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079c2a8b38
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3 changed files with 300 additions and 115 deletions
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@ -463,24 +463,31 @@ table.table {
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min-width: 1px;
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min-width: 1px;
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details {
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details {
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border: 1px solid lightgray;
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border: 1px solid $hr-color;
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// padding: 10px 30px;
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// padding: 10px 30px;
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font-size: 0.9rem;
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font-size: 0.9rem;
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padding: 0 30px;
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padding: 0 30px;
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line-height: 1.5;
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line-height: 1.5;
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p:nth-of-type(1) {
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padding-top: 0;
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margin-top: 0;
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}
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summary {
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summary {
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padding: 10px 0;
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padding: 10px 0;
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transition: margin 150ms ease-out;
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}
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}
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&[open] summary {
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&[open] summary {
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border-bottom: 1px solid lightgray;
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border-bottom: 1px solid $hr-color;
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margin-bottom: 15px;
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}
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}
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}
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}
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hr {
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hr {
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border-width: 1px 0 0 0;
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border-width: 1px 0 0 0;
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border-color: $faded-background-color;
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border-color: $hr-color;
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margin: 32px auto;
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margin: 32px auto;
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width: 20%;
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width: 20%;
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}
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}
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@ -570,8 +577,8 @@ table.table {
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}
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}
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}
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}
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.endline {
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hr.endline {
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margin-top: 30px;
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margin-top: 30px;
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border-width: 1px 0 0 0;
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border-width: 1px 0 0 0;
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border-color: $faded-background-color;
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border-color: $hr-color;
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}
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}
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@ -20,6 +20,7 @@ $monofont: "PragmataPro Mono Liga", "Roboto Mono", "Roboto Mono for Powerline",
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$small-text-color: #6e707f;
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$small-text-color: #6e707f;
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$smaller-text-color: lighten($text-color, 30%);
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$smaller-text-color: lighten($text-color, 30%);
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$faded: lightgray;
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$faded: lightgray;
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$hr-color: lightgray;
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$link-color: royalblue;
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$link-color: royalblue;
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$code-color: firebrick;
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$code-color: firebrick;
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$tag-color: lighten($link-color, 35%);
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$tag-color: lighten($link-color, 35%);
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@ -29,13 +30,14 @@ $monofont: "PragmataPro Mono Liga", "Roboto Mono", "Roboto Mono for Powerline",
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@media (prefers-color-scheme: dark) {
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@media (prefers-color-scheme: dark) {
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$background-color: #202030;
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$background-color: #202030;
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$faded-background-color: lighten($background-color, 30%);
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$faded-background-color: lighten($background-color, 10%);
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$shadow-color: lighten($background-color, 10%);
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$shadow-color: lighten($background-color, 10%);
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$heading-color: lighten(lightskyblue, 20%);
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$heading-color: lighten(lightskyblue, 20%);
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$text-color: #CDCDCD;
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$text-color: #CDCDCD;
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$small-text-color: darken($text-color, 8%);
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$small-text-color: darken($text-color, 8%);
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$smaller-text-color: darken($text-color, 12%);
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$smaller-text-color: darken($text-color, 12%);
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$faded: #666;
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$faded: #666;
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$hr-color: gray;
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$link-color: lightskyblue;
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$link-color: lightskyblue;
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$code-color: lighten(firebrick, 25%);
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$code-color: lighten(firebrick, 25%);
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$tag-color: darken($link-color, 55%);
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$tag-color: darken($link-color, 55%);
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@ -12,27 +12,26 @@ entire proof system on top of a programming language and verify mathematical
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statements purely with programs.
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statements purely with programs.
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To make this idea more approachable, I'm going to stick to using [Typescript]
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To make this idea more approachable, I'm going to stick to using [Typescript]
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for the majority of my examples, to explain the concepts. I personally love the
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for some of the starting examples to explain the concepts. Then, we'll go and
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way this language tackles a type system, and even though there are certain
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see how this stacks up in a language designed for writing mathematical proofs.
