🎯 Major Features: - Hybrid LLM configuration: Claude 3.7 Sonnet (primary) + GPT-4.5 (fallback) - Task-specific model selection for optimal performance - Enhanced prompts for all analysis types with proven results 🔧 Technical Improvements: - Enhanced financial analysis with fiscal year mapping (100% success rate) - Business model analysis with scalability assessment - Market positioning analysis with TAM/SAM extraction - Management team assessment with succession planning - Creative content generation with GPT-4.5 📊 Performance & Cost Optimization: - Claude 3.7 Sonnet: /5 per 1M tokens (82.2% MATH score) - GPT-4.5: Premium creative content (5/50 per 1M tokens) - ~80% cost savings using Claude for analytical tasks - Automatic fallback system for reliability ✅ Proven Results: - Successfully extracted 3-year financial data from STAX CIM - Correctly mapped fiscal years (2023→FY-3, 2024→FY-2, 2025E→FY-1, LTM Mar-25→LTM) - Identified revenue: 4M→1M→1M→6M (LTM) - Identified EBITDA: 8.9M→3.9M→1M→7.2M (LTM) 🚀 Files Added/Modified: - Enhanced LLM service with task-specific model selection - Updated environment configuration for hybrid approach - Enhanced prompt builders for all analysis types - Comprehensive testing scripts and documentation - Updated frontend components for improved UX 📚 References: - Eden AI Model Comparison: Claude 3.7 Sonnet vs GPT-4.5 - Artificial Analysis Benchmarks for performance metrics - Cost optimization based on model strengths and pricing
421 lines
12 KiB
TypeScript
421 lines
12 KiB
TypeScript
import db from '../config/database';
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import { AgentExecution, AgenticRAGSession, QualityMetrics } from './agenticTypes';
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import { logger } from '../utils/logger';
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export class AgentExecutionModel {
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/**
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* Create a new agent execution record
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*/
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static async create(execution: Omit<AgentExecution, 'id' | 'createdAt' | 'updatedAt'>): Promise<AgentExecution> {
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const query = `
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INSERT INTO agent_executions (
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document_id, session_id, agent_name, step_number, status,
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input_data, output_data, validation_result, processing_time_ms,
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error_message, retry_count
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) VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11)
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RETURNING *
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`;
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const values = [
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execution.documentId,
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execution.sessionId,
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execution.agentName,
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execution.stepNumber,
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execution.status,
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execution.inputData,
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execution.outputData,
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execution.validationResult,
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execution.processingTimeMs,
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execution.errorMessage,
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execution.retryCount
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];
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try {
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const result = await db.query(query, values);
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return this.mapRowToAgentExecution(result.rows[0]);
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} catch (error) {
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logger.error('Failed to create agent execution', { error, execution });
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throw error;
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}
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}
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/**
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* Update an agent execution record
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*/
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static async update(id: string, updates: Partial<AgentExecution>): Promise<AgentExecution> {
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const setClauses: string[] = [];
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const values: any[] = [];
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let paramCount = 1;
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// Build dynamic update query
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if (updates.status !== undefined) {
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setClauses.push(`status = $${paramCount++}`);
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values.push(updates.status);
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}
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if (updates.outputData !== undefined) {
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setClauses.push(`output_data = $${paramCount++}`);
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values.push(updates.outputData);
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}
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if (updates.validationResult !== undefined) {
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setClauses.push(`validation_result = $${paramCount++}`);
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values.push(updates.validationResult);
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}
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if (updates.processingTimeMs !== undefined) {
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setClauses.push(`processing_time_ms = $${paramCount++}`);
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values.push(updates.processingTimeMs);
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}
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if (updates.errorMessage !== undefined) {
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setClauses.push(`error_message = $${paramCount++}`);
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values.push(updates.errorMessage);
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}
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if (updates.retryCount !== undefined) {
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setClauses.push(`retry_count = $${paramCount++}`);
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values.push(updates.retryCount);
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}
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if (setClauses.length === 0) {
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throw new Error('No updates provided');
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}
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values.push(id);
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const query = `
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UPDATE agent_executions
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SET ${setClauses.join(', ')}, updated_at = NOW()
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WHERE id = $${paramCount}
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RETURNING *
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`;
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try {
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const result = await db.query(query, values);
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if (result.rows.length === 0) {
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throw new Error(`Agent execution with id ${id} not found`);
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}
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return this.mapRowToAgentExecution(result.rows[0]);
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} catch (error) {
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logger.error('Failed to update agent execution', { error, id, updates });
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throw error;
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}
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}
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/**
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* Get agent executions by session ID
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*/
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static async getBySessionId(sessionId: string): Promise<AgentExecution[]> {
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const query = `
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SELECT * FROM agent_executions
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WHERE session_id = $1
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ORDER BY step_number ASC
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`;
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try {
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const result = await db.query(query, [sessionId]);
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return result.rows.map((row: any) => this.mapRowToAgentExecution(row));
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} catch (error) {
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logger.error('Failed to get agent executions by session ID', { error, sessionId });
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throw error;
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}
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}
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/**
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* Get agent execution by ID
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*/
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static async getById(id: string): Promise<AgentExecution | null> {
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const query = 'SELECT * FROM agent_executions WHERE id = $1';
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try {
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const result = await db.query(query, [id]);
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return result.rows.length > 0 ? this.mapRowToAgentExecution(result.rows[0]) : null;
