RAG_Mistral.ipynb

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      "source": [
        "Installing All required Libaries"
      ],
      "metadata": {
        "id": "VOlg_nRb5VbJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -U langchain umap-learn langchain_community tiktoken langchainhub chromadb\n",
        "!pip install sentence-transformers\n",
        "!pip install html2text"
      ],
      "metadata": {
        "colab": {
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        "id": "RTLRFOfe2R-Q",
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          "text": [
            "Collecting langchain\n",
            "  Downloading langchain-0.1.17-py3-none-any.whl (867 kB)\n",
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            "\u001b[?25hCollecting umap-learn\n",
            "  Downloading umap_learn-0.5.6-py3-none-any.whl (85 kB)\n",
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            "\u001b[?25hRequirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
            "Collecting scikit-learn\n",
            "  Downloading scikit_learn-1.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.1 MB)\n",
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            "\u001b[?25hCollecting langchain_community\n",
            "  Downloading langchain_community-0.0.36-py3-none-any.whl (2.0 MB)\n",
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            "\u001b[?25hCollecting tiktoken\n",
            "  Downloading tiktoken-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.8/1.8 MB\u001b[0m \u001b[31m26.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting langchain-openai\n",
            "  Downloading langchain_openai-0.1.5-py3-none-any.whl (34 kB)\n",
            "Collecting langchainhub\n",
            "  Downloading langchainhub-0.1.15-py3-none-any.whl (4.6 kB)\n",
            "Collecting chromadb\n",
            "  Downloading chromadb-0.5.0-py3-none-any.whl (526 kB)\n",
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            "\u001b[?25hCollecting langchain-anthropic\n",
            "  Downloading langchain_anthropic-0.1.11-py3-none-any.whl (16 kB)\n",
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            "Collecting dataclasses-json<0.7,>=0.5.7 (from langchain)\n",
            "  Downloading dataclasses_json-0.6.5-py3-none-any.whl (28 kB)\n",
            "Collecting jsonpatch<2.0,>=1.33 (from langchain)\n",
            "  Downloading jsonpatch-1.33-py2.py3-none-any.whl (12 kB)\n",
            "Collecting langchain-core<0.2.0,>=0.1.48 (from langchain)\n",
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            "\u001b[?25hCollecting langchain-text-splitters<0.1,>=0.0.1 (from langchain)\n",
            "  Downloading langchain_text_splitters-0.0.1-py3-none-any.whl (21 kB)\n",
            "Collecting langsmith<0.2.0,>=0.1.17 (from langchain)\n",
            "  Downloading langsmith-0.1.52-py3-none-any.whl (116 kB)\n",
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            "\u001b[?25hRequirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain) (1.25.2)\n",
            "Requirement already satisfied: pydantic<3,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.7.1)\n",
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            "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain) (8.2.3)\n",
            "Requirement already satisfied: scipy>=1.3.1 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.11.4)\n",
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            "Building wheels for collected packages: pypika\n",
            "  Building wheel for pypika (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "Installing collected packages: pypika, monotonic, mmh3, websockets, uvloop, types-requests, python-dotenv, packaging, overrides, orjson, opentelemetry-util-http, opentelemetry-semantic-conventions, opentelemetry-proto, mypy-extensions, jsonpointer, importlib-metadata, humanfriendly, httptools, h11, deprecated, chroma-hnswlib, bcrypt, backoff, asgiref, watchfiles, uvicorn, typing-inspect, tiktoken, starlette, scikit-learn, posthog, opentelemetry-exporter-otlp-proto-common, opentelemetry-api, marshmallow, langchainhub, jsonpatch, httpcore, coloredlogs, pynndescent, opentelemetry-sdk, opentelemetry-instrumentation, onnxruntime, langsmith, kubernetes, httpx, fastapi, dataclasses-json, umap-learn, opentelemetry-instrumentation-asgi, opentelemetry-exporter-otlp-proto-grpc, openai, langchain-core, anthropic, opentelemetry-instrumentation-fastapi, langchain-text-splitters, langchain-openai, langchain_community, langchain-anthropic, langchain, chromadb\n",
            "  Attempting uninstall: packaging\n",
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            "Collecting llama-cpp-python\n",
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            "  Building wheel for llama-cpp-python (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "Collecting nvidia-nvtx-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (99 kB)\n",
            "Requirement already satisfied: triton==2.2.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers) (2.2.0)\n",
            "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (21.1 MB)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers) (2023.12.25)\n",
            "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers) (0.19.1)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers) (0.4.3)\n",
            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->sentence-transformers) (1.4.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->sentence-transformers) (3.4.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.11.0->sentence-transformers) (2.1.5)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (2024.2.2)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.11.0->sentence-transformers) (1.3.0)\n",
            "Installing collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, sentence-transformers\n",
            "Successfully installed nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.4.127 nvidia-nvtx-cu12-12.1.105 sentence-transformers-2.7.0\n",
            "Collecting html2text\n",
            "  Downloading html2text-2024.2.26.tar.gz (56 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.5/56.5 kB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Building wheels for collected packages: html2text\n",
            "  Building wheel for html2text (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for html2text: filename=html2text-2024.2.26-py3-none-any.whl size=33111 sha256=7ad18033a0c9824933c20850d306c668513b1564c8663baae37d2fed073befb4\n",
            "  Stored in directory: /root/.cache/pip/wheels/f3/96/6d/a7eba8f80d31cbd188a2787b81514d82fc5ae6943c44777659\n",
            "Successfully built html2text\n",
            "Installing collected packages: html2text\n",
            "Successfully installed html2text-2024.2.26\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Importing All Required Libaries"
      ],
      "metadata": {
        "id": "lWIqMHrG5eay"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "CPaHwt_Y2NBN"
      },
      "outputs": [],
      "source": [
        "from langchain_community.document_transformers import Html2TextTransformer\n",
        "from langchain_community.vectorstores import Chroma\n",
        "import nest_asyncio\n",
        "from langchain_community.embeddings import HuggingFaceEmbeddings\n",
        "import tiktoken\n",
        "from bs4 import BeautifulSoup as Soup\n",
        "from langchain_community.document_loaders.recursive_url_loader import RecursiveUrlLoader\n",
        "from langchain_text_splitters import RecursiveCharacterTextSplitter\n",
        "from langchain.prompts import PromptTemplate\n",
        "import torch\n",
        "from huggingface_hub import login\n",
        "from langchain import hub\n",
        "from langchain_core.runnables import RunnablePassthrough\n",
        "from langchain_core.output_parsers import StrOutputParser\n",
        "from langchain.chains import RetrievalQA\n",
        "import os\n",
        "from langchain_community.llms import HuggingFaceHub\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Loading and reading the data for Metlife"
      ],
      "metadata": {
