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": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B3v1wUzX1vmq",
        "outputId": "84a3feff-e7c1-41ba-9ab1-8c975074552e"
      },
      "outputs": [],
      "source": [
        "# NBVAL_SKIP\n",
        "!pip install -q redis \"unstructured[pdf]\" sentence-transformers langchain langchain-redis langchain-huggingface"
      ]
    },
    {
      "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/eval_dataset_1000_0.json', 'resources/nke-10k-2023.pdf', 'resources/amzn-10k-2023.pdf', 'resources/metrics_2500_0.csv', 'resources/jnj-10k-2023.pdf', 'resources/new_testset.csv', 'resources/aapl-10k-2023.pdf', 'resources/testset_15.csv', 'resources/retrieval_basic_rag_test.csv', 'resources/nvd-10k-2023.pdf', '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": "stdout",
          "output_type": "stream",
          "text": [
            "Done preprocessing. Created 180 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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        },
        "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": [],
      "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": [
              "180"
            ]
          },
          "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": 8,
      "metadata": {
        "id": "Gv6SxKOB1vmy"
      },
      "outputs": [],
      "source": [
        "from redisvl.query.filter import Text"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "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",
              "  0.49901175499),\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) $\\n\\n46,710\\n\\n2023 FORM 10-K 83\\n\\nTable of Contents\\n\\nYEAR ENDED MAY 31, 2021\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\"),\n",
              "  0.529602944851),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"NIKE, INC. CONSOLIDATED STATEMENTS OF INCOME\\n\\n(In millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense NET INCOME\\n\\nEarnings per common share:\\n\\nBasic Diluted\\n\\nWeighted average common shares outstanding:\\n\\nBasic Diluted\\n\\nThe accompanying Notes to the Consolidated Financial Statements are an integral part of this statement.\\n\\n$\\n\\n$\\n\\n$ $\\n\\nYEAR ENDED MAY 31,\\n\\n2023\\n\\n2022\\n\\n2021\\n\\n51,217 $ 28,925\\n\\n46,710 $ 25,231\\n\\n44,538 24,576\\n\\n22,292 4,060 12,317\\n\\n21,479 3,850 10,954\\n\\n19,962 3,114 9,911\\n\\n16,377 (6)\\n\\n14,804 205\\n\\n13,025 262\\n\\n(280) 6,201\\n\\n(181) 6,651\\n\\n14 6,661\\n\\n1,131 5,070 $\\n\\n605 6,046 $\\n\\n934 5,727\\n\\n3.27 $ 3.23 $\\n\\n3.83 $ 3.75 $\\n\\n3.64 3.56\\n\\n1,551.6 1,569.8\\n\\n1,578.8 1,610.8\\n\\n1,573.0 1,609.4\\n\\n2023 FORM 10-K 55\\n\\nTable of Contents\\n\\nNIKE, INC. CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME\\n\\nYEAR ENDED MAY 31,\\n\\n(Dollars in millions)\\n\\n2023\\n\\n2022\\n\\nNet income Other comprehensive income (loss), net of tax:\\n\\n$\\n\\n5,070 $\\n\\n6,046 $\\n\\nChange in net foreign currency translation adjustment\\n\\n267\\n\\n(522)\\n\\nChange in net gains (losses) on cash flow hedges Change in net gains (losses) on other\\n\\n(348) (6)\\n\\n1,214 6\\n\\nTotal other comprehensive income (loss), net of tax TOTAL COMPREHENSIVE INCOME\\n\\n$\\n\\n(87) 4,983 $\\n\\n698 6,744 $\\n\\nThe accompanying Notes to the Consolidated Financial Statements are an integral part of this statement.\\n\\n2023 FORM 10-K 56\\n\\n2021\\n\\n5,727\\n\\n496\\n\\n(825) 5\\n\\n(324) 5,403\\n\\nTable of Contents\\n\\nNIKE, INC. CONSOLIDATED BALANCE SHEETS\\n\\n(In millions)\\n\\nASSETS\\n\\nCurrent assets:\\n\\nCash and equivalents Short-term investments\\n\\nAccounts receivable, net Inventories Prepaid expenses and other current assets\\n\\nTotal current assets\\n\\nProperty, plant and equipment, net\\n\\nOperating lease right-of-use assets, net Identifiable intangible assets, net Goodwill\\n\\nDeferred income taxes and other assets\\n\\nTOTAL ASSETS\\n\\nLIABILITIES AND SHAREHOLDERS' EQUITY Current liabilities:\\n\\nCurrent portion of long-term debt Notes payable Accounts payable\\n\\nCurrent portion of operating lease liabilities Accrued liabilities Income taxes payable\\n\\nTotal current liabilities\\n\\nLong-term debt\\n\\nOperating lease liabilities Deferred income taxes and other liabilities Commitments and contingencies (Note 16)\\n\\nRedeemable preferred stock Shareholders' equity: Common stock at stated value:\"),\n",
