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

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/**
* Bank statement extraction using MiniCPM-V via smartagent DualAgentOrchestrator
*
* Uses vision-capable orchestrator with JsonValidatorTool for self-validation:
* 1. Process each page with the orchestrator
* 2. Driver extracts transactions and validates JSON before completing
* 3. Streaming output during extraction
*/
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';
import { SmartAi } from '@push.rocks/smartai';
import { DualAgentOrchestrator, JsonValidatorTool } from '@push.rocks/smartagent';
const OLLAMA_URL = 'http://localhost:11434';
const MODEL = 'openbmb/minicpm-v4.5:q8_0';
interface ITransaction {
date: string;
counterparty: string;
amount: number;
}
// SmartAi instance and orchestrator (initialized in setup)
let smartAi: SmartAi;
let orchestrator: DualAgentOrchestrator;
/**
* 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 });
}
}
const EXTRACTION_PROMPT = `Extract ALL transactions from this bank statement page as a JSON array.
IMPORTANT RULES:
1. Each transaction has: date, counterparty (description), and an amount
2. Amount is NEGATIVE for money going OUT (debits, payments, withdrawals)
3. Amount is POSITIVE for money coming IN (credits, deposits, refunds)
4. Date format: YYYY-MM-DD
5. Do NOT include: opening balance, closing balance, subtotals, headers, or summary rows
6. Only include actual transactions with a specific date and amount
Before completing, validate your JSON output:
<tool_call>
<tool>json</tool>
<action>validate</action>
<params>{"jsonString": "YOUR_JSON_ARRAY_HERE"}</params>
</tool_call>
Output format (must be a valid JSON array):
[
{"date": "2021-06-01", "counterparty": "COMPANY NAME", "amount": -25.99},
{"date": "2021-06-02", "counterparty": "DEPOSIT FROM", "amount": 100.00}
]
Only complete after validation passes. Output the final JSON array in <task_complete> tags.`;
/**
* Parse amount from various formats
*/
function parseAmount(value: unknown): number {
if (typeof value === 'number') return value;
if (typeof value !== 'string') return 0;
let s = value.replace(/[€$£\s]/g, '').replace('', '-').replace('', '-');
// European format: comma is decimal
if (s.includes(',') && s.indexOf(',') > s.lastIndexOf('.')) {
s = s.replace(/\./g, '').replace(',', '.');
} else {
s = s.replace(/,/g, '');
}
return parseFloat(s) || 0;
}
/**
* Extract JSON from response (handles markdown code blocks and task_complete tags)
*/
function extractJsonFromResponse(response: string): unknown[] | null {
// Try to find JSON in task_complete tags
const completeMatch = response.match(/<task_complete>([\s\S]*?)<\/task_complete>/);
if (completeMatch) {
const content = completeMatch[1].trim();
// Try to find JSON in the content
const codeBlockMatch = content.match(/```(?:json)?\s*([\s\S]*?)```/);
const jsonStr = codeBlockMatch ? codeBlockMatch[1].trim() : content;
try {
const parsed = JSON.parse(jsonStr);
if (Array.isArray(parsed)) return parsed;
} catch {
// Try to find JSON array pattern
const jsonMatch = jsonStr.match(/\[[\s\S]*\]/);
if (jsonMatch) {
try {
const parsed = JSON.parse(jsonMatch[0]);
if (Array.isArray(parsed)) return parsed;
} catch {
return 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 {
const parsed = JSON.parse(jsonStr);
if (Array.isArray(parsed)) return parsed;
} catch {
// Try to find JSON array pattern
const jsonMatch = jsonStr.match(/\[[\s\S]*\]/);
if (jsonMatch) {
try {
const parsed = JSON.parse(jsonMatch[0]);
if (Array.isArray(parsed)) return parsed;
} catch {
return null;
}
}
}
return null;
}
/**
* Parse JSON response into transactions
*/
function parseJsonToTransactions(response: string): ITransaction[] {
const parsed = extractJsonFromResponse(response);
if (!parsed || !Array.isArray(parsed)) return [];
return parsed.map((tx: any) => ({
date: String(tx.date || ''),
counterparty: String(tx.counterparty || tx.description || ''),
amount: parseAmount(tx.amount),
}));
}
/**
* Extract transactions from a single page using smartagent orchestrator
*/
async function extractTransactionsFromPage(image: string, pageNum: number): Promise<ITransaction[]> {
console.log(`\n ======== Page ${pageNum} ========`);
const startTime = Date.now();
const result = await orchestrator.run(EXTRACTION_PROMPT, { images: [image] });
const elapsed = ((Date.now() - startTime) / 1000).toFixed(1);
console.log(`\n [Page ${pageNum}] Completed in ${elapsed}s (${result.iterations} iterations, status: ${result.status})`);
const transactions = parseJsonToTransactions(result.result);
console.log(` [Page ${pageNum}] Extracted ${transactions.length} transactions:`);
for (let i = 0; i < Math.min(transactions.length, 10); i++) {
const tx = transactions[i];
console.log(` ${(i + 1).toString().padStart(2)}. ${tx.date} | ${tx.counterparty.substring(0, 30).padEnd(30)} | ${tx.amount >= 0 ? '+' : ''}${tx.amount.toFixed(2)}`);
}
if (transactions.length > 10) {
console.log(` ... and ${transactions.length - 10} more transactions`);
}
return transactions;
}
/**
* Extract all transactions from bank statement
*/
