Fay/test/test_langchain_react.ipynb at 2ea8358667a13535cf91cbe68555054ff599ec4b

mirror of https://github.com/xszyou/Fay.git synced 2026-11-03 04:41:27 +08:00

Files

T

- 消灭langchain警告信息；
- 修复与funasr对接的包兼容性；
- 推送给数字人的消息区分交互和自动播放；
- 上传ReWoo agent测试代码。

2024-12-04 22:20:51 +08:00

83 KiB

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In [ ]:

1、安装依赖。

In [1]:

!pip install -U langchain langchain-openai langgraph langsmith

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Installing collected packages: langsmith, langchain-core, langgraph-checkpoint, langchain-openai, langgraph
  Attempting uninstall: langsmith
    Found existing installation: langsmith 0.1.142
    Uninstalling langsmith-0.1.142:
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    Uninstalling langgraph-checkpoint-2.0.2:
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  Attempting uninstall: langchain-openai
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Successfully installed langchain-core-0.3.19 langchain-openai-0.2.8 langgraph-0.2.50 langgraph-checkpoint-2.0.4 langsmith-0.1.143

2、配置环境变量。

In [2]:

import os

os.environ["LANGCHAIN_TRACING_V2"] = "true"
os.environ["LANGCHAIN_ENDPOINT"] = "https://api.smith.langchain.com"
os.environ["LANGCHAIN_API_KEY"] = "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"
os.environ["LANGCHAIN_PROJECT"] = "pr-best-artist-21"

os.environ["OPENAI_API_KEY"] = "sk-"
os.environ["OPENAI_API_BASE"] = ""

In [ ]:

3、定义llm model。

In [3]:

from langchain_openai import ChatOpenAI
llm = ChatOpenAI()
llm.invoke("Hello, world!").content#test

Out [3]:

'Hello! How can I assist you today?'

In [ ]:

4、定义工具。

In [4]:

import abc
from typing import Any
from datetime import datetime
from langchain.tools import BaseTool

class QueryTime(BaseTool, abc.ABC):
    name: str = "QueryTime"
    description: str = "用于查询当前日期、星期几及时间" 

    def __init__(self):
        super().__init__()

    async def _arun(self, *args: Any, **kwargs: Any) -> Any:
        # 用例中没有用到 arun，不予具体实现
        pass

    def _run(self, para) -> str:
        # 获取当前时间
        now = datetime.now()
        # 获取当前日期
        today = now.date()
        # 获取星期几的信息
        week_day = today.strftime("%A")
        # 将星期几的英文名称转换为中文
        week_day_zh = {
            "Monday": "星期一",
            "Tuesday": "星期二",
            "Wednesday": "星期三",
            "Thursday": "星期四",
            "Friday": "星期五",
            "Saturday": "星期六",
            "Sunday": "星期日",
        }.get(week_day, "未知")
        # 将日期格式化为字符串
        date_str = today.strftime("%Y年%m月%d日")
        # 将时间格式化为字符串
        time_str = now.strftime("%H:%M")

        return f"现在时间是：{time_str} {week_day_zh} {date_str}"

if __name__ == "__main__":
    tool = QueryTime()
    result = tool.run("")
    print(result)

现在时间是：16:12 星期日 2024年11月17日

In [5]:

from typing import Any

import requests
from langchain.tools import BaseTool
from urllib.parse import quote

class Weather(BaseTool):
    name: str = "weather"
    description: str = "此工具用于获取天气预报信息，需传入英文的城市名，参数格式：Guangzhou"

    def __init__(self):
        super().__init__()

    async def _arun(self, *args: Any, **kwargs: Any) -> Any:
        # 用例中没有用到 arun 不予具体实现
        pass


    def _run(self, para: str) -> str:
        try:
            if not para:
                return "参数不能为空"
            encoded_city = quote(para)

            api_url = f"http://api.openweathermap.org/data/2.5/weather?q={encoded_city}&appid=272fcb70d2c4e6f5134c2dce7d091df6"
            response = requests.get(api_url)
            if response.status_code == 200:
                weather_data = response.json()
              # 提取天气信息
                temperature_kelvin = weather_data['main']['temp']
                temperature_celsius = temperature_kelvin - 273.15
                min_temperature_kelvin = weather_data['main']['temp_min']
                max_temperature_kelvin = weather_data['main']['temp_max']
                min_temperature_celsius = min_temperature_kelvin - 273.15
                max_temperature_celsius = max_temperature_kelvin - 273.15
                description = weather_data['weather'][0]['description']
                wind_speed = weather_data['wind']['speed']

                # 构建天气描述
                weather_description = f"今天天气：{description}，气温：{temperature_celsius:.2f}摄氏度，风速：{wind_speed} m/s。"

                return f"天气预报信息：{weather_description}"
            else:
                return f"无法获取天气预报信息，状态码：{response.status_code}"
        except Exception as e:
            return f"发生错误：{str(e)}"


if __name__ == "__main__":
    weather_tool = Weather()
    weather_info = weather_tool.run("Guangzhou")
    print(weather_info)

