| 1 | import express from 'express'; |
| 2 | |
| 3 | import { getPipeline } from '../transformers.js'; |
| 4 | |
| 5 | const TASK = 'text-classification'; |
| 6 | |
| 7 | export const router = express.Router(); |
| 8 | |
| 9 | /** |
| 10 | * @type {Map<string, object>} Cache for classification results |
| 11 | */ |
| 12 | const cacheObject = new Map(); |
| 13 | |
| 14 | router.post('/labels', async (req, res) => { |
| 15 | try { |
| 16 | const pipe = await getPipeline(TASK); |
| 17 | const result = Object.keys(pipe.model.config.label2id); |
| 18 | return res.json({ labels: result }); |
| 19 | } catch (error) { |
| 20 | console.error(error); |
| 21 | return res.sendStatus(500); |
| 22 | } |
| 23 | }); |
| 24 | |
| 25 | router.post('/', async (req, res) => { |
| 26 | try { |
| 27 | const { text } = req.body; |
| 28 | |
| 29 | /** |
| 30 | * Get classification result for a given text |
| 31 | * @param {string} text Text to classify |
| 32 | * @returns {Promise<object>} Classification result |
| 33 | */ |
| 34 | async function getResult(text) { |
| 35 | if (cacheObject.has(text)) { |
| 36 | return cacheObject.get(text); |
| 37 | } else { |
| 38 | const pipe = await getPipeline(TASK); |
| 39 | const result = await pipe(text, { topk: 5 }); |
| 40 | result.sort((a, b) => b.score - a.score); |
| 41 | cacheObject.set(text, result); |
| 42 | return result; |
| 43 | } |
| 44 | } |
| 45 | |
| 46 | console.debug('Classify input:', text); |
| 47 | const result = await getResult(text); |
| 48 | console.debug('Classify output:', result); |
| 49 | |
| 50 | return res.json({ classification: result }); |
| 51 | } catch (error) { |
| 52 | console.error(error); |
| 53 | return res.sendStatus(500); |
| 54 | } |
| 55 | }); |