async function extractTransactions(images: string[]): Promise<ITransaction[]> {
console.log(` [Vision] Processing ${images.length} page(s) with smartagent DualAgentOrchestrator`);
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[]; variations: string[] } {
const errors: string[] = [];
const variations: 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} ${exp.counterparty}`);
continue;
}
const dateMatch = ext.date === exp.date;
const amountMatch = Math.abs(ext.amount - exp.amount) < 0.01;
if (dateMatch && amountMatch) {
matches++;
// Track counterparty variations (date and amount match but name differs)
if (ext.counterparty !== exp.counterparty) {
variations.push(
`[${i}] "${exp.counterparty}" → "${ext.counterparty}"`
);
}
} 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: ${extracted.length - expected.length}`);
}
return { matches, total: expected.length, errors, variations };
}
/**
* Find all test cases (PDF + JSON pairs) in .nogit/
*/
function findTestCases(): Array<{ name: string; pdfPath: string; jsonPath: string }> {
const testDir = path.join(process.cwd(), '.nogit');
if (!fs.existsSync(testDir)) {
return [];
}
const files = fs.readdirSync(testDir);
const pdfFiles = files.filter((f: string) => f.endsWith('.pdf'));
const testCases: Array<{ name: string; pdfPath: string; jsonPath: string }> = [];
for (const pdf of pdfFiles) {
const baseName = pdf.replace('.pdf', '');
const jsonFile = `${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('setup: initialize smartagent orchestrator', async () => {
console.log('[Setup] Initializing SmartAi and DualAgentOrchestrator...');
smartAi = new SmartAi({
ollama: {
baseUrl: OLLAMA_URL,
model: MODEL,
defaultOptions: {
num_ctx: 32768,
num_predict: 4000,
temperature: 0.1,
},
defaultTimeout: 300000, // 5 minutes for vision tasks
},
});
await smartAi.start();
orchestrator = new DualAgentOrchestrator({
smartAiInstance: smartAi,
defaultProvider: 'ollama',
guardianPolicyPrompt: `You are a Guardian agent overseeing bank statement extraction tasks.
APPROVE all tool calls that:
- Use the json.validate action to verify JSON output
- Are reasonable attempts to complete the extraction task
REJECT tool calls that:
- Attempt to access external resources
- Try to execute arbitrary code
- Are clearly unrelated to bank statement extraction`,
driverSystemMessage: `You are an AI assistant that extracts bank transactions from statement images.
Your task is to analyze bank statement images and extract transaction data.
You have access to a json.validate tool to verify your JSON output.
IMPORTANT: Always validate your JSON before completing the task.
## Tool Usage Format
When you need to validate JSON, output:
<tool_call>
<tool>json</tool>
<action>validate</action>
<params>{"jsonString": "YOUR_JSON_ARRAY"}</params>
</tool_call>
## Completion Format
After validation passes, complete the task:
<task_complete>
[{"date": "YYYY-MM-DD", "counterparty": "...", "amount": -123.45}, ...]
</task_complete>`,
maxIterations: 5,
maxConsecutiveRejections: 3,
onToken: (token, source) => {
if (source === 'driver') {
process.stdout.write(token);
}
},
onProgress: (event) => {
if (event.logLevel === 'error') {
console.error(event.logMessage);
}
},
});
// Register the JsonValidatorTool
orchestrator.registerTool(new JsonValidatorTool());
await orchestrator.start();
console.log('[Setup] Orchestrator initialized!\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 (smartagent + 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: ${extracted.length} transactions`);
const result = compareTransactions(extracted, expected);
const perfectMatch = result.matches === result.total && extracted.length === expected.length;
if (perfectMatch) {
passedCount++;
console.log(` Result: PASS (${result.matches}/${result.total})`);
} else {
failedCount++;
console.log(` Result: FAIL (${result.matches}/${result.total})`);
result.errors.slice(0, 10).forEach((e) => console.log(` - ${e}`));
}
// Log counterparty variations (names that differ but date/amount matched)
if (result.variations.length > 0) {
console.log(` Counterparty variations (${result.variations.length}):`);
result.variations.slice(0, 5).forEach((v) => console.log(` ${v}`));
if (result.variations.length > 5) {
console.log(` ... and ${result.variations.length - 5} more variations`);
}
}
expect(result.matches).toEqual(result.total);
expect(extracted.length).toEqual(expected.length);
});
}
tap.test('cleanup: stop orchestrator', async () => {
if (orchestrator) {
await orchestrator.stop();
}
console.log('[Cleanup] Orchestrator stopped');
});
tap.test('summary', async () => {
const total = testCases.length;
console.log(`\n======================================================`);
console.log(` Bank Statement Summary`);
console.log(` (smartagent + ${MODEL})`);
console.log(`======================================================`);
console.log(` Method: DualAgentOrchestrator with vision`);
console.log(` Passed: ${passedCount}/${total}`);
console.log(` Failed: ${failedCount}/${total}`);
console.log(`======================================================\n`);
});
export default tap.start();