notebooks/langchain_agent_scratch.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "7pPTLBsDXT9V"
      },
      "outputs": [],
      "source": [
        "import openai\n",
        " "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "nu-r2FxfTaV1"
      },
      "outputs": [],
      "source": [
        "import langchain\n",
        "from langchain.tools import tool\n",
        "from langchain.llms import OpenAI\n",
        "from langchain_core.utils.function_calling import convert_to_openai_function\n",
        "from langchain_openai import ChatOpenAI\n",
        "from langchain.prompts import ChatPromptTemplate, SystemMessagePromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, PromptTemplate\n",
        "from langchain_core.language_models.chat_models import BaseChatModel\n",
        "from langchain_core.runnables.base import RunnableSequence\n",
        "from langchain.agents.output_parsers import OpenAIFunctionsAgentOutputParser\n",
        "from langchain_core.runnables.utils import Output\n",
        "from langchain_core.messages import BaseMessage\n",
        "from langchain.schema import AgentFinish\n",
        "from langchain.agents.format_scratchpad import format_to_openai_functions\n",
        "from langchain.llms.openai import BaseOpenAI\n",
        "import langchain_core\n",
        "\n",
        "from typing import List\n",
        "\n",
        "import pydantic\n",
        "from loguru import logger\n",
        "from rich.pretty import pprint\n",
        "\n",
        "from langchain.prompts.chat import ChatPromptTemplate\n",
        "from langchain_community.llms.ollama import Ollama\n",
        "from langchain.schema.output_parser import StrOutputParser"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UQP5lmFhXUex"
      },
      "source": [
        "## Tools\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "MytI_V1nTxzY"
      },
      "outputs": [],
      "source": [
        "@tool\n",
        "def sum(a: int, b: int) -> str:\n",
        "    \"\"\"Perform the addition of variables a and b, i.e., calculate a + b.\"\"\"\n",
        "    return f\"The result of {a} + {b} is {str(a+b)}\"\n",
        "\n",
        "\n",
        "@tool\n",
        "def random_joke() -> str:\n",
        "    \"\"\"A crazy creator that can create a random joke.\"\"\"\n",
        "    # model: BaseOpenAI = OpenAI(openai_api_key=OPENAI_API_KEY, temperature=1.5)\n",
        "    # res = model.predict(f\"You are a crazy creator that can create a random joke.\")\n",
        "    # return res.strip()\n",
        "    chat_template = ChatPromptTemplate.from_messages(\n",
        "        [\n",
        "            (\n",
        "                \"system\",\n",
        "                \"\"\"You are a crazy creator that can create a random joke.\"\"\",\n",
        "            ),\n",
        "        ]\n",
        "    )\n",
        "    llm = Ollama(\n",
        "        base_url=\"http://localhost:11434\",\n",
        "        model=\"gemma:2b-instruct\",\n",
        "        temperature=1.5,\n",
        "    )\n",
        "\n",
        "    return (chat_template | llm | StrOutputParser()).invoke({})\n",
        "\n",
        "\n",
        "@tool\n",
        "def translate(string: str) -> str:\n",
        "    \"\"\"Translate the string into Chinese.\"\"\"\n",
        "    # model: BaseOpenAI = OpenAI(openai_api_key=OPENAI_API_KEY, temperature=0)\n",
        "    # res = model.predict(f\"Translate {string} into Chinese, only return the result.\")\n",
        "    # return res.strip()\n",
        "    chat_template = ChatPromptTemplate.from_messages(\n",
        "        [\n",
        "            (\n",
        "                \"system\",\n",
        "                \"\"\"You're an translator to translate text into Chinese, only return the result.\n",
        "                \"\"\",\n",
        "            ),\n",
        "            (\n",
        "                \"human\",\n",
        "                string,\n",
        "            ),\n",
        "        ]\n",
        "    )\n",
        "    llm = Ollama(\n",
        "        base_url=\"http://localhost:11434\",\n",
        "        model=\"gemma:2b-instruct\",\n",
        "        temperature=0.0,\n",
        "    )\n",
        "\n",
        "    return (chat_template | llm | StrOutputParser()).invoke({\"string\": string})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 125
        },
        "id": "sfLLHI48WVCa",
        "outputId": "31b4fdba-361e-42ca-ee96-f105ced9c241"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'你好，世界'"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "args = {\n",
        "    \"a\":1, \"b\":2\n",
        "}\n",
        "sum.run(args)\n",
        "\n",
        "args = {\n",
        "    \"string\":\"hello,world\"\n",
        "}\n",
        "translate.run(args)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T-NUX8u8Yxya"
      },
      "source": [
        "## Agent"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_ph6qIfPhFnJ"
      },
      "source": [
        "### Convert tools into OpenAI functions(tools)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "abInYbJ2hA3H"
      },
      "outputs": [],
      "source": [
        "functions = [\n",
        "    sum,\n",
        "    translate\n",
        "]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 246
        },
        "id": "vicWQRzLu3H2",
        "outputId": "68c6d269-a81c-4560-8005-eb08b29a707c"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">StructuredTool</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'sum'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'sum(a: int, b: int) -&gt; str - Perform the addition of variables a and b, i.e., calculate a + b.'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">args_schema</span>=<span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'pydantic.v1.main.sumSchema'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">func</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;function sum at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x128103c40</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">StructuredTool</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'translate(string: str) -&gt; str - Translate the string into Chinese.'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">args_schema</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;class </span><span style=\"color: #008000; text-decoration-color: #008000\">'pydantic.v1.main.translateSchema'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">func</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;function translate at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x128103600</span><span style=\"font-weight: bold\">&gt;</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"font-weight: bold\">]</span>\n",
