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