QA_Generation_using_GeminiAPI_from_Support_Docs1.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "provenance": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyPBi2W0r293VgCxQiUN97/N",
      "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/navneetkrc/Deep-Learning-Experiments-implemented-using-Google-Colab/blob/master/QA_Generation_using_GeminiAPI_from_Support_Docs1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## pymupdf4llm"
      ],
      "metadata": {
        "id": "3FZJ5hnEgFEy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pymupdf4llm==0.0.17 > /dev/null 2>&1"
      ],
      "metadata": {
        "id": "ufAjcVq5er58"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://downloadcenter.samsung.com/content/UM/202501/20250124164253078/SM-S93X_UG_EU_15_Eng_Rev.1.0_250123.pdf"
      ],
      "metadata": {
        "id": "t4sIoC5QppNR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5e1e893f-8da8-44eb-bd41-7b4079524cf8"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2025-01-28 18:22:32--  https://downloadcenter.samsung.com/content/UM/202501/20250124164253078/SM-S93X_UG_EU_15_Eng_Rev.1.0_250123.pdf\n",
            "Resolving downloadcenter.samsung.com (downloadcenter.samsung.com)... 23.213.219.134\n",
            "Connecting to downloadcenter.samsung.com (downloadcenter.samsung.com)|23.213.219.134|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 3451988 (3.3M) [application/pdf]\n",
            "Saving to: ‘SM-S93X_UG_EU_15_Eng_Rev.1.0_250123.pdf’\n",
            "\n",
            "SM-S93X_UG_EU_15_En 100%[===================>]   3.29M  5.24MB/s    in 0.6s    \n",
            "\n",
            "2025-01-28 18:22:33 (5.24 MB/s) - ‘SM-S93X_UG_EU_15_Eng_Rev.1.0_250123.pdf’ saved [3451988/3451988]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pymupdf4llm\n",
        "\n",
        "markdwon_text = pymupdf4llm.to_markdown('/content/SM-S93X_UG_EU_15_Eng_Rev.1.0_250123.pdf') #S25 User Manual"
      ],
      "metadata": {
        "id": "q7H_BIele1Rm",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d0043437-03ca-4d89-ab68-fbb65565b92d"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Processing /content/SM-S93X_UG_EU_15_Eng_Rev.1.0_250123.pdf...\n",
            "[                                        ] (0/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[                                        ] (  1/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[                                        ] (  2/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[                                        ] (  3/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[                                        ] (  4/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=                                       ] (  5/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=                                       ] (  6/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=                                       ] (  7/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=                                       ] (  8/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=                                       ] (  9/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==                                      ] ( 10/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==                                      ] ( 11/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==                                      ] ( 12/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==                                      ] ( 13/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===                                     ] ( 14/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===                                     ] ( 15/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===                                     ] ( 16/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===                                     ] ( 17/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===                                     ] ( 18/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====                                    ] ( 19/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====                                    ] ( 20/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====                                    ] ( 21/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====                                    ] ( 22/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====                                    ] ( 23/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====                                   ] ( 24/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====                                   ] ( 25/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====                                   ] ( 26/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====                                   ] ( 27/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======                                  ] ( 28/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======                                  ] ( 29/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======                                  ] ( 30/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======                                  ] ( 31/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======                                  ] ( 32/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======                                 ] ( 33/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======                                 ] ( 34/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======                                 ] ( 35/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======                                 ] ( 36/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========                                ] ( 37/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========                                ] ( 38/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========                                ] ( 39/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========                                ] ( 40/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========                                ] ( 41/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========                               ] ( 42/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========                               ] ( 43/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========                               ] ( 44/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========                               ] ( 45/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========                               ] ( 46/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========                              ] ( 47/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========                              ] ( 48/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========                              ] ( 49/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========                              ] ( 50/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========                             ] ( 51/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========                             ] ( 52/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========                             ] ( 53/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========                             ] ( 54/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========                             ] ( 55/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============                            ] ( 56/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============                            ] ( 57/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============                            ] ( 58/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============                            ] ( 59/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============                            ] ( 60/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============                           ] ( 61/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============                           ] ( 62/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============                           ] ( 