/**
 * Invoice extraction using Ministral 3 Vision (Direct)
 *
 * NO PaddleOCR needed - Ministral 3 has built-in vision encoder:
 *   1. Convert PDF to images
 *   2. Send images directly to Ministral 3 via Ollama
 *   3. Extract structured JSON with native schema support
 *
 * This is the simplest possible pipeline.
 */
import { tap, expect } from '@git.zone/tstest/tapbundle';
import * as fs from 'fs';
import * as path from 'path';
import { execSync } from 'child_process';
import * as os from 'os';
import { ensureMinistral3 } from './helpers/docker.js';

const OLLAMA_URL = 'http://localhost:11434';
const VISION_MODEL = 'ministral-3:8b';

interface IInvoice {
  invoice_number: string;
  invoice_date: string;
  vendor_name: string;
  currency: string;
  net_amount: number;
  vat_amount: number;
  total_amount: number;
}

/**
 * Convert PDF to PNG images using ImageMagick
 */
function convertPdfToImages(pdfPath: string): string[] {
  const tempDir = fs.mkdtempSync(path.join(os.tmpdir(), 'pdf-convert-'));
  const outputPattern = path.join(tempDir, 'page-%d.png');

  try {
    execSync(
      `convert -density 200 -quality 90 "${pdfPath}" -background white -alpha remove "${outputPattern}"`,
      { stdio: 'pipe' }
    );

    const files = fs.readdirSync(tempDir).filter((f) => f.endsWith('.png')).sort();
    const images: string[] = [];

    for (const file of files) {
      const imagePath = path.join(tempDir, file);
      const imageData = fs.readFileSync(imagePath);
      images.push(imageData.toString('base64'));
    }

    return images;
  } finally {
    fs.rmSync(tempDir, { recursive: true, force: true });
  }
}

/**
 * Extract invoice data directly from images using Ministral 3 Vision
 */
async function extractInvoiceFromImages(images: string[]): Promise<IInvoice> {
  console.log(`    [Vision] Processing ${images.length} page(s) with Ministral 3`);

  // JSON schema for structured output
  const invoiceSchema = {
    type: 'object',
    properties: {
      invoice_number: { type: 'string' },
      invoice_date: { type: 'string' },
      vendor_name: { type: 'string' },
      currency: { type: 'string' },
      net_amount: { type: 'number' },
      vat_amount: { type: 'number' },
      total_amount: { type: 'number' },
    },
    required: ['invoice_number', 'invoice_date', 'vendor_name', 'currency', 'net_amount', 'vat_amount', 'total_amount'],
  };

  const prompt = `Extract invoice data from this document image(s).

Find and return:
- invoice_number: The invoice number/ID (look for "Invoice No", "Invoice #", "Rechnung Nr")
- invoice_date: The invoice date in YYYY-MM-DD format
- vendor_name: The company issuing the invoice (in letterhead)
- currency: EUR, USD, or GBP
- total_amount: The FINAL total amount due
- net_amount: Amount before VAT/tax
- vat_amount: VAT/tax amount

Return ONLY valid JSON.`;

  const response = await fetch(`${OLLAMA_URL}/api/chat`, {
    method: 'POST',
    headers: { 'Content-Type': 'application/json' },
    body: JSON.stringify({
      model: VISION_MODEL,
      messages: [
        {
          role: 'user',
          content: prompt,
          images: images,  // Send all page images
        },
      ],
      format: invoiceSchema,
      stream: true,
      options: {
        num_predict: 512,
        temperature: 0.0,
      },
    }),
  });

  if (!response.ok) {
    throw new Error(`Ollama API error: ${response.status}`);
  }

  const reader = response.body?.getReader();
  if (!reader) {
    throw new Error('No response body');
  }

  const decoder = new TextDecoder();
  let fullText = '';

  while (true) {
    const { done, value } = await reader.read();
    if (done) break;

    const chunk = decoder.decode(value, { stream: true });
    const lines = chunk.split('\n').filter((l) => l.trim());

    for (const line of lines) {
      try {
        const json = JSON.parse(line);
        if (json.message?.content) {
          fullText += json.message.content;
        }
      } catch {
        // Skip invalid JSON lines
      }
    }
  }