              "  0.560668945312),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='Lower margin in our NIKE Direct business, driven by higher promotional activity to liquidate inventory in the current period compared to lower promotional activity in\\n\\nthe prior period resulting from lower available inventory supply;\\n\\nUnfavorable changes in net foreign currency exchange rates, including hedges; and\\n\\nLower off-price margin, on a wholesale equivalent basis.\\n\\nThis was partially offset by:\\n\\nHigher NIKE Brand full-price ASP, net of discounts, on a wholesale equivalent basis, due primarily to strategic pricing actions and product mix; and\\n\\nLower other costs, primarily due to higher inventory obsolescence reserves recognized in Greater China in the fourth quarter of fiscal 2022.\\n\\nTOTAL SELLING AND ADMINISTRATIVE EXPENSE\\n\\n(Dollars in millions)\\n\\nDemand creation expense Operating overhead expense\\n\\n(1)\\n\\n$\\n\\nFISCAL 2023 4,060 12,317\\n\\n$\\n\\nFISCAL 2022 3,850 10,954\\n\\n% CHANGE\\n\\n5 % $\\n\\n12 %\\n\\nFISCAL 2021 3,114 9,911\\n\\nTotal selling and administrative expense\\n\\n% of revenues\\n\\n$\\n\\n16,377\\n\\n32.0 %\\n\\n$\\n\\n14,804\\n\\n31.7 %\\n\\n11 % $ 30 bps\\n\\n13,025\\n\\n29.2 %\\n\\n(1) Demand creation expense consists of advertising and promotion costs, including costs of endorsement contracts, complimentary product, television, digital and print advertising and media costs, brand\\n\\nevents and retail brand presentation.\\n\\nFISCAL 2023 COMPARED TO FISCAL 2022\\n\\nDemand creation expense increased 5% for fiscal 2023, primarily due to higher advertising and marketing expense and higher sports marketing expense. Changes in foreign currency exchange rates decreased Demand creation expense by approximately 4 percentage points.\\n\\nOperating overhead expense increased 12%, primarily due to higher wage-related expenses, NIKE Direct variable costs, strategic technology enterprise investments and other administrative costs. Changes in foreign currency exchange rates decreased Operating overhead expense by approximately 3 percentage points.\\n\\n2023 FORM 10-K 34\\n\\n% CHANGE\\n\\n24 % 11 %\\n\\n14 % 250 bps\\n\\nTable of Contents\\n\\nOTHER (INCOME) EXPENSE, NET\\n\\n(Dollars in millions)\\n\\nFISCAL 2023\\n\\nFISCAL 2022\\n\\nFISCAL 2021\\n\\nOther (income) expense, net\\n\\n$\\n\\n(280) $\\n\\n(181) $\\n\\n14\\n\\nOther (income) expense, net comprises foreign currency conversion gains and losses from the remeasurement of monetary assets and liabilities denominated in non- functional currencies and the impact of certain foreign currency derivative instruments, as well as unusual or non-operating transactions that are outside the normal course of business.'),\n",
              "  0.574473142624)]"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# basic \"top 4\" vector search on a given query\n",
        "rds.similarity_search_with_score(query=\"Profit margins\", k=4)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "od6Wqmya1vmy",
        "outputId": "5dbac581-4a07-45b0-d630-995342e91dc7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[(Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"(Dollars in millions, except per share data)\\n\\nRevenues Cost of sales\\n\\nGross profit Gross margin\\n\\nDemand creation expense Operating overhead expense\\n\\nTotal selling and administrative expense % of revenues\\n\\nInterest expense (income), net\\n\\nOther (income) expense, net Income before income taxes\\n\\nIncome tax expense Effective tax rate\\n\\nNET INCOME Diluted earnings per common share\\n\\n$\\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",
