from typing import Any, List, Optional from pydantic import BaseModel, Field from crewai.agent import Agent from crewai.task import Task class PlanPerTask(BaseModel): task: str = Field(..., description="The task for which the plan is created") plan: str = Field( ..., description="The step by step plan on how the agents can execute their tasks using the available tools with mastery", ) class PlannerTaskPydanticOutput(BaseModel): list_of_plans_per_task: List[PlanPerTask] = Field( ..., description="Step by step plan on how the agents can execute their tasks using the available tools with mastery", ) class CrewPlanner: def __init__(self, tasks: List[Task], planning_agent_llm: Optional[Any] = None): self.tasks = tasks if planning_agent_llm is None: self.planning_agent_llm = "gpt-4o-mini" else: self.planning_agent_llm = planning_agent_llm def _handle_crew_planning(self) -> PlannerTaskPydanticOutput: """Handles the Crew planning by creating detailed step-by-step plans for each task.""" planning_agent = self._create_planning_agent() tasks_summary = self._create_tasks_summary() planner_task = self._create_planner_task(planning_agent, tasks_summary) result = planner_task.execute_sync() if isinstance(result.pydantic, PlannerTaskPydanticOutput): return result.pydantic raise ValueError("Failed to get the Planning output") def _create_planning_agent(self) -> Agent: """Creates the planning agent for the crew planning.""" return Agent( role="Task Execution Planner", goal=( "Your goal is to create an extremely detailed, step-by-step plan based on the tasks and tools " "available to each agent so that they can perform the tasks in an exemplary manner" ), backstory="Planner agent for crew planning", llm=self.planning_agent_llm, ) def _create_planner_task(self, planning_agent: Agent, tasks_summary: str) -> Task: """Creates the planner task using the given agent and tasks summary.""" return Task( description=( f"Based on these tasks summary: {tasks_summary} \n Create the most descriptive plan based on the tasks " "descriptions, tools available, and agents' goals for them to execute their goals with perfection." ), expected_output="Step by step plan on how the agents can execute their tasks using the available tools with mastery", agent=planning_agent, output_pydantic=PlannerTaskPydanticOutput, ) def _create_tasks_summary(self) -> str: """Creates a summary of all tasks.""" tasks_summary = [] for idx, task in enumerate(self.tasks): tasks_summary.append( f""" Task Number {idx + 1} - {task.description} "task_description": {task.description} "task_expected_output": {task.expected_output} "agent": {task.agent.role if task.agent else "None"} "agent_goal": {task.agent.goal if task.agent else "None"} "task_tools": {task.tools} "agent_tools": {task.agent.tools if task.agent else "None"} """ ) return " ".join(tasks_summary)