Update multi_model_gpu_manager.py

pull/1034/head
CI-DEV 2 months ago committed by GitHub
parent 7d5f0af55b
commit 8052d7aba8
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@ -43,6 +43,8 @@ except ImportError:
"Transformers package not found. HuggingFace models will not be supported."
)
from swarms.security import SwarmShieldIntegration, ShieldConfig
class ModelType(Enum):
"""Enum defining supported model types."""
@ -298,35 +300,53 @@ class ModelGrid:
allocation_strategy: GPUAllocationStrategy = GPUAllocationStrategy.MEMORY_OPTIMIZED,
memory_buffer: float = 0.5, # GB buffer to leave on each GPU
max_cpu_models: int = 0, # Maximum models to keep on CPU if no GPU space
max_workers: int = 4,
use_multiprocessing: bool = True,
enable_logging: bool = True,
log_level: str = "INFO",
shield_config: Optional[ShieldConfig] = None,
enable_security: bool = True,
security_level: str = "standard",
):
"""
Initialize the model manager.
Initialize the ModelGrid.
Args:
allocation_strategy: Strategy for allocating models to GPUs
memory_buffer: Memory buffer to leave on each GPU (in GB)
max_cpu_models: Maximum number of models to keep on CPU if no GPU space
max_workers: Maximum number of worker processes
use_multiprocessing: Whether to use multiprocessing for model execution
enable_logging: Whether to enable detailed logging
log_level: Logging level
shield_config (ShieldConfig, optional): Security configuration for SwarmShield integration. Defaults to None.
enable_security (bool, optional): Whether to enable SwarmShield security features. Defaults to True.
security_level (str, optional): Pre-defined security level. Options: "basic", "standard", "enhanced", "maximum". Defaults to "standard".
"""
# Set log level
logger.remove()
logger.add(sys.stderr, level=log_level)
logger.add(
"gpu_model_manager.log",
rotation="100 MB",
retention="1 week",
level=log_level,
)
if enable_logging:
logger.remove()
logger.add(sys.stderr, level=log_level)
logger.add(
"gpu_model_manager.log",
rotation="100 MB",
retention="1 week",
level=log_level,
)
self.models: Dict[str, ModelMetadata] = {}
self.gpu_manager = GPUManager()
self.allocation_strategy = allocation_strategy
self.memory_buffer = memory_buffer
self.max_cpu_models = max_cpu_models
self.max_workers = max_workers
self.use_multiprocessing = use_multiprocessing
self.enable_logging = enable_logging
# Initialize SwarmShield integration
self._initialize_swarm_shield(shield_config, enable_security, security_level)
# Initialize components
self.gpu_manager = GPUManager()
self.models: Dict[str, ModelMetadata] = {}
# Initialize locks and queues for multiprocessing
self.manager = (
@ -338,15 +358,98 @@ class ModelGrid:
self.result_queues: Dict[str, Any] = (
self.manager.dict() if use_multiprocessing else {}
)
self.model_locks: Dict[str, Any] = {}
logger.info(
f"ModelGrid initialized with {len(self.gpu_manager.gpus)} GPUs"
)
logger.info(
f"Using allocation strategy: {allocation_strategy.value}"
self.model_locks: Dict[str, Any] = (
self.manager.dict() if use_multiprocessing else {}
)
if self.enable_logging:
logger.info(
f"ModelGrid initialized with {len(self.gpu_manager.gpus)} GPUs"
)
logger.info(
f"Using allocation strategy: {allocation_strategy.value}"
)
def _initialize_swarm_shield(
self,
shield_config: Optional[ShieldConfig] = None,
enable_security: bool = True,
security_level: str = "standard"
) -> None:
"""Initialize SwarmShield integration for security features."""
self.enable_security = enable_security
self.security_level = security_level
if enable_security:
if shield_config is None:
shield_config = ShieldConfig.get_security_level(security_level)
self.swarm_shield = SwarmShieldIntegration(shield_config)
else:
self.swarm_shield = None
# Security methods
def validate_task_with_shield(self, task: str) -> str:
"""Validate and sanitize task input using SwarmShield."""
if self.swarm_shield:
return self.swarm_shield.validate_and_protect_input(task)
return task
def validate_agent_config_with_shield(self, agent_config: dict) -> dict:
"""Validate agent configuration using SwarmShield."""
if self.swarm_shield:
return self.swarm_shield.validate_and_protect_input(str(agent_config))
return agent_config
def process_agent_communication_with_shield(self, message: str, agent_name: str) -> str:
"""Process agent communication through SwarmShield security."""
if self.swarm_shield:
return self.swarm_shield.process_agent_communication(message, agent_name)
return message
def check_rate_limit_with_shield(self, agent_name: str) -> bool:
"""Check rate limits for an agent using SwarmShield."""
if self.swarm_shield:
return self.swarm_shield.check_rate_limit(agent_name)
return True
def add_secure_message(self, message: str, agent_name: str) -> None:
"""Add a message to secure conversation history."""
if self.swarm_shield:
self.swarm_shield.add_secure_message(message, agent_name)
def get_secure_messages(self) -> List[dict]:
"""Get secure conversation messages."""
if self.swarm_shield:
return self.swarm_shield.get_secure_messages()
return []
def get_security_stats(self) -> dict:
"""Get security statistics and metrics."""
if self.swarm_shield:
return self.swarm_shield.get_security_stats()
return {"security_enabled": False}
def update_shield_config(self, new_config: ShieldConfig) -> None:
"""Update SwarmShield configuration."""
if self.swarm_shield:
self.swarm_shield.update_config(new_config)
def enable_security(self) -> None:
"""Enable SwarmShield security features."""
if not self.swarm_shield:
self._initialize_swarm_shield(enable_security=True, security_level=self.security_level)
def disable_security(self) -> None:
"""Disable SwarmShield security features."""
self.swarm_shield = None
self.enable_security = False
def cleanup_security(self) -> None:
"""Clean up SwarmShield resources."""
if self.swarm_shield:
self.swarm_shield.cleanup()
def add_model(
self,
model_name: str,

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