feat: add crewai test feature (#984)

* feat: add crewai test feature

* fix: remove unused import

* feat: update docstirng

* fix: tests
This commit is contained in:
Eduardo Chiarotti
2024-07-22 17:21:05 -03:00
committed by GitHub
parent 349753a013
commit 6930656897
7 changed files with 201 additions and 3 deletions

View File

@@ -5,11 +5,11 @@ from crewai.memory.storage.kickoff_task_outputs_storage import (
KickoffTaskOutputsSQLiteStorage,
)
from .create_crew import create_crew
from .train_crew import train_crew
from .replay_from_task import replay_task_command
from .reset_memories_command import reset_memories_command
from .test_crew import test_crew
from .train_crew import train_crew
@click.group()
@@ -126,5 +126,26 @@ def reset_memories(long, short, entities, kickoff_outputs, all):
click.echo(f"An error occurred while resetting memories: {e}", err=True)
@crewai.command()
@click.option(
"-n",
"--n_iterations",
type=int,
default=3,
help="Number of iterations to Test the crew",
)
@click.option(
"-m",
"--model",
type=str,
default="gpt-4o-mini",
help="LLM Model to run the tests on the Crew. For now only accepting only OpenAI models.",
)
def test(n_iterations: int, model: str):
"""Test the crew and evaluate the results."""
click.echo(f"Testing the crew for {n_iterations} iterations with model {model}")
test_crew(n_iterations, model)
if __name__ == "__main__":
crewai()

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@@ -39,3 +39,16 @@ def replay():
except Exception as e:
raise Exception(f"An error occurred while replaying the crew: {e}")
def test():
"""
Test the crew execution and returns the results.
"""
inputs = {
"topic": "AI LLMs"
}
try:
{{crew_name}}Crew().crew().test(n_iterations=int(sys.argv[1]), model=sys.argv[2], inputs=inputs)
except Exception as e:
raise Exception(f"An error occurred while replaying the crew: {e}")

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@@ -12,6 +12,7 @@ crewai = { extras = ["tools"], version = "^0.41.1" }
{{folder_name}} = "{{folder_name}}.main:run"
train = "{{folder_name}}.main:train"
replay = "{{folder_name}}.main:replay"
test = "{{folder_name}}.main:test"
[build-system]
requires = ["poetry-core"]

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@@ -0,0 +1,30 @@
import subprocess
import click
def test_crew(n_iterations: int, model: str) -> None:
"""
Test the crew by running a command in the Poetry environment.
Args:
n_iterations (int): The number of iterations to test the crew.
model (str): The model to test the crew with.
"""
command = ["poetry", "run", "test", str(n_iterations), model]
try:
if n_iterations <= 0:
raise ValueError("The number of iterations must be a positive integer.")
result = subprocess.run(command, capture_output=False, text=True, check=True)
if result.stderr:
click.echo(result.stderr, err=True)
except subprocess.CalledProcessError as e:
click.echo(f"An error occurred while testing the crew: {e}", err=True)
click.echo(e.output, err=True)
except Exception as e:
click.echo(f"An unexpected error occurred: {e}", err=True)

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@@ -966,5 +966,11 @@ class Crew(BaseModel):
return total_usage_metrics
def test(
self, n_iterations: int, model: str, inputs: Optional[Dict[str, Any]] = None
) -> None:
"""Test the crew with the given inputs."""
pass
def __repr__(self):
return f"Crew(id={self.id}, process={self.process}, number_of_agents={len(self.agents)}, number_of_tasks={len(self.tasks)})"

