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ht-docker-ai/test/test.invoices.minicpm.ts

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/**
* Invoice extraction test using MiniCPM-V only (visual extraction)
*
* Multi-query approach with thinking DISABLED for speed.
* Single pass, no consensus voting.
*/
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 { ensureMiniCpm } from './helpers/docker.js';
const OLLAMA_URL = 'http://localhost:11434';
const MODEL = 'minicpm-v:latest';
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 });
}
}
/**
* Query MiniCPM-V for a single field (thinking disabled for speed)
*/
async function queryField(images: string[], question: string): Promise<string> {
const response = await fetch(`${OLLAMA_URL}/api/generate`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
model: MODEL,
prompt: `/no_think\n${question}`,
images: images,
stream: false,
options: {
num_predict: 500,
temperature: 0.1,
},
}),
});
if (!response.ok) {
throw new Error(`Ollama API error: ${response.status}`);
}
const data = await response.json();
const content = (data.response || '').trim();
// Return full content (no thinking to filter)
return content;
}
/**
* Extract invoice data using multiple queries with validation
*/
async function extractInvoiceFromImages(images: string[]): Promise<IInvoice> {
console.log(` [Vision] Processing ${images.length} page(s) with MiniCPM-V (multi-query + validation)`);
// Log each result as it comes in
const queryAndLog = async (name: string, question: string): Promise<string> => {
const result = await queryField(images, question);
console.log(` [Query] ${name}: "${result}"`);
return result;
};
// STRATEGY 1: List-then-pick for invoice number (avoids confusion with VAT/customer IDs)
// Also ask for invoice number directly as backup
const [allNumbers, directInvoiceNum] = await Promise.all([
queryAndLog('All Numbers ', `List ALL document numbers visible on this invoice.
For each number, identify what type it is.
Format: type:number, type:number
Example: >>>invoice:R0014359508, vat:DE123456789, customer:K001234<<<`),
queryAndLog('Invoice # Dir ', `What is the INVOICE NUMBER (Rechnungsnummer)?
NOT the VAT number (starts with DE/IE), NOT customer ID.
Look for "Invoice No.", "Rechnungsnr.", "Invoice #", or "Facture".
For Adobe: starts with IEE or R followed by digits.
Return ONLY the number: >>>IEE2022006460244<<<`),
]);
// STRATEGY 2: Query each field with >>> <<< delimiters
const [invoiceDate, invoiceDateAlt, vendor, currency, totalAmount, netAmount, vatAmount] = await Promise.all([
queryAndLog('Invoice Date ', `Find the INVOICE DATE (when issued, NOT due date).
Look for: "Invoice Date", "Rechnungsdatum", "Date", "Datum"
Return ONLY the date in YYYY-MM-DD format: >>>2024-01-15<<<`),
// STRATEGY 3: Ask same question differently for verification
queryAndLog('Date Alt ', `What date appears next to the invoice number at the top?
Return ONLY YYYY-MM-DD format: >>>2024-01-15<<<`),
queryAndLog('Vendor ', `What company ISSUED this invoice (seller, not buyer)?
Look at letterhead/logo at top.
Return ONLY the company name: >>>Adobe Inc.<<<`),
queryAndLog('Currency ', `What currency symbol appears next to amounts? € $ or £?
Return the 3-letter code: >>>EUR<<<`),
queryAndLog('Total Amount ', `What is the FINAL TOTAL amount (including tax) the customer must pay?
Look for "Total", "Grand Total", "Gesamtbetrag" at the bottom.
Return ONLY the number (no symbol): >>>24.99<<<`),
queryAndLog('Net Amount ', `What is the NET/subtotal amount BEFORE tax?
Look for "Net", "Netto", "Subtotal".
Return ONLY the number: >>>20.99<<<`),
queryAndLog('VAT Amount ', `What is the VAT/tax amount?
Look for "VAT", "MwSt", "USt", "Tax".
Return ONLY the number: >>>4.00<<<`),
]);
// Extract value from >>> <<< delimiters, or return original if not found
const extractDelimited = (s: string): string => {
const match = s.match(/>>>([^<]+)<<</);
return match ? match[1].trim() : s.trim();
};
// Parse amount from string (handles European format and prose)
const parseAmount = (s: string): number => {
if (!s) return 0;
// First try delimited format
const delimitedMatch = s.match(/>>>([^<]+)<<</);
if (delimitedMatch) {
const numMatch = delimitedMatch[1].match(/([\d.,]+)/);
if (numMatch) {
const numStr = numMatch[1];
const normalized = numStr.includes(',') && numStr.indexOf(',') > numStr.lastIndexOf('.')
