From c320fc655ea31ab691fb0fe4182ea35661c2a5a3 Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Tue, 16 Jul 2024 12:04:34 -0700 Subject: [PATCH 1/8] conditional task feat --- src/crewai/__init__.py | 3 +- src/crewai/conditional_task.py | 35 ++ src/crewai/crew.py | 81 ++++ src/crewai/utilities/printer.py | 5 + .../test_replay_task_with_context.yaml | 449 ++++++++++++++++++ tests/crew_test.py | 93 +++- 6 files changed, 664 insertions(+), 2 deletions(-) create mode 100644 src/crewai/conditional_task.py create mode 100644 tests/cassettes/test_replay_task_with_context.yaml diff --git a/src/crewai/__init__.py b/src/crewai/__init__.py index c4091ec54..795d3248a 100644 --- a/src/crewai/__init__.py +++ b/src/crewai/__init__.py @@ -2,5 +2,6 @@ from crewai.agent import Agent from crewai.crew import Crew from crewai.process import Process from crewai.task import Task +from crewai.conditional_task import ConditionalTask -__all__ = ["Agent", "Crew", "Process", "Task"] +__all__ = ["Agent", "Crew", "Process", "Task", "ConditionalTask"] diff --git a/src/crewai/conditional_task.py b/src/crewai/conditional_task.py new file mode 100644 index 000000000..19c67879e --- /dev/null +++ b/src/crewai/conditional_task.py @@ -0,0 +1,35 @@ +from typing import Callable, Optional, Any +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[[TaskOutput], bool]] = None + + def __init__( + self, + *args, + condition: Optional[Callable[[TaskOutput], bool]] = None, + **kwargs, + ): + super().__init__(*args, **kwargs) + self.condition = condition + + def should_execute(self, context: Any) -> 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. + """ + if self.condition: + return self.condition(context) + return True diff --git a/src/crewai/crew.py b/src/crewai/crew.py index e540a2ad9..9154a1735 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -28,6 +28,8 @@ 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.conditional_task import ConditionalTask +from crewai.tasks.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput from crewai.telemetry import Telemetry from crewai.tools.agent_tools import AgentTools @@ -295,6 +297,29 @@ 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 the first task is not a ConditionalTask.""" + 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): """ @@ -622,7 +647,35 @@ class Crew(BaseModel): f"No agent available for task: {task.description}. Ensure that either the task has an assigned agent or a manager agent is provided." ) self._log_task_start(task, agent_to_use) + if isinstance(task, ConditionalTask): + if futures: + task_outputs.extend( + 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( + "info", + f"Skipping conditional task: {task.description}", + color="yellow", + ) + skipped_task_output = TaskOutput( + description=task.description, + raw="", + agent=task.agent.role if task.agent else "", + output_format=OutputFormat.RAW, + ) + if not was_replayed: + self._store_execution_log( + task, + skipped_task_output, + task_index, + ) + continue if task.async_execution: context = self._get_context( task, [last_sync_output] if last_sync_output else [] @@ -687,6 +740,34 @@ class Crew(BaseModel): # Add the new tool task.tools.append(new_tool) + def _handle_conditional_task( + self, + task: ConditionalTask, + futures: List[Tuple[Task, Future[TaskOutput], int]], + task_outputs: List[TaskOutput], + task_index: int, + was_replayed: bool, + ) -> bool: + """ + Handle conditional task execution. + + Returns: + bool: True if the task should be executed, False if it should be skipped. + """ + if futures: + task_outputs.extend(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( + "info", + f"Skipping conditional task: {task.description}", + color="yellow", + ) + return False + return True + def _log_task_start(self, task: Task, agent: Optional[BaseAgent]): color = self._logging_color role = agent.role if agent else "None" 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_replay_task_with_context.yaml b/tests/cassettes/test_replay_task_with_context.yaml new file mode 100644 index 000000000..e7f0352b9 --- /dev/null +++ b/tests/cassettes/test_replay_task_with_context.yaml @@ -0,0 +1,449 @@ +interactions: +- request: + body: !!binary | + CrG5AQokCiIKDHNlcnZpY2UubmFtZRISChBjcmV3QUktdGVsZW1ldHJ5Eoe5AQoSChBjcmV3YWku + dGVsZW1ldHJ5EpACChB1aPb7uNmPUxB3quhKypN4EgjnW4at80oLKCoOVGFzayBFeGVjdXRpb24w + 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diff --git a/tests/crew_test.py b/tests/crew_test.py index b9f38789e..bb1a7b5bd 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -4,13 +4,14 @@ 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.conditional_task import ConditionalTask from crewai.crew import Crew from crewai.crews.crew_output import CrewOutput from crewai.memory.contextual.contextual_memory import ContextualMemory @@ -2260,3 +2261,93 @@ def test_key(): ).hexdigest() assert crew.key == hash + + +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], + ) + + +def test_conditional_task_requirement_breaks_when_task_async(): + 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, + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError): + Crew( + agents=[researcher, writer], + tasks=[task], + ) + + +@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 From c0f04bbb373e775f18aab9bdcbce9df3b22bce4f Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Tue, 16 Jul 2024 13:06:50 -0700 Subject: [PATCH 2/8] removing unused code --- src/crewai/crew.py | 28 ---------------------------- 1 file changed, 28 deletions(-) diff --git a/src/crewai/crew.py b/src/crewai/crew.py index 9154a1735..f2459464c 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -740,34 +740,6 @@ class Crew(BaseModel): # Add the new tool task.tools.append(new_tool) - def _handle_conditional_task( - self, - task: ConditionalTask, - futures: List[Tuple[Task, Future[TaskOutput], int]], - task_outputs: List[TaskOutput], - task_index: int, - was_replayed: bool, - ) -> bool: - """ - Handle conditional task execution. - - Returns: - bool: True if the task should be executed, False if it should be skipped. - """ - if futures: - task_outputs.extend(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( - "info", - f"Skipping conditional task: {task.description}", - color="yellow", - ) - return False - return True - def _log_task_start(self, task: Task, agent: Optional[BaseAgent]): color = self._logging_color role = agent.role if agent else "None" From b0c2b15a3e280bdd650ff9a09e23cc92c6b23cf3 Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Tue, 16 Jul 2024 13:07:31 -0700 Subject: [PATCH 3/8] better code spacing --- src/crewai/crew.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/crewai/crew.py b/src/crewai/crew.py index f2459464c..94801486d 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -647,6 +647,7 @@ class Crew(BaseModel): f"No agent available for task: {task.description}. Ensure that either the task has an assigned agent or a manager agent is provided." ) self._log_task_start(task, agent_to_use) + if isinstance(task, ConditionalTask): if futures: task_outputs.extend( @@ -676,6 +677,7 @@ class Crew(BaseModel): task_index, ) continue + if task.async_execution: context = self._get_context( task, [last_sync_output] if last_sync_output else [] From bc7f601f84e3e70135ce827708d9116102dc7e32 Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Tue, 16 Jul 2024 15:10:13 -0700 Subject: [PATCH 4/8] updated fixes for conditional tasks --- src/crewai/__init__.py | 3 +- src/crewai/crew.py | 2 +- src/crewai/{ => tasks}/conditional_task.py | 13 +- .../test_conditional_task_last_task.yaml | 3098 +++++++++++++++++ tests/crew_test.py | 45 +- 5 files changed, 3152 insertions(+), 9 deletions(-) rename src/crewai/{ => tasks}/conditional_task.py (72%) create mode 100644 tests/cassettes/test_conditional_task_last_task.yaml diff --git a/src/crewai/__init__.py b/src/crewai/__init__.py index 795d3248a..c4091ec54 100644 --- a/src/crewai/__init__.py +++ b/src/crewai/__init__.py @@ -2,6 +2,5 @@ from crewai.agent import Agent from crewai.crew import Crew from crewai.process import Process from crewai.task import Task -from crewai.conditional_task import ConditionalTask -__all__ = ["Agent", "Crew", "Process", "Task", "ConditionalTask"] +__all__ = ["Agent", "Crew", "Process", "Task"] diff --git a/src/crewai/crew.py b/src/crewai/crew.py index 94801486d..5edc25c0b 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -28,7 +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.conditional_task import ConditionalTask +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput from crewai.telemetry import Telemetry diff --git a/src/crewai/conditional_task.py b/src/crewai/tasks/conditional_task.py similarity index 72% rename from src/crewai/conditional_task.py rename to src/crewai/tasks/conditional_task.py index 19c67879e..e11e1097d 100644 --- a/src/crewai/conditional_task.py +++ b/src/crewai/tasks/conditional_task.py @@ -1,4 +1,6 @@ -from typing import Callable, Optional, Any +from typing import Callable, Any + +from pydantic import Field from crewai.task import Task from crewai.tasks.task_output import TaskOutput @@ -9,18 +11,21 @@ class ConditionalTask(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. 