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4 Commits

Author SHA1 Message Date
Eduardo Chiarotti
6ebfe5fab0 feat: fix tests 2024-07-29 22:55:35 -03:00
Eduardo Chiarotti
03a9861e73 feat: change test_crew to evalaute_crew to avoid issues with testing libs 2024-07-29 21:41:14 -03:00
Eduardo Chiarotti
fd30f8ce3e feat: Remove unused functions 2024-07-29 21:37:43 -03:00
Eduardo Chiarotti
71ddf60d5f feat: Add execution time to both task and testing feature 2024-07-29 21:35:07 -03:00
7 changed files with 62 additions and 33 deletions

View File

@@ -6,9 +6,9 @@ from crewai.memory.storage.kickoff_task_outputs_storage import (
)
from .create_crew import create_crew
from .evaluate_crew import evaluate_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
@@ -144,7 +144,7 @@ def reset_memories(long, short, entities, kickoff_outputs, all):
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)
evaluate_crew(n_iterations, model)
if __name__ == "__main__":

View File

@@ -1,13 +1,11 @@
import subprocess
import click
import pytest
pytest.skip(allow_module_level=True)
def test_crew(n_iterations: int, model: str) -> None:
def evaluate_crew(n_iterations: int, model: str) -> None:
"""
Test the crew by running a command in the Poetry environment.
Test and Evaluate the crew by running a command in the Poetry environment.
Args:
n_iterations (int): The number of iterations to test the crew.

View File

@@ -1,3 +1,4 @@
import datetime
import json
import os
import threading
@@ -107,6 +108,7 @@ class Task(BaseModel):
_original_description: str | None = None
_original_expected_output: str | None = None
_thread: threading.Thread | None = None
_execution_time: float | None = None
def __init__(__pydantic_self__, **data):
config = data.pop("config", {})
@@ -120,6 +122,12 @@ class Task(BaseModel):
"may_not_set_field", "This field is not to be set by the user.", {}
)
def _set_start_execution_time(self) -> float:
return datetime.datetime.now().timestamp()
def _set_end_execution_time(self, start_time: float) -> None:
self._execution_time = datetime.datetime.now().timestamp() - start_time
@field_validator("output_file")
@classmethod
def output_file_validation(cls, value: str) -> str:
@@ -216,6 +224,7 @@ class Task(BaseModel):
f"The task '{self.description}' has no agent assigned, therefore it can't be executed directly and should be executed in a Crew using a specific process that support that, like hierarchical."
)
start_time = self._set_start_execution_time()
self._execution_span = self._telemetry.task_started(crew=agent.crew, task=self)
self.prompt_context = context
@@ -239,6 +248,7 @@ class Task(BaseModel):
)
self.output = task_output
self._set_end_execution_time(start_time)
if self.callback:
self.callback(self.output)
@@ -250,7 +260,9 @@ class Task(BaseModel):
content = (
json_output
if json_output
else pydantic_output.model_dump_json() if pydantic_output else result
else pydantic_output.model_dump_json()
if pydantic_output
else result
)
self._save_file(content)

View File

@@ -28,6 +28,7 @@ class CrewEvaluator:
"""
tasks_scores: defaultdict = defaultdict(list)
run_execution_times: defaultdict = defaultdict(list)
iteration: int = 0
def __init__(self, crew, openai_model_name: str):
@@ -40,9 +41,6 @@ class CrewEvaluator:
for task in self.crew.tasks:
task.callback = self.evaluate
def set_iteration(self, iteration: int) -> None:
self.iteration = iteration
def _evaluator_agent(self):
return Agent(
role="Task Execution Evaluator",
@@ -71,6 +69,9 @@ class CrewEvaluator:
output_pydantic=TaskEvaluationPydanticOutput,
)
def set_iteration(self, iteration: int) -> None:
self.iteration = iteration
def print_crew_evaluation_result(self) -> None:
"""
Prints the evaluation result of the crew in a table.
@@ -119,6 +120,16 @@ class CrewEvaluator:
]
table.add_row("Crew", *map(str, crew_scores), f"{crew_average:.1f}")
run_exec_times = [
int(sum(tasks_exec_times))
for _, tasks_exec_times in self.run_execution_times.items()
]
execution_time_avg = int(sum(run_exec_times) / len(run_exec_times))
table.add_row(
"Execution Time (s)",
*map(str, run_exec_times),
f"{execution_time_avg}",
)
# Display the table in the terminal
console = Console()
console.print(table)
@@ -145,5 +156,8 @@ class CrewEvaluator:
if isinstance(evaluation_result.pydantic, TaskEvaluationPydanticOutput):
self.tasks_scores[self.iteration].append(evaluation_result.pydantic.quality)
self.run_execution_times[self.iteration].append(
current_task._execution_time
)
else:
raise ValueError("Evaluation result is not in the expected format")

