md/02.Application/07.FunctionCalling/Phi4/Multiagents/Phi_4_mini_multiagent.ipynb

{
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      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lDr6o0scf4T_",
        "outputId": "40262c51-f1b9-46b1-c906-163178986e25"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: huggingface_hub in /usr/local/lib/python3.11/dist-packages (0.28.1)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (3.17.0)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (2024.10.0)\n",
            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (24.2)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (6.0.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (2.32.3)\n",
            "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (4.67.1)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (4.12.2)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (2025.1.31)\n"
          ]
        }
      ],
      "source": [
        "! pip install huggingface_hub"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8i6ZhZl9g2Ar",
        "outputId": "376d0591-7920-42ca-a7e2-d2a8ba8dddbc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting backoff\n",
            "  Downloading backoff-2.2.1-py3-none-any.whl.metadata (14 kB)\n",
            "Downloading backoff-2.2.1-py3-none-any.whl (15 kB)\n",
            "Installing collected packages: backoff\n",
            "Successfully installed backoff-2.2.1\n"
          ]
        }
      ],
      "source": [
        "! pip install backoff"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7rp1hLlOg3zT",
        "outputId": "0dfb21dc-39a5-45e4-d11a-244551751e76"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2025-03-05 15:35:27--  https://github.com/Dao-AILab/flash-attention/releases/download/v2.6.3/flash_attn-2.6.3+cu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl\n",
            "Resolving github.com (github.com)... 20.205.243.166\n",
            "Connecting to github.com (github.com)|20.205.243.166|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/494232964/a625cc90-5b6f-466c-a0d3-7e5b7acf373b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=releaseassetproduction%2F20250305%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250305T153528Z&X-Amz-Expires=300&X-Amz-Signature=648ee56a53887bddba6312944cdebf1a28da952024df750d87fb2fafaae7fd6f&X-Amz-SignedHeaders=host&response-content-disposition=attachment%3B%20filename%3Dflash_attn-2.6.3%2Bcu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl&response-content-type=application%2Foctet-stream [following]\n",
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            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 187328293 (179M) [application/octet-stream]\n",
            "Saving to: ‘flash_attn-2.6.3+cu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl’\n",
            "\n",
            "flash_attn-2.6.3+cu 100%[===================>] 178.65M   232MB/s    in 0.8s    \n",
            "\n",
            "2025-03-05 15:35:29 (232 MB/s) - ‘flash_attn-2.6.3+cu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl’ saved [187328293/187328293]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "! wget https://github.com/Dao-AILab/flash-attention/releases/download/v2.6.3/flash_attn-2.6.3+cu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i0AOiUW6g7iX",
        "outputId": "cf7c2d90-e6b7-40c3-a729-c1656a136c88"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Processing ./flash_attn-2.6.3+cu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl\n",
            "Installing collected packages: flash-attn\n",
            "Successfully installed flash-attn-2.6.3\n"
          ]
        }
      ],
      "source": [
        "! pip install --no-dependencies --upgrade flash_attn-2.6.3+cu123torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pZFNcTP4g8Xl",
        "outputId": "4504ddbf-4319-4991-fdc1-fb4dd34effe3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Git LFS initialized.\n",
            "Cloning into 'Phi-4-mini-instruct'...\n",
            "remote: Enumerating objects: 64, done.\u001b[K\n",
            "remote: Counting objects: 100% (61/61), done.\u001b[K\n",
            "remote: Compressing objects: 100% (61/61), done.\u001b[K\n",
            "remote: Total 64 (delta 26), reused 0 (delta 0), pack-reused 3 (from 1)\u001b[K\n",
            "Unpacking objects: 100% (64/64), 2.68 MiB | 1.86 MiB/s, done.\n",
            "Filtering content: 100% (3/3), 3.15 GiB | 69.22 MiB/s, done.\n",
            "Encountered 1 file(s) that may not have been copied correctly on Windows:\n",
            "\tmodel-00001-of-00002.safetensors\n",
            "\n",
            "See: `git lfs help smudge` for more details.\n"
          ]
        }
      ],
      "source": [
        "! git lfs install\n",
        "! git clone https://huggingface.co/microsoft/Phi-4-mini-instruct"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zMaigvWisIWx",
        "outputId": "2980ba2a-8a97-4c13-ce48-e719b1f737a6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: transformers in /usr/local/lib/python3.11/dist-packages (4.48.3)\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.49.0-py3-none-any.whl.metadata (44 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.0/44.0 kB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers) (3.17.0)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.26.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.28.1)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (1.26.4)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (24.2)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (6.0.2)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2024.11.6)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers) (2.32.3)\n",
            "Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.21.0)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.5.3)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.11/dist-packages (from transformers) (4.67.1)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.11/dist-packages (from huggingface-hub<1.0,>=0.26.0->transformers) (2024.10.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.11/dist-packages (from huggingface-hub<1.0,>=0.26.0->transformers) (4.12.2)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (2025.1.31)\n",
            "Downloading transformers-4.49.0-py3-none-any.whl (10.0 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.0/10.0 MB\u001b[0m \u001b[31m94.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: transformers\n",
            "  Attempting uninstall: transformers\n",
            "    Found existing installation: transformers 4.48.3\n",
            "    Uninstalling transformers-4.48.3:\n",
            "      Successfully uninstalled transformers-4.48.3\n",
            "Successfully installed transformers-4.49.0\n"
          ]
        }
      ],
      "source": [
        "! pip install transformers -U"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NRgfmCBShDot"
      },
      "outputs": [],
      "source": [
        "AGENT_TOOLS = {\n",
        "      \"booking_fight\": {\n",
        "          \"name\": \"booking_fight\",\n",
        "          \"description\": \"booking fight\",\n",
        "          \"parameters\": {\n",
        "              \"departure\": {\n",
        "                  \"description\": \"The name of Departure airport code\",\n",
        "                  \"type\": \"str\",\n",
        "              },\n",
        "              \"destination\": {\n",
        "                  \"description\": \"The name of Destination airport code\",\n",
        "                  \"type\": \"str\",\n",
        "              },\n",
        "              \"outbound_date\": {\n",
        "                  \"description\": \"The date of outbound flight\",\n",
        "                  \"type\": \"str\",\n",
        "              },\n",
        "              \"return_date\": {\n",
        "                  \"description\": \"The date of return flight\",\n",
        "                  \"type\": \"str\",\n",
        "              }\n",
        "          }\n",
        "      },\n",