? numStr.replace(/\./g, '').replace(',', '.')
: numStr.replace(/,/g, '');
return parseFloat(normalized) || 0;
}
}
// Try to find amount patterns in prose: "24.99", "24,99", "€24.99", "24.99 EUR"
const amountPatterns = [
/(?:€|EUR|USD|GBP)\s*([\d.,]+)/i, // €24.99 or EUR 24.99
/([\d.,]+)\s*(?:€|EUR|USD|GBP)/i, // 24.99 EUR or 24.99€
/(?:is|amount|total)[:\s]+([\d.,]+)/i, // "is 24.99" or "amount: 24.99"
/\b(\d{1,3}(?:[.,]\d{2,3})*(?:[.,]\d{2}))\b/, // General number pattern with decimals
];
for (const pattern of amountPatterns) {
const match = s.match(pattern);
if (match) {
const numStr = match[1];
// European format: 1.234,56 → 1234.56
const normalized = numStr.includes(',') && numStr.indexOf(',') > numStr.lastIndexOf('.')
? numStr.replace(/\./g, '').replace(',', '.')
: numStr.replace(/,/g, '');
const value = parseFloat(normalized);
if (value > 0) return value;
}
}
return 0;
};
// STRATEGY 1: Parse "all numbers" to find invoice number
const extractInvoiceFromList = (allNums: string): string | null => {
const delimited = extractDelimited(allNums);
// Find ALL "invoice:XXX" matches
const invoiceMatches = delimited.matchAll(/invoice[:\s]*([A-Z0-9-]+)/gi);
const candidates: string[] = [];
for (const match of invoiceMatches) {
const value = match[1];
// Filter out labels like "USt-IdNr", "INVOICE", short strings
if (value.length > 5 && /\d{4,}/.test(value) && !/^(ust|vat|tax|nr|id|no)/i.test(value)) {
candidates.push(value);
}
}
if (candidates.length > 0) return candidates[0];
// Look for "rechnungsnr:XXX" pattern
const rechnungMatch = delimited.match(/rechnung[snr]*[:\s]*([A-Z0-9-]{6,})/i);
if (rechnungMatch && /\d{4,}/.test(rechnungMatch[1])) return rechnungMatch[1];
// Look for patterns like IEE2022..., R001... (Adobe invoice number patterns)
const adobeMatch = delimited.match(/\b(IEE\d{10,})\b/i);
if (adobeMatch) return adobeMatch[1];
const rInvoiceMatch = delimited.match(/\b(R\d{8,})\b/i);
if (rInvoiceMatch) return rInvoiceMatch[1];
return null;
};
// Fallback invoice number extraction
const extractInvoiceNumber = (s: string): string => {
const delimited = extractDelimited(s);
if (delimited !== s.trim()) return delimited;
let clean = s.replace(/\*\*/g, '').replace(/`/g, '');
const patterns = [
/\b([A-Z]{2,3}\d{10,})\b/i,
/\b([A-Z]\d{8,})\b/i,
/\b(INV[-\s]?\d{4}[-\s]?\d+)\b/i,
/\b(\d{7,})\b/,
];
for (const pattern of patterns) {
const match = clean.match(pattern);
if (match) return match[1];
}
return clean.replace(/[^A-Z0-9-]/gi, '').trim() || clean.trim();
};
// Extract date with fallback
const extractDate = (s: string): string => {
const delimited = extractDelimited(s);
if (/^\d{4}-\d{2}-\d{2}$/.test(delimited)) return delimited;
let clean = s.replace(/\*\*/g, '').replace(/`/g, '');
const isoMatch = clean.match(/(\d{4}-\d{2}-\d{2})/);
if (isoMatch) return isoMatch[1];
const dmmyMatch = clean.match(/(\d{1,2})[-\/]([A-Z]{3})[-\/](\d{4})/i);
if (dmmyMatch) {
const monthMap: Record<string, string> = {
JAN: '01', FEB: '02', MAR: '03', APR: '04', MAY: '05', JUN: '06',
JUL: '07', AUG: '08', SEP: '09', OCT: '10', NOV: '11', DEC: '12',
};
return `${dmmyMatch[3]}-${monthMap[dmmyMatch[2].toUpperCase()] || '01'}-${dmmyMatch[1].padStart(2, '0')}`;
}
const dmyMatch = clean.match(/(\d{1,2})[\/.](\d{1,2})[\/.](\d{4})/);
if (dmyMatch) {
return `${dmyMatch[3]}-${dmyMatch[2].padStart(2, '0')}-${dmyMatch[1].padStart(2, '0')}`;
}
return '';
};
// Extract currency
const extractCurrency = (s: string): string => {
const delimited = extractDelimited(s);
if (['EUR', 'USD', 'GBP'].includes(delimited.toUpperCase())) return delimited.toUpperCase();
