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

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/**
* Bank statement extraction using MiniCPM-V (visual extraction)
*
* Multi-query approach with thinking DISABLED for speed:
* 1. First ask how many transactions on each page
* 2. Then query each transaction individually
* 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 ITransaction {
date: string;
counterparty: string;
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 100 "${pdfPath}" -background white -alpha remove "${outputPattern}"`,
{ stdio: 'pipe' }
);
const files = fs.readdirSync(tempDir).filter((f: string) => 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 with a prompt (thinking disabled for speed)
*/
async function queryVision(image: string, prompt: string): Promise<string> {
const response = await fetch(`${OLLAMA_URL}/api/generate`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
model: MODEL,
prompt: `/no_think\n${prompt}`,
images: [image],
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();
return (data.response || '').trim();
}
/**
* Count transactions on a page
*/
async function countTransactions(image: string, pageNum: number): Promise<number> {
const response = await queryVision(image,
`Count the transaction rows in this bank statement table.
Each transaction has a date, description, and amount (debit or credit).
Do not count headers or totals.
How many transaction rows are there? Answer with just the number.`
);
console.log(` [Page ${pageNum}] Count response: "${response}"`);
const match = response.match(/(\d+)/);
const count = match ? parseInt(match[1], 10) : 0;
console.log(` [Page ${pageNum}] Parsed count: ${count}`);
return count;
}
/**
* Get a single transaction by index (logs immediately)
*/
async function getTransaction(image: string, index: number, pageNum: number): Promise<ITransaction | null> {
const response = await queryVision(image,
`Look at transaction row #${index} in the bank statement table (row 1 is the first transaction after the header).
Extract:
- DATE: in YYYY-MM-DD format
- COUNTERPARTY: the description/name
- AMOUNT: as a number (negative for debits like "- 21,47 €" = -21.47, positive for credits)
Format your answer as: DATE|COUNTERPARTY|AMOUNT
Example: 2024-01-15|Amazon|-25.99`
);
// Parse the response
const lines = response.split('\n').filter(l => l.includes('|'));
const line = lines[lines.length - 1] || response;
const parts = line.split('|').map(p => p.trim());
if (parts.length >= 3) {
// Parse amount - handle various formats
let amountStr = parts[2].replace(/[€$£\s]/g, '').replace('', '-').replace('', '-');
// European format: comma is decimal
if (amountStr.includes(',')) {
amountStr = amountStr.replace(/\./g, '').replace(',', '.');
}
const amount = parseFloat(amountStr) || 0;
const tx = {
date: parts[0],
counterparty: parts[1],
amount: amount,
};
// Log immediately as this transaction completes
console.log(` [P${pageNum} Tx${index.toString().padStart(2, ' ')}] ${tx.date} | ${tx.counterparty.substring(0, 25).padEnd(25)} | ${tx.amount >= 0 ? '+' : ''}${tx.amount.toFixed(2)}`);
return tx;
}
// Log raw response on parse failure
console.log(` [P${pageNum} Tx${index.toString().padStart(2, ' ')}] PARSE FAILED: "${response.replace(/\n/g, ' ').substring(0, 60)}..."`);
return null;
}
/**
* Extract transactions from a single page using multi-query approach
*/
async function extractTransactionsFromPage(image: string, pageNum: number): Promise<ITransaction[]> {
// Step 1: Count transactions
const count = await countTransactions(image, pageNum);
if (count === 0) {
return [];
}
// Step 2: Query each transaction (in batches to avoid overwhelming)
// Each transaction logs itself as it completes
const transactions: ITransaction[] = [];
const batchSize = 5;
for (let start = 1; start <= count; start += batchSize) {
const end = Math.min(start + batchSize - 1, count);
const indices = Array.from({ length: end - start + 1 }, (_, i) => start + i);
// Query batch in parallel - each logs as it completes
const results = await Promise.all(