        "id": "L1OtvtdE5pve"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Metlife\n",
        "url = \"https://www.metlife.com/stories/accident-health/what-is-accident-insurance/\"\n",
        "loader = RecursiveUrlLoader(\n",
        "    url=url, max_depth=20, extractor=lambda x: Soup(x, \"html.parser\").text\n",
        ")\n",
        "docsinc = loader.load()\n",
        "# Metlife docs\n",
        "url = \"https://www.metlife.com/insurance/accident-health/accident-insurance/\"\n",
        "loader = RecursiveUrlLoader(\n",
        "    url=url, max_depth=20, extractor=lambda x: Soup(x, \"html.parser\").text\n",
        ")\n",
        "docs = loader.load()\n",
        "\n",
        "# Metlife\n",
        "url = \"https://www.metlife.com/insurance/accident-health/hospital-indemnity-insurance/\"\n",
        "loader = RecursiveUrlLoader(\n",
        "    url=url, max_depth=1, extractor=lambda x: Soup(x, \"html.parser\").text\n",
        ")\n",
        "docs_pydantic = loader.load()\n",
        "\n",
        "# Metlife\n",
        "url = \"https://www.metlife.com/insurance/accident-health/critical-illness-insurance/\"\n",
        "loader = RecursiveUrlLoader(\n",
        "    url=url, max_depth=1, extractor=lambda x: Soup(x, \"html.parser\").text\n",
        ")\n",
        "docs_sq = loader.load()\n",
        "\n",
        "# Doc texts\n",
        "# docs.extend([*docs_pydantic, *docs_sq, *docsinc])\n",
        "docs.extend(\n",
        "    [\n",
        "        *docs_pydantic,\n",
        "        *docs_sq,\n",
        "    ]\n",
        ")\n",
        "\n",
        "\n",
        "# Converts HTML to plain text\n",
        "html2text = Html2TextTransformer()\n",
        "docs_transformed = html2text.transform_documents(docs)"
      ],
      "metadata": {
        "id": "ELq6I-NU2srh"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def num_tokens_from_string(string: str, encoding_name: str) -> int:\n",
        "    \"\"\"Returns the number of tokens in a text string.\"\"\"\n",
        "    encoding = tiktoken.get_encoding(encoding_name)\n",
        "    num_tokens = len(encoding.encode(string))\n",
        "    return num_tokens\n",
        "\n"
      ],
      "metadata": {
        "id": "ty8LGUT72z1C"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Chunk text"
      ],
      "metadata": {
        "id": "7lx3OfE65zTC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Chunk text\n",
        "# Doc texts concat\n",
        "\n",
        "d_sorted = sorted(docs_transformed, key=lambda x: x.metadata[\"source\"])\n",
        "d_reversed = list(reversed(d_sorted))\n",
        "concatenated_content = \"\\n\\n\\n --- \\n\\n\\n\".join(\n",
        "    [doc.page_content for doc in d_reversed]\n",
        ")\n",
        "print(\n",
        "    \"Num tokens in all context: %s\"\n",
        "    % num_tokens_from_string(concatenated_content, \"cl100k_base\")\n",
        ")\n",
        "\n",
        "# Doc texts split\n",
        "chunk_size_tok = 2000\n",
        "text_splitter = RecursiveCharacterTextSplitter.from_tiktoken_encoder(\n",
        "    chunk_size=chunk_size_tok, chunk_overlap=0\n",
        ")\n",
        "texts_split = text_splitter.split_text(concatenated_content)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G8fllVq224Qa",
        "outputId": "cf61a0bd-eee0-4a32-ff63-52ca6b100713"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Num tokens in all context: 9809\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Loading mpnet"
      ],
      "metadata": {
        "id": "Vj6UyN925Gin"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "embeddings = HuggingFaceEmbeddings(model_name=\"sentence-transformers/all-mpnet-base-v2\")\n",
        "# Load chunked documents into the Vectorstore index\n",
        "vectorstore = Chroma.from_texts(texts=texts_split, embedding=embeddings)\n",
        "\n"
      ],
      "metadata": {
        "colab": {
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        },
        "id": "BLW-WFzh27Fr",
        "outputId": "e40f688f-c48f-4a66-88f7-12d794d9d2b9"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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          "metadata": {}
        },
        {
          "output_type": "display_data",
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            ],
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          "metadata": {}
        },
        {
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            ],
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          "metadata": {}
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          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/363 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6ae9b92723114d468430c01c813c5467"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
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          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/239 [00:00<?, ?B/s]"
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          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
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            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Defing Retriever"
      ],
      "metadata": {
        "id": "WYo9cOT84_oy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# retriever = vectorstore.as_retriever()\n",
        "retriever = vectorstore.as_retriever(search_type=\"similarity\", search_kwargs={\"k\": 3})\n"
      ],
      "metadata": {
        "id": "WkzPcWYJ3AL8"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "loading Mistral-7B-Instruct-v0.2  "
      ],
      "metadata": {
        "id": "Kgw-p1yp456u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "token = \"hf_xxxxxxxxxxxxxxxxxxxxx\"\n",
        "\n",
        "\n",
        "login(token)\n",
        "print(torch.__version__)\n",
        "# print(torch.zeros(1).cuda())\n",
        "print(torch.cuda.is_available())\n",
        "device = torch.device(\"cpu\")\n",
        "\n",
        "os.environ[\"HUGGINGFACEHUB_API_TOKEN\"] = token\n",
        "\n",
        "hf = HuggingFaceHub(\n",
        "    repo_id=\"mistralai/Mistral-7B-Instruct-v0.2\",\n",
        "    model_kwargs={\"temperature\": 0.1, \"max_length\": 300},\n",
        ")\n",
        "\n",
        "\n",
        "llm = hf\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oXLjvkpc3DWt",
        "outputId": "f4c56e1c-ffc0-4f4f-ed88-6b10c0310abb"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Token will not been saved to git credential helper. Pass `add_to_git_credential=True` if you want to set the git credential as well.\n",
            "Token is valid (permission: read).\n",
            "Your token has been saved to /root/.cache/huggingface/token\n",
            "Login successful\n",
            "2.2.1+cu121\n",
            "False\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain_core/_api/deprecation.py:119: LangChainDeprecationWarning: The class `HuggingFaceHub` was deprecated in LangChain 0.0.21 and will be removed in 0.2.0. Use HuggingFaceEndpoint instead.\n",
            "  warn_deprecated(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Preparing Prompt Template"
      ],
      "metadata": {
        "id": "6vQRCBnn4z4W"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "prompt_template = \"\"\"\n",
        "Use the following piece of context to answer the question asked.\n",
        "Please try to provide the answer only based on the context\n",
        "\n",
        "{context}\n",
        "Question:{question}\n",
        "\n",
        "Helpful Answers:\n",
        " \"\"\"\n",
        "\n",
        "prompt = PromptTemplate(\n",
        "    template=prompt_template, input_variables=[\"context\", \"question\"]\n",
        ")\n",
        "\n",
        "retrievalQA = RetrievalQA.from_chain_type(\n",
        "    llm=hf,\n",
        "    chain_type=\"stuff\",\n",
        "    retriever=retriever,\n",
        "    return_source_documents=True,\n",
        "    chain_type_kwargs={\"prompt\": prompt},\n",
        ")\n",
        "query = \"What does the accident insurance cover?\"\n",
        "\n",
        "# Call the QA chain with our query.\n",
        "result = retrievalQA.invoke({\"query\": query})\n",
