sourceLine" id="cb1-9" data-line-number="9"><span class="co">-- Parameterized types. Note the type parameter `a`</span></a>
<a class="sourceLine" id="cb1-10" data-line-number="10"><span class="kw">data</span> <span class="dt">PairOf</span> a <span class="fu">=</span> <span class="dt">TwoValues</span> a a</a>
<a class="sourceLine" id="cb1-11" data-line-number="11"></a>
<a class="sourceLine" id="cb1-12" data-line-number="12"><span class="co">-- Recursive types</span></a>
<a class="sourceLine" id="cb1-13" data-line-number="13"><span class="kw">data</span> <span class="dt">IntList</span> <span class="fu">=</span> <span class="dt">Empty</span> <span class="fu">|</span> <span class="dt">Node</span> <span class="dt">Int</span> <span class="dt">IntList</span></a>
<a class="sourceLine" id="cb1-14" data-line-number="14"></a>
<a class="sourceLine" id="cb1-15" data-line-number="15"><span class="co">-- Complex types which combine many of these features</span></a>
<a class="sourceLine" id="cb1-16" data-line-number="16"><span class="kw">data</span> <span class="dt">Maybe</span> a <span class="fu">=</span> <span class="dt">Nothing</span> <span class="fu">|</span> <span class="dt">Just</span> a</a>
<a class="sourceLine" id="cb1-17" data-line-number="17"><span class="kw">data</span> <span class="dt">Either</span> a b <span class="fu">=</span> <span class="dt">Left</span> a <span class="fu">|</span> <span class="dt">Right</span> b</a>
<a class="sourceLine" id="cb1-18" data-line-number="18"><span class="kw">data</span> <span class="dt">List</span> a <span class="fu">=</span> <span class="dt">Nil</span> <span class="fu">|</span> <span class="dt">Cons</span> a (<span class="dt">List</span> a) <span class="co">-- This is equivalent to the built-in [a] type</span></a>
<a class="sourceLine" id="cb1-19" data-line-number="19"><span class="kw">data</span> <span class="dt">Tree</span> a <span class="fu">=</span> <span class="dt">Leaf</span> a <span class="fu">|</span> <span class="dt">Node</span> a (<span class="dt">Tree</span> a) (<span class="dt">Tree</span> a)</a>
<a class="sourceLine" id="cb1-20" data-line-number="20"><span class="kw">data</span> <span class="dt">MultiTree</span> a <span class="fu">=</span> <span class="dt">MultiTree</span> a [<span class="dt">MultiTree</span> a] <span class="co">-- Note the list</span></a></code></pre></div>
<p>Values of these types include:</p>
<table>
<thead>
<tr class="header">
<th style="text-align: left;">Values</th>
<th style="text-align: left;">Type</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;"><code>True</code>, <code>False</code></td>
<td style="text-align: left;"><code>Bool</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>Red</code>, <code>Green</code>, <code>Blue</code></td>
<td style="text-align: left;"><code>Color</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>MakeVector 1.5 3.2</code></td>
<td style="text-align: left;"><code>Vector2d</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>Person 13 "Bob"</code></td>
<td style="text-align: left;"><code>Person</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>TwoValues 1 3</code></td>
<td style="text-align: left;"><code>PairOf Int</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>Empty</code>, <code>Node 3 (Node 4 Empty)</code></td>
<td style="text-align: left;"><code>IntList</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>Nothing</code>, <code>Just 3</code>, <code>Just 4</code>, …</td>
<td style="text-align: left;"><code>Maybe Int</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>Nothing</code>, <code>Just 'c'</code>, <code>Just 'd'</code>, …</td>
<td style="text-align: left;"><code>Maybe Char</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>Left "foo"</code>, <code>Right 13</code>, …</td>
<td style="text-align: left;"><code>Either String Int</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>Nil</code>, <code>Cons True Nil</code>, <code>Cons True (Cons False Nil)</code> …</td>
<td style="text-align: left;"><code>List Bool</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>Leaf 7</code>, <code>Node 1 (Leaf 0) (Leaf 2)</code>, …</td>
<td style="text-align: left;"><code>Tree Int</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>MultiTree 'a' [MultiTree 'b' [], MultiTree 'c' []]]</code>, …</td>
<td style="text-align: left;"><code>MultiTree Char</code></td>
</tr>
</tbody>
</table>
<p>You can combine parameterized types in complex ways, for example with something like <code>Either [String->String] (Maybe String, Int)</code>.</p>
<p>The names of concrete types start with capital letters. Lowercase letters are used for <em>type variables</em> which indicate <em>parametric polymorphism</em>: functions and values that can have multiple types. Here are some examples of polymorphic function types:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb2-1" data-line-number="1">[a] <span class="ot">-></span> [a] <span class="co">-- function from list of any type, to list of the same type</span></a>
<a class="sourceLine" id="cb2-2" data-line-number="2">[a] <span class="ot">-></span> a <span class="co">-- function from list of any type, to the element type</span></a>
<a class="sourceLine" id="cb2-3" data-line-number="3">(a,b) <span class="ot">-></span> [a] <span class="co">-- function from tuple to list</span></a></code></pre></div>
<h3 id="more-about-lists"><span class="header-section-number">9.1.1</span> More About Lists</h3>
<p>List literals can be written in using the familiar <code>[x,y,z]</code> syntax. However, that notation is just a shorthand as lists are actually built up of the list constructors <code>[]</code> and <code>(:)</code>. These constructors are also used when pattern matching lists. Here are some examples of lists:</p>
<table>
<thead>
<tr class="header">
<th style="text-align: left;">Abbreviation</th>
<th style="text-align: left;">Full list</th>
<th style="text-align: left;">Type</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;"><code>[1,2,3]</code></td>
<td style="text-align: left;"><code>1:2:3:[]</code></td>
<td style="text-align: left;"><code>[Int]</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>[[1],[2],[3]]</code></td>
<td style="text-align: left;"><code>(1:[]):(2:[]):(3:[]):[]</code></td>
<td style="text-align: left;"><code>[[Int]]</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>"foo"</code></td>
<td style="text-align: left;"><code>'f':'o':'o':[]</code></td>
<td style="text-align: left;"><code>[Char]</code>, also known as <code>String</code></td>
</tr>
</tbody>
</table>
<p>There’s also a range syntax for lists:</p>
<table>
<thead>
<tr class="header">
<th style="text-align: left;">Range</th>
<th style="text-align: left;">Result</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;"><code>['a' .. 'z']</code></td>
<td style="text-align: left;"><code>"abcdefghijklmnopqrstuvwxyz"</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>[0 .. 9]</code></td>
<td style="text-align: left;"><code>[0,1,2,3,4,5,6,7,8,9]</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>[0, 5 .. 25]</code></td>
<td style="text-align: left;"><code>[0,5,10,15,20,25]</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>[x .. y]</code></td>
<td style="text-align: left;">everything from <code>x</code> to <code>y</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>[9 .. 3]</code></td>
<td style="text-align: left;"><code>[]</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>[y, y-1 .. x]</code></td>
<td style="text-align: left;">everything from <code>y</code> to <code>x</code> in decreasing order</td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>[9,8 .. 3]</code></td>
<td style="text-align: left;"><code>[9,8,7,6,5,4,3]</code></td>
</tr>
</tbody>
</table>
<p><em>List comprehensions</em> are another powerful way to create lists:</p>
<table>
<thead>
<tr class="header">
<th style="text-align: left;">Comprehension</th>
<th style="text-align: left;">Result</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;"><code>[x^3 | x <- [1..3]]</code></td>
<td style="text-align: left;"><code>[1,8,27]</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>[x^2 + y^2 | x <- [1..3], y <- [1..2]]</code></td>
<td style="text-align: left;"><code>[2,5,5,8,10,13]</code></td>
</tr>
<tr class="odd">
<td style="text-align: left;"><code>[y | x <- [1..10], let y = x^2, even x, y<50]</code></td>
<td style="text-align: left;"><code>[4,16,36]</code></td>
</tr>
<tr class="even">
<td style="text-align: left;"><code>[c | c <- "Hello, World!", elem c ['a'..'z']]</code></td>
<td style="text-align: left;"><code>"elloorld"</code></td>
</tr>
</tbody>
</table>
<p>In general, <code>[f x | x <- xs, p x]</code> is the same as <code>map f (filter p xs)</code>. Also, <code>[y | x <- xs, let y = f x]</code> is the same as <code>[f x | x <- xs]</code>. Any combination of <code><-</code>, <code>let</code> and <code>[f x | ...]</code> is possible.</p>
<p>Just one more note on the syntax. Recall that <code>(:)</code> associates to the right, e.g. <code>True:False:[]</code> is the same as <code>True:(False:[])</code>. (In fact, <code>(True:False):[]</code> is not even a list, because <code>True:False</code> attempts to add <code>True</code> in front of <code>False</code> which is not a list.)</p>
<h2 id="functions"><span class="header-section-number">9.2</span> Functions</h2>
<p>The basic form of function definition is:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb3-1" data-line-number="1"><span class="ot">functionName ::</span> argumentType <span class="ot">-></span> returnType</a>
<a class="sourceLine" id="cb3-2" data-line-number="2">functionName argument <span class="fu">=</span> returnValue</a></code></pre></div>
<p>For example:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb4-1" data-line-number="1"><span class="ot">repeatString ::</span> <span class="dt">String</span> <span class="ot">-></span> <span class="dt">String</span></a>
<a class="sourceLine" id="cb4-2" data-line-number="2">repeatString s <span class="fu">=</span> s <span class="fu">++</span> s</a></code></pre></div>
<p>Functions taking multiple arguments are defined in a similar manner. Note how the type of a multi-argument function looks like.</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb5-1" data-line-number="1"><span class="ot">surroundString ::</span> <span class="dt">String</span> <span class="ot">-></span> <span class="dt">String</span> <span class="ot">-></span> <span class="dt">String</span></a>
<a class="sourceLine" id="cb5-2" data-line-number="2">surroundString around s <span class="fu">=</span> around <span class="fu">++</span> s <span class="fu">++</span> around</a></code></pre></div>
<p>Functions can be polymorphic, can take multiple arguments, and can even take functions as arguments. Here are more examples:</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb6-1" data-line-number="1">id<span class="ot"> ::</span> a <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb6-2" data-line-number="2">id x <span class="fu">=</span> x</a>