const upper = s.toUpperCase();
if (upper.includes('EUR') || upper.includes('€')) return 'EUR';
if (upper.includes('USD') || upper.includes('$')) return 'USD';
if (upper.includes('GBP') || upper.includes('£')) return 'GBP';
return 'EUR';
};
// Extract vendor
const extractVendor = (s: string): string => {
const delimited = extractDelimited(s);
if (delimited !== s.trim()) return delimited;
let clean = s.replace(/\*\*/g, '').replace(/`/g, '').trim();
if (clean.length < 50) return clean.replace(/[."]+$/, '').trim();
const companyMatch = clean.match(/([A-Z][A-Za-z0-9\s&]+(?:Ltd|Limited|GmbH|Inc|BV|AG|SE|LLC|Co|Corp)[.]?)/i);
if (companyMatch) return companyMatch[1].trim();
return clean;
};
// STRATEGY 1: Get invoice number - try multiple approaches
// 1. From list with type labels
// 2. From direct query
// 3. From pattern matching
const fromList = extractInvoiceFromList(allNumbers);
const fromDirect = extractInvoiceNumber(directInvoiceNum);
const fromFallback = extractInvoiceNumber(allNumbers);
// Prefer direct query if it has digits, otherwise use list
const invoiceNumber = (fromDirect && /\d{6,}/.test(fromDirect)) ? fromDirect :
(fromList && /\d{4,}/.test(fromList)) ? fromList :
fromDirect || fromList || fromFallback;
console.log(` [Parsed] Invoice Number: "${invoiceNumber}" (list: ${fromList}, direct: ${fromDirect})`);
// STRATEGY 3: Compare two date responses, pick the valid one
const date1 = extractDate(invoiceDate);
const date2 = extractDate(invoiceDateAlt);
const finalDate = date1 || date2;
if (date1 && date2 && date1 !== date2) {
console.log(` [Validate] Date mismatch: "${date1}" vs "${date2}" - using first`);
}
// Parse amounts
let total = parseAmount(totalAmount);
let net = parseAmount(netAmount);
let vat = parseAmount(vatAmount);
// STRATEGY 4: Cross-field validation for amounts
// If amounts seem wrong (e.g., 1690 instead of 1.69), try to fix
if (total > 10000 && net < 100) {
console.log(` [Validate] Total ${total} seems too high vs net ${net}, dividing by 100`);
total = total / 100;
}
if (net > 10000 && total < 100) {
console.log(` [Validate] Net ${net} seems too high vs total ${total}, dividing by 100`);
net = net / 100;
}
// Check if Net + VAT ≈ Total
if (net > 0 && vat >= 0 && total > 0) {
const calculated = net + vat;
if (Math.abs(calculated - total) > 1) {
console.log(` [Validate] Math check: ${net} + ${vat} = ${calculated}${total}`);
}
}
return {
invoice_number: invoiceNumber,
invoice_date: finalDate,
vendor_name: extractVendor(vendor),
currency: extractCurrency(currency),
net_amount: net,
vat_amount: vat,
total_amount: total,
};
}
/**
* 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')}-${match[1].padStart(2, '0')}`;
}
return dateStr;
}
/**
* Compare extracted invoice against expected
*/
function compareInvoice(
extracted: IInvoice,
expected: IInvoice
): { match: boolean; errors: string[] } {
const errors: string[] = [];
// Compare invoice number (normalize by removing spaces and case)
const extNum = extracted.invoice_number?.replace(/\s/g, '').toLowerCase() || '';
const expNum = expected.invoice_number?.replace(/\s/g, '').toLowerCase() || '';
if (extNum !== expNum) {
errors.push(`invoice_number: expected "${expected.invoice_number}", got "${extracted.invoice_number}"`);
}
// Compare date
if (normalizeDate(extracted.invoice_date) !== normalizeDate(expected.invoice_date)) {
errors.push(`invoice_date: expected "${expected.invoice_date}", got "${extracted.invoice_date}"`);
}
// Compare total amount (with tolerance)
if (Math.abs(extracted.total_amount - expected.total_amount) > 0.02) {
