What is monocle-ts?
monocle-ts is a library for functional programming in TypeScript that provides tools for working with immutable data structures. It offers optics such as lenses, prisms, and traversals to facilitate the manipulation and querying of deeply nested data in a type-safe manner.
What are monocle-ts's main functionalities?
Lens
Lenses are used to focus on a specific part of a data structure. In this example, a lens is created to focus on the 'city' property within the 'address' object of a 'person'. The lens is then used to update the city to 'Los Angeles'.
const { Lens } = require('monocle-ts');
const person = { name: 'John', address: { city: 'New York' } };
const addressLens = Lens.fromPath(['address', 'city']);
const newPerson = addressLens.set('Los Angeles')(person);
console.log(newPerson); // { name: 'John', address: { city: 'Los Angeles' } }
Prism
Prisms are used to focus on a part of a data structure that may or may not be present. In this example, a prism is created to focus on the 'Some' case of an option type. The prism is then used to extract the value if it exists.
const { Prism } = require('monocle-ts');
const some = (value) => ({ _tag: 'Some', value });
const none = { _tag: 'None' };
const optionPrism = Prism.fromPredicate((s) => s._tag === 'Some');
const result = optionPrism.getOption(some(42));
console.log(result); // { _tag: 'Some', value: 42 }
Traversal
Traversals are used to focus on multiple parts of a data structure. In this example, a traversal is created to focus on each element of an array. The traversal is then used to double each number in the array.
const { fromTraversable, array } = require('monocle-ts');
const numbers = [1, 2, 3, 4];
const traversal = fromTraversable(array)();
const newNumbers = traversal.modify((n) => n * 2)(numbers);
console.log(newNumbers); // [2, 4, 6, 8]
Other packages similar to monocle-ts
ramda
Ramda is a practical functional library for JavaScript developers. It provides a wide range of functions for working with immutable data, including lenses and traversals. Compared to monocle-ts, Ramda is more general-purpose and less focused on TypeScript's type safety.
immutable
Immutable.js provides persistent immutable data structures for JavaScript. It offers a different approach to immutability by providing its own data structures rather than focusing on optics like monocle-ts. Immutable.js is more about providing efficient immutable collections.
fp-ts
fp-ts is a library for functional programming in TypeScript. It provides a wide range of functional programming tools, including optics similar to those in monocle-ts. fp-ts is more comprehensive and includes many other functional programming utilities beyond optics.
Motivation
(Adapted from monocle site)
Modifying immutable nested object in JavaScript is verbose which makes code difficult to understand and reason about.
Let's have a look at some examples:
interface Street {
num: number
name: string
}
interface Address {
city: string
street: Street
}
interface Company {
name: string
address: Address
}
interface Employee {
name: string
company: Company
}
Let’s say we have an employee and we need to upper case the first character of his company street name. Here is how we
could write it in vanilla JavaScript
const employee: Employee = {
name: 'john',
company: {
name: 'awesome inc',
address: {
city: 'london',
street: {
num: 23,
name: 'high street'
}
}
}
}
const capitalize = (s: string): string => s.substring(0, 1).toUpperCase() + s.substring(1)
const employee2 = {
...employee,
company: {
...employee.company,
address: {
...employee.company.address,
street: {
...employee.company.address.street,
name: capitalize(employee.company.address.street.name)
}
}
}
}
As we can see copy is not convenient to update nested objects because we need to repeat ourselves. Let's see what could
we do with monocle-ts
import { Lens } from 'monocle-ts'
const company = Lens.fromProp<Employee>()('company')
const address = Lens.fromProp<Company>()('address')
const street = Lens.fromProp<Address>()('street')
const name = Lens.fromProp<Street>()('name')
company
.compose(address)
.compose(street)
.compose(name)
compose
takes two Lenses
, one from A
to B
and another one from B
to C
and creates a third Lens
from A
to
C
. Therefore, after composing company
, address
, street
and name
, we obtain a Lens
from Employee
to
string
(the street name). Now we can use this Lens
issued from the composition to modify the street name using the
function capitalize
company
.compose(address)
.compose(street)
.compose(name)
.modify(capitalize)(employee)
You can use the fromPath
API to avoid some boilerplate
import { Lens } from 'monocle-ts'
const name = Lens.fromPath<Employee>()(['company', 'address', 'street', 'name'])
name.modify(capitalize)(employee)
Here modify
lift a function string => string
to a function Employee => Employee
. It works but it would be clearer
if we could zoom into the first character of a string
with a Lens
. However, we cannot write such a Lens
because
Lenses
require the field they are directed at to be mandatory. In our case the first character of a string
is
optional as a string
can be empty. So we need another abstraction that would be a sort of partial Lens, in
monocle-ts
it is called an Optional
.
import { Optional } from 'monocle-ts'
import { some, none } from 'fp-ts/lib/Option'
const firstLetter = new Optional<string, string>(s => (s.length > 0 ? some(s[0]) : none), a => s => a + s.substring(1))
company
.compose(address)
.compose(street)
.compose(name)
.asOptional()
.compose(firstLetter)
.modify(s => s.toUpperCase())(employee)
Similarly to compose
for lenses, compose
for optionals takes two Optionals
, one from A
to B
and another from
B
to C
and creates a third Optional
from A
to C
. All Lenses
can be seen as Optionals
where the optional
element to zoom into is always present, hence composing an Optional
and a Lens
always produces an Optional
.
TypeScript compatibility
The stable version is tested against TypeScript 3.2.2, but should run with TypeScript 2.8.0+ too
Note. If you are running < typescript@3.0.1
you have to polyfill unknown
.
You can use unknown-ts as a polyfill.
Documentation