<a class="sourceLine" id="cb6-3" data-line-number="3"></a>
<a class="sourceLine" id="cb6-4" data-line-number="4">const<span class="ot"> ::</span> a <span class="ot">-></span> b <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb6-5" data-line-number="5">const x y <span class="fu">=</span> x</a>
<a class="sourceLine" id="cb6-6" data-line-number="6"></a>
<a class="sourceLine" id="cb6-7" data-line-number="7">flip<span class="ot"> ::</span> (a <span class="ot">-></span> b <span class="ot">-></span> c) <span class="ot">-></span> b <span class="ot">-></span> a <span class="ot">-></span> c</a>
<a class="sourceLine" id="cb6-8" data-line-number="8">flip f x y <span class="fu">=</span> f y x</a></code></pre></div>
<p>More sophisticated functions can be defined using <em>pattern matching</em>. We can pattern match on the <em>constructors</em> of algebraic datatypes like <code>Maybe</code>, and also lists with the constructors <code>[]</code> and <code>(:)</code>.</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb7-1" data-line-number="1"><span class="ot">swap ::</span> (a,b) <span class="ot">-></span> (b,a)</a>
<a class="sourceLine" id="cb7-2" data-line-number="2">swap (x,y) <span class="fu">=</span> (y,x)</a>
<a class="sourceLine" id="cb7-3" data-line-number="3"></a>
<a class="sourceLine" id="cb7-4" data-line-number="4">maybe<span class="ot"> ::</span> b <span class="ot">-></span> (a <span class="ot">-></span> b) <span class="ot">-></span> <span class="dt">Maybe</span> a <span class="ot">-></span> b</a>
<a class="sourceLine" id="cb7-5" data-line-number="5">maybe def _ <span class="dt">Nothing</span> <span class="fu">=</span> def</a>
<a class="sourceLine" id="cb7-6" data-line-number="6">maybe _ f (<span class="dt">Just</span> x) <span class="fu">=</span> <span class="dt">Just</span> (f x)</a>
<a class="sourceLine" id="cb7-7" data-line-number="7"></a>
<a class="sourceLine" id="cb7-8" data-line-number="8"><span class="ot">safeHead ::</span> [a] <span class="ot">-></span> <span class="dt">Maybe</span> a</a>
<a class="sourceLine" id="cb7-9" data-line-number="9">safeHead [] <span class="fu">=</span> <span class="dt">Nothing</span></a>
<a class="sourceLine" id="cb7-10" data-line-number="10">safeHead (x<span class="fu">:</span>_) <span class="fu">=</span> <span class="dt">Just</span> x</a></code></pre></div>
<p>Yet more sophistication can be achieved with <em>guards</em>. Guards let you define a function case-by-case based on tests of type <code>Bool</code>. Guards are useful in situations where pattern matching can’t be used. Of course, guards can also be combined with pattern matching:</p>
<div class="sourceCode" id="cb8"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb8-1" data-line-number="1"><span class="ot">myAbs ::</span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb8-2" data-line-number="2">myAbs x</a>
<a class="sourceLine" id="cb8-3" data-line-number="3"> <span class="fu">|</span> x <span class="fu"><</span> <span class="dv">0</span> <span class="fu">=</span> <span class="fu">-</span>x</a>
<a class="sourceLine" id="cb8-4" data-line-number="4"> <span class="fu">|</span> otherwise <span class="fu">=</span> x</a>
<a class="sourceLine" id="cb8-5" data-line-number="5"></a>
<a class="sourceLine" id="cb8-6" data-line-number="6"><span class="ot">safeDiv ::</span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Maybe</span> <span class="dt">Double</span></a>
<a class="sourceLine" id="cb8-7" data-line-number="7">safeDiv x y</a>
<a class="sourceLine" id="cb8-8" data-line-number="8"> <span class="fu">|</span> y <span class="fu">==</span> <span class="dv">0</span> <span class="fu">=</span> <span class="dt">Nothing</span></a>
<a class="sourceLine" id="cb8-9" data-line-number="9"> <span class="fu">|</span> otherwise <span class="fu">=</span> <span class="dt">Just</span> (x <span class="fu">/</span> y)</a>
<a class="sourceLine" id="cb8-10" data-line-number="10"></a>
<a class="sourceLine" id="cb8-11" data-line-number="11"><span class="ot">buy ::</span> <span class="dt">String</span> <span class="ot">-></span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">String</span></a>
<a class="sourceLine" id="cb8-12" data-line-number="12">buy <span class="st">"Banana"</span> money</a>
<a class="sourceLine" id="cb8-13" data-line-number="13"> <span class="fu">|</span> money <span class="fu"><</span> <span class="fl">3.2</span> <span class="fu">=</span> <span class="st">"You don't have enough money for a banana"</span></a>
<a class="sourceLine" id="cb8-14" data-line-number="14"> <span class="fu">|</span> otherwise <span class="fu">=</span> <span class="st">"You bought a banana"</span></a>
<a class="sourceLine" id="cb8-15" data-line-number="15">buy product _ <span class="fu">=</span> <span class="st">"No such product: "</span> <span class="fu">++</span> product</a></code></pre></div>
<p><em>Case expressions</em> let us pattern match inside functions. They are useful in situations where the result of one function depends on the result of another and we want to match the pattern on the output of the other function:</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb9-1" data-line-number="1"><span class="ot">divDefault ::</span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Double</span></a>
<a class="sourceLine" id="cb9-2" data-line-number="2">divDefault x y def <span class="fu">=</span> <span class="kw">case</span> safeDiv x y <span class="kw">of</span></a>
<a class="sourceLine" id="cb9-3" data-line-number="3"> <span class="dt">Nothing</span> <span class="ot">-></span> def</a>
<a class="sourceLine" id="cb9-4" data-line-number="4"> <span class="dt">Just</span> w <span class="ot">-></span> w</a></code></pre></div>
<p>Let-expressions enable <em>local definitions</em>. Where-clauses work similarly to <code>let</code>s. For example:</p>
<div class="sourceCode" id="cb10"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb10-1" data-line-number="1"><span class="ot">circleArea ::</span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Double</span></a>
<a class="sourceLine" id="cb10-2" data-line-number="2">circleArea r <span class="fu">=</span> <span class="kw">let</span> pi <span class="fu">=</span> <span class="fl">3.1415926</span></a>
<a class="sourceLine" id="cb10-3" data-line-number="3"> square x <span class="fu">=</span> x <span class="fu">*</span> x</a>
<a class="sourceLine" id="cb10-4" data-line-number="4"> <span class="kw">in</span> pi <span class="fu">*</span> square r</a>
<a class="sourceLine" id="cb10-5" data-line-number="5"></a>
<a class="sourceLine" id="cb10-6" data-line-number="6"><span class="ot">circleArea' ::</span> <span class="dt">Double</span> <span class="ot">-></span> <span class="dt">Double</span></a>
<a class="sourceLine" id="cb10-7" data-line-number="7">circleArea' r <span class="fu">=</span> pi <span class="fu">*</span> square r</a>
<a class="sourceLine" id="cb10-8" data-line-number="8"> <span class="kw">where</span> pi <span class="fu">=</span> <span class="fl">3.1415926</span></a>
<a class="sourceLine" id="cb10-9" data-line-number="9"> square x <span class="fu">=</span> x <span class="fu">*</span> x</a></code></pre></div>
<p><em>Lambda expressions</em> are another occasionally useful syntax for defining functions. Lambda expressions represent anonymous (unnamed) functions. They can be used for defining local functions that are typically used only once.</p>
<div class="sourceCode" id="cb11"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb11-1" data-line-number="1"><span class="ot">incrementAll ::</span> [<span class="dt">Int</span>] <span class="ot">-></span> [<span class="dt">Int</span>]</a>
<a class="sourceLine" id="cb11-2" data-line-number="2">incrementAll xs <span class="fu">=</span> map (\x <span class="ot">-></span> x <span class="fu">+</span> <span class="dv">1</span>) xs</a></code></pre></div>
<p>Note that <code>f x = y</code> is the same thing as <code>f = \x -> y</code>.</p>
<p>Finally, binary operators have <em>sections</em>. Sections are partially applied operators. The section of an operator is obtained by writing the operator and one of its arguments in parentheses. For example, <code>(*2)</code> multiplies its argument by <code>2</code> from the right, e.g. <code>(*2) 5 ==> 5 * 2</code>. A fractional number (e.g. a <code>Double</code>) can be inverted with the section <code>(1/)</code>, e.g. <code>(1/) 2 ==> 0.5</code>.</p>
<div class="sourceCode" id="cb12"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb12-1" data-line-number="1"><span class="ot">incrementAll' ::</span> [<span class="dt">Int</span>] <span class="ot">-></span> [<span class="dt">Int</span>]</a>
<a class="sourceLine" id="cb12-2" data-line-number="2">incrementAll' xs <span class="fu">=</span> map (<span class="fu">+</span><span class="dv">1</span>) xs</a></code></pre></div>
<h2 id="functional-programming"><span class="header-section-number">9.3</span> Functional Programming</h2>
<p>Haskell is a functional programming language, which means that functions can be passed in as arguments and returned from functions. As a programming paradigm, functional programming aims to build programs by combining simple functions together to form larger and larger ones.</p>
<p>The most often presented example of functional programming is functional list manipulation using <em>higher-order functions</em> (functions that take functions as arguments) like <code>map</code> and <code>filter</code>. Here’s one example from part 1:</p>
<div class="sourceCode" id="cb13"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb13-1" data-line-number="1"><span class="co">-- a predicate that checks if a string is a palindrome</span></a>
<a class="sourceLine" id="cb13-2" data-line-number="2"><span class="ot">palindrome ::</span> <span class="dt">String</span> <span class="ot">-></span> <span class="dt">Bool</span></a>
<a class="sourceLine" id="cb13-3" data-line-number="3">palindrome str <span class="fu">=</span> str <span class="fu">==</span> reverse str</a>
<a class="sourceLine" id="cb13-4" data-line-number="4"></a>
<a class="sourceLine" id="cb13-5" data-line-number="5"><span class="co">-- palindromes n takes all numbers from 1 to n, converts them to</span></a>
<a class="sourceLine" id="cb13-6" data-line-number="6"><span class="co">-- strings using show, and keeps only palindromes</span></a>
<a class="sourceLine" id="cb13-7" data-line-number="7"><span class="ot">palindromes ::</span> <span class="dt">Int</span> <span class="ot">-></span> [<span class="dt">String</span>]</a>
<a class="sourceLine" id="cb13-8" data-line-number="8">palindromes n <span class="fu">=</span> filter palindrome (map show [<span class="dv">1</span><span class="fu">..</span>n])</a></code></pre></div>