View File

@@ -135,29 +135,29 @@ def test_version_command_with_tools(runner):
)
@mock.patch("crewai.cli.cli.test_crew")
def test_test_default_iterations(test_crew, runner):
@mock.patch("crewai.cli.cli.evaluate_crew")
def test_test_default_iterations(evaluate_crew, runner):
result = runner.invoke(test)
test_crew.assert_called_once_with(3, "gpt-4o-mini")
evaluate_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):
@mock.patch("crewai.cli.cli.evaluate_crew")
def test_test_custom_iterations(evaluate_crew, runner):
result = runner.invoke(test, ["--n_iterations", "5", "--model", "gpt-4o"])
test_crew.assert_called_once_with(5, "gpt-4o")
evaluate_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):
@mock.patch("crewai.cli.cli.evaluate_crew")
def test_test_invalid_string_iterations(evaluate_crew, runner):
result = runner.invoke(test, ["--n_iterations", "invalid"])
test_crew.assert_not_called()
evaluate_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"

View File

@@ -3,7 +3,7 @@ from unittest import mock
import pytest
from crewai.cli import test_crew
from crewai.cli import evaluate_crew
@pytest.mark.parametrize(
@@ -14,13 +14,13 @@ from crewai.cli import test_crew
(10, "gpt-4"),
],
)
@mock.patch("crewai.cli.test_crew.subprocess.run")
@mock.patch("crewai.cli.evaluate_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)
result = evaluate_crew.evaluate_crew(n_iterations, model)
mock_subprocess_run.assert_called_once_with(
["poetry", "run", "test", str(n_iterations), model],
@@ -31,26 +31,26 @@ def test_crew_success(mock_subprocess_run, n_iterations, model):
assert result is None
@mock.patch("crewai.cli.test_crew.click")
@mock.patch("crewai.cli.evaluate_crew.click")
def test_test_crew_zero_iterations(click):
test_crew.test_crew(0, "gpt-4o")
evaluate_crew.evaluate_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")
@mock.patch("crewai.cli.evaluate_crew.click")
def test_test_crew_negative_iterations(click):
test_crew.test_crew(-2, "gpt-4o")
evaluate_crew.evaluate_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")
@mock.patch("crewai.cli.evaluate_crew.click")
@mock.patch("crewai.cli.evaluate_crew.subprocess.run")
def test_test_crew_called_process_error(mock_subprocess_run, click):
n_iterations = 5
mock_subprocess_run.side_effect = subprocess.CalledProcessError(
@@ -59,7 +59,7 @@ def test_test_crew_called_process_error(mock_subprocess_run, click):
output="Error",
stderr="Some error occurred",
)
test_crew.test_crew(n_iterations, "gpt-4o")
evaluate_crew.evaluate_crew(n_iterations, "gpt-4o")
mock_subprocess_run.assert_called_once_with(
["poetry", "run", "test", "5", "gpt-4o"],
@@ -78,13 +78,13 @@ def test_test_crew_called_process_error(mock_subprocess_run, click):
)
@mock.patch("crewai.cli.test_crew.click")
@mock.patch("crewai.cli.test_crew.subprocess.run")
@mock.patch("crewai.cli.evaluate_crew.click")
@mock.patch("crewai.cli.evaluate_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")
evaluate_crew.evaluate_crew(n_iterations, "gpt-4o")
mock_subprocess_run.assert_called_once_with(
["poetry", "run", "test", "5", "gpt-4o"],

View File

@@ -84,6 +84,10 @@ class TestCrewEvaluator:
1: [10, 9, 8],
2: [9, 8, 7],
}
crew_planner.run_execution_times = {
1: [24, 45, 66],
2: [55, 33, 67],
}
crew_planner.print_crew_evaluation_result()
@@ -98,6 +102,7 @@ class TestCrewEvaluator:
mock.call().add_row("Task 2", "9", "8", "8.5"),
mock.call().add_row("Task 3", "8", "7", "7.5"),
mock.call().add_row("Crew", "9.0", "8.0", "8.5"),
mock.call().add_row("Execution Time (s)", "135", "155", "145"),
]
)
console.assert_has_calls([mock.call(), mock.call().print(table())])