python-recipes/RAG/02_langchain.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R2-i8jBl9GRH"
      },
      "source": [
        "![Redis](https://redis.io/wp-content/uploads/2024/04/Logotype.svg?auto=webp&quality=85,75&width=120)\n",
        "# RAG with LangChain\n",
        "\n",
        "This notebook uses [LangChain](https://python.langchain.com/docs/get_started/introduction) and [Redis](https://redis.com) to perform document + embdding indexing and semantic search tasks. It also shows how to integrate with an LLM like OpenAI's GPT models. See the full partner package source code [here](https://github.com/langchain-ai/langchain-redis/tree/main).\n",
        "\n",
        "## Let's Begin!\n",
        "<a href=\"https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/02_langchain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ctOVb_LZ1vmk"
      },
      "source": [
        "## Environment Setup\n",
        "\n",
        "### Pull Github Materials\n",
        "Because you are likely running this notebook in **Google Colab**, we need to first\n",
        "pull the necessary dataset and materials directly from GitHub. The following commands grab the material, move to root for colab, and clean up unneeded files.\n",
        "\n",
        "**If you are running this notebook locally**, FYI you may not need to perform this\n",
        "step at all."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UQezgPCG1vml",
        "outputId": "97b9bc03-da1b-439a-c37b-be6fdb58ab21"
      },
      "outputs": [],
      "source": [
        "# NBVAL_SKIP\n",
        "!git clone https://github.com/redis-developer/redis-ai-resources.git temp_repo\n",
        "!mv temp_repo/python-recipes/RAG/resources .\n",
        "!rm -rf temp_repo"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9eieJowO1vmo"
      },
      "source": [
        "### Install Python Dependencies"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B3v1wUzX1vmq",
        "outputId": "84a3feff-e7c1-41ba-9ab1-8c975074552e"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
            "To disable this warning, you can either:\n",
            "\t- Avoid using `tokenizers` before the fork if possible\n",
            "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n",
            "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
            "Note: you may need to restart the kernel to use updated packages.\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
            "To disable this warning, you can either:\n",
            "\t- Avoid using `tokenizers` before the fork if possible\n",
            "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n",
            "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
            "Note: you may need to restart the kernel to use updated packages.\n"
          ]
        }
      ],
      "source": [
        "%pip install -q redis \"unstructured[pdf]\" sentence-transformers langchain \n",
        "%pip install -q langchain-community \"langchain-redis>=0.2.0\" langchain-huggingface langchain-openai"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Install Redis Stack\n",
        "\n",
        "Later in this tutorial, Redis will be used to store, index, and query vector\n",
        "embeddings created from PDF document chunks. **We need to make sure we have a Redis\n",
        "instance available.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### For Colab\n",
        "Use the shell script below to download, extract, and install [Redis Stack](https://redis.io/docs/getting-started/install-stack/) directly from the Redis package archive."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# NBVAL_SKIP\n",
        "%%sh\n",
        "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n",
        "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n",
        "sudo apt-get update  > /dev/null 2>&1\n",
        "sudo apt-get install redis-stack-server  > /dev/null 2>&1\n",
        "redis-stack-server --daemonize yes"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### For Alternative Environments\n",
        "There are many ways to get the necessary redis-stack instance running\n",
        "1. On cloud, deploy a [FREE instance of Redis in the cloud](https://redis.com/try-free/). Or, if you have your\n",
        "own version of Redis Enterprise running, that works too!\n",
        "2. Per OS, [see the docs](https://redis.io/docs/latest/operate/oss_and_stack/install/install-stack/)\n",
        "3. With docker: `docker run -d --name redis-stack-server -p 6379:6379 redis/redis-stack-server:latest`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Define the Redis Connection URL\n",
        "\n",
        "By default this notebook connects to the local instance of Redis Stack. **If you have your own Redis Enterprise instance** - replace REDIS_PASSWORD, REDIS_HOST and REDIS_PORT values with your own."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import os\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "# Replace values below with your own if using Redis Cloud instance\n",
        "REDIS_HOST = os.getenv(\"REDIS_HOST\", \"localhost\") # ex: \"redis-18374.c253.us-central1-1.gce.cloud.redislabs.com\"\n",
        "REDIS_PORT = os.getenv(\"REDIS_PORT\", \"6379\")      # ex: 18374\n",
        "REDIS_PASSWORD = os.getenv(\"REDIS_PASSWORD\", \"\")  # ex: \"1TNxTEdYRDgIDKM2gDfasupCADXXXX\"\n",
        "\n",
        "# If SSL is enabled on the endpoint, use rediss:// as the URL prefix\n",
        "REDIS_URL = f\"redis://:{REDIS_PASSWORD}@{REDIS_HOST}:{REDIS_PORT}\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## RAG with LangChain"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7MaVqU8Y1vms"
      },
      "source": [
        "### Dataset Preparation (PDF Documents)\n",
        "\n",
        "To best demonstrate Redis as a vector database layer, we will load a single\n",
        "financial (10k filings) doc and preprocess it using some helpers from LangChain:\n",
        "\n",
        "- `UnstructuredFileLoader` is not the only document loader type that LangChain provides. Docs: https://python.langchain.com/docs/integrations/document_loaders/unstructured_file\n",
        "- `RecursiveCharacterTextSplitter` is what we use to create smaller chunks of text from the doc. Docs: https://python.langchain.com/docs/modules/data_connection/document_transformers/text_splitters/recursive_text_splitter"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I7VS1bPr1vmt",
        "outputId": "72299230-26c4-4d80-d61f-138616e2173b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Listing available documents ... ['resources/nke-10k-2023.pdf', 'resources/amzn-10k-2023.pdf', 'resources/metrics_2500_0.csv', 'resources/jnj-10k-2023.pdf', 'resources/aapl-10k-2023.pdf', 'resources/testset_15.csv', 'resources/retrieval_basic_rag_test.csv', 'resources/2022-chevy-colorado-ebrochure.pdf', 'resources/nvd-10k-2023.pdf', 'resources/testset.csv', 'resources/msft-10k-2023.pdf', 'resources/propositions.json', 'resources/generation_basic_rag_test.csv']\n"
          ]
        }
      ],
      "source": [
        "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
        "from langchain.document_loaders import UnstructuredFileLoader\n",
        "\n",
        "# Load list of pdfs from a folder\n",
        "data_path = \"resources/\"\n",
        "docs = [os.path.join(data_path, file) for file in os.listdir(data_path)]\n",
        "\n",
        "print(\"Listing available documents ...\", docs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/var/folders/_g/rr4lnxxx1_z7m78lz89dhvsm0000gp/T/ipykernel_45325/1931079106.py:8: LangChainDeprecationWarning: The class `UnstructuredFileLoader` was deprecated in LangChain 0.2.8 and will be removed in 1.0. An updated version of the class exists in the :class:`~langchain-unstructured package and should be used instead. To use it run `pip install -U :class:`~langchain-unstructured` and import as `from :class:`~langchain_unstructured import UnstructuredLoader``.\n",
            "  loader = UnstructuredFileLoader(\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Done preprocessing. Created 179 chunks of the original pdf resources/nke-10k-2023.pdf\n"
          ]
        }
      ],
      "source": [
        "# pick out the Nike doc for this exercise\n",
        "doc = [doc for doc in docs if \"nke\" in doc][0]\n",
        "\n",
        "# set up the file loader/extractor and text splitter to create chunks\n",
        "text_splitter = RecursiveCharacterTextSplitter(\n",
        "    chunk_size=2500, chunk_overlap=0\n",
        ")\n",
        "loader = UnstructuredFileLoader(\n",
        "    doc, mode=\"single\", strategy=\"fast\"\n",
        ")\n",
        "\n",
        "# extract, load, and make chunks\n",
        "chunks = loader.load_and_split(text_splitter)\n",
        "\n",
        "print(\"Done preprocessing. Created\", len(chunks), \"chunks of the original pdf\", doc)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "96BzcyW31vmw"
      },
      "source": [
        "### Initialize Embeddings Model\n",
        "Here we will use LangChain's built in embedding engine so that it will work seemlessly with the LangChain VectorStore classes."