        "      \"booking_hotel\": {\n",
        "          \"name\": \"booking_hotel\",\n",
        "          \"description\": \"booking hotel\",\n",
        "          \"parameters\": {\n",
        "              \"query\": {\n",
        "                  \"description\": \"The name of the city\",\n",
        "                  \"type\": \"str\",\n",
        "              },\n",
        "              \"check_in_date\": {\n",
        "                  \"description\": \"The date of check in\",\n",
        "                  \"type\": \"str\",\n",
        "              },\n",
        "              \"check_out_date\": {\n",
        "                  \"description\": \"The date of check out\",\n",
        "                  \"type\": \"str\",\n",
        "              }\n",
        "          }\n",
        "      },\n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SFAaAx1JejMc"
      },
      "outputs": [],
      "source": [
        "GOOGLE_SEARCH_API_KEY='Your api key from serpapi'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vROses35ekL7"
      },
      "outputs": [],
      "source": [
        "GOOGLE_SEARCH_ENDPOINT = 'https://serpapi.com/search'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CIZkAq3NfWwX"
      },
      "outputs": [],
      "source": [
        "import requests"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xG6CWynYjq1D"
      },
      "outputs": [],
      "source": [
        "def booking_hotel(query:str,check_in_date: str, check_out_date: str):\n",
        "        params = {\n",
        "            \"engine\": \"google_hotels\",\n",
        "            \"q\": query,\n",
        "            \"check_in_date\": check_in_date,\n",
        "            \"check_out_date\": check_out_date,\n",
        "            \"adults\": \"2\",\n",
        "            \"currency\": \"USD\",\n",
        "            \"gl\": \"us\",\n",
        "            \"hl\": \"en\",\n",
        "            \"api_key\": GOOGLE_SEARCH_API_KEY\n",
        "        }\n",
        "\n",
        "        response = requests.get(GOOGLE_SEARCH_ENDPOINT, params=params)\n",
        "        if response.status_code == 200:\n",
        "            response = response.json()\n",
        "            return response[\"properties\"]\n",
        "        else:\n",
        "            return None"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OZ6tBpztkCSz"
      },
      "outputs": [],
      "source": [
        "def booking_fight(departure: str, destination: str, outbound_date: str, return_date: str):\n",
        "        go_params = {\n",
        "            \"engine\": \"google_flights\",\n",
        "            \"departure_id\": departure,\n",
        "            \"arrival_id\": destination,\n",
        "            \"outbound_date\": outbound_date,\n",
        "            \"return_date\": outbound_date,\n",
        "            \"currency\": \"USD\",\n",
        "            \"hl\": \"en\",\n",
        "            \"api_key\": GOOGLE_SEARCH_API_KEY\n",
        "        }\n",
        "\n",
        "        # print(params)\n",
        "\n",
        "        go_response = requests.get(GOOGLE_SEARCH_ENDPOINT, params=go_params)\n",
        "\n",
        "\n",
        "        result = []\n",
        "\n",
        "        if go_response.status_code == 200:\n",
        "            response = go_response.json()\n",
        "            result.append(response)\n",
        "            # result += \"# outbound \\n \" + str(response)\n",
        "        else:\n",
        "            print('error!!!')\n",
        "            # return None\n",
        "\n",
        "\n",
        "        back_params = {\n",
        "            \"engine\": \"google_flights\",\n",
        "            \"departure_id\": destination,\n",
        "            \"arrival_id\": departure,\n",
        "            \"outbound_date\": return_date,\n",
        "            \"return_date\": return_date,\n",
        "            \"currency\": \"USD\",\n",
        "            \"hl\": \"en\",\n",
        "            \"api_key\": GOOGLE_SEARCH_API_KEY\n",
        "        }\n",
        "\n",
        "\n",
        "        back_response = requests.get(GOOGLE_SEARCH_ENDPOINT, params=back_params)\n",
        "\n",
        "\n",
        "\n",
        "        if back_response.status_code == 200:\n",
        "            response = back_response.json()\n",
        "            result.append(response)\n",
        "\n",
        "        else:\n",
        "            print('error!!!')\n",
        "            # return None\n",
        "\n",
        "        # print(result)\n",
        "\n",
        "        return result\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "h9lcvBjilI4o"
      },
      "outputs": [],
      "source": [
        "SYSTEM_PROMPT = \"\"\"\n",
        "    You are my travel agent with some tools available.\n",
        "\n",
        "\"\"\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VIf-Y9_KlfM_"
      },
      "outputs": [],
      "source": [
        "import json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "EJdB1251kKdI"
      },
      "outputs": [],
      "source": [
        "messages = [\n",
        "    {\n",
        "        \"role\": \"system\",\n",
        "        \"content\": SYSTEM_PROMPT,\n",
        "        \"tools\": json.dumps(AGENT_TOOLS), # pass the tools into system message using tools argument\n",
        "    },\n",
        "    {\n",
        "        \"role\": \"user\",\n",
        "        \"content\": \"\"\"I have a business trip from London to New York in March 21 2025 to March 27 2025, can you help me to book a hotel and flight tickets\"\"\"\n",
        "    }\n",
        "]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "R1LTzRt3lij4"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import json\n",
        "import random\n",
        "import string\n",
        "import re\n",
        "from transformers import AutoModelForCausalLM, AutoProcessor, GenerationConfig,pipeline,AutoTokenizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LPxGPYXAlphI"
      },
      "outputs": [],
      "source": [
        "model_path = \"Your Phi-4-mini-instruct model path\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "e0ab2de779854dc98c6d912c7469142e",
            "d40e7a9397384a1493ac5276fd61c804",
            "04b0616b92494b5abc8ca68954f25dc2",
            "5564415de2f84f5cb6dc2f34f7bf5b69",
            "06eecf46dc704c25b70d8702f1815cee",
            "d5d5c01fb8cf4cb5a422a2057b85150d",
            "ace7e44353a8475b93d5e1ea79fd7b91",
            "1862f531a2994e6f906e015b6f56a51c",
            "1c88d67852504d4591101285f29d596e",
            "6e6a9198a07f4ad3b7f7dbd2ceeb6d2b",
            "c9416a36a7c9411392d1b60d3b25f1c5"
          ]
        },
        "id": "cRUFg8j7ltP4",
        "outputId": "83e12f38-d86d-423e-a69f-5b4fd50d5a3c"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "e0ab2de779854dc98c6d912c7469142e",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model = AutoModelForCausalLM.from_pretrained(\n",
        "    model_path,\n",
        "    device_map=\"cuda\",\n",
        "    attn_implementation=\"flash_attention_2\",\n",
        "    torch_dtype=\"auto\",\n",
        "    trust_remote_code=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "19ia_RQklvXp"
      },
      "outputs": [],
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(model_path, padding_side=\"left\",trust_remote_code=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d2uS3I6ll2mK",
        "outputId": "5089cd88-2aba-46b7-e74b-993ba6bb6a3d"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Device set to use cuda\n"
          ]
        }
      ],
      "source": [
        "pipe = pipeline(\n",
        "    \"text-generation\",\n",
        "    model=model,\n",
        "    tokenizer=tokenizer,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "V2ejUoDKl5i5"
      },
      "outputs": [],
      "source": [
        "generation_args = {\n",
        "    \"max_new_tokens\": 4096,\n",
        "    \"return_full_text\": False,\n",
        "    \"temperature\": 0.00001,\n",
        "    \"top_p\": 1.0,\n",
