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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 the collection 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-back
    • passHandler => the method used to assign the value to the new collection once it passes all methods in fns (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 the dist files using rollup
  • clean => run clean:lib, clean:es, and clean:dist
  • clean:dist => run rimraf on the dist folder
  • clean:es => run rimraf on the es folder
  • clean:lib => run rimraf on the lib folder
  • dev => run webpack dev server to run example app (playground!)
  • dist => runs clean:dist and build
  • lint => runs ESLint against all files in the src folder
  • lint:fix => runs `lint``, fixing any errors if possible
  • prepublish => runs compile-for-publish
  • prepublish:compile => run lint, flow, test:coverage, transpile:lib, transpile:es, and dist
  • test => run AVA test functions with NODE_ENV=test
  • test:coverage => run test but with nyc for coverage checker
  • test:watch => run test, but with persistent watcher
  • transpile:es => run babel against all files in src to create files in es, preserving ES2015 modules (for pkg.module)
  • transpile:lib => run babel against all files in src to create files in lib

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Transducer library for arrays, objects, sets, and maps

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