63/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============                           ] ( 64/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============                          ] ( 65/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============                          ] ( 66/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============                          ] ( 67/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============                          ] ( 68/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============                          ] ( 69/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============                         ] ( 70/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============                         ] ( 71/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============                         ] ( 72/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============                         ] ( 73/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================                        ] ( 74/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================                        ] ( 75/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================                        ] ( 76/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================                        ] ( 77/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================                        ] ( 78/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================                       ] ( 79/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================                       ] ( 80/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================                       ] ( 81/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================                       ] ( 82/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================                       ] ( 83/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================                      ] ( 84/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================                      ] ( 85/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================                      ] ( 86/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================                      ] ( 87/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================                     ] ( 88/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================                     ] ( 89/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================                     ] ( 90/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================                     ] ( 91/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================                     ] ( 92/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================                    ] ( 93/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================                    ] ( 94/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================                    ] ( 95/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================                    ] ( 96/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================                    ] ( 97/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================                   ] ( 98/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================                   ] ( 99/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================                   ] (100/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================                   ] (101/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================                  ] (102/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================                  ] (103/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================                  ] (104/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================                  ] (105/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================                  ] (106/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======================                 ] (107/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======================                 ] (108/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======================                 ] (109/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=======================                 ] (110/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========================                ] (111/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========================                ] (112/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========================                ] (113/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========================                ] (114/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========================                ] (115/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========================               ] (116/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========================               ] (117/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========================               ] (118/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========================               ] (119/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=========================               ] (120/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========================              ] (121/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========================              ] (122/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========================              ] (123/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==========================              ] (124/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========================             ] (125/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========================             ] (126/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========================             ] (127/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========================             ] (128/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===========================             ] (129/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============================            ] (130/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============================            ] (131/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============================            ] (132/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============================            ] (133/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[============================            ] (134/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============================           ] (135/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============================           ] (136/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============================           ] (137/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=============================           ] (138/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============================          ] (139/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============================          ] (140/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============================          ] (141/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============================          ] (142/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==============================          ] (143/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============================         ] (144/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============================         ] (145/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============================         ] (146/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===============================         ] (147/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================================        ] (148/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================================        ] (149/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================================        ] (150/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================================        ] (151/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[================================        ] (152/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================================       ] (153/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================================       ] (154/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================================       ] (155/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================================       ] (156/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=================================       ] (157/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================================      ] (158/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================================      ] (159/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================================      ] (160/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[==================================      ] (161/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================================     ] (162/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================================     ] (163/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================================     ] (164/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================================     ] (165/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[===================================     ] (166/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================================    ] (167/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================================    ] (168/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================================    ] (169/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================================    ] (170/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[====================================    ] (171/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================================   ] (172/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================================   ] (173/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================================   ] (174/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[=====================================   ] (175/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================  ] (176/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================  ] (177/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================  ] (178/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================  ] (179/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================  ] (180/185)\b\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================= ] (181/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================= ] (182/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================= ] (183/185)\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[======================================= ] (184/185)\b\b\b\b\b\b\b\b\b\b\b\b=\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b[========================================] (185/185)\b\b\b\b\b\b\b\b\b\b\b]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "generated_text = markdwon_text\n",
        "content = markdwon_text\n",
        "generated_text"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        },
        "id": "0fMVzI_DfPBE",
        "outputId": "8c66d70b-3067-4003-9024-e90ca432dc71"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"# USER GUIDE\\n\\n###### SM-S931B SM-S931B/DS SM-S936B SM-S936B/DS SM-S938B SM-S938B/DS\\n\\n English 01/2025 Rev1 0 www samsung com\\n\\n\\n-----\\n\\n## Table of Contents\\n\\n\\n#### Getting started\\n\\n###### 5 Device layout and functions 11 Charging the battery 16 Nano-SIM card and eSIM 18 Turning the device on and off 19 Initial setup 20 Samsung account 21 Transferring data from your previous device (Smart Switch) 22 Understanding the screen 30 Notification panel 31 Quick settings panel 33 Screen capture and screen record 35 Entering text 37 Extracting text\\n\\n#### Apps and features\\n\\n###### 38 Installing or uninstalling apps 39 Galaxy AI 47 S Pen (Galaxy S25 Ultra) 56 Phone 60 Contacts 63 Camera 81 Gallery 86 Bixby 87 Bixby Vision 88 Multi window (Using multiple apps at once)\\n\\n\\n###### 89 Samsung Internet 90 Samsung Wallet 94 Samsung Health 94 Samsung Notes 99 Samsung Members 99 Samsung Kids 100 Samsung Global Goals 100 Samsung TV Plus 100 Samsung Find 100 Samsung Shop 101 Galaxy Wearable 101 PENUP (Galaxy S25 Ultra) 101 Calendar 102 Reminder 103 Voice Recorder 104 My Files (Checking and managing the files) 104 Clock 104 Calculator 105 Gaming Hub 105 Game Booster (Configuring your gaming environment) 107 SmartThings 108 Sharing content 109 Music Share 110 Smart View (Mirroring on a TV screen) 110 Samsung DeX 112 Google apps\\n\\n\\n-----\\n\\n#### Settings\\n\\n###### 113 Introduction 113 # to your Galaxy 113 Connections 115 Wi-Fi 116 Bluetooth 118 NFC and contactless payments 119 Data saver 119 Allowed networks for apps 120 Mobile Hotspot 120 More connection settings 122 Connected devices 123 Galaxy AI 123 Modes and Routines 123 Using modes 124 Using routines 125 Sounds and vibration 126 Sound quality and effects 126 Separate app sound 127 Notifications 127 Display 129 Motion smoothness 129 Changing the screen mode or adjusting the display colour 130 Battery 131 Wallpaper and style 131 Themes 131 Home screen 132 Lock screen and AOD 133 Extend Unlock 133 Always On Display (Displaying information when the screen is turned off)\\n\\n\\n###### 134 Security and privacy 135 Face recognition 137 Fingerprint recognition 139 Secure Wi-Fi 140 Secure Folder 143 Samsung Pass 144 Location 144 Safety and emergency 145 Accounts and backup 146 Samsung Cloud 146 Google 147 Advanced features 148 Motions and gestures 149 Video effects 149 Galaxy Avatar 150 Dual Messenger 151 Digital Wellbeing and parental controls 151 Device care 152 Apps 153 General management 154 Accessibility 155 Software update 155 About phone\\n\\n#### Usage notices\\n\\n###### 156 Precautions for using the device 159 Notes on package contents and accessories 160 Maintaining water and dust resistance 161 Device overheating situations and solutions\\n\\n\\n-----\\n\\n#### Appendix\\n\\n###### 165 Accessibility 179 Troubleshooting 184 Removing the battery\\n\\n\\n-----\\n\\n## Getting started\\n\\n### Device layout and functions\\n\\n###### ▶ Galaxy S25 Ultra:\\n\\nSpeaker\\n\\nFront camera\\n\\nProximity/Light sensor\\n\\n\\nMicrophone\\n\\nAir vent hole\\n\\nVolume button\\n\\n\\nSide button\\nScreen\\n\\nFingerprint recognition\\nsensor\\n\\n\\nS Pen\\n\\n\\nTray hole\\n\\n\\nSpeaker SIM card tray\\n\\n\\nHeadphone jack /\\nMultipurpose jack\\n(USB Type-C)\\n\\n\\nMicrophone\\n\\n\\n-----\\n\\nLaser AF sensor\\n\\nMicrophone\\n\\n\\nGPS antenna\\n\\n\\nFlash\\nRear camera\\n\\nNFC antenna\\n\\nWireless charging coil\\n\\nMain antenna\\n\\n\\n-----\\n\\n###### ▶ Galaxy S25+, Galaxy S25:\\n\\nSpeaker\\n\\nFront camera\\n\\nProximity/Light sensor\\n\\nScreen\\n\\n\\nMicrophone\\n\\nAir vent hole\\n\\nVolume button\\n\\nSide button\\n\\nFingerprint recognition\\nsensor\\n\\n\\nTray hole Speaker\\n\\nSIM card tray\\n\\nHeadphone jack /\\nMultipurpose jack\\nMicrophone\\n(USB Type-C)\\n\\n\\n-----\\n\\nMicrophone\\n\\nRear camera\\n\\nWireless charging coil\\n\\n\\nFlash\\n\\nGPS antenna\\n\\nNFC antenna\\n\\nMain antenna\\n\\n\\n-----\\n\\n- When using the speakers, such as when playing media files or using\\n###### speakerphone, do not place the device close to your ears.\\n\\n- Be careful not to expose the camera lens to a strong light source, such as direct\\n###### sunlight. If the camera lens is exposed to a strong light source, such as direct sunlight, the camera image sensor may be damaged. A damaged image sensor is irreparable and will cause dots or spots in pictures.\\n\\n- If you use the device with its glass or acrylic body broken, there may be a risk\\n###### of injury. Use the device only after it has been repaired at a Samsung Service Centre or an authorised service centre.\\n\\n- If dust or foreign materials enter the microphone, speaker, or receiver, or if these\\n###### parts are covered, the device’s sound may become quiet or certain features may not work. If you attempt to remove the dust or foreign materials with a sharp object, the device may be damaged and its appearance may be affected.