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@@ -3,7 +3,7 @@ from unittest import mock
import pytest
from click.testing import CliRunner
from crewai.cli.cli import train, version, reset_memories
from crewai.cli.cli import reset_memories, test, train, version
@pytest.fixture
@@ -133,3 +133,33 @@ def test_version_command_with_tools(runner):
"crewai tools version:" in result.output
or "crewai tools not installed" in result.output
)
@mock.patch("crewai.cli.cli.test_crew")
def test_test_default_iterations(test_crew, runner):
result = runner.invoke(test)
test_crew.assert_called_once_with(3, "gpt-4o-mini")
assert result.exit_code == 0
assert "Testing the crew for 3 iterations with model gpt-4o-mini" in result.output
@mock.patch("crewai.cli.cli.test_crew")
def test_test_custom_iterations(test_crew, runner):
result = runner.invoke(test, ["--n_iterations", "5", "--model", "gpt-4o"])
test_crew.assert_called_once_with(5, "gpt-4o")
assert result.exit_code == 0
assert "Testing the crew for 5 iterations with model gpt-4o" in result.output
@mock.patch("crewai.cli.cli.test_crew")
def test_test_invalid_string_iterations(test_crew, runner):
result = runner.invoke(test, ["--n_iterations", "invalid"])
test_crew.assert_not_called()
assert result.exit_code == 2
assert (
"Usage: test [OPTIONS]\nTry 'test --help' for help.\n\nError: Invalid value for '-n' / '--n_iterations': 'invalid' is not a valid integer.\n"
in result.output
)

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@@ -0,0 +1,97 @@
import subprocess
from unittest import mock
import pytest
from crewai.cli import test_crew
@pytest.mark.parametrize(
"n_iterations,model",
[
(1, "gpt-4o"),
(5, "gpt-3.5-turbo"),
(10, "gpt-4"),
],
)
@mock.patch("crewai.cli.test_crew.subprocess.run")
def test_crew_success(mock_subprocess_run, n_iterations, model):
"""Test the crew function for successful execution."""
mock_subprocess_run.return_value = subprocess.CompletedProcess(
args=f"poetry run test {n_iterations} {model}", returncode=0
)
result = test_crew.test_crew(n_iterations, model)
mock_subprocess_run.assert_called_once_with(
["poetry", "run", "test", str(n_iterations), model],
capture_output=False,
text=True,
check=True,
)
assert result is None
@mock.patch("crewai.cli.test_crew.click")
def test_test_crew_zero_iterations(click):
test_crew.test_crew(0, "gpt-4o")
click.echo.assert_called_once_with(
"An unexpected error occurred: The number of iterations must be a positive integer.",
err=True,
)
@mock.patch("crewai.cli.test_crew.click")
def test_test_crew_negative_iterations(click):
test_crew.test_crew(-2, "gpt-4o")
click.echo.assert_called_once_with(
"An unexpected error occurred: The number of iterations must be a positive integer.",
err=True,
)
@mock.patch("crewai.cli.test_crew.click")
@mock.patch("crewai.cli.test_crew.subprocess.run")
def test_test_crew_called_process_error(mock_subprocess_run, click):
n_iterations = 5
mock_subprocess_run.side_effect = subprocess.CalledProcessError(
returncode=1,
cmd=["poetry", "run", "test", str(n_iterations), "gpt-4o"],
output="Error",
stderr="Some error occurred",
)
test_crew.test_crew(n_iterations, "gpt-4o")
mock_subprocess_run.assert_called_once_with(
["poetry", "run", "test", "5", "gpt-4o"],
capture_output=False,
text=True,
check=True,
)
click.echo.assert_has_calls(
[
mock.call.echo(
"An error occurred while testing the crew: Command '['poetry', 'run', 'test', '5', 'gpt-4o']' returned non-zero exit status 1.",
err=True,
),
mock.call.echo("Error", err=True),
]
)
@mock.patch("crewai.cli.test_crew.click")
@mock.patch("crewai.cli.test_crew.subprocess.run")
def test_test_crew_unexpected_exception(mock_subprocess_run, click):
# Arrange
n_iterations = 5
mock_subprocess_run.side_effect = Exception("Unexpected error")
test_crew.test_crew(n_iterations, "gpt-4o")
mock_subprocess_run.assert_called_once_with(
["poetry", "run", "test", "5", "gpt-4o"],
capture_output=False,
text=True,
check=True,
)
click.echo.assert_called_once_with(
"An unexpected error occurred: Unexpected error", err=True
)