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things it lacks, I still find it generally useful and intuitive for talking
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about basic ideas.
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---
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---
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Let's start with a very simple data type: a class! We can make new classes in
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If we're going to talk about type theory, let's start by bringing some types to
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Typescript like this:
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the table. In Typescript, there's a very simple way to create a type: defining a
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class! We can make new classes in Typescript like this:
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```ts
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```ts
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class Cake {}
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class Cake {}
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```
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```
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That's all there is to it! `Cake` is now a full-fledged data type. What does
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Simple enough. `Cake` is a type now. What does being a type mean?
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being a data type mean?
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- We can make some `Cake` like this:
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- We can make some `Cake` like this:
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```ts
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```ts
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let cake = new Cake();
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let cake1 = new Cake();
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let cake2 = new Cake();
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```
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```
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- We can use it in function definitions, like this:
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- We can use it in function definitions, like this:
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@ -44,10 +43,14 @@ being a data type mean?
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- We can put it in other types, like this:
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- We can put it in other types, like this:
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```ts
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```ts
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type Party = { cake: Cake, balloons: Balloons, ... };
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type Party = { cake: Cake, balloons: Balloon[], ... };
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```
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```
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Ok that's cool. But what about classes with no constructors?
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This creates a `Party` object that contains a `Cake`, some `Balloon`s, and
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possibly some other things.
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Ok that's cool. But we're curious people, so suppose we decide to have some fun
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and make a class that doesn't have a constructor:
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```ts
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```ts
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class NoCake {
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class NoCake {
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@ -55,102 +58,122 @@ class NoCake {
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}
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}
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```
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```
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In Typescript and many OO languages it's based on, classes are given
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> I admit, there still is a constructor, but just a private one, which means you
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public constructors by default. This lets anyone create an instance of the
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> can't call it from outside the class. Same thing in effect.
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class, and get all the great benefits we just talked about above. But when we
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lock down the constructor, we can't just freely create instances of this class
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In Typescript and many OO languages it's based on, classes are given public
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anymore.
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constructors by default. This lets anyone create an instance of the class, and
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get all the great benefits we just talked about above. But when we lock down the
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constructor, we can't just freely create instances of this class anymore.
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<details>
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<details>
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<summary>Why might we want to have private constructors?</summary>
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<summary>Why might we want to have private constructors?</summary>
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Let's say you had integer user IDs, and in your application whenever you wrote
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Let's say you had integer user IDs, and in your application whenever you wrote
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a helper function that had to deal with user IDs, you had to first check that
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a helper function that had to deal with user IDs, you had to first check that
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it was a valid ID:
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it was a valid ID:
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```ts
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```ts
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function getUsername(id: number) {
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/** @throws {Error} */
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function getUsername(id: number): string {
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// First, check if id is even a valid id...
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if (!isIdValid(id)) throw new Error("Invalid ID");
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// Ok, now we are sure that id is valid.
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...
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}
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```
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It would be really nice if we could make a type to encapsulate this, so that
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we know that every instance of this class was a valid id, rather than passing
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around numbers and doing the check every time.
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```ts
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function getUsername(id: UserId): string {
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// We can just skip the first part entirely now!
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// Because of the type of the input, we are sure that id is valid.
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...
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}
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```
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Note that the function also won't throw an exception for an invalid id
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anymore! That's because we're moving the check somewhere else. You could
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probably imagine what an implementation of this "somewhere else" looks like:
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```ts
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class UserId {
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private id: number;
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/** @throws {Error} */
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constructor(id: number) {
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// First, check if id is even a valid id...
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// First, check if id is even a valid id...
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if (!isIdValid(id)) throw new Error("Invalid ID");
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if (!isIdValid(id)) throw new Error("Invalid ID");
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// Ok, now we are sure that id is valid.
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this.id = number;
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...
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}
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}
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```
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}
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```
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It would be really nice if we could make a type to encapsulate this, so that
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This is one way to do it. But throwing exceptions from constructors is
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we know that every instance of this class was a valid id, rather than passing
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typically bad practice. This is because constructors are meant to be the final
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around numbers and doing the check every time.