天气预报信息：今天天气：broken clouds，气温：29.97摄氏度，风速：4.4 m/s。

5、创建agent graph。

In [12]:

from langgraph.checkpoint.memory import MemorySaver
from langgraph.prebuilt import create_react_agent

memory = MemorySaver()
tools = [QueryTime(), Weather()]
agent_graph = create_react_agent(llm, tools, checkpointer=memory)

#memeory上用于分块
config = {"configurable": {"thread_id": "abc123"}}

6、查看agent graph。

In [11]:

from IPython.display import Image, display

try:
    display(Image(agent_graph.get_graph().draw_mermaid_png()))
except Exception:
    # This requires some extra dependencies and is optional
    pass

7、执行。

In [31]:

from langchain_core.messages import HumanMessage, SystemMessage
events = agent_graph.stream(
    {"messages": [SystemMessage("你的名字叫张三，18岁。"), HumanMessage(content="你好", name="User")]}, config, stream_mode="values"
)
for event in events:
    if "messages" in event:
        print(event["messages"][-1].content)

你好
你好，张三！有什么我可以帮助你的吗？如果你有任何问题或者想聊天，随时告诉我！

In [6]:


for chunk in agent_executor.stream(
    {"messages": [HumanMessage(content="还有吗", name="User")]}, {"configurable": {"thread_id": "abc123"}}
):
    print(chunk)
    if chunk.get("agent"):
        if chunk['agent']['messages'][0].content:
            print(chunk['agent']['messages'][0].content)
        else:
            print("现在调用{}工具".format(chunk['agent']['messages'][0].additional_kwargs['tool_calls'][0]['function']['name']))
        print("token使用：{}".format(chunk['agent']['messages'][0].response_metadata['token_usage']['total_tokens']))

    print("----")

{'agent': {'messages': [AIMessage(content='请问您具体想了解什么呢？我可以提供天气预报、时间日期等信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 22, 'prompt_tokens': 89, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-4ddeb38a-9300-440d-8138-c279fa2c5097-0', usage_metadata={'input_tokens': 89, 'output_tokens': 22, 'total_tokens': 111, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}})]}}
请问您具体想了解什么呢？我可以提供天气预报、时间日期等信息。
token使用：111
----

8、测试记忆机制。

In [16]:

from langchain_core.messages import HumanMessage, AIMessage
snapshot = agent_executor.get_state(config)
existing_messages = snapshot.values["messages"]
existing_messages.append(HumanMessage(content="你叫什么名字？", name="User"))
existing_messages.append(AIMessage("我叫fay"))
existing_messages#.pretty_print()

Out [16]:

[HumanMessage(content='还有吗', additional_kwargs={}, response_metadata={}, name='User', id='f466081a-e840-42f7-ac2c-c9465dfe658d'),
 AIMessage(content='请问您具体想了解什么呢？我可以提供天气预报、时间日期等信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 22, 'prompt_tokens': 89, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-4ddeb38a-9300-440d-8138-c279fa2c5097-0', usage_metadata={'input_tokens': 89, 'output_tokens': 22, 'total_tokens': 111, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='你好吗', additional_kwargs={}, response_metadata={}, name='User'),
 AIMessage(content='你好吗', additional_kwargs={}, response_metadata={})]

In [18]:

agent_executor.update_state(config, {"messages": existing_messages})

Out [18]:

{'configurable': {'thread_id': 'abc123',
  'checkpoint_ns': '',
  'checkpoint_id': '1efa4b9f-bff1-6823-8002-f65425e81a5d'}}

In [19]:

snapshot = agent_executor.get_state(config)
existing_messages = snapshot.values["messages"]
existing_messages

Out [19]:

[HumanMessage(content='还有吗', additional_kwargs={}, response_metadata={}, name='User', id='f466081a-e840-42f7-ac2c-c9465dfe658d'),
 AIMessage(content='请问您具体想了解什么呢？我可以提供天气预报、时间日期等信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 22, 'prompt_tokens': 89, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-4ddeb38a-9300-440d-8138-c279fa2c5097-0', usage_metadata={'input_tokens': 89, 'output_tokens': 22, 'total_tokens': 111, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='你好吗', additional_kwargs={}, response_metadata={}, name='User', id='e509be56-3442-4648-ad9a-cee13bca82f0'),
 AIMessage(content='你好吗', additional_kwargs={}, response_metadata={}, id='575b7cbd-bd07-4e88-aed2-d29d7602b6e4')]

In [14]:

snapshot

Out [14]:

StateSnapshot(values={'messages': [HumanMessage(content='还有吗', additional_kwargs={}, response_metadata={}, name='User', id='f466081a-e840-42f7-ac2c-c9465dfe658d'), AIMessage(content='请问您具体想了解什么呢？我可以提供天气预报、时间日期等信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 22, 'prompt_tokens': 89, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-4ddeb38a-9300-440d-8138-c279fa2c5097-0', usage_metadata={'input_tokens': 89, 'output_tokens': 22, 'total_tokens': 111, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}})]}, next=(), config={'configurable': {'thread_id': 'abc123', 'checkpoint_ns': '', 'checkpoint_id': '1efa3c92-a44b-6f14-8001-e40ae3f48e95'}}, metadata={'source': 'loop', 'writes': {'agent': {'messages': [AIMessage(content='请问您具体想了解什么呢？我可以提供天气预报、时间日期等信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 22, 'prompt_tokens': 89, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-4ddeb38a-9300-440d-8138-c279fa2c5097-0', usage_metadata={'input_tokens': 89, 'output_tokens': 22, 'total_tokens': 111, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}})]}}, 'thread_id': 'abc123', 'step': 1, 'parents': {}}, created_at='2024-11-16T03:16:26.467714+00:00', parent_config={'configurable': {'thread_id': 'abc123', 'checkpoint_ns': '', 'checkpoint_id': '1efa3c92-921f-6959-8000-39ede570ea4c'}}, tasks=())