        "    \"do_sample\": True,\n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZGyiGzNTl7F6",
        "outputId": "bf08cec4-4e0c-4c57-9d5d-b26ebe77e85f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[{'role': 'system',\n",
              "  'content': '\\n    You are my travel agent with some tools available.\\n\\n',\n",
              "  'tools': '{\"booking_fight\": {\"name\": \"booking_fight\", \"description\": \"booking fight\", \"parameters\": {\"departure\": {\"description\": \"The name of Departure airport code\", \"type\": \"str\"}, \"destination\": {\"description\": \"The name of Destination airport code\", \"type\": \"str\"}, \"outbound_date\": {\"description\": \"The date of outbound flight\", \"type\": \"str\"}, \"return_date\": {\"description\": \"The date of return flight\", \"type\": \"str\"}}}, \"booking_hotel\": {\"name\": \"booking_hotel\", \"description\": \"booking hotel\", \"parameters\": {\"query\": {\"description\": \"The name of the city\", \"type\": \"str\"}, \"check_in_date\": {\"description\": \"The date of check in\", \"type\": \"str\"}, \"check_out_date\": {\"description\": \"The date of check out\", \"type\": \"str\"}}}}'},\n",
              " {'role': 'user',\n",
              "  'content': 'I have a business trip from London to New York in March 21 2025 to March 27 2025, can you help me to book a hotel and flight tickets'}]"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "messages"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tr99HJwrl_wI"
      },
      "outputs": [],
      "source": [
        "output = pipe(messages, **generation_args)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p43NksXZ9MXr",
        "outputId": "bbf93f23-a86b-4303-809e-9283c05471ee"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[{'generated_text': '<|tool_call|>[{\"name\": \"booking_fight\", \"arguments\": {\"departure\": \"LHR\", \"destination\": \"JFK\", \"outbound_date\": \"2025-03-21\", \"return_date\": \"2025-03-27\"}}, {\"name\": \"booking_hotel\", \"arguments\": {\"query\": \"New York\", \"check_in_date\": \"2025-03-21\", \"check_out_date\": \"2025-03-27\"}}]<|/tool_call|>'}]"
            ]
          },
          "execution_count": 40,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "output"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HaGKBIegtieV",
        "outputId": "584a8a16-a439-4990-b103-131c43e4be4e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'generated_text': '<|tool_call|>[{\"name\": \"booking_fight\", \"arguments\": {\"departure\": \"LHR\", \"destination\": \"JFK\", \"outbound_date\": \"2025-03-21\", \"return_date\": \"2025-03-27\"}}, {\"name\": \"booking_hotel\", \"arguments\": {\"query\": \"New York\", \"check_in_date\": \"2025-03-21\", \"check_out_date\": \"2025-03-27\"}}]<|/tool_call|>'}"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "output[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cVJ6jemEac7W"
      },
      "outputs": [],
      "source": [
        "response = output[0]['generated_text']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "zzE7PIYR8fPT",
        "outputId": "3e6960a5-e4e2-48cb-fcf2-f70350574d96"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'<|tool_call|>[{\"name\": \"booking_fight\", \"arguments\": {\"departure\": \"LHR\", \"destination\": \"JFK\", \"outbound_date\": \"2025-03-21\", \"return_date\": \"2025-03-27\"}}, {\"name\": \"booking_hotel\", \"arguments\": {\"query\": \"New York\", \"check_in_date\": \"2025-03-21\", \"check_out_date\": \"2025-03-27\"}}]<|/tool_call|>'"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "response"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iJDEC2XqaVqZ"
      },
      "outputs": [],
      "source": [
        "pattern = r'<\\|tool_call\\|>\\[(.*?)\\]<\\|/tool_call\\|>'\n",
        "\n",
        "match = re.search(pattern, response)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sREXlHxwahGN",
        "outputId": "0f8757ef-1a63-4d84-a12d-c0cd70076ae5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<re.Match object; span=(0, 297), match='<|tool_call|>[{\"name\": \"booking_fight\", \"argument>"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "match"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "A4iLQx8Jal25"
      },
      "outputs": [],
      "source": [
        "tool_calls = json.loads(f\"[{match.group(1)}]\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ay6CkBQtanpA",
        "outputId": "0bcf9ac6-c9e8-4d45-9776-e21b6e1e8bd4"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[{'name': 'booking_fight',\n",
              "  'arguments': {'departure': 'LHR',\n",
              "   'destination': 'JFK',\n",
              "   'outbound_date': '2025-03-21',\n",
              "   'return_date': '2025-03-27'}},\n",
              " {'name': 'booking_hotel',\n",
              "  'arguments': {'query': 'New York',\n",
              "   'check_in_date': '2025-03-21',\n",
              "   'check_out_date': '2025-03-27'}}]"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "tool_calls"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IX95wlX2bFDZ"
      },
      "outputs": [],
      "source": [
        "tools_mapping_functions = {\n",
        "            \"booking_fight\": booking_fight,\n",
        "            \"booking_hotel\": booking_hotel,\n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "luDyb_LxcLD0"
      },
      "outputs": [],
      "source": [
        "result = \"{\"\n",
        "for tool_item in tool_calls:\n",
        "  func_call = tools_mapping_functions[tool_item[\"name\"]]\n",
        "  tool_reponse = func_call(**tool_item[\"arguments\"])\n",
        "  if tool_item[\"name\"] == 'booking_fight':\n",
        "    result += \"\\\"Fights\\\": \\\"\" + str(tool_reponse) + \"\\\",\"\n",
        "  else:\n",
        "    result += \"\\\"Hotels\\\": \\\"\" + str(tool_reponse) + \"\\\",\"\n",
        "\n",
        "result = result[:-1] + \"}\"\n",
        "  # result = result + str(tool_reponse)\n",
        "  # messages.append({\"role\": \"tool\", \"content\": tool_reponse})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "id": "0HjonkuUie_A",
        "outputId": "cfd25b0e-6a81-4a19-94d0-4659d1acd051"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'{\"Fights\": \"[{\\'search_metadata\\': {\\'id\\': \\'67c86f9f7726dcec26080291\\', \\'status\\': \\'Success\\', \\'json_endpoint\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.json\\', \\'created_at\\': \\'2025-03-05 15:37:03 UTC\\', \\'processed_at\\': \\'2025-03-05 15:37:03 UTC\\', \\'google_flights_url\\': \\'https://www.google.com/travel/flights?hl=en&gl=us&curr=USD&tfs=CBwQAhoeEgoyMDI1LTAzLTIxagcIARIDTEhScgcIARIDSkZLGh4SCjIwMjUtMDMtMjFqBwgBEgNKRktyBwgBEgNMSFJCAQFIAXABmAEB&tfu=EgIIAQ\\', \\'raw_html_file\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.html\\', \\'prettify_html_file\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.prettify\\', \\'total_time_taken\\': 2.91}, \\'search_parameters\\': {\\'engine\\': \\'google_flights\\', \\'hl\\': \\'en\\', \\'gl\\': \\'us\\', \\'departure_id\\': \\'LHR\\', \\'arrival_id\\': \\'JFK\\', \\'outbound_date\\': \\'2025-03-21\\', \\'return_date\\': \\'2025-03-21\\', \\'currency\\': \\'USD\\'}, \\'best_flights\\': [{\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 06:40\\'}, \\'arrival_airport\\': {\\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\', \\'time\\': \\'2025-03-21 09:30\\'}, \\'duration\\': 110, \\'airplane\\': \\'Airbus A320neo\\', \\'airline\\': \\'Scandinavian Airlines\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/SK.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'SK 500\\', \\'legroom\\': \\'29 in\\', \\'extensions\\': [\\'Below average legroom (29 in)\\', \\'In-seat USB outlet\\', \\'Carbon emissions estimate: 90 kg\\']}, {\\'departure_airport\\': {\\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\', \\'time\\': \\'2025-03-21 13:00\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 16:55\\'}, \\'duration\\': 535, \\'airplane\\': \\'Airbus A330\\', \\'airline\\': \\'Scandinavian Airlines\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/SK.