"""Test Agent creation and execution basic functionality.""" import pytest from langchain_openai import ChatOpenAI as OpenAI from crewai.agent import Agent from crewai.agents.cache import CacheHandler def test_agent_creation(): agent = Agent(role="test role", goal="test goal", backstory="test backstory") assert agent.role == "test role" assert agent.goal == "test goal" assert agent.backstory == "test backstory" assert agent.tools == [] def test_agent_default_values(): agent = Agent(role="test role", goal="test goal", backstory="test backstory") assert isinstance(agent.llm, OpenAI) assert agent.llm.model_name == "gpt-4" assert agent.llm.temperature == 0.7 assert agent.llm.verbose == False assert agent.allow_delegation == True def test_custom_llm(): agent = Agent( role="test role", goal="test goal", backstory="test backstory", llm=OpenAI(temperature=0, model="gpt-4"), ) assert isinstance(agent.llm, OpenAI) assert agent.llm.model_name == "gpt-4" assert agent.llm.temperature == 0 @pytest.mark.vcr(filter_headers=["authorization"]) def test_agent_without_memory(): no_memory_agent = Agent( role="test role", goal="test goal", backstory="test backstory", memory=False, llm=OpenAI(temperature=0, model="gpt-4"), ) memory_agent = Agent( role="test role", goal="test goal", backstory="test backstory", memory=True, llm=OpenAI(temperature=0, model="gpt-4"), ) result = no_memory_agent.execute_task("How much is 1 + 1?") assert result == "1 + 1 equals 2." assert no_memory_agent.agent_executor.memory is None assert memory_agent.agent_executor.memory is not None @pytest.mark.vcr(filter_headers=["authorization"]) def test_agent_execution(): agent = Agent( role="test role", goal="test goal", backstory="test backstory", allow_delegation=False, ) output = agent.execute_task("How much is 1 + 1?") assert output == "2" @pytest.mark.vcr(filter_headers=["authorization"]) def test_agent_execution_with_tools(): from langchain.tools import tool @tool def multiplier(numbers) -> float: """Useful for when you need to multiply two numbers together. The input to this tool should be a comma separated list of numbers of length two, representing the two numbers you want to multiply together. For example, `1,2` would be the input if you wanted to multiply 1 by 2.""" a, b = numbers.split(",") return int(a) * int(b) agent = Agent( role="test role", goal="test goal", backstory="test backstory", tools=[multiplier], allow_delegation=False, ) output = agent.execute_task("What is 3 times 4") assert output == "12" @pytest.mark.vcr(filter_headers=["authorization"]) def test_logging_tool_usage(): from langchain.tools import tool @tool def multiplier(numbers) -> float: """Useful for when you need to multiply two numbers together. The input to this tool should be a comma separated list of numbers of length two, representing the two numbers you want to multiply together. For example, `1,2` would be the input if you wanted to multiply 1 by 2.""" a, b = numbers.split(",") return int(a) * int(b) agent = Agent( role="test role", goal="test goal", backstory="test backstory", tools=[multiplier], allow_delegation=False, verbose=True, ) assert agent.tools_handler.last_used_tool == {} output = agent.execute_task("What is 3 times 5?") tool_usage = { "tool": "multiplier", "input": "3,5", } assert output == "3 times 5 is 15." assert agent.tools_handler.last_used_tool == tool_usage @pytest.mark.vcr(filter_headers=["authorization"]) def test_cache_hitting(): from unittest.mock import patch from langchain.tools import tool @tool def multiplier(numbers) -> float: """Useful for when you need to multiply two numbers together. The input to this tool should be a comma separated list of numbers of length two and ONLY TWO, representing the two numbers you want to multiply together. For example, `1,2` would be the input if you wanted to multiply 1 by 2.""" a, b = numbers.split(",") return int(a) * int(b) cache_handler = CacheHandler() agent = Agent( role="test role", goal="test goal", backstory="test backstory", tools=[multiplier], allow_delegation=False, cache_handler=cache_handler, verbose=True, ) output = agent.execute_task("What is 2 times 6 times 3?") output = agent.execute_task("What is 3 times 3?") assert cache_handler._cache == { "multiplier-12,3": "36", "multiplier-2,6": "12", "multiplier-3,3": "9", } output = agent.execute_task("What is 2 times 6 times 3? Return only the number") assert output == "36" with patch.object(CacheHandler, "read") as read: read.return_value = "0" output = agent.execute_task("What is 2 times 6?") assert output == "0" read.assert_called_with("multiplier", "2,6") @pytest.mark.vcr(filter_headers=["authorization"]) def test_agent_execution_with_specific_tools(): from langchain.tools import tool @tool def multiplier(numbers) -> float: """Useful for when you need to multiply two numbers together. The input to this tool should be a comma separated list of numbers of length two, representing the two numbers you want to multiply together. For example, `1,2` would be the input if you wanted to multiply 1 by 2.""" a, b = numbers.split(",") return int(a) * int(b) agent = Agent( role="test role", goal="test goal", backstory="test backstory", allow_delegation=False, ) output = agent.execute_task(task="What is 3 times 4", tools=[multiplier]) assert output == "3 times 4 is 12."