In [45]:

type(memory.get_tuple(config).checkpoint)

Out [45]:

dict

In [50]:

memory.get_tuple(config).checkpoint

Out [50]:

{'v': 1,
 'ts': '2024-11-15T08:21:08.671329+00:00',
 'id': '1efa32a9-0e5e-61cf-801f-fee8f6f6d005',
 'channel_values': {'messages': [HumanMessage(content='现在什么时间，广州天气怎么样', additional_kwargs={}, response_metadata={}, name='User', id='e26e51c3-2a22-4997-b8c4-c8354192aeea'),
   AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_Sga9wIgaKZ8ZtZRzHvlIdbz1', 'function': {'arguments': '{"para": {}}', 'name': 'QueryTime'}, 'type': 'function'}, {'id': 'call_YyxTGWDjmKnRMLICROzdqBfe', 'function': {'arguments': '{"para": "Guangzhou"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 45, 'prompt_tokens': 94, 'total_tokens': 139, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-366f5601-27ef-4238-8928-e7a74218a560-0', tool_calls=[{'name': 'QueryTime', 'args': {'para': {}}, 'id': 'call_Sga9wIgaKZ8ZtZRzHvlIdbz1', 'type': 'tool_call'}, {'name': 'weather', 'args': {'para': 'Guangzhou'}, 'id': 'call_YyxTGWDjmKnRMLICROzdqBfe', 'type': 'tool_call'}], usage_metadata={'input_tokens': 94, 'output_tokens': 45, 'total_tokens': 139, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   ToolMessage(content='现在时间是：15:35 星期五 2024年11月15日', name='QueryTime', id='18e008ef-b0a6-4dcc-9ade-20f88a349a07', tool_call_id='call_Sga9wIgaKZ8ZtZRzHvlIdbz1'),
   ToolMessage(content='天气预报信息：今天天气：overcast clouds，气温：24.97摄氏度，风速：1.64 m/s。', name='weather', id='5e0da87a-8f24-4652-9c4b-fde489ec3812', tool_call_id='call_YyxTGWDjmKnRMLICROzdqBfe'),
   AIMessage(content='现在时间是：15:35，星期五，2024年11月15日。\n\n广州的天气预报信息：今天天气为阴云，气温为24.97摄氏度，风速为1.64米/秒。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 53, 'prompt_tokens': 296, 'total_tokens': 349, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-d5eaf7a8-ad14-4e2e-b31d-caa45a58901c-0', usage_metadata={'input_tokens': 296, 'output_tokens': 53, 'total_tokens': 349, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='你好', additional_kwargs={}, response_metadata={}, name='User', id='8fc0dbed-ab1a-4e5d-b7fe-d4d5784ac463'),
   AIMessage(content='你好！有什么我可以帮助你的吗？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 360, 'total_tokens': 370, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-ce3076b5-a8cc-4653-aa31-2d895339ba67-0', usage_metadata={'input_tokens': 360, 'output_tokens': 10, 'total_tokens': 370, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='你知道我在那里吗', additional_kwargs={}, response_metadata={}, name='User', id='cf569e60-e19b-4ded-8247-33a080071353'),
   AIMessage(content='我无法直接知道你的位置，但可以根据你提供的信息来帮助你。如果你告诉我你所在的城市或地区，我可以为你提供相关的天气、新闻或其他信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 40, 'prompt_tokens': 384, 'total_tokens': 424, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-c4be7ab9-8ac5-44be-b2ef-a510173e9213-0', usage_metadata={'input_tokens': 384, 'output_tokens': 40, 'total_tokens': 424, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='我在广州啊，你记住了', additional_kwargs={}, response_metadata={}, name='User', id='177253af-5f01-4b90-b0de-7d2f6b353972'),
   AIMessage(content='好的，我记住了你在广州。如果你需要关于广州的任何信息，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 23, 'prompt_tokens': 441, 'total_tokens': 464, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-6a3af2ce-42c9-4ff5-bd0e-ac111f05ff3d-0', usage_metadata={'input_tokens': 441, 'output_tokens': 23, 'total_tokens': 464, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='那你帮我查一下天气', additional_kwargs={}, response_metadata={}, name='User', id='ecf1bbe7-1281-42ef-8c38-b31905b77e41'),
   AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_uxQylEdyIjo7mbwhXgN6aWlM', 'function': {'arguments': '{"para":"Guangzhou"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 480, 'total_tokens': 495, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5fef1bc4-389c-4378-b33f-fc1711665a31-0', tool_calls=[{'name': 'weather', 'args': {'para': 'Guangzhou'}, 'id': 'call_uxQylEdyIjo7mbwhXgN6aWlM', 'type': 'tool_call'}], usage_metadata={'input_tokens': 480, 'output_tokens': 15, 'total_tokens': 495, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   ToolMessage(content='天气预报信息：今天天气：broken clouds，气温：24.97摄氏度，风速：1.54 m/s。', name='weather', id='83324068-99a3-4cc4-9344-602137b4ff0f', tool_call_id='call_uxQylEdyIjo7mbwhXgN6aWlM'),
   AIMessage(content='广州的天气预报信息：今天天气为多云，气温为24.97摄氏度，风速为1.54米/秒。有什么其他需要了解的吗？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 41, 'prompt_tokens': 533, 'total_tokens': 574, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-6a9b5728-48d1-4e9a-9aee-c0aec6fea0a6-0', usage_metadata={'input_tokens': 533, 'output_tokens': 41, 'total_tokens': 574, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='深圳呢', additional_kwargs={}, response_metadata={}, name='User', id='514a6dcf-404c-4529-bf27-e34e8a669be9'),
   AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJNJH6UBaF8x7gTuZd8X7JAd', 'function': {'arguments': '{"para":"Shenzhen"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 585, 'total_tokens': 599, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-f5a9852a-e502-4944-9f82-6b58cbd66a6f-0', tool_calls=[{'name': 'weather', 'args': {'para': 'Shenzhen'}, 'id': 'call_TJNJH6UBaF8x7gTuZd8X7JAd', 'type': 'tool_call'}], usage_metadata={'input_tokens': 585, 'output_tokens': 14, 'total_tokens': 599, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   ToolMessage(content='天气预报信息：今天天气：light rain，气温：24.73摄氏度，风速：1.46 m/s。', name='weather', id='6f99f5c2-e61e-4c09-8a88-858711a628ac', tool_call_id='call_TJNJH6UBaF8x7gTuZd8X7JAd'),
   AIMessage(content='深圳的天气预报信息：今天天气为小雨，气温为24.73摄氏度，风速为1.46米/秒。如果你还有其他问题，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 45, 'prompt_tokens': 637, 'total_tokens': 682, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-5ad2461a-11ff-40cc-8ad2-2413b75ef8a3-0', usage_metadata={'input_tokens': 637, 'output_tokens': 45, 'total_tokens': 682, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='有什么玩', additional_kwargs={}, response_metadata={}, name='User', id='9fc4b0b2-24d6-444a-923d-b3c6e63809cc'),
   AIMessage(content='在广州和深圳，你可以尝试以下一些活动和景点：\n\n### 广州\n1. **广州塔（小蛮腰）**：可以登塔俯瞰城市全景。\n2. **珠江夜游**：欣赏珠江两岸的美丽夜景。\n3. **白云山**：适合徒步和观赏自然风光。\n4. **上下九步行街**：体验广州的美食和购物。\n5. **陈家祠**：了解岭南文化和传统建筑。\n\n### 深圳\n1. **深圳湾公园**：适合散步和骑行，享受海风。\n2. **大梅沙海滨公园**：可以游泳和沙滩活动。\n3. **欢乐谷**：一个大型的主题公园，适合家庭游玩。\n4. **东部华侨城**：有自然景观和文化体验的综合旅游区。\n5. **深圳博物馆**：了解深圳的发展历史和文化。\n\n你对哪个活动感兴趣呢？或者想了解更多信息？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 238, 'prompt_tokens': 693, 'total_tokens': 931, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-987a1730-2229-47d3-a215-0e1cac207f00-0', usage_metadata={'input_tokens': 693, 'output_tokens': 238, 'total_tokens': 931, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='北京呢', additional_kwargs={}, response_metadata={}, name='User', id='3df98b9a-22e2-42da-9f31-916b055079e4'),
   AIMessage(content='在北京，你可以尝试以下一些活动和景点：\n\n### 北京\n1. **故宫博物院**：探索中国古代皇宫的历史和文化。\n2. **长城**：游览八达岭或慕田峪段，体验这一历史奇迹。\n3. **天安门广场**：参观广场及其周围的历史建筑，包括人民大会堂和毛主席纪念堂。\n4. **颐和园**：欣赏美丽的皇家园林和昆明湖的风景。\n5. **798艺术区**：探索现代艺术和文化的创意产业园区。\n6. **胡同游**：体验北京的传统胡同文化，可以选择骑自行车游览。\n7. **北京烤鸭**：在著名的餐馆品尝正宗的北京烤鸭。\n\n如果你对某个特定的景点或活动感兴趣，或者需要更多的信息，请告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 212, 'prompt_tokens': 942, 'total_tokens': 1154, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-c0d85ea4-6e2d-4434-8773-a3dc9e170fbd-0', usage_metadata={'input_tokens': 942, 'output_tokens': 212, 'total_tokens': 1154, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
   HumanMessage(content='还有吗', additional_kwargs={}, response_metadata={}, name='User', id='a8698fad-e437-4f69-91bf-04a87f58d4e7'),
   AIMessage(content='当然可以！以下是一些更多在北京可以做的事情和景点：\n\n### 更多北京活动和景点\n8. **圆明园**：游览这座历史悠久的皇家园林，了解其辉煌与毁灭的历史。\n9. **南锣鼓巷**：体验传统与现代结合的文化，享受美食和购物。\n10. **北京植物园**：欣赏各种植物和花卉，适合家庭和自然爱好者。\n11. **首都博物馆**：了解北京的历史和文化，有丰富的展览。\n12. **鸟巢和水立方**：参观2008年奥运会的标志性建筑，外观非常壮观。\n13. **王府井步行街**：购物和美食的天堂，尝试各种地道小吃。\n14. **北京剧院**：观看京剧或其他表演，体验中国传统艺术。\n15. **长安街**：沿着长安街散步，欣赏沿途的现代建筑与历史景点。\n\n如果你还有其他问题或需要更具体的信息，比如餐馆推荐或交通方式，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 259, 'prompt_tokens': 1165, 'total_tokens': 1424, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-491a2935-7dbb-44c7-86c8-afa5e121fbd0-0', usage_metadata={'input_tokens': 1165, 'output_tokens': 259, 'total_tokens': 1424, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}})],
  'agent': 'agent'},
 'channel_versions': {'__start__': '00000000000000000000000000000032.0.15693994337439554',
  'messages': '00000000000000000000000000000033.0.7077459190085686',
  'start:agent': '00000000000000000000000000000033.0.9607591474652312',
  'agent': '00000000000000000000000000000033.0.8028913424477877',
  'branch:agent:should_continue:tools': '00000000000000000000000000000023.0.7713433790844227',
  'tools': '00000000000000000000000000000024.0.695707121431364'},
 'versions_seen': {'__input__': {},
  '__start__': {'__start__': '00000000000000000000000000000031.0.9988558075001674'},
  'agent': {'start:agent': '00000000000000000000000000000032.0.7643999578358889',
   'tools': '00000000000000000000000000000023.0.7854437453842145'},
  'tools': {'branch:agent:should_continue:tools': '00000000000000000000000000000022.0.0983258158769671'}},
 'pending_sends': []}

