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crewAI/crewai/crew.py
2023-11-18 22:11:10 -03:00

86 lines
2.4 KiB
Python

import json
from typing import List, Optional
from pydantic.v1 import BaseModel, Field, Json, root_validator
from .process import Process
from .agent import Agent
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.
"""
config: Optional[Json] = Field(description="Configuration of the crew.")
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
)
@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)