indices.map(i => getTransaction(image, i, pageNum))
);
for (const tx of results) {
if (tx) {
transactions.push(tx);
}
}
}
console.log(` [Page ${pageNum}] Complete: ${transactions.length}/${count} extracted`);
return transactions;
}
/**
* Extract all transactions from bank statement
*/
async function extractTransactions(images: string[]): Promise<ITransaction[]> {
console.log(` [Vision] Processing ${images.length} page(s) with MiniCPM-V (multi-query, deep think)`);
const allTransactions: ITransaction[] = [];
for (let i = 0; i < images.length; i++) {
const pageTransactions = await extractTransactionsFromPage(images[i], i + 1);
allTransactions.push(...pageTransactions);
}
console.log(` [Vision] Total: ${allTransactions.length} transactions`);
return allTransactions;
}
/**
* Compare extracted transactions against expected
*/
function compareTransactions(
extracted: ITransaction[],
expected: ITransaction[]
): { matches: number; total: number; errors: string[] } {
const errors: string[] = [];
let matches = 0;
for (let i = 0; i < expected.length; i++) {
const exp = expected[i];
const ext = extracted[i];
if (!ext) {
errors.push(`Missing transaction ${i}: ${exp.date} ${exp.counterparty}`);
continue;
}
const dateMatch = ext.date === exp.date;
const amountMatch = Math.abs(ext.amount - exp.amount) < 0.01;
if (dateMatch && amountMatch) {
matches++;
} else {
errors.push(
`Mismatch at ${i}: expected ${exp.date}/${exp.amount}, got ${ext.date}/${ext.amount}`
);
}
}
if (extracted.length > expected.length) {
errors.push(`Extra transactions: ${extracted.length - expected.length}`);
}
return { matches, total: expected.length, errors };
}
/**
* Find all test cases (PDF + JSON pairs) in .nogit/
*/
function findTestCases(): Array<{ name: string; pdfPath: string; jsonPath: string }> {
const testDir = path.join(process.cwd(), '.nogit');
if (!fs.existsSync(testDir)) {
return [];
}
const files = fs.readdirSync(testDir);
const pdfFiles = files.filter((f: string) => f.endsWith('.pdf'));
const testCases: Array<{ name: string; pdfPath: string; jsonPath: string }> = [];
for (const pdf of pdfFiles) {
const baseName = pdf.replace('.pdf', '');
const jsonFile = `${baseName}.json`;
if (files.includes(jsonFile)) {
testCases.push({
name: baseName,
pdfPath: path.join(testDir, pdf),
jsonPath: path.join(testDir, jsonFile),
});
}
}
return testCases.sort((a, b) => a.name.localeCompare(b.name));
}
// 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} bank statement test cases (MiniCPM-V)\n`);
let passedCount = 0;
let failedCount = 0;
for (const testCase of testCases) {
tap.test(`should extract: ${testCase.name}`, async () => {
const expected: ITransaction[] = JSON.parse(fs.readFileSync(testCase.jsonPath, 'utf-8'));
console.log(`\n=== ${testCase.name} ===`);
console.log(`Expected: ${expected.length} transactions`);
const images = convertPdfToImages(testCase.pdfPath);
console.log(` Pages: ${images.length}`);
const extracted = await extractTransactions(images);
console.log(` Extracted: ${extracted.length} transactions`);
const result = compareTransactions(extracted, expected);
const accuracy = result.total > 0 ? result.matches / result.total : 0;
if (accuracy >= 0.95 && extracted.length === expected.length) {
passedCount++;
console.log(` Result: PASS (${result.matches}/${result.total})`);
} else {
failedCount++;
console.log(` Result: FAIL (${result.matches}/${result.total})`);
result.errors.slice(0, 5).forEach((e) => console.log(` - ${e}`));
}
expect(accuracy).toBeGreaterThan(0.95);
expect(extracted.length).toEqual(expected.length);
});
}
tap.test('summary', async () => {
const total = testCases.length;
console.log(`\n======================================================`);
console.log(` Bank Statement Summary (MiniCPM-V)`);
console.log(`======================================================`);
console.log(` Method: Multi-query (no_think)`);
console.log(` Passed: ${passedCount}/${total}`);
console.log(` Failed: ${failedCount}/${total}`);
console.log(`======================================================\n`);
});
export default tap.start();