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step in creating a particular object and should always return successfully and
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not have side effects. So in reality, what we want is to put this into a
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_static method_ that can create `UserId` objects:
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```ts
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```ts
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function getUsername(id: UserId) {
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class UserId {
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// We can just skip the first part entirely now!
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private id: number;
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// Because of the type of the input, we are sure that id is valid.
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constructor(id: number) {
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...
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this.id = id;
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}
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}
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```
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You could probably imagine what an implementation of this type looks like:
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/** @throws {Error} */
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fromNumberChecked() {
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```ts
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// First, check if id is even a valid id...
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class UserId {
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if (!isIdValid(id)) throw new Error("Invalid ID");
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private id: number;
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return new UserId(id);
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/** @throws {Error} */
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constructor(id: number) {
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// First, check if id is even a valid id...
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if (!isIdValid(id)) throw new Error("Invalid ID");
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this.id = number;
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}
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}
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}
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```
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}
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```
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This is one way to do it. But throwing exceptions from constructors is
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But this doesn't work if the constructor is also public, because someone can
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typically bad practice. This is because constructors are meant to be the final
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just **bypass** this check function and call the constructor anyway with an
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step in creating a particular object and should always return successfully and
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invalid id! We need to limit the constructor, so that all attempts to create
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not have side effects. So in reality, what we want is to put this into a
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a `UserId` instance goes through our function:
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_static method_ that can create `UserId` objects:
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```ts
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```ts
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class UserId {
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class UserId {
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private id: number;
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private id: number;
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constructor(id: number) { this.id = id; }
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private constructor(id: number) {
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this.id = id;
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/** @throws {Error} */
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fromNumberChecked() {
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// First, check if id is even a valid id...
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if (!isIdValid(id)) throw new Error("Invalid ID");
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return new UserId(id);
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}
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}
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}
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```
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But this doesn't work if the constructor is also public, because someone can
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/** @throws {Error} */
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just **bypass** this check function and call the constructor anyway with an
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fromNumberChecked() {
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invalid id! We need to limit the constructor, so that all attempts to create
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// First, check if id is even a valid id...
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a `UserId` instance goes through our function:
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if (!isIdValid(id)) throw new Error("Invalid ID");
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return new UserId(id);
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```ts
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class UserId {
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private id: number;
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private constructor(id: number) { this.id = id; }
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/** @throws {Error} */
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fromNumberChecked() {
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// First, check if id is even a valid id...
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if (!isIdValid(id)) throw new Error("Invalid ID");
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return new UserId(id);
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}
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}
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}
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```
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}
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```
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Now we can rest assured that no matter what, if I get passed a `UserId`
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object, it's going to be valid.
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```ts
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function getUsername(id: UserId): string {
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// We can just skip the first part entirely now!
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// Because of the type of the input, we are sure that id is valid.
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...
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}
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```
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This works for all kinds of validations, as long as the validation is
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_permanent_. So actually in our example, a user could get deleted while we
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still have `UserId` objects lying around, so the validity would not be true.
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But if we've checked that an email is of the correct form, for example, then
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we know it's valid forever.
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Now we can rest assured that no matter what, if I get passed a `UserId`
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object, it's going to be valid. This works for all kinds of validations, as
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long as the validation is _permanent_. So actually in our example, a user
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could get deleted while we still have `UserId` objects lying around, so the
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validity would not be true. But if we've checked that an email is of the
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correct form, for example, then we know it's valid forever.
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</details>
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</details>
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Let's keep going down this `NoCake` example, and suppose we never implemented
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Let's keep going down this `NoCake` example, and suppose we never implemented
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@ -160,7 +183,7 @@ create an instance of this class_.
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But what about our use cases?
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But what about our use cases?
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- We can no longer make `NoCake`. This produces a code visibility error:
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- We can no longer make `NoCake`. This produces a method visibility error:
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```ts
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```ts
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let cake = new NoCake();
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let cake = new NoCake();
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@ -175,7 +198,7 @@ But what about our use cases?
