diff --git a/src/crewai/crew.py b/src/crewai/crew.py index 85c0094e5..441b859f0 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -1,7 +1,7 @@ import asyncio import json import uuid -from typing import Any, Dict, List, Optional, Union +from typing import Any, Dict, List, Optional, Union, Tuple from langchain_core.callbacks import BaseCallbackHandler from pydantic import ( @@ -224,6 +224,33 @@ class Crew(BaseModel): agent.set_rpm_controller(self._rpm_controller) return self + @model_validator(mode="after") + def validate_tasks(self): + if self.process == Process.sequential: + for task in self.tasks: + if task.agent is None: + raise PydanticCustomError( + "missing_agent_in_task", + f"Sequential process error: Agent is missing in the task with the following description: {task.description}", # type: ignore Argument of type "str" cannot be assigned to parameter "message_template" of type "LiteralString" + {}, + ) + + return self + + @model_validator(mode="after") + def check_tasks_in_hierarchical_process_not_async(self): + """Validates that the tasks in hierarchical process are not flagged with async_execution.""" + if self.process == Process.hierarchical: + for task in self.tasks: + if task.async_execution: + raise PydanticCustomError( + "async_execution_in_hierarchical_process", + "Hierarchical process error: Tasks cannot be flagged with async_execution.", + {}, + ) + + return self + def _setup_from_config(self): assert self.config is not None, "Config should not be None." @@ -315,9 +342,7 @@ class Crew(BaseModel): if self.process == Process.sequential: result = self._run_sequential_process() elif self.process == Process.hierarchical: - # type: ignore # Unpacking a string is disallowed result, manager_metrics = self._run_hierarchical_process() - # type: ignore # Cannot determine type of "manager_metrics" metrics.append(manager_metrics) else: raise NotImplementedError( @@ -433,14 +458,16 @@ class Crew(BaseModel): # type: ignore # Incompatible return value type (got "tuple[str, Any]", expected "str") return self._format_output(task_output, token_usage) - def _run_hierarchical_process(self) -> Union[str, Dict[str, Any]]: + def _run_hierarchical_process( + self, + ) -> Tuple[Union[str, Dict[str, Any]], Dict[str, Any]]: """Creates and assigns a manager agent to make sure the crew completes the tasks.""" i18n = I18N(prompt_file=self.prompt_file) if self.manager_agent is not None: self.manager_agent.allow_delegation = True manager = self.manager_agent - if len(manager.tools) > 0: + if manager.tools is not None and len(manager.tools) > 0: raise Exception("Manager agent should not have tools") manager.tools = self.manager_agent.get_delegation_tools(self.agents) else: @@ -465,6 +492,10 @@ class Crew(BaseModel): agent=manager.role, task=task.description, status="started" ) + if task.agent: + manager.tools = task.agent.get_delegation_tools([task.agent]) + else: + manager.tools = manager.get_delegation_tools(self.agents) task_output = task.execute( agent=manager, context=task_output, tools=manager.tools ) @@ -554,7 +585,9 @@ class Crew(BaseModel): self._rpm_controller.stop_rpm_counter() if agentops: agentops.end_session( - end_state="Success", end_state_reason="Finished Execution", is_auto_end=True + end_state="Success", + end_state_reason="Finished Execution", + is_auto_end=True, ) self._telemetry.end_crew(self, output) diff --git a/tests/cassettes/test_hierarchical_crew_creation_tasks_with_agents.yaml b/tests/cassettes/test_hierarchical_crew_creation_tasks_with_agents.yaml new file mode 100644 index 000000000..188b97694 --- /dev/null +++ b/tests/cassettes/test_hierarchical_crew_creation_tasks_with_agents.yaml @@ -0,0 +1,1864 @@ +interactions: +- request: + body: '{"messages": [{"content": "You are Crew Manager. You are a seasoned manager + with a knack for getting the best out of your team.\nYou are also known for + your ability to delegate work to the right people, and to ask the right questions + to get the best out of your team.\nEven though you don''t perform tasks by yourself, + you have a lot of experience in the field, which allows you to properly evaluate + the work of your team members.\nYour personal goal is: Manage the team to complete + the task in the best way possible.\nYou ONLY have access to the following tools, + and should NEVER make up tools that are not listed here:\n\nDelegate work to + coworker: Delegate work to coworker(task: str, context: str, coworker: Optional[str] + = None, **kwargs) - Delegate a specific task to one of the following coworkers: + [Senior Writer]\nThe input to this tool should be the coworker, the task you + want them to do, and ALL necessary context to execute the task, they know nothing + about the task, so share absolute everything you know, don''t reference things + but instead explain them.