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

478 lines
16 KiB
TypeScript
Raw Permalink Normal View History

/**
* Invoice extraction test using MiniCPM-V (visual extraction)
*
* Consensus approach:
* 1. Pass 1: Fast JSON extraction
* 2. Pass 2: Confirm with thinking enabled
* 3. If mismatch: repeat until consensus or max attempts
*/
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 = 'openbmb/minicpm-v4.5:q8_0';
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 300 -quality 95 "${pdfPath}" -background white -alpha remove "${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 });
}
}
const JSON_PROMPT = `Extract invoice data from this image. Return ONLY a JSON object with these exact fields:
{
"invoice_number": "the invoice number (not VAT ID, not customer ID)",
"invoice_date": "YYYY-MM-DD format",
"vendor_name": "company that issued the invoice",
"currency": "EUR, USD, or GBP",
"net_amount": 0.00,
"vat_amount": 0.00,
"total_amount": 0.00
}
Return only the JSON, no explanation.`;
/**
* Query MiniCPM-V for JSON output (fast, no thinking)
*/
async function queryJsonFast(images: string[]): Promise<string> {
const response = await fetch(`${OLLAMA_URL}/api/chat`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
model: MODEL,
messages: [{
role: 'user',
content: JSON_PROMPT,
images: images,
}],
stream: false,
options: {
num_predict: 1000,
temperature: 0.1,
},
}),
});
if (!response.ok) {
throw new Error(`Ollama API error: ${response.status}`);
}
const data = await response.json();
return (data.message?.content || '').trim();
}
/**
* Query MiniCPM-V for JSON output with thinking enabled (slower, more accurate)
*/
async function queryJsonWithThinking(images: string[]): Promise<string> {
const response = await fetch(`${OLLAMA_URL}/api/chat`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
model: MODEL,
messages: [{
role: 'user',
content: `Think carefully about this invoice image, then ${JSON_PROMPT}`,
images: images,
}],
stream: false,
options: {
num_predict: 2000,
temperature: 0.1,
},
}),
});
if (!response.ok) {
throw new Error(`Ollama API error: ${response.status}`);
}
const data = await response.json();
return (data.message?.content || '').trim();
}
/**
* Parse amount from string (handles European format)
*/
function parseAmount(s: string | number | undefined): number {
if (s === undefined || s === null) return 0;
if (typeof s === 'number') return s;
const match = s.match(/([\d.,]+)/);
if (!match) return 0;
const numStr = match[1];
// Handle European format: 1.234,56 → 1234.56
const normalized = numStr.includes(',') && numStr.indexOf(',') > numStr.lastIndexOf('.')
? numStr.replace(/\./g, '').replace(',', '.')
: numStr.replace(/,/g, '');
return parseFloat(normalized) || 0;
}
/**
* Extract invoice number from potentially verbose response
*/
function extractInvoiceNumber(s: string | undefined): string {
if (!s) return '';
let clean = s.replace(/\*\*/g, '').replace(/`/g, '').trim();
const patterns = [
/\b([A-Z]{2,3}\d{10,})\b/i, // IEE2022006460244
/\b([A-Z]\d{8,})\b/i, // R0014359508
/\b(INV[-\s]?\d{4}[-\s]?\d+)\b/i, // INV-2024-001
/\b(\d{7,})\b/, // 1579087430
];
for (const pattern of patterns) {
const match = clean.match(pattern);
if (match) return match[1];
}
return clean.replace(/[^A-Z0-9-]/gi, '').trim() || clean;
}
/**
* Extract date (YYYY-MM-DD) from response
*/
function extractDate(s: string | undefined): string {
if (!s) return '';
let clean = s.replace(/\*\*/g, '').replace(/`/g, '').trim();
const isoMatch = clean.match(/(\d{4}-\d{2}-\d{2})/);
if (isoMatch) return isoMatch[1];
// Try DD/MM/YYYY or DD.MM.YYYY
const dmyMatch = clean.match(/(\d{1,2})[\/.](\d{1,2})[\/.](\d{4})/);
if (dmyMatch) {
return `${dmyMatch[3]}-${dmyMatch[2].padStart(2, '0')}-${dmyMatch[1].padStart(2, '0')}`;
}
return clean.replace(/[^\d-]/g, '').trim();
}
/**
* Extract currency
*/
function extractCurrency(s: string | undefined): string {
if (!s) return 'EUR';
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 JSON from response (handles markdown code blocks)
*/
function extractJsonFromResponse(response: string): Record<string, unknown> | null {
// Try to find JSON in markdown code block
const codeBlockMatch = response.match(/```(?:json)?\s*([\s\S]*?)```/);
const jsonStr = codeBlockMatch ? codeBlockMatch[1].trim() : response.trim();
try {
return JSON.parse(jsonStr);
} catch {
// Try to find JSON object pattern
const jsonMatch = jsonStr.match(/\{[\s\S]*\}/);
if (jsonMatch) {
try {