              "  0.49901175499),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='NIKE Brand revenues, which represented over 90% of NIKE, Inc. Revenues, increased 10% and 16% on a reported and currency-neutral basis, respectively. This increase was primarily due to higher revenues in Men\\'s, the Jordan Brand, Women\\'s and Kids\\' which grew 17%, 35%,11% and 10%, respectively, on a wholesale equivalent basis.\\n\\nNIKE Brand footwear revenues increased 20% on a currency-neutral basis, due to higher revenues in Men\\'s, the Jordan Brand, Women\\'s and Kids\\'. Unit sales of footwear increased 13%, while higher average selling price (\"ASP\") per pair contributed approximately 7 percentage points of footwear revenue growth. Higher ASP was primarily due to higher full-price ASP, net of discounts, on a wholesale equivalent basis, and growth in the size of our NIKE Direct business, partially offset by lower NIKE Direct ASP.\\n\\nNIKE Brand apparel revenues increased 8% on a currency-neutral basis, primarily due to higher revenues in Men\\'s. Unit sales of apparel increased 4%, while higher ASP per unit contributed approximately 4 percentage points of apparel revenue growth. Higher ASP was primarily due to higher full-price ASP and growth in the size of our NIKE Direct business, partially offset by lower NIKE Direct ASP, reflecting higher promotional activity.\\n\\nNIKE Direct revenues increased 14% from $18.7 billion in fiscal 2022 to $21.3 billion in fiscal 2023. On a currency-neutral basis, NIKE Direct revenues increased 20% primarily driven by NIKE Brand Digital sales growth of 24%, comparable store sales growth of 14% and the addition of new stores. For further information regarding comparable store sales, including the definition, see \"Comparable Store Sales\". NIKE Brand Digital sales were $12.6 billion for fiscal 2023 compared to $10.7 billion for fiscal 2022.\\n\\n2023 FORM 10-K 33\\n\\nTable of Contents\\n\\nGROSS MARGIN FISCAL 2023 COMPARED TO FISCAL 2022\\n\\nFor fiscal 2023, our consolidated gross profit increased 4% to $22,292 million compared to $21,479 million for fiscal 2022. Gross margin decreased 250 basis points to 43.5% for fiscal 2023 compared to 46.0% for fiscal 2022 due to the following:\\n\\nWholesale equivalent\\n\\nThe decrease in gross margin for fiscal 2023 was primarily due to:\\n\\nHigher NIKE Brand product costs, on a wholesale equivalent basis, primarily due to higher input costs and elevated inbound freight and logistics costs as well as\\n\\nproduct mix;'),\n",
              "  0.650711655617),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='131.10 115.56 126.97\\n\\n(1) Includes an immaterial amount of PSU transactions\\n\\nThe weighted average fair value per share of restricted stock and restricted stock units granted for the fiscal years ended May 31, 2023, 2022 and 2021, computed as of the grant date, was $115.56, $168.04 and $113.84, respectively. During the fiscal years ended May 31, 2023, 2022 and 2021, the aggregate fair value of vested restricted stock and restricted stock units was $250 million, $354 million and $310 million, respectively, computed as of the date of vesting.\\n\\nAs of May 31, 2023, the Company had $649 million of unrecognized compensation costs from restricted stock and restricted stock units, net of estimated forfeitures, to be recognized in Cost of sales or Operating overhead expense, as applicable, over a weighted average remaining period of 2.3 years.\\n\\n2023 FORM 10-K 76\\n\\nTable of Contents\\n\\nNOTE 10 — EARNINGS PER SHARE\\n\\nThe following is a reconciliation from basic earnings per common share to diluted earnings per common share. The computations of diluted earnings per common share excluded restricted stock, restricted stock units and options, including shares under ESPPs, to purchase an estimated additional 31.7 million, 9.4 million and 11.3 million shares of common stock outstanding for the fiscal years ended May 31, 2023, 2022 and 2021, respectively, because the awards were assumed to be anti-dilutive.