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'SK 915\\', \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 481 kg\\']}], \\'layovers\\': [{\\'duration\\': 210, \\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\'}], \\'total_duration\\': 855, \\'carbon_emissions\\': {\\'this_flight\\': 571000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': 76}, \\'price\\': 979, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/SK.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ3RUU3pVd01IeFRTemt4TlJvTENNZjhCUkFDR2dOVlUwUTRISERIL0FVPSIsW1siTEhSIiwiMjAyNS0wMy0yMSIsIkNQSCIsbnVsbCwiU0siLCI1MDAiXSxbIkNQSCIsIjIwMjUtMDMtMjEiLCJKRksiLG51bGwsIlNLIiwiOTE1Il1dXQ==\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 08:40\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 12:40\\'}, \\'duration\\': 480, \\'airplane\\': \\'Boeing 777\\', \\'airline\\': \\'American\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/AA.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'AA 103\\', \\'ticket_also_sold_by\\': [\\'British Airways\\', \\'Iberia\\', \\'Finnair\\'], \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'Wi-Fi for a fee\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 356 kg\\']}], \\'total_duration\\': 480, \\'carbon_emissions\\': {\\'this_flight\\': 356000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': 10}, \\'price\\': 1007, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/AA.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ1ZCUVRFd014b0xDS3FTQmhBQ0dnTlZVMFE0SEhDcWtnWT0iLFtbIkxIUiIsIjIwMjUtMDMtMjEiLCJKRksiLG51bGwsIkFBIiwiMTAzIl1dXQ==\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 10:00\\'}, \\'arrival_airport\\': {\\'name\\': \\'Shannon Airport\\', \\'id\\': \\'SNN\\', \\'time\\': \\'2025-03-21 11:30\\'}, \\'duration\\': 90, \\'airplane\\': \\'Airbus A321neo\\', \\'airline\\': \\'Aer Lingus\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/EI.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'EI 381\\', \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'Wi-Fi for a fee\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 69 kg\\']}, {\\'departure_airport\\': {\\'name\\': \\'Shannon Airport\\', \\'id\\': \\'SNN\\', \\'time\\': \\'2025-03-21 14:00\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 17:25\\'}, \\'duration\\': 445, \\'airplane\\': \\'Airbus A321neo\\', \\'airline\\': \\'Aer Lingus\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/EI.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'EI 111\\', \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'Wi-Fi for a fee\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 398 kg\\']}], \\'layovers\\': [{\\'duration\\': 150, \\'name\\': \\'Shannon Airport\\', \\'id\\': \\'SNN\\'}], \\'total_duration\\': 685, \\'carbon_emissions\\': {\\'this_flight\\': 468000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': 44}, \\'price\\': 1061, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/EI.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ3RGU1RNNE1YeEZTVEV4TVJvTENMdThCaEFDR2dOVlUwUTRISEM3dkFZPSIsW1siTEhSIiwiMjAyNS0wMy0yMSIsIlNOTiIsbnVsbCwiRUkiLCIzODEiXSxbIlNOTiIsIjIwMjUtMDMtMjEiLCJKRksiLG51bGwsIkVJIiwiMTExIl1dXQ==\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 07:25\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 11:49\\'}, \\'duration\\': 504, \\'airplane\\': \\'Airbus A321neo\\', \\'airline\\': \\'JetBlue\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/B6.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'B6 2220\\', \\'legroom\\': \\'32 in\\', \\'extensions\\': [\\'Above average legroom (32 in)\\', \\'Free Wi-Fi\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 584 kg\\']}], \\'total_duration\\': 504, \\'carbon_emissions\\': {\\'this_flight\\': 584000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': 80}, \\'price\\': 1351, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/B6.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ1pDTmpJeU1qQWFDd2k4bndnUUFob0RWVk5FT0J4d3ZKOEkiLFtbIkxIUiIsIjIwMjUtMDMtMjEiLCJKRksiLG51bGwsIkI2IiwiMjIyMCJdXV0=\\'}], \\'other_flights\\': [{\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 08:25\\'}, \\'arrival_airport\\': {\\'name\\': \\'Boston Logan International Airport\\', \\'id\\': \\'BOS\\', \\'time\\': \\'2025-03-21 12:23\\'}, \\'duration\\': 478, \\'airplane\\': \\'Airbus A321neo\\', \\'airline\\': \\'JetBlue\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/B6.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'B6 1621\\', \\'ticket_also_sold_by\\': [\\'Tap Air Portugal\\'], \\'legroom\\': \\'32 in\\', \\'extensions\\': [\\'Above average legroom (32 in)\\', \\'Free Wi-Fi\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 497 kg\\']}, {\\'departure_airport\\': {\\'name\\': \\'Boston Logan International Airport\\', \\'id\\': \\'BOS\\', \\'time\\': \\'2025-03-21 18:35\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 17:00\\'}, \\'duration\\': 485, \\'airplane\\': \\'Boeing 787-10\\', \\'airline\\': \\'British Airways\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/BA.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'BA 177\\', \\'ticket_also_sold_by\\': [\\'Finnair\\', \\'American\\', \\'Iberia\\'], \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'Wi-Fi for a fee\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 249 kg\\']}], \\'total_duration\\': 485, \\'carbon_emissions\\': {\\'this_flight\\': 249000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': -23}, \\'price\\': 3093, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/BA.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ1ZDUVRFM054b0xDSjN3RWhBQ0dnTlZVMFE0SEhDZDhCST0iLFtbIkxIUiIsIjIwMjUtMDMtMjEiLCJKRksiLG51bGwsIkJBIiwiMTc3Il1dXQ==\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 14:00\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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Kennedy International Airport\\', \\'transportations\\': [{\\'type\\': \\'Taxi\\', \\'duration\\': \\'21 min\\'}, {\\'type\\': \\'Public transport\\', \\'duration\\': \\'56 min\\'}]}], \\'hotel_class\\': \\'3-star hotel\\', \\'extracted_hotel_class\\': 3, \\'images\\': [{\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOUe63UEAUiYjOwGLfWfEJrKrcA6eXBaK-6ikio=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOUe63UEAUiYjOwGLfWfEJrKrcA6eXBaK-6ikio=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPneTpBp9eTqOcVhIZ8EovocdmxOkz1GHL99Jmy=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPneTpBp9eTqOcVhIZ8EovocdmxOkz1GHL99Jmy=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPYE8AoMosJHIXXRZry2HF3kHLA486CIIMe5svN=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPYE8AoMosJHIXXRZry2HF3kHLA486CIIMe5svN=s10000\\'}, {\\'thumbnail\\': \\'https://lh4.googleusercontent.com/proxy/xNgLIjJva283NXFZc7efO1ueypp2UAUtjYABa7vumNXVF3BFrCXiD-UYO6MaaVIWswuKrMYJcqU0Cae2yCCXZY8fJ52eHEkVlLf8bNhHO31er46_aCHvNsN4aXtVd-ewS6TGjaFTvZcfOdHU5FQ96byrz2tQQqU=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://images.trvl-media.com/lodging/8000000/7680000/7678600/7678509/cc768439_z.jpg\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPceQtyerTRm6GzIxqzro1qa1wnEGrFMqYGIr7R=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPceQtyerTRm6GzIxqzro1qa1wnEGrFMqYGIr7R=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipMlIEHV5odM5do98lJyAZuisusPabPOAltCg0-m=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipMlIEHV5odM5do98lJyAZuisusPabPOAltCg0-m=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOIQ9Ih5hI7ugIS9SEqwJa7lSwuMsMGQfYsCgbe=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOIQ9Ih5hI7ugIS9SEqwJa7lSwuMsMGQfYsCgbe=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOFpBQ7acTknJM8Z-ZAxqFeOxBgd2YP3nYtT2mq=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOFpBQ7acTknJM8Z-ZAxqFeOxBgd2YP3nYtT2mq=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipNgIZOoPfMXa3FGFz7Rp7faLG-Bx2fvVUJk-JaY=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipNgIZOoPfMXa3FGFz7Rp7faLG-Bx2fvVUJk-JaY=s10000\\'}], \\'overall_rating\\': 4.2, \\'reviews\\': 1441, \\'ratings\\': [{\\'stars\\': 5, \\'count\\': 915}, {\\'stars\\': 4, \\'count\\': 207}, {\\'stars\\': 3, \\'count\\': 142}, {\\'stars\\': 