        "print(result[\"result\"])\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OuBue7ME3GZL",
        "outputId": "36bf34d7-4c49-4792-d964-06ca955b59e6"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Use the following piece of context to answer the question asked.\n",
            "Please try to provide the answer only based on the context\n",
            "\n",
            "Accident Insurance | MetLife Skip Navigation Navigation SOLUTIONS SUPPORT ABOUT US RESOURCES LOG IN LOG IN SEARCH SEARCH close LOG IN LOG IN SEARCH SEARCH Close SOLUTIONS Insurance Business and Brokers MetLife Investment Management Retirement & Income Solutions Insurance Enhance Your Health Coverage Dental Vision Pet Insurance Protect Your Finances Accident Hospital Indemnity Critical Illness Cancer Disability and Absence Safeguard Your Valuables Auto and Home Insurance Legal Plans Identity & Fraud Protection Secure Your Family's Future Term Life Group Variable Universal Life Group Universal Life Insurance Accident Death & Dismemberment Reach Your Financial Goals Health Savings and Spending Accounts Total Control Account (TCA) Employer-Sponsored Retirement Plans More Solutions Annuity Long-Term Care Business and Brokers Employee Benefits Group Auto & Home Group Dental Group Accident and Health Group Life Group Disability and Absence Group Legal Services Group Vision Group Pet Group Health Savings & Spending Accounts Executive Benefits Identity & Fraud Protection Upwise Small Business Small Business Products Exceptional Service & Support Chamber of Commerce Specialty Business Professional Employer Organization (PEO) Association Union For Brokers Getting Appointed Broker Compensation Broker Forms Why MetLife? Broker Education Global Employee Benefits Financial Wellness Workforce Insights Benefit Trends Study MetLife Investment Management MetLife Investment Management Financing Solutions About Us Insights Investment Strategies Retirement & Income Solutions Retirement & Income Solutions Lifetime Income Annuities Insights Employer-Sponsored Retirement Plans Pension Risk Structured Settlements Longevity Reinsurance Stable Value Funding Solutions SUPPORT Support and Manage Quick and easy access to MetLife customer support services and resources. Learn More Customer Care Customer Care Contact Us Find a Dentist Find a Vision Provider Find an Insurance Policy Beneficiary Assistance More Support My Account My Account Account Log In Register for MyBenefits Find a Form File a Claim For Current Customer Fraud Awareness Ethics & Fraud HelpLine ABOUT US About MetLife Careers at MetLife Investor Relations Sustainability About MetLife Navigating Life Together Health Family Future Work Corporate Profile MetLife Worldwide Company Ratings Global Procurement MetLife Affiliates Corporate Governance Board of Directors Our Executive Leadership Team Corporate Conduct Code of Conduct Diversity, Equity & Inclusion Our People Our Customers Our Communities More About Us Careers at MetLife Newsroom Awards and Recognition MetLife Foundation Real People Making Real Impact Series Next Gen Ventures (NGV) Careers at MetLife Investor Relations Sustainability 2022 Sustainability Report 01 For Our Colleagues 02 For Our Customers 03 Creating Value as an Investor 04 For The Environment 05 For Our Communities 06 Responsible Governance Sustainability Resource Center Environmental Stewardship Social Responsibility Corporate Governance Our Sustainability Commitments Statements, Policies, Codes & Archives Disclosures: ESG Frameworks Sustainability at MetLife FAQs MetLife Foundation Our Work Employee Engagement & Volunteerism MetLife Foundation News & Media MetLife Foundation Resources Who We Are Policies & Codes News & Insights Research RESOURCES Stories Everything you need to know to protect you and your family, all in one place. Learn More Insurance Tips Insurance Tips Life Insurance Accident & Health Insurance Legal Insurance Dental Insurance Benefits Disability Insurance Vision Insurance Life Tips Life Tips Personal Finance Work & Family Wellness Log in to MetLife Select Login Type Personal Account Business Account Broker Account Whether you purchased your policy on your own or obtained it through your employer, log in to your personal account. Benefits Through Your Employer (MyBenefits) MetLink - Access your company's benefits data MyBenefits - Benefits Through Your Employer SBR - Manage executive benefits MetLife's Online Service - Life, Annuities, Disability, Long-Term Care, Critical Illness, Auto, Home, Total Control Account (eSERVICE) Benefits Through Your Employer (MyBenefits) Business Account Type Select an option MetLink SBR Please select a business account type Access the MetLink section of the website Access the DigitalSolution section of the website Access the MyBenefits section of the website Access the Specialized Benefit Resources (SBR) section of the website Business Account Purpose My Benefits Home Check your group disability claim Check Your Group Disability Check Your Dental Claim Check Your Retirement Income Retirement Education Please select a business account type Broker Account Type Select an option MetLink Please select a broker account type Access the MetLink section of the website Access the DigitalSolution section of the website Username To log in, please enter your username Password To log in, please enter your password Forgot username or password? Forgot username or password? Forgot your password? First-time user? Register Now Need an account? Register First-time user? Register Now By signing in, I agree to the Terms of Use Go to MyBenefits without signing in At MetLife, protecting your information is a top priority. You may have seen recent news coverage of customers of financial services companies falling victim to social engineering scams. Scammers impersonate a trusted company to convince their targets into revealing or handing over sensitive information such as insurance, banking or login credentials. This scamming can happen via text, email or websites set up to look like the trusted company. Read On Show other account types Hide other account types FOR BUSINESSES MetLink MyBenefits SBR Worldwide Benefits eBenefits FOR METLIFE RETIREES Retirement Plan Access FOR INVESTORS MetLife Securities Client View NetXInvestor FOR PROVIDERS Dental Professionals Account FOR RETIREMENT PLAN PARTICIPANTS mlr.metlife.com online.metlife.com (MyAccounts) FOR EMPLOYERS Group Benefits Administration Plan Service Center (PSC) MetOnline Worldwide Benefits eBenefits FOR BROKERS & CONSULTANTS MetBroker MetOnline Structured Settlements Broker Resources (SBR) Worldwide Benefits eBenefits FOR METLIFE SECURITIES INC. REPRESENTATIVES Brokerage & Securities Account Need an account? Register Enter your search here Auto Complete 0 of 0 Search Results | Displaying 10 results 20 results 30 results No Results Sorry, we couldn't find any results matching Please: Check the spelling and try again Search using fewer terms Click here for Customer Support Did you mean \"\" Did you mean ? Sorry, we couldn't find any results matching Please: Check the spelling and try again Search using fewer terms Click here for Customer Support Homepage Life, Dental, Vision & More: Insurance Solutions | MetLife Accident & Health Insurance MetLife Accident Insurance Accident Insurance  \n",
            "Accident Insurance Stay financially protected as you recover from an accident\n",
            "Financial Support for Accidents An accident can impact your health, but it can\n",
            "also damage your finances and affect how you live. MetLife Accident Insurance\n",
            "can help with your finances so you can focus on healing. Accident insurance\n",
            "benefits Lump-sum payment Covers over 150 events1 and paid directly to you to\n",
            "spend on what you need No waiting period Coverage takes effect on the\n",
            "effective date Portable coverage Take your coverage with you if you change\n",
            "employers or retire2 Help your finances stay healthy during your recovery\n",
            "After experiencing an accident, you don’t need any more surprises – like\n",
            "finding out that your medical insurance plan may not cover some of your\n",
            "expenses. With MetLife Accident Insurance, you can receive a lump-sum payment,\n",
