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  • License MIT

A vector class supporting vector operations in n-dimensional space. Useful for word vectors calculation.

Package Exports

  • vector-object

This package does not declare an exports field, so the exports above have been automatically detected and optimized by JSPM instead. If any package subpath is missing, it is recommended to post an issue to the original package (vector-object) to support the "exports" field. If that is not possible, create a JSPM override to customize the exports field for this package.

Readme

Vector Object

Build Status NPM version

This is a n-dimensional vector implementation in javascript. A vector can be created using javascript objects, with the object keys as the components. It is useful for cases like word vector calculations. For example, calculating the cosine similarity of two word vectors.

Installation

npm install vector-object

And then import the Vector class

const Vector = require('vector-object');

Usage

constructor

create a new vector object

const a = new Vector({ x: 1, y: 2, z: 3 });

toObject()

return the components and values as object of the vector object

const a = new Vector({ react: 5, angular: 2, vue: 2, marko: 1 });

console.log(a.toObject()); // return { react: 5, angular: 2, vue: 2, marko: 1 }

clone()

return a copy of the vector object

const a = new Vector({ x: 1, y: 2, z: 3 });
const b = a.clone();

console.log(b.toObject()); // return { x: 1, y: 2, z: 3 }

getComponents()

return the components as array in the vector object

const a = new Vector({ react: 5, angular: 2, vue: 2, marko: 1 });

console.log(a.getComponents()); // return ['react', 'angular', 'vue', 'marko']

get(component)

return the value of the component in the vector object

const a = new Vector({ react: 5, angular: 2, vue: 2, marko: 1 });

console.log(a.get('react')); // return 5
console.log(a.get('nextjs')); // return undefined

set(component, value)

set the value of the component in the vector object

const a = new Vector({ react: 5, angular: 2, vue: 2, marko: 1 });
a.set('react', 10);

console.log(a.toObject()); // return { react: 10, angular: 2, vue: 2, marko: 1 }

isEqual(vector)

return a boolean value if the input vector is same as itself

const a = new Vector({ a: 1, b: 2, c: 3 });
const b = new Vector({ a: 1, b: 2, c: 3 });
const c = new Vector({ b: 2, d: 4 });

console.log(a.isEqual(b)); // return true
console.log(a.isEqual(c)); // return false

getDistance(vector)

return the distance between the target vector and the vector object

const a = new Vector({ a: 1, b: 2, c: 3 });
const b = new Vector({ b: 2, c: 1, d: 2 });
const distance = a.getDistance(b);

console.log(distance); // return 3

getLength()

return the length of the vector object

const a = new Vector({ a: 3, b: 4 });
const length = a.getLength();

console.log(length); // return 5

getDotProduct(vector)

return the dot product of the input vector and the vector object

const a = new Vector({ a: 1, b: 2, c: 1 });
const b = new Vector({ b: 2, c: 2 });
const dotProduct = a.getDotProduct(b);

console.log(dotProduct); // return 6

getCosineSimilarity(vector)

return the cosine similarity (range from 0 to 1, the larger the more similar between the two vectors) of the input vector and the vector object

const a = new Vector({ ant: 1, bird: 2, cat: 3 });
const b = new Vector({ bird: 2, cat: 2, dog: 2 });
const similarityAA = a.getCosineSimilarity(a);
const similarityAB = a.getCosineSimilarity(b);

console.log(similarityAA); // return 1
console.log(similarityAB); // return 0.6236095644623236

normalize()

return a normalized vector of the vector object

const a = new Vector({ a: 3, b: 4 });
const n = a.normalize();

console.log(n.toObject()); // return { a: 0.6, b: 0.8 }

add(vector)

return a vector after adding the input vector and the vector object

const a = new Vector({ a: 1, b: 2 });
const b = new Vector({ b: 1, c: 2 });
const c = a.add(b);

console.log(c.toObject()); // return { a: 1, b: 3, c: 2 }

subtract(vector)

return a vector after subtracting the input vector from the vector object

const a = new Vector({ a: 1, b: 2 });
const b = new Vector({ b: 1, c: 2 });
const c = a.subtract(b);

console.log(c.toObject()); // return { a: 1, b: 0, c: -2 }

multiply(c)

return a vector after scaling the vector object with constant c

const a = new Vector({ a: 1, b: 2, c: 1 });
const b = a.multiply(10);

console.log(b.toObject()); // return { a: 10, b: 20, c: 10 }

divide(c)

return a vector after dividing the vector object with constant c

const a = new Vector({ a: 1, b: 2, c: 1 });
const b = a.divide(10);

console.log(b.toObject()); // return { a: 0.1, b: 0.2, c: 0.1 }

Test

npm install
npm run test

To-Dos

Authors

License

MIT