return JSON.parse(jsonMatch[0]);
} catch {
return null;
}
}
return null;
}
}
/**
* Parse JSON response into IInvoice
*/
function parseJsonToInvoice(response: string): IInvoice | null {
const parsed = extractJsonFromResponse(response);
if (!parsed) return null;
return {
invoice_number: extractInvoiceNumber(String(parsed.invoice_number || '')),
invoice_date: extractDate(String(parsed.invoice_date || '')),
vendor_name: String(parsed.vendor_name || '').replace(/\*\*/g, '').replace(/`/g, '').trim(),
currency: extractCurrency(String(parsed.currency || '')),
net_amount: parseAmount(parsed.net_amount as string | number),
vat_amount: parseAmount(parsed.vat_amount as string | number),
total_amount: parseAmount(parsed.total_amount as string | number),
};
}
/**
* Compare two invoices for consensus (key fields must match)
*/
function invoicesMatch(a: IInvoice, b: IInvoice): boolean {
const numMatch = a.invoice_number.toLowerCase() === b.invoice_number.toLowerCase();
const dateMatch = a.invoice_date === b.invoice_date;
const totalMatch = Math.abs(a.total_amount - b.total_amount) < 0.02;
return numMatch && dateMatch && totalMatch;
}
/**
* Extract invoice data using consensus approach:
* 1. Pass 1: Fast JSON extraction
* 2. Pass 2: Confirm with thinking enabled
* 3. If mismatch: repeat until consensus or max 5 attempts
*/
async function extractInvoiceFromImages(images: string[]): Promise<IInvoice> {
console.log(` [Vision] Processing ${images.length} page(s) with ${MODEL} (consensus)`);
const MAX_ATTEMPTS = 5;
let attempt = 0;
while (attempt < MAX_ATTEMPTS) {
attempt++;
console.log(` [Attempt ${attempt}/${MAX_ATTEMPTS}]`);
// PASS 1: Fast JSON extraction
console.log(` [Pass 1] Fast extraction...`);
const fastResponse = await queryJsonFast(images);
const fastInvoice = parseJsonToInvoice(fastResponse);
if (!fastInvoice) {
console.log(` [Pass 1] JSON parsing failed, retrying...`);
continue;
}
console.log(` [Pass 1] Result: ${fastInvoice.invoice_number} | ${fastInvoice.invoice_date} | ${fastInvoice.total_amount} ${fastInvoice.currency}`);
// PASS 2: Confirm with thinking
console.log(` [Pass 2] Thinking confirmation...`);
const thinkResponse = await queryJsonWithThinking(images);
const thinkInvoice = parseJsonToInvoice(thinkResponse);
if (!thinkInvoice) {
console.log(` [Pass 2] JSON parsing failed, retrying...`);
continue;
}
console.log(` [Pass 2] Result: ${thinkInvoice.invoice_number} | ${thinkInvoice.invoice_date} | ${thinkInvoice.total_amount} ${thinkInvoice.currency}`);
// Check consensus
if (invoicesMatch(fastInvoice, thinkInvoice)) {
console.log(` [Consensus] MATCH - using result`);
return thinkInvoice; // Prefer thinking result
}
console.log(` [Consensus] MISMATCH - repeating...`);
console.log(` Fast: ${fastInvoice.invoice_number} | ${fastInvoice.invoice_date} | ${fastInvoice.total_amount}`);
console.log(` Think: ${thinkInvoice.invoice_number} | ${thinkInvoice.invoice_date} | ${thinkInvoice.total_amount}`);
}
// Max attempts reached - do one final thinking pass and use that
console.log(` [Final] Max attempts reached, using final thinking pass`);
const finalResponse = await queryJsonWithThinking(images);
const finalInvoice = parseJsonToInvoice(finalResponse);
if (finalInvoice) {
console.log(` [Final] Result: ${finalInvoice.invoice_number} | ${finalInvoice.invoice_date} | ${finalInvoice.total_amount} ${finalInvoice.currency}`);
return finalInvoice;
}
// Return empty invoice if all else fails
console.log(` [Final] All parsing failed, returning empty`);
return {
invoice_number: '',
invoice_date: '',
vendor_name: '',
currency: 'EUR',
net_amount: 0,
vat_amount: 0,
total_amount: 0,
};
}
/**
* Normalize date to YYYY-MM-DD
*/
function normalizeDate(dateStr: string | null): string {
if (!dateStr) return '';
if (/^\d{4}-\d{2}-\d{2}$/.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(` - ${e}`));
}
expect(result.match).toBeTrue();
});
}
tap.test('summary', async () => {
const totalInvoices = testCases.length;
const accuracy = totalInvoices > 0 ? (passedCount / totalInvoices) * 100 : 0;
const totalTimeMs = processingTimes.reduce((a, b) => a + b, 0);
const avgTimeSec = processingTimes.length > 0 ? totalTimeMs / processingTimes.length / 1000 : 0;
console.log(`\n========================================`);
console.log(` Invoice Extraction Summary (${MODEL})`);
console.log(`========================================`);
console.log(` Method: Consensus (fast + thinking)`);
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();