errors.push(`total_amount: expected ${expected.total_amount}, got ${extracted.total_amount}`);
}
// Compare currency
if (extracted.currency?.toUpperCase() !== expected.currency?.toUpperCase()) {
errors.push(`currency: expected "${expected.currency}", got "${extracted.currency}"`);
}
return { match: errors.length === 0, errors };
}
/**
* Find all test cases (PDF + JSON pairs) in .nogit/invoices/
*/
function findTestCases(): Array<{ name: string; pdfPath: string; jsonPath: string }> {
const testDir = path.join(process.cwd(), '.nogit/invoices');
if (!fs.existsSync(testDir)) {
return [];
}
const files = fs.readdirSync(testDir);
const pdfFiles = files.filter((f) => f.endsWith('.pdf'));
const testCases: Array<{ name: string; pdfPath: string; jsonPath: string }> = [];
for (const pdf of pdfFiles) {
const baseName = pdf.replace('.pdf', '');
const jsonFile = `${baseName}.json`;
if (files.includes(jsonFile)) {
testCases.push({
name: baseName,
pdfPath: path.join(testDir, pdf),
jsonPath: path.join(testDir, jsonFile),
});
}
}
testCases.sort((a, b) => a.name.localeCompare(b.name));
return testCases;
}
// Tests
tap.test('setup: ensure Docker containers are running', async () => {
console.log('\n[Setup] Checking Docker containers...\n');
const minicpmOk = await ensureMiniCpm();
expect(minicpmOk).toBeTrue();
console.log('\n[Setup] All containers ready!\n');
});
tap.test('should have MiniCPM-V model loaded', async () => {
const response = await fetch(`${OLLAMA_URL}/api/tags`);
const data = await response.json();
const modelNames = data.models.map((m: { name: string }) => m.name);
expect(modelNames.some((name: string) => name.includes('minicpm'))).toBeTrue();
});
const testCases = findTestCases();
console.log(`\nFound ${testCases.length} invoice test cases (MiniCPM-V)\n`);
let passedCount = 0;
let failedCount = 0;
const processingTimes: 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 startTime = Date.now();
const images = convertPdfToImages(testCase.pdfPath);
console.log(` Pages: ${images.length}`);
const extracted = await extractInvoiceFromImages(images);
console.log(` Extracted: ${extracted.invoice_number} | ${extracted.invoice_date} | ${extracted.total_amount} ${extracted.currency}`);
const elapsedMs = Date.now() - startTime;
processingTimes.push(elapsedMs);
const result = compareInvoice(extracted, expected);
if (result.match) {
passedCount++;
console.log(` Result: MATCH (${(elapsedMs / 1000).toFixed(1)}s)`);
} else {
failedCount++;
console.log(` Result: MISMATCH (${(elapsedMs / 1000).toFixed(1)}s)`);
result.errors.forEach((e) => console.log(` - ${e}`));
}
expect(result.match).toBeTrue();
});
}
tap.test('summary', async () => {
const totalInvoices = testCases.length;
const accuracy = totalInvoices > 0 ? (passedCount / totalInvoices) * 100 : 0;
const totalTimeMs = processingTimes.reduce((a, b) => a + b, 0);
const avgTimeSec = processingTimes.length > 0 ? totalTimeMs / processingTimes.length / 1000 : 0;
console.log(`\n========================================`);
console.log(` Invoice Extraction Summary (MiniCPM)`);
console.log(`========================================`);
console.log(` Method: Multi-query (no_think)`);
console.log(` Passed: ${passedCount}/${totalInvoices}`);
console.log(` Failed: ${failedCount}/${totalInvoices}`);
console.log(` Accuracy: ${accuracy.toFixed(1)}%`);
console.log(`----------------------------------------`);
console.log(` Total time: ${(totalTimeMs / 1000).toFixed(1)}s`);
console.log(` Avg per inv: ${avgTimeSec.toFixed(1)}s`);
console.log(`========================================\n`);
});
export default tap.start();