from abc import ABC, abstractmethod
import logging

# Configure basic logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')

class DataStream(ABC):
# Abstract class for handling various types of data streams
@abstractmethod
def read_data(self):
# Abstract method for reading data from the stream
pass

class SimulationModel(ABC):
# Abstract class for handling different simulation models
@abstractmethod
def run_simulation(self):
# Abstract method for running a specific simulation
pass

class ControlAPI(ABC):
# Abstract interface for control mechanisms
@abstractmethod
def execute_commands(self, commands):
# Abstract method to execute given commands
pass

class AIModel(ABC):
# Abstract class for AI models
@abstractmethod
def predict_outcome(self, inputs):
# Abstract method to predict outcome based on inputs
pass

class AISystemController:
def __init__(self, data_stream: DataStream, simulation_model: SimulationModel, control_api: ControlAPI, ai_model: AIModel):
self.data_stream = data_stream
self.simulation_model = simulation_model
self.control_api = control_api
self.ai_model = ai_model

def process_and_control(self):
try:
data = self.data_stream.read_data()
simulation_results = self.simulation_model.run_simulation()
inputs = self.prepare_inputs(data, simulation_results)
outputs = self.ai_model.predict_outcome(inputs)
self.control_api.execute_commands(outputs)
except Exception as e:
logging.error(f"Error in process_and_control: {e}")

def prepare_inputs(self, data, simulation_results):
# Method to prepare inputs for the AI model from data and simulation results
return {'data': data, 'simulation_results': simulation_results}

if __name__ == "__main__":
# Example instantiation and usage
# Note: Actual implementations for DataStream, SimulationModel, ControlAPI, AIModel need to be provided
data_stream = DataStream()
simulation_model = SimulationModel()
control_api = ControlAPI()
ai_model = AIModel()

ai_system_controller = AISystemController(data_stream, simulation_model, control_api, ai_model)
while True:
ai_system_controller.process_and_control()