<div class="sourceCode" id="cb14"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb14-1" data-line-number="1">palindromes <span class="dv">150</span></a>
<a class="sourceLine" id="cb14-2" data-line-number="2"> <span class="fu">==></span> [<span class="st">"1"</span>,<span class="st">"2"</span>,<span class="st">"3"</span>,<span class="st">"4"</span>,<span class="st">"5"</span>,<span class="st">"6"</span>,<span class="st">"7"</span>,<span class="st">"8"</span>,<span class="st">"9"</span>,</a>
<a class="sourceLine" id="cb14-3" data-line-number="3"> <span class="st">"11"</span>,<span class="st">"22"</span>,<span class="st">"33"</span>,<span class="st">"44"</span>,<span class="st">"55"</span>,<span class="st">"66"</span>,<span class="st">"77"</span>,<span class="st">"88"</span>,<span class="st">"99"</span>,</a>
<a class="sourceLine" id="cb14-4" data-line-number="4"> <span class="st">"101"</span>,<span class="st">"111"</span>,<span class="st">"121"</span>,<span class="st">"131"</span>,<span class="st">"141"</span>]</a></code></pre></div>
<p>We also encountered other functional programming patterns in part 1, like <em>partial application</em>:</p>
<div class="sourceCode" id="cb15"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb15-1" data-line-number="1">map (take <span class="dv">3</span>) [[<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>,<span class="dv">4</span>,<span class="dv">5</span>],[<span class="dv">6</span>,<span class="dv">7</span>,<span class="dv">8</span>,<span class="dv">9</span>,<span class="dv">0</span>]]</a>
<a class="sourceLine" id="cb15-2" data-line-number="2"> <span class="fu">==></span> [[<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>],[<span class="dv">6</span>,<span class="dv">7</span>,<span class="dv">8</span>]]</a></code></pre></div>
<p>Also, <em>function composition</em>:</p>
<div class="sourceCode" id="cb16"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb16-1" data-line-number="1">(map reverse <span class="fu">.</span> filter (<span class="fu">/=</span><span class="st">"Smith"</span>)) [<span class="st">"Jones"</span>,<span class="st">"Smith"</span>,<span class="st">"White"</span>]</a>
<a class="sourceLine" id="cb16-2" data-line-number="2"> <span class="fu">==></span> [<span class="st">"senoJ"</span>,<span class="st">"etihW"</span>]</a>
<a class="sourceLine" id="cb16-3" data-line-number="3">map (negate <span class="fu">.</span> sum) [[<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>],[<span class="dv">5</span>]]</a>
<a class="sourceLine" id="cb16-4" data-line-number="4"> <span class="fu">==></span> [<span class="fu">-</span><span class="dv">6</span>,<span class="fu">-</span><span class="dv">5</span>]</a></code></pre></div>
<p>And finally, <em>folds</em>:</p>
<div class="sourceCode" id="cb17"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb17-1" data-line-number="1">foldr (<span class="fu">*</span>) <span class="dv">1</span> [<span class="dv">2</span>,<span class="dv">3</span>,<span class="dv">4</span>] <span class="fu">==></span> <span class="dv">24</span></a>
<a class="sourceLine" id="cb17-2" data-line-number="2">foldr max <span class="dv">0</span> [<span class="dv">1</span>,<span class="dv">3</span>,<span class="dv">7</span>] <span class="fu">==></span> <span class="dv">7</span></a>
<a class="sourceLine" id="cb17-3" data-line-number="3">foldr (<span class="fu">++</span>) <span class="st">""</span> [<span class="st">"abc"</span>,<span class="st">"de"</span>,<span class="st">"f"</span>] <span class="fu">==></span> <span class="st">"abcdef"</span></a></code></pre></div>
<h2 id="recursion"><span class="header-section-number">9.4</span> Recursion</h2>
<p>To implement a function that uses repetition in Haskell, you need recursion. Haskell has no loops like other programming languages. Here are some simple recursive functions in Haskell:</p>
<div class="sourceCode" id="cb18"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb18-1" data-line-number="1"><span class="ot">repeatString ::</span> <span class="dt">String</span> <span class="ot">-></span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">String</span></a>
<a class="sourceLine" id="cb18-2" data-line-number="2">repeatString <span class="dv">0</span> s <span class="fu">=</span> <span class="st">""</span></a>
<a class="sourceLine" id="cb18-3" data-line-number="3">repeatString n s <span class="fu">=</span> s <span class="fu">++</span> repeatString (n<span class="fu">-</span><span class="dv">1</span>) s</a>
<a class="sourceLine" id="cb18-4" data-line-number="4"></a>
<a class="sourceLine" id="cb18-5" data-line-number="5"><span class="ot">times ::</span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb18-6" data-line-number="6">times <span class="dv">0</span> n <span class="fu">=</span> <span class="dv">0</span></a>
<a class="sourceLine" id="cb18-7" data-line-number="7">times <span class="dv">1</span> n <span class="fu">=</span> n</a>
<a class="sourceLine" id="cb18-8" data-line-number="8">times m n <span class="fu">=</span> n <span class="fu">+</span> times (m <span class="fu">-</span> <span class="dv">1</span>) n</a>
<a class="sourceLine" id="cb18-9" data-line-number="9"></a>
<a class="sourceLine" id="cb18-10" data-line-number="10"><span class="ot">safeLast ::</span> [a] <span class="ot">-></span> <span class="dt">Maybe</span> a</a>
<a class="sourceLine" id="cb18-11" data-line-number="11">safeLast [] <span class="fu">=</span> <span class="dt">Nothing</span></a>
<a class="sourceLine" id="cb18-12" data-line-number="12">safeLast [x] <span class="fu">=</span> <span class="dt">Just</span> x</a>
<a class="sourceLine" id="cb18-13" data-line-number="13">safeLast (x<span class="fu">:</span>xs) <span class="fu">=</span> safeLast xs</a></code></pre></div>
<p>To consume or produce a list you often need recursion. Here are the implementations of <code>map</code> and <code>filter</code> as examples of recursive list processing:</p>
<div class="sourceCode" id="cb19"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb19-1" data-line-number="1">map<span class="ot"> ::</span> (a <span class="ot">-></span> b) <span class="ot">-></span> [a] <span class="ot">-></span> [b]</a>
<a class="sourceLine" id="cb19-2" data-line-number="2">map _ [] <span class="fu">=</span> []</a>
<a class="sourceLine" id="cb19-3" data-line-number="3">map f (x<span class="fu">:</span>xs) <span class="fu">=</span> f x <span class="fu">:</span> map f xs</a>
<a class="sourceLine" id="cb19-4" data-line-number="4"></a>
<a class="sourceLine" id="cb19-5" data-line-number="5">filter<span class="ot"> ::</span> (a <span class="ot">-></span> <span class="dt">Bool</span>) <span class="ot">-></span> [a] <span class="ot">-></span> [a]</a>
<a class="sourceLine" id="cb19-6" data-line-number="6">filter _ [] <span class="fu">=</span> []</a>
<a class="sourceLine" id="cb19-7" data-line-number="7">filter pred (x<span class="fu">:</span>xs)</a>
<a class="sourceLine" id="cb19-8" data-line-number="8"> <span class="fu">|</span> pred x <span class="fu">=</span> x <span class="fu">:</span> filter pred xs</a>
<a class="sourceLine" id="cb19-9" data-line-number="9"> <span class="fu">|</span> otherwise <span class="fu">=</span> filter pred xs</a></code></pre></div>
<p>Sometimes, a recursive helper function is needed in case you need to keep track of multiple pieces of data.</p>
<div class="sourceCode" id="cb20"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb20-1" data-line-number="1"><span class="ot">sumNumbers ::</span> [<span class="dt">Int</span>] <span class="ot">-></span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb20-2" data-line-number="2">sumNumbers xs <span class="fu">=</span> go <span class="dv">0</span> xs</a>
<a class="sourceLine" id="cb20-3" data-line-number="3"> <span class="kw">where</span> go sum [] <span class="fu">=</span> sum</a>
<a class="sourceLine" id="cb20-4" data-line-number="4"> go sum (x<span class="fu">:</span>xs) <span class="fu">=</span> go (sum<span class="fu">+</span>x) xs</a></code></pre></div>
<p>Here’s a final example utilizing guards, pattern matching, a helper function and recursion:</p>
<div class="sourceCode" id="cb21"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb21-1" data-line-number="1"><span class="co">-- split a string into pieces at the given character</span></a>
<a class="sourceLine" id="cb21-2" data-line-number="2"><span class="ot">mySplit ::</span> <span class="dt">Char</span> <span class="ot">-></span> <span class="dt">String</span> <span class="ot">-></span> [<span class="dt">String</span>]</a>
<a class="sourceLine" id="cb21-3" data-line-number="3">mySplit c xs <span class="fu">=</span> helper [] xs</a>
<a class="sourceLine" id="cb21-4" data-line-number="4"> <span class="kw">where</span> helper piece [] <span class="fu">=</span> [piece]</a>
<a class="sourceLine" id="cb21-5" data-line-number="5"> helper piece (y<span class="fu">:</span>ys)</a>
<a class="sourceLine" id="cb21-6" data-line-number="6"> <span class="fu">|</span> c <span class="fu">==</span> y <span class="fu">=</span> piece <span class="fu">:</span> helper [] ys</a>
<a class="sourceLine" id="cb21-7" data-line-number="7"> <span class="fu">|</span> otherwise <span class="fu">=</span> helper (piece<span class="fu">++</span>[y]) ys</a></code></pre></div>
<div class="sourceCode" id="cb22"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb22-1" data-line-number="1">mySplit <span class="ch">'-'</span> <span class="st">"a-bcd-ef"</span> <span class="fu">==></span> [<span class="st">"a"</span>,<span class="st">"bcd"</span>,<span class="st">"ef"</span>]</a></code></pre></div>
<h2 id="type-classes"><span class="header-section-number">9.5</span> Type Classes</h2>
<p>The following functions are <em>parametrically polymorphic</em>:</p>
<div class="sourceCode" id="cb23"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb23-1" data-line-number="1">id<span class="ot"> ::</span> a <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb23-2" data-line-number="2">id x <span class="fu">=</span> x</a>
<a class="sourceLine" id="cb23-3" data-line-number="3"></a>
<a class="sourceLine" id="cb23-4" data-line-number="4">head<span class="ot"> ::</span> [a] <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb23-5" data-line-number="5">head (x<span class="fu">:</span>_) <span class="fu">=</span> x</a>
<a class="sourceLine" id="cb23-6" data-line-number="6"></a>
<a class="sourceLine" id="cb23-7" data-line-number="7">fst<span class="ot"> ::</span> (a,b) <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb23-8" data-line-number="8">fst (x,y) <span class="fu">=</span> x</a></code></pre></div>
<p>Parametrically polymorphic functions always work the same way, no matter what types we’re working with. This means that we can’t define a special implementation of <code>id</code> just for the <code>Int</code> type, or <code>fst</code> for the type <code>(Bool, String)</code>.</p>
