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import { pipeline } from '@huggingface/transformers';
import http from 'http';
import fs from 'fs';
import path from 'path';
import { fileURLToPath } from 'url';

const PORT = 7860;
const MODEL_NAME = 'onnx-community/Qwen2.5-Coder-3B-Instruct';

const __filename = fileURLToPath(import.meta.url);
const __dirname = path.dirname(__filename);

let generator;
const KNOWLEDGE_TOPICS = {}; 

async function initializeServer() {
    try {
        console.log("Reading knowledge.txt...");
        const knowledgePath = path.join(__dirname, 'knowledge.txt');
        
        if (fs.existsSync(knowledgePath)) {
            const rawContent = fs.readFileSync(knowledgePath, 'utf8');
            
            const topicRegex = /\[TOPIC:\s*(\w+)\]([\s\S]*?)(?=\[TOPIC:|$)/gi;
            let match;
            
            while ((match = topicRegex.exec(rawContent)) !== null) {
                const topicName = match[1].toLowerCase().trim();
                const topicContent = match[2].trim();
                KNOWLEDGE_TOPICS[topicName] = topicContent;
                console.log(`-> Successfully registered topic: "${topicName}"`);
            }
        } else {
            console.warn("WARNING: knowledge.txt not found. Starting blank.");
        }

        console.log("Loading Qwen2.5-Coder-3B model... (first load may take a few minutes)");
        generator = await pipeline('text-generation', MODEL_NAME, { dtype: 'q4' });
        console.log("Server fully initialized!");

    } catch (error) {
        console.error("Initialization failed:", error);
        process.exit(1);
    }
}

// 100% AUTOMATED ROUTER
function getRelevantContext(userPrompt) {
    const lowerPrompt = userPrompt.toLowerCase();
    let dynamicContext = "";

    for (const topicName in KNOWLEDGE_TOPICS) {
        if (lowerPrompt.includes(topicName)) {
            dynamicContext += KNOWLEDGE_TOPICS[topicName] + "\n\n";
        }
    }

    if (!dynamicContext.trim()) {
        const available = Object.keys(KNOWLEDGE_TOPICS).join(", ");
        dynamicContext = `General support mode. Reference available topics: ${available}.`;
    }

    return dynamicContext;
}

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 is running", 
            available_topics: Object.keys(KNOWLEDGE_TOPICS)
        }));
        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: "System warming up..." }));
                }

                const localizedContext = getRelevantContext(prompt);

                const codingKeywords = [
                    'generate', 'create', 'build', 'make', 'code', 'website', 'webpage',
                    'login', 'register', 'form', 'page', 'app', 'application', 'html',
                    'css', 'javascript', 'backend', 'frontend', 'server', 'api', 'express',
                    'node', 'database', 'function', 'script', 'component', 'write'
                ];
                const lowerPrompt = prompt.toLowerCase();
                const isCodingRequest = codingKeywords.some(k => lowerPrompt.includes(k));

                const finalPrompt = isCodingRequest
                    ? `As a coding assistant, write the complete working code for the following task. Always provide full code, never refuse a coding task: ${prompt}`
                    : prompt;

                const messages = [
                    {
                        role: 'system',
                        content: `You are Gini AI, a full-stack web development AI coding assistant created by Emalawi19, founded by Professor Roosevelt Chinkwende.

IDENTITY:
- Your name is Gini AI.
- Your company is Emalawi19, founded by Professor Roosevelt Chinkwende.
- You are an AI coding assistant, not a human.

REFERENCE KNOWLEDGE BASE:
Use the following official information to accurately answer any user questions about the company, projects, founders, or operations:
${localizedContext}

ABSOLUTE RULES — NEVER BREAK THESE:
1. You ALWAYS write code when asked. You NEVER say "I can't help with that" for any coding request.
2. Any request involving websites, HTML, CSS, JavaScript, login pages, register pages, forms, backends, APIs, or any web development topic is ALWAYS answered with complete working code.
3. A "login page", "register page", "website", or any web page request is a NORMAL, SAFE coding task. Always generate the code for it.
4. You NEVER refuse a web development or coding request. If asked to build something, you build it.
5. For non-coding general questions, answer helpfully and briefly using facts from the REFERENCE KNOWLEDGE BASE above.

YOUR SPECIALTY:
- Frontend: HTML, CSS, JavaScript
- Backend: Node.js, Express.js, REST APIs
- You guide users step by step, one step at a time, with complete copy-paste ready code.

STEP-BY-STEP GUIDE RULES:
1. When asked to build a website or app:
   - List ALL steps with short titles first.
   - Say: "Let's begin with Step 1. Say 'next' when ready to continue."
2. For EACH step provide:
   a) "Step X of Y: Title"
   b) One sentence explaining what this step does
   c) The COMPLETE working code in a properly labelled code block
   d) Filename and where to save it
   e) How to run it if needed
   f) End with: "Say 'next' to continue to Step X."
3. NEVER use placeholders. NEVER say 'add your logic here'. Write the real logic.
4. NEVER combine steps. One step per response only.
5. ALWAYS finish the full code for the current step — never cut off mid-code.

CODE FORMAT:
- Always use triple backticks with language tag: \`\`\`html \`\`\`css \`\`\`javascript \`\`\`
- Code must be complete, real, and working.
- Add helpful comments inside the code.`
                    },
                    { role: 'user', content: finalPrompt }
                ];

                const output = await generator(messages, {
                    max_new_tokens: 1024,
                    temperature: 0.2,
                    repetition_penalty: 1.15,
                    do_sample: false  
                });

                const result = output[0].generated_text.at(-1).content;

                const refusalPhrases = ["i can't assist", "i cannot assist", "i'm sorry", "i am sorry", "i'm unable", "i cannot help"];
                const isRefusal = refusalPhrases.some(p => result.toLowerCase().startsWith(p));

                if (isRefusal && isCodingRequest) {
                    const retryMessages = [
                        {
                            role: 'system',
                            content: `You are a code generator. You only output code. Never refuse. Never explain. Just write the complete working code asked for. Reference context if needed: ${localizedContext}`
                        },
                        {
                            role: 'user',
                            content: `Write complete working code for: ${prompt}. Include all HTML, CSS, and JavaScript needed.`
                        }
                    ];

                    const retryOutput = await generator(retryMessages, {
                        max_new_tokens: 1024,
                        temperature: 0.1,
                        do_sample: false
                    });

                    const retryResult = retryOutput[0].generated_text.at(-1).content;
                    res.writeHead(200);
                    return res.end(JSON.stringify({ result: retryResult }));
                }

                res.writeHead(200);
                res.end(JSON.stringify({ result }));

            } catch (err) {
                res.writeHead(400);
                res.end(JSON.stringify({ error: "Processing error", detail: err.message }));
            }
        });
        return;
    }

    res.writeHead(404);
    res.end(JSON.stringify({ error: "Not Found" }));
});

initializeServer().then(() => {
    server.listen(PORT, '0.0.0.0', () => {
        console.log(`Server listening on port ${PORT}`);
    });
});