\\n\\nYEAR ENDED MAY 31,\\n\\n(In millions, except per share data)\\n\\n2023\\n\\n2022\\n\\n2021\\n\\nNet income available to common stockholders\\n\\n$\\n\\n5,070 $\\n\\n6,046 $\\n\\n5,727\\n\\nDetermination of shares:\\n\\nWeighted average common shares outstanding Assumed conversion of dilutive stock options and awards\\n\\n1,551.6 18.2\\n\\n1,578.8 32.0\\n\\n1,573.0 36.4\\n\\nDILUTED WEIGHTED AVERAGE COMMON SHARES OUTSTANDING\\n\\n1,569.8\\n\\n1,610.8\\n\\n1,609.4\\n\\nEarnings per common share:\\n\\nBasic Diluted\\n\\n$ $\\n\\n3.27 $ 3.23 $\\n\\n3.83 $ 3.75 $\\n\\n3.64 3.56\\n\\nNOTE 11 — BENEFIT PLANS\\n\\nThe Company has a qualified 401(k) Savings and Profit Sharing Plan, in which all U.S. employees are able to participate. The Company matches a portion of employee contributions to the savings plan. Company contributions to the savings plan were $136 million, $126 million and $110 million and included in Cost of sales or Operating overhead expense, as applicable, for the fiscal years ended May 31, 2023, 2022 and 2021, respectively.'),\n",
              "  0.689424514771),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='Because contract manufacturers make a majority of our products outside of our principal sales markets, our products must be transported by third parties over large geographic distances. Delays in the shipment or delivery of our products due to the availability of transportation, container shortages, labor shortages, including work stoppages or port strikes, infrastructure and port congestion or other factors, and costs and delays associated with consolidating or transitioning between manufacturers, have adversely impacted, and could in the future adversely impact the availability of our products and, in turn, our financial performance. In addition, delays in the shipment or delivery of our products, manufacturing delays or unexpected demand for our products have required us, and may in the future require us to use faster, but more expensive, transportation methods such as air freight, which could adversely affect our profit margins. The cost of oil is a significant component in manufacturing and transportation costs, so increases in the price of petroleum products can adversely affect our profit margins. Changes in U.S. trade policies, including modifications to import tariffs and existing trade policies and agreements, have also had, and could continue to have a significant impact on our activities in foreign jurisdictions, and could adversely affect our reputation or results of operations.\\n\\nOur success depends on our global distribution facilities.'),\n",
              "  0.73232448101)]"
            ]
          },
          "execution_count": 11,
          "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": 12,
      "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='4,780 (508)\\n\\n7 % -80 %\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES\\n\\n$\\n\\n40,127 $\\n\\n36,151\\n\\n11 %\\n\\n18 % $\\n\\n35,770\\n\\n1 %\\n\\n(1)\\n\\nThe percent change excluding currency changes and the presentation of wholesale equivalent revenues represent non-GAAP financial measures. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(3) 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\\n(4)\\n\\nAs a result of the Consumer Direct Acceleration strategy, announced in fiscal 2021, the Company is now organized around a consumer construct of Men\\'s, Women\\'s and Kids\\'. Beginning in the first quarter of fiscal 2022, unisex products are classified within Men\\'s, and Jordan Brand revenues are separately reported. Certain prior year amounts were reclassified to conform to fiscal 2022 presentation. These changes had no impact on previously reported consolidated results of operations or shareholders\\' equity.\\n\\n(5) Others include products not allocated to Men\\'s, Women\\'s, NIKE Kids\\' and Jordan Brand, as well as certain adjustments that are not allocated to products designated by consumer.