\\n\\n- Connectivity problems and battery drain may occur in the following situations:\\n\\n‒ If you attach metallic stickers on the antenna area of the device\\n\\n‒ If you attach a device cover made with metallic material to the device\\n\\n‒ If you cover the device’s antenna area with your hands or other objects while\\n###### using certain features, such as calls or the mobile data connection\\n\\n- If the air vent hole is covered by an accessory, such as a protective film or sticker,\\n###### unwanted noises may occur during calls or media playback.\\n\\n- Do not cover the proximity/light sensor area with accessories, such as stickers or\\n###### a cover. Doing so may cause the sensor to malfunction.\\n\\n- The light may flicker at the top of the device during calls because of proximity\\n###### sensor operation.\\n\\n\\n-----\\n\\n###### Hard buttons\\n\\n Button Function\\n\\n            - When the device is off, press and hold to turn it on.\\n\\n            - Press to turn on or lock the screen.\\n\\n###### Side button\\n\\n           - Press twice or press and hold to open the app or feature you\\n###### set.\\n\\n Side button +\\n\\n           - Press simultaneously to capture a screenshot.\\n\\n###### Volume Down\\n\\n           - Press and hold simultaneously to turn off the device.\\n\\n###### button\\n\\n Setting the Side button\\n\\n Select an app or feature to launch by pressing the Side button twice or pressing and holding the Side button.\\n\\n Open Settings, tap Advanced features → Side button, and then select an option you want.\\n\\n Soft buttons\\n\\nRecents button Back button\\n\\nHome button\\n\\n###### When you turn on the screen, the soft buttons will appear at the bottom of the screen. Refer to Navigation bar (soft buttons) for more information.\\n\\n\\n-----\\n\\n### Charging the battery\\n\\n###### Charge the battery before using it for the first time or when it has been unused for extended periods.\\n\\n##### Wired charging\\n\\n###### Connect the USB cable to the USB power adapter and plug the cable into the device’s multipurpose jack to charge the battery. After fully charging, disconnect the charger from the device.\\n\\n##### Wireless charging\\n\\n###### The device has a built-in wireless charging coil. You can charge the battery using a wireless charger (sold separately).\\n\\n Place the centre of the device’s back on the centre of the wireless charger to charge the battery. After fully charging, disconnect the device from the wireless charger.\\n\\n The estimated charging time will appear on the notification panel. The actual charging time assumes that the device is not in use, and it may vary depending on the charging conditions. Wireless charging may not work smoothly depending on the type of accessory or cover. For stable wireless charging, it is recommended to separate the cover or accessory from the device.\\n\\n\\n-----\\n\\n###### Precautions for wireless charging\\n\\n If you do not follow the precautions, the device may not charge properly or may overheat, or the device and any cards may be damaged.\\n\\n   - Do not place the device on the wireless charger with a credit card or\\n###### radio-frequency identification (RFID) card (such as a transportation card or a key card) placed between the back of the device and the device cover.\\n\\n   - Do not place the device on the wireless charger when conductive materials, such\\n###### as metal objects and magnets, are placed between the device and the wireless charger.\\n\\n   - If you use the wireless charger in areas with weak network signals, you may lose\\n###### network reception.\\n\\n   - Use Samsung-approved wireless chargers. If you use other wireless chargers,\\n###### the battery may not charge properly.\\n\\n##### Quick charging\\n\\n###### Use a super fast charger or fast charger. To use the fast wireless charging feature, use a charger and components that support the feature.\\n\\n You can check the connection status of the charger by opening Settings and tapping Battery.\\n\\n   - If fast charging does not work, open Settings, tap Battery → Charging settings,\\n###### and then check if the feature you want is turned on. Also, check if the USB cable and the USB power adapter are connected properly.\\n\\n   - You can charge the battery more quickly while the device or its screen is turned\\n###### off.\\n\\n   - If the wireless charger has an internal fan, the fan may produce noise during\\n###### fast wireless charging. Add a routine to set the fast wireless charging feature to turn off automatically at the preset time using Routines. When the fast wireless charging feature turns off, the charger’s fan noise and the indicator light will be reduced.\\n\\n\\n-----\\n\\n##### Wireless power sharing\\n\\n###### You can charge another device with your phone’s battery. You can still charge another device even while charging your phone. Depending on the type of accessories or cover being used, the Wireless power sharing feature may not work properly. It is recommended to remove any accessories and cover being used before using this feature.\\n\\n 1 Open Settings, tap Battery → Wireless power sharing, and then tap the switch to turn it on.\\n\\n 2 Place the other device on the centre of your phone, with their backs facing.\\n\\nPhone Galaxy Watch Galaxy Buds\\n\\n###### 3 When you are finished charging, disconnect the other device from your phone.\\n\\n Do not use headphones while sharing power. Doing so may affect nearby devices.\\n\\n   - The location of the wireless charging coil may differ depending on the device.\\n###### Adjust the devices so the charging coils connect properly.\\n\\n   - Some features are not available while sharing power.\\n\\n   - Only devices that support the wireless charging feature can be charged using\\n###### this feature. Some devices may not be charged. To check out devices that support the Wireless power sharing feature, visit the Samsung website.\\n\\n   - To charge properly, do not move or use either device while charging.\\n\\n   - The power charged to the other device may be less than the amount shared to it\\n###### by your phone.\\n\\n   - If you charge the other device while charging your phone, the charging speed\\n###### may decrease or the device may not charge properly depending on the charger type.\\n\\n   - The charging speed or efficiency may vary depending on the phone’s condition or\\n###### the surrounding environment.\\n\\n\\n-----\\n\\n###### Setting the limit for power sharing\\n\\n You can set the device to stop power sharing when the remaining battery power drops below a certain level.\\n\\n Open Settings, tap Battery → Wireless power sharing → Battery limit, and then set the limit.\\n\\n##### Reducing the battery consumption\\n\\n###### Your device provides various options that help you conserve battery power.\\n\\n - Optimise the device using the device care feature.\\n\\n - When you are not using the device, turn off the screen by pressing the Side button.\\n\\n - Turn on power saving mode.\\n\\n - Close unnecessary apps.\\n\\n - Turn off the Bluetooth feature when not in use.\\n\\n - Turn off auto-syncing of apps that need to be synced.\\n\\n - Decrease the backlight time.\\n\\n - Decrease the screen brightness.\\n\\n\\n-----\\n\\n##### Battery charging tips and precautions\\n\\n###### Use only Samsung-approved battery, charger, and cable specifically designed for your device. Incompatible battery, charger, and cable can cause serious injuries or damage to your device.\\n\\n   - Connecting the charger improperly may cause serious damage to the device. Any\\n###### damage caused by misuse is not covered by the warranty.\\n\\n   - Use only USB Type-C cable supplied with the device. The device may be\\n###### damaged if you use Micro USB cable.\\n\\n   - If you charge the device while the multipurpose jack is wet, the device may be\\n###### damaged. Thoroughly dry the multipurpose jack before charging the device.\\n\\n   - To save energy, unplug the charger when not in use. The charger does not have a\\n###### power switch, so you must unplug the charger from the electric socket when not in use to avoid wasting power. The charger should remain close to the electric socket and easily accessible while charging.\\n\\n   - When using a charger, it is recommended to use an approved charger that\\n###### guarantees the charging performance.\\n\\n   - If the battery is completely discharged, the device cannot be turned on\\n###### immediately when the charger is connected. Allow a depleted battery to charge for a few minutes before turning on the device.