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https://github.com/crewAIInc/crewAI.git
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Move to src dir usage (#99)
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132
src/crewai/crew.py
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132
src/crewai/crew.py
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import json
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import uuid
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from typing import Any, Dict, List, Optional, Union
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from pydantic import (
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UUID4,
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BaseModel,
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ConfigDict,
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Field,
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InstanceOf,
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Json,
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field_validator,
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model_validator,
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)
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from pydantic_core import PydanticCustomError
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from crewai.agent import Agent
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from crewai.agents.cache import CacheHandler
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from crewai.process import Process
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from crewai.task import Task
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from crewai.tools.agent_tools import AgentTools
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class Crew(BaseModel):
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"""
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Represents a group of agents, defining how they should collaborate and the tasks they should perform.
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Attributes:
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tasks: List of tasks assigned to the crew.
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agents: List of agents part of this crew.
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process: The process flow that the crew will follow (e.g., sequential).
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verbose: Indicates the verbosity level for logging during execution.
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config: Configuration settings for the crew.
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cache_handler: Handles caching for the crew's operations.
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id: A unique identifier for the crew instance.
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"""
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__hash__ = object.__hash__
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model_config = ConfigDict(arbitrary_types_allowed=True)
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tasks: List[Task] = Field(default_factory=list)
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agents: List[Agent] = Field(default_factory=list)
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process: Process = Field(default=Process.sequential)
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verbose: Union[int, bool] = Field(default=0)
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config: Optional[Union[Json, Dict[str, Any]]] = Field(default=None)
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cache_handler: Optional[InstanceOf[CacheHandler]] = Field(default=CacheHandler())
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id: UUID4 = Field(default_factory=uuid.uuid4, frozen=True)
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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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"""Prevent manual setting of the 'id' field by users."""
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if v:
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raise PydanticCustomError(
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"may_not_set_field", "The 'id' field cannot be set by the user.", {}
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)
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@classmethod
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@field_validator("config", mode="before")
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def check_config_type(cls, v: Union[Json, Dict[str, Any]]):
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return json.loads(v) if isinstance(v, Json) else v
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@model_validator(mode="after")
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def check_config(self):
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"""Validates that the crew is properly configured with agents and tasks."""
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if not self.config and not self.tasks and not self.agents:
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raise PydanticCustomError(
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"missing_keys",
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"Either 'agents' and 'tasks' need to be set or 'config'.",
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{},
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)
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if self.config:
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self._setup_from_config()
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if self.agents:
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for agent in self.agents:
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agent.set_cache_handler(self.cache_handler)
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return self
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def _setup_from_config(self):
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"""Initializes agents and tasks from the provided config."""
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if not self.config.get("agents") or not self.config.get("tasks"):
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raise PydanticCustomError(
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"missing_keys_in_config", "Config should have 'agents' and 'tasks'.", {}
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)
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self.agents = [Agent(**agent) for agent in self.config["agents"]]
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self.tasks = [self._create_task(task) for task in self.config["tasks"]]
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def _create_task(self, task_config):
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"""Creates a task instance from its configuration."""
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task_agent = next(
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agt for agt in self.agents if agt.role == task_config["agent"]
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)
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del task_config["agent"]
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return Task(**task_config, agent=task_agent)
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def kickoff(self) -> str:
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"""Starts the crew to work on its assigned tasks."""
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for agent in self.agents:
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agent.cache_handler = self.cache_handler
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if self.process == Process.sequential:
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return self._sequential_loop()
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def _sequential_loop(self) -> str:
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"""Executes tasks sequentially and returns the final output."""
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task_output = None
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for task in self.tasks:
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self._prepare_and_execute_task(task)
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task_output = task.execute(task_output)
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self._log(
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"debug", f"\n\n[{task.agent.role}] Task output: {task_output}\n\n"
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)
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return task_output
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def _prepare_and_execute_task(self, task):
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"""Prepares and logs information about the task being executed."""
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if task.agent.allow_delegation:
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task.tools += AgentTools(agents=self.agents).tools()
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self._log("debug", f"Working Agent: {task.agent.role}")
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self._log("info", f"Starting Task: {task.description}")
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def _log(self, level, message):
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"""Logs a message at the specified verbosity level."""
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level_map = {"debug": 1, "info": 2}
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verbose_level = (
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2 if isinstance(self.verbose, bool) and self.verbose else self.verbose
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)
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if verbose_level and level_map[level] <= verbose_level:
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print(message)
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