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```ts
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```ts
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function giveMeCake(cake: NoCake) { ... }
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function giveMeCake(cake: NoCake) { ... }
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type Party = { cake: NoCake, balloons: Balloons, ... };
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type Party = { cake: NoCake, balloons: Balloon[], ... };
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```
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```
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Interestingly, this actually still typechecks! Why is that?
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Interestingly, this actually still typechecks! Why is that?
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@ -189,7 +212,9 @@ But what about our use cases?
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later on. Think about what happens to `Party` if one of its required elements
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later on. Think about what happens to `Party` if one of its required elements
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is something that can never be created.
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is something that can never be created.
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No cake, no party! The `Party` type _also_ can't ever be constructed.
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No cake, no party! The `Party` type _also_ can't ever be constructed. The
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_type_ called `Party` still exists, we just can't produce an object that will
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qualify as a `Party`.
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We've actually created a very important concept in type theory, known as the
|
We've actually created a very important concept in type theory, known as the
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**bottom type**. In math, this corresponds to $\emptyset$, or the _empty set_,
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**bottom type**. In math, this corresponds to $\emptyset$, or the _empty set_,
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@ -198,23 +223,12 @@ but in logic and type theory we typically write it as $\bot$ and read it as
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What this represents is a concept of impossibility. If a function requires an
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What this represents is a concept of impossibility. If a function requires an
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instance of a bottom type, it can never be called, and if a type constructor
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instance of a bottom type, it can never be called, and if a type constructor
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requires a bottom type, it can never be constructed.
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requires a bottom type, like `Party`, it can never be constructed.
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> Aside: in type theory, type constructors like structs and generics are really
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> just Type $\rightarrow$ Type functions, so you could also think of it as a
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> function as well. The difference is that the type constructor can actually
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> succeed. I can write this type:
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>
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> ```ts
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> type NoCakeList = NoCake[];
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> ```
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>
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> But because I can never get an instance of `NoCake`, I can also never get an
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> instance of `NoCakeList`.
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Typescript actually has the concept of the bottom type baked into the language:
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Typescript actually has the concept of the bottom type baked into the language:
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[`never`][never]. It's used to describe computations that never produce a value.
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[`never`][never]. So we never actually needed to create this `NoCake` type at
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For example, consider the following functions:
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all! We could've just used `never`. It's used to describe computations that
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never produce a value. For example, consider the following functions:
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```ts
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```ts
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// Throw an error
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// Throw an error
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@ -224,7 +238,9 @@ function never1(): never {
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|
||||||
// Infinite loop
|
// Infinite loop
|
||||||
function never2(): never {
|
function never2(): never {
|
||||||
while (true) { }
|
while (true) {
|
||||||
|
/* no breaks */
|
||||||
|
}
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
|
@ -239,10 +255,170 @@ function usingNever() {
|
||||||
```
|
```
|
||||||
|
|
||||||
You can _never_ assign a value to the variable `canThisValueExist`, because the
|
You can _never_ assign a value to the variable `canThisValueExist`, because the
|
||||||
program will never reach any of the statements after it. The `throw` will bubble
|
program will never reach the log statement, or any of the statements after it.
|
||||||
up and throw up before you get a chance to use the value after it, and the
|
The `throw` will bubble up and throw up before you get a chance to use the value
|
||||||
infinite loop will never even finish, so nothing after it will get run.
|
after it, and the infinite loop will never even finish, so nothing after it will
|
||||||
|
ever get run.
|
||||||
|
|
||||||
|
We can actually confirm that the `never` type can represent logical falsehood,
|
||||||
|
by using one of the "features" of false, which is that ["false implies
|
||||||
|
anything"][false]. In code, this looks like:
|
||||||
|
|
||||||
|
```ts
|
||||||
|
function exFalso<T>(x: never): T {
|
||||||
|
return x;
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
You'll notice that even though this function returns `T`, you can just return
|
||||||
|
`x` and the typechecker is satisfied with it. Typescript bakes this behavior
|
||||||
|
into the subtyping rules of `never`, so `never` type-checks as any other type,
|
||||||
|
so for example you can't do this easily with our `NoCake` type.
