autogen/python/packages/autogen-studio/autogenstudio/database/config_manager.py

323 lines
13 KiB
Python

import logging
from typing import Optional, Union, Dict, Any, List
from pathlib import Path
from loguru import logger
from ..datamodel import (
Model, Team, Agent, Tool,
Response, ComponentTypes, LinkTypes,
ComponentConfigInput
)
from .component_factory import ComponentFactory
from .db_manager import DatabaseManager
class ConfigurationManager:
"""Manages persistence and relationships of components using ComponentFactory for validation"""
DEFAULT_UNIQUENESS_FIELDS = {
ComponentTypes.MODEL: ['model_type', 'model'],
ComponentTypes.TOOL: ['name'],
ComponentTypes.AGENT: ['agent_type', 'name'],
ComponentTypes.TEAM: ['team_type', 'name']
}
def __init__(self, db_manager: DatabaseManager, uniqueness_fields: Dict[ComponentTypes, List[str]] = None):
self.db_manager = db_manager
self.component_factory = ComponentFactory()
self.uniqueness_fields = uniqueness_fields or self.DEFAULT_UNIQUENESS_FIELDS
async def import_component(self, component_config: ComponentConfigInput, user_id: str, check_exists: bool = False) -> Response:
"""
Import a component configuration, validate it, and store the resulting component.
Args:
component_config: Configuration for the component (file path, dict, or ComponentConfig)
user_id: User ID to associate with imported component
check_exists: Whether to check for existing components before storing (default: False)
Returns:
Response containing import results or error
"""
try:
# Get validated config as dict
config = await self.component_factory.load(component_config, return_type='dict')
# Get component type
component_type = self._determine_component_type(config)
if not component_type:
raise ValueError(
f"Unable to determine component type from config")
# Check existence if requested
if check_exists:
existing = self._check_exists(component_type, config, user_id)
if existing:
return Response(
message=self._format_exists_message(
component_type, config),
status=True,
data={"id": existing.id}
)
# Route to appropriate storage method
if component_type == ComponentTypes.TEAM:
return await self._store_team(config, user_id, check_exists)
elif component_type == ComponentTypes.AGENT:
return await self._store_agent(config, user_id, check_exists)
elif component_type == ComponentTypes.MODEL:
return await self._store_model(config, user_id)
elif component_type == ComponentTypes.TOOL:
return await self._store_tool(config, user_id)
else:
raise ValueError(
f"Unsupported component type: {component_type}")
except Exception as e:
logger.error(f"Failed to import component: {str(e)}")
return Response(message=str(e), status=False)
async def import_directory(self, directory: Union[str, Path], user_id: str, check_exists: bool = False) -> Response:
"""
Import all component configurations from a directory.
Args:
directory: Path to directory containing configuration files
user_id: User ID to associate with imported components
check_exists: Whether to check for existing components before storing (default: False)
Returns:
Response containing import results for all files
"""
try:
configs = await self.component_factory.load_directory(directory, return_type='dict')
results = []
for config in configs:
result = await self.import_component(config, user_id, check_exists)
results.append({
"component": self._get_component_type(config),
"status": result.status,
"message": result.message,
"id": result.data.get("id") if result.status else None
})
return Response(
message="Directory import complete",
status=True,
data=results
)
except Exception as e:
logger.error(f"Failed to import directory: {str(e)}")
return Response(message=str(e), status=False)
async def _store_team(self, config: dict, user_id: str, check_exists: bool = False) -> Response:
"""Store team component and manage its relationships with agents"""
try:
# Store the team
team_db = Team(
user_id=user_id,
config=config
)
team_result = self.db_manager.upsert(team_db)
if not team_result.status:
return team_result
team_id = team_result.data["id"]
# Handle participants (agents)
for participant in config.get("participants", []):
if check_exists:
# Check for existing agent
agent_type = self._determine_component_type(participant)
existing_agent = self._check_exists(
agent_type, participant, user_id)
if existing_agent:
# Link existing agent
self.db_manager.link(
LinkTypes.TEAM_AGENT,
team_id,
existing_agent.id
)
logger.info(
f"Linked existing agent to team: {existing_agent}")
continue
# Store and link new agent
agent_result = await self._store_agent(participant, user_id, check_exists)
if agent_result.status:
self.db_manager.link(
LinkTypes.TEAM_AGENT,
team_id,
agent_result.data["id"]
)
return team_result
except Exception as e:
logger.error(f"Failed to store team: {str(e)}")
return Response(message=str(e), status=False)
async def _store_agent(self, config: dict, user_id: str, check_exists: bool = False) -> Response:
"""Store agent component and manage its relationships with tools and model"""
try:
# Store the agent
agent_db = Agent(
user_id=user_id,
config=config
)
agent_result = self.db_manager.upsert(agent_db)
if not agent_result.status:
return agent_result
agent_id = agent_result.data["id"]
# Handle model client
if "model_client" in config:
if check_exists:
# Check for existing model
model_type = self._determine_component_type(
config["model_client"])
existing_model = self._check_exists(
model_type, config["model_client"], user_id)
if existing_model:
# Link existing model
self.db_manager.link(
LinkTypes.AGENT_MODEL,
agent_id,
existing_model.id
)
logger.info(
f"Linked existing model to agent: {existing_model.config.model_type}")
else:
# Store and link new model
model_result = await self._store_model(config["model_client"], user_id)
if model_result.status:
self.db_manager.link(
LinkTypes.AGENT_MODEL,
agent_id,
model_result.data["id"]
)
else:
# Store and link new model without checking
model_result = await self._store_model(config["model_client"], user_id)
if model_result.status:
self.db_manager.link(
LinkTypes.AGENT_MODEL,
agent_id,
model_result.data["id"]
)
# Handle tools
for tool_config in config.get("tools", []):
if check_exists:
# Check for existing tool
tool_type = self._determine_component_type(tool_config)
existing_tool = self._check_exists(
tool_type, tool_config, user_id)
if existing_tool:
# Link existing tool
self.db_manager.link(
LinkTypes.AGENT_TOOL,
agent_id,
existing_tool.id
)
logger.info(
f"Linked existing tool to agent: {existing_tool.config.name}")
continue
# Store and link new tool
tool_result = await self._store_tool(tool_config, user_id)
if tool_result.status:
self.db_manager.link(
LinkTypes.AGENT_TOOL,
agent_id,
tool_result.data["id"]
)
return agent_result
except Exception as e:
logger.error(f"Failed to store agent: {str(e)}")
return Response(message=str(e), status=False)
async def _store_model(self, config: dict, user_id: str) -> Response:
"""Store model component (leaf node - no relationships)"""
try:
model_db = Model(
user_id=user_id,
config=config
)
return self.db_manager.upsert(model_db)
except Exception as e:
logger.error(f"Failed to store model: {str(e)}")
return Response(message=str(e), status=False)
async def _store_tool(self, config: dict, user_id: str) -> Response:
"""Store tool component (leaf node - no relationships)"""
try:
tool_db = Tool(
user_id=user_id,
config=config
)
return self.db_manager.upsert(tool_db)
except Exception as e:
logger.error(f"Failed to store tool: {str(e)}")
return Response(message=str(e), status=False)
def _check_exists(self, component_type: ComponentTypes, config: dict, user_id: str) -> Optional[Union[Model, Tool, Agent, Team]]:
"""Check if component exists based on configured uniqueness fields."""
fields = self.uniqueness_fields.get(component_type, [])
if not fields:
return None
component_class = {
ComponentTypes.MODEL: Model,
ComponentTypes.TOOL: Tool,
ComponentTypes.AGENT: Agent,
ComponentTypes.TEAM: Team
}.get(component_type)
components = self.db_manager.get(
component_class, {"user_id": user_id}).data
for component in components:
matches = all(
component.config.get(field) == config.get(field)
for field in fields
)
if matches:
return component
return None
def _format_exists_message(self, component_type: ComponentTypes, config: dict) -> str:
"""Format existence message with identifying fields."""
fields = self.uniqueness_fields.get(component_type, [])
field_values = [f"{field}='{config.get(field)}'" for field in fields]
return f"{component_type.value} with {' and '.join(field_values)} already exists"
def _determine_component_type(self, config: dict) -> Optional[ComponentTypes]:
"""Determine component type from configuration dictionary"""
if "team_type" in config:
return ComponentTypes.TEAM
elif "agent_type" in config:
return ComponentTypes.AGENT
elif "model_type" in config:
return ComponentTypes.MODEL
elif "tool_type" in config:
return ComponentTypes.TOOL
return None
def _get_component_type(self, config: dict) -> str:
"""Helper to get component type string from config"""
component_type = self._determine_component_type(config)
return component_type.value if component_type else "unknown"
async def cleanup(self):
"""Cleanup resources"""
await self.component_factory.cleanup()