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nosniff + alt-svc: + - h3=":443"; ma=86400 + openai-organization: + - crewai-iuxna1 + openai-processing-ms: + - '88' + openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=15552000; includeSubDomains; preload + x-ratelimit-limit-requests: + - '10000' + x-ratelimit-limit-tokens: + - '30000000' + x-ratelimit-remaining-requests: + - '9999' + x-ratelimit-remaining-tokens: + - '29999677' + x-ratelimit-reset-requests: + - 6ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_19cee0da7f10d0bd8641300e52d18fdf + status: + code: 200 + message: OK +version: 1 diff --git a/tests/crew_test.py b/tests/crew_test.py index bb1a7b5bd..e7a87078b 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -11,7 +11,7 @@ import pytest from crewai.agent import Agent from crewai.agents.cache import CacheHandler -from crewai.conditional_task import ConditionalTask +from crewai.tasks.conditional_task import ConditionalTask from crewai.crew import Crew from crewai.crews.crew_output import CrewOutput from crewai.memory.contextual.contextual_memory import ContextualMemory @@ -2264,9 +2264,13 @@ def test_key(): 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): @@ -2276,17 +2280,54 @@ def test_conditional_task_requirement_breaks_when_singular_conditional_task(): ) +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_task_last_task(): + def condition_fn(output) -> bool: + if output.raw == "Hi": + return False + 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 == "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], + tasks=[task, task2], ) From ef928ee3cba8635ce23c39c57b61d33bb14f25dd Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Tue, 16 Jul 2024 16:04:41 -0700 Subject: [PATCH 5/8] added docs and tests --- docs/how-to/Conditional-Tasks.md | 88 ++++++++++++++++++++++++++++ docs/index.md | 5 ++ mkdocs.yml | 1 + src/crewai/crew.py | 3 +- src/crewai/tasks/conditional_task.py | 3 +- tests/task_test.py | 14 +++++ 6 files changed, 111 insertions(+), 3 deletions(-) create mode 100644 docs/how-to/Conditional-Tasks.md diff --git a/docs/how-to/Conditional-Tasks.md b/docs/how-to/Conditional-Tasks.md new file mode 100644 index 000000000..45b6b480e --- /dev/null +++ b/docs/how-to/Conditional-Tasks.md @@ -0,0 +1,88 @@ +--- +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_fetched(output: TaskOutput) -> bool: + if len(output.pydantic.events) >= 10: # this will skip this task + return False + return True + + +# 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( + name="Data Fetching 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( + name="Data Processing Task", + description="Process data if data fetching is successful", + expected_output="List of 11 Things to do in SF this week ", + condition=is_data_fetched, + agent=data_processor_agent, +) + +task3 = Task( + name="Summary Generation 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) +``` \ No newline at end of file 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 5edc25c0b..f025145fc 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -660,7 +660,7 @@ class Crew(BaseModel): previous_output ): self._logger.log( - "info", + "debug", f"Skipping conditional task: {task.description}", color="yellow", ) @@ -670,6 +670,7 @@ class Crew(BaseModel): agent=task.agent.role if task.agent else "", output_format=OutputFormat.RAW, ) + if not was_replayed: self._store_execution_log( task, diff --git a/src/crewai/tasks/conditional_task.py b/src/crewai/tasks/conditional_task.py index e11e1097d..97b75c1f7 100644 --- a/src/crewai/tasks/conditional_task.py +++ b/src/crewai/tasks/conditional_task.py @@ -18,11 +18,10 @@ class ConditionalTask(Task): def __init__( self, - *args, condition: Callable[[Any], bool], **kwargs, ): - super().