            "paid directly to you, to use at your discretion. It can help with: Injuries:\n",
            "such as fractures3, dislocations, concussions, lacerations, eye injuries, torn\n",
            "knee cartilage, ruptured discs, and severe burns Medical Services and\n",
            "Treatments: Includes ambulance, emergency care, therapy services, medical\n",
            "testing (including X-rays, MRIs, CT scans), medical appliances, and certain\n",
            "types of surgeries Hospitalization: Hospital admission,4 confinement,4 and\n",
            "inpatient rehab5 after an accident1 Additional Benefits: For accidental death,\n",
            "dismemberment, loss, paralysis, supplemental benefit for lodging6 Did You\n",
            "Know? 58% of Americans are worried about being able to afford unexpected\n",
            "medical bills?7 Planning ahead can help relieve the burden of medical\n",
            "expenses. Learn more Help prepare for the unexpected If you’re injured in an\n",
            "accident, you can receive a lump-sum to use as you see fit with accident\n",
            "insurance. Watch Video FAQs Expand All Can accident insurance be used to cover\n",
            "out-of-pocket costs? Yes, you can use your benefit payment as you see fit. Use\n",
            "it to help cover your household bills, medical insurance deductibles,\n",
            "copayments, and more. Are benefits paid directly to me or to my healthcare\n",
            "provider? Payments will be paid directly to you, not to the doctors,\n",
            "hospitals, or other healthcare providers. You will receive a check, payable to\n",
            "you, for maximum convenience. I have a good medical plan at work. Why would I\n",
            "need additional coverage for accidents? Accidents can happen any time, to\n",
            "anyone, when you least expect them — and they can be costly. Even quality\n",
            "medical plans can leave you with extra expenses to pay. Costs like plan\n",
            "deductibles, copays for doctor visits, and extra costs for out-of-network care\n",
            "can add up fast. Having the financial support you may need when the time comes\n",
            "can mean less worry for you and your family. Can I enroll in this insurance\n",
            "without having to take a medical exam? Yes. If your employer offers accident\n",
            "insurance, your acceptance is guaranteed8, regardless of your health. You just\n",
            "need to be actively employed for your coverage to be effective. There are no\n",
            "medical exams to take and no health questions to answer. Is there a waiting\n",
            "\n",
            "period before my coverage begins? No. This supplemental insurance will be\n",
            "effective on the date of your coverage as long as you are actively employed.\n",
            "There are no waiting periods to satisfy. Is the claims process simple? Yes.\n",
            "Once all the required information is received, claims are generally processed\n",
            "within 10 business days.9 Only one claim form is needed per accident, and\n",
            "every claim is reviewed by a claims professional Also, you can choose to\n",
            "receive payments the way you want – electronic funds transfer or check. Stay\n",
            "informed What Is Accident Insurance and Why Is it Important? 3 min read\n",
            "CriticalIllnessInsurancevs 5 min read What Is Hospital Indemnity Insurance and\n",
            "What Are the Benefits? 3 min read Resources Need help? Find answers to your\n",
            "questions below. Support & Manage Contact us Employee Benefits 1 Covered\n",
            "services/treatments must be the result of an accident or sickness as defined\n",
            "in the group policy/certificate. See your Disclosure Statement or Outline of\n",
            "Coverage/Disclosure Document for more details. 2 Eligibility for portability\n",
            "through the Continuation of Insurance with Premium Payment provision may be\n",
            "subject to certain eligibility requirements and limitations. For more\n",
            "information, contact your MetLife representative 3 Chip fractures are paid at\n",
            "25% of Fracture Benefit and partial dislocations are paid at 25% of\n",
            "Dislocation Benefit. 4 . The Admission Benefit is not payable for Emergency\n",
            "Room treatment or outpatient treatment. The payment of the admission benefit\n",
            "requires a Confinement. Hospital Confinement requires the assignment to a bed\n",
            "as a resident inpatient in a Hospital (including an Intensive Care Unit of a\n",
            "Hospital) on the advice of a Physician or confinement in an observation area\n",
            "within a Hospital for a period of no less than 20 continuous hours on the\n",
            "advice of a Physician. Please consult your certificate for details. 5\n",
            "Inpatient Rehabilitation Unit Benefit is standardly applied for covered\n",
            "Accidents only. It is available as an add-on for Sickness 6 The lodging\n",
            "benefit is not available in all states. It provides a benefit for a companion\n",
            "accompanying a covered insured while hospitalized, provided that lodging is at\n",
            "least 50 miles from insured's primary residence. 7 “Americans’ Challenge with\n",
            "Health Care Costs” July 14, 2022. https://www.kff.org/health-costs/issue-\n",
            "brief/americans-challenges-with-health-care-costs. Accessed August 3, 2023 8\n",
            "Coverage is guaranteed provided (1) the employee is actively at work and (2)\n",
            "dependents to be covered are not subject to medical restrictions as set forth\n",
            "on the enrollment form and in the Certificate. Some states require the insured\n",
            "to have medical coverage. Additional restrictions may apply to dependents\n",
            "serving in the armed forces or living overseas. 9 Applies only to \"clean\"\n",
            "claims. A clean claim is a claim submitted with all the required information\n",
            "necessary to process the claim; no missing information requiring additional\n",
            "follow up with the subscriber. It generally takes 10 business days to process\n",
            "\"clean\" claims. Like most group benefit programs, benefit programs offered by\n",
            "MetLife and its affiliates contain certain exclusions, exceptions, reductions,\n",
            "limitations, waiting periods and terms for keeping them in force. Please\n",
            "contact MetLife or your plan administrator for costs and complete details.\n",
            "METLIFE’S ACCIDENT INSURANCE IS A LIMITED BENEFIT GROUP INSURANCE POLICY. The\n",
            "policy is not intended to be a substitute for medical coverage and certain\n",
            "states may require the insured to have medical coverage to enroll for the\n",
            "coverage. The policy or its provisions may vary or be unavailable in some\n",
            "states. There are benefit reductions that begin at age 65, if applicable. Like\n",
            "most group accident and health insurance policies, policies offered by MetLife\n",
            "may include waiting periods and contain certain exclusions, limitations and\n",
            "terms for keeping them in force. For complete details of coverage and\n",
            "availability, please refer to the group policy form GPNP12-AX or contact\n",
            "MetLife. Benefits are underwritten by Metropolitan Life Insurance Company, New\n",
            "York, NY. Hospital does not include certain facilities such as nursing homes,\n",
            "convalescent care or extended care facilities. See MetLife’s Disclosure\n",
            "Statement or Outline of Coverage/Disclosure Document for full details. About\n",
            "Us Careers Investor Relations Newsroom Sustainability MetLife Foundation\n",
            "Corporate Profile Diversity, Equity & Inclusion Real People Making Real Impact\n",
            "Series Willscenter Support Contact Us Find a Dentist Find a Vision Provider\n",
            "Register Find a Form File a Claim Find an Insurance Policy Fraud Awareness\n",