      ]
    },
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            "cf7adc55be354c75b64d9a94285ea8f9",
            "770d6b0784674359a669f3f1836a5876",
            "c60fc7a6181a40d489ff43af79ff29b4",
            "4ffcc071ec56449ba865c876bc5cff5c",
            "a9c792cb80884e0899da0f40d9472e97",
            "7ba192f9998e41b782db482b60655f86",
            "737a0eaff10c4237a67cbd680160ee91"
          ]
        },
        "id": "_h1e-L9yZfaY",
        "outputId": "fd540dd7-a0aa-4827-e001-f6d4ef603c6a"
      },
      "outputs": [],
      "source": [
        "from langchain_huggingface import HuggingFaceEmbeddings\n",
        "\n",
        "embeddings = HuggingFaceEmbeddings(model_name=\"sentence-transformers/all-MiniLM-L6-v2\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qrj-jeGmBRTL"
      },
      "source": [
        "## Vector Search with LangChain\n",
        "### Create Redis vector store instance\n",
        "\n",
        "We also need to create a schema for the vector index so we can take advantage of the metadata along with the vectors.\n",
        "\n",
        "**Important Note**: LangChain does not support JSON data types yet. Only supports HASH for now. This update should be coming soon."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yY69FViAjNv1",
        "outputId": "ab7b212b-3c55-44b1-cf72-6eb926cf302f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "16:18:04 redisvl.index.index INFO   Index already exists, not overwriting.\n"
          ]
        }
      ],
      "source": [
        "from langchain_redis import RedisVectorStore\n",
        "\n",
        "index_name = \"langchain_ex\"\n",
        "\n",
        "# construct the vector store class from texts and metadata\n",
        "rds = RedisVectorStore.from_documents(\n",
        "    chunks,\n",
        "    embeddings,\n",
        "    index_name=index_name,\n",
        "    redis_url=REDIS_URL,\n",
        "    metadata_schema=[\n",
        "        {\n",
        "            \"name\": \"source\",\n",
        "            \"type\": \"text\"\n",
        "        },\n",
        "    ]\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gntcxF1P1vmx",
        "outputId": "3bef4861-8778-4ab7-fb61-710aba655f2c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "1123"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# access underlying redis client to see how many docs have been stores\n",
        "rds._index.client.dbsize()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "61xV5qyp1vmy"
      },
      "source": [
        "### Query the database\n",
        "Now we can use the LangChain vector store class to perform similarity search operations on Redis"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "Gv6SxKOB1vmy"
      },
      "outputs": [],
      "source": [
        "from redisvl.query.filter import Text"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q3pH3MPD1vmy",
        "outputId": "2754347f-be31-4a38-d356-31ecc235ffe8"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[(Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\n\\n$ $\\n\\nFISCAL 2023\\n\\n51,217 28,925\\n\\n22,292\\n\\n43.5 %\\n\\n4,060 12,317\\n\\n16,377\\n\\n32.0 % (6)\\n\\n(280) 6,201\\n\\n1,131\\n\\n18.2 %\\n\\n5,070 3.23\\n\\n$\\n\\n$ $\\n\\nFISCAL 2022\\n\\n46,710 25,231\\n\\n21,479\\n\\n46.0 %\\n\\n3,850 10,954\\n\\n14,804\\n\\n31.7 % 205\\n\\n(181) 6,651\\n\\n605 9.1 %\\n\\n6,046 3.75\\n\\n% CHANGE\\n\\n10 % $ 15 %\\n\\n4 %\\n\\n5 % 12 %\\n\\n11 %\\n\\n—\\n\\n— -7 %\\n\\n87 %\\n\\n16 % $ -14 % $\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\n44,538 24,576\\n\\n5 % 3 %\\n\\n19,962\\n\\n8 %\\n\\n44.8 %\\n\\n3,114 9,911\\n\\n24 % 11 %\\n\\n13,025\\n\\n14 %\\n\\n29.2 % 262\\n\\n—\\n\\n14 6,661\\n\\n— 0 %\\n\\n934 14.0 %\\n\\n35 %\\n\\n5,727 3.56\\n\\n6 % 5 %\\n\\n2023 FORM 10-K 31\\n\\nTable of Contents\\n\\nCONSOLIDATED OPERATING RESULTS REVENUES\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\nNIKE, Inc. Revenues:\\n\\nNIKE Brand Revenues by:\\n\\nFootwear Apparel\\n\\n$\\n\\n33,135 $ 13,843\\n\\n29,143 13,567\\n\\n14 % 2 %\\n\\n20 % $ 8 %\\n\\n28,021 12,865\\n\\n4 % 5 %\\n\\nEquipment Global Brand Divisions\\n\\n(2)\\n\\nTotal NIKE Brand Revenues\\n\\n$\\n\\n1,727 58\\n\\n48,763 $\\n\\n1,624 102 44,436\\n\\n6 % -43 % 10 %\\n\\n13 % -43 % 16 % $\\n\\n1,382 25 42,293\\n\\n18 % 308 % 5 %\\n\\nConverse Corporate\\n\\n(3)\\n\\n2,427 27\\n\\n2,346 (72)\\n\\n3 % —\\n\\n8 % —\\n\\n2,205 40\\n\\n6 % —\\n\\nTOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n51,217 $\\n\\n46,710\\n\\n10 %\\n\\n16 % $\\n\\n44,538\\n\\n5 %\\n\\nSupplemental NIKE Brand Revenues Details: NIKE Brand Revenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n27,397 $\\n\\n25,608\\n\\n7 %\\n\\n14 % $\\n\\n25,898\\n\\n1 %\\n\\nSales through NIKE Direct Global Brand Divisions\\n\\n(2)\\n\\n21,308 58\\n\\n18,726 102\\n\\n14 % -43 %\\n\\n20 % -43 %\\n\\n16,370 25\\n\\n14 % 308 %\\n\\nTOTAL NIKE BRAND REVENUES (1) NIKE Brand Revenues on a Wholesale Equivalent Basis :\\n\\n$\\n\\n48,763 $\\n\\n44,436\\n\\n10 %\\n\\n16 % $\\n\\n42,293\\n\\n5 %\\n\\nSales to Wholesale Customers Sales from our Wholesale Operations to NIKE Direct Operations\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES NIKE Brand Wholesale Equivalent Revenues by:\\n\\n(1),(4)\\n\\n$\\n\\n$\\n\\n27,397 $ 12,730\\n\\n40,127 $\\n\\n25,608 10,543\\n\\n36,151\\n\\n7 % 21 %\\n\\n11 %\\n\\n14 % $ 27 %\\n\\n18 % $\\n\\n25,898 9,872\\n\\n35,770\\n\\n1 % 7 % 1 %\\n\\nMen's Women's NIKE Kids'\\n\\n$\\n\\n20,733 $ 8,606 5,038\\n\\n18,797 8,273 4,874\\n\\n10 % 4 % 3 %\\n\\n17 % $ 11 % 10 %\\n\\n18,391 8,225 4,882\\n\\n2 % 1 % 0 %\\n\\nJordan Brand (5) Others\\n\\n6,589 (839)\\n\\n5,122 (915)\\n\\n29 % 8 %\\n\\n35 % -3 %\"),\n",
              "  0.499011814594),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\n\\n$ $\\n\\nFISCAL 2023\\n\\n51,217 28,925\\n\\n22,292\\n\\n43.5 %\\n\\n4,060 12,317\\n\\n16,377\\n\\n32.0 % (6)\\n\\n(280) 6,201\\n\\n1,131\\n\\n18.2 %\\n\\n5,070 3.23\\n\\n$\\n\\n$ $\\n\\nFISCAL 2022\\n\\n46,710 25,231\\n\\n21,479\\n\\n46.0 %\\n\\n3,850 10,954\\n\\n14,804\\n\\n31.7 % 205\\n\\n(181) 6,651\\n\\n605 9.1 %\\n\\n6,046 3.75\\n\\n% CHANGE\\n\\n10 % $ 15 %\\n\\n4 %\\n\\n5 % 12 %\\n\\n11 %\\n\\n—\\n\\n— -7 %\\n\\n87 %\\n\\n16 % $ -14 % $\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\n44,538 24,576\\n\\n5 % 3 %\\n\\n19,962\\n\\n8 %\\n\\n44.8 %\\n\\n3,114 9,911\\n\\n24 % 11 %\\n\\n13,025\\n\\n14 %\\n\\n29.2 % 262\\n\\n—\\n\\n14 6,661\\n\\n— 0 %\\n\\n934 14.0 %\\n\\n35 %\\n\\n5,727 3.56\\n\\n6 % 5 %\\n\\n2023 FORM 10-K 31\\n\\nTable of Contents\\n\\nCONSOLIDATED OPERATING RESULTS REVENUES\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\nNIKE, Inc. Revenues:\\n\\nNIKE Brand Revenues by:\\n\\nFootwear Apparel\\n\\n$\\n\\n33,135 $ 13,843\\n\\n29,143 13,567\\n\\n14 % 2 %\\n\\n20 % $ 8 %\\n\\n28,021 12,865\\n\\n4 % 5 %\\n\\nEquipment Global Brand Divisions\\n\\n(2)\\n\\nTotal NIKE Brand Revenues\\n\\n$\\n\\n1,727 58\\n\\n48,763 $\\n\\n1,624 102 44,436\\n\\n6 % -43 % 10 %\\n\\n13 % -43 % 16 % $\\n\\n1,382 25 42,293\\n\\n18 % 308 % 5 %\\n\\nConverse Corporate\\n\\n(3)\\n\\n2,427 27\\n\\n2,346 (72)\\n\\n3 % —\\n\\n8 % —\\n\\n2,205 40\\n\\n6 % —\\n\\nTOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n51,217 $\\n\\n46,710\\n\\n10 %\\n\\n16 % $\\n\\n44,538\\n\\n5 %\\n\\nSupplemental NIKE Brand Revenues Details: NIKE Brand Revenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n27,397 $\\n\\n25,608\\n\\n7 %\\n\\n14 % $\\n\\n25,898\\n\\n1 %\\n\\nSales through NIKE Direct Global Brand Divisions\\n\\n(2)\\n\\n21,308 58\\n\\n18,726 102\\n\\n14 % -43 %\\n\\n20 % -43 %\\n\\n16,370 25\\n\\n14 % 308 %\\n\\nTOTAL NIKE BRAND REVENUES (1) NIKE Brand Revenues on a Wholesale Equivalent Basis :\\n\\n$\\n\\n48,763 $\\n\\n44,436\\n\\n10 %\\n\\n16 % $\\n\\n42,293\\n\\n5 %\\n\\nSales to Wholesale Customers Sales from our Wholesale Operations to NIKE Direct Operations\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES NIKE Brand Wholesale Equivalent Revenues by:\\n\\n(1),(4)\\n\\n$\\n\\n$\\n\\n27,397 $ 12,730\\n\\n40,127 $\\n\\n25,608 10,543\\n\\n36,151\\n\\n7 % 21 %\\n\\n11 %\\n\\n14 % $ 27 %\\n\\n18 % $\\n\\n25,898 9,872\\n\\n35,770\\n\\n1 % 7 % 1 %\\n\\nMen's Women's NIKE Kids'\\n\\n$\\n\\n20,733 $ 8,606 5,038\\n\\n18,797 8,273 4,874\\n\\n10 % 4 % 3 %\\n\\n17 % $ 11 % 10 %\\n\\n18,391 8,225 4,882\\n\\n2 % 1 % 0 %\\n\\nJordan Brand (5) Others\\n\\n6,589 (839)\\n\\n5,122 (915)\\n\\n29 % 8 %\\n\\n35 % -3 %\"),\n",