\nAsk question to coworker: Ask question to coworker(question: + str, context: str, coworker: Optional[str] = None, **kwargs) - Ask a specific + question to one of the following coworkers: [Senior Writer]\nThe input to this + tool should be the coworker, the question you have for them, and ALL necessary + context to ask the question properly, they know nothing about the question, + so share absolute everything you know, don''t reference things but instead explain + them.\n\nUse the following format:\n\nThought: you should always think about + what to do\nAction: the action to take, only one name of [Delegate work to coworker, + Ask question to coworker], just the name, exactly as it''s written.\nAction + Input: the input to the action, just a simple python dictionary, enclosed in + curly braces, using \" to wrap keys and values.\nObservation: the result of + the action\n\nOnce all necessary information is gathered:\n\nThought: I now + 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+@pytest.mark.vcr(filter_headers=["authorization"]) +def test_sequential_crew_creation_tasks_without_agents(): + task = Task( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + # agent=researcher, # not having an agent on the task should throw an error + ) + + # Expected Output: The sequential crew should fail to create because the task is missing an agent + with pytest.raises(pydantic_core._pydantic_core.ValidationError) as exec_info: + Crew( + tasks=[task], + agents=[researcher], + process=Process.sequential, + ) + + assert exec_info.value.errors()[0]["type"] == "missing_agent_in_task" + assert ( + "Agent is missing in the task with the following description" + in exec_info.value.errors()[0]["msg"] + ) + + @pytest.mark.vcr(filter_headers=["authorization"]) def test_agent_usage_metrics_are_captured_for_hierarchical_process(): from langchain_openai import ChatOpenAI @@ -1058,6 +1081,61 @@ def test_agent_usage_metrics_are_captured_for_hierarchical_process(): } +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_hierarchical_crew_creation_tasks_with_agents(): + """ + Agents are not required for tasks in a hierarchical process but sometimes they are still added + This test makes sure that the manager still delegates the task to the agent even if the agent is passed in the task + """ + from langchain_openai import ChatOpenAI + + task = Task( + description="Write one amazing paragraph about AI.", + expected_output="A single paragraph with 4 sentences.", + agent=writer, + ) + + crew = Crew( + tasks=[task], + agents=[writer, researcher], + process=Process.hierarchical, + manager_llm=ChatOpenAI(model="gpt-4o"), + ) + crew.kickoff() + assert crew.manager_agent is not None + assert crew.manager_agent.tools is not None + assert crew.manager_agent.tools[0].description.startswith( + "Delegate a specific task to one of the following coworkers: [Senior Writer]" + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_hierarchical_crew_creation_tasks_without_async_execution(): + from langchain_openai import ChatOpenAI + + task = Task( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + async_execution=True, # should throw an error + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError) as exec_info: + Crew( + tasks=[task], + agents=[researcher], + process=Process.hierarchical, + manager_llm=ChatOpenAI(model="gpt-4o"), + ) + + assert ( + exec_info.value.errors()[0]["type"] == "async_execution_in_hierarchical_process" + ) + assert ( + "Hierarchical process error: Tasks cannot be flagged with async_execution." + in exec_info.value.errors()[0]["msg"] + ) + + def test_crew_inputs_interpolate_both_agents_and_tasks(): agent = Agent( role="{topic} Researcher", @@ -1068,9 +1146,10 @@ def test_crew_inputs_interpolate_both_agents_and_tasks(): task = Task( description="Give me an analysis around {topic}.", expected_output="{points} bullet points about {topic}.", + agent=agent, ) - crew = Crew(agents=[agent], tasks=[task], inputs={"topic": "AI", "points": 5}) + crew = Crew(agents=[agent], tasks=[task]) inputs = {"topic": "AI", "points": 5} crew._interpolate_inputs(inputs=inputs) # Manual call for now @@ -1375,6 +1454,7 @@ def test_crew_train_success(task_evaluator, crew_training_handler, kickoff): task = Task( description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", expected_output="5 bullet points with a paragraph for each idea.", + agent=researcher, ) crew = Crew( @@ -1429,6 +1509,7 @@ def test_crew_train_error(): task = Task( description="Come up with a list of 5 interesting ideas to explore for an article", expected_output="5 bullet points with a paragraph for each idea.", + agent=researcher, ) crew = Crew( @@ -1450,6 +1531,7 @@ def test__setup_for_training(): task = Task( description="Come up with a list of 5 interesting ideas to explore for an article", expected_output="5 bullet points with a paragraph for each idea.", + agent=researcher, ) crew = Crew(