            "Ethics & Fraud HelpLine Domestic Abuse Confidentiality Privacy Request\n",
            "INSURANCE BUSINESS & BROKERS METLIFE INVESTMENT MANAGEMENT RETIREMENT & INCOME\n",
            "SOLUTIONS Select Country USA Americas USA Argentina Brazil Chile Chile ProVida\n",
            "Colombia Mexico Uruguay Asia Australia Bangladesh China India Japan Korea\n",
            "Malaysia Nepal Vietnam Europe Bulgaria Cyprus Czech Republic France Hungary\n",
            "Ireland Italy Poland Portugal Romania Slovakia Spain Turkey Ukraine United\n",
            "Kingdom Middle East and Africa Bahrain Egypt Jordan Kuwait Lebanon Oman Qatar\n",
            "United Arab Emirates 1-800-METLIFE Privacy Center Legal Notices Feedback ©\n",
            "2024 MetLife Services and Solutions, LLC. New York, NY 10166 - All Rights\n",
            "Reserved. L1023035504[exp1025][All States][DC,GU,MP,PR,VI]\n",
            "\n",
            "guaranteed, regardless of your health. You just need to be actively employed\n",
            "for your coverage to be effective.2 There are no medical exams to take and no\n",
            "health questions to answer. Is there a waiting period before my coverage\n",
            "begins? No. This supplemental insurance will be effective on the date of your\n",
            "coverage as long as you are actively employed. There are no waiting periods to\n",
            "satisfy. Is the claims process simple? Yes. Once all the required information\n",
            "is received, claims are generally processed within 10 business days.9 Only one\n",
            "claim form is needed per accident or illness, and every claim is reviewed by a\n",
            "claims professional Also, you can choose to receive payments the way you want\n",
            "– electronic funds transfer or check. Stay informed What Is Hospital Indemnity\n",
            "Insurance and What Are the Benefits? 3 min read CriticalIllnessInsurancevs 5\n",
            "min read What Is Accident Insurance and Why Is it Important? 3 min read\n",
            "Resources Need help? Find answers to your questions below. Support & Manage\n",
            "Contact us Employee Benefits 1 Hospital Confinement requires the assignment to\n",
            "a bed as a resident inpatient in a Hospital (including an Intensive Care Unit\n",
            "of a Hospital) on the advice of a Physician or confinement in an observation\n",
            "area within a Hospital for a period of no less than 20 continuous hours on the\n",
            "advice of a Physician. Please consult your Certificate for details. 2 Coverage\n",
            "is guaranteed provided (1) the employee is actively at work and (2) dependents\n",
            "to be covered are not subject to medical restrictions as set forth on the\n",
            "enrollment form and in the Certificate. Some states require the insured to\n",
            "have medical coverage. Additional restrictions apply to dependents serving in\n",
            "the armed forces or living overseas 3 Hospital does not include certain\n",
            "facilities such as nursing homes, convalescent care, or extended care\n",
            "facilities. See your Disclosure Statement or Outline of Coverage/Disclosure\n",
            "Document for full details. 4 Covered services/treatments must be the result of\n",
            "an accident or sickness as defined in the group policy/Certificate. See your\n",
            "Disclosure Statement or Outline of Coverage/Disclosure Document for more\n",
            "details. 5 Eligibility for portability through the Continuation of Insurance\n",
            "with Premium Payment provision may be subject to certain eligibility\n",
            "requirements and limitations. For more information, contact your MetLife\n",
            "representative 6 Medical Bankruptcy and the Economy, January 20, 2022.\n",
            "https://www.thebalancemoney.com/medical-bankruptcy-statistics-4154729,\n",
            "Accessed July 2023 7 Kaiser Family Foundation Data Note: \"Americans'\n",
            "Challenges with Health Care Costs\" July 14, 2022. https://www.kff.org/health-\n",
            "costs/issue-brief/data-note-americans-challenges-health-care-costs/, Accessed\n",
            "July 2023 8 There may be a pre-existing exclusion for covered sicknesses. See\n",
            "your Disclosure Statement or Outline of Coverage/Disclosure Document for full\n",
            "details. 9 Applies only to \"clean\" claims. A clean claim is a claim submitted\n",
            "with all the required information necessary to process the claim; no missing\n",
            "information requiring additional follow up with the subscriber. It generally\n",
            "takes 10 business days to process \"clean\" claims. METLIFE'S HOSPITAL INDEMNITY\n",
            "INSURANCE IS A LIMITED BENEFIT GROUP INSURANCE POLICY. The policy is not\n",
            "intended to be a substitute for medical coverage and certain states may\n",
            "require the insured to have medical coverage to enroll for the coverage. The\n",
            "policy or its provisions may vary or be unavailable in some states. Prior\n",
            "hospital confinement may be required to receive certain benefits. There may be\n",
            "a preexisting condition limitation for hospital sickness benefits. MetLife’s\n",
            "Hospital Indemnity Insurance may be subject to benefit reductions that begin\n",
            "at age 65. Like most group accident and health insurance policies, policies\n",
            "offered by MetLife may contain certain exclusions, limitations and terms for\n",
            "keeping them in force. For complete details of coverage and availability,\n",
            "please refer to the group policy form GPNP12-AX, GPNP13-HI, GPNP16-HI or\n",
            "GPNP12-AX-PASG, or contact MetLife. Benefits are underwritten by Metropolitan\n",
            "Life Insurance Company, New York, New York. In certain states, availability of\n",
            "MetLife’s Group Hospital Indemnity Insurance is pending regulatory approval\n",
            "About Us Careers Investor Relations Newsroom Sustainability MetLife Foundation\n",
            "Corporate Profile Diversity, Equity & Inclusion Real People Making Real Impact\n",
            "Series Willscenter Support Contact Us Find a Dentist Find a Vision Provider\n",
            "Register Find a Form File a Claim Find an Insurance Policy Fraud Awareness\n",
            "Ethics & Fraud HelpLine Domestic Abuse Confidentiality Privacy Request\n",
            "INSURANCE BUSINESS & BROKERS METLIFE INVESTMENT MANAGEMENT RETIREMENT & INCOME\n",
            "SOLUTIONS Select Country USA Americas USA Argentina Brazil Chile Chile ProVida\n",
            "Colombia Mexico Uruguay Asia Australia Bangladesh China India Japan Korea\n",
            "Malaysia Nepal Vietnam Europe Bulgaria Cyprus Czech Republic France Hungary\n",
            "Ireland Italy Poland Portugal Romania Slovakia Spain Turkey Ukraine United\n",
            "Kingdom Middle East and Africa Bahrain Egypt Jordan Kuwait Lebanon Oman Qatar\n",
            "United Arab Emirates 1-800-METLIFE Privacy Center Legal Notices Feedback ©\n",
            "2024 MetLife Services and Solutions, LLC. New York, NY 10166 - All Rights\n",
            "Reserved. L1023035505[exp1025][All States][DC,GU,MP,PR,VI]\n",
            "Question:What does the accident insurance cover?\n",
            "\n",
            "Helpful Answers:\n",
            " 1. The accident insurance covers a lump-sum payment for injuries and medical services and treatments resulting from an accident. It also covers hospitalization, additional benefits for accidental death, dismemberment, loss, paralysis, and supplemental benefit for lodging.\n",
            " 2. The accident insurance covers over 150 events, including injuries such as fractures, dislocations, concussions, lacerations, eye injuries, torn knee cartilage, rupt\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This code sets up a pipeline for using a RAG model to process input queries. It retrieves a pre-defined prompt, defines post-processing functions for formatting documents, sets up the sequence of processing steps, and invokes the pipeline to process a given query."