              "  0.499011814594),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\n\\n$ $\\n\\nFISCAL 2023\\n\\n51,217 28,925\\n\\n22,292\\n\\n43.5 %\\n\\n4,060 12,317\\n\\n16,377\\n\\n32.0 % (6)\\n\\n(280) 6,201\\n\\n1,131\\n\\n18.2 %\\n\\n5,070 3.23\\n\\n$\\n\\n$ $\\n\\nFISCAL 2022\\n\\n46,710 25,231\\n\\n21,479\\n\\n46.0 %\\n\\n3,850 10,954\\n\\n14,804\\n\\n31.7 % 205\\n\\n(181) 6,651\\n\\n605 9.1 %\\n\\n6,046 3.75\\n\\n% CHANGE\\n\\n10 % $ 15 %\\n\\n4 %\\n\\n5 % 12 %\\n\\n11 %\\n\\n—\\n\\n— -7 %\\n\\n87 %\\n\\n16 % $ -14 % $\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\n44,538 24,576\\n\\n5 % 3 %\\n\\n19,962\\n\\n8 %\\n\\n44.8 %\\n\\n3,114 9,911\\n\\n24 % 11 %\\n\\n13,025\\n\\n14 %\\n\\n29.2 % 262\\n\\n—\\n\\n14 6,661\\n\\n— 0 %\\n\\n934 14.0 %\\n\\n35 %\\n\\n5,727 3.56\\n\\n6 % 5 %\\n\\n2023 FORM 10-K 31\\n\\nTable of Contents\\n\\nCONSOLIDATED OPERATING RESULTS REVENUES\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\nNIKE, Inc. Revenues:\\n\\nNIKE Brand Revenues by:\\n\\nFootwear Apparel\\n\\n$\\n\\n33,135 $ 13,843\\n\\n29,143 13,567\\n\\n14 % 2 %\\n\\n20 % $ 8 %\\n\\n28,021 12,865\\n\\n4 % 5 %\\n\\nEquipment Global Brand Divisions\\n\\n(2)\\n\\nTotal NIKE Brand Revenues\\n\\n$\\n\\n1,727 58\\n\\n48,763 $\\n\\n1,624 102 44,436\\n\\n6 % -43 % 10 %\\n\\n13 % -43 % 16 % $\\n\\n1,382 25 42,293\\n\\n18 % 308 % 5 %\\n\\nConverse Corporate\\n\\n(3)\\n\\n2,427 27\\n\\n2,346 (72)\\n\\n3 % —\\n\\n8 % —\\n\\n2,205 40\\n\\n6 % —\\n\\nTOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n51,217 $\\n\\n46,710\\n\\n10 %\\n\\n16 % $\\n\\n44,538\\n\\n5 %\\n\\nSupplemental NIKE Brand Revenues Details: NIKE Brand Revenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n27,397 $\\n\\n25,608\\n\\n7 %\\n\\n14 % $\\n\\n25,898\\n\\n1 %\\n\\nSales through NIKE Direct Global Brand Divisions\\n\\n(2)\\n\\n21,308 58\\n\\n18,726 102\\n\\n14 % -43 %\\n\\n20 % -43 %\\n\\n16,370 25\\n\\n14 % 308 %\\n\\nTOTAL NIKE BRAND REVENUES (1) NIKE Brand Revenues on a Wholesale Equivalent Basis :\\n\\n$\\n\\n48,763 $\\n\\n44,436\\n\\n10 %\\n\\n16 % $\\n\\n42,293\\n\\n5 %\\n\\nSales to Wholesale Customers Sales from our Wholesale Operations to NIKE Direct Operations\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES NIKE Brand Wholesale Equivalent Revenues by:\\n\\n(1),(4)\\n\\n$\\n\\n$\\n\\n27,397 $ 12,730\\n\\n40,127 $\\n\\n25,608 10,543\\n\\n36,151\\n\\n7 % 21 %\\n\\n11 %\\n\\n14 % $ 27 %\\n\\n18 % $\\n\\n25,898 9,872\\n\\n35,770\\n\\n1 % 7 % 1 %\\n\\nMen's Women's NIKE Kids'\\n\\n$\\n\\n20,733 $ 8,606 5,038\\n\\n18,797 8,273 4,874\\n\\n10 % 4 % 3 %\\n\\n17 % $ 11 % 10 %\\n\\n18,391 8,225 4,882\\n\\n2 % 1 % 0 %\\n\\nJordan Brand (5) Others\\n\\n6,589 (839)\\n\\n5,122 (915)\\n\\n29 % 8 %\\n\\n35 % -3 %\"),\n",
              "  0.499011814594),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"Tax (expense) benefit Gain (loss) net of tax\\n\\n5 (14)\\n\\n(9) 22\\n\\nTotal net gain (loss) reclassified for the period\\n\\n$\\n\\n463 $\\n\\n30\\n\\n2023 FORM 10-K 82\\n\\nTable of Contents\\n\\nNOTE 14 — REVENUES\\n\\nDISAGGREGATION OF REVENUES The following tables present the Company's Revenues disaggregated by reportable operating segment, major product line and distribution channel:\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\\n\\nYEAR ENDED MAY 31, 2023 ASIA PACIFIC & LATIN (1)\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE\\n\\nAMERICA\\n\\nBRAND CONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by: Footwear\\n\\n$\\n\\n14,897 $\\n\\n8,260 $\\n\\n5,435 $\\n\\n4,543 $\\n\\n— $\\n\\n33,135 $\\n\\n2,155 $\\n\\n— $\\n\\n35,290\\n\\nApparel Equipment Other\\n\\n5,947 764 —\\n\\n4,566 592 —\\n\\n1,666 147 —\\n\\n1,664 224 —\\n\\n— — 58\\n\\n13,843 1,727 58\\n\\n90 28 154\\n\\n— — 27\\n\\n13,933 1,755 239\\n\\nTOTAL REVENUES\\n\\n$\\n\\n21,608 $\\n\\n13,418 $\\n\\n7,248 $\\n\\n6,431 $\\n\\n58 $\\n\\n48,763 $\\n\\n2,427 $\\n\\n27 $\\n\\n51,217\\n\\nRevenues by:\\n\\nSales to Wholesale Customers Sales through Direct to Consumer\\n\\n$\\n\\n11,273 $ 10,335\\n\\n8,522 $ 4,896\\n\\n3,866 $ 3,382\\n\\n3,736 $ 2,695\\n\\n— $ —\\n\\n27,397 $ 21,308\\n\\n1,299 $ 974\\n\\n— $ —\\n\\n28,696 22,282\\n\\nOther\\n\\nTOTAL REVENUES\\n\\n$\\n\\n—\\n\\n21,608 $\\n\\n—\\n\\n13,418 $\\n\\n— 7,248 $\\n\\n— 6,431 $\\n\\n58 58 $\\n\\n58\\n\\n48,763 $\\n\\n154 2,427 $\\n\\n27 27 $\\n\\n239 51,217\\n\\n(1) Refer to Note 18 — Acquisitions and Divestitures for additional information on the transition of the Company's NIKE Brand businesses in its CASA territory to third-party distributors.\\n\\nYEAR ENDED MAY 31, 2022\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\\n\\nASIA PACIFIC & LATIN AMERICA\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE\\n\\nBRAND CONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by: Footwear Apparel\\n\\n$\\n\\n12,228 $ 5,492\\n\\n7,388 $ 4,527\\n\\n5,416 $ 1,938\\n\\n4,111 $ 1,610\\n\\n— $ —\\n\\n29,143 $ 13,567\\n\\n2,094 $ 103\\n\\n— $ —\\n\\n31,237 13,670\\n\\nEquipment Other\\n\\n633 —\\n\\n564 —\\n\\n193 —\\n\\n234 —\\n\\n— 102\\n\\n1,624 102\\n\\n26 123\\n\\n— (72)\\n\\n1,650 153\\n\\nTOTAL REVENUES Revenues by:\\n\\n$\\n\\n18,353 $\\n\\n12,479 $\\n\\n7,547 $\\n\\n5,955 $\\n\\n102 $\\n\\n44,436 $\\n\\n2,346 $\\n\\n(72) $\\n\\n46,710\\n\\nSales to Wholesale Customers Sales through Direct to Consumer Other\\n\\n$\\n\\n9,621 $ 8,732 —\\n\\n8,377 $ 4,102 —\\n\\n4,081 $ 3,466 —\\n\\n3,529 $ 2,426 —\\n\\n— $ — 102\\n\\n25,608 $ 18,726 102\\n\\n1,292 $ 931 123\\n\\n— $ — (72)\\n\\n26,900 19,657 153\\n\\nTOTAL REVENUES\\n\\n$\\n\\n18,353 $\\n\\n12,479 $\\n\\n7,547 $\\n\\n5,955 $\\n\\n102 $\\n\\n44,436 $\\n\\n2,346 $\\n\\n(72) $\\n\\n46,710\\n\\n2023 FORM 10-K 83\\n\\nTable of Contents\\n\\nYEAR ENDED MAY 31, 2021\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\"),\n",
              "  0.529603242874)]"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# basic \"top 4\" vector search on a given query\n",
        "rds.similarity_search_with_score(query=\"Profit margins\", k=4)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "od6Wqmya1vmy",
        "outputId": "5dbac581-4a07-45b0-d630-995342e91dc7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[(Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\n\\n$ $\\n\\nFISCAL 2023\\n\\n51,217 28,925\\n\\n22,292\\n\\n43.5 %\\n\\n4,060 12,317\\n\\n16,377\\n\\n32.0 % (6)\\n\\n(280) 6,201\\n\\n1,131\\n\\n18.2 %\\n\\n5,070 3.23\\n\\n$\\n\\n$ $\\n\\nFISCAL 2022\\n\\n46,710 25,231\\n\\n21,479\\n\\n46.0 %\\n\\n3,850 10,954\\n\\n14,804\\n\\n31.7 % 205\\n\\n(181) 6,651\\n\\n605 9.1 %\\n\\n6,046 3.75\\n\\n% CHANGE\\n\\n10 % $ 15 %\\n\\n4 %\\n\\n5 % 12 %\\n\\n11 %\\n\\n—\\n\\n— -7 %\\n\\n87 %\\n\\n16 % $ -14 % $\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\n44,538 24,576\\n\\n5 % 3 %\\n\\n19,962\\n\\n8 %\\n\\n44.8 %\\n\\n3,114 9,911\\n\\n24 % 11 %\\n\\n13,025\\n\\n14 %\\n\\n29.2 % 262\\n\\n—\\n\\n14 6,661\\n\\n— 0 %\\n\\n934 14.0 %\\n\\n35 %\\n\\n5,727 3.56\\n\\n6 % 5 %\\n\\n2023 FORM 10-K 31\\n\\nTable of Contents\\n\\nCONSOLIDATED OPERATING RESULTS REVENUES\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\nNIKE, Inc. Revenues:\\n\\nNIKE Brand Revenues by:\\n\\nFootwear Apparel\\n\\n$\\n\\n33,135 $ 13,843\\n\\n29,143 13,567\\n\\n14 % 2 %\\n\\n20 % $ 8 %\\n\\n28,021 12,865\\n\\n4 % 5 %\\n\\nEquipment Global Brand Divisions\\n\\n(2)\\n\\nTotal NIKE Brand Revenues\\n\\n$\\n\\n1,727 58\\n\\n48,763 $\\n\\n1,624 102 44,436\\n\\n6 % -43 % 10 %\\n\\n13 % -43 % 16 % $\\n\\n1,382 25 42,293\\n\\n18 % 308 % 5 %\\n\\nConverse Corporate\\n\\n(3)\\n\\n2,427 27\\n\\n2,346 (72)\\n\\n3 % —\\n\\n8 % —\\n\\n2,205 40\\n\\n6 % —\\n\\nTOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n51,217 $\\n\\n46,710\\n\\n10 %\\n\\n16 % $\\n\\n44,538\\n\\n5 %\\n\\nSupplemental NIKE Brand Revenues Details: NIKE Brand Revenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n27,397 $\\n\\n25,608\\n\\n7 %\\n\\n14 % $\\n\\n25,898\\n\\n1 %\\n\\nSales through NIKE Direct Global Brand Divisions\\n\\n(2)\\n\\n21,308 58\\n\\n18,726 102\\n\\n14 % -43 %\\n\\n20 % -43 %\\n\\n16,370 25\\n\\n14 % 308 %\\n\\nTOTAL NIKE BRAND REVENUES (1) NIKE Brand Revenues on a Wholesale Equivalent Basis :\\n\\n$\\n\\n48,763 $\\n\\n44,436\\n\\n10 %\\n\\n16 % $\\n\\n42,293\\n\\n5 %\\n\\nSales to Wholesale Customers Sales from our Wholesale Operations to NIKE Direct Operations\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES NIKE Brand Wholesale Equivalent Revenues by:\\n\\n(1),(4)\\n\\n$\\n\\n$\\n\\n27,397 $ 12,730\\n\\n40,127 $\\n\\n25,608 10,543\\n\\n36,151\\n\\n7 % 21 %\\n\\n11 %\\n\\n14 % $ 27 %\\n\\n18 % $\\n\\n25,898 9,872\\n\\n35,770\\n\\n1 % 7 % 1 %\\n\\nMen's Women's NIKE Kids'\\n\\n$\\n\\n20,733 $ 8,606 5,038\\n\\n18,797 8,273 4,874\\n\\n10 % 4 % 3 %\\n\\n17 % $ 11 % 10 %\\n\\n18,391 8,225 4,882\\n\\n2 % 1 % 0 %\\n\\nJordan Brand (5) Others\\n\\n6,589 (839)\\n\\n5,122 (915)\\n\\n29 % 8 %\\n\\n35 % -3 %\"),\n",