<p>By contrast, <em>ad hoc polymorphism</em> allows different types to have different implementations of the same function. Ad hoc polymorphism in Haskell can be achieved by defining a <em>type class</em> and then declaring <em>instances</em> of that type class for various types. Ad hoc polymorphism is a handy way for expressing a common set of operations, even when the implementation of the operations depends on the type they’re acting on.</p>
<p>Functions that use ad hoc polymorphism have a <em>class constraint</em> in their types. Here are some examples:</p>
<div class="sourceCode" id="cb24"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb24-1" data-line-number="1">negate<span class="ot"> ::</span> <span class="dt">Num</span> a <span class="ot">=></span> a <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb24-2" data-line-number="2"><span class="ot">(==) ::</span> <span class="dt">Eq</span> a <span class="ot">=></span> a <span class="ot">-></span> a <span class="ot">-></span> <span class="dt">Bool</span></a>
<a class="sourceLine" id="cb24-3" data-line-number="3">sort<span class="ot"> ::</span> <span class="dt">Ord</span> a <span class="ot">=></span> [a] <span class="ot">-></span> [a]</a></code></pre></div>
<p>A type like <code>Num a => a -> a</code> means: for any type <code>X</code> that’s a member of the <code>Num</code> class, this function has type <code>X -> X</code>. In other words, we can invoke <code>negate</code> on any number type, but not on other types:</p>
<div class="sourceCode" id="cb25"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb25-1" data-line-number="1"><span class="dt">Prelude</span><span class="fu">></span> negate <span class="dv">1</span></a>
<a class="sourceLine" id="cb25-2" data-line-number="2"><span class="fu">-</span><span class="dv">1</span></a>
<a class="sourceLine" id="cb25-3" data-line-number="3"><span class="dt">Prelude</span><span class="fu">></span> negate <span class="fl">1.0</span></a>
<a class="sourceLine" id="cb25-4" data-line-number="4"><span class="fu">-</span><span class="fl">1.0</span></a>
<a class="sourceLine" id="cb25-5" data-line-number="5"><span class="dt">Prelude</span><span class="fu">></span> negate <span class="dt">True</span></a>
<a class="sourceLine" id="cb25-6" data-line-number="6"><span class="fu"><</span>interactive<span class="fu">>:</span><span class="dv">3</span><span class="fu">:</span><span class="dv">1</span><span class="fu">:</span> error<span class="fu">:</span></a>
<a class="sourceLine" id="cb25-7" data-line-number="7"> • <span class="dt">No</span> <span class="kw">instance</span> for (<span class="dt">Num</span> <span class="dt">Bool</span>) arising from a use <span class="kw">of</span> ‘negate’</a></code></pre></div>
<p>Here’s a summary of some useful type classes from the standard library.</p>
<ul>
<li>Comparison
<ul>
<li><code>Eq</code> is for equality comparison. It contains the <code>==</code> operator</li>
<li><code>Ord</code> is for order comparison. It contains the ordered comparison operators like <code><</code> and <code>=></code>, and functions like <code>max</code> and <code>min</code>.</li>
</ul></li>
<li>Numbers
<ul>
<li><code>Num</code> is for all number types. It contains <code>+</code>, <code>-</code>, <code>*</code> and <code>negate</code>.</li>
<li><code>Integral</code> is for whole number types. Most notably, it contains integer division <code>div</code>.</li>
<li><code>Fractional</code> is for number types that support division, <code>/</code></li>
</ul></li>
<li>Converting values to strings
<ul>
<li><code>Show</code> contains the function <code>show :: Show a => a -> String</code> that converts values to strings</li>
<li><code>Read</code> contains the function <code>read :: Read a => String -> a</code> that is the inverse of <code>show</code></li>
</ul></li>
</ul>
<p>Sometimes, multiple class constraints are needed. For instance here:</p>
<div class="sourceCode" id="cb26"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb26-1" data-line-number="1"><span class="ot">sumTwoSmallest ::</span> (<span class="dt">Num</span> a, <span class="dt">Ord</span> a) <span class="ot">=></span> [a] <span class="ot">-></span> a</a>
<a class="sourceLine" id="cb26-2" data-line-number="2">sumTwoSmallest xs <span class="fu">=</span> <span class="kw">let</span> (a<span class="fu">:</span>b<span class="fu">:</span>_) <span class="fu">=</span> sort xs</a>
<a class="sourceLine" id="cb26-3" data-line-number="3"> <span class="kw">in</span> a<span class="fu">+</span>b</a></code></pre></div>
<p>Now that we’ve seen some classes and types, let’s look at the syntax of declaring classes and instances. Here are two class definitions:</p>
<div class="sourceCode" id="cb27"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb27-1" data-line-number="1"><span class="kw">class</span> <span class="dt">Sized</span> a <span class="kw">where</span></a>
<a class="sourceLine" id="cb27-2" data-line-number="2"><span class="ot"> empty ::</span> a <span class="co">-- a thing with size 0</span></a>
<a class="sourceLine" id="cb27-3" data-line-number="3"><span class="ot"> size ::</span> a <span class="ot">-></span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb27-4" data-line-number="4"></a>
<a class="sourceLine" id="cb27-5" data-line-number="5"><span class="kw">class</span> <span class="dt">Eq</span> a <span class="kw">where</span></a>
<a class="sourceLine" id="cb27-6" data-line-number="6"><span class="ot"> (==) ::</span> a <span class="ot">-></span> a <span class="ot">-></span> <span class="dt">Bool</span></a></code></pre></div>
<p>Consider the following data structures:</p>
<div class="sourceCode" id="cb28"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb28-1" data-line-number="1"><span class="kw">data</span> <span class="dt">Numbers</span> <span class="fu">=</span> <span class="dt">None</span> <span class="fu">|</span> <span class="dt">One</span> <span class="dt">Int</span> <span class="fu">|</span> <span class="dt">Two</span> <span class="dt">Int</span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb28-2" data-line-number="2"><span class="kw">data</span> <span class="dt">IntList</span> <span class="fu">=</span> <span class="dt">Nil</span> <span class="fu">|</span> <span class="dt">ListNode</span> <span class="dt">Int</span> <span class="dt">IntList</span></a>
<a class="sourceLine" id="cb28-3" data-line-number="3"><span class="kw">data</span> <span class="dt">Tree</span> a <span class="fu">=</span> <span class="dt">Leaf</span> <span class="fu">|</span> <span class="dt">Node</span> a (<span class="dt">Tree</span> a) (<span class="dt">Tree</span> a)</a></code></pre></div>
<p>All of these have sizes that we can count, but we need to perform the operation differently:</p>
<div class="sourceCode" id="cb29"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb29-1" data-line-number="1"><span class="kw">instance</span> <span class="dt">Sized</span> <span class="dt">Numbers</span> <span class="kw">where</span></a>
<a class="sourceLine" id="cb29-2" data-line-number="2"> empty <span class="fu">=</span> <span class="dt">None</span></a>
<a class="sourceLine" id="cb29-3" data-line-number="3"> size <span class="dt">None</span> <span class="fu">=</span> <span class="dv">0</span></a>
<a class="sourceLine" id="cb29-4" data-line-number="4"> size (<span class="dt">One</span> _) <span class="fu">=</span> <span class="dv">1</span></a>
<a class="sourceLine" id="cb29-5" data-line-number="5"> size (<span class="dt">Two</span> _ _) <span class="fu">=</span> <span class="dv">2</span></a>
<a class="sourceLine" id="cb29-6" data-line-number="6"></a>
<a class="sourceLine" id="cb29-7" data-line-number="7"><span class="kw">instance</span> <span class="dt">Sized</span> <span class="dt">IntList</span> <span class="kw">where</span></a>
<a class="sourceLine" id="cb29-8" data-line-number="8"> empty <span class="fu">=</span> <span class="dt">Nil</span></a>
<a class="sourceLine" id="cb29-9" data-line-number="9"> size <span class="dt">Nil</span> <span class="fu">=</span> <span class="dv">0</span></a>
<a class="sourceLine" id="cb29-10" data-line-number="10"> size (<span class="dt">ListNode</span> _ list) <span class="fu">=</span> <span class="dv">1</span> <span class="fu">+</span> size list</a>
<a class="sourceLine" id="cb29-11" data-line-number="11"></a>
<a class="sourceLine" id="cb29-12" data-line-number="12"><span class="kw">instance</span> <span class="dt">Sized</span> (<span class="dt">Tree</span> a) <span class="kw">where</span></a>
<a class="sourceLine" id="cb29-13" data-line-number="13"> empty <span class="fu">=</span> <span class="dt">Leaf</span></a>
<a class="sourceLine" id="cb29-14" data-line-number="14"> size <span class="dt">Leaf</span> <span class="fu">=</span> <span class="dv">0</span></a>
<a class="sourceLine" id="cb29-15" data-line-number="15"> size (<span class="dt">Node</span> _ left right) <span class="fu">=</span> <span class="dv">1</span> <span class="fu">+</span> size left <span class="fu">+</span> size right</a></code></pre></div>
<p>We can also easily declare <code>Eq</code> instances for <code>Numbers</code> and <code>IntList</code>:</p>
<div class="sourceCode" id="cb30"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb30-1" data-line-number="1"><span class="kw">instance</span> <span class="dt">Eq</span> <span class="dt">Numbers</span> <span class="kw">where</span></a>
<a class="sourceLine" id="cb30-2" data-line-number="2"> <span class="dt">None</span> <span class="fu">==</span> <span class="dt">None</span> <span class="fu">=</span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb30-3" data-line-number="3"> (<span class="dt">One</span> x) <span class="fu">==</span> (<span class="dt">One</span> y) <span class="fu">=</span> x<span class="fu">==</span>y</a>
<a class="sourceLine" id="cb30-4" data-line-number="4"> (<span class="dt">Two</span> x y) <span class="fu">==</span> (<span class="dt">Two</span> z w) <span class="fu">=</span> x<span class="fu">==</span>z <span class="fu">&&</span> y<span class="fu">==</span>w</a>
<a class="sourceLine" id="cb30-5" data-line-number="5"> _ <span class="fu">==</span> _ <span class="fu">=</span> <span class="dt">False</span> <span class="co">-- to handle cases like None == One 1</span></a>
<a class="sourceLine" id="cb30-6" data-line-number="6"></a>
<a class="sourceLine" id="cb30-7" data-line-number="7"><span class="kw">instance</span> <span class="dt">Eq</span> <span class="dt">IntList</span> <span class="kw">where</span></a>
<a class="sourceLine" id="cb30-8" data-line-number="8"> <span class="dt">Nil</span> <span class="fu">==</span> <span class="dt">Nil</span> <span class="fu">=</span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb30-9" data-line-number="9"> (<span class="dt">ListNode</span> x xs) <span class="fu">==</span> (<span class="dt">ListNode</span> y ys) <span class="fu">=</span> x <span class="fu">==</span> y <span class="fu">&&</span> xs <span class="fu">==</span> ys</a>
