multi_segment_controller/redis_handler.py

import redis
from datetime import datetime

class RedisHandler:
    def __init__(self, host='localhost', port=6379, db=0):
        self.client = redis.Redis(host=host, port=port, db=db)

    def save_measurement(self, cell_id, voltage, current, temperature):
        """Save cell measurements with timestamp"""
        timestamp = datetime.now().isoformat()
        key = f"cell:{cell_id}:measurements:{timestamp}"
        self.client.hmset(key, {
            'voltage': voltage,
            'current': current,
            'temperature': temperature
        })
        self.client.expire(key, 60 * 60 * 24 * 30)  # Keep data for 30 days

    def get_capacity_estimate(self, cell_id):
        """Calculate estimated capacity based on historical data"""
        measurements = self.client.keys(f"cell:{cell_id}:measurements:*")
        if not measurements:
            return None
            
        # Here you would implement your capacity estimation algorithm
        # based on voltage curves, current integration, etc.
        # This is a simplified example
        return float(self.client.get(f"cell:{cell_id}:estimated_capacity") or 0)