\\n\\n2023 FORM 10-K 32\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\n4 % 6 %\\n\\n18 % 302 % 6 %\\n\\n7 % —\\n\\n6 %\\n\\n1 %\\n\\n15 % 302 %\\n\\n6 %\\n\\n1 % 7 % 1 %\\n\\n3 % 1 % 0 %\\n\\n7 % -79 %\\n\\n1 %\\n\\nTable of Contents\\n\\nFISCAL 2023 NIKE BRAND REVENUE HIGHLIGHTS The following tables present NIKE Brand revenues disaggregated by reportable operating segment, distribution channel and major product line:\\n\\nFISCAL 2023 COMPARED TO FISCAL 2022\\n\\nNIKE, Inc. Revenues were $51.2 billion in fiscal 2023, which increased 10% and 16% compared to fiscal 2022 on a reported and currency-neutral basis, respectively. The increase was due to higher revenues in North America, Europe, Middle East & Africa (\"EMEA\"), APLA and Greater China, which contributed approximately 7, 6, 2 and 1 percentage points to NIKE, Inc. Revenues, respectively.'),\n",
              "  0.28352534771),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='NIKE Brand revenues, which represented over 90% of NIKE, Inc. Revenues, increased 10% and 16% on a reported and currency-neutral basis, respectively. This increase was primarily due to higher revenues in Men\\'s, the Jordan Brand, Women\\'s and Kids\\' which grew 17%, 35%,11% and 10%, respectively, on a wholesale equivalent basis.\\n\\nNIKE Brand footwear revenues increased 20% on a currency-neutral basis, due to higher revenues in Men\\'s, the Jordan Brand, Women\\'s and Kids\\'. Unit sales of footwear increased 13%, while higher average selling price (\"ASP\") per pair contributed approximately 7 percentage points of footwear revenue growth. Higher ASP was primarily due to higher full-price ASP, net of discounts, on a wholesale equivalent basis, and growth in the size of our NIKE Direct business, partially offset by lower NIKE Direct ASP.\\n\\nNIKE Brand apparel revenues increased 8% on a currency-neutral basis, primarily due to higher revenues in Men\\'s. Unit sales of apparel increased 4%, while higher ASP per unit contributed approximately 4 percentage points of apparel revenue growth. Higher ASP was primarily due to higher full-price ASP and growth in the size of our NIKE Direct business, partially offset by lower NIKE Direct ASP, reflecting higher promotional activity.\\n\\nNIKE Direct revenues increased 14% from $18.7 billion in fiscal 2022 to $21.3 billion in fiscal 2023. On a currency-neutral basis, NIKE Direct revenues increased 20% primarily driven by NIKE Brand Digital sales growth of 24%, comparable store sales growth of 14% and the addition of new stores. For further information regarding comparable store sales, including the definition, see \"Comparable Store Sales\". NIKE Brand Digital sales were $12.6 billion for fiscal 2023 compared to $10.7 billion for fiscal 2022.\\n\\n2023 FORM 10-K 33\\n\\nTable of Contents\\n\\nGROSS MARGIN FISCAL 2023 COMPARED TO FISCAL 2022\\n\\nFor fiscal 2023, our consolidated gross profit increased 4% to $22,292 million compared to $21,479 million for fiscal 2022. Gross margin decreased 250 basis points to 43.5% for fiscal 2023 compared to 46.0% for fiscal 2022 due to the following:\\n\\nWholesale equivalent\\n\\nThe decrease in gross margin for fiscal 2023 was primarily due to:\\n\\nHigher NIKE Brand product costs, on a wholesale equivalent basis, primarily due to higher input costs and elevated inbound freight and logistics costs as well as\\n\\nproduct mix;'),\n",
              "  0.291597783566),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"3 % -4 %\\n\\n13 % 4 %\\n\\n1,494 190\\n\\n8 % 23 %\\n\\nTOTAL REVENUES Revenues by:\\n\\n$\\n\\n6,431 $\\n\\n5,955\\n\\n8 %\\n\\n17 % $\\n\\n5,343\\n\\n11 %\\n\\nSales to Wholesale Customers Sales through NIKE Direct\\n\\n$\\n\\n3,736 $ 2,695\\n\\n3,529 2,426\\n\\n6 % 11 %\\n\\n14 % $ 22 %\\n\\n3,387 1,956\\n\\n4 % 24 %\\n\\nTOTAL REVENUES EARNINGS BEFORE INTEREST AND TAXES\\n\\n$ $\\n\\n6,431 $ 1,932 $\\n\\n5,955 1,896\\n\\n8 % 2 %\\n\\n17 % $ $\\n\\n5,343 1,530\\n\\n11 % 24 %\\n\\nAs discussed previously, our NIKE Brand business in Brazil transitioned to a distributor operating model during fiscal 2021. We completed the sale of our entity in Chile and our entities in Argentina and Uruguay to third-party distributors in the first and second quarters of fiscal 2023, respectively. The impacts of closing these transactions are included within Corporate and are not reflected in the APLA operating segment results. This completed the transition of our NIKE Brand businesses within our CASA marketplace, which now reflects a full distributor operating model. For more information see Note 18 — Acquisitions and Divestitures within the accompanying Notes to the Consolidated Financial Statements.