Spaces:
Paused
Paused
| import { pipeline } from '@huggingface/transformers'; | |
| import http from 'http'; | |
| // Configuration | |
| const PORT = 7860; | |
| // UPGRADED: Starcoder2-1b is a much more capable coding model | |
| const MODEL_NAME = 'onnx-community/starcoder2-3b'; | |
| let generator; | |
| // Initialize the model on startup | |
| async function loadModel() { | |
| console.log("Loading upgraded coding model..."); | |
| // We specify 'auto' for the device to let the server manage memory efficiently | |
| generator = await pipeline('text-generation', MODEL_NAME, { device: 'auto' }); | |
| console.log("Model loaded successfully!"); | |
| } | |
| const server = http.createServer(async (req, res) => { | |
| res.setHeader('Access-Control-Allow-Origin', '*'); | |
| res.setHeader('Access-Control-Allow-Methods', 'GET, POST, OPTIONS'); | |
| res.setHeader('Access-Control-Allow-Headers', 'Content-Type'); | |
| if (req.method === 'OPTIONS') { | |
| res.writeHead(200); | |
| return res.end(); | |
| } | |
| res.setHeader('Content-Type', 'application/json'); | |
| const pathname = req.url.split('?')[0]; | |
| if (pathname === '/' && req.method === 'GET') { | |
| res.writeHead(200); | |
| res.end(JSON.stringify({ "status": "Backend running with Starcoder2-1b" })); | |
| return; | |
| } | |
| if (pathname === '/generate' && req.method === 'POST') { | |
| let body = ''; | |
| req.on('data', chunk => { body += chunk.toString(); }); | |
| req.on('end', async () => { | |
| try { | |
| const { prompt } = JSON.parse(body); | |
| if (!generator) { | |
| res.writeHead(503); | |
| return res.end(JSON.stringify({ error: "Model is still loading..." })); | |
| } | |
| // UPGRADED: Increased tokens and tuned temperature for better code quality | |
| const output = await generator(prompt, { | |
| max_new_tokens: 250, | |
| temperature: 0.2, | |
| do_sample: true | |
| }); | |
| res.writeHead(200); | |
| res.end(JSON.stringify({ result: output[0].generated_text })); | |
| } catch (err) { | |
| res.writeHead(400); | |
| res.end(JSON.stringify({ error: "Invalid JSON or request" })); | |
| } | |
| }); | |
| return; | |
| } | |
| res.writeHead(404); | |
| res.end(JSON.stringify({ error: "Not Found" })); | |
| }); | |
| loadModel().then(() => { | |
| server.listen(PORT, '0.0.0.0', () => { | |
| console.log(`Server running at http://0.0.0.0:${PORT}`); | |
| }); | |
| }); |