              "</pre>\n"
            ],
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              "\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mStructuredTool\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m=\u001b[32m'sum'\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mdescription\u001b[0m=\u001b[32m'sum\u001b[0m\u001b[32m(\u001b[0m\u001b[32ma: int, b: int\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> str - Perform the addition of variables a and b, i.e., calculate a + b.'\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33margs_schema\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'pydantic.v1.main.sumSchema'\u001b[0m\u001b[39m>,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mfunc\u001b[0m\u001b[39m=<function sum at \u001b[0m\u001b[1;36m0x128103c40\u001b[0m\u001b[39m>\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mStructuredTool\u001b[0m\u001b[1;39m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'translate'\u001b[0m\u001b[39m,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'translate\u001b[0m\u001b[32m(\u001b[0m\u001b[32mstring: str\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> str - Translate the string into Chinese.'\u001b[0m\u001b[39m,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33margs_schema\u001b[0m\u001b[39m=<class \u001b[0m\u001b[32m'pydantic.v1.main.translateSchema'\u001b[0m\u001b[39m>,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mfunc\u001b[0m\u001b[39m=<function translate at \u001b[0m\u001b[1;36m0x128103600\u001b[0m\u001b[1m>\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[1m]\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "pprint(functions)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RZRmIHEShXKb"
      },
      "source": [
        "### Prompt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "W4FZMFREYzAo"
      },
      "outputs": [],
      "source": [
        "prompt = ChatPromptTemplate.from_messages([\n",
        "    SystemMessagePromptTemplate.from_template(\"You are an assisant to perform the user input.\"),\n",
        "    HumanMessagePromptTemplate.from_template(\"{input}\"),\n",
        "])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bYAGaWSYhZmL"
      },
      "source": [
        "### Require chat model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "Afco5Aeacmsj"
      },
      "outputs": [],
      "source": [
        "model: BaseChatModel = ChatOpenAI(temperature=0).bind_functions(functions=functions)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "orWdnmuaQVPb"
      },
      "source": [
        "#### The OpenAI model fires exception.\n",
        "\n",
        "`TypeError: Completions.create() got an unexpected keyword argument 'functions'`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iLOq78dXl34j"
      },
      "source": [
        "\n",
        "\n",
        "```python\n",
        "prompt = PromptTemplate.from_template(\"\"\"\n",
        "You are an assisant to perform the user input:\n",
        "\n",
        "{input}\n",
        "\"\"\")\n",
        "model: BaseOpenAI = OpenAI(openai_api_key=OPENAI_API_KEY, temperature=1.5).bind_.bind_functions(functions=functions)\n",
        "```\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "57_1--xWoaw8"
      },
      "source": [
        "#### Model responses `function_call`\n",
        "\n",
        "It determines which function(tool) to call and which arguments to use."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 82
        },
        "id": "2vJsyQsJZI3g",
        "outputId": "da4c6bb7-a8fb-4f6a-aeef-861ae7d2f1af"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"string\":\"Hello,world\"}'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span><span style=\"font-weight: bold\">}}</span>\n",
              "<span style=\"font-weight: bold\">)</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"string\":\"Hello,world\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'translate'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[1m)\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "chain: RunnableSequence = prompt | model\n",
        "res: Output = chain.invoke({\"input\":\"\"\"\n",
        "Translate the following sentence:\n",
        "\n",
        "Hello,world\n",
        "\"\"\"})\n",
        "pprint(res)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iBipHzHalycD"
      },
      "source": [
        "#### Key: `OpenAIFunctionsAgentOutputParser`\n",
        "\n",
        "Converts the OpenAI function_call response into equivalent Python objects.\n",
        "\n",
        "For example, the outcome is `AgentActionMessageLog`, detailing the `tool` to be utilized and `tool_input`: the dictionary that the specified `tool` accepts,\n",
        "\n",
        "so:\n",
        "\n",
        "```\n",
        "tool.run(tool_input)\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-zMYI5OKYnBF"
      },
      "source": [
        "#### Parse `AIMessage`  with  `function_call` in `additional_kwargs`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "TtNuitAkZ0H6",
        "outputId": "b600e68a-ce81-4d5b-a126-1c35798bfe71"
      },
      "outputs": [
        {
          "data": {