\\n\\n   - If you use multiple apps at once, network apps, or apps that need a connection\\n###### to another device, the battery will drain quickly. To avoid losing power during a data transfer, always use these apps after fully charging the battery.\\n\\n   - Using a power source other than the charger, such as a computer, may result in a\\n###### slower charging speed because of a lower electric current.\\n\\n   - The device can be used while it is charging, but it may take longer to fully charge\\n###### the battery.\\n\\n   - If the device receives an unstable power supply while charging, the screen may\\n###### not function. If this happens, unplug the charger from the device.\\n\\n   - While charging, the device and the charger may heat up. This is normal and\\n###### should not affect the device’s lifespan or performance. If the battery gets hotter than usual, the charger may stop charging.\\n\\n   - If the device is not charging properly, take the device and the charger to a\\n###### Samsung Service Centre or an authorised service centre.\\n\\n\\n-----\\n\\n### Nano-SIM card and eSIM\\n\\n###### Insert the SIM or USIM card or download the eSIM provided by your carrier.\\n\\n Differing from a physical nano-SIM card, an eSIM is an embedded digital SIM. To have two phone numbers or carriers for a single device, insert another SIM or USIM card or download another eSIM.\\n\\n   - eSIM may not be available depending on the region, carrier, or model.\\n\\n   - Some services that require a network connection may not be available\\n###### depending on the carrier.\\n\\n   - Using both the nano-SIM card and the eSIM, or two eSIMs may result in slower\\n###### data transfer speeds in some areas.\\n\\n\\n-----\\n\\n###### ▶ Galaxy S25+, Galaxy S25:\\n\\n\\n###### 1 2 3 4\\n\\nSingle SIM card tray\\n\\n<Underside>\\n\\nDual SIM card tray\\n\\n###### 1 Insert the ejection pin into the hole on the tray to loosen the tray.\\n\\n 2 Pull out the tray gently from the tray slot.\\n\\n 3 Place the SIM or USIM card on the tray with the gold-coloured contacts facing upwards and gently press the SIM or USIM card into the tray to secure it.\\n\\n 4 Insert the tray back into the tray slot.\\n\\n   - Insert the ejection pin into the tray’s hole to remove the tray.\\n\\n   - Use only a nano-SIM card.\\n\\n   - Use caution not to lose or let others use the SIM or USIM card. Samsung is not\\n###### responsible for any damages or inconveniences caused by lost or stolen cards.\\n\\n   - Ensure that the ejection pin is perpendicular to the hole. Otherwise, the device\\n###### may be damaged.\\n\\n   - If the card is not fixed firmly into the tray, the SIM card may leave or fall out of\\n###### the tray.\\n\\n   - If you insert the tray into your device while the tray is wet, your device may be\\n###### damaged. Always make sure the tray is dry.\\n\\n   - Fully insert the tray into the tray slot to prevent liquid from entering your device.\\n\\n\\n-----\\n\\n##### Downloading an eSIM\\n\\n###### Open Settings and tap Connections → SIM manager → Add eSIM. When a mobile plan is found, follow the on-screen instructions to download the eSIM.\\n\\n If you have a QR code provided by your carrier, open Settings, tap Connections → SIM manager → Add eSIM → Scan QR code, and then scan the QR code.\\n\\n##### SIM manager (dual SIM models)\\n\\n###### Open Settings and tap Connections → SIM manager.\\n\\n - SIM cards: Activate the SIM card to use and customise the SIM card settings.\\n\\n - eSIMs: Download or activate the eSIM.\\n\\n - Preferred SIMs: Select to use specific SIM cards for some features, such as voice\\n###### calls, when two cards are activated.\\n\\n - Data switching: Set the device to use another SIM card for data services if the\\n###### preferred SIM card cannot connect to the network.\\n\\n You may incur additional charges when using this feature.\\n\\n - More SIM settings: Customise additional settings.\\n\\n### Turning the device on and off\\n\\n###### Follow all posted warnings and directions from authorised personnel in areas where the use of wireless devices is restricted, such as aeroplanes and hospitals.\\n\\nVolume Down button\\n\\nSide button\\n\\n###### Turning the device on\\n\\n Press and hold the Side button for a few seconds to turn on the device.\\n\\n\\n-----\\n\\n###### Turning the device off\\n\\n 1 To turn off the device, press and hold the Side button and the Volume Down button simultaneously. Alternatively, open the quick settings panel and tap .\\n\\n 2 Tap Power off → Power off. To restart the device, tap Restart → Restart.\\n\\n If you want to set the device to turn off when you press and hold the Side button, tap Side button settings → Long press → Power off menu.\\n\\n Forcing restart\\n\\n If your device is frozen and unresponsive, press and hold the Side button and the Volume Down button simultaneously for more than 7 seconds to restart it.\\n\\n Emergency calls and medical information\\n\\n You can make an emergency call or check the medical information you saved.\\n\\n Press and hold the Side button and the Volume Down button simultaneously, and then tap Emergency call or Medical info. Alternatively, open the quick settings panel and tap\\n → Emergency call or Medical info.\\n\\n To manage your medical information and emergency contacts, open Settings and tap Safety and emergency.\\n\\n### Initial setup\\n\\n###### When you turn on your device for the first time or after performing a data reset, follow the on-screen instructions to set up your device.\\n\\n If you do not connect to a Wi-Fi network, you might not be able to set up some device features during the initial setup.\\n\\n\\n-----\\n\\n### Samsung account\\n\\n###### Using the Samsung account, you can use a variety of Samsung services that are provided through mobile devices, TVs, and the Samsung website.\\n\\n To check the list of services that can be used with your Samsung account, visit account.samsung.com.\\n\\n 1 Open Settings and tap # to your Galaxy.\\n Alternatively, open Settings and tap Accounts and backup → Manage accounts → Add account → Samsung account.\\n\\n 2 # to your Samsung account. If you do not have a Samsung account, tap Forgot password or don’t have an account? → Create account.\\n\\n Finding your ID and resetting your password\\n\\n If you forget your Samsung account ID or password, tap Forgot password or don’t have an account? → Forgot ID or Forgot password on the Samsung account sign-in screen. You can find your ID or reset your password after you enter the required information.\\n\\n Signing out of your Samsung account\\n\\n When you sign out of your Samsung account, your data, such as contacts or events, will also be removed from your device.\\n\\n 1 Open Settings and tap Accounts and backup → Manage accounts.\\n\\n 2 Tap Samsung account → My profile and tap Sign out at the bottom of the screen.\\n 3 Tap Sign out, enter your Samsung account password, and then tap OK.\\n\\n\\n-----\\n\\n### Transferring data from your previous device\\n\\n##### (Smart Switch)\\n\\n###### Transfer data from your previous device with the USB cable or wirelessly. You can also transfer data from external storage or computer.\\n\\n Open Settings, tap Accounts and backup → Transfer data for device setup, and then follow the on-screen instructions to transfer data.\\n\\n Visit www.samsung.com/smartswitch for details and limitations.\\n\\n - To transfer data using external storage, tap .\\n\\n - To check the data that has been transferred, tap → Transfer result.\\n\\n   - This feature may not be supported on some devices or computers.\\n\\n   - Samsung takes copyright seriously. Only transfer content that you own or have\\n###### the right to transfer.\\n\\n\\n-----\\n\\n### Understanding the screen\\n\\n##### Controlling the screen\\n\\n\\n###### Tapping\\n\\n Tap the screen.\\n\\n Dragging\\n\\n Touch and hold an item and drag it to the target position.\\n\\n Swiping\\n\\n Swipe upwards, downwards, to the left, or to the right.\\n\\n\\n###### Touching and holding\\n\\n Touch and hold the screen for approximately 2 seconds.\\n\\n Double tapping\\n\\n Double tap the screen.\\n\\n Spreading and pinching\\n\\n Spread two fingers apart or pinch on the screen.\\n\\n\\n- Do not allow the screen to come into contact with other electrical devices.\\n###### Electrostatic discharges can cause the screen to malfunction.\\n\\n- To avoid damaging the screen, do not tap it with anything sharp or apply\\n###### excessive pressure to it with your fingertips or other object.