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Update server.js
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server.js
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@@ -9,7 +9,7 @@ const KNOWLEDGE_DIR = './knowledge';
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let generator;
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let knowledgeBase = [];
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// ββ
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function loadKnowledge() {
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if (!fs.existsSync(KNOWLEDGE_DIR)) { fs.mkdirSync(KNOWLEDGE_DIR); return; }
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const files = fs.readdirSync(KNOWLEDGE_DIR).filter(f => f.endsWith('.txt'));
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@@ -19,7 +19,7 @@ function loadKnowledge() {
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const chunks = splitChunks(content, 600, 60);
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chunks.forEach(c => knowledgeBase.push({ source: file, text: c }));
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}
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console.log(`Knowledge: ${files.length} files, ${knowledgeBase.length} chunks`);
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}
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function splitChunks(text, size, overlap) {
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@@ -47,7 +47,7 @@ function retrieveContext(prompt, topK = 4) {
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.join('\n\n---\n\n');
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}
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// ββ
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async function loadModel() {
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console.log("Loading model...");
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generator = await pipeline('text-generation', MODEL_NAME, { dtype: 'q4' });
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@@ -61,7 +61,12 @@ async function generateResponse(messages) {
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repetition_penalty: 1.2,
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do_sample: false
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});
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}
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// ββ SERVER ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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@@ -74,12 +79,18 @@ const server = http.createServer(async (req, res) => {
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const pathname = req.url.split('?')[0];
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if (pathname === '/' && req.method === 'GET') {
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res.setHeader('Content-Type', 'application/json');
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res.writeHead(200);
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return res.end(JSON.stringify({
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}
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if (pathname === '/reload-knowledge' && req.method === 'POST') {
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loadKnowledge();
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res.setHeader('Content-Type', 'application/json');
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@@ -87,66 +98,57 @@ const server = http.createServer(async (req, res) => {
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return res.end(JSON.stringify({ message: `Reloaded: ${knowledgeBase.length} chunks` }));
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}
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if (pathname === '/generate' && req.method === 'POST') {
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let body = '';
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req.on('data', c => { body += c.toString(); });
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req.on('end', async () => {
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try {
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const { prompt, system } = JSON.parse(body);
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if (!generator) {
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res.setHeader('Content-Type', 'application/json');
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res.writeHead(503);
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return res.end(JSON.stringify({ error: "Model loading..." }));
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}
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//
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const ragContext = retrieveContext(prompt, 4);
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const ragSection = ragContext
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? `\n\nKNOWLEDGE BASE
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: '';
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//
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const finalSystem = system
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? system + ragSection
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: `You are Mlimi Connect AI, a free agricultural advisor for Malawian farmers. Only answer agriculture questions.${ragSection}`;
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const messages = [
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{ role: 'system', content: finalSystem },
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{ role: 'user', content: prompt }
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];
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res.writeHead(200, {
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'Content-Type': 'text/event-stream',
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'Cache-Control': 'no-cache',
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'Connection': 'keep-alive',
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'X-Accel-Buffering': 'no'
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});
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res.write(`data: ${JSON.stringify({ status: "generating" })}\n\n`);
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let result = await generateResponse(messages);
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}
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const words = result.split(' ');
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for (let i = 0; i < words.length; i++) {
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const chunk = (i === 0 ? '' : ' ') + words[i];
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res.write(`data: ${JSON.stringify({ chunk })}\n\n`);
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await new Promise(r => setTimeout(r, 12));
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}
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res.
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res.end();
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} catch (err) {
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res.
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}
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});
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return;
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let generator;
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let knowledgeBase = [];
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// ββ KNOWLEDGE FILES βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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function loadKnowledge() {
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if (!fs.existsSync(KNOWLEDGE_DIR)) { fs.mkdirSync(KNOWLEDGE_DIR); return; }
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const files = fs.readdirSync(KNOWLEDGE_DIR).filter(f => f.endsWith('.txt'));
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const chunks = splitChunks(content, 600, 60);
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chunks.forEach(c => knowledgeBase.push({ source: file, text: c }));
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}
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console.log(`Knowledge loaded: ${files.length} files, ${knowledgeBase.length} chunks`);
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}
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function splitChunks(text, size, overlap) {
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.join('\n\n---\n\n');
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}
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// ββ MODEL βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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async function loadModel() {
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console.log("Loading model...");
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generator = await pipeline('text-generation', MODEL_NAME, { dtype: 'q4' });
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repetition_penalty: 1.2,
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do_sample: false
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});
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// Extract only the assistant reply content
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const generated = output[0].generated_text;
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if (Array.isArray(generated)) {
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return generated.at(-1)?.content || '';
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}
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return String(generated || '');
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}
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// ββ SERVER ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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const pathname = req.url.split('?')[0];
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// Status check
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if (pathname === '/' && req.method === 'GET') {
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res.setHeader('Content-Type', 'application/json');
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res.writeHead(200);
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return res.end(JSON.stringify({
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status: "running",
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model: MODEL_NAME,
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knowledge_chunks: knowledgeBase.length
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}));
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}
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// Reload knowledge
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if (pathname === '/reload-knowledge' && req.method === 'POST') {
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loadKnowledge();
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res.setHeader('Content-Type', 'application/json');
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return res.end(JSON.stringify({ message: `Reloaded: ${knowledgeBase.length} chunks` }));
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}
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// Main generate endpoint β returns plain JSON (no SSE, no streaming delays)
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if (pathname === '/generate' && req.method === 'POST') {
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let body = '';
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req.on('data', c => { body += c.toString(); });
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req.on('end', async () => {
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res.setHeader('Content-Type', 'application/json');
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try {
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const { prompt, system } = JSON.parse(body);
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if (!generator) {
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res.writeHead(503);
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return res.end(JSON.stringify({ error: "Model still loading, please wait..." }));
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}
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// RAG: retrieve relevant knowledge chunks
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const ragContext = retrieveContext(prompt, 4);
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const ragSection = ragContext
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? `\n\nKNOWLEDGE BASE β use ONLY this information to answer:\n${ragContext}\n`
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: '';
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// Build final system prompt
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const finalSystem = (system || `You are Mlimi Connect AI, a free agricultural advisor for Malawian farmers. Only answer agriculture questions.`) + ragSection;
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const messages = [
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{ role: 'system', content: finalSystem },
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{ role: 'user', content: prompt }
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];
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console.log(`Generating response for: "${prompt.slice(0, 60)}..."`);
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let result = await generateResponse(messages);
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// Fallback if model returns empty
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if (!result || result.trim().length < 5) {
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if (ragContext) {
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result = `Here is what I know about this topic:\n\n${ragContext.slice(0, 600)}`;
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} else {
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result = "I don't have specific information on that topic. Please consult your local agricultural extension officer (AEO) for advice.";
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}
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}
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console.log(`Response ready: ${result.length} chars`);
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res.writeHead(200);
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res.end(JSON.stringify({ result }));
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} catch (err) {
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console.error("Generation error:", err.message);
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res.writeHead(500);
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res.end(JSON.stringify({ error: err.message || "Generation failed" }));
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}
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});
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return;
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