\\n\\nFISCAL 2023 COMPARED TO FISCAL 2022\\n\\nAPLA revenues increased 17% on a currency-neutral basis due to higher revenues across nearly all territories, led by Southeast Asia and India, Korea and Japan. The increase was partially offset by a decline in our CASA territory. Within our CASA territory, the transition of our Chile, Argentina and Uruguay entities to a third- party distributor operating model reduced APLA revenue growth by approximately 5 percentage points. Revenues increased primarily due to growth in Men's, Women's and the Jordan Brand. NIKE Direct revenues increased 22%, driven by digital sales growth of 23% and comparable store sales growth of 28%.\\n\\nFootwear revenues increased 19% on a currency-neutral basis, primarily due to higher revenues in Men's, Women's and the Jordan Brand. Unit sales of footwear increased 16%, while higher ASP per pair contributed approximately 3 percentage points of footwear revenue growth. Higher ASP per pair was primarily due to higher full-price ASP and growth in NIKE Direct, partially offset by lower NIKE Direct ASP.\\n\\nApparel revenues increased 13% on a currency-neutral basis, primarily due to higher revenues in Men's. Unit sales of apparel increased 9%, while higher ASP per\"),\n",
              "  0.296876847744),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='TOTAL NIKE BRAND Converse\\n\\n$\\n\\n1,932 (4,841)\\n\\n8,359 676\\n\\n$\\n\\n1,896 (4,262)\\n\\n8,406 669\\n\\n2 % -14 %\\n\\n1 % $ 1 %\\n\\n1,530 (3,656)\\n\\n8,641 543\\n\\nCorporate TOTAL NIKE, INC. EARNINGS BEFORE INTEREST AND TAXES\\n\\n(1)\\n\\n$\\n\\n(2,840)\\n\\n6,195\\n\\n$\\n\\n(2,219)\\n\\n6,856\\n\\n28 %\\n\\n10 % $\\n\\n(2,261)\\n\\n6,923\\n\\nEBIT margin\\n\\n(1)\\n\\n12.1 %\\n\\n14.7 %\\n\\n15.5 %\\n\\nInterest expense (income), net\\n\\n(6)\\n\\n205\\n\\n—\\n\\n262\\n\\nTOTAL NIKE, INC. INCOME BEFORE INCOME TAXES\\n\\n$\\n\\n6,201\\n\\n$\\n\\n6,651\\n\\n7 % $\\n\\n6,661\\n\\n(1) Total NIKE Brand EBIT, Total NIKE, Inc. EBIT and EBIT Margin represent non-GAAP financial measures. See \"Use of Non-GAAP Financial Measures\" for further information.\\n\\n2023 FORM 10-K 36\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\n7 % 12 % -13 %\\n\\n16 % 302 %\\n\\n6 % 7 %\\n\\n— 6 %\\n\\n% CHANGE\\n\\n0 % 35 % -27 %\\n\\n24 % -17 %\\n\\n3 % 23 % 2 %\\n\\n1 %\\n\\n—\\n\\n0 %\\n\\nTable of Contents\\n\\nNORTH AMERICA\\n\\n(Dollars in millions)\\n\\nFISCAL 2023 FISCAL 2022\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY\\n\\nCHANGES FISCAL 2021\\n\\n% CHANGE\\n\\n% CHANGE EXCLUDING CURRENCY CHANGES\\n\\nRevenues by: Footwear Apparel\\n\\n$\\n\\n14,897 $ 5,947\\n\\n12,228 5,492\\n\\n22 % 8 %\\n\\n22 % $ 9 %\\n\\n11,644 5,028\\n\\n5 % 9 %\\n\\n5 % 9 %\\n\\nEquipment\\n\\nTOTAL REVENUES\\n\\n$\\n\\n764 21,608 $\\n\\n633 18,353\\n\\n21 % 18 %\\n\\n21 % 18 % $\\n\\n507 17,179\\n\\n25 % 7 %\\n\\n25 % 7 %\\n\\nRevenues by:\\n\\nSales to Wholesale Customers\\n\\n$\\n\\n11,273 $\\n\\n9,621\\n\\n17 %\\n\\n18 % $\\n\\n10,186\\n\\n6 %\\n\\n6 %\\n\\nSales through NIKE Direct\\n\\nTOTAL REVENUES\\n\\n$\\n\\n10,335 21,608 $\\n\\n8,732 18,353\\n\\n18 % 18 %\\n\\n18 % 18 % $\\n\\n6,993 17,179\\n\\n25 % 7 %\\n\\n25 % 7 %\\n\\nEARNINGS BEFORE INTEREST AND TAXES\\n\\n$\\n\\n5,454 $\\n\\n5,114\\n\\n7 %\\n\\n$\\n\\n5,089\\n\\n0 %\\n\\nFISCAL 2023 COMPARED TO FISCAL 2022\\n\\nNorth America revenues increased 18% on a currency-neutral basis, primarily due to higher revenues in Men\\'s and the Jordan Brand. NIKE Direct revenues\\n\\nincreased 18%, driven by strong digital sales growth of 23%, comparable store sales growth of 9% and the addition of new stores.\\n\\nFootwear revenues increased 22% on a currency-neutral basis, primarily due to higher revenues in Men\\'s and the Jordan Brand. Unit sales of footwear increased\\n\\n17%, while higher ASP per pair contributed approximately 5 percentage points of footwear revenue growth. Higher ASP per pair was primarily due to higher full-price ASP and growth in NIKE Direct, partially offset by lower NIKE Direct ASP, reflecting higher promotional activity as well as lower available inventory supply in the prior period and a lower mix of full-price sales.'),\n",