<a class="sourceLine" id="cb30-10" data-line-number="10"> _ <span class="fu">==</span> _ <span class="fu">=</span> <span class="dt">False</span></a></code></pre></div>
<p>However, since the <code>Tree</code> datatype is parameterized over the element type <code>a</code>, we need an <code>Eq a</code> instance in order to have an <code>Eq (Tree a)</code> instance. This is achieved by adding a class constraint to the instance declaration. This is called an <em>instance hierarchy</em>.</p>
<div class="sourceCode" id="cb31"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb31-1" data-line-number="1"><span class="kw">instance</span> <span class="dt">Eq</span> a <span class="ot">=></span> <span class="dt">Eq</span> (<span class="dt">Tree</span> a) <span class="kw">where</span></a>
<a class="sourceLine" id="cb31-2" data-line-number="2"> <span class="dt">Leaf</span> <span class="fu">==</span> <span class="dt">Leaf</span> <span class="fu">=</span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb31-3" data-line-number="3"> (<span class="dt">Node</span> x l r) <span class="fu">==</span> (<span class="dt">Node</span> x' l' r') <span class="fu">=</span> x <span class="fu">==</span> x' <span class="fu">&&</span> l <span class="fu">==</span> l' <span class="fu">&&</span> r <span class="fu">==</span> r'</a>
<a class="sourceLine" id="cb31-4" data-line-number="4"> _ <span class="fu">==</span> _ <span class="fu">=</span> <span class="dt">False</span></a></code></pre></div>
<h3 id="deriving"><span class="header-section-number">9.5.1</span> Deriving</h3>
<p>Some standard type classes, most notably <code>Show</code>, <code>Read</code>, <code>Eq</code> and <code>Ord</code> can be <em>derived</em>, that is, you can ask the compiler to generate automatic instances for you. For example we could have derived all of these classes for our earlier <code>Numbers</code> example.</p>
<div class="sourceCode" id="cb32"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb32-1" data-line-number="1"><span class="kw">data</span> <span class="dt">Numbers</span> <span class="fu">=</span> <span class="dt">None</span> <span class="fu">|</span> <span class="dt">One</span> <span class="dt">Int</span> <span class="fu">|</span> <span class="dt">Two</span> <span class="dt">Int</span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb32-2" data-line-number="2"> <span class="kw">deriving</span> (<span class="dt">Show</span>, <span class="dt">Read</span>, <span class="dt">Eq</span>, <span class="dt">Ord</span>)</a></code></pre></div>
<div class="sourceCode" id="cb33"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb33-1" data-line-number="1"><span class="dt">None</span> <span class="fu">==</span> <span class="dt">One</span> <span class="dv">1</span> <span class="fu">==></span> <span class="dt">False</span></a>
<a class="sourceLine" id="cb33-2" data-line-number="2"><span class="dt">Two</span> <span class="dv">1</span> <span class="dv">2</span> <span class="fu">==</span> <span class="dt">Two</span> <span class="dv">1</span> <span class="dv">2</span> <span class="fu">==></span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb33-3" data-line-number="3"><span class="dt">None</span> <span class="fu"><</span> <span class="dt">Two</span> <span class="dv">1</span> <span class="dv">2</span> <span class="fu">==></span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb33-4" data-line-number="4"><span class="dt">Two</span> <span class="dv">1</span> <span class="dv">3</span> <span class="fu"><</span> <span class="dt">Two</span> <span class="dv">1</span> <span class="dv">2</span> <span class="fu">==></span> <span class="dt">False</span></a>
<a class="sourceLine" id="cb33-5" data-line-number="5">show (<span class="dt">Two</span> <span class="dv">1</span> <span class="dv">3</span>) <span class="fu">==></span> <span class="st">"Two 1 3"</span></a></code></pre></div>
<h2 id="quiz"><span class="header-section-number">9.6</span> Quiz</h2>
<p>What is the type of <code>('c',not)</code></p>
<ol class="quiz">
<li>
<code>[Char]</code>
</li>
<li>
<code>[Bool]</code>
</li>
<li class="correct">
<code>(Char,Bool -> Bool)</code>
</li>
<li>
<code>(Char,Bool)</code>
</li>
<li>
It is a type error.
</li>
</ol>
<p>What is the type of <code>['c',not]</code></p>
<ol class="quiz">
<li>
<code>[Char]</code>
</li>
<li>
<code>[Bool]</code>
</li>
<li>
<code>(Char,Bool -> Bool)</code>
</li>
<li>
<code>(Char,Bool)</code>
</li>
<li class="correct">
It is a type error.
</li>
</ol>
<p>Which of these is a value of the following type?</p>
<div class="sourceCode" id="cb34"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb34-1" data-line-number="1"><span class="kw">data</span> <span class="dt">T</span> <span class="fu">=</span> <span class="dt">X</span> <span class="dt">Int</span> <span class="fu">|</span> <span class="dt">Y</span> <span class="dt">String</span> <span class="dt">String</span> <span class="fu">|</span> <span class="dt">Z</span> <span class="dt">T</span></a></code></pre></div>
<ol class="quiz">
<li>
<code>X "foo"</code>
</li>
<li>
<code>Y "foo"</code>
</li>
<li class="correct">
<code>Z (X 1)</code>
</li>
<li>
<code>X (Z 1)</code>
</li>
</ol>
<p>What is the type of this function?</p>
<div class="sourceCode" id="cb35"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb35-1" data-line-number="1">f (_<span class="fu">:</span><span class="dt">Just</span> x<span class="fu">:</span>_) <span class="fu">=</span> x</a>
<a class="sourceLine" id="cb35-2" data-line-number="2">f _ <span class="fu">=</span> <span class="dt">False</span></a></code></pre></div>
<ol class="quiz">
<li>
<code>Maybe a -> a</code>
</li>
<li>
<code>[Maybe a] -> a</code>
</li>
<li>
<code>[Maybe a] -> Bool</code>
</li>
<li class="correct">
<code>[Maybe Bool] -> Bool</code>
</li>
</ol>
<p>What is the type of this function?</p>
<div class="sourceCode" id="cb36"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb36-1" data-line-number="1">f x y <span class="fu">=</span> x<span class="fu">-</span>y <span class="fu">==</span> <span class="dv">0</span></a></code></pre></div>
<ol class="quiz">
<li class="correct">
(Num a, Eq a) => a -> a -> Bool
</li>
<li>
<code>Num a => a -> a -> Bool</code>
</li>
<li>
<code>Eq a => a -> a -> Bool</code>
</li>
<li>
<code>a -> a -> Bool</code>
</li>
</ol>
<h2 id="working-on-the-exercises"><span class="header-section-number">9.7</span> Working on the Exercises</h2>
<p>Here’s a short recap of how to work on the exercises. The system is the same as for part 1 of the course.</p>
<ol type="1">
<li>Clone the GitHub repository <a href="https://github.com/moocfi/haskell-mooc" class="uri">https://github.com/moocfi/haskell-mooc</a></li>
<li>Go to the <code>exercises/</code> directory</li>
<li>Run <code>stack build</code> to download dependencies</li>
<li>Edit the file <code>Set9a.hs</code></li>
<li>Check your answers by running <code>stack runhaskell Set9aTest.hs</code></li>
<li>Return your answers on the <a href="https://haskell.mooc.fi/submit.php">Submit page</a></li>
<li>Repeat as necessary. You can work on the exercise sets in any order, and you can return the sets as many times as you want!</li>
<li>You can see total score on the <a href="https://haskell.mooc.fi/status.php">My status page</a></li>
</ol>
<h2 id="exercises"><span class="header-section-number">9.8</span> Exercises</h2>
<ul>
<li><a href="https://github.com/moocfi/haskell-mooc/blob/master/exercises/Set9a.hs">Set9a</a> - small exercises that recap part 1 of the course</li>
<li><a href="https://github.com/moocfi/haskell-mooc/blob/master/exercises/Set9b.hs">Set9b</a> - let’s solve the N Queens puzzle!</li>
<li><a href="https://forms.gle/soVtMeGBxSo6u5zp6">Remember to give feedback!</a></li>
</ul>
<h1 id="lecture-10-reductionism"><span class="header-section-number">10</span> Lecture 10: Reductionism</h1>
<ul>
<li>Purity</li>
<li>Laziness</li>
<li>Haskell evaluation</li>
</ul>
<h2 id="laziness-purity"><span class="header-section-number">10.1</span> Laziness & Purity</h2>
<p>Purity and laziness were mentioned as key features of Haskell in the beginning of part 1. Let’s take a closer look at them.</p>
<p>Haskell is a <em>pure</em> functional language. This means that the value <code>f x y</code> is always the same for given <code>x</code> and <code>y</code>. In other words, the values of <code>x</code> and <code>y</code> uniquely determine the value of <code>f x y</code>. This property is also called <em>referential transparency</em>.</p>
<p>Purity also means that there are no side effects: you can’t have the evaluation of <code>f x y</code> read a line from the user - the line would be different on different invocations of <code>f</code> and would affect the return value, breaking referential transparency! Obviously you need side effects to actually get something done. We’ll get back to how Haskell handles side effects later.</p>
<p>Haskell is a <em>lazy</em> language. This means that a value is not evaluated if it is not needed. An example illustrates this best. Consider these two functions:</p>
<div class="sourceCode" id="cb37"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb37-1" data-line-number="1">f x <span class="fu">=</span> f x <span class="co">-- infinite recursion</span></a>
<a class="sourceLine" id="cb37-2" data-line-number="2">g x y <span class="fu">=</span> x</a></code></pre></div>
<p>Evaluating <code>f 1</code> does not halt due to the infinite recursion. However, this works:</p>
<div class="sourceCode" id="cb38"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb38-1" data-line-number="1">g <span class="dv">2</span> (f <span class="dv">1</span>) <span class="fu">==></span> <span class="dv">2</span></a></code></pre></div>
<p>Laziness is not a problem because Haskell is pure. Only the result of the function matters, not the side effects. So if the result of a function is not used, we can simply not evaluate it without changing the meaning (semantics) of a program. Well okay, sometimes we get a terminating program instead of one that goes on for ever, but adding laziness never makes a functioning Haskell program break.</p>
<p>If you’re interested in the theory behind this, check out the <a href="https://en.wikipedia.org/wiki/Church%E2%80%93Rosser_theorem">Church-Rosser theorem</a> or the Haskell Wiki article <a href="https://wiki.haskell.org/Lazy_vs._non-strict">Lazy vs. non-strict</a>.</p>
<h2 id="equational-reasoning"><span class="header-section-number">10.2</span> Equational Reasoning</h2>
<p>Referential transparency, the feature that an expression always returns the same value for the same inputs, is a very powerful property that we can leverage to <em>reason about programs</em>.</p>
<p>In a C-style language, we might write a procedure that may not always return the same value for the same arguments:</p>
<pre><code>int c = 0;
int funny(int x) {
return x + c++;
}</code></pre>
