feat(tests): revamp tests and remove legacy Dockerfiles: adopt JSON/consensus workflows, switch MiniCPM model, and delete deprecated Docker/test variants
This commit is contained in:
@@ -1,10 +1,9 @@
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/**
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* Bank statement extraction using MiniCPM-V (visual extraction)
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*
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* Multi-query approach with thinking DISABLED for speed:
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* 1. First ask how many transactions on each page
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* 2. Then query each transaction individually
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* Single pass, no consensus voting.
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* JSON per-page approach:
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* 1. Ask for structured JSON of all transactions per page
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* 2. Consensus: extract twice, compare, retry if mismatch
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*/
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import { tap, expect } from '@git.zone/tstest/tapbundle';
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import * as fs from 'fs';
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@@ -14,7 +13,7 @@ import * as os from 'os';
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import { ensureMiniCpm } from './helpers/docker.js';
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const OLLAMA_URL = 'http://localhost:11434';
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const MODEL = 'minicpm-v:latest';
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const MODEL = 'openbmb/minicpm-v4.5:q8_0';
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interface ITransaction {
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date: string;
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@@ -22,6 +21,22 @@ interface ITransaction {
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amount: number;
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}
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const JSON_PROMPT = `Extract ALL transactions from this bank statement page as a JSON array.
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IMPORTANT RULES:
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1. Each transaction has: date, description/counterparty, and an amount
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2. Amount is NEGATIVE for money going OUT (debits, payments, withdrawals)
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3. Amount is POSITIVE for money coming IN (credits, deposits, refunds)
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4. Date format: YYYY-MM-DD
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5. Do NOT include: opening balance, closing balance, subtotals, headers, or summary rows
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6. Only include actual transactions with a specific date and amount
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Return ONLY this JSON format, no explanation:
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[
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{"date": "2021-06-01", "counterparty": "COMPANY NAME", "amount": -25.99},
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{"date": "2021-06-02", "counterparty": "DEPOSIT FROM", "amount": 100.00}
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]`;
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/**
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* Convert PDF to PNG images using ImageMagick
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*/
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@@ -51,136 +66,320 @@ function convertPdfToImages(pdfPath: string): string[] {
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}
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/**
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* Query MiniCPM-V with a prompt (thinking disabled for speed)
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* Query for JSON extraction
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*/
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async function queryVision(image: string, prompt: string): Promise<string> {
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const response = await fetch(`${OLLAMA_URL}/api/generate`, {
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async function queryJson(image: string, queryId: string): Promise<string> {
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console.log(` [${queryId}] Sending request to ${MODEL}...`);
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const startTime = Date.now();
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const response = await fetch(`${OLLAMA_URL}/api/chat`, {
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method: 'POST',
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headers: { 'Content-Type': 'application/json' },
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body: JSON.stringify({
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model: MODEL,
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prompt: `/no_think\n${prompt}`,
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images: [image],
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messages: [{
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role: 'user',
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content: JSON_PROMPT,
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images: [image],
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}],
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stream: false,
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options: {
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num_predict: 500,
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num_predict: 4000,
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temperature: 0.1,
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},
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}),
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});
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const elapsed = ((Date.now() - startTime) / 1000).toFixed(1);
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if (!response.ok) {
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console.log(` [${queryId}] ERROR: ${response.status} (${elapsed}s)`);
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throw new Error(`Ollama API error: ${response.status}`);
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}
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const data = await response.json();
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return (data.response || '').trim();
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const content = (data.message?.content || '').trim();
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console.log(` [${queryId}] Response received (${elapsed}s, ${content.length} chars)`);
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return content;
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}
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/**
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* Count transactions on a page
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* Sanitize JSON string - fix common issues from vision model output
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*/
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async function countTransactions(image: string, pageNum: number): Promise<number> {
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const response = await queryVision(image,
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`Count the transaction rows in this bank statement table.
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Each transaction has a date, description, and amount (debit or credit).
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Do not count headers or totals.