\\n\\n- It is recommended not to use fixed graphics on part or all of the screen for\\n###### extended periods. Doing so may result in afterimages (screen burn-in) or ghosting.\\n\\n The device may not recognise touch inputs close to the edges of the screen, which are outside of the touch input area.\\n\\n\\n-----\\n\\n##### Navigation bar (soft buttons)\\n\\n###### When you turn on the screen, the soft buttons will appear on the navigation bar at the bottom of the screen. The soft buttons are set to the Recents button, Home button, and Back button by default. The functions of the buttons can change according to the app currently being used or usage environment.\\n\\n Button Function\\n\\n Recents • Tap to open the list of recent apps.\\n\\n                - Tap to return to the Home screen.\\n\\n###### Home • Touch and hold to launch Circle to Search. Tap or\\n draw a circle around an image or text.\\n\\n Back • Tap to return to the previous screen.\\n\\n Hiding the navigation bar\\n\\n Check files or use apps on a wider screen by hiding the navigation bar.\\n\\n Open Settings and tap Display → Navigation bar → Swipe gestures.\\n\\n\\n-----\\n\\n##### Home screen and Apps screen\\n\\n###### The Home screen is the starting point for accessing all of the device’s features. It displays widgets, shortcuts to apps, and more.\\n\\n The Apps screen displays icons for all apps, including newly installed apps.\\n\\n Switching between Home and Apps screens\\n\\n On the Home screen, swipe upwards to open the Apps screen.\\n\\n To return to the Home screen, swipe upwards or downwards on the Apps screen. Alternatively, tap the Home button ( ) or the Back button ( ).\\n\\nFavourite apps\\nFinder\\n\\nHome screen Apps screen\\n\\n###### If you add the Apps button on the Home screen, you can open the Apps screen by tapping the button. On the Home screen, touch and hold an empty area, tap Settings, and then tap the Show Apps screen button on Home screen switch to turn it on. The Apps button will be added at the bottom of the Home screen.\\n\\nApps button\\n\\n\\n-----\\n\\n###### Editing the Home screen\\n\\n On the Home screen, touch and hold an empty area, or pinch your fingers together to access the editing options. You can set the wallpaper, add widgets, and more. You can also add, delete, or rearrange Home screen panels.\\n\\n - Adding panels: Swipe to the left, and then tap .\\n\\n - Moving panels: Drag a panel preview to a new location.\\n\\n - Deleting panels: Tap on the panel.\\n\\n - Wallpaper and style: Change the wallpaper settings for the Home screen and the\\n###### locked screen.\\n\\n - Themes: Change the device’s theme. Visual elements of interface, such as colours,\\n###### icons, and wallpapers, will change depending on the selected theme.\\n\\n - Widgets: Widgets are small apps that launch specific app features to provide\\n###### information and convenient access on your Home screen. Select a widget and tap Add. The widget will be added on the Home screen.\\n\\n - Settings: Configure settings for the Home screen, such as the screen layout.\\n\\n###### Displaying all apps on the Home screen\\n\\n Without using a separate Apps screen, you can set the device to display all apps on the Home screen. On the Home screen, touch and hold an empty area, and then tap Settings → Home screen layout → Home screen only → Apply.\\n\\n\\n-----\\n\\n###### Launching Finder\\n\\n Search for content on the device.\\n\\n 1 On the Apps screen, tap Search.\\n\\n 2 Enter a keyword. Apps and content on your device will be searched.\\n\\n If you tap  on the keyboard, you can search for more content.\\n\\n Moving items\\n\\n Drag an item to a new location. To move the item to another panel, drag it to the side of the screen. If you touch and hold an item and tap Select, you can select more items and move them together at once.\\n\\n To add a shortcut to an app on the Home screen, touch and hold an item on the Apps screen, and then tap Add to Home. A shortcut to the app will be added on the Home screen.\\n\\n You can also move frequently used apps to the shortcuts area at the bottom of the Home screen.\\n\\n Creating folders\\n\\n On the Home screen or the Apps screen, drag an app over another app.\\n\\n A new folder containing the selected apps will be created. Tap Folder name and enter a folder name.\\n\\n - Adding more apps\\n\\n###### Tap  on the folder. Tick the apps to add and tap Done. You can also add an app by dragging it to the folder.\\n\\n\\n-----\\n\\n - Moving apps from a folder\\n\\n###### Drag an app to a new location.\\n\\n - Deleting a folder\\n\\n###### Touch and hold a folder, and then tap Delete. Only the folder will be deleted. The folder’s apps will be relocated to the Apps screen.\\n\\n##### Edge panel\\n\\n###### You can access your favourite apps and features from the Edge panels.\\n\\n Drag the Edge panel handle towards the centre of the screen.\\n\\n If the Edge panel handle is not visible, open Settings, tap Display, and then tap the Edge panels switch to turn it on.\\n\\nEdge panel handle Edge panel\\n\\nEdge panel settings\\n\\n##### Lock screen\\n\\n###### Pressing the Side button turns off the screen and locks it. Also, the screen turns off and automatically locks if the device is not used for a specified period.\\n\\n To unlock the screen, swipe in any direction when the screen turns on.\\n\\n If the screen is off or the Always On Display is on, press the Side button or double tap the screen. For more information about the Always On Display, refer to Always On Display.\\n\\n\\n-----\\n\\n###### Editing shortcuts\\n\\n You can change the shortcuts at the bottom of the locked screen to other apps or features you want.\\n\\n Touch and hold on the locked screen, tap the shortcut icon, select an app or feature you want, and then tap Done.\\n\\n Changing the screen lock method\\n\\n To change the screen lock method, open Settings, tap Lock screen and AOD → Screen lock and biometrics, and then select a method.\\n\\n When you set a pattern, PIN, password, or your biometric data for the screen lock method, you can protect your personal information by preventing others from accessing your device. After setting the screen lock method, the device will require an unlock code whenever unlocking it.\\n\\n You can set your device to perform a factory data reset if you enter the unlock code incorrectly several times in a row and reach the attempt limit. Open Settings, tap Lock screen and AOD → Secure lock settings, unlock the screen using the preset screen lock method, and then tap the Auto factory reset switch to turn it on.\\n\\n##### Indicator icons\\n\\n###### Indicator icons appear on the status bar at the top of the screen. The icons listed in the table are most common.\\n\\n\\n-----\\n\\n- The status bar may not appear at the top of the screen in some apps. To display\\n###### the status bar, drag down from the top of the screen.\\n\\n- Some indicator icons appear only when you open the notification panel.\\n\\n- Some notifications will be displayed as a dot.\\n\\n- The indicator icons may appear differently depending on the carrier or model.\\n\\n\\n-----\\n\\n### Notification panel\\n\\n###### When you receive new notifications, indicator icons appear on the status bar. Open the notification panel to check the details.\\n\\n To open the notification panel, swipe downwards from the top of the screen, except for the right side. To close the notification panel, swipe upwards on the screen.\\n\\nCheck the\\nnotification\\ndetails and\\nperform various\\nactions.\\n\\nAccess the\\nnotification\\nsettings.\\n\\nClear all\\nnotifications.\\n\\n\\n-----\\n\\n### Quick settings panel\\n\\n###### You can turn specific features on or off, such as the Wi-Fi or Bluetooth feature, by tapping each button.\\n\\n To open the quick settings panel, swipe downwards from the top right side of the screen. To close the quick settings panel, swipe upwards on the screen.\\n\\n To access more detailed settings, touch and hold a button. To edit buttons, tap → Edit.\\n\\nCheck more\\nbuttons.\\n\\n###### This image may differ depending on the region or model.\\n\\n Controlling media playback\\n\\n Control media on your phone and connected nearby devices on the quick settings panel.\\n\\n 1 Open the quick settings panel and tap Media output.\\n\\n 2 Tap the icons on the controller to control the playback.\\n\\n\\n-----\\n\\n###### Controlling nearby devices\\n\\n Control nearby connected devices or connect other nearby devices on the quick settings panel.