In [44]:

memory.get_tuple(config).checkpoint['channel_values']['messages']

Out [44]:

[HumanMessage(content='现在什么时间，广州天气怎么样', additional_kwargs={}, response_metadata={}, name='User', id='e26e51c3-2a22-4997-b8c4-c8354192aeea'),
 AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_Sga9wIgaKZ8ZtZRzHvlIdbz1', 'function': {'arguments': '{"para": {}}', 'name': 'QueryTime'}, 'type': 'function'}, {'id': 'call_YyxTGWDjmKnRMLICROzdqBfe', 'function': {'arguments': '{"para": "Guangzhou"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 45, 'prompt_tokens': 94, 'total_tokens': 139, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-366f5601-27ef-4238-8928-e7a74218a560-0', tool_calls=[{'name': 'QueryTime', 'args': {'para': {}}, 'id': 'call_Sga9wIgaKZ8ZtZRzHvlIdbz1', 'type': 'tool_call'}, {'name': 'weather', 'args': {'para': 'Guangzhou'}, 'id': 'call_YyxTGWDjmKnRMLICROzdqBfe', 'type': 'tool_call'}], usage_metadata={'input_tokens': 94, 'output_tokens': 45, 'total_tokens': 139, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 ToolMessage(content='现在时间是：15:35 星期五 2024年11月15日', name='QueryTime', id='18e008ef-b0a6-4dcc-9ade-20f88a349a07', tool_call_id='call_Sga9wIgaKZ8ZtZRzHvlIdbz1'),
 ToolMessage(content='天气预报信息：今天天气：overcast clouds，气温：24.97摄氏度，风速：1.64 m/s。', name='weather', id='5e0da87a-8f24-4652-9c4b-fde489ec3812', tool_call_id='call_YyxTGWDjmKnRMLICROzdqBfe'),
 AIMessage(content='现在时间是：15:35，星期五，2024年11月15日。\n\n广州的天气预报信息：今天天气为阴云，气温为24.97摄氏度，风速为1.64米/秒。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 53, 'prompt_tokens': 296, 'total_tokens': 349, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-d5eaf7a8-ad14-4e2e-b31d-caa45a58901c-0', usage_metadata={'input_tokens': 296, 'output_tokens': 53, 'total_tokens': 349, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='你好', additional_kwargs={}, response_metadata={}, name='User', id='8fc0dbed-ab1a-4e5d-b7fe-d4d5784ac463'),
 AIMessage(content='你好！有什么我可以帮助你的吗？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 360, 'total_tokens': 370, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-ce3076b5-a8cc-4653-aa31-2d895339ba67-0', usage_metadata={'input_tokens': 360, 'output_tokens': 10, 'total_tokens': 370, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='你知道我在那里吗', additional_kwargs={}, response_metadata={}, name='User', id='cf569e60-e19b-4ded-8247-33a080071353'),
 AIMessage(content='我无法直接知道你的位置，但可以根据你提供的信息来帮助你。如果你告诉我你所在的城市或地区，我可以为你提供相关的天气、新闻或其他信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 40, 'prompt_tokens': 384, 'total_tokens': 424, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-c4be7ab9-8ac5-44be-b2ef-a510173e9213-0', usage_metadata={'input_tokens': 384, 'output_tokens': 40, 'total_tokens': 424, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='我在广州啊，你记住了', additional_kwargs={}, response_metadata={}, name='User', id='177253af-5f01-4b90-b0de-7d2f6b353972'),
 AIMessage(content='好的，我记住了你在广州。如果你需要关于广州的任何信息，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 23, 'prompt_tokens': 441, 'total_tokens': 464, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-6a3af2ce-42c9-4ff5-bd0e-ac111f05ff3d-0', usage_metadata={'input_tokens': 441, 'output_tokens': 23, 'total_tokens': 464, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='那你帮我查一下天气', additional_kwargs={}, response_metadata={}, name='User', id='ecf1bbe7-1281-42ef-8c38-b31905b77e41'),
 AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_uxQylEdyIjo7mbwhXgN6aWlM', 'function': {'arguments': '{"para":"Guangzhou"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 480, 'total_tokens': 495, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5fef1bc4-389c-4378-b33f-fc1711665a31-0', tool_calls=[{'name': 'weather', 'args': {'para': 'Guangzhou'}, 'id': 'call_uxQylEdyIjo7mbwhXgN6aWlM', 'type': 'tool_call'}], usage_metadata={'input_tokens': 480, 'output_tokens': 15, 'total_tokens': 495, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 ToolMessage(content='天气预报信息：今天天气：broken clouds，气温：24.97摄氏度，风速：1.54 m/s。', name='weather', id='83324068-99a3-4cc4-9344-602137b4ff0f', tool_call_id='call_uxQylEdyIjo7mbwhXgN6aWlM'),
 AIMessage(content='广州的天气预报信息：今天天气为多云，气温为24.97摄氏度，风速为1.54米/秒。有什么其他需要了解的吗？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 41, 'prompt_tokens': 533, 'total_tokens': 574, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-6a9b5728-48d1-4e9a-9aee-c0aec6fea0a6-0', usage_metadata={'input_tokens': 533, 'output_tokens': 41, 'total_tokens': 574, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='深圳呢', additional_kwargs={}, response_metadata={}, name='User', id='514a6dcf-404c-4529-bf27-e34e8a669be9'),
 AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJNJH6UBaF8x7gTuZd8X7JAd', 'function': {'arguments': '{"para":"Shenzhen"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 585, 'total_tokens': 599, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-f5a9852a-e502-4944-9f82-6b58cbd66a6f-0', tool_calls=[{'name': 'weather', 'args': {'para': 'Shenzhen'}, 'id': 'call_TJNJH6UBaF8x7gTuZd8X7JAd', 'type': 'tool_call'}], usage_metadata={'input_tokens': 585, 'output_tokens': 14, 'total_tokens': 599, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 ToolMessage(content='天气预报信息：今天天气：light rain，气温：24.73摄氏度，风速：1.46 m/s。', name='weather', id='6f99f5c2-e61e-4c09-8a88-858711a628ac', tool_call_id='call_TJNJH6UBaF8x7gTuZd8X7JAd'),
 AIMessage(content='深圳的天气预报信息：今天天气为小雨，气温为24.73摄氏度，风速为1.46米/秒。如果你还有其他问题，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 45, 'prompt_tokens': 637, 'total_tokens': 682, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-5ad2461a-11ff-40cc-8ad2-2413b75ef8a3-0', usage_metadata={'input_tokens': 637, 'output_tokens': 45, 'total_tokens': 682, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='有什么玩', additional_kwargs={}, response_metadata={}, name='User', id='9fc4b0b2-24d6-444a-923d-b3c6e63809cc'),
 AIMessage(content='在广州和深圳，你可以尝试以下一些活动和景点：\n\n### 广州\n1. **广州塔（小蛮腰）**：可以登塔俯瞰城市全景。\n2. **珠江夜游**：欣赏珠江两岸的美丽夜景。\n3. **白云山**：适合徒步和观赏自然风光。\n4. **上下九步行街**：体验广州的美食和购物。\n5. **陈家祠**：了解岭南文化和传统建筑。\n\n### 深圳\n1. **深圳湾公园**：适合散步和骑行，享受海风。\n2. **大梅沙海滨公园**：可以游泳和沙滩活动。\n3. **欢乐谷**：一个大型的主题公园，适合家庭游玩。\n4. **东部华侨城**：有自然景观和文化体验的综合旅游区。\n5. **深圳博物馆**：了解深圳的发展历史和文化。\n\n你对哪个活动感兴趣呢？或者想了解更多信息？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 238, 'prompt_tokens': 693, 'total_tokens': 931, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-987a1730-2229-47d3-a215-0e1cac207f00-0', usage_metadata={'input_tokens': 693, 'output_tokens': 238, 'total_tokens': 931, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
 HumanMessage(content='北京呢', additional_kwargs={}, response_metadata={}, name='User', id='3df98b9a-22e2-42da-9f31-916b055079e4'),
 AIMessage(content='在北京，你可以尝试以下一些活动和景点：\n\n### 北京\n1. **故宫博物院**：探索中国古代皇宫的历史和文化。\n2. **长城**：游览八达岭或慕田峪段，体验这一历史奇迹。\n3. **天安门广场**：参观广场及其周围的历史建筑，包括人民大会堂和毛主席纪念堂。\n4. **颐和园**：欣赏美丽的皇家园林和昆明湖的风景。\n5. **798艺术区**：探索现代艺术和文化的创意产业园区。\n6. **胡同游**：体验北京的传统胡同文化，可以选择骑自行车游览。\n7. **北京烤鸭**：在著名的餐馆品尝正宗的北京烤鸭。\n\n如果你对某个特定的景点或活动感兴趣，或者需要更多的信息，请告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 212, 'prompt_tokens': 942, 'total_tokens': 1154, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-c0d85ea4-6e2d-4434-8773-a3dc9e170fbd-0', usage_metadata={'input_tokens': 942, 'output_tokens': 212, 'total_tokens': 1154, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}})]