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How many transaction rows are there? Answer with just the number.`
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);
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function sanitizeJson(jsonStr: string): string {
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let s = jsonStr;
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console.log(` [Page ${pageNum}] Count response: "${response}"`);
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const match = response.match(/(\d+)/);
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const count = match ? parseInt(match[1], 10) : 0;
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console.log(` [Page ${pageNum}] Parsed count: ${count}`);
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return count;
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// Fix +number (e.g., +93.80 -> 93.80) - JSON doesn't allow + prefix
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// Handle various whitespace patterns
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s = s.replace(/"amount"\s*:\s*\+/g, '"amount": ');
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s = s.replace(/:\s*\+(\d)/g, ': $1');
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// Fix European number format with thousands separator (e.g., 1.000.00 -> 1000.00)
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// Pattern: "amount": X.XXX.XX where X.XXX is thousands and .XX is decimal
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s = s.replace(/"amount"\s*:\s*(-?)(\d{1,3})\.(\d{3})\.(\d{2})\b/g, '"amount": $1$2$3.$4');
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// Also handle larger numbers like 10.000.00
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s = s.replace(/"amount"\s*:\s*(-?)(\d{1,3})\.(\d{3})\.(\d{3})\.(\d{2})\b/g, '"amount": $1$2$3$4.$5');
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// Fix trailing commas before ] or }
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s = s.replace(/,\s*([}\]])/g, '$1');
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// Fix unescaped newlines inside strings (replace with space)
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s = s.replace(/"([^"\\]*)\n([^"]*)"/g, '"$1 $2"');
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// Fix unescaped tabs inside strings
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s = s.replace(/"([^"\\]*)\t([^"]*)"/g, '"$1 $2"');
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// Fix unescaped backslashes (but not already escaped ones)
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s = s.replace(/\\(?!["\\/bfnrtu])/g, '\\\\');
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// Fix common issues with counterparty names containing special chars
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s = s.replace(/"counterparty":\s*"([^"]*)'([^"]*)"/g, '"counterparty": "$1$2"');
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// Remove control characters except newlines (which we handle above)
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s = s.replace(/[\x00-\x08\x0B\x0C\x0E-\x1F]/g, ' ');
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return s;
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}
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/**
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* Get a single transaction by index (logs immediately)
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* Parse JSON response into transactions
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*/
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async function getTransaction(image: string, index: number, pageNum: number): Promise<ITransaction | null> {
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const response = await queryVision(image,
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`Look at transaction row #${index} in the bank statement table (row 1 is the first transaction after the header).
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function parseJsonResponse(response: string, queryId: string): ITransaction[] {
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console.log(` [${queryId}] Parsing response...`);
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Extract:
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- DATE: in YYYY-MM-DD format
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- COUNTERPARTY: the description/name
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- AMOUNT: as a number (negative for debits like "- 21,47 €" = -21.47, positive for credits)
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// Try to find JSON in markdown code block
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const codeBlockMatch = response.match(/```(?:json)?\s*([\s\S]*?)```/);
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let jsonStr = codeBlockMatch ? codeBlockMatch[1].trim() : response.trim();
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Format your answer as: DATE|COUNTERPARTY|AMOUNT
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Example: 2024-01-15|Amazon|-25.99`
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);
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// Parse the response
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const lines = response.split('\n').filter(l => l.includes('|'));
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const line = lines[lines.length - 1] || response;
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const parts = line.split('|').map(p => p.trim());
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if (parts.length >= 3) {
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// Parse amount - handle various formats
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let amountStr = parts[2].replace(/[€$£\s]/g, '').replace('−', '-').replace('–', '-');
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// European format: comma is decimal
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if (amountStr.includes(',')) {
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amountStr = amountStr.replace(/\./g, '').replace(',', '.');
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}
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const amount = parseFloat(amountStr) || 0;
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const tx = {
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date: parts[0],
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counterparty: parts[1],
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amount: amount,
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};
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// Log immediately as this transaction completes
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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)}`);
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return tx;
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if (codeBlockMatch) {
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console.log(` [${queryId}] Found JSON in code block`);
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}
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// Log raw response on parse failure
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console.log(` [P${pageNum} Tx${index.toString().padStart(2, ' ')}] PARSE FAILED: "${response.replace(/\n/g, ' ').substring(0, 60)}..."`);