2, \\'count\\': 49}, {\\'stars\\': 1, \\'count\\': 128}], \\'location_rating\\': 4.3, \\'reviews_breakdown\\': [{\\'name\\': \\'Service\\', \\'description\\': \\'Service\\', \\'total_mentioned\\': 620, \\'positive\\': 541, \\'negative\\': 67, \\'neutral\\': 12}, {\\'name\\': \\'Breakfast\\', \\'description\\': \\'Breakfast\\', \\'total_mentioned\\': 151, \\'positive\\': 110, \\'negative\\': 27, \\'neutral\\': 14}, {\\'name\\': \\'Parking\\', \\'description\\': \\'Parking\\', \\'total_mentioned\\': 64, \\'positive\\': 21, \\'negative\\': 34, \\'neutral\\': 9}, {\\'name\\': \\'Restaurant\\', \\'description\\': \\'Restaurant\\', \\'total_mentioned\\': 91, \\'positive\\': 62, \\'negative\\': 18, \\'neutral\\': 11}, {\\'name\\': \\'Cleanliness\\', \\'description\\': \\'Cleanliness\\', \\'total_mentioned\\': 284, \\'positive\\': 218, \\'negative\\': 56, \\'neutral\\': 10}, {\\'name\\': \\'Location\\', \\'description\\': \\'Location\\', \\'total_mentioned\\': 216, \\'positive\\': 170, \\'negative\\': 18, \\'neutral\\': 28}], \\'amenities\\': [\\'Free breakfast\\', \\'Free Wi-Fi\\', \\'Air conditioning\\', \\'Fitness centre\\', \\'Restaurant\\', \\'Accessible\\', \\'Business centre\\', \\'Child-friendly\\', \\'Smoke-free property\\']}]\"}'"
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "result"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "id": "0Ls3cpkxrlFW",
        "outputId": "d0adc8c7-af5d-4387-97ee-ef70df8274e7"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'\"{\\\\\"Fights\\\\\": \\\\\"[{\\'search_metadata\\': {\\'id\\': \\'67c86f9f7726dcec26080291\\', \\'status\\': \\'Success\\', \\'json_endpoint\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.json\\', \\'created_at\\': \\'2025-03-05 15:37:03 UTC\\', \\'processed_at\\': \\'2025-03-05 15:37:03 UTC\\', \\'google_flights_url\\': \\'https://www.google.com/travel/flights?hl=en&gl=us&curr=USD&tfs=CBwQAhoeEgoyMDI1LTAzLTIxagcIARIDTEhScgcIARIDSkZLGh4SCjIwMjUtMDMtMjFqBwgBEgNKRktyBwgBEgNMSFJCAQFIAXABmAEB&tfu=EgIIAQ\\', \\'raw_html_file\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.html\\', \\'prettify_html_file\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.prettify\\', \\'total_time_taken\\': 2.91}, \\'search_parameters\\': {\\'engine\\': \\'google_flights\\', \\'hl\\': \\'en\\', \\'gl\\': \\'us\\', \\'departure_id\\': \\'LHR\\', \\'arrival_id\\': \\'JFK\\', \\'outbound_date\\': \\'2025-03-21\\', \\'return_date\\': \\'2025-03-21\\', \\'currency\\': \\'USD\\'}, \\'best_flights\\': [{\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 06:40\\'}, \\'arrival_airport\\': {\\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\', \\'time\\': \\'2025-03-21 09:30\\'}, \\'duration\\': 110, \\'airplane\\': \\'Airbus A320neo\\', \\'airline\\': \\'Scandinavian Airlines\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/SK.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'SK 500\\', \\'legroom\\': \\'29 in\\', \\'extensions\\': [\\'Below average legroom (29 in)\\', \\'In-seat USB outlet\\', \\'Carbon emissions estimate: 90 kg\\']}, {\\'departure_airport\\': {\\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\', \\'time\\': \\'2025-03-21 13:00\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 17:25\\'}, \\'duration\\': 445, \\'airplane\\': \\'Airbus A321neo\\', \\'airline\\': \\'Aer Lingus\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/EI.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'EI 111\\', \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'Wi-Fi for a fee\\', \\'In-seat power & USB outlets\\', \\'On-demand video\\', \\'Carbon emissions estimate: 398 kg\\']}], \\'layovers\\': [{\\'duration\\': 150, \\'name\\': \\'Shannon Airport\\', \\'id\\': \\'SNN\\'}], \\'total_duration\\': 685, \\'carbon_emissions\\': {\\'this_flight\\': 468000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': 44}, \\'price\\': 1061, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/EI.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ3RGU1RNNE1YeEZTVEV4TVJvTENMdThCaEFDR2dOVlUwUTRISEM3dkFZPSIsW1siTEhSIiwiMjAyNS0wMy0yMSIsIlNOTiIsbnVsbCwiRUkiLCIzODEiXSxbIlNOTiIsIjIwMjUtMDMtMjEiLCJKRksiLG51bGwsIkVJIiwiMTExIl1dXQ==\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 07:25\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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\\'https://lh5.googleusercontent.com/p/AF1QipPMQhkmr3HNxymm4UlbjwNL2iDsmBAswdoRSA7D=s10000\\'}, {\\'thumbnail\\': \\'https://lh3.googleusercontent.com/proxy/9jbzoPiluRs7tgbcE4KcnhrhG8seHNnv-U0VLBIaNHj6JTLGyUPl0xVFwHC_ViSbqitpiacwuiroeeVoStpfbqaPfI0HTKahjBjJM0Q_Pm7L4r7sluoNeHTk1w9QvQjOgE3cf77NDbP0Wt0dZix4oOrdh1ezYQ=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://images.trvl-media.com/lodging/23000000/22690000/22688800/22688753/2fb15258_z.jpg\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPyYV5uNIxTHjER4LTcxEkLL3VvCrQ-cvv6aX63=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPyYV5uNIxTHjER4LTcxEkLL3VvCrQ-cvv6aX63=s10000\\'}, {\\'thumbnail\\': \\'https://lh6.googleusercontent.com/proxy/3vxpaplorM_L-SYfcMSeZBqHJJPb6jIwLS7vX14JKxJkWPEvf7GL1mNqpsd_N5Ko0ocX5V9_0G04Fxqr7xFRsE2aUrUhhB1wT7oC1Oq2RHeDBGjl8z1ZUicpXMAZNic8vsdOzz6WOgTVCxieNQTYtVLgHVYjxQ=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://images.trvl-media.com/lodging/23000000/22690000/22688800/22688753/a48195da_z.jpg\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/proxy/8Wfa8STP_jD4xb6hetNrScSFZQSYNdI4-LBAoioTMp7w1EnUfMvOw3Wizb_8mmZO2GObvgtus142F30Vdg65HQE7Q1kxWQGjCYPAyZAC5ql66WkCj8bhf1IxEwWzIsOdxHaUacY1gDMZgeB1PgySHDyztCCP0YY=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://photos.hotelbeds.com/giata/original/63/638100/638100a_hb_w_007.jpg\\'}, {\\'thumbnail\\': \\'https://lh3.googleusercontent.com/proxy/13GAFyt6NOrjeVE0npKh1mSnDT6b9TAe9SM_FxJB4KwJ3TGaiSLHRJ1AIwOdOVwyTL_3uz1PjHEo_VK2E3panNLrhR0r_9kokxA1NxhLkoX8XjpwxSJK5Wx4kkFHKTwEInEgt7PIjkt6szmuOyEZjQl9SZDbhFo=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://photos.hotelbeds.com/giata/original/63/638100/638100a_hb_l_001.jpg\\'}, {\\'thumbnail\\': \\'https://lh6.googleusercontent.com/proxy/duIygcvwehwug0p4gLqjRI1dll3vGSZdOUx919rvP7m2okyA1sShor20PcuuRvrk1PpPb1ESGdGCjI3xnromrS4iyuRnijnfzU2oWvYRWkntCj75nh8SF9_zIGj07SHe2dXLa4tzEdkiZhdJC0yew5GkSv0Zkw=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://photos.hotelbeds.com/giata/original/63/638100/638100a_hb_a_013.jpg\\'}], \\'overall_rating\\': 3.4, \\'reviews\\': 630, \\'ratings\\': [{\\'stars\\': 5, \\'count\\': 207}, {\\'stars\\': 4, \\'count\\': 156}, {\\'stars\\': 3, \\'count\\': 98}, {\\'stars\\': 2, \\'count\\': 40}, {\\'stars\\': 1, \\'count\\': 129}], \\'location_rating\\': 4.8, \\'reviews_breakdown\\': [{\\'name\\': \\'Sleep\\', \\'description\\': \\'Sleep\\', \\'total_mentioned\\': 116, \\'positive\\': 46, \\'negative\\': 55, \\'neutral\\': 15}, {\\'name\\': \\'Cleanliness\\', \\'description\\': \\'Cleanliness\\', \\'total_mentioned\\': 146, \\'positive\\': 99, \\'negative\\': 38, \\'neutral\\': 9}, {\\'name\\': \\'Bathroom\\', \\'description\\': \\'Bathroom and toiletries\\', \\'total_mentioned\\': 74, \\'positive\\': 27, \\'negative\\': 39, \\'neutral\\': 8}, {\\'name\\': \\'Property\\', \\'description\\': \\'Property\\', \\'total_mentioned\\': 172, \\'positive\\': 91, \\'negative\\': 64, \\'neutral\\': 17}, {\\'name\\': \\'Service\\', \\'description\\': \\'Service\\', \\'total_mentioned\\': 141, \\'positive\\': 58, \\'negative\\': 74, \\'neutral\\': 9}, {\\'name\\': \\'Location\\', \\'description\\': \\'Location\\', \\'total_mentioned\\': 97, \\'positive\\': 77, \\'negative\\': 5, \\'neutral\\': 15}], \\'amenities\\': [\\'Free Wi-Fi\\', \\'Air conditioning\\', \\'Accessible\\', \\'Child-friendly\\', \\'Smoke-free property\\']}, {\\'type\\': \\'hotel\\', \\'name\\': \\'31 Street Broadway Hotel\\', \\'link\\': \\'https://31streetbroadwayhotel.com/\\', \\'property_token\\': \\'ChoIxPKIzoX4zIfLARoNL2cvMTFwd2g1N2c1NRAB\\', \\'serpapi_property_details_link\\': \\'https://serpapi.com/search.json?adults=2&check_in_date=2025-03-21&check_out_date=2025-03-27&children=0&currency=USD&engine=google_hotels&gl=us&hl=en&property_token=ChoIxPKIzoX4zIfLARoNL2cvMTFwd2g1N2c1NRAB&q=New+York\\', \\'gps_coordinates\\': {\\'latitude\\': 