\\n\\n 1 Open the quick settings panel and tap Nearby devices.\\n\\n Nearby connected devices will appear with a line connecting them to the circle around your phone.\\n\\n 2 Select a nearby device to control it.\\n\\n  - To connect other nearby devices, drag a device from the panel at the bottom of the\\n###### screen to the circle.\\n\\n  - To end the connection, drag the device to the panel at the bottom of the screen.\\n\\n###### Controlling frequently used devices\\n\\n Control device connected to device control apps, such as SmartThings, and manual routines on the quick settings panel.\\n\\n 1 Open the quick settings panel and tap SmartThings.\\n\\n 2 Tap the switch next to the app you want to turn on and tap Start. Connected devices and manual routines will appear.\\n\\n 3 Select a device to control it, or select a manual routine to launch it.\\n\\n\\n-----\\n\\n### Screen capture and screen record\\n\\n##### Screen capture\\n\\n###### Capture a screenshot while using the device and write on, draw on, crop, or share the captured screen. You can capture the current screen and scrollable area.\\n\\n How to capture a screenshot\\n\\n Use the following methods to capture a screenshot. You can check the captured screenshots in Gallery.\\n\\n - Button capture\\n\\n###### Press the Side button and the Volume Down button simultaneously.\\n\\n - Swipe capture\\n\\n###### With the edge of your hand, swipe your hand to the left or right across the screen.\\n\\n If capturing a screenshot by swiping is not turned on, open Settings, tap Advanced features → Motions and gestures, and then tap the Palm swipe to capture switch to turn it on.\\n\\n It is not possible to capture a screenshot while using some apps and features.\\n\\n After capturing a screenshot, use the following options on the toolbar at the bottom of the screen:\\n\\n  - : Capture the current content and the hidden content on an elongated page, such\\n###### as a webpage. When you tap, the screen will automatically scroll down and more content will be captured.\\n\\n  - : Write or draw on the screenshot or crop a portion from the screenshot. You can\\n###### check the cropped area in Gallery.\\n\\n  - : Add tags to the screenshot. To search for screenshots by tag, open the Gallery\\n###### app and tap . You can access the tags list and search for the screenshot you want. If the tags list does not appear, tap → Search settings → Search categories and tap the My tags switch to turn it on.\\n\\n\\n-----\\n\\n  - : Share the screenshot with others.\\n\\n  - : Select an area and perform actions, such as sharing or saving. Tap or draw a\\n###### circle around the content you want to select. Then, select an option to use with the selected area.\\n\\n If the options are not visible on the captured screen, open Settings, tap Advanced features → Screenshots and screen recordings, and then tap the Show toolbar after capturing switch to turn it on.\\n\\n##### Screen record\\n\\n###### Record the screen while using your device.\\n\\n 1 Open the quick settings panel, tap, and then tap  (Screen recorder).\\n\\n 2 Select a sound setting and tap Start recording. After a countdown, recording will start.\\n\\n  - To write or draw on the screen, tap .\\n\\n  - To show the S Pen pointer on the screen, tap . You can use this feature only when\\n###### the S Pen is detached from the device. (Galaxy S25 Ultra)\\n\\n  - To record the screen with a video overlay of yourself, tap .\\n###### 3 When you are finished recording the video, tap . You can check the video in Gallery.\\n\\n To change the screen recorder settings, open Settings and tap Advanced features → Screenshots and screen recordings.\\n\\n\\n-----\\n\\n### Entering text\\n\\n##### Keyboard layout\\n\\n###### A keyboard appears automatically when you enter text.\\n\\nAdditional keyboard functions\\n\\nEnter uppercase. For all caps, tap\\nit twice.\\n\\nEnter symbols.\\n\\n\\nAccess more keyboard functions.\\n\\nDelete a preceding character.\\n\\nBreak to the next line.\\n\\nEnter a space.\\n\\n\\n###### Text entry is not supported in some languages. To enter text, you must change the input language to one of the supported languages.\\n\\n Changing the input language\\n\\n Tap → Languages and types → Manage input languages and select the languages to use. When you select two or more languages, you can switch between the input languages by tapping .\\n\\n To change the keyboard type, tap → Languages and types, select a language, and then select the keyboard type you want.\\n\\n On a 3 x 4 keyboard, a key has three or four characters. To enter a character, tap the corresponding key repeatedly until the desired character appears.\\n\\n Using the keyboard button\\n\\n You can change the text input method by tapping the keyboard button on the navigation bar.\\n\\n To change the keyboard button on the navigation bar, touch and hold the keyboard button and select an option you want.\\n\\n  - : Enter text by voice.\\n\\n  - : Change the keyboard.\\n\\n###### If the keyboard button does not appear on the navigation bar, open Settings, tap General management → Keyboard list and default, and then tap the Keyboard button on navigation bar switch to turn it on.\\n\\n\\n-----\\n\\n###### Additional keyboard functions\\n\\n  - : Change the writing style, get spelling and grammar suggestions, and translate\\n###### messages in selected chat and text messages apps. When you enter the topic you want the device to write about, the device will compose sentences in whatever style you select.\\n\\n  - : Enter avatars, stickers, and more. You can also enter your avatar stickers that\\n###### look like you. Refer to Using Galaxy Avatar stickers for more information.\\n\\n  - : Translate text and enter it.\\n\\n  - : Add an item from the clipboard.\\n\\n  - : Change the keyboard settings.\\n\\n###### Tap  to use more keyboard functions.\\n\\n  - : Switch to handwriting mode.\\n\\n  - : Switch to one-handed operation mode.\\n\\n  - : Change the keyboard mode.\\n\\n  - : Recognise text from documents or images and enter it.\\n\\n  - : Edit the keyboard function list.\\n\\n###### Some features may not be available depending on the carrier or model.\\n\\n##### Copying and pasting\\n\\n###### 1 Touch and hold over text.\\n\\n 2 Drag  or  to select the desired text, or tap Select all to select all text.\\n\\n 3 Tap Copy or Cut. The selected text is copied to the clipboard.\\n\\n 4 Touch and hold where the text is to be inserted and tap Paste.\\n\\n\\n-----\\n\\n### Extracting text\\n\\n###### While using some apps, such as the Gallery or Camera app, you can extract text from images and use options, such as copying or sharing it. The following actions are an example of extracting text in the Gallery app.\\n\\n 1 While checking an image in the Gallery app, tap .\\n\\n The  icon appears only when there is text to extract.\\n\\n 2 Select an area to extract text.\\n\\n 3 Select an option you want.\\n\\n\\n-----\\n\\n## Apps and features\\n\\n### Installing or uninstalling apps\\n\\n##### Galaxy Store\\n\\n###### Purchase and download apps. You can download apps that are specialised for Samsung Galaxy devices.\\n\\n Open the Store app. Browse apps by category or tap  to search for a keyword.\\n\\n   - This app may not be available depending on the carrier or model.\\n\\n   - To change the auto update settings, tap Menu → → Auto update apps, and\\n###### then select an option.\\n\\n##### Play Store\\n\\n###### Purchase and download apps.\\n\\n Open the Play Store app. Browse apps by category or search for apps by keyword.\\n\\n To change the auto update settings, tap your account icon, tap Settings → Network preferences → Auto-update apps, and then select an option.\\n\\n##### Managing apps\\n\\n###### Uninstalling or disabling apps\\n\\n Touch and hold an app and select an option.\\n\\n - Uninstall: Uninstall downloaded apps.\\n\\n - Disable: Disable selected default apps that cannot be uninstalled from the device.\\n\\n###### Some apps may not support this feature.\\n\\n Enabling apps\\n\\n Open Settings, tap Apps → → Disabled → OK, select an app, and then tap Enable.\\n\\n\\n-----\\n\\n###### Setting app permissions\\n\\n For some apps to operate properly, they may need permission to access or use information on your device.\\n\\n To access your app permission settings, open Settings and tap Apps. Select an app and tap Permissions. You can check the app’s permissions list and change its permissions.