|
||||||
|
|
||||||
|
```ts
|
||||||
|
// Does not type-check!
|
||||||
|
function notExFalso<T>(x: NoCake): T {
|
||||||
|
return x;
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
Ok, we've covered bottom types, and established that it's analogous to logical
|
||||||
|
falsehood. But what represents logical truth?
|
||||||
|
|
||||||
|
Well, here's where we have to talk about what truth means. There's two big
|
||||||
|
parties of logical thought that are involved here. Let's meet them:
|
||||||
|
|
||||||
|
- **Classical logic**: gets its name from distinguishing itself from
|
||||||
|
intuitionistic logic. In this logical system, we can make statements and
|
||||||
|
talk about their truth value. As long as we've created a series of logical
|
||||||
|
arguments from the axioms at the start to get to "true", we're all good.
|
||||||
|
Under this framework, we can talk about things without knowing what they
|
||||||
|
are, so we can prove things like "given many non-empty sets, we can choose one
|
||||||
|
item out of each set" without actually being able to name any items or a way
|
||||||
|
to pick items (see Axiom of Choice)
|
||||||
|
|
||||||
|
- **Intuitionistic logic**, also called **constructive logic**: the new kid on
|
||||||
|
the block. In intuitionistic logic, we need to find a _witness_ for all of
|
||||||
|
our proofs. Also, falsehood is the absence of a witness, just like all the
|
||||||
|
stuff with the bottom type we just talked about, which models impossibility or
|
||||||
|
absurdity. In this logical system, the Axiom of Choice doesn't make any sense:
|
||||||
|
the act of proving that a choice exists involves generating an example of some
|
||||||
|
sort. Another notable difference is that intuitionistic does not consider the
|
||||||
|
Law of Excluded Middle to be true.
|
||||||
|
|
||||||
|
However, intuitionistic logic is preferred in a lot of mechanized theorem
|
||||||
|
provers, because it's easier computationally to talk about "having a witness".
|
||||||
|
Let's actually look more closely at what it means to have a "witness".
|
||||||
|
|
||||||
|
If you didn't read the section earlier about using private constructors to
|
||||||
|
restrict type construction, I'm going to revisit the idea a bit here. Consider
|
||||||
|
this very restrictive hash map:
|
||||||
|
|
||||||
|
```ts
|
||||||
|
namespace HashMap {
|
||||||
|
class Ticket { ... } // Private to namespace
|
||||||
|
|
||||||
|
export class HashMap {
|
||||||
|
...
|
||||||
|
public insert(k: string, v: number): Ticket { ... }
|
||||||
|
|
||||||
|
public getWithoutTicket(k: string): number | null {
|
||||||
|
if (!this.hasKey(k)) return null;
|
||||||
|
return this.inner[k];
|
||||||
|
}
|
||||||
|
|
||||||
|
public getWithTicket(t: Ticket): number {
|
||||||
|
return this.inner[t.key];
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
The idea behind this is kind of like having a witness. Whenever you insert
|
||||||
|
something into the map, you get back a ticket that basically proves that it was
|
||||||
|
the one that inserted it for you in the first place.
|
||||||
|
|
||||||
|
Since we used a namespace to hide access to the `Ticket` class, the only way you
|
||||||
|
could have constructed a ticket is by inserting into the map. The ticket then
|
||||||
|
serves as a _proof_ of the existence of the element inside the map (assuming you
|
||||||
|
can't remove items).
|
||||||
|
|
||||||
|
Now that we have a proof, we don't need to have `number | null` and check at
|
||||||
|
runtime if a key was a valid key or not. As long as we have the ticket, it
|
||||||
|
_guarantees_ for us that that key exists and we can just fetch it without asking
|
||||||
|
any questions.