              "  0.301767408848)]"
            ]
          },
          "execution_count": 12,
          "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": 13,
      "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",
              "  0.233286261559),\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) $\\n\\n46,710\\n\\n2023 FORM 10-K 83\\n\\nTable of Contents\\n\\nYEAR ENDED MAY 31, 2021\\n\\n(Dollars in millions)\\n\\nNORTH AMERICA\\n\\nEUROPE, MIDDLE EAST & AFRICA\\n\\nGREATER CHINA\"),\n",
              "  0.261225521564),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content='4,780 (508)\\n\\n7 % -80 %\\n\\nTOTAL NIKE BRAND WHOLESALE EQUIVALENT REVENUES\\n\\n$\\n\\n40,127 $\\n\\n36,151\\n\\n11 %\\n\\n18 % $\\n\\n35,770\\n\\n1 %\\n\\n(1)\\n\\nThe percent change excluding currency changes and the presentation of wholesale equivalent revenues represent non-GAAP financial measures. For further information, see \"Use of Non-GAAP Financial Measures\".\\n\\n(2) Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment.\\n\\n(3) 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\\n(4)\\n\\nAs a result of the Consumer Direct Acceleration strategy, announced in fiscal 2021, the Company is now organized around a consumer construct of Men\\'s, Women\\'s and Kids\\'. Beginning in the first quarter of fiscal 2022, unisex products are classified within Men\\'s, and Jordan Brand revenues are separately reported. Certain prior year amounts were reclassified to conform to fiscal 2022 presentation. These changes had no impact on previously reported consolidated results of operations or shareholders\\' equity.\\n\\n(5) Others include products not allocated to Men\\'s, Women\\'s, NIKE Kids\\' and Jordan Brand, as well as certain adjustments that are not allocated to products designated by consumer.\\n\\n2023 FORM 10-K 32\\n\\n% CHANGE EXCLUDING CURRENCY (1) CHANGES\\n\\n4 % 6 %\\n\\n18 % 302 % 6 %\\n\\n7 % —\\n\\n6 %\\n\\n1 %\\n\\n15 % 302 %\\n\\n6 %\\n\\n1 % 7 % 1 %\\n\\n3 % 1 % 0 %\\n\\n7 % -79 %\\n\\n1 %\\n\\nTable of Contents\\n\\nFISCAL 2023 NIKE BRAND REVENUE HIGHLIGHTS The following tables present NIKE Brand revenues disaggregated by reportable operating segment, distribution channel and major product line:\\n\\nFISCAL 2023 COMPARED TO FISCAL 2022\\n\\nNIKE, Inc. Revenues were $51.2 billion in fiscal 2023, which increased 10% and 16% compared to fiscal 2022 on a reported and currency-neutral basis, respectively. The increase was due to higher revenues in North America, Europe, Middle East & Africa (\"EMEA\"), APLA and Greater China, which contributed approximately 7, 6, 2 and 1 percentage points to NIKE, Inc. Revenues, respectively.'),\n",
              "  0.28352534771),\n",
              " (Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"ASIA PACIFIC & LATIN AMERICA\\n\\n(1)\\n\\nGLOBAL BRAND DIVISIONS\\n\\nTOTAL NIKE BRAND\\n\\nCONVERSE CORPORATE\\n\\nTOTAL NIKE, INC.\\n\\nRevenues by:\\n\\nFootwear Apparel Equipment\\n\\n$\\n\\n11,644 $ 5,028 507\\n\\n6,970 $ 3,996 490\\n\\n5,748 $ 2,347 195\\n\\n3,659 $ 1,494 190\\n\\n— $ — —\\n\\n28,021 $ 12,865 1,382\\n\\n1,986 $ 104 29\\n\\n— $ — —\\n\\n30,007 12,969 1,411\\n\\nOther\\n\\nTOTAL REVENUES\\n\\n$\\n\\n—\\n\\n17,179 $\\n\\n—\\n\\n11,456 $\\n\\n— 8,290 $\\n\\n— 5,343 $\\n\\n25 25 $\\n\\n25\\n\\n42,293 $\\n\\n86 2,205 $\\n\\n40 40 $\\n\\n151 44,538\\n\\nRevenues by:\\n\\nSales to Wholesale Customers $\\n\\n10,186 $\\n\\n7,812 $\\n\\n4,513 $\\n\\n3,387 $\\n\\n— $\\n\\n25,898 $\\n\\n1,353 $\\n\\n— $\\n\\n27,251\\n\\nSales through Direct to Consumer Other\\n\\n6,993 —\\n\\n3,644 —\\n\\n3,777 —\\n\\n1,956 —\\n\\n— 25\\n\\n16,370 25\\n\\n766 86\\n\\n— 40\\n\\n17,136 151\\n\\nTOTAL REVENUES\\n\\n$\\n\\n17,179 $\\n\\n11,456 $\\n\\n8,290 $\\n\\n5,343 $\\n\\n25 $\\n\\n42,293 $\\n\\n2,205 $\\n\\n40 $\\n\\n44,538\\n\\n(1) Refer to Note 18 — Acquisitions and Divestitures for additional information on the transition of the Company's NIKE Brand business in Brazil to a third-party distributor.