---
id: "ET-INV-004"
title: "Integración con Agentes ML"
type: "Technical Specification"
status: "Done"
priority: "Alta"
epic: "OQI-004"
project: "trading-platform"
version: "1.0.0"
created_date: "2025-12-05"
updated_date: "2026-01-04"
---

# ET-INV-004: Integración con Agentes ML

**Epic:** OQI-004 Cuentas de Inversión
**Versión:** 1.0
**Fecha:** 2025-12-05
**Responsable:** Requirements-Analyst

---

## 1. Descripción

Define la integración entre el sistema de cuentas de inversión y el ML Engine (Python FastAPI) que ejecuta los agentes de trading:
- Comunicación bidireccional con ML Engine
- Notificación de depósitos y retiros
- Recepción de trades ejecutados
- Sincronización de balances
- Distribución de utilidades

---

## 2. Arquitectura de Integración

```
┌─────────────────────────────────────────────────────────────────┐
│              Investment ↔ ML Engine Integration                  │
├─────────────────────────────────────────────────────────────────┤
│                                                                   │
│  Investment Backend          ML Engine (Python FastAPI)          │
│  ┌──────────────────┐       ┌──────────────────┐                │
│  │                  │       │                  │                │
│  │  Deposit Event   │──────►│  Update Capital  │                │
│  │                  │       │                  │                │
│  └──────────────────┘       └──────────────────┘                │
│                                      │                           │
│                                      ▼                           │
│                              ┌──────────────────┐                │
│                              │  Trading Agent   │                │
│                              │   (Swing/Day)    │                │
│                              └──────────────────┘                │
│                                      │                           │
│                                      ▼                           │
│  ┌──────────────────┐       ┌──────────────────┐                │
│  │                  │◄──────│  Trade Executed  │                │
│  │  Update Balance  │       │   (Webhook)      │                │
│  │                  │       │                  │                │
│  └──────────────────┘       └──────────────────┘                │
│         │                                                        │
│         ▼                                                        │
│  ┌──────────────────┐                                           │
│  │  Daily Performance│                                           │
│  │   Calculation     │                                           │
│  └──────────────────┘                                           │
│         │                                                        │
│         ▼                                                        │
│  ┌──────────────────┐                                           │
│  │  Monthly Profit   │                                           │
│  │  Distribution     │                                           │
│  └──────────────────┘                                           │
│                                                                   │
└─────────────────────────────────────────────────────────────────┘
```

---

## 3. ML Engine API Specification

### 3.1 Endpoints del ML Engine

```typescript
// ML Engine base URL
const ML_ENGINE_URL = 'http://ml-engine:8000/api/v1';

// Endpoints disponibles
interface MLEngineEndpoints {
  // Gestión de cuentas
  createAccount: '/trading/accounts',
  updateCapital: '/trading/accounts/:id/capital',
  pauseAccount: '/trading/accounts/:id/pause',
  resumeAccount: '/trading/accounts/:id/resume',
  closeAccount: '/trading/accounts/:id/close',

  // Consulta de datos
  getAccountStatus: '/trading/accounts/:id/status',
  getTrades: '/trading/accounts/:id/trades',
  getPerformance: '/trading/accounts/:id/performance',

  // Configuración de agentes
  getAgentConfig: '/agents/:agent_id/config',
  updateAgentConfig: '/agents/:agent_id/config',
}
```

