Removing recursion via explicit callstack simulation

What do you call the opposite of a functional pearl?

I love recursion. As I’ve blogged about before, recursive implementations are usually the most maintainable way to solve inherently-recursive problems. That said, I do most of my programming in node.js and TypeScript, and I also love it when my code doesn’t overflow the stack. These things are sometimes in conflict....

Continuation-Passing Style in TypeScript

Tail recursion, resumable exceptions, and more

Continuation-passing style (CPS) is an occasionally very useful technique which is fairly niche for developers outside of functional programming languages. Many JavaScript developers are familiar with a similar technique in which callbacks are used to handle asynchronous operations in pre-promise-era node.js code, but CPS itself is more general. This post...

Recursive Problems Benefit from Recursive Solutions

A note on maintainability

It seems to be common knowledge that any recursive function can be transformed into an iterative function. This post is an argument as to why you may not want to do that. Tree traversal One factor I consider when evaluating the quality of a solution is the degree to which...

Tradeoffs of Highly-Expressive Types

Or, hypertyping considered sometimes harmful, sometimes beneficial, it's complicated really

I’ve had three different things on my mind recently: I read the excellent blog post “Hyper-Typing”. I watched a proponent of dynamically typed languages claim that state machines can’t be represented in statically typed languages. I’ve noticed a trend of posts on the r/typescript subreddit, in which posters make heavy...

Extensible TypeScript with Object Algebras

A lightweight approach to maintainable systems

We say that code is “extensible” when it can be augmented with additional behavior without requiring modifications to existing code. Extensibility is a valuable property because it allows systems to grow over time without unnecessary rework. Under traditional idiomatic development most systems have undesirable limits on their extensibility: systems based...

Bridging the Object-Oriented and Functional Divide with the Visitor pattern

Adventures in extensibility

JavaScript and TypeScript developers often look down on the original Gang of Four design patterns as irrelevant. Some (though not all) are rendered unnecessary due to the flexibility that JS provides over C++, and TS preserves most of the relevant flexibility. This post focuses on one of the patterns which...

The Church and Scott Encodings of Algebraic Data Types

Recursive data as pure functions

Previously I wrote about the Church encoding of non-recursive algebraic data types. In this post I’ll cover the Church encoding of recursive data types, as well as the related Scott encoding. This post uses TypeScript, and will use the abbreviation “ADT” to mean “algebraic data type”, not “abstract data type”....

The Church Encoding of Simple Algebraic Data Types

Representing data as functions

When first learning about the lambda calculus, students are frequently introduced to Church numerals and Church-encoded booleans. These enable the expression of simple data types as pure functions. When I was first learning about them these encodings felt arbitrary, because I did not understand that they were expressions of a...

An Introduction to Algebraic Data Types

Structured, concrete data

In my last post I said that there were three fundamental approaches to representing data: abstract data types, objects, and algebraic data types. I introduced abstract data types and objects (using a strict definition of “object” based on autognosis) and showed the tradeoffs of implementing data structures in these two...

Abstract Data Types and Objects

Two fundamental approaches to data abstraction

There are three main methods of representing data which developers are likely to encounter: abstract data types, algebraic data types, and objects. Abstract data types (frequently abbreviated “ADTs”) are likely familiar to developers with a computer science background, and algebraic data types (unfortunately also abbreviated “ADTs”) are likely familiar to...