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@ -4,6 +4,7 @@ from typing import Any, Dict, List, Optional
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from loguru import logger
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from swarms.utils.litellm_tokenizer import count_tokens
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from pydantic import BaseModel, Field, field_validator
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from swarms.security import SwarmShieldIntegration, ShieldConfig
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class RAGConfig(BaseModel):
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@ -98,34 +99,117 @@ class AgentRAGHandler:
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agent_name: str = "Unknown",
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max_context_length: int = 158_000,
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verbose: bool = False,
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shield_config: Optional[ShieldConfig] = None,
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enable_security: bool = True,
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security_level: str = "standard",
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):
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"""
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Initialize the RAG handler.
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Initialize the AgentRAGHandler.
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Args:
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long_term_memory: The long-term memory store (must implement add() and query() methods)
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long_term_memory: Memory system for storing and retrieving information
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config: RAG configuration settings
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agent_name: Name of the agent using this handler
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verbose: Enable verbose logging
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max_context_length: Maximum context length for token counting
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verbose: Whether to enable verbose logging
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shield_config: Security configuration for SwarmShield integration
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enable_security: Whether to enable SwarmShield security features
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security_level: Pre-defined security level
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"""
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self.long_term_memory = long_term_memory
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self.config = config or RAGConfig()
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self.agent_name = agent_name
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self.verbose = verbose
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self.max_context_length = max_context_length
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self.verbose = verbose
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# Initialize SwarmShield integration
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self._initialize_swarm_shield(shield_config, enable_security, security_level)
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def _initialize_swarm_shield(
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self,
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shield_config: Optional[ShieldConfig] = None,
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enable_security: bool = True,
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security_level: str = "standard"
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) -> None:
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"""Initialize SwarmShield integration for security features."""
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self.enable_security = enable_security
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self.security_level = security_level
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if enable_security:
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if shield_config is None:
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shield_config = ShieldConfig.get_security_level(security_level)
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self.swarm_shield = SwarmShieldIntegration(shield_config)
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logger.info(f"SwarmShield initialized with {security_level} security level")
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else:
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self.swarm_shield = None
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logger.info("SwarmShield security disabled")
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# Security methods
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def validate_task_with_shield(self, task: str) -> str:
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"""Validate and sanitize task input using SwarmShield."""
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if self.swarm_shield:
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return self.swarm_shield.validate_and_protect_input(task)
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return task
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def validate_agent_config_with_shield(self, agent_config: dict) -> dict:
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"""Validate agent configuration using SwarmShield."""
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if self.swarm_shield:
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return self.swarm_shield.validate_and_protect_input(str(agent_config))
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return agent_config
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def process_agent_communication_with_shield(self, message: str, agent_name: str) -> str:
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"""Process agent communication through SwarmShield security."""
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if self.swarm_shield:
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return self.swarm_shield.process_agent_communication(message, agent_name)
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return message
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def check_rate_limit_with_shield(self, agent_name: str) -> bool:
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"""Check rate limits for an agent using SwarmShield."""
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if self.swarm_shield:
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return self.swarm_shield.check_rate_limit(agent_name)
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return True
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self._loop_counter = 0
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self._conversation_history = []
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self._important_memories = []
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# Validate memory interface
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if (
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self.long_term_memory
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and not self._validate_memory_interface()
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):
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logger.warning(
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"Long-term memory doesn't implement required interface"
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)
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def add_secure_message(self, message: str, agent_name: str) -> None:
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"""Add a message to secure conversation history."""
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if self.swarm_shield:
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self.swarm_shield.add_secure_message(message, agent_name)
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def get_secure_messages(self) -> List[dict]:
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"""Get secure conversation messages."""
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if self.swarm_shield:
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return self.swarm_shield.get_secure_messages()
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return []
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def get_security_stats(self) -> dict:
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"""Get security statistics and metrics."""
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if self.swarm_shield:
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return self.swarm_shield.get_security_stats()
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return {"security_enabled": False}
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def update_shield_config(self, new_config: ShieldConfig) -> None:
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"""Update SwarmShield configuration."""
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if self.swarm_shield:
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self.swarm_shield.update_config(new_config)
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logger.info("SwarmShield configuration updated")
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def enable_security(self) -> None:
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"""Enable SwarmShield security features."""
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if not self.swarm_shield:
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self._initialize_swarm_shield(enable_security=True, security_level=self.security_level)
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logger.info("SwarmShield security enabled")
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def disable_security(self) -> None:
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"""Disable SwarmShield security features."""
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self.swarm_shield = None
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self.enable_security = False
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logger.info("SwarmShield security disabled")
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def cleanup_security(self) -> None:
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"""Clean up SwarmShield resources."""
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if self.swarm_shield:
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self.swarm_shield.cleanup()
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logger.info("SwarmShield resources cleaned up")
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def _validate_memory_interface(self) -> bool:
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"""Validate that the memory object has required methods"""
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