From 0cc37e0d72acb9fe28b14fb3b5fe19da054e8d47 Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Fri, 5 Jul 2024 08:40:58 -0700 Subject: [PATCH] WIP conditional tasks, added test and the logic flow, need to improve things within sequential since DRY best practices can be improved --- src/crewai/conditional_task.py | 16 +- src/crewai/crew.py | 47 +- src/crewai/crews/crew_output.py | 8 +- src/crewai/tasks/task_output.py | 3 - ...tional_skips_task_if_condition_is_met.yaml | 2683 +++++++++++++++++ tests/crew_test.py | 83 +- 6 files changed, 2812 insertions(+), 28 deletions(-) create mode 100644 tests/cassettes/test_conditional_skips_task_if_condition_is_met.yaml diff --git a/src/crewai/conditional_task.py b/src/crewai/conditional_task.py index 67f9f0c7b..66af70722 100644 --- a/src/crewai/conditional_task.py +++ b/src/crewai/conditional_task.py @@ -3,10 +3,14 @@ from typing import Callable, Optional, Any from pydantic import BaseModel from crewai.task import Task -from crewai.tasks.task_output import TaskOutput class ConditionalTask(Task): + """ + A task that can be conditionally executed based on the output of another task. + Note: This cannot be the only task you have in your crew and cannot be the first since its needs context from the previous task. + """ + condition: Optional[Callable[[BaseModel], bool]] = None def __init__( @@ -19,7 +23,15 @@ class ConditionalTask(Task): self.condition = condition def should_execute(self, context: Any) -> bool: - print("TaskOutput", TaskOutput) + """ + Determines whether the conditional task should be executed based on the provided context. + + Args: + context (Any): The context or output from the previous task that will be evaluated by the condition. + + Returns: + bool: True if the task should be executed, False otherwise. + """ if self.condition: return self.condition(context) return True diff --git a/src/crewai/crew.py b/src/crewai/crew.py index d6dc9e3af..76f931f0e 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -408,21 +408,28 @@ class Crew(BaseModel): task_outputs: List[TaskOutput] = [] futures: List[Tuple[Task, Future[TaskOutput]]] = [] - for i, task in enumerate(self.tasks): - # if isinstance(task, ConditionalTask): - # # print("task_outputs", task_outputs) - # previous_output = task_outputs[-1] if task_outputs else None - # print("previous_output", previous_output) - # # print("previous_output type", type(previous_output)) - # if previous_output is not None: - # if not task.should_execute(previous_output): - # self._logger.log( - # "info", - # f"Skipping conditional task: {task.description}", - # color="yellow", - # ) - # continue - if task.agent.allow_delegation: # type: ignore # Item "None" of "Agent | None" has no attribute "allow_delegation" + for task in self.tasks: + if isinstance(task, ConditionalTask): + if futures: + task_outputs = [] + for future_task, future in futures: + task_output = future.result() + task_outputs.append(task_output) + self._process_task_result(future_task, task_output) + futures.clear() + + previous_output = task_outputs[-1] if task_outputs else None + if previous_output is not None and not task.should_execute( + previous_output.result() + ): + self._logger.log( + "info", + f"Skipping conditional task: {task.description}", + color="yellow", + ) + continue + + if task.agent and task.agent.allow_delegation: agents_for_delegation = [ agent for agent in self.agents if agent != task.agent ] @@ -625,9 +632,17 @@ class Crew(BaseModel): """ Formats the output of the crew execution. """ + + # breakpoint() + task_output = [] + for task in self.tasks: + if task.output: + # print("task.output", task.output) + task_output.append(task.output.result()) return CrewOutput( output=output, - tasks_output=[task.output for task in self.tasks if task], + # tasks_output=[task.output for task in self.tasks if task], + tasks_output=task_output, token_usage=token_usage, ) diff --git a/src/crewai/crews/crew_output.py b/src/crewai/crews/crew_output.py index 018fc76ff..f205585fa 100644 --- a/src/crewai/crews/crew_output.py +++ b/src/crewai/crews/crew_output.py @@ -1,4 +1,4 @@ -from typing import Any, Dict, List +from typing import Any, Dict, List, Union from pydantic import BaseModel, Field @@ -8,7 +8,11 @@ from crewai.utilities.formatter import aggregate_raw_outputs_from_task_outputs class CrewOutput(BaseModel): output: List[TaskOutput] = Field(description="Result of the final task") - tasks_output: list[TaskOutput] = Field( + # NOTE HERE + # tasks_output: list[TaskOutput] = Field( + # description="Output of each task", default=[] + # ) + tasks_output: list[Union[str, BaseModel, Dict[str, Any]]] = Field( description="Output of each task", default=[] ) token_usage: Dict[str, Any] = Field( diff --git a/src/crewai/tasks/task_output.py b/src/crewai/tasks/task_output.py index 28e9c675c..8dc50b0ae 100644 --- a/src/crewai/tasks/task_output.py +++ b/src/crewai/tasks/task_output.py @@ -29,13 +29,10 @@ class TaskOutput(BaseModel): def result(self) -> Union[str, BaseModel, Dict[str, Any]]: """Return the result of the task based on the available output.""" if self.pydantic_output: - print("returns pydantic_output", self.pydantic_output) return self.pydantic_output elif self.json_output: - print("returns json_output", self.json_output) return self.json_output else: - print("return string out") return self.raw_output def __getitem__(self, key: str) -> Any: diff --git a/tests/cassettes/test_conditional_skips_task_if_condition_is_met.yaml b/tests/cassettes/test_conditional_skips_task_if_condition_is_met.yaml new file mode 100644 index 000000000..db75cc07d --- /dev/null +++ b/tests/cassettes/test_conditional_skips_task_if_condition_is_met.yaml @@ -0,0 +1,2683 @@ +interactions: +- request: + body: '{"messages": [{"content": "You are Researcher. 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x-request-id: + - req_2063db8ebcd1b9df306837d18b206d4e + status: + code: 200 + message: OK +version: 1 diff --git a/tests/crew_test.py b/tests/crew_test.py index f1140630d..5e5281e74 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -3,13 +3,14 @@ import json from concurrent.futures import Future from unittest import mock -from unittest.mock import patch +from unittest.mock import patch, MagicMock import pydantic_core import pytest from crewai.agent import Agent from crewai.agents.cache import CacheHandler +from crewai.conditional_task import ConditionalTask from crewai.crew import Crew from crewai.crews.crew_output import CrewOutput from crewai.memory.contextual.contextual_memory import ContextualMemory @@ -559,7 +560,6 @@ def test_hierarchical_async_task_execution_completion(): @pytest.mark.vcr(filter_headers=["authorization"]) def test_single_task_with_async_execution(): - researcher_agent = Agent( role="Researcher", goal="Make the best research and analysis on content about AI and AI agents", @@ -713,7 +713,6 @@ def test_async_task_execution_call_count(): ) as mock_execute_sync, patch.object( Task, "execute_async", return_value=mock_future ) as mock_execute_async: - crew.kickoff() assert mock_execute_async.call_count == 2 @@ -1135,8 +1134,6 @@ def test_code_execution_flag_adds_code_tool_upon_kickoff(): @pytest.mark.vcr(filter_headers=["authorization"]) def test_delegation_is_not_enabled_if_there_are_only_one_agent(): - from unittest.mock import patch - researcher = Agent( role="Researcher", goal="Make the best research and analysis on content about AI and AI agents", @@ -1204,6 +1201,82 @@ def test_agent_usage_metrics_are_captured_for_sequential_process(): assert crew.usage_metrics[key] > 0, f"Value for key '{key}' is zero" +def test_conditional_task_requirement_breaks_when_singular_conditional_task(): + task = ConditionalTask( + 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.", + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError): + Crew( + agents=[researcher, writer], + tasks=[task], + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_should_not_execute(): + task1 = Task(description="Return hello", expected_output="say hi", agent=researcher) + + condition_mock = MagicMock(return_value=False) + task2 = ConditionalTask( + 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.", + condition=condition_mock, + agent=writer, + ) + crew_met = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + with patch.object(Task, "execute_sync") as mock_execute_sync: + mock_execute_sync.return_value = TaskOutput( + description="Task 1 description", + raw_output="Task 1 output", + agent="Researcher", + ) + + result = crew_met.kickoff() + assert mock_execute_sync.call_count == 1 + + assert condition_mock.call_count == 1 + assert condition_mock() is False + + assert task2.output is None + assert result.raw_output().startswith("Task 1 output") + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_should_execute(): + task1 = Task(description="Return hello", expected_output="say hi", agent=researcher) + + condition_mock = MagicMock( + return_value=True + ) # should execute this conditional task + task2 = ConditionalTask( + 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.", + condition=condition_mock, + agent=writer, + ) + crew_met = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + with patch.object(Task, "execute_sync") as mock_execute_sync: + mock_execute_sync.return_value = TaskOutput( + description="Task 1 description", + raw_output="Task 1 output", + agent="Researcher", + ) + + crew_met.kickoff() + + assert condition_mock.call_count == 1 + assert condition_mock() is True + assert mock_execute_sync.call_count == 2 + + @pytest.mark.vcr(filter_headers=["authorization"]) def test_agent_usage_metrics_are_captured_for_hierarchical_process(): from langchain_openai import ChatOpenAI