from enum import Enum from typing import Dict, Any, List import asyncio class OntologicalDatabase: """A database for ontological information.""" def __init__(self): self.data = {} class ServiceType(Enum): PERCEPTION = "perception" REASONING = "reasoning" MEMORY = "memory" LEARNING = "learning" CONSCIOUSNESS = "consciousness" class CognitiveMicroservice: def __init__(self, service_type: ServiceType): self.service_type = service_type self.state = {} self.connections = [] self.ontology = OntologicalDatabase() async def process(self, input_data: Dict[str, Any]) -> Dict[str, Any]: preprocessed = await self._preprocess(input_data) result = await self._core_processing(preprocessed) return await self._postprocess(result) async def _preprocess(self, data: Dict[str, Any]) -> Dict[str, Any]: # Service-specific preprocessing return data async def _core_processing(self, data: Dict[str, Any]) -> Dict[str, Any]: # Core processing logic return data async def _postprocess(self, data: Dict[str, Any]) -> Dict[str, Any]: # Post processing logic return data class CognitiveOrchestrator: def __init__(self): self.services: Dict[ServiceType, List[CognitiveMicroservice]] = {} self.routing_table = {} self._initialize_services() async def process_cognitive_task(self, task: Dict[str, Any]) -> Dict[str, Any]: service_chain = self._determine_service_chain(task) return await self._execute_service_chain(service_chain, task) def _determine_service_chain(self, task: Dict[str, Any]) -> List[ServiceType]: task_type = task.get('type', 'general') return self.routing_table.get(task_type, self._default_chain()) def _initialize_services(self): # Initialize cognitive services for service_type in ServiceType: self.services[service_type] = [] # Set up default routing self.routing_table = {} async def _execute_service_chain(self, service_chain: List[ServiceType], task: Dict[str, Any]) -> Dict[str, Any]: result = task for service_type in service_chain: if service_type in self.services and self.services[service_type]: service = self.services[service_type][0] # Use first available service result = await service.process(result) return result def _default_chain(self) -> List[ServiceType]: # Default processing chain return [ServiceType.PERCEPTION, ServiceType.REASONING]