40.747211, \\'longitude\\': -73.9878074}, \\'check_in_time\\': \\'4:00\\\\\\\\u202fPM\\', \\'check_out_time\\': \\'10:00\\\\\\\\u202fAM\\', \\'rate_per_night\\': {\\'lowest\\': \\'$168\\', \\'extracted_lowest\\': 168, \\'before_taxes_fees\\': \\'$61\\', \\'extracted_before_taxes_fees\\': 61}, \\'total_rate\\': {\\'lowest\\': \\'$1,007\\', \\'extracted_lowest\\': 1007, \\'before_taxes_fees\\': \\'$368\\', \\'extracted_before_taxes_fees\\': 368}, \\'nearby_places\\': [{\\'name\\': \\'Empire State Building\\', \\'transportations\\': [{\\'type\\': \\'Walking\\', \\'duration\\': \\'5 min\\'}]}, {\\'name\\': \\'33 St\\', \\'transportations\\': [{\\'type\\': \\'Walking\\', \\'duration\\': \\'3 min\\'}]}, {\\'name\\': \\'John F. Kennedy International Airport\\', \\'transportations\\': [{\\'type\\': \\'Taxi\\', \\'duration\\': \\'37 min\\'}, {\\'type\\': \\'Public transport\\', \\'duration\\': \\'59 min\\'}]}], \\'hotel_class\\': \\'2-star hotel\\', \\'extracted_hotel_class\\': 2, \\'images\\': [{\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipNlk-a29fviBnEtLTzYvuqdP8ZDEW1zVn-JMxfI=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipNlk-a29fviBnEtLTzYvuqdP8ZDEW1zVn-JMxfI=s10000\\'}, {\\'thumbnail\\': \\'https://lh3.googleusercontent.com/proxy/BtZNQsEUSLOA-wIwfoEbKJLKhLtbQJCYusJvEEJf7UGZNkrQ7Ma7PRXJPjdwh5nArMnBD9iMbHLO7jC9yMfsRsCID1CbFCPqoKXR4HazHa8s9QpDZJiNsWUo-7hyOdD5NII4_60rYDxPQoDUuWAUPzqqTHdd7_Y=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://cdn.worldota.net/t/1024x768/content/93/ac/93ac51336e72b9be90ef5beaf8ee3d3d38d30453.jpeg\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOJ45NTy3h21Qhepcj-OP6zksKm0xugMvXaUPbT=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOJ45NTy3h21Qhepcj-OP6zksKm0xugMvXaUPbT=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipM1J-iRIuzq8vxQxyaUPfojCT15P7TOTu4uiCs7=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipM1J-iRIuzq8vxQxyaUPfojCT15P7TOTu4uiCs7=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipO-ZpAx3Egzx-CS98QffNxzDqxVjUCPJl_AY4Pt=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipO-ZpAx3Egzx-CS98QffNxzDqxVjUCPJl_AY4Pt=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/proxy/qyoR435LNOyZO4Ig1_cyqKKDy9z-aakQHJ7RavNkCycVvhpBzlHPBW4hRJ2QImbzCsltRE_gcdVxlBdSKvgyYkF_veFWlJIbQAqjLnyCgC4C0OWTAxgRF1Jm8ubleOVCYCvdmhiKmk39whEm8EGz9fM4T71vvj0=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://cdn.worldota.net/t/1024x768/content/0d/4a/0d4a9c2383534668fe147d7e509757835bc7eb9c.jpeg\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPi_S5rPy1wX73rjTp-49YSGgy2BDaWvMODq_4f=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPi_S5rPy1wX73rjTp-49YSGgy2BDaWvMODq_4f=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPSHeKFwtK1OKqgqz24zkGPAyPtP-YeBAfc3p89=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPSHeKFwtK1OKqgqz24zkGPAyPtP-YeBAfc3p89=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPdWhH3eGgMKn98OeQ0OBVSrMxa0lzorZexSiUq=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPdWhH3eGgMKn98OeQ0OBVSrMxa0lzorZexSiUq=s10000\\'}], \\'overall_rating\\': 2.6, \\'reviews\\': 353, \\'ratings\\': [{\\'stars\\': 5, \\'count\\': 96}, {\\'stars\\': 4, \\'count\\': 44}, {\\'stars\\': 3, \\'count\\': 23}, {\\'stars\\': 2, \\'count\\': 9}, {\\'stars\\': 1, \\'count\\': 181}], \\'location_rating\\': 4.8, \\'reviews_breakdown\\': [{\\'name\\': \\'Bathroom\\', \\'description\\': \\'Bathroom and toiletries\\', \\'total_mentioned\\': 59, \\'positive\\': 5, \\'negative\\': 47, \\'neutral\\': 7}, {\\'name\\': \\'Sleep\\', \\'description\\': \\'Sleep\\', \\'total_mentioned\\': 44, \\'positive\\': 7, \\'negative\\': 32, \\'neutral\\': 5}, {\\'name\\': \\'Service\\', \\'description\\': \\'Service\\', \\'total_mentioned\\': 73, \\'positive\\': 12, \\'negative\\': 59, \\'neutral\\': 2}, {\\'name\\': \\'Safety\\', \\'description\\': \\'Safety\\', \\'total_mentioned\\': 27, \\'positive\\': 3, \\'negative\\': 20, \\'neutral\\': 4}, {\\'name\\': \\'Property\\', \\'description\\': \\'Property\\', \\'total_mentioned\\': 88, \\'positive\\': 20, \\'negative\\': 64, \\'neutral\\': 4}, {\\'name\\': \\'Cleanliness\\', \\'description\\': \\'Cleanliness\\', \\'total_mentioned\\': 48, \\'positive\\': 16, \\'negative\\': 30, \\'neutral\\': 2}], \\'amenities\\': [\\'Wi-Fi ($)\\', \\'Pet-friendly\\', \\'Kitchen in rooms\\', \\'Child-friendly\\']}, {\\'type\\': \\'hotel\\', \\'name\\': \\'Ramada by Wyndham Flushing Queens\\', \\'description\\': \\'Unpretentious budget hotel featuring a gym & a business center, plus free breakfast & Wi-Fi.\\', \\'link\\': \\'https://www.wyndhamhotels.com/ramada/flushing-new-york/ramada-flushing-queens/overview?CID=LC:wmcic5n98gs1g0r:36854&iata=00093796\\', \\'property_token\\': \\'ChoIxO3_vd_G79etARoNL2cvMTFiNmdsemYydxAB\\', \\'serpapi_property_details_link\\': \\'https://serpapi.com/search.json?adults=2&check_in_date=2025-03-21&check_out_date=2025-03-27&children=0&currency=USD&engine=google_hotels&gl=us&hl=en&property_token=ChoIxO3_vd_G79etARoNL2cvMTFiNmdsemYydxAB&q=New+York\\', \\'gps_coordinates\\': {\\'latitude\\': 40.7615639, \\'longitude\\': -73.8327649}, \\'check_in_time\\': \\'3:00\\\\\\\\u202fPM\\', \\'check_out_time\\': \\'11:00\\\\\\\\u202fAM\\', \\'rate_per_night\\': {\\'lowest\\': \\'$125\\', \\'extracted_lowest\\': 125, \\'before_taxes_fees\\': \\'$106\\', \\'extracted_before_taxes_fees\\': 106}, \\'total_rate\\': {\\'lowest\\': \\'$750\\', \\'extracted_lowest\\': 750, \\'before_taxes_fees\\': \\'$635\\', \\'extracted_before_taxes_fees\\': 635}, \\'deal\\': \\'22% less than usual\\', \\'deal_description\\': \\'Deal\\', \\'nearby_places\\': [{\\'name\\': \\'Main St/Northern Blvd\\', \\'transportations\\': [{\\'type\\': \\'Walking\\', \\'duration\\': \\'4 min\\'}]}, {\\'name\\': \\'John F. Kennedy International Airport\\', \\'transportations\\': [{\\'type\\': \\'Taxi\\', \\'duration\\': \\'21 min\\'}, {\\'type\\': \\'Public transport\\', \\'duration\\': \\'56 min\\'}]}], \\'hotel_class\\': \\'3-star hotel\\', \\'extracted_hotel_class\\': 3, \\'images\\': [{\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOUe63UEAUiYjOwGLfWfEJrKrcA6eXBaK-6ikio=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOUe63UEAUiYjOwGLfWfEJrKrcA6eXBaK-6ikio=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPneTpBp9eTqOcVhIZ8EovocdmxOkz1GHL99Jmy=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPneTpBp9eTqOcVhIZ8EovocdmxOkz1GHL99Jmy=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPYE8AoMosJHIXXRZry2HF3kHLA486CIIMe5svN=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPYE8AoMosJHIXXRZry2HF3kHLA486CIIMe5svN=s10000\\'}, {\\'thumbnail\\': \\'https://lh4.googleusercontent.com/proxy/xNgLIjJva283NXFZc7efO1ueypp2UAUtjYABa7vumNXVF3BFrCXiD-UYO6MaaVIWswuKrMYJcqU0Cae2yCCXZY8fJ52eHEkVlLf8bNhHO31er46_aCHvNsN4aXtVd-ewS6TGjaFTvZcfOdHU5FQ96byrz2tQQqU=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://images.trvl-media.com/lodging/8000000/7680000/7678600/7678509/cc768439_z.jpg\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipPceQtyerTRm6GzIxqzro1qa1wnEGrFMqYGIr7R=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipPceQtyerTRm6GzIxqzro1qa1wnEGrFMqYGIr7R=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipMlIEHV5odM5do98lJyAZuisusPabPOAltCg0-m=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipMlIEHV5odM5do98lJyAZuisusPabPOAltCg0-m=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOIQ9Ih5hI7ugIS9SEqwJa7lSwuMsMGQfYsCgbe=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOIQ9Ih5hI7ugIS9SEqwJa7lSwuMsMGQfYsCgbe=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipOFpBQ7acTknJM8Z-ZAxqFeOxBgd2YP3nYtT2mq=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipOFpBQ7acTknJM8Z-ZAxqFeOxBgd2YP3nYtT2mq=s10000\\'}, {\\'thumbnail\\': \\'https://lh5.googleusercontent.com/p/AF1QipNgIZOoPfMXa3FGFz7Rp7faLG-Bx2fvVUJk-JaY=s287-w287-h192-n-k-no-v1\\', \\'original_image\\': \\'https://lh5.googleusercontent.com/p/AF1QipNgIZOoPfMXa3FGFz7Rp7faLG-Bx2fvVUJk-JaY=s10000\\'}], \\'overall_rating\\': 4.2, \\'reviews\\': 1441, \\'ratings\\': [{\\'stars\\': 5, \\'count\\': 915}, {\\'stars\\': 4, \\'count\\': 207}, {\\'stars\\': 3, \\'count\\': 142}, {\\'stars\\': 