<p>The expression <code>c++</code> increments the value of <code>c</code> and returns the old value of <code>c</code>. The next time it is evaluated, the value of <code>c</code> has increased by one. This means that depending on the current value of <code>c</code>, <code>funny(0)</code> might return <code>0</code>, <code>1</code>, <code>2</code>, or any other integer value. (It might even return negative values if <code>c</code> overflows!)</p>
<p>In some situations this kind of behaviour with side-effects may be useful, but there are also times when it is more important to be able to reason about the code easily. The advantage of pure functions is that they can be analyzed using basic mathematical techniques. Sometimes applying math to our functions can even reveal simplifications or optimisations we otherwise wouldn’t have thought about.</p>
<p>Consider the following expression:</p>
<div class="sourceCode" id="cb40"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb40-1" data-line-number="1">map (<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> reverse <span class="fu">.</span> map (<span class="fu">-</span><span class="dv">1</span>)</a></code></pre></div>
<p>This expression can be simplified to just <code>reverse</code>. We begin by establishing some helpful facts (or <em>lemmas</em>). First, suppose that we know</p>
<ol type="1">
<li><code>map id === id</code></li>
<li><code>map f . map g === map (f.g)</code></li>
<li><code>reverse . map f === map f . reverse</code></li>
</ol>
<p>The fourth fact that we’re going to need is the following:</p>
<ol start="4" type="1">
<li><code>(+1) . (-1) === id</code></li>
</ol>
<p>We can prove fact 4 by reasoning about how <code>(+1) . (-1)</code> behaves for an arbitrary input <code>x</code>:</p>
<div class="sourceCode" id="cb41"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb41-1" data-line-number="1">((<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> (<span class="fu">-</span><span class="dv">1</span>)) x <span class="fu">===</span> ((<span class="fu">+</span><span class="dv">1</span>) ((<span class="fu">-</span><span class="dv">1</span>) x))</a>
<a class="sourceLine" id="cb41-2" data-line-number="2"> <span class="fu">===</span> ((<span class="fu">+</span><span class="dv">1</span>) (x <span class="fu">-</span> <span class="dv">1</span>))</a>
<a class="sourceLine" id="cb41-3" data-line-number="3"> <span class="fu">===</span> (x <span class="fu">-</span> <span class="dv">1</span>) <span class="fu">+</span> <span class="dv">1</span></a>
<a class="sourceLine" id="cb41-4" data-line-number="4"> <span class="fu">===</span> x</a>
<a class="sourceLine" id="cb41-5" data-line-number="5"> <span class="fu">===</span> id x</a></code></pre></div>
<p>Because we didn’t assume anything about <code>x</code>, we may conclude that the above chain of equations holds for <em>every</em> <code>x</code>. Thus,</p>
<div class="sourceCode" id="cb42"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb42-1" data-line-number="1">(<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> (<span class="fu">-</span><span class="dv">1</span>) <span class="fu">===</span> id</a></code></pre></div>
<p>For those who are familiar with the technique of <em>proof by induction</em>, it is a fun exercise to prove the first three facts also. This course doesn’t discuss induction proofs, though, so don’t sweat if you don’t know induction.</p>
<p>Now, from facts 1-4 it follows that</p>
<div class="sourceCode" id="cb43"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb43-1" data-line-number="1"> map (<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> reverse <span class="fu">.</span> map (<span class="fu">-</span><span class="dv">1</span>)</a>
<a class="sourceLine" id="cb43-2" data-line-number="2"><span class="fu">===</span> map (<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> (reverse <span class="fu">.</span> map (<span class="fu">-</span><span class="dv">1</span>)) <span class="co">-- By associativity of (.)</span></a>
<a class="sourceLine" id="cb43-3" data-line-number="3"><span class="fu">===</span> map (<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> (map (<span class="fu">-</span><span class="dv">1</span>) <span class="fu">.</span> reverse) <span class="co">-- By fact 3</span></a>
<a class="sourceLine" id="cb43-4" data-line-number="4"><span class="fu">===</span> (map (<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> map (<span class="fu">-</span><span class="dv">1</span>)) <span class="fu">.</span> reverse <span class="co">-- By associativity of (.)</span></a>
<a class="sourceLine" id="cb43-5" data-line-number="5"><span class="fu">===</span> map ((<span class="fu">+</span><span class="dv">1</span>) <span class="fu">.</span> (<span class="fu">-</span><span class="dv">1</span>)) <span class="fu">.</span> reverse <span class="co">-- By fact 2</span></a>
<a class="sourceLine" id="cb43-6" data-line-number="6"><span class="fu">===</span> map id <span class="fu">.</span> reverse <span class="co">-- By fact 4</span></a>
<a class="sourceLine" id="cb43-7" data-line-number="7"><span class="fu">===</span> id <span class="fu">.</span> reverse <span class="co">-- By fact 1</span></a>
<a class="sourceLine" id="cb43-8" data-line-number="8"><span class="fu">===</span> reverse <span class="co">-- By the definition of id</span></a></code></pre></div>
<p>This course won’t go into details about proving things about programs, but it’s good to know that pure functional programming is very compatible with analysis like this.</p>
<h2 id="infinite-lists"><span class="header-section-number">10.3</span> Infinite Lists</h2>
<p>The benefits of laziness are best demonstrated with some examples involving <em>infinite lists</em>. Let’s start with <code>repeat 1</code>, which generates an infinite list of <code>1</code>s. If we try to tell GHCi to print the value <code>repeat 1</code>, it will just keep printing <code>1</code>s for ever until we interrupt it using Control-C:</p>
<div class="sourceCode" id="cb44"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb44-1" data-line-number="1"><span class="dt">Prelude</span><span class="fu">></span> repeat <span class="dv">1</span></a>
<a class="sourceLine" id="cb44-2" data-line-number="2">[<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span></a>
<a class="sourceLine" id="cb44-3" data-line-number="3"><span class="fu">^</span><span class="dt">C</span></a></code></pre></div>
<p>However, due to laziness, we can work with infinite lists and write computations that end. We just need to use a finite number of elements from the infinite list. Here are some examples:</p>
<div class="sourceCode" id="cb45"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb45-1" data-line-number="1"><span class="dt">Prelude</span><span class="fu">></span> take <span class="dv">10</span> <span class="fu">$</span> repeat <span class="dv">1</span></a>
<a class="sourceLine" id="cb45-2" data-line-number="2">[<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>]</a>
<a class="sourceLine" id="cb45-3" data-line-number="3"><span class="dt">Prelude</span><span class="fu">></span> take <span class="dv">20</span> <span class="fu">$</span> repeat <span class="dv">1</span></a>
<a class="sourceLine" id="cb45-4" data-line-number="4">[<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>]</a>
<a class="sourceLine" id="cb45-5" data-line-number="5"><span class="dt">Prelude</span><span class="fu">></span> repeat <span class="dv">1</span> <span class="fu">!!</span> <span class="dv">13337</span></a>
<a class="sourceLine" id="cb45-6" data-line-number="6"><span class="dv">1</span></a></code></pre></div>
<p>An infinite list that just repeats one element can sometimes be necessary, but it’s kind of pointless. Let’s look at some more useful infinite lists next. You can use the <code>[n..]</code> syntax to generate an infinite list of numbers, starting from <code>n</code>:</p>
<div class="sourceCode" id="cb46"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb46-1" data-line-number="1"><span class="dt">Prelude</span><span class="fu">></span> take <span class="dv">20</span> [<span class="dv">0</span><span class="fu">..</span>]</a>
<a class="sourceLine" id="cb46-2" data-line-number="2">[<span class="dv">0</span>,<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>,<span class="dv">4</span>,<span class="dv">5</span>,<span class="dv">6</span>,<span class="dv">7</span>,<span class="dv">8</span>,<span class="dv">9</span>,<span class="dv">10</span>,<span class="dv">11</span>,<span class="dv">12</span>,<span class="dv">13</span>,<span class="dv">14</span>,<span class="dv">15</span>,<span class="dv">16</span>,<span class="dv">17</span>,<span class="dv">18</span>,<span class="dv">19</span>]</a>
<a class="sourceLine" id="cb46-3" data-line-number="3"><span class="dt">Prelude</span><span class="fu">></span> take <span class="dv">10</span> <span class="fu">.</span> map (<span class="dv">2</span><span class="fu">^</span>) <span class="fu">$</span> [<span class="dv">0</span><span class="fu">..</span>]</a>
<a class="sourceLine" id="cb46-4" data-line-number="4">[<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">4</span>,<span class="dv">8</span>,<span class="dv">16</span>,<span class="dv">32</span>,<span class="dv">64</span>,<span class="dv">128</span>,<span class="dv">256</span>,<span class="dv">512</span>]</a></code></pre></div>
<p>The function <code>cycle</code> repeats elements from the given list over and over again. It can be useful when dealing with rotations or cycles.</p>
<div class="sourceCode" id="cb47"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb47-1" data-line-number="1"><span class="dt">Prelude</span><span class="fu">></span> take <span class="dv">21</span> <span class="fu">$</span> cycle <span class="st">"asdf"</span></a>
<a class="sourceLine" id="cb47-2" data-line-number="2"><span class="st">"asdfasdfasdfasdfasdfa"</span></a>
<a class="sourceLine" id="cb47-3" data-line-number="3"><span class="dt">Prelude</span><span class="fu">></span> take <span class="dv">4</span> <span class="fu">.</span> map (take <span class="dv">4</span>) <span class="fu">.</span> tails <span class="fu">$</span> cycle <span class="st">"asdf"</span></a>
<a class="sourceLine" id="cb47-4" data-line-number="4">[<span class="st">"asdf"</span>,<span class="st">"sdfa"</span>,<span class="st">"dfas"</span>,<span class="st">"fasd"</span>]</a></code></pre></div>
<h3 id="example-transaction-numbers"><span class="header-section-number">10.3.1</span> Example: Transaction Numbers</h3>
<p>As a more concrete example of how <code>cycle</code> is useful, let’s look at computing the check digit of Finnish bank transfer transaction numbers (<a href="https://fi.wikipedia.org/wiki/Tilisiirto#Viitenumero">viitenumero</a>). A transaction number consists of any number of digits, followed by a single check digit. The check digit is checked by multiplying the digits (from right to left) with the numbers 7, 3, 1, 7, 3, 1 and so on, and summing the results. If the result of the sum <em>plus the check digit</em> is divisible by 10, the number is valid.</p>