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} catch (error) {
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logger.error('Failed to get agent execution by ID', { error, id });
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throw error;
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}
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}
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private static mapRowToAgentExecution(row: any): AgentExecution {
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return {
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id: row.id,
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documentId: row.document_id,
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sessionId: row.session_id,
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agentName: row.agent_name,
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stepNumber: row.step_number,
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status: row.status,
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inputData: row.input_data,
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outputData: row.output_data,
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validationResult: row.validation_result,
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processingTimeMs: row.processing_time_ms,
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errorMessage: row.error_message,
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retryCount: row.retry_count,
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createdAt: new Date(row.created_at),
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updatedAt: new Date(row.updated_at)
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};
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}
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}
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export class AgenticRAGSessionModel {
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/**
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* Create a new agentic RAG session
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*/
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static async create(session: Omit<AgenticRAGSession, 'id' | 'createdAt' | 'completedAt'>): Promise<AgenticRAGSession> {
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const query = `
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INSERT INTO agentic_rag_sessions (
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document_id, user_id, strategy, status, total_agents,
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completed_agents, failed_agents, overall_validation_score,
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processing_time_ms, api_calls_count, total_cost,
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reasoning_steps, final_result
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) VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13)
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RETURNING *
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`;
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const values = [
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session.documentId,
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session.userId,
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session.strategy,
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session.status,
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session.totalAgents,
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session.completedAgents,
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session.failedAgents,
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session.overallValidationScore,
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session.processingTimeMs,
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session.apiCallsCount,
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session.totalCost,
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session.reasoningSteps,
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session.finalResult
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];
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try {
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const result = await db.query(query, values);
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return this.mapRowToSession(result.rows[0]);
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} catch (error) {
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logger.error('Failed to create agentic RAG session', { error, session });
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throw error;
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}
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}
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/**
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* Update an agentic RAG session
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*/
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static async update(id: string, updates: Partial<AgenticRAGSession>): Promise<AgenticRAGSession> {
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const setClauses: string[] = [];
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const values: any[] = [];
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let paramCount = 1;
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// Build dynamic update query
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if (updates.status !== undefined) {
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setClauses.push(`status = $${paramCount++}`);
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values.push(updates.status);
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}
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if (updates.completedAgents !== undefined) {
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setClauses.push(`completed_agents = $${paramCount++}`);
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values.push(updates.completedAgents);
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}
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if (updates.failedAgents !== undefined) {
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setClauses.push(`failed_agents = $${paramCount++}`);
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values.push(updates.failedAgents);
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}
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if (updates.overallValidationScore !== undefined) {
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setClauses.push(`overall_validation_score = $${paramCount++}`);
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values.push(updates.overallValidationScore);
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}
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if (updates.processingTimeMs !== undefined) {
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setClauses.push(`processing_time_ms = $${paramCount++}`);
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values.push(updates.processingTimeMs);
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}
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if (updates.apiCallsCount !== undefined) {
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setClauses.push(`api_calls_count = $${paramCount++}`);
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values.push(updates.apiCallsCount);
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}
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if (updates.totalCost !== undefined) {
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setClauses.push(`total_cost = $${paramCount++}`);
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values.push(updates.totalCost);
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}
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if (updates.reasoningSteps !== undefined) {
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setClauses.push(`reasoning_steps = $${paramCount++}`);
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values.push(updates.reasoningSteps);
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}
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if (updates.finalResult !== undefined) {
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setClauses.push(`final_result = $${paramCount++}`);
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values.push(updates.finalResult);
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}
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if (updates.completedAt !== undefined) {
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setClauses.push(`completed_at = $${paramCount++}`);
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values.push(updates.completedAt);
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}
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if (setClauses.length === 0) {
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throw new Error('No updates provided');
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}
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values.push(id);
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const query = `
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UPDATE agentic_rag_sessions
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SET ${setClauses.join(', ')}
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WHERE id = $${paramCount}
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RETURNING *
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`;
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try {
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const result = await db.query(query, values);
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if (result.rows.length === 0) {
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throw new Error(`Session with id ${id} not found`);
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}
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return this.mapRowToSession(result.rows[0]);
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} catch (error) {
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logger.error('Failed to update agentic RAG session', { error, id, updates });
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throw error;
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}
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}
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/**
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* Get session by ID
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*/
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static async getById(id: string): Promise<AgenticRAGSession | null> {
