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predict-numbers.js
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predict-numbers.js
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const assert = require('assert');
// import brain from 'brain.js';
const brain = require('../dist/index').default;
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('next prediction', 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);