diff --git a/docs/how-to/Conditional-Tasks.md b/docs/how-to/Conditional-Tasks.md new file mode 100644 index 000000000..20a7f3952 --- /dev/null +++ b/docs/how-to/Conditional-Tasks.md @@ -0,0 +1,87 @@ +--- +title: Conditional Tasks +description: Learn how to use conditional tasks in a crewAI kickoff +--- + +## Introduction + +Conditional Tasks in crewAI allow for dynamic workflow adaptation based on the outcomes of previous tasks. This powerful feature enables crews to make decisions and execute tasks selectively, enhancing the flexibility and efficiency of your AI-driven processes. + +```python +from typing import List + +from pydantic import BaseModel +from crewai import Agent, Crew +from crewai.tasks.conditional_task import ConditionalTask +from crewai.tasks.task_output import TaskOutput +from crewai.task import Task +from crewai_tools import SerperDevTool + + +# Define a condition function for the conditional task +# if false task will be skipped, true, then execute task +def is_data_missing(output: TaskOutput) -> bool: + return len(output.pydantic.events) < 10: # this will skip this task + +# Define the agents +data_fetcher_agent = Agent( + role="Data Fetcher", + goal="Fetch data online using Serper tool", + backstory="Backstory 1", + verbose=True, + tools=[SerperDevTool()], +) + +data_processor_agent = Agent( + role="Data Processor", + goal="Process fetched data", + backstory="Backstory 2", + verbose=True, +) + +summary_generator_agent = Agent( + role="Summary Generator", + goal="Generate summary from fetched data", + backstory="Backstory 3", + verbose=True, +) + + +class EventOutput(BaseModel): + events: List[str] + + +task1 = Task( + description="Fetch data about events in San Francisco using Serper tool", + expected_output="List of 10 things to do in SF this week", + agent=data_fetcher_agent, + output_pydantic=EventOutput, +) + +conditional_task = ConditionalTask( + description=""" + Check if data is missing. If we have less than 10 events, + fetch more events using Serper tool so that + we have a total of 10 events in SF this week.. + """, + expected_output="List of 10 Things to do in SF this week ", + condition=is_data_missing, + agent=data_processor_agent, +) + +task3 = Task( + description="Generate summary of events in San Francisco from fetched data", + expected_output="summary_generated", + agent=summary_generator_agent, +) + +# Create a crew with the tasks +crew = Crew( + agents=[data_fetcher_agent, data_processor_agent, summary_generator_agent], + tasks=[task1, conditional_task, task3], + verbose=2, +) + +result = crew.kickoff() +print("results", result) +``` diff --git a/docs/index.md b/docs/index.md index 061ee9027..b21c20681 100644 --- a/docs/index.md +++ b/docs/index.md @@ -118,6 +118,11 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By Replay from a Task +
  • + + Conditional Tasks + +
  • Agent Monitoring with AgentOps diff --git a/mkdocs.yml b/mkdocs.yml index 622340b39..6e8cae1c8 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -146,6 +146,7 @@ nav: - Kickoff a Crew Asynchronously: 'how-to/Kickoff-async.md' - Kickoff a Crew for a List: 'how-to/Kickoff-for-each.md' - Replay from a specific task from a kickoff: 'how-to/Replay-tasks-from-latest-Crew-Kickoff.md' + - Conditional Tasks: 'how-to/Conditional-Tasks.md' - Agent Monitoring with AgentOps: 'how-to/AgentOps-Observability.md' - Agent Monitoring with LangTrace: 'how-to/Langtrace-Observability.md' - Tools Docs: diff --git a/src/crewai/crew.py b/src/crewai/crew.py index e540a2ad9..3b50f31bf 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -28,6 +28,7 @@ from crewai.memory.long_term.long_term_memory import LongTermMemory from crewai.memory.short_term.short_term_memory import ShortTermMemory from crewai.process import Process from crewai.task import Task +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.task_output import TaskOutput from crewai.telemetry import Telemetry from crewai.tools.agent_tools import AgentTools @@ -37,12 +38,11 @@ from crewai.utilities.constants import ( TRAINING_DATA_FILE, ) from crewai.utilities.evaluators.task_evaluator import TaskEvaluator -from crewai.utilities.task_output_storage_handler import TaskOutputStorageHandler - from crewai.utilities.formatter import ( aggregate_raw_outputs_from_task_outputs, aggregate_raw_outputs_from_tasks, ) +from crewai.utilities.task_output_storage_handler import TaskOutputStorageHandler from crewai.utilities.training_handler import CrewTrainingHandler try: @@ -295,6 +295,29 @@ class Crew(BaseModel): return self + @model_validator(mode="after") + def validate_first_task(self) -> "Crew": + """Ensure the first task is not a ConditionalTask.""" + if self.tasks and isinstance(self.tasks[0], ConditionalTask): + raise PydanticCustomError( + "invalid_first_task", + "The first task cannot