mirror of
https://github.com/crewAIInc/crewAI.git
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131 lines
4.2 KiB
Python
131 lines
4.2 KiB
Python
import threading
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import uuid
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from typing import Any, List, Optional
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from pydantic import UUID4, BaseModel, Field, field_validator, model_validator
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from pydantic_core import PydanticCustomError
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from crewai.agent import Agent
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from crewai.tasks.task_output import TaskOutput
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from crewai.utilities import I18N
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class Task(BaseModel):
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"""Class that represent a task to be executed."""
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class Config:
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arbitrary_types_allowed = True
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__hash__ = object.__hash__ # type: ignore
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i18n: I18N = I18N()
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thread: threading.Thread = None
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description: str = Field(description="Description of the actual task.")
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callback: Optional[Any] = Field(
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description="Callback to be executed after the task is completed.", default=None
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)
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agent: Optional[Agent] = Field(
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description="Agent responsible for execution the task.", default=None
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)
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expected_output: Optional[str] = Field(
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description="Clear definition of expected output for the task.",
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default=None,
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)
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context: Optional[List["Task"]] = Field(
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description="Other tasks that will have their output used as context for this task.",
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default=None,
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)
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async_execution: Optional[bool] = Field(
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description="Whether the task should be executed asynchronously or not.",
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default=False,
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)
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output: Optional[TaskOutput] = Field(
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description="Task output, it's final result after being executed", default=None
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)
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tools: List[Any] = Field(
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default_factory=list,
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description="Tools the agent is limited to use for this task.",
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)
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id: UUID4 = Field(
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default_factory=uuid.uuid4,
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frozen=True,
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description="Unique identifier for the object, not set by user.",
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)
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@field_validator("id", mode="before")
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@classmethod
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def _deny_user_set_id(cls, v: Optional[UUID4]) -> None:
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if v:
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raise PydanticCustomError(
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"may_not_set_field", "This field is not to be set by the user.", {}
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)
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@model_validator(mode="after")
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def check_tools(self):
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"""Check if the tools are set."""
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if not self.tools and self.agent and self.agent.tools:
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self.tools.extend(self.agent.tools)
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return self
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def execute(
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self,
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agent: Agent | None = None,
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context: Optional[str] = None,
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tools: Optional[List[Any]] = None,
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) -> str:
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"""Execute the task.
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Returns:
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Output of the task.
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"""
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agent = agent or self.agent
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if not agent:
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raise Exception(
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f"The task '{self.description}' has no agent assigned, therefore it can't be executed directly and should be executed in a Crew using a specific process that support that, like hierarchical."
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)
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if self.context:
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context = []
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for task in self.context:
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if task.async_execution:
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task.thread.join()
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context.append(task.output.result)
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context = "\n".join(context)
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tools = tools or self.tools
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if self.async_execution:
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self.thread = threading.Thread(
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target=self._execute, args=(agent, self._prompt(), context, tools)
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)
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self.thread.start()
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else:
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result = self._execute(
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agent=agent,
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task_prompt=self._prompt(),
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context=context,
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tools=tools,
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)
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return result
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def _execute(self, agent, task_prompt, context, tools):
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result = agent.execute_task(task=task_prompt, context=context, tools=tools)
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self.output = TaskOutput(description=self.description, result=result)
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self.callback(self.output) if self.callback else None
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return result
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def _prompt(self) -> str:
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"""Prompt the task.
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Returns:
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Prompt of the task.
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"""
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tasks_slices = [self.description]
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if self.expected_output:
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output = self.i18n.slice("expected_output").format(
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expected_output=self.expected_output
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)
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tasks_slices = [self.description, output]
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return "\n".join(tasks_slices)
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