---

## 4. Implementación del ML Engine Service

### 4.1 ML Engine Service Class

```typescript
// src/services/ml-engine/ml-engine.service.ts

import axios, { AxiosInstance } from 'axios';
import { logger } from '../../utils/logger';
import { AppError } from '../../utils/errors';

export interface CreateMLAccountDto {
  account_id: string;
  product_id: string;
  agent_type: string;
  initial_capital: number;
  agent_config?: Record<string, any>;
}

export interface UpdateCapitalDto {
  account_id: string;
  amount: number;
  operation: 'deposit' | 'withdrawal';
  new_total_capital: number;
}

export interface MLTradeDto {
  trade_id: string;
  account_id: string;
  symbol: string;
  side: 'buy' | 'sell';
  quantity: number;
  entry_price: number;
  exit_price?: number;
  profit_loss?: number;
  status: 'open' | 'closed';
  executed_at: string;
}

export interface MLPerformanceDto {
  account_id: string;
  date: string;
  opening_balance: number;
  closing_balance: number;
  daily_return: number;
  trades_executed: number;
  winning_trades: number;
  losing_trades: number;
}

export class MLEngineService {
  private client: AxiosInstance;
  private baseURL: string;
  private apiKey: string;

  constructor() {
    this.baseURL = process.env.ML_ENGINE_URL || 'http://localhost:8000/api/v1';
    this.apiKey = process.env.ML_ENGINE_API_KEY || '';

    this.client = axios.create({
      baseURL: this.baseURL,
      timeout: 30000,
      headers: {
        'Content-Type': 'application/json',
        'X-API-Key': this.apiKey,
      },
    });

    // Interceptor para logging
    this.client.interceptors.request.use((config) => {
      logger.info('ML Engine request', {
        method: config.method,
        url: config.url,
        data: config.data,
      });
      return config;
    });

    this.client.interceptors.response.use(
      (response) => response,
      (error) => {
        logger.error('ML Engine error', {
          url: error.config?.url,
          status: error.response?.status,
          data: error.response?.data,
        });
        return Promise.reject(error);
      }
    );
  }

  /**
   * Crea una nueva cuenta en ML Engine
   */
  async createAccount(data: CreateMLAccountDto): Promise<void> {
    try {
      await this.client.post('/trading/accounts', {
        account_id: data.account_id,
        product_id: data.product_id,
        agent_type: data.agent_type,
        initial_capital: data.initial_capital,
        agent_config: data.agent_config || {},
      });

      logger.info('ML account created', { account_id: data.account_id });
    } catch (error: any) {
      logger.error('Failed to create ML account', {
        error: error.message,
        account_id: data.account_id,
      });
      throw new AppError('Failed to initialize trading account', 500);
    }
  }

  /**
   * Notifica depósito al ML Engine
   */
  async notifyDeposit(data: {
    account_id: string;
    product_id: string;
    amount: number;
    new_balance: number;
  }): Promise<void> {
    try {
      await this.client.post(`/trading/accounts/${data.account_id}/capital`, {
        operation: 'deposit',
        amount: data.amount,
        new_total_capital: data.new_balance,
      });

      logger.info('Deposit notified to ML Engine', {
        account_id: data.account_id,
        amount: data.amount,
      });
    } catch (error: any) {
      logger.error('Failed to notify deposit', {
        error: error.message,
        account_id: data.account_id,
      });
      // No lanzar error, el depósito ya se procesó en nuestra DB
    }
  }

  /**
   * Notifica retiro al ML Engine
   */
  async notifyWithdrawal(data: {
    account_id: string;
    amount: number;
    new_balance: number;
  }): Promise<void> {
