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| const express = require('express'); | |
| const { jsonParser } = require('../express-common'); | |
| const TASK = 'text-classification'; | |
| const router = express.Router(); | |
| /** | |
| * @type {Map<string, object>} Cache for classification results | |
| */ | |
| const cacheObject = new Map(); | |
| router.post('/labels', jsonParser, async (req, res) => { | |
| try { | |
| const module = await import('../transformers.mjs'); | |
| const pipe = await module.default.getPipeline(TASK); | |
| const result = Object.keys(pipe.model.config.label2id); | |
| return res.json({ labels: result }); | |
| } catch (error) { | |
| console.error(error); | |
| return res.sendStatus(500); | |
| } | |
| }); | |
| router.post('/', jsonParser, async (req, res) => { | |
| try { | |
| const { text } = req.body; | |
| /** | |
| * Get classification result for a given text | |
| * @param {string} text Text to classify | |
| * @returns {Promise<object>} Classification result | |
| */ | |
| async function getResult(text) { | |
| if (cacheObject.has(text)) { | |
| return cacheObject.get(text); | |
| } else { | |
| const module = await import('../transformers.mjs'); | |
| const pipe = await module.default.getPipeline(TASK); | |
| const result = await pipe(text, { topk: 5 }); | |
| result.sort((a, b) => b.score - a.score); | |
| cacheObject.set(text, result); | |
| return result; | |
| } | |
| } | |
| console.log('Classify input:', text); | |
| const result = await getResult(text); | |
| console.log('Classify output:', result); | |
| return res.json({ classification: result }); | |
| } catch (error) { | |
| console.error(error); | |
| return res.sendStatus(500); | |
| } | |
| }); | |
| module.exports = { router }; | |