<p>Here’s a concrete example. <code>116127</code> is a valid transaction number. The computation goes like this:</p>
<pre><code>digits: 1 1 6 1 2
* * * * *
multipliers: 3 7 1 3 7
3+ 7+ 6+ 3+14 = 33
check digit is 7, 33+7=40 is divisible by 10, valid</code></pre>
<p>Here’s the Haskell code for a transaction number checker. Note how we use use the infinite list <code>cycle [7,3,1]</code> for the multipliers.</p>
<div class="sourceCode" id="cb49"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb49-1" data-line-number="1"><span class="ot">viitenumeroCheck ::</span> [<span class="dt">Int</span>] <span class="ot">-></span> <span class="dt">Bool</span></a>
<a class="sourceLine" id="cb49-2" data-line-number="2">viitenumeroCheck allDigits <span class="fu">=</span> mod (checksum<span class="fu">+</span>checkDigit) <span class="dv">10</span> <span class="fu">==</span> <span class="dv">0</span></a>
<a class="sourceLine" id="cb49-3" data-line-number="3"> <span class="kw">where</span> (checkDigit<span class="fu">:</span>digits) <span class="fu">=</span> reverse allDigits</a>
<a class="sourceLine" id="cb49-4" data-line-number="4"> multipliers <span class="fu">=</span> cycle [<span class="dv">7</span>,<span class="dv">3</span>,<span class="dv">1</span>]</a>
<a class="sourceLine" id="cb49-5" data-line-number="5"> checksum <span class="fu">=</span> sum <span class="fu">$</span> zipWith (<span class="fu">*</span>) multipliers digits</a></code></pre></div>
<div class="sourceCode" id="cb50"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb50-1" data-line-number="1">viitenumeroCheck [<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">6</span>,<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">7</span>] <span class="fu">==></span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb50-2" data-line-number="2">viitenumeroCheck [<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">6</span>,<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">8</span>] <span class="fu">==></span> <span class="dt">False</span></a></code></pre></div>
<h3 id="example-finding-a-power"><span class="header-section-number">10.3.2</span> Example: Finding a Power</h3>
<p>Finally, here’s how you would find the first power of 3 that’s larger than 100.</p>
<div class="sourceCode" id="cb51"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb51-1" data-line-number="1"><span class="dt">Prelude</span><span class="fu">></span> head <span class="fu">.</span> filter (<span class="fu">></span><span class="dv">100</span>) <span class="fu">$</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">0</span><span class="fu">..</span>]</a>
<a class="sourceLine" id="cb51-2" data-line-number="2"><span class="dv">243</span></a></code></pre></div>
<p>Let’s go through how this works step by step. Note how map and filter are processing the list lazily, one element at a time, as needed. This is similar to how <em>generators</em> or <em>iterators</em> work in languages like Python or Java.</p>
<div class="sourceCode" id="cb52"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb52-1" data-line-number="1"> head (filter (<span class="fu">></span><span class="dv">100</span>) (map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">0</span><span class="fu">..</span>]))</a>
<a class="sourceLine" id="cb52-2" data-line-number="2"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (map (<span class="dv">3</span><span class="fu">^</span>) (<span class="dv">0</span><span class="fu">:</span>[<span class="dv">1</span><span class="fu">..</span>]))) <span class="co">-- evaluate first element of the lazy list</span></a>
<a class="sourceLine" id="cb52-3" data-line-number="3"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (<span class="dv">1</span> <span class="fu">:</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">1</span><span class="fu">..</span>])) <span class="co">-- map processes the element</span></a>
<a class="sourceLine" id="cb52-4" data-line-number="4"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">1</span><span class="fu">..</span>])) <span class="co">-- filter drops the element</span></a>
<a class="sourceLine" id="cb52-5" data-line-number="5"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (map (<span class="dv">3</span><span class="fu">^</span>) (<span class="dv">1</span><span class="fu">:</span>[<span class="dv">2</span><span class="fu">..</span>]))) <span class="co">-- evaluate second element of the lazy list</span></a>
<a class="sourceLine" id="cb52-6" data-line-number="6"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (<span class="dv">3</span> <span class="fu">:</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">2</span><span class="fu">..</span>])) <span class="co">-- map processes the element</span></a>
<a class="sourceLine" id="cb52-7" data-line-number="7"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">2</span><span class="fu">..</span>])) <span class="co">-- filter drops the element</span></a>
<a class="sourceLine" id="cb52-8" data-line-number="8"><span class="co">-- let's take bigger steps now</span></a>
<a class="sourceLine" id="cb52-9" data-line-number="9"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (<span class="dv">9</span> <span class="fu">:</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">3</span><span class="fu">..</span>])) <span class="co">-- map processes, filter will drop</span></a>
<a class="sourceLine" id="cb52-10" data-line-number="10"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (<span class="dv">27</span> <span class="fu">:</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">4</span><span class="fu">..</span>])) <span class="co">-- map processes, filter will drop</span></a>
<a class="sourceLine" id="cb52-11" data-line-number="11"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (<span class="dv">81</span> <span class="fu">:</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">5</span><span class="fu">..</span>])) <span class="co">-- map processes, filter will drop</span></a>
<a class="sourceLine" id="cb52-12" data-line-number="12"><span class="fu">==></span> head (filter (<span class="fu">></span><span class="dv">100</span>) (<span class="dv">243</span> <span class="fu">:</span> map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">6</span><span class="fu">..</span>])) <span class="co">-- map processes</span></a>
<a class="sourceLine" id="cb52-13" data-line-number="13"><span class="fu">==></span> head (<span class="dv">243</span> <span class="fu">:</span> filter (<span class="fu">></span><span class="dv">100</span>) (map (<span class="dv">3</span><span class="fu">^</span>) [<span class="dv">6</span><span class="fu">..</span>])) <span class="co">-- filter lets the value through</span></a>
<a class="sourceLine" id="cb52-14" data-line-number="14"><span class="fu">==></span> <span class="dv">243</span> <span class="co">-- head returns the result</span></a></code></pre></div>
<h2 id="how-does-haskell-work"><span class="header-section-number">10.4</span> How does Haskell Work?</h2>
<p>Laziness will probably feel a bit magical to you right now. You might wonder how it can be implemented. Haskell evaluation is remarkably simple, it’s just different than what you might be used to. Let’s dig in.</p>
<p>In most other programming languages (like Java, C or Python), evaluation proceeds inside-out. Arguments to functions are evaluated before the function.</p>
<p>Haskell evaluation proceeds outside-in instead of inside-out. The definition of the outermost function in an expression is applied without evaluating any arguments. Here’s a concrete example with toy functions <code>f</code> and <code>g</code>:</p>
<div class="sourceCode" id="cb53"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb53-1" data-line-number="1"><span class="ot">g ::</span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb53-2" data-line-number="2">g x y <span class="fu">=</span> y<span class="fu">+</span><span class="dv">1</span></a>
<a class="sourceLine" id="cb53-3" data-line-number="3"><span class="ot">f ::</span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span> <span class="ot">-></span> <span class="dt">Int</span></a>
<a class="sourceLine" id="cb53-4" data-line-number="4">f a b c <span class="fu">=</span> g (a<span class="fu">*</span><span class="dv">1000</span>) c</a></code></pre></div>
<p>Inside-out (normal) evaluation:</p>
<div class="sourceCode" id="cb54"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb54-1" data-line-number="1">f <span class="dv">1</span> (<span class="dv">1234</span><span class="fu">*</span><span class="dv">1234</span>) <span class="dv">2</span></a>
<a class="sourceLine" id="cb54-2" data-line-number="2"> <span class="co">-- evaluate arguments to f</span></a>
<a class="sourceLine" id="cb54-3" data-line-number="3"> <span class="fu">==></span> f <span class="dv">1</span> <span class="dv">1522756</span> <span class="dv">2</span></a>
<a class="sourceLine" id="cb54-4" data-line-number="4"> <span class="co">-- evaluate f</span></a>
<a class="sourceLine" id="cb54-5" data-line-number="5"> <span class="fu">==></span> g (<span class="dv">1</span><span class="fu">*</span><span class="dv">1000</span>) <span class="dv">2</span></a>
<a class="sourceLine" id="cb54-6" data-line-number="6"> <span class="co">-- evaluate arguments to g</span></a>
<a class="sourceLine" id="cb54-7" data-line-number="7"> <span class="fu">==></span> g <span class="dv">1000</span> <span class="dv">2</span></a>
<a class="sourceLine" id="cb54-8" data-line-number="8"> <span class="co">-- evaluate g</span></a>
<a class="sourceLine" id="cb54-9" data-line-number="9"> <span class="fu">==></span> <span class="dv">2</span><span class="fu">+</span><span class="dv">1</span></a>
<a class="sourceLine" id="cb54-10" data-line-number="10"> <span class="fu">==></span> <span class="dv">3</span></a></code></pre></div>
<p>Haskell outside-in evaluation:</p>
<div class="sourceCode" id="cb55"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb55-1" data-line-number="1">f <span class="dv">1</span> (<span class="dv">1234</span><span class="fu">*</span><span class="dv">1234</span>) <span class="dv">2</span></a>
<a class="sourceLine" id="cb55-2" data-line-number="2"> <span class="co">-- evaluate f without evaluating arguments</span></a>
<a class="sourceLine" id="cb55-3" data-line-number="3"> <span class="fu">==></span> g (<span class="dv">1</span><span class="fu">*</span><span class="dv">1000</span>) <span class="dv">2</span></a>
<a class="sourceLine" id="cb55-4" data-line-number="4"> <span class="co">-- evaluate g without evaluating arguments</span></a>
<a class="sourceLine" id="cb55-5" data-line-number="5"> <span class="fu">==></span> <span class="dv">2</span><span class="fu">+</span><span class="dv">1</span></a>