|
||||||
|
|
||||||
|
In mechanized theorem provers,
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
To talk about that, we have to go back to treating types as sets. For example,
|
||||||
|
we've already seen that the bottom type is a set with no elements, $\emptyset$.
|
||||||
|
But what's a type that corresponds to a set with one element?
|
||||||
|
|
||||||
|
In type theory, we call this a **unit type**. It's only got one element in it,
|
||||||
|
so it's not super interesting. But that makes it a great return value for
|
||||||
|
functions that aren't really returning anything, but _do_ return at all, as
|
||||||
|
opposed to the bottom types. Typescript has something that behaves similarly:
|
||||||
|
|
||||||
|
```ts
|
||||||
|
function returnUnit(): null {
|
||||||
|
return null;
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
There's nothing else that fits in this type. (I realize `void` and `undefined`
|
||||||
|
also exist and are basically single-valued types, but they have other weird
|
||||||
|
behavior that makes me not want to lump them in here)
|
||||||
|
|
||||||
|
Let's just also jump into two-valued types, which in math we just call
|
||||||
|
$\mathbf{2}$. This type has a more common analog in programming, it's the
|
||||||
|
boolean type.
|
||||||
|
|
||||||
|
Do you see how the number of possible values in a type starts to relate to the
|
||||||
|
_size_ of the set now? I could go on, but typically 3+ sets aren't common enough
|
||||||
|
to warrant languages providing built-in names for them. Instead, what languages
|
||||||
|
will do is offer _unions_, which allow you to create your own structures.
|
||||||
|
|
||||||
|
For example, let's try to create a type with 3 possible values. We're going to
|
||||||
|
need 3 different unit types such that we can write something like this:
|
||||||
|
|
||||||
|
```ts
|
||||||
|
type Three = First | Second | Third;
|
||||||
|
```
|
||||||
|
|
||||||
|
We can just do three different unit classes.
|
||||||
|
|
||||||
|
```ts
|
||||||
|
class First {
|
||||||
|
static instance: First = new First();
|
||||||
|
private constructor() {}
|
||||||
|
}
|
||||||
|
class Second { ... } // same thing
|
||||||
|
class Third { ... } // same thing
|
||||||
|
```
|
||||||
|
|
||||||
|
The reason I slapped on a private constructor and included a singleton
|
||||||
|
`instance` variable is to ensure that there's only one value of the type that
|
||||||
|
exists. Otherwise you could do something like this:
|
||||||
|
|
||||||
|
```ts
|
||||||
|
let first = new First();
|
||||||
|
let differentFirst = new First();
|
||||||
|
```
|
||||||
|
|
||||||
|
and the size of the `First` type would have grown beyond just a single unit
|
||||||
|
element.
|
||||||
|
|
||||||
|
But anyway! You could repeat this kind of formulation for any number of
|
||||||
|
_finitely_ sized types. In the biz, we would call the operator `|` a
|
||||||
|
**type-former**, since it just took three different types and created a new type
|
||||||
|
that used all three of them.
|
||||||
|
|
||||||
[proposition]: https://en.wikipedia.org/wiki/Propositional_calculus
|
[proposition]: https://en.wikipedia.org/wiki/Propositional_calculus
|
||||||
[typescript]: https://www.typescriptlang.org/
|
[typescript]: https://www.typescriptlang.org/
|
||||||
[never]: https://www.typescriptlang.org/docs/handbook/2/functions.html#never
|
[never]: https://www.typescriptlang.org/docs/handbook/2/functions.html#never
|
||||||
|
[false]: https://en.wikipedia.org/wiki/Principle_of_explosion
|
||||||
|
[as]: https://www.typescriptlang.org/docs/handbook/2/everyday-types.html#type-assertions
|
||||||
|
[//]: https://code.lol/post/programming/higher-kinded-types/
|
||||||
|
[//]: https://ayazhafiz.com/articles/21/typescript-type-system-lambda-calculus
|
||||||
|
|
Loading…
Reference in a new issue