2, \\'count\\': 49}, {\\'stars\\': 1, \\'count\\': 128}], \\'location_rating\\': 4.3, \\'reviews_breakdown\\': [{\\'name\\': \\'Service\\', \\'description\\': \\'Service\\', \\'total_mentioned\\': 620, \\'positive\\': 541, \\'negative\\': 67, \\'neutral\\': 12}, {\\'name\\': \\'Breakfast\\', \\'description\\': \\'Breakfast\\', \\'total_mentioned\\': 151, \\'positive\\': 110, \\'negative\\': 27, \\'neutral\\': 14}, {\\'name\\': \\'Parking\\', \\'description\\': \\'Parking\\', \\'total_mentioned\\': 64, \\'positive\\': 21, \\'negative\\': 34, \\'neutral\\': 9}, {\\'name\\': \\'Restaurant\\', \\'description\\': \\'Restaurant\\', \\'total_mentioned\\': 91, \\'positive\\': 62, \\'negative\\': 18, \\'neutral\\': 11}, {\\'name\\': \\'Cleanliness\\', \\'description\\': \\'Cleanliness\\', \\'total_mentioned\\': 284, \\'positive\\': 218, \\'negative\\': 56, \\'neutral\\': 10}, {\\'name\\': \\'Location\\', \\'description\\': \\'Location\\', \\'total_mentioned\\': 216, \\'positive\\': 170, \\'negative\\': 18, \\'neutral\\': 28}], \\'amenities\\': [\\'Free breakfast\\', \\'Free Wi-Fi\\', \\'Air conditioning\\', \\'Fitness centre\\', \\'Restaurant\\', \\'Accessible\\', \\'Business centre\\', \\'Child-friendly\\', \\'Smoke-free property\\']}]\\\\\"}\"'"
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "json.dumps(result)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LrVaOrlLtQ3O"
      },
      "outputs": [],
      "source": [
        "messages += [\n",
        "    {\n",
        "        \"role\": \"assistant\",\n",
        "        \"content\": output[0][\"generated_text\"] + \"\"\n",
        "    },\n",
        "    {\n",
        "    \"role\": \"tool_response\",\n",
        "    \"content\": json.dumps(result)\n",
        "   }\n",
        "]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fgnSIQZzwSz4",
        "outputId": "4e0bf122-a5e2-40db-997c-6f86cafd3f6c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[{'role': 'system',\n",
              "  'content': '\\n    You are my travel agent with some tools available.\\n\\n',\n",
              "  'tools': '{\"booking_fight\": {\"name\": \"booking_fight\", \"description\": \"booking fight\", \"parameters\": {\"departure\": {\"description\": \"The name of Departure airport code\", \"type\": \"str\"}, \"destination\": {\"description\": \"The name of Destination airport code\", \"type\": \"str\"}, \"outbound_date\": {\"description\": \"The date of outbound flight\", \"type\": \"str\"}, \"return_date\": {\"description\": \"The date of return flight\", \"type\": \"str\"}}}, \"booking_hotel\": {\"name\": \"booking_hotel\", \"description\": \"booking hotel\", \"parameters\": {\"query\": {\"description\": \"The name of the city\", \"type\": \"str\"}, \"check_in_date\": {\"description\": \"The date of check in\", \"type\": \"str\"}, \"check_out_date\": {\"description\": \"The date of check out\", \"type\": \"str\"}}}}'},\n",
              " {'role': 'user',\n",
              "  'content': 'I have a business trip from London to New York in March 21 2025 to March 27 2025, can you help me to book a hotel and flight tickets'},\n",
              " {'role': 'assistant',\n",
              "  'content': '<|tool_call|>[{\"name\": \"booking_fight\", \"arguments\": {\"departure\": \"LHR\", \"destination\": \"JFK\", \"outbound_date\": \"2025-03-21\", \"return_date\": \"2025-03-27\"}}, {\"name\": \"booking_hotel\", \"arguments\": {\"query\": \"New York\", \"check_in_date\": \"2025-03-21\", \"check_out_date\": \"2025-03-27\"}}]<|/tool_call|>'},\n",
              " {'role': 'tool_response',\n",
              "  'content': '\"{\\\\\"Fights\\\\\": \\\\\"[{\\'search_metadata\\': {\\'id\\': \\'67c86f9f7726dcec26080291\\', \\'status\\': \\'Success\\', \\'json_endpoint\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.json\\', \\'created_at\\': \\'2025-03-05 15:37:03 UTC\\', \\'processed_at\\': \\'2025-03-05 15:37:03 UTC\\', \\'google_flights_url\\': \\'https://www.google.com/travel/flights?hl=en&gl=us&curr=USD&tfs=CBwQAhoeEgoyMDI1LTAzLTIxagcIARIDTEhScgcIARIDSkZLGh4SCjIwMjUtMDMtMjFqBwgBEgNKRktyBwgBEgNMSFJCAQFIAXABmAEB&tfu=EgIIAQ\\', \\'raw_html_file\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.html\\', \\'prettify_html_file\\': \\'https://serpapi.com/searches/95c8efa8c93dc7a4/67c86f9f7726dcec26080291.prettify\\', \\'total_time_taken\\': 2.91}, \\'search_parameters\\': {\\'engine\\': \\'google_flights\\', \\'hl\\': \\'en\\', \\'gl\\': \\'us\\', \\'departure_id\\': \\'LHR\\', \\'arrival_id\\': \\'JFK\\', \\'outbound_date\\': \\'2025-03-21\\', \\'return_date\\': \\'2025-03-21\\', \\'currency\\': \\'USD\\'}, \\'best_flights\\': [{\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 06:40\\'}, \\'arrival_airport\\': {\\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\', \\'time\\': \\'2025-03-21 09:30\\'}, \\'duration\\': 110, \\'airplane\\': \\'Airbus A320neo\\', \\'airline\\': \\'Scandinavian Airlines\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/SK.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'SK 500\\', \\'legroom\\': \\'29 in\\', \\'extensions\\': [\\'Below average legroom (29 in)\\', \\'In-seat USB outlet\\', \\'Carbon emissions estimate: 90 kg\\']}, {\\'departure_airport\\': {\\'name\\': \\'Copenhagen Airport\\', \\'id\\': \\'CPH\\', \\'time\\': \\'2025-03-21 13:00\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 19:59\\'}, \\'duration\\': 84, \\'airplane\\': \\'Airbus A220-300 Passenger\\', \\'airline\\': \\'JetBlue\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/B6.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'B6 517\\', \\'ticket_also_sold_by\\': [\\'Tap Air Portugal\\'], \\'legroom\\': \\'32 in\\', \\'extensions\\': [\\'Above average legroom (32 in)\\', \\'Free Wi-Fi\\', \\'In-seat power & USB outlets\\', \\'Live TV\\', \\'Carbon emissions estimate: 71 kg\\']}], \\'layovers\\': [{\\'duration\\': 372, \\'name\\': \\'Boston Logan International Airport\\', \\'id\\': \\'BOS\\'}], \\'total_duration\\': 934, \\'carbon_emissions\\': {\\'this_flight\\': 569000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': 76}, \\'price\\': 1656, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/B6.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ3hDTmpFMk1qRjhRalkxTVRjYUN3aS9qUW9RQWhvRFZWTkVPQnh3djQwSyIsW1siTEhSIiwiMjAyNS0wMy0yMSIsIkJPUyIsbnVsbCwiQjYiLCIxNjIxIl0sWyJCT1MiLCIyMDI1LTAzLTIxIiwiSkZLIixudWxsLCJCNiIsIjUxNyJdXV0=\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 12:20\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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Kennedy International Airport\\', \\'id\\': \\'JFK\\', \\'time\\': \\'2025-03-21 12:55\\'}, \\'duration\\': 480, \\'airplane\\': \\'Airbus A350\\', \\'airline\\': \\'Virgin Atlantic\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/VS.png\\', \\'travel_class\\': \\'Economy\\', \\'flight_number\\': \\'VS 3\\', \\'ticket_also_sold_by\\': [\\'Delta\\', \\'Air France\\', \\'KLM\\'], \\'legroom\\': \\'31 in\\', \\'extensions\\': [\\'Average legroom (31 in)\\', \\'Wi-Fi for a fee\\', \\'In-seat USB outlet\\', \\'On-demand video\\', \\'Carbon emissions estimate: 293 kg\\']}], \\'total_duration\\': 480, \\'carbon_emissions\\': {\\'this_flight\\': 294000, \\'typical_for_this_route\\': 324000, \\'difference_percent\\': -9}, \\'price\\': 2967, \\'type\\': \\'Round trip\\', \\'airline_logo\\': \\'https://www.gstatic.com/flights/airline_logos/70px/VS.png\\', \\'departure_token\\': \\'WyJDalJJY0VsYWRuVkxSMWR1ZDI5QlF6Wk5YMUZDUnkwdExTMHRMUzB0YjNsamFXa3hNVUZCUVVGQlIyWkpZalpGUTNkd2VWVkJFZ05XVXpNYUN3anFqUklRQWhvRFZWTkVPQnh3Nm8wUyIsW1siTEhSIiwiMjAyNS0wMy0yMSIsIkpGSyIsbnVsbCwiVlMiLCIzIl1dXQ==\\'}, {\\'flights\\': [{\\'departure_airport\\': {\\'name\\': \\'Heathrow Airport\\', \\'id\\': \\'LHR\\', \\'time\\': \\'2025-03-21 10:10\\'}, \\'arrival_airport\\': {\\'name\\': \\'John F. 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              "[{'generated_text': \"It looks like you've provided a comprehensive list of flight and hotel options for your business trip from London to New York, departing on March 21, 2025, and returning on March 27, 2025. However, the data seems to be a mix of flight and hotel information, and not all of it is directly related to your request.