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AgentActionMessageLog</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool_input</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'string'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Hallo,Welt, Hello,world'</span><span style=\"font-weight: bold\">}</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">log</span>=<span style=\"color: #008000; text-decoration-color: #008000\">\"\\nInvoking: `translate` with `{'string': 'Hallo,Welt, Hello,world'}`\\n\\n\\n\"</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">message_log</span>=<span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"string\":\"Hallo,Welt, Hello,world\"}'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span><span style=\"font-weight: bold\">}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">]</span>\n",
              "<span style=\"font-weight: bold\">)</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1;35mAgentActionMessageLog\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mtool\u001b[0m=\u001b[32m'translate'\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mtool_input\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'string'\u001b[0m: \u001b[32m'Hallo,Welt, Hello,world'\u001b[0m\u001b[1m}\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mlog\u001b[0m=\u001b[32m\"\\nInvoking: `translate` with `\u001b[0m\u001b[32m{\u001b[0m\u001b[32m'string': 'Hallo,Welt, Hello,world'\u001b[0m\u001b[32m}\u001b[0m\u001b[32m`\\n\\n\\n\"\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mmessage_log\u001b[0m=\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"string\":\"Hallo,Welt, Hello,world\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'translate'\u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m]\u001b[0m\n",
              "\u001b[1m)\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "tool_exec_chain: RunnableSequence = chain | OpenAIFunctionsAgentOutputParser()\n",
        "result: Output = tool_exec_chain.invoke({\"input\":\"\"\"\n",
        "Translate the following sentence:\n",
        "\n",
        "Hallo,Welt, Hello,world\n",
        "\"\"\"})\n",
        "\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cGcnazRGo_g0"
      },
      "source": [
        "#### `AgentActionMessageLog`, if one function(tool) is required"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "KQAcATHhP-E-"
      },
      "outputs": [],
      "source": [
        "tools={\n",
        "            \"sum\":sum,\n",
        "            \"translate\":translate,\n",
        "        }"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "6I4EQPRlA7WZ",
        "outputId": "887f9929-5f30-449e-f9a0-304297f472f8"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'你好，世界，你好，世界。'"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "tools[result.tool].run(result.tool_input)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        },
        "id": "-SW6iIbYkqPH",
        "outputId": "43b776e5-83b3-4103-b6d3-107418c3895d"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AgentActionMessageLog</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'sum'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool_input</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'a'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'b'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span><span style=\"font-weight: bold\">}</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">log</span>=<span style=\"color: #008000; text-decoration-color: #008000\">\"\\nInvoking: `sum` with `{'a': 1, 'b': 1}`\\n\\n\\n\"</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">message_log</span>=<span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>, <span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"a\":1,\"b\":1}'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'sum'</span><span style=\"font-weight: bold\">}})</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">]</span>\n",
              "<span style=\"font-weight: bold\">)</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1;35mAgentActionMessageLog\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mtool\u001b[0m=\u001b[32m'sum'\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mtool_input\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'a'\u001b[0m: \u001b[1;36m1\u001b[0m, \u001b[32m'b'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mlog\u001b[0m=\u001b[32m\"\\nInvoking: `sum` with `\u001b[0m\u001b[32m{\u001b[0m\u001b[32m'a': 1, 'b': 1\u001b[0m\u001b[32m}\u001b[0m\u001b[32m`\\n\\n\\n\"\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mmessage_log\u001b[0m=\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"a\":1,\"b\":1\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'sum'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m]\u001b[0m\n",
              "\u001b[1m)\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "result: Output = tool_exec_chain.invoke({\"input\":\"\"\"\n",
        "What is 1 plus 1?\n",
        "\"\"\"})\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IAqf5uDyhgm5",
        "outputId": "9f5a8261-4276-4184-f04a-2005558e8792"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "('sum', {'a': 1, 'b': 1})"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "result.tool, result.tool_input"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "NtsHQBK1huq4",
        "outputId": "2d9404ac-dd7a-44a9-c9f2-e6081a04c362"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'The result of 1 + 1 is 2'"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "tools[result.tool].run(result.tool_input)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W4i2V5yRpKwq"
      },
      "source": [
        "#### `AgentFinish`, if no function (tool) is required."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "id": "lvtRd5IHtpOl",
        "outputId": "675201d3-367a-45d0-ef57-ad3139227f18"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Hello! How can I assist you today?'</span><span style=\"font-weight: bold\">)</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'Hello! How can I assist you today?'\u001b[0m\u001b[1m)\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "chain: RunnableSequence = prompt | model\n",
        "res: Output = chain.invoke({\"input\":\"\"\"\n",
        "hi\n",
        "\"\"\"})\n",
        "pprint(res)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 82
        },
        "id": "4n6dWIsgoBlp",
