|
| 1 | +from typing import Optional |
| 2 | + |
| 3 | +from langchain_core.callbacks.manager import CallbackManagerForLLMRun |
| 4 | +from langchain_core.language_models.chat_models import BaseChatModel |
| 5 | +from langchain_core.messages import AIMessage, BaseMessage |
| 6 | +from langchain_core.outputs import ChatGeneration, ChatResult |
| 7 | +from langgraph.checkpoint.memory import MemorySaver |
| 8 | +from langgraph.prebuilt import create_react_agent |
| 9 | + |
| 10 | +from langgraph_swarm import create_handoff_tool, create_swarm |
| 11 | + |
| 12 | + |
| 13 | +class FakeChatModel(BaseChatModel): |
| 14 | + idx: int = 0 |
| 15 | + responses: list[BaseMessage] |
| 16 | + |
| 17 | + @property |
| 18 | + def _llm_type(self) -> str: |
| 19 | + return "fake-tool-call-model" |
| 20 | + |
| 21 | + def _generate( |
| 22 | + self, |
| 23 | + messages: list[BaseMessage], |
| 24 | + stop: Optional[list[str]] = None, |
| 25 | + run_manager: Optional[CallbackManagerForLLMRun] = None, |
| 26 | + **kwargs, |
| 27 | + ) -> ChatResult: |
| 28 | + generation = ChatGeneration(message=self.responses[self.idx]) |
| 29 | + self.idx += 1 |
| 30 | + return ChatResult(generations=[generation]) |
| 31 | + |
| 32 | + def bind_tools(self, tools: list[any]) -> "FakeChatModel": |
| 33 | + return self |
| 34 | + |
| 35 | + |
| 36 | +def test_basic_swarm() -> None: |
| 37 | + # Create fake responses for the model |
| 38 | + recorded_messages = [ |
| 39 | + AIMessage( |
| 40 | + content="", |
| 41 | + name="Alice", |
| 42 | + tool_calls=[ |
| 43 | + { |
| 44 | + "name": "transfer_to_bob", |
| 45 | + "args": {}, |
| 46 | + "id": "call_1LlFyjm6iIhDjdn7juWuPYr4", |
| 47 | + } |
| 48 | + ], |
| 49 | + ), |
| 50 | + AIMessage( |
| 51 | + content="Ahoy, matey! Bob the pirate be at yer service. What be ye needin' help with today on the high seas? Arrr!", |
| 52 | + name="Bob", |
| 53 | + ), |
| 54 | + AIMessage( |
| 55 | + content="", |
| 56 | + name="Bob", |
| 57 | + tool_calls=[ |
| 58 | + { |
| 59 | + "name": "transfer_to_alice", |
| 60 | + "args": {}, |
| 61 | + "id": "call_T6pNmo2jTfZEK3a9avQ14f8Q", |
| 62 | + } |
| 63 | + ], |
| 64 | + ), |
| 65 | + AIMessage( |
| 66 | + content="", |
| 67 | + name="Alice", |
| 68 | + tool_calls=[ |
| 69 | + { |
| 70 | + "name": "add", |
| 71 | + "args": { |
| 72 | + "a": 5, |
| 73 | + "b": 7, |
| 74 | + }, |
| 75 | + "id": "call_4kLYO1amR2NfhAxfECkALCr1", |
| 76 | + } |
| 77 | + ], |
| 78 | + ), |
| 79 | + AIMessage( |
| 80 | + content="The sum of 5 and 7 is 12.", |
| 81 | + name="Alice", |
| 82 | + ), |
| 83 | + ] |
| 84 | + |
| 85 | + model = FakeChatModel(responses=recorded_messages) |
| 86 | + |
| 87 | + def add(a: int, b: int) -> int: |
| 88 | + """Add two numbers""" |
| 89 | + return a + b |
| 90 | + |
| 91 | + alice = create_react_agent( |
| 92 | + model, |
| 93 | + [add, create_handoff_tool(agent_name="Bob")], |
| 94 | + prompt="You are Alice, an addition expert.", |
| 95 | + name="Alice", |
| 96 | + ) |
| 97 | + |
| 98 | + bob = create_react_agent( |
| 99 | + model, |
| 100 | + [ |
| 101 | + create_handoff_tool( |
| 102 | + agent_name="Alice", description="Transfer to Alice, she can help with math" |
| 103 | + ) |
| 104 | + ], |
| 105 | + prompt="You are Bob, you speak like a pirate.", |
| 106 | + name="Bob", |
| 107 | + ) |
| 108 | + |
| 109 | + checkpointer = MemorySaver() |
| 110 | + workflow = create_swarm([alice, bob], default_active_agent="Alice") |
| 111 | + app = workflow.compile(checkpointer=checkpointer) |
| 112 | + |
| 113 | + config = {"configurable": {"thread_id": "1"}} |
| 114 | + turn_1 = app.invoke( |
| 115 | + {"messages": [{"role": "user", "content": "i'd like to speak to Bob"}]}, |
| 116 | + config, |
| 117 | + ) |
| 118 | + |
| 119 | + # Verify turn 1 results |
| 120 | + assert len(turn_1["messages"]) == 4 |
| 121 | + assert turn_1["messages"][-2].content == "Successfully transferred to Bob" |
| 122 | + assert turn_1["messages"][-1].content == recorded_messages[1].content |
| 123 | + assert turn_1["active_agent"] == "Bob" |
| 124 | + |
| 125 | + turn_2 = app.invoke( |
| 126 | + {"messages": [{"role": "user", "content": "what's 5 + 7?"}]}, |
| 127 | + config, |
| 128 | + ) |
| 129 | + |
| 130 | + # Verify turn 2 results |
| 131 | + assert len(turn_2["messages"]) == 10 |
| 132 | + assert turn_2["messages"][-4].content == "Successfully transferred to Alice" |
| 133 | + assert turn_2["messages"][-2].content == "12" |
| 134 | + assert turn_2["messages"][-1].content == recorded_messages[4].content |
| 135 | + assert turn_2["active_agent"] == "Alice" |
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