              "  0.499011814594),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\n\\n$ $\\n\\nFISCAL 2023\\n\\n51,217 28,925\\n\\n22,292\\n\\n43.5 %\\n\\n4,060 12,317\\n\\n16,377\\n\\n32.0 % (6)\\n\\n(280) 6,201\\n\\n1,131\\n\\n18.2 %\\n\\n5,070 3.23\\n\\n$\\n\\n$ $\\n\\nFISCAL 2022\\n\\n46,710 25,231\\n\\n21,479\\n\\n46.0 %\\n\\n3,850 10,954\\n\\n14,804\\n\\n31.7 % 205\\n\\n(181) 6,651\\n\\n605 9.1 %\\n\\n6,046 3.75\\n\\n% CHANGE\\n\\n10 % $ 15 %\\n\\n4 %\\n\\n5 % 12 %\\n\\n11 %\\n\\n—\\n\\n— -7 %\\n\\n87 %\\n\\n16 % $ -14 % $\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\n44,538 24,576\\n\\n5 % 3 %\\n\\n19,962\\n\\n8 %\\n\\n44.8 %\\n\\n3,114 9,911\\n\\n24 % 11 %\\n\\n13,025\\n\\n14 %\\n\\n29.2 % 262\\n\\n—\\n\\n14 6,661\\n\\n— 0 %\\n\\n934 14.0 %\\n\\n35 %\\n\\n5,727 3.56\\n\\n6 % 5 %\\n\\n2023 FORM 10-K 31\\n\\nTable of Contents\\n\\nCONSOLIDATED OPERATING RESULTS REVENUES\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\nNIKE, Inc. Revenues:\\n\\nNIKE Brand Revenues by:\\n\\nFootwear Apparel\\n\\n$\\n\\n33,135 $ 13,843\\n\\n29,143 13,567\\n\\n14 % 2 %\\n\\n20 % $ 8 %\\n\\n28,021 12,865\\n\\n4 % 5 %\\n\\nEquipment Global Brand Divisions\\n\\n(2)\\n\\nTotal NIKE Brand Revenues\\n\\n$\\n\\n1,727 58\\n\\n48,763 $\\n\\n1,624 102 44,436\\n\\n6 % -43 % 10 %\\n\\n13 % -43 % 16 % $\\n\\n1,382 25 42,293\\n\\n18 % 308 % 5 %\\n\\nConverse Corporate\\n\\n(3)\\n\\n2,427 27\\n\\n2,346 (72)\\n\\n3 % —\\n\\n8 % —\\n\\n2,205 40\\n\\n6 % —\\n\\nTOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n51,217 $\\n\\n46,710\\n\\n10 %\\n\\n16 % $\\n\\n44,538\\n\\n5 %\\n\\nSupplemental NIKE Brand Revenues Details: NIKE Brand Revenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n27,397 $\\n\\n25,608\\n\\n7 %\\n\\n14 % $\\n\\n25,898\\n\\n1 %\\n\\nSales through NIKE Direct Global Brand Divisions\\n\\n(2)\\n\\n21,308 58\\n\\n18,726 102\\n\\n14 % -43 %\\n\\n20 % -43 %\\n\\n16,370 25\\n\\n14 % 308 %\\n\\nTOTAL NIKE BRAND REVENUES (1) NIKE Brand Revenues on a Wholesale Equivalent Basis :\\n\\n$\\n\\n48,763 $\\n\\n44,436\\n\\n10 %\\n\\n16 % $\\n\\n42,293\\n\\n5 %\\n\\nSales to Wholesale Customers Sales from our Wholesale Operations to NIKE Direct Operations\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES NIKE Brand Wholesale Equivalent Revenues by:\\n\\n(1),(4)\\n\\n$\\n\\n$\\n\\n27,397 $ 12,730\\n\\n40,127 $\\n\\n25,608 10,543\\n\\n36,151\\n\\n7 % 21 %\\n\\n11 %\\n\\n14 % $ 27 %\\n\\n18 % $\\n\\n25,898 9,872\\n\\n35,770\\n\\n1 % 7 % 1 %\\n\\nMen's Women's NIKE Kids'\\n\\n$\\n\\n20,733 $ 8,606 5,038\\n\\n18,797 8,273 4,874\\n\\n10 % 4 % 3 %\\n\\n17 % $ 11 % 10 %\\n\\n18,391 8,225 4,882\\n\\n2 % 1 % 0 %\\n\\nJordan Brand (5) Others\\n\\n6,589 (839)\\n\\n5,122 (915)\\n\\n29 % 8 %\\n\\n35 % -3 %\"),\n",
              "  0.499011814594),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\n\\n$ $\\n\\nFISCAL 2023\\n\\n51,217 28,925\\n\\n22,292\\n\\n43.5 %\\n\\n4,060 12,317\\n\\n16,377\\n\\n32.0 % (6)\\n\\n(280) 6,201\\n\\n1,131\\n\\n18.2 %\\n\\n5,070 3.23\\n\\n$\\n\\n$ $\\n\\nFISCAL 2022\\n\\n46,710 25,231\\n\\n21,479\\n\\n46.0 %\\n\\n3,850 10,954\\n\\n14,804\\n\\n31.7 % 205\\n\\n(181) 6,651\\n\\n605 9.1 %\\n\\n6,046 3.75\\n\\n% CHANGE\\n\\n10 % $ 15 %\\n\\n4 %\\n\\n5 % 12 %\\n\\n11 %\\n\\n—\\n\\n— -7 %\\n\\n87 %\\n\\n16 % $ -14 % $\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\n44,538 24,576\\n\\n5 % 3 %\\n\\n19,962\\n\\n8 %\\n\\n44.8 %\\n\\n3,114 9,911\\n\\n24 % 11 %\\n\\n13,025\\n\\n14 %\\n\\n29.2 % 262\\n\\n—\\n\\n14 6,661\\n\\n— 0 %\\n\\n934 14.0 %\\n\\n35 %\\n\\n5,727 3.56\\n\\n6 % 5 %\\n\\n2023 FORM 10-K 31\\n\\nTable of Contents\\n\\nCONSOLIDATED OPERATING RESULTS REVENUES\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\nFISCAL 2021\\n\\n% CHANGE\\n\\nNIKE, Inc. Revenues:\\n\\nNIKE Brand Revenues by:\\n\\nFootwear Apparel\\n\\n$\\n\\n33,135 $ 13,843\\n\\n29,143 13,567\\n\\n14 % 2 %\\n\\n20 % $ 8 %\\n\\n28,021 12,865\\n\\n4 % 5 %\\n\\nEquipment Global Brand Divisions\\n\\n(2)\\n\\nTotal NIKE Brand Revenues\\n\\n$\\n\\n1,727 58\\n\\n48,763 $\\n\\n1,624 102 44,436\\n\\n6 % -43 % 10 %\\n\\n13 % -43 % 16 % $\\n\\n1,382 25 42,293\\n\\n18 % 308 % 5 %\\n\\nConverse Corporate\\n\\n(3)\\n\\n2,427 27\\n\\n2,346 (72)\\n\\n3 % —\\n\\n8 % —\\n\\n2,205 40\\n\\n6 % —\\n\\nTOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n51,217 $\\n\\n46,710\\n\\n10 %\\n\\n16 % $\\n\\n44,538\\n\\n5 %\\n\\nSupplemental NIKE Brand Revenues Details: NIKE Brand Revenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n27,397 $\\n\\n25,608\\n\\n7 %\\n\\n14 % $\\n\\n25,898\\n\\n1 %\\n\\nSales through NIKE Direct Global Brand Divisions\\n\\n(2)\\n\\n21,308 58\\n\\n18,726 102\\n\\n14 % -43 %\\n\\n20 % -43 %\\n\\n16,370 25\\n\\n14 % 308 %\\n\\nTOTAL NIKE BRAND REVENUES (1) NIKE Brand Revenues on a Wholesale Equivalent Basis :\\n\\n$\\n\\n48,763 $\\n\\n44,436\\n\\n10 %\\n\\n16 % $\\n\\n42,293\\n\\n5 %\\n\\nSales to Wholesale Customers Sales from our Wholesale Operations to NIKE Direct Operations\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES NIKE Brand Wholesale Equivalent Revenues by:\\n\\n(1),(4)\\n\\n$\\n\\n$\\n\\n27,397 $ 12,730\\n\\n40,127 $\\n\\n25,608 10,543\\n\\n36,151\\n\\n7 % 21 %\\n\\n11 %\\n\\n14 % $ 27 %\\n\\n18 % $\\n\\n25,898 9,872\\n\\n35,770\\n\\n1 % 7 % 1 %\\n\\nMen's Women's NIKE Kids'\\n\\n$\\n\\n20,733 $ 8,606 5,038\\n\\n18,797 8,273 4,874\\n\\n10 % 4 % 3 %\\n\\n17 % $ 11 % 10 %\\n\\n18,391 8,225 4,882\\n\\n2 % 1 % 0 %\\n\\nJordan Brand (5) Others\\n\\n6,589 (839)\\n\\n5,122 (915)\\n\\n29 % 8 %\\n\\n35 % -3 %\"),\n",
              "  0.499011814594),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='From time to time, we may invest in technology, business infrastructure, new businesses or capabilities, product offering and manufacturing innovation and expansion of existing businesses, such as our NIKE Direct operations, which require substantial cash investments and management attention. We believe cost-effective investments are essential to business growth and profitability; however, significant investments are subject to typical risks and uncertainties inherent in developing a new business or expanding an existing business. The failure of any significant investment to provide expected returns or profitability could have a material adverse effect on our financial results and divert management attention from more profitable business operations. See also \"Our NIKE Direct operations have required and will continue to require a substantial investment and commitment of resources and are subject to numerous risks and uncertainties.\"\\n\\nThe sale of a large number of shares of common stock by our principal shareholder could depress the market price of our common stock.\\n\\nAs of June 30, 2023, Swoosh, LLC beneficially owned approximately 77% of our Class A Common Stock. If, on June 30, 2023, all of these shares were converted into Class B Common Stock, Swoosh, LLC\\'s commensurate ownership percentage of our Class B Common Stock would be approximately 16%. The shares are available for resale, subject to the requirements of the U.S. securities laws and the terms of the limited liability company agreement governing Swoosh, LLC. The sale or prospect of a sale of a substantial number of these shares could have an adverse effect on the market price of our common stock. Swoosh, LLC was formed by Philip H. Knight, our Chairman Emeritus, to hold the majority of his shares of Class A Common Stock. Mr. Knight does not have voting rights with respect to Swoosh, LLC, although Travis Knight, his son and a NIKE director, has a significant role in the management of the Class A Common Stock owned by Swoosh, LLC.\\n\\nChanges in our credit ratings or macroeconomic conditions may affect our liquidity, increasing borrowing costs and limiting our financing options.'),\n",
