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feat: add ability to set LLM for AgentPLanner on Crew (#1001)
* feat: add ability to set LLM for AgentPLanner on Crew * feat: fixes issue on instantiating the ChatOpenAI on the crew * docs: add docs for the planning_llm new parameter * docs: change message to ChatOpenAI llm * feat: add tests
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@@ -155,6 +155,10 @@ class Crew(BaseModel):
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default=False,
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description="Plan the crew execution and add the plan to the crew.",
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)
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planning_llm: Optional[Any] = Field(
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default=None,
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description="Language model that will run the AgentPlanner if planning is True.",
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)
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task_execution_output_json_files: Optional[List[str]] = Field(
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default=None,
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description="List of file paths for task execution JSON files.",
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@@ -560,15 +564,12 @@ class Crew(BaseModel):
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def _handle_crew_planning(self):
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"""Handles the Crew planning."""
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self._logger.log("info", "Planning the crew execution")
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result = CrewPlanner(self.tasks)._handle_crew_planning()
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result = CrewPlanner(
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tasks=self.tasks, planning_agent_llm=self.planning_llm
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)._handle_crew_planning()
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if result is not None and hasattr(result, "list_of_plans_per_task"):
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for task, step_plan in zip(self.tasks, result.list_of_plans_per_task):
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task.description += step_plan
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else:
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self._logger.log(
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"info", "Something went wrong with the planning process of the Crew"
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)
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for task, step_plan in zip(self.tasks, result.list_of_plans_per_task):
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task.description += step_plan
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def _store_execution_log(
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self,
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@@ -1,5 +1,6 @@
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from typing import List, Optional
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from typing import Any, List, Optional
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from langchain_openai import ChatOpenAI
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from pydantic import BaseModel
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from crewai.agent import Agent
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@@ -11,17 +12,27 @@ class PlannerTaskPydanticOutput(BaseModel):
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class CrewPlanner:
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def __init__(self, tasks: List[Task]):
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def __init__(self, tasks: List[Task], planning_agent_llm: Optional[Any] = None):
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self.tasks = tasks
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def _handle_crew_planning(self) -> Optional[BaseModel]:
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if planning_agent_llm is None:
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self.planning_agent_llm = ChatOpenAI(model="gpt-4o-mini")
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else:
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self.planning_agent_llm = planning_agent_llm
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def _handle_crew_planning(self) -> PlannerTaskPydanticOutput:
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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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result = planner_task.execute_sync()
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if isinstance(result.pydantic, PlannerTaskPydanticOutput):
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return result.pydantic
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raise ValueError("Failed to get the Planning output")
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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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@@ -32,6 +43,7 @@ class CrewPlanner:
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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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llm=self.planning_agent_llm,
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)
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def _create_planner_task(self, planning_agent: Agent, tasks_summary: str) -> Task:
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