import * as fs from 'fs';
import { createReadStream, writeFile } from 'fs';
import OpenAI from 'openai';
import * as path from 'path';
import { promisify } from 'util';
import * as uuid from 'uuid';
import { filesDirectory, publicDirectory } from '../SocketData';
import { Method } from '../RouteManager';
import ApiManager, { Registration } from './ApiManager';
import axios from 'axios';
import { RAGChunk } from '../../client/views/nodes/ChatBox/types';
import { UnstructuredClient } from 'unstructured-client';
import { PartitionResponse } from 'unstructured-client/sdk/models/operations';
import { ChunkingStrategy, Strategy } from 'unstructured-client/sdk/models/shared';
import * as cheerio from 'cheerio';
import { ScrapflyClient, ScrapeConfig } from 'scrapfly-sdk';
import { google } from 'googleapis';
import * as puppeteer from 'puppeteer';
import { JSDOM } from 'jsdom';
import { Readability } from '@mozilla/readability';

export enum Directory {
    parsed_files = 'parsed_files',
    images = 'images',
    videos = 'videos',
    pdfs = 'pdfs',
    text = 'text',
    pdf_thumbnails = 'pdf_thumbnails',
    audio = 'audio',
    csv = 'csv',
    chunk_images = 'chunk_images',
    scrape_images = 'scrape_images',
}

export function serverPathToFile(directory: Directory, filename: string) {
    return path.normalize(`${filesDirectory}/${directory}/${filename}`);
}

export function pathToDirectory(directory: Directory) {
    return path.normalize(`${filesDirectory}/${directory}`);
}

export function clientPathToFile(directory: Directory, filename: string) {
    return `/files/${directory}/${filename}`;
}

const writeFileAsync = promisify(writeFile);
const readFileAsync = promisify(fs.readFile);

export default class AssistantManager extends ApiManager {
    protected initialize(register: Registration): void {
        const openai = new OpenAI({
            apiKey: process.env._CLIENT_OPENAI_KEY, // Use client key so don't have to set key seperately for client and server.
            dangerouslyAllowBrowser: true,
        });
        const unstructuredClient = new UnstructuredClient({
            security: {
                apiKeyAuth: process.env._CLIENT_UNSTRUCTURED_API_KEY!,
            },
        });
        const scrapflyClient = new ScrapflyClient({ key: process.env._CLIENT_SCRAPFLY_API_KEY! });
        const customsearch = google.customsearch('v1');

        register({
            method: Method.POST,
            subscription: '/getWikipediaSummary',
            secureHandler: async ({ req, res }) => {
                const { title } = req.body;
                try {
                    const response = await axios.get('https://en.wikipedia.org/w/api.php', {
                        params: {
                            action: 'query',
                            list: 'search',
                            srsearch: title,
                            format: 'json',
                        },
                    });
                    const summary = response.data.query.search[0].snippet;
                    if (!summary || summary.length === 0 || summary === '' || summary === ' ') {
                        res.send({ text: 'No article found with that title.' });
                    } else {
                        res.send({ text: summary });
                    }
                } catch (error: any) {
                    console.error('Error retrieving article summary from Wikipedia:', error);
                    res.status(500).send({ error: 'Error retrieving article summary from Wikipedia.', details: error.message });
                }
            },
        });

        register({
            method: Method.POST,
            subscription: '/getWebSearchResults',
            secureHandler: async ({ req, res }) => {
                const { query, max_results } = req.body;
                try {
                    const response = await customsearch.cse.list({
                        q: query,
                        cx: process.env._CLIENT_GOOGLE_SEARCH_ENGINE_ID,
                        key: process.env._CLIENT_GOOGLE_API_KEY,
                        safe: 'active',
                        num: max_results,
                    });

                    const results =
                        response.data.items?.map((item: any) => ({
                            url: item.link,
                            snippet: item.snippet,
                        })) || [];

                    res.send({ results });
                } catch (error: any) {
                    console.error('Error performing web search:', error);
                    res.status(500).send({ error: 'Failed to perform web search', details: error.message });
                }
            },
        });

        const axiosInstance = axios.create({
            headers: {
                'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36',
            },
        });

        const delay = (ms: number) => new Promise(resolve => setTimeout(resolve, ms));

        const fetchWithRetry = async (url: string, retries = 3, backoff = 300) => {
            try {
                const response = await axiosInstance.get(url);
                return response.data;
            } catch (error: any) {
                if (retries > 0 && error.response && error.response.status === 429) {
                    console.log(`Rate limited. Retrying in ${backoff}ms...`);
                    await delay(backoff);
                    return fetchWithRetry(url, retries - 1, backoff * 2);
                }
                throw error;
            }
        };

        register({
            method: Method.POST,
            subscription: '/scrapeWebsite',
            secureHandler: async ({ req, res }) => {
                const { url } = req.body;
                try {
                    // Launch Puppeteer to navigate to the webpage
                    const browser = await puppeteer.launch({
                        args: ['--no-sandbox', '--disable-setuid-sandbox'],
                    });
                    const page = await browser.newPage();
                    await page.setUserAgent('Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36');
                    await page.goto(url, { waitUntil: 'networkidle2' });

                    // Get the HTML content of the page
                    const htmlContent = await page.content();
                    await browser.close();

                    // Use JSDOM to parse the HTML content
                    const dom = new JSDOM(htmlContent, { url });

                    // Use Readability to extract the readable content
                    const reader = new Readability(dom.window.document);
                    const article = reader.parse();

                    if (article) {
                        // Extract the plain text from the article content
                        const plainText = article.textContent;