    try {
      await this.client.post(`/trading/accounts/${data.account_id}/capital`, {
        operation: 'withdrawal',
        amount: data.amount,
        new_total_capital: data.new_balance,
      });

      logger.info('Withdrawal notified to ML Engine', {
        account_id: data.account_id,
        amount: data.amount,
      });
    } catch (error: any) {
      logger.error('Failed to notify withdrawal', {
        error: error.message,
        account_id: data.account_id,
      });
    }
  }

  /**
   * Pausa trading en una cuenta
   */
  async pauseAccount(accountId: string): Promise<void> {
    try {
      await this.client.post(`/trading/accounts/${accountId}/pause`);
      logger.info('Account paused in ML Engine', { account_id: accountId });
    } catch (error: any) {
      logger.error('Failed to pause account', {
        error: error.message,
        account_id: accountId,
      });
      throw new AppError('Failed to pause trading', 500);
    }
  }

  /**
   * Reanuda trading en una cuenta
   */
  async resumeAccount(accountId: string): Promise<void> {
    try {
      await this.client.post(`/trading/accounts/${accountId}/resume`);
      logger.info('Account resumed in ML Engine', { account_id: accountId });
    } catch (error: any) {
      logger.error('Failed to resume account', {
        error: error.message,
        account_id: accountId,
      });
      throw new AppError('Failed to resume trading', 500);
    }
  }

  /**
   * Cierra una cuenta en ML Engine
   */
  async closeAccount(accountId: string): Promise<void> {
    try {
      await this.client.post(`/trading/accounts/${accountId}/close`);
      logger.info('Account closed in ML Engine', { account_id: accountId });
    } catch (error: any) {
      logger.error('Failed to close account', {
        error: error.message,
        account_id: accountId,
      });
      throw new AppError('Failed to close trading account', 500);
    }
  }

  /**
   * Obtiene el estado actual de una cuenta
   */
  async getAccountStatus(accountId: string): Promise<any> {
    try {
      const response = await this.client.get(
        `/trading/accounts/${accountId}/status`
      );
      return response.data;
    } catch (error: any) {
      logger.error('Failed to get account status', {
        error: error.message,
        account_id: accountId,
      });
      throw new AppError('Failed to get trading status', 500);
    }
  }

  /**
   * Obtiene trades ejecutados
   */
  async getTrades(accountId: string, filters?: {
    start_date?: string;
    end_date?: string;
    status?: string;
  }): Promise<MLTradeDto[]> {
    try {
      const response = await this.client.get(
        `/trading/accounts/${accountId}/trades`,
        { params: filters }
      );
      return response.data.trades;
    } catch (error: any) {
      logger.error('Failed to get trades', {
        error: error.message,
        account_id: accountId,
      });
      return [];
    }
  }

  /**
   * Obtiene performance histórica
   */
  async getPerformance(accountId: string, filters?: {
    start_date?: string;
    end_date?: string;
  }): Promise<MLPerformanceDto[]> {
    try {
      const response = await this.client.get(
        `/trading/accounts/${accountId}/performance`,
        { params: filters }
      );
      return response.data.performance;
    } catch (error: any) {
      logger.error('Failed to get performance', {
        error: error.message,
        account_id: accountId,
      });
      return [];
    }
  }

  /**
   * Verifica health del ML Engine
   */
  async healthCheck(): Promise<boolean> {
    try {
      const response = await this.client.get('/health');
      return response.status === 200;
    } catch (error) {
      return false;
    }
  }
}
```