      ],
      "metadata": {
        "id": "mvU6g_b34pp1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Prompt\n",
        "prompt = hub.pull(\"rlm/rag-prompt\")\n",
        "\n",
        "\n",
        "# Post-processing\n",
        "def format_docs(docs):\n",
        "    return \"\\n\\n\".join(doc.page_content for doc in docs)\n",
        "\n",
        "\n",
        "# Chain\n",
        "rag_chain = (\n",
        "    {\"context\": retriever | format_docs, \"question\": RunnablePassthrough()}\n",
        "    | prompt\n",
        "    | llm\n",
        "    | StrOutputParser()\n",
        ")\n",
        "#\n",
        "# # Question\n",
        "rag_chain.invoke(query)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 123
        },
        "id": "v3oqtaBh3Izy",
        "outputId": "808edad9-d48e-4aa4-dcff-02dae427ad49"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Human: You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don\\'t know the answer, just say that you don\\'t know. Use three sentences maximum and keep the answer concise.\\nQuestion: What does the accident insurance cover? \\nContext: Accident Insurance | MetLife Skip Navigation Navigation SOLUTIONS SUPPORT ABOUT US RESOURCES LOG IN LOG IN SEARCH SEARCH close LOG IN LOG IN SEARCH SEARCH Close SOLUTIONS Insurance Business and Brokers MetLife Investment Management Retirement & Income Solutions Insurance Enhance Your Health Coverage Dental Vision Pet Insurance Protect Your Finances Accident Hospital Indemnity Critical Illness Cancer Disability and Absence Safeguard Your Valuables Auto and Home Insurance Legal Plans Identity & Fraud Protection Secure Your Family\\'s Future Term Life Group Variable Universal Life Group Universal Life Insurance Accident Death & Dismemberment Reach Your Financial Goals Health Savings and Spending Accounts Total Control Account (TCA) Employer-Sponsored Retirement Plans More Solutions Annuity Long-Term Care Business and Brokers Employee Benefits Group Auto & Home Group Dental Group Accident and Health Group Life Group Disability and Absence Group Legal Services Group Vision Group Pet Group Health Savings & Spending Accounts Executive Benefits Identity & Fraud Protection Upwise Small Business Small Business Products Exceptional Service & Support Chamber of Commerce Specialty Business Professional Employer Organization (PEO) Association Union For Brokers Getting Appointed Broker Compensation Broker Forms Why MetLife? Broker Education Global Employee Benefits Financial Wellness Workforce Insights Benefit Trends Study MetLife Investment Management MetLife Investment Management Financing Solutions About Us Insights Investment Strategies Retirement & Income Solutions Retirement & Income Solutions Lifetime Income Annuities Insights Employer-Sponsored Retirement Plans Pension Risk Structured Settlements Longevity Reinsurance Stable Value Funding Solutions SUPPORT Support and Manage Quick and easy access to MetLife customer support services and resources. Learn More Customer Care Customer Care Contact Us Find a Dentist Find a Vision Provider Find an Insurance Policy Beneficiary Assistance More Support My Account My Account Account Log In Register for MyBenefits Find a Form File a Claim For Current Customer Fraud Awareness Ethics & Fraud HelpLine ABOUT US About MetLife Careers at MetLife Investor Relations Sustainability About MetLife Navigating Life Together Health Family Future Work Corporate Profile MetLife Worldwide Company Ratings Global Procurement MetLife Affiliates Corporate Governance Board of Directors Our Executive Leadership Team Corporate Conduct Code of Conduct Diversity, Equity & Inclusion Our People Our Customers Our Communities More About Us Careers at MetLife Newsroom Awards and Recognition MetLife Foundation Real People Making Real Impact Series Next Gen Ventures (NGV) Careers at MetLife Investor Relations Sustainability 2022 Sustainability Report 01 For Our Colleagues 02 For Our Customers 03 Creating Value as an Investor 04 For The Environment 05 For Our Communities 06 Responsible Governance Sustainability Resource Center Environmental Stewardship Social Responsibility Corporate Governance Our Sustainability Commitments Statements, Policies, Codes & Archives Disclosures: ESG Frameworks Sustainability at MetLife FAQs MetLife Foundation Our Work Employee Engagement & Volunteerism MetLife Foundation News & Media MetLife Foundation Resources Who We Are Policies & Codes News & Insights Research RESOURCES Stories Everything you need to know to protect you and your family, all in one place. Learn More Insurance Tips Insurance Tips Life Insurance Accident & Health Insurance Legal Insurance Dental Insurance Benefits Disability Insurance Vision Insurance Life Tips Life Tips Personal Finance Work & Family Wellness Log in to MetLife Select Login Type Personal Account Business Account Broker Account Whether you purchased your policy on your own or obtained it through your employer, log in to your personal account. Benefits Through Your Employer (MyBenefits) MetLink - Access your company\\'s benefits data MyBenefits - Benefits Through Your Employer SBR - Manage executive benefits MetLife\\'s Online Service - Life, Annuities, Disability, Long-Term Care, Critical Illness, Auto, Home, Total Control Account (eSERVICE) Benefits Through Your Employer (MyBenefits) Business Account Type Select an option MetLink SBR Please select a business account type Access the MetLink section of the website Access the DigitalSolution section of the website Access the MyBenefits section of the website Access the Specialized Benefit Resources (SBR) section of the website Business Account Purpose My Benefits Home Check your group disability claim Check Your Group Disability Check Your Dental Claim Check Your Retirement Income Retirement Education Please select a business account type Broker Account Type Select an option MetLink Please select a broker account type Access the MetLink section of the website Access the DigitalSolution section of the website Username To log in, please enter your username Password To log in, please enter your password Forgot username or password? Forgot username or password? Forgot your password? First-time user? Register Now Need an account? Register First-time user? Register Now By signing in, I agree to the Terms of Use Go to MyBenefits without signing in At MetLife, protecting your information is a top priority. You may have seen recent news coverage of customers of financial services companies falling victim to social engineering scams. Scammers impersonate a trusted company to convince their targets into revealing or handing over sensitive information such as insurance, banking or login credentials. This scamming can happen via text, email or websites set up to look like the trusted company. Read On Show other account types Hide other account types FOR BUSINESSES MetLink MyBenefits SBR Worldwide Benefits eBenefits FOR METLIFE RETIREES Retirement Plan Access FOR INVESTORS MetLife Securities Client View NetXInvestor FOR PROVIDERS Dental Professionals Account FOR RETIREMENT PLAN PARTICIPANTS mlr.metlife.com online.metlife.com (MyAccounts) FOR EMPLOYERS Group Benefits Administration Plan Service Center (PSC) MetOnline Worldwide Benefits eBenefits FOR BROKERS & CONSULTANTS MetBroker MetOnline Structured Settlements Broker Resources (SBR) Worldwide Benefits eBenefits FOR METLIFE SECURITIES INC. REPRESENTATIVES Brokerage & Securities Account Need an account? Register