georgeperry1

import * as tf from '@tensorflow/tfjs';
import '@tensorflow/tfjs-node';
import * as use from '@tensorflow-models/universal-sentence-encoder';

georgeperry1

[
    {
        "text": "buy",
        "intent": "buy"
    },
    {
        "text": "buying",
        "intent": "buy"
    },
    {

georgeperry1

[
    {
        "text": "Woah yess❤️❤️",
        "intent": "none"
    },
    {
        "text": "Happy birthday to the most beautiful woman on Instagram ! 💗💗",
        "intent": "none"
    },
    {

georgeperry1

[
    {
        "text": "where can I buy your dress?",
        "intent": "buy"
    },
    {
        "text": "how much was that dress?",
        "intent": "buy"
    },
    {

georgeperry1

import * as tf from '@tensorflow/tfjs';
import '@tensorflow/tfjs-node';
import * as use from '@tensorflow-models/universal-sentence-encoder';

import comments from './comment-training.json';
import comment_testing from './comment-test.json';

georgeperry1

const encodeData = data => {
    const sentences = data.map(comment => comment.text.toLowerCase());
    const trainingData = use.load()
        .then(model => {
            return model.embed(sentences)
                .then(embeddings => {
                    return embeddings;
                });
        })
        .catch(err => console.error('Fit Error:', err));

georgeperry1

const outputData = tf.tensor2d(comments.map(comment => [
    comment.intent === 'buy' ? 1 : 0,
    comment.intent === 'none' ? 1 : 0,
]));

// Output: [1,0] or [0,1] 

georgeperry1

const model = tf.sequential();

// Add layers to the model
model.add(tf.layers.dense({
    inputShape: [512],
    activation: 'sigmoid',
    units: 2,
}));

model.add(tf.layers.dense({

georgeperry1

function run() {
    Promise.all([
        encodeData(comments),
        encodeData(comment_testing)
    ])
    .then(data => {
        const {
            0: training_data,
            1: testing_data,
        } = data;

georgeperry1

name: Production Build

on:
  pull_request:
  push:
    branches:
      - master