MCP Hybrid Forecasting

"""
Trading Signal Generator
Core class for generating buy/sell/hold signals.
"""

import pandas as pd
import numpy as np
from datetime import datetime
from typing import List, Dict, Any, Optional

from models.arima_model import get_arima_forecast
from models.hybrid_model import train_xgboost_on_residuals
from ..analysis.risk_assessment import calculate_risk_metrics
from ..analysis.performance_metrics import evaluate_forecast_accuracy

class TradingSignalGenerator:
    """Enhanced trading signal generator with risk management."""
    
    def __init__(self, config_path: Optional[str] = None):
        self.config = self._load_config(config_path)
        self.buy_threshold = self.config.get('buy_threshold', 0.02)
        self.sell_threshold = self.config.get('sell_threshold', -0.02)
        self.confidence_threshold = self.config.get('confidence_threshold', 0.6)
    
    def analyze_stock(self, ticker: str) -> Dict[str, Any]:
        """Analyze single stock and generate signal."""
        # [Implementation from working_main.py]
        pass
    
    def analyze_portfolio(self, tickers: List[str]) -> List[Dict[str, Any]]:
        """Analyze multiple stocks."""
        # [Implementation from working_main.py]
        pass