import os import uuid import pytest from letta import create_client from letta.schemas.letta_message import FunctionCallMessage from letta.schemas.tool_rule import InitToolRule, TerminalToolRule, ToolRule from tests.helpers.endpoints_helper import ( assert_invoked_function_call, assert_invoked_send_message_with_keyword, assert_sanity_checks, setup_agent, ) from tests.helpers.utils import cleanup from tests.test_endpoints import llm_config_dir # Generate uuid for agent name for this example namespace = uuid.NAMESPACE_DNS agent_uuid = str(uuid.uuid5(namespace, "test_agent_tool_graph")) config_file = os.path.join(llm_config_dir, "openai-gpt-4o.json") """Contrived tools for this test case""" def first_secret_word(self: "Agent"): """ Call this to retrieve the first secret word, which you will need for the second_secret_word function. """ return "v0iq020i0g" def second_secret_word(self: "Agent", prev_secret_word: str): """ Call this to retrieve the second secret word, which you will need for the third_secret_word function. If you get the word wrong, this function will error. Args: prev_secret_word (str): The secret word retrieved from calling first_secret_word. """ if prev_secret_word != "v0iq020i0g": raise RuntimeError(f"Expected secret {"v0iq020i0g"}, got {prev_secret_word}") return "4rwp2b4gxq" def third_secret_word(self: "Agent", prev_secret_word: str): """ Call this to retrieve the third secret word, which you will need for the fourth_secret_word function. If you get the word wrong, this function will error. Args: prev_secret_word (str): The secret word retrieved from calling second_secret_word. """ if prev_secret_word != "4rwp2b4gxq": raise RuntimeError(f"Expected secret {"4rwp2b4gxq"}, got {prev_secret_word}") return "hj2hwibbqm" def fourth_secret_word(self: "Agent", prev_secret_word: str): """ Call this to retrieve the last secret word, which you will need to output in a send_message later. If you get the word wrong, this function will error. Args: prev_secret_word (str): The secret word retrieved from calling third_secret_word. """ if prev_secret_word != "hj2hwibbqm": raise RuntimeError(f"Expected secret {"hj2hwibbqm"}, got {prev_secret_word}") return "banana" def auto_error(self: "Agent"): """ If you call this function, it will throw an error automatically. """ raise RuntimeError("This should never be called.") @pytest.mark.timeout(60) # Sets a 60-second timeout for the test since this could loop infinitely def test_single_path_agent_tool_call_graph(): client = create_client() cleanup(client=client, agent_uuid=agent_uuid) # Add tools t1 = client.create_tool(first_secret_word) t2 = client.create_tool(second_secret_word) t3 = client.create_tool(third_secret_word) t4 = client.create_tool(fourth_secret_word) t_err = client.create_tool(auto_error) tools = [t1, t2, t3, t4, t_err] # Make tool rules tool_rules = [ InitToolRule(tool_name="first_secret_word"), ToolRule(tool_name="first_secret_word", children=["second_secret_word"]), ToolRule(tool_name="second_secret_word", children=["third_secret_word"]), ToolRule(tool_name="third_secret_word", children=["fourth_secret_word"]), ToolRule(tool_name="fourth_secret_word", children=["send_message"]), TerminalToolRule(tool_name="send_message"), ] # Make agent state agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tools=[t.name for t in tools], tool_rules=tool_rules) response = client.user_message(agent_id=agent_state.id, message="What is the fourth secret word?") # Make checks assert_sanity_checks(response) # Assert the tools were called assert_invoked_function_call(response.messages, "first_secret_word") assert_invoked_function_call(response.messages, "second_secret_word") assert_invoked_function_call(response.messages, "third_secret_word") assert_invoked_function_call(response.messages, "fourth_secret_word") # Check ordering of tool calls tool_names = [t.name for t in [t1, t2, t3, t4]] tool_names += ["send_message"] for m in response.messages: if isinstance(m, FunctionCallMessage): # Check that it's equal to the first one assert m.function_call.name == tool_names[0] # Pop out first one tool_names = tool_names[1:] # Check final send message contains "done" assert_invoked_send_message_with_keyword(response.messages, "banana") print(f"Got successful response from client: \n\n{response}") cleanup(client=client, agent_uuid=agent_uuid)