import pytest from unittest.mock import MagicMock from crewai.agent import Agent from crewai.task import Task class BaseEvaluationMetricsTest: @pytest.fixture def mock_agent(self): agent = MagicMock(spec=Agent) agent.id = "test_agent_id" agent.role = "Test Agent" agent.goal = "Test goal" agent.tools = [] return agent @pytest.fixture def mock_task(self): task = MagicMock(spec=Task) task.description = "Test task description" task.expected_output = "Test expected output" return task @pytest.fixture def execution_trace(self): return { "thinking": ["I need to analyze this data carefully"], "actions": ["Gathered information", "Analyzed data"], }