---

## 5. Webhook Handler para Trades

### 5.1 ML Engine Webhook Service

```typescript
// src/services/ml-engine/ml-webhook.service.ts

import { Request } from 'express';
import crypto from 'crypto';
import { InvestmentRepository } from '../../modules/investment/investment.repository';
import { logger } from '../../utils/logger';
import { MLTradeDto } from './ml-engine.service';

export class MLWebhookService {
  private investmentRepo: InvestmentRepository;
  private webhookSecret: string;

  constructor() {
    this.investmentRepo = new InvestmentRepository();
    this.webhookSecret = process.env.ML_ENGINE_WEBHOOK_SECRET || '';
  }

  /**
   * Procesa webhook del ML Engine
   */
  async handleWebhook(req: Request): Promise<void> {
    // Verificar firma
    this.verifySignature(req);

    const { event_type, data } = req.body;

    switch (event_type) {
      case 'trade.executed':
        await this.handleTradeExecuted(data);
        break;

      case 'daily.performance':
        await this.handleDailyPerformance(data);
        break;

      case 'account.balance_updated':
        await this.handleBalanceUpdated(data);
        break;

      case 'account.error':
        await this.handleAccountError(data);
        break;

      default:
        logger.warn('Unhandled ML webhook event', { event_type });
    }
  }

  /**
   * Verifica firma HMAC del webhook
   */
  private verifySignature(req: Request): void {
    const signature = req.headers['x-ml-signature'] as string;

    if (!signature) {
      throw new Error('Missing webhook signature');
    }

    const payload = JSON.stringify(req.body);
    const expectedSignature = crypto
      .createHmac('sha256', this.webhookSecret)
      .update(payload)
      .digest('hex');

    if (signature !== expectedSignature) {
      throw new Error('Invalid webhook signature');
    }
  }

  /**
   * Maneja trade ejecutado
   */
  private async handleTradeExecuted(trade: MLTradeDto): Promise<void> {
    logger.info('Trade executed webhook received', {
      trade_id: trade.trade_id,
      account_id: trade.account_id,
      symbol: trade.symbol,
      profit_loss: trade.profit_loss,
    });

    try {
      const account = await this.investmentRepo.getAccountById(trade.account_id);

      if (!account) {
        logger.error('Account not found for trade', {
          account_id: trade.account_id,
        });
        return;
      }

      // Si el trade está cerrado y tiene P&L, actualizar balance
      if (trade.status === 'closed' && trade.profit_loss !== undefined) {
        const newBalance = account.current_balance + trade.profit_loss;

        await this.investmentRepo.updateAccount(account.id, {
          current_balance: newBalance,
        });

        logger.info('Account balance updated from trade', {
          account_id: account.id,
          old_balance: account.current_balance,
          new_balance: newBalance,
          profit_loss: trade.profit_loss,
        });
      }

      // Guardar información del trade (opcional, si quieres histórico)
      // await this.investmentRepo.saveTrade(trade);
    } catch (error: any) {
      logger.error('Error handling trade executed', {
        error: error.message,
        trade_id: trade.trade_id,
      });
    }
  }

  /**
   * Maneja performance diaria
   */
  private async handleDailyPerformance(data: MLPerformanceDto): Promise<void> {
    logger.info('Daily performance webhook received', {
      account_id: data.account_id,
      date: data.date,
      daily_return: data.daily_return,
    });

    try {
      // Guardar en tabla daily_performance
      await this.investmentRepo.createDailyPerformance({
        account_id: data.account_id,
        date: data.date,
        opening_balance: data.opening_balance,
        closing_balance: data.closing_balance,
        daily_return: data.daily_return,
        daily_return_percentage:
          (data.daily_return / data.opening_balance) * 100,
        trades_executed: data.trades_executed,
        winning_trades: data.winning_trades,
        losing_trades: data.losing_trades,
      });

      // Actualizar balance actual de la cuenta
      await this.investmentRepo.updateAccount(data.account_id, {
        current_balance: data.closing_balance,
      });

      logger.info('Daily performance saved', { account_id: data.account_id });
    } catch (error: any) {
      logger.error('Error handling daily performance', {
        error: error.message,
        account_id: data.account_id,
      });
    }
  }

  /**
   * Maneja actualización de balance
   */
  private async handleBalanceUpdated(data: {
    account_id: string;
    new_balance: number;
    reason: string;
  }): Promise<void> {
    logger.info('Balance updated webhook received', {
      account_id: data.account_id,
      new_balance: data.new_balance,
      reason: data.reason,
    });

    try {
      await this.investmentRepo.updateAccount(data.account_id, {
        current_balance: data.new_balance,
      });
    } catch (error: any) {
      logger.error('Error updating balance', {
        error: error.message,
        account_id: data.account_id,
      });
    }
  }

  /**
   * Maneja error en cuenta
   */
  private async handleAccountError(data: {
    account_id: string;
    error_type: string;
    error_message: string;
  }): Promise<void> {
    logger.error('ML Engine account error', {
      account_id: data.account_id,
      error_type: data.error_type,
      error_message: data.error_message,
    });

    try {
      // Pausar cuenta si hay error crítico
      if (data.error_type === 'critical') {
        await this.investmentRepo.updateAccount(data.account_id, {
          status: 'paused',
        });

        // Notificar al usuario
        // await notificationService.sendAccountError(data.account_id, data.error_message);
      }
    } catch (error: any) {
      logger.error('Error handling account error', {
        error: error.message,
        account_id: data.account_id,
      });
    }
  }
}
```