        "outputId": "89ae6c54-a098-409e-bfde-11c4d3dfee97"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AgentFinish</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">return_values</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'output'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Hello! How can I assist you today?'</span><span style=\"font-weight: bold\">}</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">log</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Hello! How can I assist you today?'</span>\n",
              "<span style=\"font-weight: bold\">)</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1;35mAgentFinish\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mreturn_values\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'output'\u001b[0m: \u001b[32m'Hello! How can I assist you today?'\u001b[0m\u001b[1m}\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mlog\u001b[0m=\u001b[32m'Hello! How can I assist you today?'\u001b[0m\n",
              "\u001b[1m)\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "tool_exec_chain: RunnableSequence = chain | OpenAIFunctionsAgentOutputParser()\n",
        "result: Output = tool_exec_chain.invoke({\"input\":\"\"\"\n",
        "Hi\n",
        "\"\"\"})\n",
        "\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VJdvSHaNa9DV"
      },
      "source": [
        "### Simple Agent, one interaction\n",
        "\n",
        "When a specific tool is requested by an OpenAI response, the process typically does not proceed to `langchain.schema.AgentFinish`. This implies that whenever operations like `sum` or `translate` are required, `langchain.schema.AgentAction` is invoked instead."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "forbLaYquYRu"
      },
      "source": [
        "#### Only request one task"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "jGV2opwlbAGc"
      },
      "outputs": [],
      "source": [
        "def agent_resolver(res: Output):\n",
        "    logger.info(type(res))\n",
        "\n",
        "    if isinstance(res, AgentFinish):\n",
        "        return res.return_values[\"output\"]\n",
        "    else:\n",
        "        tools={\n",
        "            \"sum\":sum,\n",
        "            \"translate\":translate,\n",
        "        }\n",
        "        return tools[res.tool].run(res.tool_input)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "eRBaXQfKixCM"
      },
      "outputs": [],
      "source": [
        "agent_chain: RunnableSequence = tool_exec_chain | agent_resolver"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "lnqPjwjvtU9I",
        "outputId": "b8d12b92-8942-4e10-a4f7-b9b7e4e71a10"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[32m2024-02-28 22:03:21.565\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_resolver\u001b[0m:\u001b[36m2\u001b[0m - \u001b[1m<class 'langchain_core.agents.AgentActionMessageLog'>\u001b[0m\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'你好，世界，你好，世界。'</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[32m'你好，世界，你好，世界。'\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "result: Output = agent_chain.invoke({\"input\":\"\"\"\n",
        "Translate the following sentence:\n",
        "\n",
        "Hallo,Welt, Hello,world\n",
        "\"\"\"})\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "id": "qA0uBbGitWHW",
        "outputId": "bca77fb4-6d03-428c-c69d-51527679392d"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[32m2024-02-28 22:03:26.633\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_resolver\u001b[0m:\u001b[36m2\u001b[0m - \u001b[1m<class 'langchain_core.agents.AgentActionMessageLog'>\u001b[0m\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'The result of 1 + 1 is 2'</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[32m'The result of 1 + 1 is 2'\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "result: Output = agent_chain.invoke({\"input\":\"\"\"\n",
        "What is the 1 plus 1 ?\n",
        "\"\"\"})\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "id": "-MnLl4kJtX0g",
        "outputId": "69a0b00f-cdc9-4cfe-bb9d-e06fcd6dee15"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[32m2024-02-28 22:03:29.753\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_resolver\u001b[0m:\u001b[36m2\u001b[0m - \u001b[1m<class 'langchain_core.agents.AgentFinish'>\u001b[0m\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'Hello! How can I assist you today?'</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[32m'Hello! How can I assist you today?'\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "result: Output = agent_chain.invoke({\"input\":\"\"\"\n",
        "Hello\n",
        "\"\"\"})\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_euSoeYjIxtx"
      },
      "source": [
        "#### Request two tasks, not fully worked\n",
        "\n",
        "1. The `sum()` function executed successfully.\n",
        "2. The `translate()` function failed because the agent exited peacefully after the completion of `sum()`.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "id": "j0vBrstFslP0",
        "outputId": "149627ee-b756-43a4-dc1f-0d0e631e5a63"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[32m2024-02-28 22:03:32.261\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_resolver\u001b[0m:\u001b[36m2\u001b[0m - \u001b[1m<class 'langchain_core.agents.AgentActionMessageLog'>\u001b[0m\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'The result of 1 + 1 is 2'</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[32m'The result of 1 + 1 is 2'\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "result: Output = agent_chain.invoke({\"input\":\"\"\"\n",
        "What is the 1 plus 1, answer me with a translated result?\n",
        "\"\"\"})\n",
        "pprint(result)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YRsYQttqLDwN"
      },
      "source": [
        "### Agent loop\n",
        "\n",
        "Start a new example.\n",
        "\n",
        "Use `random_joke()` to generate a crazy joke and translate the response.\n",
        "\n",
        "It is a continuous loop that executes the `chain` until the `AgentFinish` condition is met, without consideration for any errors or infinite loop exceptions."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k9yVlDm6L2pV"