              "  0.604557394981)]"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# vector search with metadata filtering\n",
        "f = Text(\"text\") % \"profit\"\n",
        "rds.similarity_search_with_score(query=\"Profit margins\", k=4, filter=f)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DT9sPHw51vmy",
        "outputId": "7d2b8969-91b8-4ff7-81ba-9d0cb6280edc"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[(Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, our operating segments are evidence of the structure of the Company\\'s internal organization. The NIKE Brand segments are defined by geographic regions for operations participating in NIKE Brand sales activity.\\n\\nThe breakdown of Revenues is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES FISCAL 2021\\n\\n% CHANGE\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n21,608 $ 13,418 7,248\\n\\n18,353 12,479 7,547\\n\\n18 % 8 % -4 %\\n\\n18 % $ 21 % 4 %\\n\\n17,179 11,456 8,290\\n\\n7 % 9 % -9 %\\n\\nAsia Pacific & Latin America Global Brand Divisions\\n\\n(3)\\n\\n(2)\\n\\n6,431 58\\n\\n5,955 102\\n\\n8 % -43 %\\n\\n17 % -43 %\\n\\n5,343 25\\n\\n11 % 308 %\\n\\nTOTAL NIKE BRAND Converse\\n\\n$\\n\\n48,763 $ 2,427\\n\\n44,436 2,346\\n\\n10 % 3 %\\n\\n16 % $ 8 %\\n\\n42,293 2,205\\n\\n5 % 6 %\\n\\n(4)\\n\\nCorporate TOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n27\\n\\n51,217 $\\n\\n(72) 46,710\\n\\n— 10 %\\n\\n— 16 % $\\n\\n40 44,538\\n\\n— 5 %\\n\\n(1) The percent change excluding currency changes represents a non-GAAP financial measure. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) For additional information on the transition of our NIKE Brand businesses within our CASA territory to a third-party distributor, see Note 18 — Acquisitions and Divestitures of the Notes to Consolidated\\n\\nFinancial Statements contained in Item 8 of this Annual Report.\\n\\n(3) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(4) Corporate revenues primarily consist of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse, but\\n\\nmanaged through our central foreign exchange risk management program.\\n\\nThe primary financial measure used by the Company to evaluate performance is Earnings Before Interest and Taxes (\"EBIT\"). As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, certain corporate costs are not included in EBIT.\\n\\nThe breakdown of EBIT is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\nFISCAL 2021\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n5,454 3,531 2,283\\n\\n$\\n\\n5,114 3,293 2,365\\n\\n7 % $ 7 % -3 %\\n\\n5,089 2,435 3,243\\n\\nAsia Pacific & Latin America Global Brand Divisions (1)'),\n",
              "  0.233286499977),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, our operating segments are evidence of the structure of the Company\\'s internal organization. The NIKE Brand segments are defined by geographic regions for operations participating in NIKE Brand sales activity.\\n\\nThe breakdown of Revenues is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES FISCAL 2021\\n\\n% CHANGE\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n21,608 $ 13,418 7,248\\n\\n18,353 12,479 7,547\\n\\n18 % 8 % -4 %\\n\\n18 % $ 21 % 4 %\\n\\n17,179 11,456 8,290\\n\\n7 % 9 % -9 %\\n\\nAsia Pacific & Latin America Global Brand Divisions\\n\\n(3)\\n\\n(2)\\n\\n6,431 58\\n\\n5,955 102\\n\\n8 % -43 %\\n\\n17 % -43 %\\n\\n5,343 25\\n\\n11 % 308 %\\n\\nTOTAL NIKE BRAND Converse\\n\\n$\\n\\n48,763 $ 2,427\\n\\n44,436 2,346\\n\\n10 % 3 %\\n\\n16 % $ 8 %\\n\\n42,293 2,205\\n\\n5 % 6 %\\n\\n(4)\\n\\nCorporate TOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n27\\n\\n51,217 $\\n\\n(72) 46,710\\n\\n— 10 %\\n\\n— 16 % $\\n\\n40 44,538\\n\\n— 5 %\\n\\n(1) The percent change excluding currency changes represents a non-GAAP financial measure. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) For additional information on the transition of our NIKE Brand businesses within our CASA territory to a third-party distributor, see Note 18 — Acquisitions and Divestitures of the Notes to Consolidated\\n\\nFinancial Statements contained in Item 8 of this Annual Report.\\n\\n(3) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(4) Corporate revenues primarily consist of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse, but\\n\\nmanaged through our central foreign exchange risk management program.\\n\\nThe primary financial measure used by the Company to evaluate performance is Earnings Before Interest and Taxes (\"EBIT\"). As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, certain corporate costs are not included in EBIT.\\n\\nThe breakdown of EBIT is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\nFISCAL 2021\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n5,454 3,531 2,283\\n\\n$\\n\\n5,114 3,293 2,365\\n\\n7 % $ 7 % -3 %\\n\\n5,089 2,435 3,243\\n\\nAsia Pacific & Latin America Global Brand Divisions (1)'),\n",
              "  0.233286499977),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, our operating segments are evidence of the structure of the Company\\'s internal organization. The NIKE Brand segments are defined by geographic regions for operations participating in NIKE Brand sales activity.\\n\\nThe breakdown of Revenues is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES FISCAL 2021\\n\\n% CHANGE\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n21,608 $ 13,418 7,248\\n\\n18,353 12,479 7,547\\n\\n18 % 8 % -4 %\\n\\n18 % $ 21 % 4 %\\n\\n17,179 11,456 8,290\\n\\n7 % 9 % -9 %\\n\\nAsia Pacific & Latin America Global Brand Divisions\\n\\n(3)\\n\\n(2)\\n\\n6,431 58\\n\\n5,955 102\\n\\n8 % -43 %\\n\\n17 % -43 %\\n\\n5,343 25\\n\\n11 % 308 %\\n\\nTOTAL NIKE BRAND Converse\\n\\n$\\n\\n48,763 $ 2,427\\n\\n44,436 2,346\\n\\n10 % 3 %\\n\\n16 % $ 8 %\\n\\n42,293 2,205\\n\\n5 % 6 %\\n\\n(4)\\n\\nCorporate TOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n27\\n\\n51,217 $\\n\\n(72) 46,710\\n\\n— 10 %\\n\\n— 16 % $\\n\\n40 44,538\\n\\n— 5 %\\n\\n(1) The percent change excluding currency changes represents a non-GAAP financial measure. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) For additional information on the transition of our NIKE Brand businesses within our CASA territory to a third-party distributor, see Note 18 — Acquisitions and Divestitures of the Notes to Consolidated\\n\\nFinancial Statements contained in Item 8 of this Annual Report.\\n\\n(3) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(4) Corporate revenues primarily consist of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse, but\\n\\nmanaged through our central foreign exchange risk management program.\\n\\nThe primary financial measure used by the Company to evaluate performance is Earnings Before Interest and Taxes (\"EBIT\"). As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, certain corporate costs are not included in EBIT.\\n\\nThe breakdown of EBIT is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\nFISCAL 2021\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n5,454 3,531 2,283\\n\\n$\\n\\n5,114 3,293 2,365\\n\\n7 % $ 7 % -3 %\\n\\n5,089 2,435 3,243\\n\\nAsia Pacific & Latin America Global Brand Divisions (1)'),\n",
