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from typing import Dict, Any
class ArchitectureAnalyzer:
async def analyze(self, system_state):
# Implementation would go here
return {}
class ModificationPlanner:
async def generate_plan(self, analysis, performance_metrics):
# Implementation would go here
return {}
class SafetyValidator:
async def validate_modifications(self, modification_plan):
# Implementation would go here
return True
class EvolutionExecutor:
async def execute_evolution(self, modification_plan):
# Implementation would go here
return {'status': 'evolution_completed', 'changes': {}}
class SelfEvolutionFramework:
def __init__(self):
self.architecture_analyzer = ArchitectureAnalyzer()
self.modification_planner = ModificationPlanner()
self.safety_validator = SafetyValidator()
self.evolution_executor = EvolutionExecutor()
async def evolve_system(self,
performance_metrics: Dict[str, float],
system_state: Dict[str, Any]) -> Dict[str, Any]:
analysis = await self.architecture_analyzer.analyze(system_state)
modification_plan = await self.modification_planner.generate_plan(
analysis,
performance_metrics
)
if await self.safety_validator.validate_modifications(modification_plan):
return await self.evolution_executor.execute_evolution(modification_plan)
return {'status': 'evolution_blocked', 'reason': 'safety_constraints'}
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