be a ConditionalTask.", + {}, + ) + return self + + @model_validator(mode="after") + def validate_async_tasks_not_async(self) -> "Crew": + """Ensure that ConditionalTask is not async.""" + for task in self.tasks: + if task.async_execution and isinstance(task, ConditionalTask): + raise PydanticCustomError( + "invalid_async_conditional_task", + f"Conditional Task: {task.description} , cannot be executed asynchronously.", # type: ignore # Argument of type "str" cannot be assigned to parameter "message_template" of type "LiteralString" + {}, + ) + return self + @model_validator(mode="after") def validate_async_task_cannot_include_sequential_async_tasks_in_context(self): """ @@ -623,6 +646,13 @@ class Crew(BaseModel): ) self._log_task_start(task, agent_to_use) + if isinstance(task, ConditionalTask): + skipped_task_output = self._handle_conditional_task( + task, task_outputs, futures, task_index, was_replayed + ) + if skipped_task_output: + continue + if task.async_execution: context = self._get_context( task, [last_sync_output] if last_sync_output else [] @@ -635,9 +665,7 @@ class Crew(BaseModel): futures.append((task, future, task_index)) else: if futures: - task_outputs.extend( - self._process_async_tasks(futures, was_replayed) - ) + task_outputs = self._process_async_tasks(futures, was_replayed) futures.clear() context = self._get_context(task, task_outputs) @@ -655,6 +683,32 @@ class Crew(BaseModel): return self._create_crew_output(task_outputs) + def _handle_conditional_task( + self, + task: ConditionalTask, + task_outputs: List[TaskOutput], + futures: List[Tuple[Task, Future[TaskOutput], int]], + task_index: int, + was_replayed: bool, + ) -> Optional[TaskOutput]: + if futures: + task_outputs = self._process_async_tasks(futures, was_replayed) + futures.clear() + + previous_output = task_outputs[task_index - 1] if task_outputs else None + if previous_output is not None and not task.should_execute(previous_output): + self._logger.log( + "debug", + f"Skipping conditional task: {task.description}", + color="yellow", + ) + skipped_task_output = task.get_skipped_task_output() + + if not was_replayed: + self._store_execution_log(task, skipped_task_output, task_index) + return skipped_task_output + return None + def _prepare_task(self, task: Task, manager: Optional[BaseAgent]): if self.process == Process.hierarchical: self._update_manager_tools(task, manager) diff --git a/src/crewai/tasks/conditional_task.py b/src/crewai/tasks/conditional_task.py new file mode 100644 index 000000000..d2edee12f --- /dev/null +++ b/src/crewai/tasks/conditional_task.py @@ -0,0 +1,47 @@ +from typing import Any, Callable + +from pydantic import Field + +from crewai.task import Task +from crewai.tasks.output_format import OutputFormat +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: Callable[[TaskOutput], bool] = Field( + default=None, + description="Maximum number of retries for an agent to execute a task when an error occurs.", + ) + + def __init__( + self, + condition: Callable[[Any], bool], + **kwargs, + ): + super().__init__(**kwargs) + self.condition = condition + + def should_execute(self, context: TaskOutput) -> bool: + """ + 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. + """ + return self.condition(context) + + def get_skipped_task_output(self): + return TaskOutput( + description=self.description, + raw="", + agent=self.agent.role if self.agent else "", + output_format=OutputFormat.RAW, + ) diff --git a/src/crewai/utilities/printer.py b/src/crewai/utilities/printer.py index 3d065c169..4bdd585a4 100644 --- a/src/crewai/utilities/printer.py +++ b/src/crewai/utilities/printer.py @@ -10,6 +10,8 @@ class Printer: self._print_bold_purple(content) elif color == "bold_blue": self._print_bold_blue(content) + elif color == "yellow": + self._print_yellow(content) else: print(content) @@ -27,3 +29,6 @@ class Printer: def _print_bold_blue(self, content): print("\033[1m\033[94m {}\033[00m".format(content)) + + def _print_yellow(self, content): + print("\033[93m {}\033[00m".format(content)) diff --git a/tests/cassettes/test_conditional_task_last_task.yaml b/tests/cassettes/test_conditional_task_last_task.yaml new file mode 100644 index 000000000..6677b23ef --- /dev/null +++ b/tests/cassettes/test_conditional_task_last_task.yaml @@ -0,0 +1,3098 @@ +interactions: +- request: + body: '{"messages": [{"content": "You are Researcher. 