              "  0.233286499977),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"Tax (expense) benefit Gain (loss) net of tax\\n\\n5 (14)\\n\\n(9) 22\\n\\nTotal net gain (loss) reclassified for the period\\n\\n$\\n\\n463 $\\n\\n30\\n\\n2023 FORM 10-K 82\\n\\nTable of Contents\\n\\nNOTE 14 — REVENUES\\n\\nDISAGGREGATION OF REVENUES The following tables present the Company's Revenues disaggregated by reportable operating segment, major product line and distribution channel:\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\\n\\nYEAR ENDED MAY 31, 2023 ASIA PACIFIC & LATIN (1)\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE\\n\\nAMERICA\\n\\nBRAND CONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by: Footwear\\n\\n$\\n\\n14,897 $\\n\\n8,260 $\\n\\n5,435 $\\n\\n4,543 $\\n\\n— $\\n\\n33,135 $\\n\\n2,155 $\\n\\n— $\\n\\n35,290\\n\\nApparel Equipment Other\\n\\n5,947 764 —\\n\\n4,566 592 —\\n\\n1,666 147 —\\n\\n1,664 224 —\\n\\n— — 58\\n\\n13,843 1,727 58\\n\\n90 28 154\\n\\n— — 27\\n\\n13,933 1,755 239\\n\\nTOTAL REVENUES\\n\\n$\\n\\n21,608 $\\n\\n13,418 $\\n\\n7,248 $\\n\\n6,431 $\\n\\n58 $\\n\\n48,763 $\\n\\n2,427 $\\n\\n27 $\\n\\n51,217\\n\\nRevenues by:\\n\\nSales to Wholesale Customers Sales through Direct to Consumer\\n\\n$\\n\\n11,273 $ 10,335\\n\\n8,522 $ 4,896\\n\\n3,866 $ 3,382\\n\\n3,736 $ 2,695\\n\\n— $ —\\n\\n27,397 $ 21,308\\n\\n1,299 $ 974\\n\\n— $ —\\n\\n28,696 22,282\\n\\nOther\\n\\nTOTAL REVENUES\\n\\n$\\n\\n—\\n\\n21,608 $\\n\\n—\\n\\n13,418 $\\n\\n— 7,248 $\\n\\n— 6,431 $\\n\\n58 58 $\\n\\n58\\n\\n48,763 $\\n\\n154 2,427 $\\n\\n27 27 $\\n\\n239 51,217\\n\\n(1) Refer to Note 18 — Acquisitions and Divestitures for additional information on the transition of the Company's NIKE Brand businesses in its CASA territory to third-party distributors.\\n\\nYEAR ENDED MAY 31, 2022\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\\n\\nASIA PACIFIC & LATIN AMERICA\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE\\n\\nBRAND CONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by: Footwear Apparel\\n\\n$\\n\\n12,228 $ 5,492\\n\\n7,388 $ 4,527\\n\\n5,416 $ 1,938\\n\\n4,111 $ 1,610\\n\\n— $ —\\n\\n29,143 $ 13,567\\n\\n2,094 $ 103\\n\\n— $ —\\n\\n31,237 13,670\\n\\nEquipment Other\\n\\n633 —\\n\\n564 —\\n\\n193 —\\n\\n234 —\\n\\n— 102\\n\\n1,624 102\\n\\n26 123\\n\\n— (72)\\n\\n1,650 153\\n\\nTOTAL REVENUES Revenues by:\\n\\n$\\n\\n18,353 $\\n\\n12,479 $\\n\\n7,547 $\\n\\n5,955 $\\n\\n102 $\\n\\n44,436 $\\n\\n2,346 $\\n\\n(72) $\\n\\n46,710\\n\\nSales to Wholesale Customers Sales through Direct to Consumer Other\\n\\n$\\n\\n9,621 $ 8,732 —\\n\\n8,377 $ 4,102 —\\n\\n4,081 $ 3,466 —\\n\\n3,529 $ 2,426 —\\n\\n— $ — 102\\n\\n25,608 $ 18,726 102\\n\\n1,292 $ 931 123\\n\\n— $ — (72)\\n\\n26,900 19,657 153\\n\\nTOTAL REVENUES\\n\\n$\\n\\n18,353 $\\n\\n12,479 $\\n\\n7,547 $\\n\\n5,955 $\\n\\n102 $\\n\\n44,436 $\\n\\n2,346 $\\n\\n(72) $\\n\\n46,710\\n\\n2023 FORM 10-K 83\\n\\nTable of Contents\\n\\nYEAR ENDED MAY 31, 2021\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\"),\n",
              "  0.261225402355)]"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# vector search with combinations of metadata filtering\n",
        "\n",
        "f = (Text(\"text\") % \"profit\") | (Text(\"text\") % \"revenue\")\n",
        "rds.similarity_search_with_score(query=\"Nike company revenue\", k=4, filter=f)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kIoGJOop1vmz",
        "outputId": "9abbf5fd-77de-4094-a2e8-fba2fc5a3a05"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[(Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, our operating segments are evidence of the structure of the Company\\'s internal organization. The NIKE Brand segments are defined by geographic regions for operations participating in NIKE Brand sales activity.\\n\\nThe breakdown of Revenues is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES FISCAL 2021\\n\\n% CHANGE\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n21,608 $ 13,418 7,248\\n\\n18,353 12,479 7,547\\n\\n18 % 8 % -4 %\\n\\n18 % $ 21 % 4 %\\n\\n17,179 11,456 8,290\\n\\n7 % 9 % -9 %\\n\\nAsia Pacific & Latin America Global Brand Divisions\\n\\n(3)\\n\\n(2)\\n\\n6,431 58\\n\\n5,955 102\\n\\n8 % -43 %\\n\\n17 % -43 %\\n\\n5,343 25\\n\\n11 % 308 %\\n\\nTOTAL NIKE BRAND Converse\\n\\n$\\n\\n48,763 $ 2,427\\n\\n44,436 2,346\\n\\n10 % 3 %\\n\\n16 % $ 8 %\\n\\n42,293 2,205\\n\\n5 % 6 %\\n\\n(4)\\n\\nCorporate TOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n27\\n\\n51,217 $\\n\\n(72) 46,710\\n\\n— 10 %\\n\\n— 16 % $\\n\\n40 44,538\\n\\n— 5 %\\n\\n(1) The percent change excluding currency changes represents a non-GAAP financial measure. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) For additional information on the transition of our NIKE Brand businesses within our CASA territory to a third-party distributor, see Note 18 — Acquisitions and Divestitures of the Notes to Consolidated\\n\\nFinancial Statements contained in Item 8 of this Annual Report.\\n\\n(3) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(4) Corporate revenues primarily consist of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse, but\\n\\nmanaged through our central foreign exchange risk management program.\\n\\nThe primary financial measure used by the Company to evaluate performance is Earnings Before Interest and Taxes (\"EBIT\"). As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, certain corporate costs are not included in EBIT.\\n\\nThe breakdown of EBIT is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\nFISCAL 2021\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n5,454 3,531 2,283\\n\\n$\\n\\n5,114 3,293 2,365\\n\\n7 % $ 7 % -3 %\\n\\n5,089 2,435 3,243\\n\\nAsia Pacific & Latin America Global Brand Divisions (1)'),\n",
              "  0.233286499977),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, our operating segments are evidence of the structure of the Company\\'s internal organization. The NIKE Brand segments are defined by geographic regions for operations participating in NIKE Brand sales activity.\\n\\nThe breakdown of Revenues is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES FISCAL 2021\\n\\n% CHANGE\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n21,608 $ 13,418 7,248\\n\\n18,353 12,479 7,547\\n\\n18 % 8 % -4 %\\n\\n18 % $ 21 % 4 %\\n\\n17,179 11,456 8,290\\n\\n7 % 9 % -9 %\\n\\nAsia Pacific & Latin America Global Brand Divisions\\n\\n(3)\\n\\n(2)\\n\\n6,431 58\\n\\n5,955 102\\n\\n8 % -43 %\\n\\n17 % -43 %\\n\\n5,343 25\\n\\n11 % 308 %\\n\\nTOTAL NIKE BRAND Converse\\n\\n$\\n\\n48,763 $ 2,427\\n\\n44,436 2,346\\n\\n10 % 3 %\\n\\n16 % $ 8 %\\n\\n42,293 2,205\\n\\n5 % 6 %\\n\\n(4)\\n\\nCorporate TOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n27\\n\\n51,217 $\\n\\n(72) 46,710\\n\\n— 10 %\\n\\n— 16 % $\\n\\n40 44,538\\n\\n— 5 %\\n\\n(1) The percent change excluding currency changes represents a non-GAAP financial measure. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) For additional information on the transition of our NIKE Brand businesses within our CASA territory to a third-party distributor, see Note 18 — Acquisitions and Divestitures of the Notes to Consolidated\\n\\nFinancial Statements contained in Item 8 of this Annual Report.\\n\\n(3) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(4) Corporate revenues primarily consist of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse, but\\n\\nmanaged through our central foreign exchange risk management program.\\n\\nThe primary financial measure used by the Company to evaluate performance is Earnings Before Interest and Taxes (\"EBIT\"). As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, certain corporate costs are not included in EBIT.\\n\\nThe breakdown of EBIT is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\nFISCAL 2021\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n5,454 3,531 2,283\\n\\n$\\n\\n5,114 3,293 2,365\\n\\n7 % $ 7 % -3 %\\n\\n5,089 2,435 3,243\\n\\nAsia Pacific & Latin America Global Brand Divisions (1)'),\n",