      },
      "source": [
        "#### Key: Redefine the prompt to record history , allowing for the subsequent execution of the `translate()` function after obtaining the `random_joke()` result."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "xy0res02LslQ"
      },
      "outputs": [],
      "source": [
        "prompt = ChatPromptTemplate.from_messages([\n",
        "    SystemMessagePromptTemplate.from_template(\"You are an assisant to perform the user input.\"),\n",
        "    HumanMessagePromptTemplate.from_template(\"{input}\"),\n",
        "    MessagesPlaceholder(variable_name=\"history\"),\n",
        "])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "o7g6DnNAn0BL"
      },
      "outputs": [],
      "source": [
        "functions = [\n",
        "    random_joke,\n",
        "    translate\n",
        "]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 246
        },
        "id": "C4yqAmkhuvwE",
        "outputId": "84d5dc21-4229-48c9-fecd-ddfbca13f3ed"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">StructuredTool</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'random_joke() -&gt; str - A crazy creator that can create a random joke.'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">args_schema</span>=<span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'pydantic.v1.main.random_jokeSchema'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">func</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;function random_joke at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x128103ec0</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">StructuredTool</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'translate(string: str) -&gt; str - Translate the string into Chinese.'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">args_schema</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;class </span><span style=\"color: #008000; text-decoration-color: #008000\">'pydantic.v1.main.translateSchema'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">func</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;function translate at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x128103600</span><span style=\"font-weight: bold\">&gt;</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"font-weight: bold\">]</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mStructuredTool\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m=\u001b[32m'random_joke'\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mdescription\u001b[0m=\u001b[32m'random_joke\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> str - A crazy creator that can create a random joke.'\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33margs_schema\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'pydantic.v1.main.random_jokeSchema'\u001b[0m\u001b[39m>,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mfunc\u001b[0m\u001b[39m=<function random_joke at \u001b[0m\u001b[1;36m0x128103ec0\u001b[0m\u001b[39m>\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mStructuredTool\u001b[0m\u001b[1;39m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'translate'\u001b[0m\u001b[39m,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'translate\u001b[0m\u001b[32m(\u001b[0m\u001b[32mstring: str\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> str - Translate the string into Chinese.'\u001b[0m\u001b[39m,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33margs_schema\u001b[0m\u001b[39m=<class \u001b[0m\u001b[32m'pydantic.v1.main.translateSchema'\u001b[0m\u001b[39m>,\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mfunc\u001b[0m\u001b[39m=<function translate at \u001b[0m\u001b[1;36m0x128103600\u001b[0m\u001b[1m>\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[1m]\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "pprint(functions)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "u3bv4tFqntnP"
      },
      "outputs": [],
      "source": [
        "model: BaseChatModel = ChatOpenAI(temperature=1.5).bind_functions(functions=functions)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "GtmABDDDn2AG"
      },
      "outputs": [],
      "source": [
        "# The last node is not some like agent_resolver() above, because we`ll use loop the whole agent logical\n",
        "# in it.\n",
        "agent_chain: RunnableSequence = prompt | model | OpenAIFunctionsAgentOutputParser()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "Ople2SM_NVdn"
      },
      "outputs": [],
      "source": [
        "def agent_executor(agent_chain: RunnableSequence, human_input: str) -> Output:\n",
        "    history = list()\n",
        "\n",
        "    tools = {\n",
        "        \"random_joke\":random_joke,\n",
        "        \"translate\":translate,\n",
        "    }\n",
        "\n",
        "    while True:\n",
        "        fmt_openai_funs: List[BaseMessage] = format_to_openai_functions(history)\n",
        "        pprint(\"format_to_openai_functions:\")\n",
        "        pprint(fmt_openai_funs)\n",
        "        pprint(\"---------------\")\n",
        "\n",
        "        res: Output = agent_chain.invoke({\"input\": human_input,\n",
        "                                        \"history\": fmt_openai_funs})\n",
        "        logger.debug(f\"Type of chain res: {type(res)}\")\n",
        "        logger.debug(res)\n",
        "\n",
        "        if isinstance(res, AgentFinish):\n",
        "            pprint(\"history list:\")\n",
        "            pprint(history)\n",
        "            pprint(\"---------------\")\n",
        "\n",
        "            return res\n",
        "        else:\n",
        "            tool_res = tools[res.tool].run(res.tool_input)\n",
        "            logger.debug(f\"Type of tool res: {type(tool_res)}\")\n",
        "            logger.debug(f\"Tool: {res.tool} returned: {tool_res}\")\n",
        "            history.append((res, tool_res))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "jrOXFQYfoxIW",