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return null;
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// Sanitize JSON (fix +number issue)
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jsonStr = sanitizeJson(jsonStr);
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try {
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const parsed = JSON.parse(jsonStr);
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if (Array.isArray(parsed)) {
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const txs = parsed.map(tx => ({
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date: String(tx.date || ''),
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counterparty: String(tx.counterparty || tx.description || ''),
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amount: parseAmount(tx.amount),
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}));
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console.log(` [${queryId}] Parsed ${txs.length} transactions (direct)`);
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return txs;
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}
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console.log(` [${queryId}] Parsed JSON is not an array`);
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} catch (e) {
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const errMsg = (e as Error).message;
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console.log(` [${queryId}] Direct parse failed: ${errMsg}`);
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// Log problematic section with context
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const posMatch = errMsg.match(/position (\d+)/);
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if (posMatch) {
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const pos = parseInt(posMatch[1]);
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const start = Math.max(0, pos - 40);
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const end = Math.min(jsonStr.length, pos + 40);
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const context = jsonStr.substring(start, end);
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const marker = ' '.repeat(pos - start) + '^';
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console.log(` [${queryId}] Context around error position ${pos}:`);
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console.log(` [${queryId}] ...${context}...`);
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console.log(` [${queryId}] ${marker}`);
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}
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// Try to find JSON array pattern
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const arrayMatch = jsonStr.match(/\[[\s\S]*\]/);
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if (arrayMatch) {
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console.log(` [${queryId}] Found array pattern, trying to parse...`);
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const sanitizedArray = sanitizeJson(arrayMatch[0]);
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try {
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const parsed = JSON.parse(sanitizedArray);
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if (Array.isArray(parsed)) {
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const txs = parsed.map(tx => ({
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date: String(tx.date || ''),
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counterparty: String(tx.counterparty || tx.description || ''),
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amount: parseAmount(tx.amount),
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}));
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console.log(` [${queryId}] Parsed ${txs.length} transactions (array match)`);
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return txs;
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}
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} catch (e2) {
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const errMsg2 = (e2 as Error).message;
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console.log(` [${queryId}] Array parse failed: ${errMsg2}`);
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const posMatch2 = errMsg2.match(/position (\d+)/);
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if (posMatch2) {
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const pos2 = parseInt(posMatch2[1]);
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console.log(` [${queryId}] Context around error: ...${sanitizedArray.substring(Math.max(0, pos2 - 30), pos2 + 30)}...`);
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}
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// Try to extract individual objects from the malformed array
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console.log(` [${queryId}] Attempting object-by-object extraction...`);
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const extracted = extractTransactionsFromMalformedJson(sanitizedArray, queryId);
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if (extracted.length > 0) {
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console.log(` [${queryId}] Recovered ${extracted.length} transactions via object extraction`);
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return extracted;
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}
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}
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} else {
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console.log(` [${queryId}] No array pattern found in response`);
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console.log(` [${queryId}] Raw response preview: ${response.substring(0, 200)}...`);
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}
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}
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console.log(` [${queryId}] PARSE FAILED - returning empty array`);
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return [];
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}
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/**
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* Extract transactions from a single page using multi-query approach
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* Extract transactions from malformed JSON by parsing objects individually
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*/
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function extractTransactionsFromMalformedJson(jsonStr: string, queryId: string): ITransaction[] {
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const transactions: ITransaction[] = [];
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// Match individual transaction objects
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const objectPattern = /\{\s*"date"\s*:\s*"([^"]+)"\s*,\s*"counterparty"\s*:\s*"([^"]+)"\s*,\s*"amount"\s*:\s*([+-]?\d+\.?\d*)\s*\}/g;
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let match;
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while ((match = objectPattern.exec(jsonStr)) !== null) {
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transactions.push({
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date: match[1],
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counterparty: match[2],