### 5.2 Webhook Route

```typescript
// src/routes/ml-webhooks.routes.ts

import { Router, Request, Response } from 'express';
import { MLWebhookService } from '../services/ml-engine/ml-webhook.service';
import { logger } from '../utils/logger';

const router = Router();
const mlWebhookService = new MLWebhookService();

router.post('/ml-engine', async (req: Request, res: Response) => {
  try {
    await mlWebhookService.handleWebhook(req);
    res.status(200).json({ received: true });
  } catch (error: any) {
    logger.error('ML webhook processing error', { error: error.message });
    res.status(400).send(`Webhook Error: ${error.message}`);
  }
});

export default router;
```

---

## 6. Sincronización de Datos

### 6.1 Sincronización Diaria

```typescript
// src/jobs/sync-ml-performance.job.ts

import { CronJob } from 'cron';
import { MLEngineService } from '../services/ml-engine/ml-engine.service';
import { InvestmentRepository } from '../modules/investment/investment.repository';
import { logger } from '../utils/logger';

export class SyncMLPerformanceJob {
  private mlEngineService: MLEngineService;
  private investmentRepo: InvestmentRepository;
  private job: CronJob;

  constructor() {
    this.mlEngineService = new MLEngineService();
    this.investmentRepo = new InvestmentRepository();

    // Ejecutar diariamente a las 00:30 UTC
    this.job = new CronJob('30 0 * * *', () => this.run());
  }

  async run(): Promise<void> {
    logger.info('Starting ML performance sync job');

    try {
      // Obtener todas las cuentas activas
      const accounts = await this.investmentRepo.getActiveAccounts();

      for (const account of accounts) {
        try {
          // Obtener performance del día anterior desde ML Engine
          const yesterday = new Date();
          yesterday.setDate(yesterday.getDate() - 1);
          const dateStr = yesterday.toISOString().split('T')[0];

          const performance = await this.mlEngineService.getPerformance(
            account.id,
            {
              start_date: dateStr,
              end_date: dateStr,
            }
          );

          if (performance.length > 0) {
            const dailyPerf = performance[0];

            // Guardar en DB si no existe
            await this.investmentRepo.upsertDailyPerformance({
              account_id: account.id,
              date: dailyPerf.date,
              opening_balance: dailyPerf.opening_balance,
              closing_balance: dailyPerf.closing_balance,
              daily_return: dailyPerf.daily_return,
              trades_executed: dailyPerf.trades_executed,
              winning_trades: dailyPerf.winning_trades,
              losing_trades: dailyPerf.losing_trades,
            });

            // Actualizar balance actual
            await this.investmentRepo.updateAccount(account.id, {
              current_balance: dailyPerf.closing_balance,
            });
          }
        } catch (error: any) {
          logger.error('Error syncing account performance', {
            account_id: account.id,
            error: error.message,
          });
        }
      }

      logger.info('ML performance sync job completed');
    } catch (error: any) {
      logger.error('ML performance sync job failed', { error: error.message });
    }
  }

  start(): void {
    this.job.start();
    logger.info('ML performance sync job scheduled');
  }

  stop(): void {
    this.job.stop();
  }
}
```

---

## 7. Configuración

### 7.1 Variables de Entorno

```bash
# ML Engine
ML_ENGINE_URL=http://ml-engine:8000/api/v1
ML_ENGINE_API_KEY=ml_engine_secret_key_abc123
ML_ENGINE_WEBHOOK_SECRET=ml_webhook_secret_xyz789

# ML Engine Timeouts
ML_ENGINE_TIMEOUT_MS=30000
ML_ENGINE_RETRY_ATTEMPTS=3
ML_ENGINE_RETRY_DELAY_MS=1000
```