        "outputId": "9879e86f-acf1-4cfe-ddc6-062e9bf011fa"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'format_to_openai_functions:'</span>\n",
              "</pre>\n"
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              "\u001b[32m'format_to_openai_functions:'\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[]</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n"
            ]
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          "metadata": {},
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          "data": {
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'---------------'</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[32m'---------------'\u001b[0m\n"
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          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[32m2024-02-28 22:04:03.526\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m17\u001b[0m - \u001b[34m\u001b[1mType of chain res: <class 'langchain_core.agents.AgentActionMessageLog'>\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:03.527\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1mtool='random_joke' tool_input={} log='\\nInvoking: `random_joke` with `{}`\\n\\n\\n' message_log=[AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{}', 'name': 'random_joke'}})]\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:29.941\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m28\u001b[0m - \u001b[34m\u001b[1mType of tool res: <class 'str'>\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:29.942\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m29\u001b[0m - \u001b[34m\u001b[1mTool: random_joke returned: Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\n",
            "\n",
            "Is there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\n",
            "\n",
            "Let me show you a few of my favorite creations:\n",
            "\n",
            "* Why did the scarecrow win an award? Because he was outstanding in his field.\n",
            "* What do you call a joke told by a robot? A circuitous conversation.\n",
            "* What do you call a joke that's too long? A bore-athon.\n",
            "\n",
            "Don't be afraid to ask for more, and I'll keep feeding your chuckle.\u001b[0m\n"
          ]
        },
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          "data": {
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'format_to_openai_functions:'</span>\n",
              "</pre>\n"
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              "\u001b[32m'format_to_openai_functions:'\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>, <span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{}'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span><span style=\"font-weight: bold\">}})</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">FunctionMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">\"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\\n\\nIs there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\\n\\nLet me show you a few of my favorite creations:\\n\\n* Why did the scarecrow win an award? Because he was outstanding in his field.\\n* What do you call a joke told by a robot? A circuitous conversation.\\n* What do you call a joke that's too long? A bore-athon.\\n\\nDon't be afraid to ask for more, and I'll keep feeding your chuckle.\"</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"font-weight: bold\">]</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'random_joke'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mFunctionMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m\"Hah\u001b[0m\u001b[32m! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\\n\\nIs there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\\n\\nLet me show you a few of my favorite creations:\\n\\n* Why did the scarecrow win an award? Because he was outstanding in his field.\\n* What do you call a joke told by a robot? A circuitous conversation.\\n* What do you call a joke that's too long? A bore-athon.\\n\\nDon't be afraid to ask for more, and I'll keep feeding your chuckle.\"\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m=\u001b[32m'random_joke'\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[1m]\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'---------------'</span>\n",
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              "\u001b[32m'---------------'\u001b[0m\n"
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          "text": [
            "\u001b[32m2024-02-28 22:04:33.956\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m17\u001b[0m - \u001b[34m\u001b[1mType of chain res: <class 'langchain_core.agents.AgentActionMessageLog'>\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:33.957\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1mtool='translate' tool_input={'string': \"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that's too long? A bore-athon. Don't be afraid to ask for more, and I'll keep feeding your chuckle.\"} log='\\nInvoking: `translate` with `{\\'string\\': \"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"}`\\n\\n\\n' message_log=[AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\"string\":\"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"}', 'name': 'translate'}})]\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:55.552\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m28\u001b[0m - \u001b[34m\u001b[1mType of tool res: <class 'str'>\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:55.553\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m29\u001b[0m - \u001b[34m\u001b[1mTool: translate returned: 好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用各種笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽些我的奇妙創造嗎？\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'format_to_openai_functions:'</span>\n",