  // Parse JSON response
  let jsonStr = fullText.trim();

  if (jsonStr.startsWith('```json')) jsonStr = jsonStr.slice(7);
  else if (jsonStr.startsWith('```')) jsonStr = jsonStr.slice(3);
  if (jsonStr.endsWith('```')) jsonStr = jsonStr.slice(0, -3);
  jsonStr = jsonStr.trim();

  const startIdx = jsonStr.indexOf('{');
  const endIdx = jsonStr.lastIndexOf('}') + 1;

  if (startIdx < 0 || endIdx <= startIdx) {
    throw new Error(`No JSON found: ${fullText.substring(0, 200)}`);
  }

  const parsed = JSON.parse(jsonStr.substring(startIdx, endIdx));

  return {
    invoice_number: parsed.invoice_number || null,
    invoice_date: parsed.invoice_date || null,
    vendor_name: parsed.vendor_name || null,
    currency: parsed.currency || 'EUR',
    net_amount: parseFloat(parsed.net_amount) || 0,
    vat_amount: parseFloat(parsed.vat_amount) || 0,
    total_amount: parseFloat(parsed.total_amount) || 0,
  };
}

/**
 * Extract with consensus voting (2 agreeing passes)
 */
async function extractWithConsensus(images: string[], name: string, maxPasses: number = 3): Promise<IInvoice> {
  const results: Array<{ invoice: IInvoice; hash: string }> = [];
  const hashCounts: Map<string, number> = new Map();

  for (let pass = 1; pass <= maxPasses; pass++) {
    try {
      const invoice = await extractInvoiceFromImages(images);
      const hash = `${invoice.invoice_number}|${invoice.invoice_date}|${invoice.total_amount?.toFixed(2)}`;
      results.push({ invoice, hash });
      hashCounts.set(hash, (hashCounts.get(hash) || 0) + 1);

      console.log(`  [Pass ${pass}] ${invoice.invoice_number} | ${invoice.invoice_date} | ${invoice.total_amount} ${invoice.currency}`);

      if (hashCounts.get(hash)! >= 2) {
        console.log(`  [Consensus] Reached after ${pass} passes`);
        return invoice;
      }
    } catch (err) {
      console.log(`  [Pass ${pass}] Error: ${err}`);
    }
  }

  // Return most common result
  let bestHash = '';
  let bestCount = 0;
  for (const [hash, count] of hashCounts) {
    if (count > bestCount) {
      bestCount = count;
      bestHash = hash;
    }
  }

  if (!bestHash) throw new Error(`No valid results for ${name}`);

  console.log(`  [No consensus] Using best result (${bestCount}/${maxPasses})`);
  return results.find((r) => r.hash === bestHash)!.invoice;
}

/**
 * Normalize date to YYYY-MM-DD
 */
function normalizeDate(dateStr: string | null): string {
  if (!dateStr) return '';
  if (/^\d{4}-\d{2}-\d{2}$/.test(dateStr)) return dateStr;

  const monthMap: Record<string, string> = {
    JAN: '01', FEB: '02', MAR: '03', APR: '04', MAY: '05', JUN: '06',
    JUL: '07', AUG: '08', SEP: '09', OCT: '10', NOV: '11', DEC: '12',
  };

  let match = dateStr.match(/^(\d{1,2})-([A-Z]{3})-(\d{4})$/i);
  if (match) {
    return `${match[3]}-${monthMap[match[2].toUpperCase()] || '01'}-${match[1].padStart(2, '0')}`;
  }

  match = dateStr.match(/^(\d{1,2})[\/.](\d{1,2})[\/.](\d{4})$/);
  if (match) {
    return `${match[3]}-${match[2].padStart(2, '0')}-${match[1].padStart(2, '0')}`;
  }

  return dateStr;
}

/**
 * Compare extracted vs expected
 */
function compareInvoice(extracted: IInvoice, expected: IInvoice): { match: boolean; errors: string[] } {
  const errors: string[] = [];

  const extNum = extracted.invoice_number?.replace(/\s/g, '').toLowerCase() || '';
  const expNum = expected.invoice_number?.replace(/\s/g, '').toLowerCase() || '';
  if (extNum !== expNum) {
    errors.push(`invoice_number: expected "${expected.invoice_number}", got "${extracted.invoice_number}"`);
  }