              "  0.233286499977),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, our operating segments are evidence of the structure of the Company\\'s internal organization. The NIKE Brand segments are defined by geographic regions for operations participating in NIKE Brand sales activity.\\n\\nThe breakdown of Revenues is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES FISCAL 2021\\n\\n% CHANGE\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n21,608 $ 13,418 7,248\\n\\n18,353 12,479 7,547\\n\\n18 % 8 % -4 %\\n\\n18 % $ 21 % 4 %\\n\\n17,179 11,456 8,290\\n\\n7 % 9 % -9 %\\n\\nAsia Pacific & Latin America Global Brand Divisions\\n\\n(3)\\n\\n(2)\\n\\n6,431 58\\n\\n5,955 102\\n\\n8 % -43 %\\n\\n17 % -43 %\\n\\n5,343 25\\n\\n11 % 308 %\\n\\nTOTAL NIKE BRAND Converse\\n\\n$\\n\\n48,763 $ 2,427\\n\\n44,436 2,346\\n\\n10 % 3 %\\n\\n16 % $ 8 %\\n\\n42,293 2,205\\n\\n5 % 6 %\\n\\n(4)\\n\\nCorporate TOTAL NIKE, INC. REVENUES\\n\\n$\\n\\n27\\n\\n51,217 $\\n\\n(72) 46,710\\n\\n— 10 %\\n\\n— 16 % $\\n\\n40 44,538\\n\\n— 5 %\\n\\n(1) The percent change excluding currency changes represents a non-GAAP financial measure. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) For additional information on the transition of our NIKE Brand businesses within our CASA territory to a third-party distributor, see Note 18 — Acquisitions and Divestitures of the Notes to Consolidated\\n\\nFinancial Statements contained in Item 8 of this Annual Report.\\n\\n(3) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(4) Corporate revenues primarily consist of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse, but\\n\\nmanaged through our central foreign exchange risk management program.\\n\\nThe primary financial measure used by the Company to evaluate performance is Earnings Before Interest and Taxes (\"EBIT\"). As discussed in Note 15 — Operating Segments and Related Information in the accompanying Notes to the Consolidated Financial Statements, certain corporate costs are not included in EBIT.\\n\\nThe breakdown of EBIT is as follows:\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\n% CHANGE\\n\\nFISCAL 2021\\n\\nNorth America Europe, Middle East & Africa Greater China\\n\\n$\\n\\n5,454 3,531 2,283\\n\\n$\\n\\n5,114 3,293 2,365\\n\\n7 % $ 7 % -3 %\\n\\n5,089 2,435 3,243\\n\\nAsia Pacific & Latin America Global Brand Divisions (1)'),\n",
              "  0.233286499977),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"Tax (expense) benefit Gain (loss) net of tax\\n\\n5 (14)\\n\\n(9) 22\\n\\nTotal net gain (loss) reclassified for the period\\n\\n$\\n\\n463 $\\n\\n30\\n\\n2023 FORM 10-K 82\\n\\nTable of Contents\\n\\nNOTE 14 — REVENUES\\n\\nDISAGGREGATION OF REVENUES The following tables present the Company's Revenues disaggregated by reportable operating segment, major product line and distribution channel:\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\\n\\nYEAR ENDED MAY 31, 2023 ASIA PACIFIC & LATIN (1)\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE\\n\\nAMERICA\\n\\nBRAND CONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by: Footwear\\n\\n$\\n\\n14,897 $\\n\\n8,260 $\\n\\n5,435 $\\n\\n4,543 $\\n\\n— $\\n\\n33,135 $\\n\\n2,155 $\\n\\n— $\\n\\n35,290\\n\\nApparel Equipment Other\\n\\n5,947 764 —\\n\\n4,566 592 —\\n\\n1,666 147 —\\n\\n1,664 224 —\\n\\n— — 58\\n\\n13,843 1,727 58\\n\\n90 28 154\\n\\n— — 27\\n\\n13,933 1,755 239\\n\\nTOTAL REVENUES\\n\\n$\\n\\n21,608 $\\n\\n13,418 $\\n\\n7,248 $\\n\\n6,431 $\\n\\n58 $\\n\\n48,763 $\\n\\n2,427 $\\n\\n27 $\\n\\n51,217\\n\\nRevenues by:\\n\\nSales to Wholesale Customers Sales through Direct to Consumer\\n\\n$\\n\\n11,273 $ 10,335\\n\\n8,522 $ 4,896\\n\\n3,866 $ 3,382\\n\\n3,736 $ 2,695\\n\\n— $ —\\n\\n27,397 $ 21,308\\n\\n1,299 $ 974\\n\\n— $ —\\n\\n28,696 22,282\\n\\nOther\\n\\nTOTAL REVENUES\\n\\n$\\n\\n—\\n\\n21,608 $\\n\\n—\\n\\n13,418 $\\n\\n— 7,248 $\\n\\n— 6,431 $\\n\\n58 58 $\\n\\n58\\n\\n48,763 $\\n\\n154 2,427 $\\n\\n27 27 $\\n\\n239 51,217\\n\\n(1) Refer to Note 18 — Acquisitions and Divestitures for additional information on the transition of the Company's NIKE Brand businesses in its CASA territory to third-party distributors.\\n\\nYEAR ENDED MAY 31, 2022\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\\n\\nASIA PACIFIC & LATIN AMERICA\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE\\n\\nBRAND CONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by: Footwear Apparel\\n\\n$\\n\\n12,228 $ 5,492\\n\\n7,388 $ 4,527\\n\\n5,416 $ 1,938\\n\\n4,111 $ 1,610\\n\\n— $ —\\n\\n29,143 $ 13,567\\n\\n2,094 $ 103\\n\\n— $ —\\n\\n31,237 13,670\\n\\nEquipment Other\\n\\n633 —\\n\\n564 —\\n\\n193 —\\n\\n234 —\\n\\n— 102\\n\\n1,624 102\\n\\n26 123\\n\\n— (72)\\n\\n1,650 153\\n\\nTOTAL REVENUES Revenues by:\\n\\n$\\n\\n18,353 $\\n\\n12,479 $\\n\\n7,547 $\\n\\n5,955 $\\n\\n102 $\\n\\n44,436 $\\n\\n2,346 $\\n\\n(72) $\\n\\n46,710\\n\\nSales to Wholesale Customers Sales through Direct to Consumer Other\\n\\n$\\n\\n9,621 $ 8,732 —\\n\\n8,377 $ 4,102 —\\n\\n4,081 $ 3,466 —\\n\\n3,529 $ 2,426 —\\n\\n— $ — 102\\n\\n25,608 $ 18,726 102\\n\\n1,292 $ 931 123\\n\\n— $ — (72)\\n\\n26,900 19,657 153\\n\\nTOTAL REVENUES\\n\\n$\\n\\n18,353 $\\n\\n12,479 $\\n\\n7,547 $\\n\\n5,955 $\\n\\n102 $\\n\\n44,436 $\\n\\n2,346 $\\n\\n(72) $\\n\\n46,710\\n\\n2023 FORM 10-K 83\\n\\nTable of Contents\\n\\nYEAR ENDED MAY 31, 2021\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\"),\n",
              "  0.261225402355)]"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# filter results to a certain distance threshold\n",
        "rds.similarity_search_with_score(query=\"Nike company revenue\", k=4, distance_threshold=0.3)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XdzQa112Bf2b"
      },
      "source": [
        "## RAG with LangChain\n",
        "LangChain makes it easy to now take this vector store and build retireval augmented generation (RAG) applications over your data."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "collapsed": false,
        "id": "CU2aFQPW1vmz"
      },
      "source": [
        "### Initialize OpenAI\n",
        "\n",
        "You need to supply an OpenAI API key (starts with `sk-...`) when prompted. If the key is in your env -- great, otherwise enter it when prompted below. You can find your API key at https://platform.openai.com/account/api-keys"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GSpH-cur1vmz",
        "outputId": "b00de5c7-1684-4e8e-c146-6d402910cdc5"
      },
      "outputs": [],
      "source": [
        "import getpass\n",
        "from langchain_openai import ChatOpenAI\n",
        "\n",
        "llm = ChatOpenAI(openai_api_key=os.getenv(\"OPENAI_API_KEY\") or getpass.getpass(prompt=\"OpenAI API Key:\"))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-SQXQB-c1vmz"
      },
      "source": [
        "### Setup prompt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [],
      "source": [
        "from langchain_core.output_parsers import StrOutputParser\n",
        "from langchain_core.prompts import ChatPromptTemplate\n",
        "from langchain_core.runnables import RunnablePassthrough\n",
        "\n",
        "prompt_template = \"\"\"\n",
        "    Use the following pieces of context from financial 10k filings data to answer the user question at the end. \n",
        "    If you don't know the answer, say that you don't know, don't try to make up an answer.\n",
        "\n",
        "    Context:\n",
        "    ---------\n",
        "    {context}\n",
        "    ---------\n",
        "    Question:\n",
        "    {question}\n",
        "    Answer:\n",
        "\"\"\"\n",
        "\n",
        "def format_docs(docs):\n",
        "    return \"\\n\\n\".join(doc.page_content for doc in docs)\n",
        "\n",
        "prompt = ChatPromptTemplate.from_template(prompt_template)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xgEXBujxG1dO"
      },
      "source": [
        "### Putting it all together\n",
        "\n",
        "This is where the Langchain brings all the components together in a form of a simple RAG application with the financial PDF document."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [],
      "source": [
        "rag_chain = (\n",
        "    {\n",
        "        \"context\": rds.as_retriever() | format_docs,\n",
        "        \"question\": RunnablePassthrough()\n",
        "    }\n",
        "    | prompt\n",
        "    | llm\n",