__init__(*args, **kwargs) + super().__init__(**kwargs) self.condition = condition def should_execute(self, context: TaskOutput) -> bool: diff --git a/tests/task_test.py b/tests/task_test.py index 9e98ecbad..7bf74866f 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 @@ -695,6 +696,19 @@ 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.", From bde0a3e99cf439395f31e5c0eaef892eeabc83a1 Mon Sep 17 00:00:00 2001 From: Lorenze Jay Date: Tue, 16 Jul 2024 20:11:52 -0700 Subject: [PATCH 6/8] code cleanup --- src/crewai/crew.py | 67 +++++++++++++++++++++++++--------------------- 1 file changed, 36 insertions(+), 31 deletions(-) diff --git a/src/crewai/crew.py b/src/crewai/crew.py index f025145fc..719d246ae 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -649,34 +649,10 @@ class Crew(BaseModel): self._log_task_start(task, agent_to_use) if isinstance(task, ConditionalTask): - if futures: - task_outputs.extend( - 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 = TaskOutput( - description=task.description, - raw="", - agent=task.agent.role if task.agent else "", - output_format=OutputFormat.RAW, - ) - - if not was_replayed: - self._store_execution_log( - task, - skipped_task_output, - task_index, - ) + skipped_task_output = self._handle_conditional_task( + task, task_outputs, futures, task_index, was_replayed + ) + if skipped_task_output: continue if task.async_execution: @@ -691,9 +667,7 @@ 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) @@ -711,6 +685,37 @@ 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 = TaskOutput( + description=task.description, + raw="", + agent=task.agent.role if task.agent else "", + output_format=OutputFormat.RAW, + ) + + 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) From 36efa172ee16da88172879b198137e6ce51998e0 Mon Sep 17 00:00:00 2001 From: Brandon Hancock Date: Wed, 17 Jul 2024 11:03:11 -0400 Subject: [PATCH 7/8] Add more tests. Clean up docs. Improve conditional task --- docs/how-to/Conditional-Tasks.md | 27 +- src/crewai/crew.py | 12 +- src/crewai/tasks/conditional_task.py | 12 +- ...k_last_task_when_conditional_is_false.yaml | 151 + ...sk_last_task_when_conditional_is_true.yaml | 3467 +++++++++++++++++ tests/crew_test.py | 46 +- 6 files changed, 3682 insertions(+), 33 deletions(-) create mode 100644 tests/cassettes/test_conditional_task_last_task_when_conditional_is_false.yaml create mode 100644 tests/cassettes/test_conditional_task_last_task_when_conditional_is_true.yaml diff --git a/docs/how-to/Conditional-Tasks.md b/docs/how-to/Conditional-Tasks.md index 45b6b480e..20a7f3952 100644 --- a/docs/how-to/Conditional-Tasks.md +++ b/docs/how-to/Conditional-Tasks.md @@ -4,8 +4,8 @@ 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. +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 @@ -18,12 +18,10 @@ 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_fetched(output: TaskOutput) -> bool: - if len(output.pydantic.events) >= 10: # this will skip this task - return False - return True - +# 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( @@ -54,7 +52,6 @@ class EventOutput(BaseModel): task1 = Task( - name="Data Fetching 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, @@ -62,15 +59,17 @@ task1 = Task( ) conditional_task = ConditionalTask( - name="Data Processing Task", - description="Process data if data fetching is successful", - expected_output="List of 11 Things to do in SF this week ", - condition=is_data_fetched, + 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( - name="Summary Generation Task", description="Generate summary of events in San Francisco from fetched data", expected_output="summary_generated", agent=summary_generator_agent, @@ -85,4 +84,4 @@ crew = Crew( result = crew.kickoff() print("results", result) -``` \ No newline at end of file +``` diff --git a/src/crewai/crew.py b/src/crewai/crew.py index 719d246ae..687e0e794 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -39,12 +39,11 @@ 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: @@ -310,7 +309,7 @@ class Crew(BaseModel): @model_validator(mode="after") def validate_async_tasks_not_async(self) -> "Crew": - """Ensure the first