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              "\u001b[32m'format_to_openai_functions:'\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>, <span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{}'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span><span style=\"font-weight: bold\">}})</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">FunctionMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">\"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\\n\\nIs there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\\n\\nLet me show you a few of my favorite creations:\\n\\n* Why did the scarecrow win an award? Because he was outstanding in his field.\\n* What do you call a joke told by a robot? A circuitous conversation.\\n* What do you call a joke that's too long? A bore-athon.\\n\\nDon't be afraid to ask for more, and I'll keep feeding your chuckle.\"</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"string\":\"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"}'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">FunctionMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用各種笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽些我的奇妙創造嗎？'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"font-weight: bold\">]</span>\n",
              "</pre>\n"
            ],
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              "\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'random_joke'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mFunctionMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m\"Hah\u001b[0m\u001b[32m! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\\n\\nIs there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\\n\\nLet me show you a few of my favorite creations:\\n\\n* Why did the scarecrow win an award? Because he was outstanding in his field.\\n* What do you call a joke told by a robot? A circuitous conversation.\\n* What do you call a joke that's too long? A bore-athon.\\n\\nDon't be afraid to ask for more, and I'll keep feeding your chuckle.\"\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m=\u001b[32m'random_joke'\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"string\":\"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'translate'\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1;35mFunctionMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用各種笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽些我的奇妙創造嗎？'\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[33mname\u001b[0m=\u001b[32m'translate'\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[1m]\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'---------------'</span>\n",
              "</pre>\n"
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              "\u001b[32m'---------------'\u001b[0m\n"
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            "\u001b[32m2024-02-28 22:04:58.948\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m17\u001b[0m - \u001b[34m\u001b[1mType of chain res: <class 'langchain_core.agents.AgentFinish'>\u001b[0m\n",
            "\u001b[32m2024-02-28 22:04:58.949\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36magent_executor\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1mreturn_values={'output': '好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽我的一些經典佳话嗎？'} log='好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽我的一些經典佳话嗎？'\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'history list:'</span>\n",
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              "\u001b[32m'history list:'\u001b[0m\n"
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              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AgentActionMessageLog</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool_input</span>=<span style=\"font-weight: bold\">{}</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">log</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\nInvoking: `random_joke` with `{}`\\n\\n\\n'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">message_log</span>=<span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{}'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'random_joke'</span><span style=\"font-weight: bold\">}}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">]</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">)</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">\"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\\n\\nIs there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\\n\\nLet me show you a few of my favorite creations:\\n\\n* Why did the scarecrow win an award? Because he was outstanding in his field.\\n* What do you call a joke told by a robot? A circuitous conversation.\\n* What do you call a joke that's too long? A bore-athon.\\n\\nDon't be afraid to ask for more, and I'll keep feeding your chuckle.\"</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AgentActionMessageLog</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">tool_input</span>=<span style=\"font-weight: bold\">{</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'string'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that's too long? A bore-athon. Don't be afraid to ask for more, and I'll keep feeding your chuckle.\"</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">}</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">log</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\nInvoking: `translate` with `{\\'string\\': \"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"}`\\n\\n\\n'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">message_log</span>=<span style=\"font-weight: bold\">[</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AIMessage</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">additional_kwargs</span>=<span style=\"font-weight: bold\">{</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'function_call'</span>: <span style=\"font-weight: bold\">{</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'arguments'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'{\"string\":\"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"}'</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'translate'</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"font-weight: bold\">}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"font-weight: bold\">}</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">]</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">)</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用各種笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽些我的奇妙創造嗎？'</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