        "    | StrOutputParser()\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SURTtVbYBFGc"
      },
      "source": [
        "### Finally - let's ask questions!\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "0JkswfOHZu9h",
        "outputId": "813fffe6-3d8b-4df7-a035-c54e421c0856"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "\"Nike's revenue last year was $44,538 million, and this year it was $51,217 million.\""
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "query = \"What was Nike's revenue last year compared to this year??\"\n",
        "rag_chain.invoke(query)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "ZvioUduS1vm0",
        "outputId": "a8ba0e5d-c06b-4848-d066-c26884b3caee"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'The exact number of products Nike offers is not explicitly stated in the provided context. However, Nike is part of the athletic footwear, apparel, and equipment industry, which is highly competitive both in the United States and worldwide.'"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "query = \"How many products does Nike offer? What is the industry that Nike is part of?\"\n",
        "rag_chain.invoke(query)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "Q9mE5z-61vm1",
        "outputId": "e3860d3e-e68b-489b-9897-c7118377c7bb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'Based on the provided information, there is no specific mention or data that directly addresses the ethical practices of Nike as a company. Therefore, it is not possible to determine if Nike is an ethical company based on the provided context.'"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "query = \"Is Nike an ethical company?\"\n",
        "rag_chain.invoke(query)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5itk4UPF1vm1"
      },
      "source": [
        "## Cleanup\n",
        "\n",
        "Cleanup the index and data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "DtZi-mQ61vm-"
      },
      "outputs": [
        {
          "ename": "ValueError",
          "evalue": "REDIS_URL env var not set",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "Cell \u001b[0;32mIn[18], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mredisvl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mindex\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m SearchIndex\n\u001b[0;32m----> 3\u001b[0m idx \u001b[38;5;241m=\u001b[39m \u001b[43mSearchIndex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_existing\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mindex_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mredis_url\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mREDIS_URL\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m      8\u001b[0m idx\u001b[38;5;241m.\u001b[39mdelete()\n",
            "File \u001b[0;32m~/.pyenv/versions/3.11.9/lib/python3.11/site-packages/redisvl/index/index.py:322\u001b[0m, in \u001b[0;36mSearchIndex.from_existing\u001b[0;34m(cls, name, redis_client, redis_url, **kwargs)\u001b[0m\n\u001b[1;32m    320\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    321\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m redis_url:\n\u001b[0;32m--> 322\u001b[0m         redis_client \u001b[38;5;241m=\u001b[39m \u001b[43mRedisConnectionFactory\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_redis_connection\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    323\u001b[0m \u001b[43m            \u001b[49m\u001b[43mredis_url\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mredis_url\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    324\u001b[0m \u001b[43m            \u001b[49m\u001b[43mrequired_modules\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mREQUIRED_MODULES_FOR_INTROSPECTION\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    325\u001b[0m \u001b[43m            \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    326\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    327\u001b[0m     \u001b[38;5;28;01melif\u001b[39;00m redis_client:\n\u001b[1;32m    328\u001b[0m         RedisConnectionFactory\u001b[38;5;241m.\u001b[39mvalidate_sync_redis(\n\u001b[1;32m    329\u001b[0m             redis_client, required_modules\u001b[38;5;241m=\u001b[39mREQUIRED_MODULES_FOR_INTROSPECTION\n\u001b[1;32m    330\u001b[0m         )\n",
            "File \u001b[0;32m~/.pyenv/versions/3.11.9/lib/python3.11/site-packages/redisvl/redis/connection.py:248\u001b[0m, in \u001b[0;36mRedisConnectionFactory.get_redis_connection\u001b[0;34m(url, required_modules, **kwargs)\u001b[0m\n\u001b[1;32m    224\u001b[0m \u001b[38;5;129m@staticmethod\u001b[39m\n\u001b[1;32m    225\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_redis_connection\u001b[39m(\n\u001b[1;32m    226\u001b[0m     url: Optional[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    227\u001b[0m     required_modules: Optional[List[Dict[\u001b[38;5;28mstr\u001b[39m, Any]]] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    228\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    229\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Redis:\n\u001b[1;32m    230\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Creates and returns a synchronous Redis client.\u001b[39;00m\n\u001b[1;32m    231\u001b[0m \n\u001b[1;32m    232\u001b[0m \u001b[38;5;124;03m    Args:\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    246\u001b[0m \u001b[38;5;124;03m        RedisModuleVersionError: If required Redis modules are not installed.\u001b[39;00m\n\u001b[1;32m    247\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 248\u001b[0m     url \u001b[38;5;241m=\u001b[39m url \u001b[38;5;129;01mor\u001b[39;00m \u001b[43mget_address_from_env\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    249\u001b[0m     client \u001b[38;5;241m=\u001b[39m Redis\u001b[38;5;241m.\u001b[39mfrom_url(url, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    251\u001b[0m     RedisConnectionFactory\u001b[38;5;241m.\u001b[39mvalidate_sync_redis(\n\u001b[1;32m    252\u001b[0m         client, required_modules\u001b[38;5;241m=\u001b[39mrequired_modules\n\u001b[1;32m    253\u001b[0m     )\n",
            "File \u001b[0;32m~/.pyenv/versions/3.11.9/lib/python3.11/site-packages/redisvl/redis/connection.py:61\u001b[0m, in \u001b[0;36mget_address_from_env\u001b[0;34m()\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Get a redis connection from environment variables.\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \n\u001b[1;32m     57\u001b[0m \u001b[38;5;124;03mReturns:\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;124;03m    str: Redis URL\u001b[39;00m\n\u001b[1;32m     59\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m     60\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mREDIS_URL\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m os\u001b[38;5;241m.\u001b[39menviron:\n\u001b[0;32m---> 61\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mREDIS_URL env var not set\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m os\u001b[38;5;241m.\u001b[39menviron[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mREDIS_URL\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n",
            "\u001b[0;31mValueError\u001b[0m: REDIS_URL env var not set"
          ]
        }
      ],
      "source": [
        "from redisvl.index import SearchIndex\n",
        "\n",
        "idx = SearchIndex.from_existing(\n",
        "    index_name,\n",
        "    redis_url=REDIS_URL\n",
        ")\n",
        "\n",
        "idx.delete()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'0.4.0'"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import redisvl\n",
        "\n",
        "redisvl.__version__"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'5.2.1'"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import redis\n",
        "\n",
        "redis.__version__"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'redis://:@localhost:6379'"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "REDIS_URL"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
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