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conditional task feat

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Lorenze Jay
2024-07-16 12:04:34 -07:00
parent ac2815c781
commit c320fc655e
6 changed files with 664 additions and 2 deletions
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3
src/crewai/__init__.py
View File

@@ -2,5 +2,6 @@ from crewai.agent import Agent
from crewai.crew import Crew from crewai.crew import Crew
from crewai.process import Process from crewai.process import Process
from crewai.task import Task from crewai.task import Task
from crewai.conditional_task import ConditionalTask
__all__ = ["Agent", "Crew", "Process", "Task"] __all__ = ["Agent", "Crew", "Process", "Task", "ConditionalTask"]

35
src/crewai/conditional_task.py Normal file
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@@ -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

81
src/crewai/crew.py
View File

@@ -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.memory.short_term.short_term_memory import ShortTermMemory
from crewai.process import Process from crewai.process import Process
from crewai.task import Task 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.tasks.task_output import TaskOutput
from crewai.telemetry import Telemetry from crewai.telemetry import Telemetry
from crewai.tools.agent_tools import AgentTools from crewai.tools.agent_tools import AgentTools
@@ -295,6 +297,29 @@ class Crew(BaseModel):
return self 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") @model_validator(mode="after")
def validate_async_task_cannot_include_sequential_async_tasks_in_context(self): 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." 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) 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: if task.async_execution:
context = self._get_context( context = self._get_context(
task, [last_sync_output] if last_sync_output else [] task, [last_sync_output] if last_sync_output else []
@@ -687,6 +740,34 @@ class Crew(BaseModel):
# Add the new tool # Add the new tool
task.tools.append(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]): def _log_task_start(self, task: Task, agent: Optional[BaseAgent]):
color = self._logging_color color = self._logging_color
role = agent.role if agent else "None" role = agent.role if agent else "None"

5
src/crewai/utilities/printer.py
View File

@@ -10,6 +10,8 @@ class Printer:
self._print_bold_purple(content) self._print_bold_purple(content)
elif color == "bold_blue": elif color == "bold_blue":
self._print_bold_blue(content) self._print_bold_blue(content)
elif color == "yellow":
self._print_yellow(content)
else: else:
print(content) print(content)
@@ -27,3 +29,6 @@ class Printer:
def _print_bold_blue(self, content): def _print_bold_blue(self, content):
print("\033[1m\033[94m {}\033[00m".format(content)) print("\033[1m\033[94m {}\033[00m".format(content))
def _print_yellow(self, content):
print("\033[93m {}\033[00m".format(content))

449
tests/cassettes/test_replay_task_with_context.yaml Normal file
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@@ -0,0 +1,449 @@
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93
tests/crew_test.py
View File

@@ -4,13 +4,14 @@ import hashlib
import json import json
from concurrent.futures import Future from concurrent.futures import Future
from unittest import mock from unittest import mock
from unittest.mock import patch from unittest.mock import MagicMock, patch
import pydantic_core import pydantic_core
import pytest import pytest
from crewai.agent import Agent from crewai.agent import Agent
from crewai.agents.cache import CacheHandler from crewai.agents.cache import CacheHandler
from crewai.conditional_task import ConditionalTask
from crewai.crew import Crew from crewai.crew import Crew
from crewai.crews.crew_output import CrewOutput from crewai.crews.crew_output import CrewOutput
from crewai.memory.contextual.contextual_memory import ContextualMemory from crewai.memory.contextual.contextual_memory import ContextualMemory
@@ -2260,3 +2261,93 @@ def test_key():
).hexdigest() ).hexdigest()
assert crew.key == hash 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