In [43]:

memory.get_tuple(config).checkpoint['channel_values']

Out [43]:

{'messages': [HumanMessage(content='现在什么时间，广州天气怎么样', additional_kwargs={}, response_metadata={}, name='User', id='e26e51c3-2a22-4997-b8c4-c8354192aeea'),
  AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_Sga9wIgaKZ8ZtZRzHvlIdbz1', 'function': {'arguments': '{"para": {}}', 'name': 'QueryTime'}, 'type': 'function'}, {'id': 'call_YyxTGWDjmKnRMLICROzdqBfe', 'function': {'arguments': '{"para": "Guangzhou"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 45, 'prompt_tokens': 94, 'total_tokens': 139, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-366f5601-27ef-4238-8928-e7a74218a560-0', tool_calls=[{'name': 'QueryTime', 'args': {'para': {}}, 'id': 'call_Sga9wIgaKZ8ZtZRzHvlIdbz1', 'type': 'tool_call'}, {'name': 'weather', 'args': {'para': 'Guangzhou'}, 'id': 'call_YyxTGWDjmKnRMLICROzdqBfe', 'type': 'tool_call'}], usage_metadata={'input_tokens': 94, 'output_tokens': 45, 'total_tokens': 139, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  ToolMessage(content='现在时间是：15:35 星期五 2024年11月15日', name='QueryTime', id='18e008ef-b0a6-4dcc-9ade-20f88a349a07', tool_call_id='call_Sga9wIgaKZ8ZtZRzHvlIdbz1'),
  ToolMessage(content='天气预报信息：今天天气：overcast clouds，气温：24.97摄氏度，风速：1.64 m/s。', name='weather', id='5e0da87a-8f24-4652-9c4b-fde489ec3812', tool_call_id='call_YyxTGWDjmKnRMLICROzdqBfe'),
  AIMessage(content='现在时间是：15:35，星期五，2024年11月15日。\n\n广州的天气预报信息：今天天气为阴云，气温为24.97摄氏度，风速为1.64米/秒。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 53, 'prompt_tokens': 296, 'total_tokens': 349, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-d5eaf7a8-ad14-4e2e-b31d-caa45a58901c-0', usage_metadata={'input_tokens': 296, 'output_tokens': 53, 'total_tokens': 349, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='你好', additional_kwargs={}, response_metadata={}, name='User', id='8fc0dbed-ab1a-4e5d-b7fe-d4d5784ac463'),
  AIMessage(content='你好！有什么我可以帮助你的吗？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 360, 'total_tokens': 370, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-ce3076b5-a8cc-4653-aa31-2d895339ba67-0', usage_metadata={'input_tokens': 360, 'output_tokens': 10, 'total_tokens': 370, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='你知道我在那里吗', additional_kwargs={}, response_metadata={}, name='User', id='cf569e60-e19b-4ded-8247-33a080071353'),
  AIMessage(content='我无法直接知道你的位置，但可以根据你提供的信息来帮助你。如果你告诉我你所在的城市或地区，我可以为你提供相关的天气、新闻或其他信息。', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 40, 'prompt_tokens': 384, 'total_tokens': 424, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-c4be7ab9-8ac5-44be-b2ef-a510173e9213-0', usage_metadata={'input_tokens': 384, 'output_tokens': 40, 'total_tokens': 424, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='我在广州啊，你记住了', additional_kwargs={}, response_metadata={}, name='User', id='177253af-5f01-4b90-b0de-7d2f6b353972'),
  AIMessage(content='好的，我记住了你在广州。如果你需要关于广州的任何信息，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 23, 'prompt_tokens': 441, 'total_tokens': 464, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-6a3af2ce-42c9-4ff5-bd0e-ac111f05ff3d-0', usage_metadata={'input_tokens': 441, 'output_tokens': 23, 'total_tokens': 464, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='那你帮我查一下天气', additional_kwargs={}, response_metadata={}, name='User', id='ecf1bbe7-1281-42ef-8c38-b31905b77e41'),
  AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_uxQylEdyIjo7mbwhXgN6aWlM', 'function': {'arguments': '{"para":"Guangzhou"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 480, 'total_tokens': 495, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5fef1bc4-389c-4378-b33f-fc1711665a31-0', tool_calls=[{'name': 'weather', 'args': {'para': 'Guangzhou'}, 'id': 'call_uxQylEdyIjo7mbwhXgN6aWlM', 'type': 'tool_call'}], usage_metadata={'input_tokens': 480, 'output_tokens': 15, 'total_tokens': 495, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  ToolMessage(content='天气预报信息：今天天气：broken clouds，气温：24.97摄氏度，风速：1.54 m/s。', name='weather', id='83324068-99a3-4cc4-9344-602137b4ff0f', tool_call_id='call_uxQylEdyIjo7mbwhXgN6aWlM'),