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amount: parseFloat(match[3]),
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});
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}
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// Also try with different field orders (amount before counterparty, etc.)
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if (transactions.length === 0) {
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const altPattern = /\{\s*"date"\s*:\s*"([^"]+)"[^}]*"amount"\s*:\s*([+-]?\d+\.?\d*)[^}]*\}/g;
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while ((match = altPattern.exec(jsonStr)) !== null) {
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// Try to extract counterparty from the match
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const counterpartyMatch = match[0].match(/"counterparty"\s*:\s*"([^"]+)"/);
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const descMatch = match[0].match(/"description"\s*:\s*"([^"]+)"/);
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transactions.push({
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date: match[1],
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counterparty: counterpartyMatch?.[1] || descMatch?.[1] || 'UNKNOWN',
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amount: parseFloat(match[2]),
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});
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}
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}
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return transactions;
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}
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/**
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* Parse amount from various formats
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*/
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function parseAmount(value: unknown): number {
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if (typeof value === 'number') return value;
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if (typeof value !== 'string') return 0;
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let s = value.replace(/[€$£\s]/g, '').replace('−', '-').replace('–', '-');
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// European format: comma is decimal
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if (s.includes(',') && s.indexOf(',') > s.lastIndexOf('.')) {
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s = s.replace(/\./g, '').replace(',', '.');
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} else {
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s = s.replace(/,/g, '');
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}
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return parseFloat(s) || 0;
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}
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/**
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* Compare two transaction arrays for consensus
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*/
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function transactionArraysMatch(a: ITransaction[], b: ITransaction[]): boolean {
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if (a.length !== b.length) return false;
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for (let i = 0; i < a.length; i++) {
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const dateMatch = a[i].date === b[i].date;
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const amountMatch = Math.abs(a[i].amount - b[i].amount) < 0.01;
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if (!dateMatch || !amountMatch) return false;
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}
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return true;
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}
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/**
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* Compare two transaction arrays and log differences
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*/
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function compareAndLogDifferences(txs1: ITransaction[], txs2: ITransaction[], pageNum: number): void {
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if (txs1.length !== txs2.length) {
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console.log(` [Page ${pageNum}] Length mismatch: Q1=${txs1.length}, Q2=${txs2.length}`);
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return;
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}
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for (let i = 0; i < txs1.length; i++) {
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const dateMatch = txs1[i].date === txs2[i].date;
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const amountMatch = Math.abs(txs1[i].amount - txs2[i].amount) < 0.01;
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if (!dateMatch || !amountMatch) {
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console.log(` [Page ${pageNum}] Tx ${i + 1} differs:`);
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console.log(` Q1: ${txs1[i].date} | ${txs1[i].amount}`);
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console.log(` Q2: ${txs2[i].date} | ${txs2[i].amount}`);
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}
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}
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}
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/**
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* Extract transactions from a single page with consensus
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*/
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async function extractTransactionsFromPage(image: string, pageNum: number): Promise<ITransaction[]> {
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// Step 1: Count transactions
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const count = await countTransactions(image, pageNum);
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const MAX_ATTEMPTS = 5;
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console.log(`\n ======== Page ${pageNum} ========`);
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console.log(` [Page ${pageNum}] Starting JSON extraction...`);
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if (count === 0) {
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return [];
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}
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for (let attempt = 1; attempt <= MAX_ATTEMPTS; attempt++) {
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console.log(`\n [Page ${pageNum}] --- Attempt ${attempt}/${MAX_ATTEMPTS} ---`);
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// Step 2: Query each transaction (in batches to avoid overwhelming)
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// Each transaction logs itself as it completes
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const transactions: ITransaction[] = [];
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const batchSize = 5;
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// Extract twice in parallel
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const q1Id = `P${pageNum}A${attempt}Q1`;
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const q2Id = `P${pageNum}A${attempt}Q2`;