Enter your search here Auto Complete 0 of 0 Search Results | Displaying 10 results 20 results 30 results No Results Sorry, we couldn\\'t find any results matching Please: Check the spelling and try again Search using fewer terms Click here for Customer Support Did you mean \"\" Did you mean ? Sorry, we couldn\\'t find any results matching Please: Check the spelling and try again Search using fewer terms Click here for Customer Support Homepage Life, Dental, Vision & More: Insurance Solutions | MetLife Accident & Health Insurance MetLife Accident Insurance Accident Insurance  \\nAccident Insurance Stay financially protected as you recover from an accident\\nFinancial Support for Accidents An accident can impact your health, but it can\\nalso damage your finances and affect how you live. MetLife Accident Insurance\\ncan help with your finances so you can focus on healing. Accident insurance\\nbenefits Lump-sum payment Covers over 150 events1 and paid directly to you to\\nspend on what you need No waiting period Coverage takes effect on the\\neffective date Portable coverage Take your coverage with you if you change\\nemployers or retire2 Help your finances stay healthy during your recovery\\nAfter experiencing an accident, you don’t need any more surprises – like\\nfinding out that your medical insurance plan may not cover some of your\\nexpenses. With MetLife Accident Insurance, you can receive a lump-sum payment,\\npaid directly to you, to use at your discretion. It can help with: Injuries:\\nsuch as fractures3, dislocations, concussions, lacerations, eye injuries, torn\\nknee cartilage, ruptured discs, and severe burns Medical Services and\\nTreatments: Includes ambulance, emergency care, therapy services, medical\\ntesting (including X-rays, MRIs, CT scans), medical appliances, and certain\\ntypes of surgeries Hospitalization: Hospital admission,4 confinement,4 and\\ninpatient rehab5 after an accident1 Additional Benefits: For accidental death,\\ndismemberment, loss, paralysis, supplemental benefit for lodging6 Did You\\nKnow? 58% of Americans are worried about being able to afford unexpected\\nmedical bills?7 Planning ahead can help relieve the burden of medical\\nexpenses. Learn more Help prepare for the unexpected If you’re injured in an\\naccident, you can receive a lump-sum to use as you see fit with accident\\ninsurance. Watch Video FAQs Expand All Can accident insurance be used to cover\\nout-of-pocket costs? Yes, you can use your benefit payment as you see fit. Use\\nit to help cover your household bills, medical insurance deductibles,\\ncopayments, and more. Are benefits paid directly to me or to my healthcare\\nprovider? Payments will be paid directly to you, not to the doctors,\\nhospitals, or other healthcare providers. You will receive a check, payable to\\nyou, for maximum convenience. I have a good medical plan at work. Why would I\\nneed additional coverage for accidents? Accidents can happen any time, to\\nanyone, when you least expect them — and they can be costly. Even quality\\nmedical plans can leave you with extra expenses to pay. Costs like plan\\ndeductibles, copays for doctor visits, and extra costs for out-of-network care\\ncan add up fast. Having the financial support you may need when the time comes\\ncan mean less worry for you and your family. Can I enroll in this insurance\\nwithout having to take a medical exam? Yes. If your employer offers accident\\ninsurance, your acceptance is guaranteed8, regardless of your health. You just\\nneed to be actively employed for your coverage to be effective. There are no\\nmedical exams to take and no health questions to answer. Is there a waiting\\n\\nperiod before my coverage begins? No. This supplemental insurance will be\\neffective on the date of your coverage as long as you are actively employed.\\nThere are no waiting periods to satisfy. Is the claims process simple? Yes.\\nOnce all the required information is received, claims are generally processed\\nwithin 10 business days.9 Only one claim form is needed per accident, and\\nevery claim is reviewed by a claims professional Also, you can choose to\\nreceive payments the way you want – electronic funds transfer or check. Stay\\ninformed What Is Accident Insurance and Why Is it Important? 3 min read\\nCriticalIllnessInsurancevs 5 min read What Is Hospital Indemnity Insurance and\\nWhat Are the Benefits? 3 min read Resources Need help? Find answers to your\\nquestions below. Support & Manage Contact us Employee Benefits 1 Covered\\nservices/treatments must be the result of an accident or sickness as defined\\nin the group policy/certificate. See your Disclosure Statement or Outline of\\nCoverage/Disclosure Document for more details. 2 Eligibility for portability\\nthrough the Continuation of Insurance with Premium Payment provision may be\\nsubject to certain eligibility requirements and limitations. For more\\ninformation, contact your MetLife representative 3 Chip fractures are paid at\\n25% of Fracture Benefit and partial dislocations are paid at 25% of\\nDislocation Benefit. 4 . The Admission Benefit is not payable for Emergency\\nRoom treatment or outpatient treatment. The payment of the admission benefit\\nrequires a Confinement. Hospital Confinement requires the assignment to a bed\\nas a resident inpatient in a Hospital (including an Intensive Care Unit of a\\nHospital) on the advice of a Physician or confinement in an observation area\\nwithin a Hospital for a period of no less than 20 continuous hours on the\\nadvice of a Physician. Please consult your certificate for details. 5\\nInpatient Rehabilitation Unit Benefit is standardly applied for covered\\nAccidents only. It is available as an add-on for Sickness 6 The lodging\\nbenefit is not available in all states. It provides a benefit for a companion\\naccompanying a covered insured while hospitalized, provided that lodging is at\\nleast 50 miles from insured\\'s primary residence. 7 “Americans’ Challenge with\\nHealth Care Costs” July 14, 2022. https://www.kff.org/health-costs/issue-\\nbrief/americans-challenges-with-health-care-costs. Accessed August 3, 2023 8\\nCoverage is guaranteed provided (1) the employee is actively at work and (2)\\ndependents to be covered are not subject to medical restrictions as set forth\\non the enrollment form and in the Certificate. Some states require the insured\\nto have medical coverage. Additional restrictions may apply to dependents\\nserving in the armed forces or living overseas. 9 Applies only to \"clean\"\\nclaims. A clean claim is a claim submitted with all the required information\\nnecessary to process the claim; no missing information requiring additional\\nfollow up with the subscriber. It generally takes 10 business days to process\\n\"clean\" claims. Like most group benefit programs, benefit programs offered by\\nMetLife and its affiliates contain certain exclusions, exceptions, reductions,\\nlimitations, waiting periods and terms for keeping them in force. Please\\ncontact MetLife or your plan administrator for costs and complete details.