AudiChatbot.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyPO2fZ3T3/t+Y973XZOjDz2",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ayushwattal/CustomChatBot-Embedchain/blob/main/AudiChatbot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Audi ChatBot using Embedchain framework.\n"
      ],
      "metadata": {
        "id": "ldzlHaEyO3qN"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Install embedchain library"
      ],
      "metadata": {
        "id": "QORT4VbjPMxV"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0KnZJIb3OcRv",
        "outputId": "33786310-73ee-46db-80c9-6063729cf7e3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h  Building wheel for hnswlib (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "google-colab 1.0.0 requires requests==2.27.1, but you have requests 2.31.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0m"
          ]
        }
      ],
      "source": [
        "# Downlaod embedchain library\n",
        "! pip install -q embedchain"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Set OpenAI API Key"
      ],
      "metadata": {
        "id": "_fiHr4X2QWAs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Set OpenAI API Key\n",
        "import os\n",
        "\n",
        "\n",
        "import key\n",
        "os.environ['OPENAI_API_KEY'] = key.OPENAI_API_KEY #environment variables\n",
        "\n",
        "# OR\n",
        "# Set your OpenAI API Key\n",
        "# os.environ['OPENAI_API_KEY'] = \"sk--\"\n"
      ],
      "metadata": {
        "id": "WkZjOmRUOl1P"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Install embedchain\n",
        "from embedchain import App"
      ],
      "metadata": {
        "id": "fVvS44kkOnrV"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Create Bot Instance"
      ],
      "metadata": {
        "id": "Rx0TXyH7Qbjt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "Audi_ChatBot = App()"
      ],
      "metadata": {
        "id": "ldb8Wu46On89"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Trian the Bot"
      ],
      "metadata": {
        "id": "hqM8usM8Qdys"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Embed Online Resources\n",
        "Audi_ChatBot.add(\"youtube_video\",\"https://www.youtube.com/watch?v=LmjdUjvJL1E\")\n",
        "Audi_ChatBot.add(\"web_page\",\"https://www.audiusa.com/us/web/en/models/a3/a3/2023/overview.html\")\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uSfXi1UXOoAC",
        "outputId": "d5e89917-2f7e-4694-b6e4-1bdd69cfc35d"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "All data from https://www.youtube.com/watch?v=LmjdUjvJL1E already exists in the database.\n",
            "Successfully saved https://www.audiusa.com/us/web/en/models/a3/a3/2023/overview.html. Total chunks count: 14\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Embed Local Resources\n",
        "Audi_ChatBot.add_local(\"pdf_file\", \"/content/data/2020-audi-a3-24.pdf\")"
      ],
      "metadata": {
        "id": "rnAxi3GEgTiB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Query the created chatbot"
      ],
      "metadata": {
        "id": "81Zp0w_VQrQh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "result = Audi_ChatBot.query(\"What can adaptive cruise control do? \")\n",
        "\n",
        "print(result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9bZlOrKtOoCw",
        "outputId": "a579a4a7-81b2-44c6-9039-07922e68b1a7"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Adaptive cruise control can adjust the speed of the vehicle to maintain a safe distance from the vehicle ahead.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "References:-\n",
        "1. This project was possible using Embedchain (https://github.com/embedchain/embedchain)\n",
        "2. For Audi Manuals (https://ownersmanuals2.com/make/audi)\n",
        "3. For Youtube Video Kelley Blue Book (https://www.youtube.com/watch?v=LmjdUjvJL1E)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "EKVzq6N6RrxV"
      }
    }
  ]
}