---
id: RNF-ML-001
title: "Requerimientos No Funcionales - ML Signals"
type: "Non-Functional Requirement"
epic: OQI-006
version: "1.0.0"
created_date: "2026-02-06"
---

# RNF-ML-001: Requerimientos No Funcionales - ML Signals

## Rendimiento
- Signal generation < 5s per symbol
- Batch prediction (50 symbols) < 30s
- Model inference < 500ms per prediction
- Backtesting 1 year < 2 minutes

## Precision
- Signal accuracy target: > 60% hit rate
- Range prediction: 85%+ accuracy (verificado)
- TP/SL classification: 0.94+ AUC (verificado)
- AMD detection: validated against 10+ years historical

## Disponibilidad
- ML Engine: 99% uptime (non-critical path for trading)
- Graceful degradation: show stale signals if engine down
- Model versioning: rollback to previous model < 5 min

## Datos
- Training data: 10+ anos historicos por activo
- Supported assets: XAUUSD, EURUSD, GBPUSD, USDJPY (extensible)
- Feature refresh: cada candle close
- Model retraining: weekly scheduled

## Monitoreo
- Model drift detection (accuracy drop > 5%)
- Prediction confidence distribution tracking
- Signal P&L attribution