  if (normalizeDate(extracted.invoice_date) !== normalizeDate(expected.invoice_date)) {
    errors.push(`invoice_date: expected "${expected.invoice_date}", got "${extracted.invoice_date}"`);
  }

  if (Math.abs(extracted.total_amount - expected.total_amount) > 0.02) {
    errors.push(`total_amount: expected ${expected.total_amount}, got ${extracted.total_amount}`);
  }

  if (extracted.currency?.toUpperCase() !== expected.currency?.toUpperCase()) {
    errors.push(`currency: expected "${expected.currency}", got "${extracted.currency}"`);
  }

  return { match: errors.length === 0, errors };
}

/**
 * Find test cases
 */
function findTestCases(): Array<{ name: string; pdfPath: string; jsonPath: string }> {
  const testDir = path.join(process.cwd(), '.nogit/invoices');
  if (!fs.existsSync(testDir)) return [];

  const files = fs.readdirSync(testDir);
  const testCases: Array<{ name: string; pdfPath: string; jsonPath: string }> = [];

  for (const pdf of files.filter((f) => f.endsWith('.pdf'))) {
    const baseName = pdf.replace('.pdf', '');
    const jsonFile = `${baseName}.json`;
    if (files.includes(jsonFile)) {
      testCases.push({
        name: baseName,
        pdfPath: path.join(testDir, pdf),
        jsonPath: path.join(testDir, jsonFile),
      });
    }
  }

  return testCases.sort((a, b) => a.name.localeCompare(b.name));
}

// Tests

tap.test('setup: ensure Ministral 3 is running', async () => {
  console.log('\n[Setup] Checking Ministral 3...\n');
  const ok = await ensureMinistral3();
  expect(ok).toBeTrue();
  console.log('\n[Setup] Ready!\n');
});

const testCases = findTestCases();
console.log(`\nFound ${testCases.length} invoice test cases (Ministral 3 Vision Direct)\n`);

let passedCount = 0;
let failedCount = 0;
const times: number[] = [];

for (const testCase of testCases) {
  tap.test(`should extract invoice: ${testCase.name}`, async () => {
    const expected: IInvoice = JSON.parse(fs.readFileSync(testCase.jsonPath, 'utf-8'));
    console.log(`\n=== ${testCase.name} ===`);
    console.log(`Expected: ${expected.invoice_number} | ${expected.invoice_date} | ${expected.total_amount} ${expected.currency}`);

    const start = Date.now();
    const images = convertPdfToImages(testCase.pdfPath);
    console.log(`  Pages: ${images.length}`);

    const extracted = await extractWithConsensus(images, testCase.name);
    const elapsed = Date.now() - start;
    times.push(elapsed);

    const result = compareInvoice(extracted, expected);

    if (result.match) {
      passedCount++;
      console.log(`  Result: MATCH (${(elapsed / 1000).toFixed(1)}s)`);
    } else {
      failedCount++;
      console.log(`  Result: MISMATCH (${(elapsed / 1000).toFixed(1)}s)`);
      result.errors.forEach((e) => console.log(`    - ${e}`));
    }

    expect(result.match).toBeTrue();
  });
}

tap.test('summary', async () => {
  const total = testCases.length;
  const accuracy = total > 0 ? (passedCount / total) * 100 : 0;
  const totalTime = times.reduce((a, b) => a + b, 0) / 1000;
  const avgTime = times.length > 0 ? totalTime / times.length : 0;

  console.log(`\n======================================================`);
  console.log(`   Invoice Extraction Summary (Ministral 3 Vision)`);
  console.log(`======================================================`);
  console.log(`  Method:    Ministral 3 8B Vision (Direct)`);
  console.log(`  Passed:    ${passedCount}/${total}`);
  console.log(`  Failed:    ${failedCount}/${total}`);
  console.log(`  Accuracy:  ${accuracy.toFixed(1)}%`);
  console.log(`------------------------------------------------------`);
  console.log(`  Total time:   ${totalTime.toFixed(1)}s`);
  console.log(`  Avg per inv:  ${avgTime.toFixed(1)}s`);
  console.log(`======================================================\n`);
});

export default tap.start();