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for (let start = 1; start <= count; start += batchSize) {
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const end = Math.min(start + batchSize - 1, count);
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const indices = Array.from({ length: end - start + 1 }, (_, i) => start + i);
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const [response1, response2] = await Promise.all([
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queryJson(image, q1Id),
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queryJson(image, q2Id),
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]);
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// Query batch in parallel - each logs as it completes
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const results = await Promise.all(
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indices.map(i => getTransaction(image, i, pageNum))
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);
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const txs1 = parseJsonResponse(response1, q1Id);
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const txs2 = parseJsonResponse(response2, q2Id);
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for (const tx of results) {
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if (tx) {
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transactions.push(tx);
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console.log(` [Page ${pageNum}] Results: Q1=${txs1.length} txs, Q2=${txs2.length} txs`);
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if (txs1.length > 0 && transactionArraysMatch(txs1, txs2)) {
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console.log(` [Page ${pageNum}] ✓ CONSENSUS REACHED: ${txs1.length} transactions`);
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console.log(` [Page ${pageNum}] Transactions:`);
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for (let i = 0; i < txs1.length; i++) {
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const tx = txs1[i];
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console.log(` ${(i + 1).toString().padStart(2)}. ${tx.date} | ${tx.counterparty.substring(0, 30).padEnd(30)} | ${tx.amount >= 0 ? '+' : ''}${tx.amount.toFixed(2)}`);
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}
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return txs1;
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}
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console.log(` [Page ${pageNum}] ✗ NO CONSENSUS`);
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compareAndLogDifferences(txs1, txs2, pageNum);
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if (attempt < MAX_ATTEMPTS) {
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console.log(` [Page ${pageNum}] Retrying...`);
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}
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}
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|
||||
console.log(` [Page ${pageNum}] Complete: ${transactions.length}/${count} extracted`);
|
||||
return transactions;
|
||||
// Fallback: use last response
|
||||
console.log(`\n [Page ${pageNum}] === FALLBACK (no consensus after ${MAX_ATTEMPTS} attempts) ===`);
|
||||
const fallbackId = `P${pageNum}FALLBACK`;
|
||||
const fallbackResponse = await queryJson(image, fallbackId);
|
||||
const fallback = parseJsonResponse(fallbackResponse, fallbackId);
|
||||
console.log(` [Page ${pageNum}] ~ FALLBACK RESULT: ${fallback.length} transactions`);
|
||||
for (let i = 0; i < fallback.length; i++) {
|
||||
const tx = fallback[i];
|
||||
console.log(` ${(i + 1).toString().padStart(2)}. ${tx.date} | ${tx.counterparty.substring(0, 30).padEnd(30)} | ${tx.amount >= 0 ? '+' : ''}${tx.amount.toFixed(2)}`);
|
||||
}
|
||||
return fallback;
|
||||
}
|
||||
|
||||
/**
|
||||
* 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)`);
|
||||
console.log(` [Vision] Processing ${images.length} page(s) with ${MODEL} (JSON consensus)`);
|
||||
|
||||
const allTransactions: ITransaction[] = [];
|
||||
|
||||
@@ -199,8 +398,9 @@ async function extractTransactions(images: string[]): Promise<ITransaction[]> {
|
||||
function compareTransactions(
|
||||
extracted: ITransaction[],
|
||||
expected: ITransaction[]
|
||||
): { matches: number; total: number; errors: string[] } {
|
||||
): { matches: number; total: number; errors: string[]; variations: string[] } {
|
||||
const errors: string[] = [];
|
||||
const variations: string[] = [];
|
||||
let matches = 0;
|
||||
|
||||
for (let i = 0; i < expected.length; i++) {
|
||||
@@ -217,6 +417,12 @@ function compareTransactions(
|
||||
|
||||
if (dateMatch && amountMatch) {
|
||||
matches++;
|
||||
// Track counterparty variations (date and amount match but name differs)
|
||||
if (ext.counterparty !== exp.counterparty) {
|
||||
variations.push(
|
||||
`[${i}] "${exp.counterparty}" → "${ext.counterparty}"`
|
||||
);
|
||||
}
|
||||
} else {
|
||||
errors.push(
|
||||
`Mismatch at ${i}: expected ${exp.date}/${exp.amount}, got ${ext.date}/${ext.amount}`
|
||||
@@ -228,7 +434,7 @@ function compareTransactions(
|
||||
errors.push(`Extra transactions: ${extracted.length - expected.length}`);
|
||||
}
|
||||
|
||||
return { matches, total: expected.length, errors };
|
||||
return { matches, total: expected.length, errors, variations };
|
||||
}
|
||||
|
||||
/**
|
||||
@@ -294,18 +500,24 @@ for (const testCase of testCases) {
|
||||
console.log(` Extracted: ${extracted.length} transactions`);
|
||||
|
||||
const result = compareTransactions(extracted, expected);
|
||||
const accuracy = result.total > 0 ? result.matches / result.total : 0;
|
||||
const perfectMatch = result.matches === result.total && extracted.length === expected.length;
|
||||
|
||||
if (accuracy >= 0.95 && extracted.length === expected.length) {
|
||||
if (perfectMatch) {
|
||||
passedCount++;
|
||||
console.log(` Result: PASS (${result.matches}/${result.total})`);
|
||||
} else {
|
||||
failedCount++;
|
||||
console.log(` Result: FAIL (${result.matches}/${result.total})`);
|
||||
result.errors.slice(0, 5).forEach((e) => console.log(` - ${e}`));
|
||||
result.errors.slice(0, 10).forEach((e) => console.log(` - ${e}`));
|
||||
}
|
||||
|
||||
expect(accuracy).toBeGreaterThan(0.95);
|
||||
// Log counterparty variations (names that differ but date/amount matched)
|
||||
if (result.variations.length > 0) {
|
||||
console.log(` Counterparty variations (${result.variations.length}):`);
|
||||
result.variations.forEach((v) => console.log(` ${v}`));
|
||||
}
|
||||
|
||||
expect(result.matches).toEqual(result.total);
|
||||
expect(extracted.length).toEqual(expected.length);
|
||||
});
|
||||
}
|
||||
@@ -313,9 +525,9 @@ for (const testCase of testCases) {
|
||||
tap.test('summary', async () => {
|
||||
const total = testCases.length;
|
||||
console.log(`\n======================================================`);
|
||||
console.log(` Bank Statement Summary (MiniCPM-V)`);
|
||||
console.log(` Bank Statement Summary (${MODEL})`);
|
||||
console.log(`======================================================`);
|
||||
console.log(` Method: Multi-query (no_think)`);
|
||||
console.log(` Method: JSON per-page + consensus`);
|
||||
console.log(` Passed: ${passedCount}/${total}`);
|
||||
console.log(` Failed: ${failedCount}/${total}`);
|
||||
console.log(`======================================================\n`);
|
||||
|
||||
Reference in New Issue
Block a user