---

## 8. Manejo de Errores

### 8.1 Retry Logic

```typescript
async function withRetry<T>(
  fn: () => Promise<T>,
  maxRetries: number = 3,
  delayMs: number = 1000
): Promise<T> {
  let lastError: Error;

  for (let i = 0; i < maxRetries; i++) {
    try {
      return await fn();
    } catch (error: any) {
      lastError = error;
      if (i < maxRetries - 1) {
        await new Promise((resolve) => setTimeout(resolve, delayMs * (i + 1)));
      }
    }
  }

  throw lastError!;
}

// Uso
await withRetry(() => mlEngineService.notifyDeposit(data));
```

### 8.2 Circuit Breaker

```typescript
class CircuitBreaker {
  private failures = 0;
  private maxFailures = 5;
  private resetTimeout = 60000; // 1 minuto
  private state: 'closed' | 'open' | 'half-open' = 'closed';

  async execute<T>(fn: () => Promise<T>): Promise<T> {
    if (this.state === 'open') {
      throw new Error('Circuit breaker is open');
    }

    try {
      const result = await fn();
      this.onSuccess();
      return result;
    } catch (error) {
      this.onFailure();
      throw error;
    }
  }

  private onSuccess(): void {
    this.failures = 0;
    this.state = 'closed';
  }

  private onFailure(): void {
    this.failures++;
    if (this.failures >= this.maxFailures) {
      this.state = 'open';
      setTimeout(() => {
        this.state = 'half-open';
      }, this.resetTimeout);
    }
  }
}
```

---

## 9. Testing

### 9.1 Mocking ML Engine

```typescript
// tests/mocks/ml-engine.mock.ts

import nock from 'nock';

export class MLEngineMock {
  private baseURL: string;

  constructor() {
    this.baseURL = process.env.ML_ENGINE_URL || 'http://localhost:8000';
  }

  mockCreateAccount(accountId: string, success: boolean = true): void {
    const scope = nock(this.baseURL)
      .post('/api/v1/trading/accounts')
      .reply(success ? 201 : 500, success ? { account_id: accountId } : { error: 'Failed' });
  }

  mockNotifyDeposit(accountId: string, success: boolean = true): void {
    nock(this.baseURL)
      .post(`/api/v1/trading/accounts/${accountId}/capital`)
      .reply(success ? 200 : 500);
  }

  mockGetPerformance(accountId: string, data: any[]): void {
    nock(this.baseURL)
      .get(`/api/v1/trading/accounts/${accountId}/performance`)
      .reply(200, { performance: data });
  }

  clear(): void {
    nock.cleanAll();
  }
}
```

---

## 10. Monitoreo

### 10.1 Health Check

```typescript
// src/jobs/ml-engine-health.job.ts

import { CronJob } from 'cron';
import { MLEngineService } from '../services/ml-engine/ml-engine.service';
import { logger } from '../utils/logger';

export class MLEngineHealthJob {
  private mlEngineService: MLEngineService;
  private job: CronJob;

  constructor() {
    this.mlEngineService = new MLEngineService();

    // Cada 5 minutos
    this.job = new CronJob('*/5 * * * *', () => this.run());
  }

  async run(): Promise<void> {
    const isHealthy = await this.mlEngineService.healthCheck();

    if (!isHealthy) {
      logger.error('ML Engine health check failed');
      // Enviar alerta
    } else {
      logger.debug('ML Engine health check passed');
    }
  }

  start(): void {
    this.job.start();
  }
}
```

---

## 11. Referencias

- FastAPI Webhooks Documentation
- Axios Interceptors
- Circuit Breaker Pattern
- Event-Driven Architecture