              "<span style=\"font-weight: bold\">]</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1;35mAgentActionMessageLog\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtool\u001b[0m=\u001b[32m'random_joke'\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtool_input\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mlog\u001b[0m=\u001b[32m'\\nInvoking: `random_joke` with `\u001b[0m\u001b[32m{\u001b[0m\u001b[32m}\u001b[0m\u001b[32m`\\n\\n\\n'\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmessage_log\u001b[0m=\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m,\n",
              "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'random_joke'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m]\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[32m\"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh.\\n\\nIs there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments.\\n\\nLet me show you a few of my favorite creations:\\n\\n* Why did the scarecrow win an award? Because he was outstanding in his field.\\n* What do you call a joke told by a robot? A circuitous conversation.\\n* What do you call a joke that's too long? A bore-athon.\\n\\nDon't be afraid to ask for more, and I'll keep feeding your chuckle.\"\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1;35mAgentActionMessageLog\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtool\u001b[0m=\u001b[32m'translate'\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtool_input\u001b[0m=\u001b[1m{\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'string'\u001b[0m: \u001b[32m\"Hah! You know what? I'm not crazy. I'm just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you're looking for? I'm a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that's too long? A bore-athon. Don't be afraid to ask for more, and I'll keep feeding your chuckle.\"\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mlog\u001b[0m=\u001b[32m'\\nInvoking: `translate` with `\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\'string\\': \"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m`\\n\\n\\n'\u001b[0m,\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmessage_log\u001b[0m=\u001b[1m[\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;35mAIMessage\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m,\n",
              "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33madditional_kwargs\u001b[0m=\u001b[1m{\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'function_call'\u001b[0m: \u001b[1m{\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   │   │   │   \u001b[0m\u001b[32m'arguments'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"string\":\"Hah! You know what? I\\'m not crazy. I\\'m just overflowing with creative nonsense. My jokes are like colorful, bizarre paintings that make you scratch your head and laugh. Is there a specific kind of joke you\\'re looking for? I\\'m a master of puns, wordplay, and puns with a capital P. I can spin the meaning of words to create laugh-out-loud moments. Let me show you a few of my favorite creations: * Why did the scarecrow win an award? Because he was outstanding in his field. * What do you call a joke told by a robot? A circuitous conversation. * What do you call a joke that\\'s too long? A bore-athon. Don\\'t be afraid to ask for more, and I\\'ll keep feeding your chuckle.\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
              "\u001b[2;32m│   │   │   │   │   │   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'translate'\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1m}\u001b[0m\n",
              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m]\u001b[0m\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[1m)\u001b[0m,\n",
              "\u001b[2;32m│   │   \u001b[0m\u001b[32m'好啦！你聽起來像個創造無限創意的人。你的笑话像個色彩鮮豔的畫作，讓你頭疼笑著。你想聽些什麼才妙呢？我是一位專門用英文創造幽默的大師。我善用各種笑語、語義巧妙的雙關和對話的創造力，可以讓你在笑到肚子痛。你想聽些我的奇妙創造嗎？'\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
              "\u001b[1m]\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'---------------'</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[32m'---------------'\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "result: Output = agent_executor(agent_chain=agent_chain,\n",
        "                                human_input=\"\"\"\n",
        "Please create a random joke and provide the translated result\n",
        "without including the original language, newlines, empty spaces, or instructions.\n",
        "\"\"\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 88
        },
        "id": "mPhdhm9Dupel",
        "outputId": "b8c85efd-bdfa-4782-8cda-6c7d37cb7e4d"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">AgentFinish</span><span style=\"font-weight: bold\">(</span>\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">return_values</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'output'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'为什么稻草人赢得了奖项？因为他在田地里表现出色！'</span><span style=\"font-weight: bold\">}</span>,\n",
              "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #808000; text-decoration-color: #808000\">log</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'为什么稻草人赢得了奖项？因为他在田地里表现出色！'</span>\n",
              "<span style=\"font-weight: bold\">)</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1;35mAgentFinish\u001b[0m\u001b[1m(\u001b[0m\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mreturn_values\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'output'\u001b[0m: \u001b[32m'为什么稻草人赢得了奖项？因为他在田地里表现出色！'\u001b[0m\u001b[1m}\u001b[0m,\n",
              "\u001b[2;32m│   \u001b[0m\u001b[33mlog\u001b[0m=\u001b[32m'为什么稻草人赢得了奖项？因为他在田地里表现出色！'\u001b[0m\n",
              "\u001b[1m)\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "pprint(result)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.5"
    }
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  "nbformat": 4,
  "nbformat_minor": 0
}