\\nMETLIFE’S ACCIDENT INSURANCE IS A LIMITED BENEFIT GROUP INSURANCE POLICY. The\\npolicy is not intended to be a substitute for medical coverage and certain\\nstates may require the insured to have medical coverage to enroll for the\\ncoverage. The policy or its provisions may vary or be unavailable in some\\nstates. There are benefit reductions that begin at age 65, if applicable. Like\\nmost group accident and health insurance policies, policies offered by MetLife\\nmay include waiting periods and contain certain exclusions, limitations and\\nterms for keeping them in force. For complete details of coverage and\\navailability, please refer to the group policy form GPNP12-AX or contact\\nMetLife. Benefits are underwritten by Metropolitan Life Insurance Company, New\\nYork, NY. Hospital does not include certain facilities such as nursing homes,\\nconvalescent care or extended care facilities. See MetLife’s Disclosure\\nStatement or Outline of Coverage/Disclosure Document for full details. About\\nUs Careers Investor Relations Newsroom Sustainability MetLife Foundation\\nCorporate Profile Diversity, Equity & Inclusion Real People Making Real Impact\\nSeries Willscenter Support Contact Us Find a Dentist Find a Vision Provider\\nRegister Find a Form File a Claim Find an Insurance Policy Fraud Awareness\\nEthics & Fraud HelpLine Domestic Abuse Confidentiality Privacy Request\\nINSURANCE BUSINESS & BROKERS METLIFE INVESTMENT MANAGEMENT RETIREMENT & INCOME\\nSOLUTIONS Select Country USA Americas USA Argentina Brazil Chile Chile ProVida\\nColombia Mexico Uruguay Asia Australia Bangladesh China India Japan Korea\\nMalaysia Nepal Vietnam Europe Bulgaria Cyprus Czech Republic France Hungary\\nIreland Italy Poland Portugal Romania Slovakia Spain Turkey Ukraine United\\nKingdom Middle East and Africa Bahrain Egypt Jordan Kuwait Lebanon Oman Qatar\\nUnited Arab Emirates 1-800-METLIFE Privacy Center Legal Notices Feedback ©\\n2024 MetLife Services and Solutions, LLC. New York, NY 10166 - All Rights\\nReserved. L1023035504[exp1025][All States][DC,GU,MP,PR,VI]\\n\\nguaranteed, regardless of your health. You just need to be actively employed\\nfor your coverage to be effective.2 There are no medical exams to take and no\\nhealth questions to answer. Is there a waiting period before my coverage\\nbegins? No. This supplemental insurance will be effective on the date of your\\ncoverage as long as you are actively employed. There are no waiting periods to\\nsatisfy. Is the claims process simple? Yes. Once all the required information\\nis received, claims are generally processed within 10 business days.9 Only one\\nclaim form is needed per accident or illness, and every claim is reviewed by a\\nclaims professional Also, you can choose to receive payments the way you want\\n– electronic funds transfer or check. Stay informed What Is Hospital Indemnity\\nInsurance and What Are the Benefits? 3 min read CriticalIllnessInsurancevs 5\\nmin read What Is Accident Insurance and Why Is it Important? 3 min read\\nResources Need help? Find answers to your questions below. Support & Manage\\nContact us Employee Benefits 1 Hospital Confinement requires the assignment to\\na bed as a resident inpatient in a Hospital (including an Intensive Care Unit\\nof a Hospital) on the advice of a Physician or confinement in an observation\\narea within a Hospital for a period of no less than 20 continuous hours on the\\nadvice of a Physician. Please consult your Certificate for details. 2 Coverage\\nis guaranteed provided (1) the employee is actively at work and (2) dependents\\nto be covered are not subject to medical restrictions as set forth on the\\nenrollment form and in the Certificate. Some states require the insured to\\nhave medical coverage. Additional restrictions apply to dependents serving in\\nthe armed forces or living overseas 3 Hospital does not include certain\\nfacilities such as nursing homes, convalescent care, or extended care\\nfacilities. See your Disclosure Statement or Outline of Coverage/Disclosure\\nDocument for full details. 4 Covered services/treatments must be the result of\\nan accident or sickness as defined in the group policy/Certificate. See your\\nDisclosure Statement or Outline of Coverage/Disclosure Document for more\\ndetails. 5 Eligibility for portability through the Continuation of Insurance\\nwith Premium Payment provision may be subject to certain eligibility\\nrequirements and limitations. For more information, contact your MetLife\\nrepresentative 6 Medical Bankruptcy and the Economy, January 20, 2022.\\nhttps://www.thebalancemoney.com/medical-bankruptcy-statistics-4154729,\\nAccessed July 2023 7 Kaiser Family Foundation Data Note: \"Americans\\'\\nChallenges with Health Care Costs\" July 14, 2022. https://www.kff.org/health-\\ncosts/issue-brief/data-note-americans-challenges-health-care-costs/, Accessed\\nJuly 2023 8 There may be a pre-existing exclusion for covered sicknesses. See\\nyour Disclosure Statement or Outline of Coverage/Disclosure Document for full\\ndetails. 9 Applies only to \"clean\" claims. A clean claim is a claim submitted\\nwith all the required information necessary to process the claim; no missing\\ninformation requiring additional follow up with the subscriber. It generally\\ntakes 10 business days to process \"clean\" claims. METLIFE\\'S HOSPITAL INDEMNITY\\nINSURANCE IS A LIMITED BENEFIT GROUP INSURANCE POLICY. The policy is not\\nintended to be a substitute for medical coverage and certain states may\\nrequire the insured to have medical coverage to enroll for the coverage. The\\npolicy or its provisions may vary or be unavailable in some states. Prior\\nhospital confinement may be required to receive certain benefits. There may be\\na preexisting condition limitation for hospital sickness benefits. MetLife’s\\nHospital Indemnity Insurance may be subject to benefit reductions that begin\\nat age 65. Like most group accident and health insurance policies, policies\\noffered by MetLife may contain certain exclusions, limitations and terms for\\nkeeping them in force. For complete details of coverage and availability,\\nplease refer to the group policy form GPNP12-AX, GPNP13-HI, GPNP16-HI or\\nGPNP12-AX-PASG, or contact MetLife. Benefits are underwritten by Metropolitan\\nLife Insurance Company, New York, New York. In certain states, availability of\\nMetLife’s Group Hospital Indemnity Insurance is pending regulatory approval\\nAbout Us Careers Investor Relations Newsroom Sustainability MetLife Foundation\\nCorporate Profile Diversity, Equity & Inclusion Real People Making Real Impact\\nSeries Willscenter Support Contact Us Find a Dentist Find a Vision Provider\\nRegister Find a Form File a Claim Find an Insurance Policy Fraud Awareness\\nEthics & Fraud HelpLine Domestic Abuse Confidentiality Privacy Request\\nINSURANCE BUSINESS & BROKERS METLIFE INVESTMENT MANAGEMENT RETIREMENT & INCOME\\nSOLUTIONS Select Country USA Americas USA Argentina Brazil Chile Chile ProVida\\nColombia Mexico Uruguay Asia Australia Bangladesh China India Japan Korea\\nMalaysia Nepal Vietnam Europe Bulgaria Cyprus Czech Republic France Hungary\\nIreland Italy Poland Portugal Romania Slovakia Spain Turkey Ukraine United\\nKingdom Middle East and Africa Bahrain Egypt Jordan Kuwait Lebanon Oman Qatar\\nUnited Arab Emirates 1-800-METLIFE Privacy Center Legal Notices Feedback ©\\n2024 MetLife Services and Solutions, LLC. New York, NY 10166 - All Rights\\nReserved. L1023035505[exp1025][All States][DC,GU,MP,PR,VI] \\nAnswer: MetLife Accident Insurance provides a lump-sum payment for injuries and medical services and treatments resulting from an accident. The coverage is effective on the date of purchase and does not require a waiting period. Payments are made directly to the policyholder.'"
            ],
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}