import json from typing import List, Optional from pydantic.v1 import BaseModel, Field, Json, root_validator from .agent import Agent from .process import Process from .task import Task from .tools.agent_tools import AgentTools class Crew(BaseModel): """ Class that represents a group of agents, how they should work together and their tasks. """ tasks: Optional[List[Task]] = Field(description="List of tasks") agents: Optional[List[Agent]] = Field(description="List of agents in this crew.") process: Process = Field( description="Process that the crew will follow.", default=Process.sequential ) verbose: bool = Field( description="Verbose mode for the Agent Execution", default=False ) config: Optional[Json] = Field( description="Configuration of the crew.", default=None ) @root_validator(pre=True) def check_config(_cls, values): if not values.get("config") and ( not values.get("agents") and not values.get("tasks") ): raise ValueError("Either agents and task need to be set or config.") if values.get("config"): config = json.loads(values.get("config")) if not config.get("agents") or not config.get("tasks"): raise ValueError("Config should have agents and tasks.") values["agents"] = [Agent(**agent) for agent in config["agents"]] tasks = [] for task in config["tasks"]: task_agent = [ agt for agt in values["agents"] if agt.role == task["agent"] ][0] del task["agent"] tasks.append(Task(**task, agent=task_agent)) values["tasks"] = tasks return values def kickoff(self) -> str: """ Kickoff the crew to work on it's tasks. Returns: output (List[str]): Output of the crew for each task. """ if self.process == Process.sequential: return self.__sequential_loop() def __sequential_loop(self) -> str: """ Loop that executes the sequential process. Returns: output (str): Output of the crew. """ task_outcome = None for task in self.tasks: # Add delegation tools to the task if the agent allows it if task.agent.allow_delegation: tools = AgentTools(agents=self.agents).tools() task.tools += tools self.__log(f"\nWorking Agent: {task.agent.role}") self.__log(f"Starting Task: {task.description} ...") task_outcome = task.execute(task_outcome) self.__log(f"Task output: {task_outcome}") return task_outcome def __log(self, message): if self.verbose: print(message)