                        // Return the plain text content
                        res.send({ website_plain_text: plainText });
                    } else {
                        res.status(500).send({ error: 'Failed to extract readable content' });
                    }
                } catch (error: any) {
                    console.error('Error scraping website:', error);
                    res.status(500).send({ error: 'Failed to scrape website', details: error.message });
                }
            },
        });

        register({
            method: Method.POST,
            subscription: '/createDocument',
            secureHandler: async ({ req, res }) => {
                const { file_path } = req.body;
                const public_path = path.join(publicDirectory, file_path);
                const file_name = path.basename(file_path);

                try {
                    // Read file data and convert to base64
                    const file_data = fs.readFileSync(public_path, { encoding: 'base64' });

                    const response = await axios.post(
                        'http://localhost:8080/createDocument',
                        {
                            file_data,
                            file_name,
                        },
                        {
                            headers: {
                                'Content-Type': 'application/json',
                            },
                        }
                    );

                    const jobId = response.data.job_id;

                    // Poll for results
                    let result;
                    while (!result) {
                        await new Promise(resolve => setTimeout(resolve, 5000)); // Wait for 1 second
                        const resultResponse = await axios.get(`http://localhost:8080/getResult/${jobId}`);
                        if (resultResponse.status === 200) {
                            result = resultResponse.data;
                        }
                    }

                    if (result.chunks && Array.isArray(result.chunks)) {
                        for (const chunk of result.chunks) {
                            if (chunk.metadata && (chunk.metadata.type === 'image' || chunk.metadata.type === 'table')) {
                                let files_directory = '/files/chunk_images/';
                                const directory = path.join(publicDirectory, files_directory);

                                if (!fs.existsSync(directory)) {
                                    fs.mkdirSync(directory);
                                }

                                const fileName = path.basename(chunk.metadata.file_path);
                                const filePath = path.join(directory, fileName);

                                // Check if base64_data exists
                                if (chunk.metadata.base64_data) {
                                    // Decode Base64 and save as file
                                    const buffer = Buffer.from(chunk.metadata.base64_data, 'base64');
                                    await fs.promises.writeFile(filePath, buffer);

                                    // Update the file path in the chunk
                                    chunk.metadata.file_path = path.join(files_directory, fileName);
                                    chunk.metadata.base64_data = undefined;
                                } else {
                                    console.warn(`No base64_data found for chunk: ${fileName}`);
                                }
                            }
                        }
                    } else {
                        console.warn("Result does not contain an iterable 'chunks' property");
                    }

                    res.send({ document_json: result });
                } catch (error: any) {
                    console.error('Error communicating with chatbot:', error);
                    res.status(500).send({ error: 'Failed to communicate with the chatbot', details: error.message });
                }
            },
        });

        register({
            method: Method.POST,
            subscription: '/formatChunks',
            secureHandler: async ({ req, res }) => {
                const { relevantChunks } = req.body;
                const content: { type: string; text?: string; image_url?: { url: string } }[] = [{ type: 'text', text: '<chunks>' }];

                for (const chunk of relevantChunks) {
                    content.push({
                        type: 'text',
                        text: `<chunk chunk_id=${chunk.id} chunk_type=${chunk.metadata.type === 'image' || chunk.metadata.type === 'table' ? 'image' : 'text'}>`,
                    });

                    if (chunk.metadata.type === 'image' || chunk.metadata.type === 'table') {
                        try {
                            const filePath = serverPathToFile(Directory.parsed_files, chunk.metadata.file_path);
                            const imageBuffer = await readFileAsync(filePath);
                            const base64Image = imageBuffer.toString('base64');
                            if (base64Image) {
                                content.push({
                                    type: 'image_url',
                                    image_url: {
                                        url: `data:image/jpeg;base64,${base64Image}`,
                                    },
                                });
                            } else {
                                console.log(`Failed to encode image for chunk ${chunk.id}`);
                            }
                        } catch (error) {
                            console.error(`Error reading image file for chunk ${chunk.id}:`, error);
                        }
                        content.push({ type: 'text', text: `\n</chunk>\n` });
                    } else {
                        content.push({ type: 'text', text: `${chunk.metadata.text}\n</chunk>\n` });
                    }
                }

                content.push({ type: 'text', text: '</chunks>' });

                res.send({ formattedChunks: content });
            },
        });

        register({
            method: Method.POST,
            subscription: '/chunkDocument',
            secureHandler: async ({ req, res }) => {
                const { file_path } = req.body;
                const public_path = path.join(publicDirectory, file_path);
                const file_name = path.basename(file_path);

                try {
                    // Read file data and convert to base64
                    const file_data = await fs.promises.readFile(public_path);

                    try {
                        const result = await unstructuredClient.general.partition({
                            partitionParameters: {
                                files: {
                                    content: file_data,
                                    fileName: file_name,
                                },
                                strategy: Strategy.Auto,
                                chunkingStrategy: ChunkingStrategy.ByTitle,
                                extractImageBlockTypes: ['Image', 'Table'],
                            },
                        });

                        if (result.statusCode === 200) {
                            console.log(result.elements);
                            const jsonElements = JSON.stringify(result.elements, null, 2);
                            // Print the processed data.
                            console.log(jsonElements);
                            res.send({ document_json: jsonElements });
                        } else {
                            console.error(`Unexpected status code: ${result.statusCode}`);
                            res.status(result.statusCode).send({ error: 'Failed to process the document', details: result });
                        }
                    } catch (e: any) {
                        console.error('Error during partitioning:', e);
                        res.status(500).send({ error: 'Failed to partition the document', details: e.message });
                    }
                } catch (error: any) {
                    console.error('Error reading file:', error);
                    res.status(500).send({ error: 'Failed to read the file', details: error.message });
                }
            },
        });
    }
}