doozy
v2.0.0
Published
Transducer library for arrays, objects, sets, and maps
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doozy
Transducer library for arrays, objects, sets, and maps
Table of contents
Summary
Transducers are a great way to write efficient, declarative data transformations that only perform operations as needed. Several great articles have been written on the topic, but applying them can be daunting for the most common object type (Array
), let alone various object types.
doozy
is a tiny library (~1kB minified + gzipped) that attempts to streamline this process, allowing for simple creation of transducers that work with multiple object types.
Usage
import { map, filter, transduce } from "doozy";
const transform = transduce([
map(value => value * value),
filter(value => value > 1 && value < 20)
]);
const transformed = transform([1, 2, 3, 4, 5, 6, 7, 8, 9, 10]);
console.log(transformed); // [3, 9, 16]
transduce
transduce(
fns: (Array<function>|function),
collection: (Array<any>|Map|Object|Set),
[initialValue: any],
[passHandler: function]
) => (Array<any>|Map|Object|Set)
The method that builds and executes the transduction, transforming the data based on the order of the transformers. Accepts either a transformer function or an Array
of transformer functions that will be applied in order of declaration.
transduce
can be executed in a single call (passing both fns
and collection
) or curried (passing only fns
initially, and then collection
later).
import { filter, map, sort, take, tranduce } from "doozy";
const fns = [
map(value => value * value),
filter(value => value > 10 && value < 500),
filter((value, key, collection) => collection.length < 2
];
const collection = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10];
console.log(transduce(fns, collection)); // [16, 25]
console.log(transduce(fns)(collection)); // [16, 25]
Additional parameters
There are two additional parameters that can be passed when transduce
is called with the collection
:
initialValue
is the value that the new transformed collection is built from (it defaults to the same object type as thecollection
passed).options
is an object containing the following available properties:isReverse
=> is the collection iterated over from back-to-front instead of the standard front-to-backpassHandler
=> the method used to assign the value to the new collection once it passes all methods infns
(defaults to a simple addition method for the appropriate object type)
const toMap = transduce(map(value => value));
console.log(toMap(["foo", "bar"], new Map(), { isReverse: true })); // Map(2) {1 => 'bar', 0 => 'foo'}
Transformers
filter
filter(fn: function) => (Array<any>|Map|Object|Set)
Predicate method that receives (value: any, key: (number|string), newCollection: (Array<any>|Map|Object|Set))
, and will prevent the value
from being passed to the new collection if returns falsy.
const transform = transduce([filter((value, key) value === 1 || key === 1)]);
console.log(transform([1, 2, 3, 4, 5])); // [1, 2]
find
find(fn: function) => any
Predicate method that receives (value: any, key: (number|string), newCollection: (Array<any>|Map|Object|Set))
, and will prevent the value
from being passed to the new collection if returns falsy. This differs from filter
in that only the first match is returned, and fn
will not execute for the rest of the collection once that match is found.
const transform = transduce([find((value, key) value === 1 || key === 1)]);
console.log(transform([1, 2, 3, 4, 5])); // [1]
NOTE: Often you want to find the value itself, not a collection with the value as the only entry. If this is the case, you can pair this call with a passHandler
method that returns the value directly.
const transform = transduce([find((value, key) value === 1 || key === 1)]);
console.log(transform([1, 2, 3, 4, 5], null, (collectionIgnored, value) => value)); // 1
map
map(fn: function) => (Array<any>|Map|Object|Set)
Method that receives (value: any, key: (number|string), newCollection: (Array<any>|Map|Object|Set))
, and will assign the value returned to the new collection at key
.
const transform = transduce([map(value => value * value)]);
console.log(transform([1, 2, 3, 4, 5])); // [1, 4, 9, 16, 25]
combine
combine(fns: Array<function>) => function
Build a transformer from multiple other transformers. This is useful when you have a specific combination of transformations that you want to use with a variety of transducers.
const isValidNumber = combine([
map((value) => +value),
filter((value) => !isNaN(value))
]);
...
const otherTransform = transduce([
isValidNumber,
filter((value) => value < 100)
]);
Building others
With filter
, map
, and combine
, you can build a large collection of utilities that use them under the hood to achieve specific application requirements.
// unique values in array
const unique = filter((value, key, collection) => !~collection.indexOf(value));
// formatted number string
const formattedNumber = map(value => value.toLocaleString());
// greater than or equal to
const gte = comparator => filter(value => value >= comparator);
// numbers that have even square roots
const isEvenSquareRoot = combine([
// get the square roots
map(value => ({
squareRoot: Math.sqrt(value),
value
})),
// make sure the square roots are whole numbers
filter(value => ~~value.squareRoot === value.squareRoot),
// make sure the square roots are even
filter(value => value.squareRoot % 2 === 0),
// return to the original value
map(({ value }) => value)
]);
Development
Standard stuff, clone the repo and npm install
dependencies. The npm scripts available:
build
=> build thedist
files usingrollup
clean
=> runclean:lib
,clean:es
, andclean:dist
clean:dist
=> runrimraf
on thedist
folderclean:es
=> runrimraf
on thees
folderclean:lib
=> runrimraf
on thelib
folderdev
=> run webpack dev server to run example app (playground!)dist
=> runsclean:dist
andbuild
lint
=> runs ESLint against all files in thesrc
folderlint:fix
=> runs `lint``, fixing any errors if possibleprepublish
=> runscompile-for-publish
prepublish:compile
=> runlint
,flow
,test:coverage
,transpile:lib
,transpile:es
, anddist
test
=> run AVA test functions withNODE_ENV=test
test:coverage
=> runtest
but withnyc
for coverage checkertest:watch
=> runtest
, but with persistent watchertranspile:es
=> run babel against all files insrc
to create files ines
, preserving ES2015 modules (forpkg.module
)transpile:lib
=> run babel against all files insrc
to create files inlib