\\n\\nTo assist you further, I will focus on booking a flight and a hotel for your specified dates. Since I don't have the capability to actually make bookings, I will provide you with a summary of the options based on the data you've given:\\n\\n**Flight Options:**\\n1. A round trip flight from Heathrow (LHR) to John F. Kennedy International Airport (JFK) with various airlines, durations, and carbon emissions. Prices range from $979 to $3350, with different airlines offering different amenities and legroom. Some flights have layovers, while others are direct.\\n\\n**Hotel Options:**\\n1. Pod 51 in New York, a 3-star hotel with a rooftop deck, cafe, bar, and free Wi-Fi, with a total rate of $902 for the stay.\\n2. The Shelburne Sonesta New York, a 4-star hotel with an upscale lobby lounge and rooftop terrace, with a total rate of $1,263.\\n3. Sheraton Lincoln Harbor Hotel, a 3-star hotel with a riverside view, with a total rate of $952.\\n4. The Manhattan at Times Square Hotel, a 3-star hotel with a 1920s-inspired bar and rooftop lounge, with a total rate of $1,278.\\n5. Holiday Inn Express New York City-Wall Street, an IHG Hotel, a 3-star hotel with modern rooms and free Wi-Fi, with a total rate of $995.\\n6. Wingate by Wyndham Long Island City/ Manhattan View, a 3-star hotel with modern suites and a gym, with a total rate of $858.\\n7. Home2 Suites by Hilton New York Long Island City/ Manhattan View, a 3-star hotel with kitchenettes and free Wi-Fi, with a total rate of $1,110.\\n8. Millennium Downtown New York, a 4-star hotel with a refined restaurant and fitness center, with a total rate of $1,452.\\n9. Staypineapple, An Artful Hotel, Midtown New York, a 3-star hotel with flat-screens and a lobby cafe, with a total rate of $1,374.\\n10. DoubleTree by Hilton New York Downtown, a 4-star hotel with a 24-hour business center and gym, with a total rate of $1,206.\\n11. Canal Loft Hotel, a 2-star hotel with a casual lounge, with a total rate of $974.\\n12. 31 Street Broadway Hotel, a 2-star hotel with a rooftop terrace, with a total rate of $1,007.\\n13. Ramada by Wyndham Flushing Queens, a 3-star hotel with a gym and business center, with a total rate of $750.\\n\\nPlease note that the prices are subject to change, and you should check the latest rates and availability on the respective airline and hotel websites. Additionally, you should consider factors such as flight duration, layovers, airline amenities, hotel location, and your personal preferences when making your final decision.\\n\\nWould you like to proceed with any specific flight and hotel from the options provided, or do you need further assistance with your travel plans?\"}]"
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              "\"It looks like you've provided a comprehensive list of flight and hotel options for your business trip from London to New York, departing on March 21, 2025, and returning on March 27, 2025. However, the data seems to be a mix of flight and hotel information, and not all of it is directly related to your request.\\n\\nTo assist you further, I will focus on booking a flight and a hotel for your specified dates. Since I don't have the capability to actually make bookings, I will provide you with a summary of the options based on the data you've given:\\n\\n**Flight Options:**\\n1. A round trip flight from Heathrow (LHR) to John F. Kennedy International Airport (JFK) with various airlines, durations, and carbon emissions. Prices range from $979 to $3350, with different airlines offering different amenities and legroom. Some flights have layovers, while others are direct.\\n\\n**Hotel Options:**\\n1. Pod 51 in New York, a 3-star hotel with a rooftop deck, cafe, bar, and free Wi-Fi, with a total rate of $902 for the stay.\\n2. The Shelburne Sonesta New York, a 4-star hotel with an upscale lobby lounge and rooftop terrace, with a total rate of $1,263.\\n3. Sheraton Lincoln Harbor Hotel, a 3-star hotel with a riverside view, with a total rate of $952.\\n4. The Manhattan at Times Square Hotel, a 3-star hotel with a 1920s-inspired bar and rooftop lounge, with a total rate of $1,278.\\n5. Holiday Inn Express New York City-Wall Street, an IHG Hotel, a 3-star hotel with modern rooms and free Wi-Fi, with a total rate of $995.\\n6. Wingate by Wyndham Long Island City/ Manhattan View, a 3-star hotel with modern suites and a gym, with a total rate of $858.\\n7. Home2 Suites by Hilton New York Long Island City/ Manhattan View, a 3-star hotel with kitchenettes and free Wi-Fi, with a total rate of $1,110.\\n8. Millennium Downtown New York, a 4-star hotel with a refined restaurant and fitness center, with a total rate of $1,452.\\n9. Staypineapple, An Artful Hotel, Midtown New York, a 3-star hotel with flat-screens and a lobby cafe, with a total rate of $1,374.\\n10. DoubleTree by Hilton New York Downtown, a 4-star hotel with a 24-hour business center and gym, with a total rate of $1,206.\\n11. Canal Loft Hotel, a 2-star hotel with a casual lounge, with a total rate of $974.\\n12. 31 Street Broadway Hotel, a 2-star hotel with a rooftop terrace, with a total rate of $1,007.\\n13. Ramada by Wyndham Flushing Queens, a 3-star hotel with a gym and business center, with a total rate of $750.\\n\\nPlease note that the prices are subject to change, and you should check the latest rates and availability on the respective airline and hotel websites. Additionally, you should consider factors such as flight duration, layovers, airline amenities, hotel location, and your personal preferences when making your final decision.\\n\\nWould you like to proceed with any specific flight and hotel from the options provided, or do you need further assistance with your travel plans?\""
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        "I have found several hotel options for your stay in New York from March 21 to March 27, 2025. Here are some of the best ones:\\n\\n1. **The Fifty Sonesta Hotel New York**: A 4-star hotel located at 51 St, with an overall rating of 4.1. It offers stylish rooms and suites, a lounge, bar, and free wine hours. The hotel is located near St. Patrick's Cathedral and John F. Kennedy International Airport. The rate per night is $236, with a total rate of $1,417. The hotel is pet-friendly and offers free Wi-Fi, parking, and a fitness center.\\n\\n2. **The Manhattan at Times Square Hotel**: A 4-star hotel located at 7 Av, with an overall rating of 3.8. It offers modern rooms and suites, a marble-clad lobby lounge, and a gym. The hotel is located near Grand Central Terminal and John F. Kennedy International Airport. The rate per night is $218, with a total rate of $1,307. The hotel is pet-friendly and offers free Wi-Fi, parking, and a restaurant.\\n\\n3. **The Manhattan by Marriott**: A 4-star hotel located at 7 Av, with an overall rating of 4.1. It offers contemporary rooms and suites, a rooftop lounge, and a fitness center. The hotel is located near Grand Central Terminal and John F. Kennedy International Airport. The rate per night is $238, with a total rate of $1,242. The hotel is pet-friendly and offers free Wi-Fi, parking, and a restaurant.\\n\\n4. **The Park Hyatt New York**: A 5-star hotel located at 5 Av, with an overall rating of 4.9. It offers luxurious rooms and suites, a rooftop terrace, and a spa. The hotel is located near Grand Central Terminal and John F. Kennedy International Airport. The rate per night is $398, with a total rate of $2,191. The hotel is pet-friendly and offers free Wi-Fi, parking, and a fitness center.\\n\\n5. **The Langham, New York**: A 5-star hotel located at 7 Av, with an overall rating of 4.9. It offers elegant rooms and suites, a rooftop terrace, and a restaurant. The hotel is located near Grand Central Terminal and John F. Kennedy International Airport. The rate per night is $398, with a total rate of $2,191. The hotel is pet-friendly and offers free Wi-Fi, parking, and a fitness center.\\n\\nPlease let me know which hotel you would like to book, and I will proceed with the booking process."
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