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- Tue, 16 Jul 2024 18:43:12 GMT + status: + code: 200 + message: OK +version: 1 diff --git a/tests/crew_test.py b/tests/crew_test.py index 5c8833652..72ffc4d79 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -4,11 +4,10 @@ import hashlib import json from concurrent.futures import Future from unittest import mock -from unittest.mock import patch +from unittest.mock import MagicMock, patch import pydantic_core import pytest - from crewai.agent import Agent from crewai.agents.cache import CacheHandler from crewai.crew import Crew @@ -16,6 +15,7 @@ from crewai.crews.crew_output import CrewOutput from crewai.memory.contextual.contextual_memory import ContextualMemory from crewai.process import Process from crewai.task import Task +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput from crewai.utilities import Logger, RPMController @@ -917,9 +917,7 @@ async def test_kickoff_async_basic_functionality_and_output(): @pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.asyncio async def test_async_kickoff_for_each_async_basic_functionality_and_output(): - """Tests the basic functionality and output of akickoff_for_each_async.""" - from unittest.mock import patch - + """Tests the basic functionality and output of kickoff_for_each_async.""" inputs = [ {"topic": "dog"}, {"topic": "cat"}, @@ -945,8 +943,13 @@ async def test_async_kickoff_for_each_async_basic_functionality_and_output(): agent=agent, ) + async def mock_kickoff_async(**kwargs): + input_data = kwargs.get("inputs") + index = [input_["topic"] for input_ in inputs].index(input_data["topic"]) + return expected_outputs[index] + with patch.object( - Crew, "kickoff_async", side_effect=expected_outputs + Crew, "kickoff_async", side_effect=mock_kickoff_async ) as mock_kickoff_async: crew = Crew(agents=[agent], tasks=[task]) @@ -2263,3 +2266,160 @@ def test_key(): ).hexdigest() assert crew.key == hash + + +def test_conditional_task_requirement_breaks_when_singular_conditional_task(): + def condition_fn(output) -> bool: + return output.raw.startswith("Andrew Ng has!!") + + 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.", + condition=condition_fn, + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError): + Crew( + agents=[researcher, writer], + tasks=[task], + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_task_last_task_when_conditional_is_true(): + def condition_fn(output) -> bool: + return True + + task1 = Task( + description="Say Hi", + expected_output="Hi", + agent=researcher, + ) + 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_fn, + agent=writer, + ) + + crew = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + result = crew.kickoff() + assert result.raw.startswith( + "1. **The Rise of AI Agents in Customer Service: Revolutionizing Customer Interactions**" + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_task_last_task_when_conditional_is_false(): + def condition_fn(output) -> bool: + return False + + task1 = Task( + description="Say Hi", + expected_output="Hi", + agent=researcher, + ) + 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_fn, + agent=writer, + ) + + crew = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + result = crew.kickoff() + print(result.raw) + assert result.raw == "Hi" + + +def test_conditional_task_requirement_breaks_when_task_async(): + def my_condition(context): + return context.get("some_value") > 10 + + 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.", + execute_async=True, + condition=my_condition, + agent=researcher, + ) + task2 = Task( + description="Say Hi", + expected_output="Hi", + agent=writer, + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError): + Crew( + agents=[researcher, writer], + tasks=[task, task2], + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_should_skip(): + 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="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.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="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 diff --git a/tests/task_test.py b/tests/task_test.py index 5df98ae6f..412e42dca 100644 --- a/tests/task_test.py +++ b/tests/task_test.py @@ -6,6 +6,7 @@ from unittest.mock import MagicMock, patch import pytest from crewai import Agent, Crew, Process, Task +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.task_output import TaskOutput from crewai.utilities.converter import Converter from pydantic import BaseModel @@ -696,6 +697,19 @@ def test_task_definition_based_on_dict(): assert task.agent is None +def test_conditional_task_definition_based_on_dict(): + config = { + "description": "Give me an integer score between 1-5 for the following title: 'The impact of AI in the future of work', check examples to based your evaluation.", + "expected_output": "The score of the title.", + } + + task = ConditionalTask(config=config, condition=lambda x: True) + + assert task.description == config["description"] + assert task.expected_output == config["expected_output"] + assert task.agent is None + + def test_interpolate_inputs(): task = Task( description="Give me a list of 5 interesting ideas about {topic} to explore for an article, what makes them unique and interesting.",