task is not a ConditionalTask.""" + """Ensure that ConditionalTask is not async.""" for task in self.tasks: if task.async_execution and isinstance(task, ConditionalTask): raise PydanticCustomError( @@ -704,12 +703,7 @@ class Crew(BaseModel): f"Skipping conditional task: {task.description}", color="yellow", ) - skipped_task_output = TaskOutput( - description=task.description, - raw="", - agent=task.agent.role if task.agent else "", - output_format=OutputFormat.RAW, - ) + skipped_task_output = task.get_skipped_task_output() if not was_replayed: self._store_execution_log(task, skipped_task_output, task_index) diff --git a/src/crewai/tasks/conditional_task.py b/src/crewai/tasks/conditional_task.py index 97b75c1f7..5e000e196 100644 --- a/src/crewai/tasks/conditional_task.py +++ b/src/crewai/tasks/conditional_task.py @@ -1,7 +1,9 @@ -from typing import Callable, Any +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 @@ -37,3 +39,11 @@ class ConditionalTask(Task): if self.condition: return self.condition(context) return True + + 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/tests/cassettes/test_conditional_task_last_task_when_conditional_is_false.yaml b/tests/cassettes/test_conditional_task_last_task_when_conditional_is_false.yaml new file mode 100644 index 000000000..90238add1 --- /dev/null +++ b/tests/cassettes/test_conditional_task_last_task_when_conditional_is_false.yaml @@ -0,0 +1,151 @@ +interactions: +- request: + body: '{"messages": [{"content": "You are Researcher. 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nosniff + alt-svc: + - h3=":443"; ma=86400 + openai-organization: + - crewai-iuxna1 + openai-processing-ms: + - '205' + openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=15552000; includeSubDomains; preload + x-ratelimit-limit-requests: + - '10000' + x-ratelimit-limit-tokens: + - '30000000' + x-ratelimit-remaining-requests: + - '9999' + x-ratelimit-remaining-tokens: + - '29999677' + x-ratelimit-reset-requests: + - 6ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_046ab109f60dcaddbceaf5e69cd83960 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/crew_test.py b/tests/crew_test.py index e7a87078b..745213a8f 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -8,15 +8,14 @@ from unittest.mock import MagicMock, patch import pydantic_core import pytest - from crewai.agent import Agent from crewai.agents.cache import CacheHandler -from crewai.tasks.conditional_task import ConditionalTask from crewai.crew import Crew 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 @@ -918,9 +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"}, @@ -946,8 +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]) @@ -2281,10 +2283,8 @@ def test_conditional_task_requirement_breaks_when_singular_conditional_task(): @pytest.mark.vcr(filter_headers=["authorization"]) -def test_conditional_task_last_task(): +def test_conditional_task_last_task_when_conditional_is_true(): def condition_fn(output) -> bool: - if output.raw == "Hi": - return False return True task1 = Task( @@ -2304,6 +2304,34 @@ def test_conditional_task_last_task(): 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" From 6ad218f9a01bf9520b29a90a286957d4ff3c9144 Mon Sep 17 00:00:00 2001 From: Brandon Hancock Date: Wed, 17 Jul 2024 11:05:31 -0400 Subject: [PATCH 8/8] Fix issues found by linter --- src/crewai/crew.py | 1 - src/crewai/tasks/conditional_task.py | 4 +--- 2 files changed, 1 insertion(+), 4 deletions(-) diff --git a/src/crewai/crew.py b/src/crewai/crew.py index 687e0e794..3b50f31bf 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -29,7 +29,6 @@ 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.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput from crewai.telemetry import Telemetry from crewai.tools.agent_tools import AgentTools diff --git a/src/crewai/tasks/conditional_task.py b/src/crewai/tasks/conditional_task.py index 5e000e196..d2edee12f 100644 --- a/src/crewai/tasks/conditional_task.py +++ b/src/crewai/tasks/conditional_task.py @@ -36,9 +36,7 @@ class ConditionalTask(Task): Returns: bool: True if the task should be executed, False otherwise. """ - if self.condition: - return self.condition(context) - return True + return self.condition(context) def get_skipped_task_output(self): return TaskOutput(