predict-numbers.ts

import * as assert from 'assert';
import * as brain from '../index';

const net = new brain.recurrent.LSTMTimeStep({
  inputSize: 2,
  hiddenLayers: [10],
  outputSize: 2
});

//Same test as previous, but combined on a single set
const trainingData = [
  [[1,5],[2,4],[3,3],[4,2],[5,1]]
];

net.train(trainingData, { log: true, errorThresh: 0.09 });

const closeToFiveAndOne = net.run([[1,5],[2,4],[3,3],[4,2]]);

assert(Math.round(closeToFiveAndOne[0]) === 5, `${ closeToFiveAndOne[0] } does not round to 5`);
assert(Math.round(closeToFiveAndOne[1]) === 1, `${ closeToFiveAndOne[1] } does not round to 1`);
console.log(closeToFiveAndOne);

// now we're cookin' with gas!
const forecast = net.forecast([[1,5],[2,4]], 3);
assert(Math.round(forecast[2][0]) === 5, `${ forecast[2][0] } does not round to 5`);
assert(Math.round(forecast[2][1]) === 1, `${ forecast[2][1] } does not round to 1`);
console.log('next 3 predictions', forecast);