<a class="sourceLine" id="cb55-6" data-line-number="6"> <span class="fu">==></span> <span class="dv">3</span></a></code></pre></div>
<p>Note how the unused calculations <code>1234*1234</code> and <code>1*1000</code> didn’t get evaluated. This is why laziness is often helpful.</p>
<h3 id="pattern-matching-drives-evaluation"><span class="header-section-number">10.4.1</span> Pattern Matching Drives Evaluation</h3>
<p>Let’s look at a more involved example, with pattern matching and more complex data (lists). Pattern matching drives Haskell evaluation in a very concrete way, as we’ll see. Here are some functions that we’ll use. They’re familiar from the Prelude, but I’ll give them simple definitions.</p>
<div class="sourceCode" id="cb56"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb56-1" data-line-number="1">not <span class="dt">True</span> <span class="fu">=</span> <span class="dt">False</span></a>
<a class="sourceLine" id="cb56-2" data-line-number="2">not <span class="dt">False</span> <span class="fu">=</span> <span class="dt">True</span></a>
<a class="sourceLine" id="cb56-3" data-line-number="3">map f [] <span class="fu">=</span> []</a>
<a class="sourceLine" id="cb56-4" data-line-number="4">map f (x<span class="fu">:</span>xs) <span class="fu">=</span> f x <span class="fu">:</span> map f xs</a>
<a class="sourceLine" id="cb56-5" data-line-number="5">length [] <span class="fu">=</span> <span class="dv">0</span></a>
<a class="sourceLine" id="cb56-6" data-line-number="6">length (x<span class="fu">:</span>xs) <span class="fu">=</span> <span class="dv">1</span><span class="fu">+</span>length xs</a></code></pre></div>
<p>Here’s the inside-out evaluation of an expression:</p>
<div class="sourceCode" id="cb57"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb57-1" data-line-number="1">length (map not (<span class="dt">True</span><span class="fu">:</span><span class="dt">False</span><span class="fu">:</span>[]))</a>
<a class="sourceLine" id="cb57-2" data-line-number="2"> <span class="fu">==></span> length (not <span class="dt">True</span> <span class="fu">:</span> not <span class="dt">False</span> <span class="fu">:</span> []) <span class="co">-- evaluate call to map</span></a>
<a class="sourceLine" id="cb57-3" data-line-number="3"> <span class="fu">==></span> length (<span class="dt">False</span><span class="fu">:</span><span class="dt">True</span><span class="fu">:</span>[]) <span class="co">-- evaluate calls to not</span></a>
<a class="sourceLine" id="cb57-4" data-line-number="4"> <span class="fu">==></span> <span class="dv">2</span></a></code></pre></div>
<p>Here’s how the evaluation proceeds in Haskell. Note how it’s not strictly outside-in, since we sometimes need to evaluate inside arguments to be able to know which pattern is matched.</p>
<div class="sourceCode" id="cb58"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb58-1" data-line-number="1">length (map not (<span class="dt">True</span><span class="fu">:</span><span class="dt">False</span><span class="fu">:</span>[]))</a>
<a class="sourceLine" id="cb58-2" data-line-number="2"> <span class="co">-- We can't evaluate length since we don't know which equation of length applies,</span></a>
<a class="sourceLine" id="cb58-3" data-line-number="3"> <span class="co">-- so we look at length's argument. We can apply the second equation of map, so we do.</span></a>
<a class="sourceLine" id="cb58-4" data-line-number="4"> <span class="fu">==></span> length (not <span class="dt">True</span> <span class="fu">:</span> map not (<span class="dt">False</span><span class="fu">:</span>[]))</a>
<a class="sourceLine" id="cb58-5" data-line-number="5"> <span class="co">-- Now the argument of length has a (:) we can pattern match on, so we apply the</span></a>
<a class="sourceLine" id="cb58-6" data-line-number="6"> <span class="co">-- second equation of length</span></a>
<a class="sourceLine" id="cb58-7" data-line-number="7"> <span class="fu">==></span> <span class="dv">1</span> <span class="fu">+</span> length (map not (<span class="dt">False</span><span class="fu">:</span>[]))</a>
<a class="sourceLine" id="cb58-8" data-line-number="8"> <span class="co">-- The outermost function is now +, but it can't do anything unless both arguments</span></a>
<a class="sourceLine" id="cb58-9" data-line-number="9"> <span class="co">-- are numbers. So we need to evaluate length. In order to pick an equation, we need</span></a>
<a class="sourceLine" id="cb58-10" data-line-number="10"> <span class="co">-- to evaluate the argument of length again. We apply the second equation of map</span></a>
<a class="sourceLine" id="cb58-11" data-line-number="11"> <span class="fu">==></span> <span class="dv">1</span> <span class="fu">+</span> length (not <span class="dt">False</span> <span class="fu">:</span> map not ([]))</a>
<a class="sourceLine" id="cb58-12" data-line-number="12"> <span class="co">-- Now we can apply the second equation of length again.</span></a>
<a class="sourceLine" id="cb58-13" data-line-number="13"> <span class="fu">==></span> <span class="dv">1</span> <span class="fu">+</span> (<span class="dv">1</span> <span class="fu">+</span> length (map not []))</a>
<a class="sourceLine" id="cb58-14" data-line-number="14"> <span class="co">-- The outermost + needs a number to be evaluated. The second + also needs a number.</span></a>
<a class="sourceLine" id="cb58-15" data-line-number="15"> <span class="co">-- We need to evaluate length again, which means we need to pick an equation for length,</span></a>
<a class="sourceLine" id="cb58-16" data-line-number="16"> <span class="co">-- which means we need to evaluate its argument. This time it is the first equation for</span></a>
<a class="sourceLine" id="cb58-17" data-line-number="17"> <span class="co">-- map that applies.</span></a>
<a class="sourceLine" id="cb58-18" data-line-number="18"> <span class="fu">==></span> <span class="dv">1</span> <span class="fu">+</span> (<span class="dv">1</span> <span class="fu">+</span> length [])</a>
<a class="sourceLine" id="cb58-19" data-line-number="19"> <span class="co">-- Now we can apply the first equation for length</span></a>
<a class="sourceLine" id="cb58-20" data-line-number="20"> <span class="fu">==></span> <span class="dv">1</span> <span class="fu">+</span> (<span class="dv">1</span> <span class="fu">+</span> <span class="dv">0</span>)</a>
<a class="sourceLine" id="cb58-21" data-line-number="21"> <span class="co">-- The outermost + still can't be evaluated, but the inner one can</span></a>
<a class="sourceLine" id="cb58-22" data-line-number="22"> <span class="fu">==></span> <span class="dv">1</span> <span class="fu">+</span> <span class="dv">1</span></a>
<a class="sourceLine" id="cb58-23" data-line-number="23"> <span class="co">-- Finally we evaluate the outer +</span></a>
<a class="sourceLine" id="cb58-24" data-line-number="24"> <span class="fu">==></span> <span class="dv">2</span></a></code></pre></div>
<p>Note that we didn’t need to evaluate any of the <code>not</code> applications.</p>
<p>Let’s introduce some terminology. We say that pattern matching <em>forces</em> evaluation. When Haskell evaluates something, it evaluates it to something called <em>weak head normal form (WHNF)</em>. WHNF basically means <em>a value that can be pattern matched on</em>. An expression is in WHNF if it can’t be evaluated on <em>its top level</em>. This means it either:</p>
<ul>
<li>is a constant, for example: <code>1</code></li>
<li>has a constructor at the top level, for example: <code>False</code>, <code>Just (1+1)</code>, <code>0:filter f xs</code></li>
<li>is a function, for example: <code>(\x -> 1+x)</code></li>
</ul>
<p>The most notable class of expressions that is <em>not</em> in WHNF is function applications. If an expression consists of a function (that is not a constructor), applied to some arguments, it is not in WHNF. We must evaluate it in order to get something pattern matchable.</p>
<p>In the previous example we couldn’t evaluate <code>length (map not (False:[]))</code> at the top level because the argument to <code>length</code> wasn’t in WHNF. When we apply the second equation of <code>map</code>, we get <code>length (not False : map not [])</code>, and now the argument to length is in WHNF since there is a constructor, <code>(:)</code>, at the top level. This is a bit more evident if we switch from infix to prefix notation and write the argument to <code>length</code> as <code>(:) (not False) (map not [])</code>.</p>
<p>In practice, pattern matching is not the only thing that forces evaluation. Primitives like <code>(+)</code> also force their arguments.</p>
<p>Instead of forcing, some sources talk about <em>strictness</em>, we can say for instance that <code>(+)</code> is <em>strict in both arguments</em>.</p>
<h3 id="a-word-about-sharing"><span class="header-section-number">10.4.2</span> A Word About Sharing</h3>
<p>There’s one more thing about Haskell evaluation. Any time you give a value a <em>name</em>, it gets <em>shared</em>. This means that every occurrence of the name points at the same (potentially unevaluated) expression. When the expression gets evaluated, all occurrences of the name see the result.</p>
<p>Let’s look at a very simple example.</p>
<div class="sourceCode" id="cb59"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb59-1" data-line-number="1">square x <span class="fu">=</span> x<span class="fu">*</span>x</a></code></pre></div>
<p>Based on the previous sections, you might imagine evaluation works like the following. The evaluation is first represented textually, and then visually, as an expression tree.</p>
<div class="sourceCode" id="cb60"><pre class="sourceCode haskell"><code class="sourceCode haskell"><a class="sourceLine" id="cb60-1" data-line-number="1">square (<span class="dv">2</span><span class="fu">+</span><span class="dv">2</span>)</a>
<a class="sourceLine" id="cb60-2" data-line-number="2"> <span class="fu">==></span> (<span class="dv">2</span><span class="fu">+</span><span class="dv">2</span>) <span class="fu">*</span> (<span class="dv">2</span><span class="fu">+</span><span class="dv">2</span>) <span class="co">-- definition of square</span></a>
<a class="sourceLine" id="cb60-3" data-line-number="3"> <span class="fu">==></span> <span class="dv">4</span> <span class="fu">*</span> (<span class="dv">2</span><span class="fu">+</span><span class="dv">2</span>) <span class="co">-- (*) forces left argument</span></a>
<a class="sourceLine" id="cb60-4" data-line-number="4"> <span class="fu">==></span> <span class="dv">4</span> <span class="fu">*</span> <span class="dv">4</span> <span class="co">-- (*) forces right argument</span></a>
<a class="sourceLine" id="cb60-5" data-line-number="5"> <span class="fu">==></span> <span class="dv">16</span> <span class="co">-- definition of (*)</span></a></code></pre></div>