  AIMessage(content='广州的天气预报信息：今天天气为多云，气温为24.97摄氏度，风速为1.54米/秒。有什么其他需要了解的吗？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 41, 'prompt_tokens': 533, 'total_tokens': 574, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-6a9b5728-48d1-4e9a-9aee-c0aec6fea0a6-0', usage_metadata={'input_tokens': 533, 'output_tokens': 41, 'total_tokens': 574, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='深圳呢', additional_kwargs={}, response_metadata={}, name='User', id='514a6dcf-404c-4529-bf27-e34e8a669be9'),
  AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJNJH6UBaF8x7gTuZd8X7JAd', 'function': {'arguments': '{"para":"Shenzhen"}', 'name': 'weather'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 585, 'total_tokens': 599, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-f5a9852a-e502-4944-9f82-6b58cbd66a6f-0', tool_calls=[{'name': 'weather', 'args': {'para': 'Shenzhen'}, 'id': 'call_TJNJH6UBaF8x7gTuZd8X7JAd', 'type': 'tool_call'}], usage_metadata={'input_tokens': 585, 'output_tokens': 14, 'total_tokens': 599, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  ToolMessage(content='天气预报信息：今天天气：light rain，气温：24.73摄氏度，风速：1.46 m/s。', name='weather', id='6f99f5c2-e61e-4c09-8a88-858711a628ac', tool_call_id='call_TJNJH6UBaF8x7gTuZd8X7JAd'),
  AIMessage(content='深圳的天气预报信息：今天天气为小雨，气温为24.73摄氏度，风速为1.46米/秒。如果你还有其他问题，随时告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 45, 'prompt_tokens': 637, 'total_tokens': 682, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-5ad2461a-11ff-40cc-8ad2-2413b75ef8a3-0', usage_metadata={'input_tokens': 637, 'output_tokens': 45, 'total_tokens': 682, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='有什么玩', additional_kwargs={}, response_metadata={}, name='User', id='9fc4b0b2-24d6-444a-923d-b3c6e63809cc'),
  AIMessage(content='在广州和深圳，你可以尝试以下一些活动和景点：\n\n### 广州\n1. **广州塔（小蛮腰）**：可以登塔俯瞰城市全景。\n2. **珠江夜游**：欣赏珠江两岸的美丽夜景。\n3. **白云山**：适合徒步和观赏自然风光。\n4. **上下九步行街**：体验广州的美食和购物。\n5. **陈家祠**：了解岭南文化和传统建筑。\n\n### 深圳\n1. **深圳湾公园**：适合散步和骑行，享受海风。\n2. **大梅沙海滨公园**：可以游泳和沙滩活动。\n3. **欢乐谷**：一个大型的主题公园，适合家庭游玩。\n4. **东部华侨城**：有自然景观和文化体验的综合旅游区。\n5. **深圳博物馆**：了解深圳的发展历史和文化。\n\n你对哪个活动感兴趣呢？或者想了解更多信息？', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 238, 'prompt_tokens': 693, 'total_tokens': 931, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_04751d0b65', 'finish_reason': 'stop', 'logprobs': None}, id='run-987a1730-2229-47d3-a215-0e1cac207f00-0', usage_metadata={'input_tokens': 693, 'output_tokens': 238, 'total_tokens': 931, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}}),
  HumanMessage(content='北京呢', additional_kwargs={}, response_metadata={}, name='User', id='3df98b9a-22e2-42da-9f31-916b055079e4'),
  AIMessage(content='在北京，你可以尝试以下一些活动和景点：\n\n### 北京\n1. **故宫博物院**：探索中国古代皇宫的历史和文化。\n2. **长城**：游览八达岭或慕田峪段，体验这一历史奇迹。\n3. **天安门广场**：参观广场及其周围的历史建筑，包括人民大会堂和毛主席纪念堂。\n4. **颐和园**：欣赏美丽的皇家园林和昆明湖的风景。\n5. **798艺术区**：探索现代艺术和文化的创意产业园区。\n6. **胡同游**：体验北京的传统胡同文化，可以选择骑自行车游览。\n7. **北京烤鸭**：在著名的餐馆品尝正宗的北京烤鸭。\n\n如果你对某个特定的景点或活动感兴趣，或者需要更多的信息，请告诉我！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 212, 'prompt_tokens': 942, 'total_tokens': 1154, 'completion_tokens_details': {'accepted_prediction_tokens': None, 'audio_tokens': None, 'reasoning_tokens': 0, 'rejected_prediction_tokens': None}, 'prompt_tokens_details': {'audio_tokens': None, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_d54531d9eb', 'finish_reason': 'stop', 'logprobs': None}, id='run-c0d85ea4-6e2d-4434-8773-a3dc9e170fbd-0', usage_metadata={'input_tokens': 942, 'output_tokens': 212, 'total_tokens': 1154, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 0}})],
 'agent': 'agent'}

83 KiB Raw Blame History

83 KiB

Raw Blame History