from dataclasses import dataclass from typing import Optional @dataclass(frozen=True) class FlowKey: """Flow identifier for network traffic analysis.""" src_ip: str src_port: int dst_ip: str dst_port: int protocol: str extended_type: Optional[str] = None # For extended frame types like IENA, Chapter 10, etc.