\\n\\nFor the fiscal years ended May 31, 2023, 2022 and 2021, Global Brand Divisions revenues include NIKE Brand licensing and other miscellaneous revenues that are not part of a geographic operating segment. Converse Other revenues were primarily attributable to licensing businesses. Corporate revenues primarily consisted of foreign currency hedge gains and losses related to revenues generated by entities within the NIKE Brand geographic operating segments and Converse but managed through the Company's central foreign exchange risk management program.\\n\\nAs of May 31, 2023 and 2022, the Company did not have any contract assets and had an immaterial amount of contract liabilities recorded in Accrued liabilities on the Consolidated Balance Sheets.\\n\\nSALES-RELATED RESERVES\\n\\nAs of May 31, 2023 and 2022, the Company's sales-related reserve balance, which includes returns, post-invoice sales discounts and miscellaneous claims, was $994 million and $1,015 million, respectively, recorded in Accrued liabilities on the Consolidated Balance Sheets. The estimated cost of inventory for expected product returns was $226 million and $194 million as of May 31, 2023 and 2022, respectively, and was recorded in Prepaid expenses and other current assets on the Consolidated Balance Sheets.\\n\\nNOTE 15 — OPERATING SEGMENTS AND RELATED INFORMATION\"),\n",
              "  0.285882711411)]"
            ]
          },
          "execution_count": 13,
          "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": 14,
      "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": 15,
      "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": 18,
      "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": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "0JkswfOHZu9h",
        "outputId": "813fffe6-3d8b-4df7-a035-c54e421c0856"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "\"Nike's revenue for the fiscal year ended May 31, 2023, was $51,217 million, while the revenue for the fiscal year ended May 31, 2022, was $46,710 million. This represents an increase in revenue from the previous year.\""
            ]
          },
          "execution_count": 20,
          "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": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "ZvioUduS1vm0",
        "outputId": "a8ba0e5d-c06b-4848-d066-c26884b3caee"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'Nike offers three main types of products: footwear, apparel, and equipment. Nike is part of the athletic footwear, apparel, and equipment industry.'"
            ]
          },
          "execution_count": 21,
          "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": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "Q9mE5z-61vm1",
        "outputId": "e3860d3e-e68b-489b-9897-c7118377c7bb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "\"I don't have access to real-time information or subjective assessments, so I cannot provide a definitive answer on whether Nike is considered an ethical company. It is recommended to research and analyze various sources, including corporate social responsibility reports and news articles, to form your own opinion on the ethical practices of Nike.\""
            ]
          },
          "execution_count": 22,
          "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": 23,
      "metadata": {
        "id": "DtZi-mQ61vm-"
      },
      "outputs": [],
      "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()"
      ]
    }
  ],
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      "codemirror_mode": {
        "name": "ipython",
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      "mimetype": "text/x-python",
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