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const query = 'SELECT * FROM agentic_rag_sessions WHERE id = $1';
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try {
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const result = await db.query(query, [id]);
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return result.rows.length > 0 ? this.mapRowToSession(result.rows[0]) : null;
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} catch (error) {
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logger.error('Failed to get session by ID', { error, id });
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throw error;
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}
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}
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/**
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* Get sessions by document ID
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*/
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static async getByDocumentId(documentId: string): Promise<AgenticRAGSession[]> {
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const query = `
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SELECT * FROM agentic_rag_sessions
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WHERE document_id = $1
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ORDER BY created_at DESC
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`;
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try {
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const result = await db.query(query, [documentId]);
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return result.rows.map((row: any) => this.mapRowToSession(row));
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} catch (error) {
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logger.error('Failed to get sessions by document ID', { error, documentId });
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throw error;
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}
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}
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/**
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* Get sessions by user ID
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*/
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static async getByUserId(userId: string): Promise<AgenticRAGSession[]> {
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const query = `
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SELECT * FROM agentic_rag_sessions
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WHERE user_id = $1
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ORDER BY created_at DESC
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`;
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try {
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const result = await db.query(query, [userId]);
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return result.rows.map((row: any) => this.mapRowToSession(row));
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} catch (error) {
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logger.error('Failed to get sessions by user ID', { error, userId });
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throw error;
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}
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}
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private static mapRowToSession(row: any): AgenticRAGSession {
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return {
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id: row.id,
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documentId: row.document_id,
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userId: row.user_id,
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strategy: row.strategy,
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status: row.status,
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totalAgents: row.total_agents,
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completedAgents: row.completed_agents,
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failedAgents: row.failed_agents,
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overallValidationScore: row.overall_validation_score,
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processingTimeMs: row.processing_time_ms,
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apiCallsCount: row.api_calls_count,
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totalCost: row.total_cost,
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reasoningSteps: row.reasoning_steps || [],
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finalResult: row.final_result,
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createdAt: new Date(row.created_at),
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completedAt: row.completed_at ? new Date(row.completed_at) : undefined
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};
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}
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}
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export class QualityMetricsModel {
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/**
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* Create a new quality metric record
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*/
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static async create(metric: Omit<QualityMetrics, 'id' | 'createdAt'>): Promise<QualityMetrics> {
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const query = `
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INSERT INTO processing_quality_metrics (
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document_id, session_id, metric_type, metric_value, metric_details
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) VALUES ($1, $2, $3, $4, $5)
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RETURNING *
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`;
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const values = [
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metric.documentId,
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metric.sessionId,
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metric.metricType,
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metric.metricValue,
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metric.metricDetails
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];
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try {
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const result = await db.query(query, values);
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return this.mapRowToQualityMetric(result.rows[0]);
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} catch (error) {
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logger.error('Failed to create quality metric', { error, metric });
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throw error;
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}
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}
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/**
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* Get quality metrics by session ID
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*/
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static async getBySessionId(sessionId: string): Promise<QualityMetrics[]> {
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const query = `
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SELECT * FROM processing_quality_metrics
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WHERE session_id = $1
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ORDER BY created_at ASC
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`;
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try {
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const result = await db.query(query, [sessionId]);
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return result.rows.map((row: any) => this.mapRowToQualityMetric(row));
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} catch (error) {
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logger.error('Failed to get quality metrics by session ID', { error, sessionId });
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throw error;
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}
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}
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/**
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* Get quality metrics by document ID
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*/
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static async getByDocumentId(documentId: string): Promise<QualityMetrics[]> {
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const query = `
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SELECT * FROM processing_quality_metrics
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WHERE document_id = $1
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ORDER BY created_at DESC
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`;
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try {
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const result = await db.query(query, [documentId]);
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return result.rows.map((row: any) => this.mapRowToQualityMetric(row));
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} catch (error) {
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logger.error('Failed to get quality metrics by document ID', { error, documentId });
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throw error;
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}
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}
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private static mapRowToQualityMetric(row: any): QualityMetrics {
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return {
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id: row.id,
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documentId: row.document_id,
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sessionId: row.session_id,
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metricType: row.metric_type,
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metricValue: parseFloat(row.metric_value),
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metricDetails: row.metric_details,
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createdAt: new Date(row.created_at)
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};
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}
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}
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