\\n\\n To check or change app permission settings by permission category, open Settings and tap Apps → → Permission manager. Select an item and select an app.\\n\\n If you do not grant permissions to apps, the basic features of the apps may not function properly.\\n\\n### Galaxy AI\\n\\n##### Introduction\\n\\n###### Use advanced intelligence features to help you use your device.\\n\\n   - Some features may not be available depending on the region, carrier, or model.\\n\\n   - If you want data processed only within your device to strengthen the protection\\n###### of your personal information, open Settings, tap Galaxy AI, and then tap the Process data only on device switch to turn it on. Some features require online processing for better results and data processing.\\n\\n##### Enhancing your communication\\n\\n###### Translating phone calls in real time (Call assist)\\n\\n Get real-time translation into the language you select during voice calls.\\n\\n To use this feature, open the Phone app, tap → Settings → Live translate, tap the switch to turn it on, and then select the languages to use.\\n\\n When making or receiving a voice call, tap Call assist → Live translate. To stop translating, tap .\\n\\n To change additional settings, open the Phone app and tap → Settings → Live translate.\\n\\n\\n-----\\n\\n###### Translating messages in message apps (Writing assist)\\n\\n You can translate text messages in message apps.\\n\\n 1 While checking or composing a message, tap  on the Samsung Keyboard and tap Chat translation.\\n\\n 2 Select the languages on the translator panel at the top of the screen. Translations will be displayed under each message.\\n\\n Changing the writing style (Writing assist)\\n\\n You can change the writing style, receive spelling and grammar suggestions, and also generate text automatically on a topic you describe.\\n\\n While composing a message, tap  on the Samsung Keyboard and select an option you want.\\n\\n - Spelling and grammar: Get spelling and grammar suggestions.\\n\\n - Writing style: Change the writing style.\\n\\n - Composer: When you enter the topic you want the device to write about, the device\\n###### will compose sentences in whatever style you select.\\n\\n Translating conversations (Interpreter)\\n\\n Get live translation of your conversations and output it into speech or text.\\n\\n 1 Drag the Edge panel handle towards the centre of the screen and tap Interpreter.\\n\\n 2 Select your language and the other party’s language. If the language you want is not on the list, tap Add languages and download the language pack.\\n\\n 3 Tap  and start conversing.\\n\\n\\n-----\\n\\n###### Using voice interpretation (Interpreter)\\n\\n Get live translation of lectures, meetings, and more.\\n\\n 1 Drag the Edge panel handle towards the centre of the screen and tap Interpreter.\\n\\n 2 Tap → Listening mode.\\n 3 Select the languages on the translator panel at the top of the screen.\\n\\n 4 Tap  to start translating.\\n\\n##### Unleashing your productivity\\n\\n###### Using Note assist features (Samsung Notes)\\n\\n Auto format or summarise notes, correct spelling errors, or translate notes. You can also generate new art from your drawing using the Sketch to image feature.\\n\\n Open the Notes app, create a note, tap  on the toolbar, and then select an option you want.\\n\\n Converting voice recordings to text (Samsung Notes)\\n\\n You can convert voice recordings you inserted in notes on the Samsung Notes app to text.\\n\\n Open the Notes app, select a note that includes a voice recording, tap  on the toolbar, and then tap Transcribe.\\n\\n Summarising and translating voice recordings (Voice Recorder)\\n\\n Convert voice recordings into on-screen text and check summaries. You can also translate the converted text into other languages.\\n\\n 1 Open the Voice Recorder app.\\n\\n 2 Select a voice recording.\\n\\n 3 Tap Transcribe.\\n\\n  - To check the keywords and summary, tap Summary.\\n\\n  - To translate the converted text, tap and select a language.\\n\\n  - To transcribe the recording into another language, tap → Transcribe again.\\n\\n  - To edit the converted text, tap → Edit transcript text.\\n\\n\\n-----\\n\\n###### Summarising and converting call recordings into text (Transcript assist)\\n\\n You can record a call and convert the recorded call into a text transcript and summarise it.\\n\\n 1 Open the Phone app, tap → Settings → Record calls → Transcript assist, and then tap the Auto transcribe recorded calls switch to turn it on.\\n\\n 2 Tap Transcription language and select a language to use.\\n\\n 3 During a voice call, tap  to record the conversation.\\n\\n 4 Open the Phone app, tap Recents, and then select a recorded call with a transcript. The icon will be displayed next to calls with recordings.\\n\\n 5 Tap View recording and transcript and check the converted transcripts. To summarise the transcripts, tap Summarise.\\n\\n Translating or summarising webpages (Browsing assist)\\n\\n Get simple summaries of text from webpages along with full translations. You can also set the device to read the webpage’s highlights aloud.\\n\\n Open the Internet app, tap, and then select an option you want.\\n\\n Translating text using the camera (Camera)\\n\\n You can translate text using the camera.\\n\\n 1 Open the Camera app and tap PHOTO on the shooting modes list.\\n\\n 2 Point the camera towards the object and tap . The  icon will only appear when a document or text is detected.\\n\\n 3 Tap Translate. The text will be translated into the current device language.\\n\\n Circle to Search\\n\\n Search for information about the desired part of the image or text on the screen.\\n\\n Touch and hold the Home button ( ) and tap or draw a circle around an image or text.\\n\\n\\n-----\\n\\n##### Creating epic images\\n\\n###### Editing images with the Photo assist (Gallery)\\n\\n Edit images by moving, removing, or resizing people or objects in them and then generate a new background to fill in any missing pieces.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Tap → Generative edit.\\n 3 Tap or draw around anything you want to delete or move. If you want to adjust the tilt, drag the tilt adjustment bar.\\n\\n 4 Touch and hold the selected area and drag it to where you want or tap  to delete it.\\n\\n 5 Tap Generate.\\n\\n 6 Tap Save copy to save the image.\\n\\n Adding objects on an image by drawing (Gallery)\\n\\n You can add objects on images by drawing.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Tap → Sketch to image.\\n 3 Draw objects on the image. To change the pen colour or thickness, tap .\\n\\n 4 Tap Generate.\\n\\n 5 Tap Save copy to save the image.\\n\\n Generating new portraits (Gallery)\\n\\n You can generate various new portraits, such as 3D cartoon portraits, from images.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Tap → Portrait studio.\\n 3 Select a style you want and tap Generate.\\n\\n 4 Tap Save copy to save the image.\\n\\n\\n-----\\n\\n###### Making stereoscopic images (Gallery)\\n\\n You can apply the stereoscopic effect to images of people or pets (cats and dogs).\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Swipe upwards on the screen and tap Live effect.\\n\\n 3 Tap  to save the file.\\n\\n Using the Instant slow-mo feature (Gallery)\\n\\n You can play a selected part of the video in slow motion and check more details by touching and holding that part.\\n\\n 1 Open the Gallery app and select a video to play.\\n\\n 2 While playing the video, touch and hold the screen.\\n\\n This feature may not be available depending on the file.\\n\\n Using the Drawing assist feature\\n\\n Generate new art from your drawing, text descriptions, or an image you select.\\n\\n 1 Drag the Edge panel handle towards the centre of the screen and tap Drawing assist.\\n\\n Alternatively, tap Drawing assist on the Air command panel. (Galaxy S25 Ultra)\\n\\n 2 Select an option you want.\\n\\n    - : Draw on the screen.\\n\\n    - : Select an image you want.\\n\\n    - : Describe what you want to create in text.\\n###### 3 Select an image style and tap Generate.\\n\\n 4 Tap  to save the image. To save the image as a sticker, tap . You can use the stickers on the Samsung Keyboard.\\n\\n\\n-----\\n\\n###### Using the AI select feature\\n\\n Select an area on the screen and use various intelligent features.\\n\\n 1 Drag the Edge panel handle towards the centre of the screen and tap AI select.\\n\\n Alternatively, tap AI select on the Air command panel. (Galaxy S25 Ultra)\\n\\n 2 Tap or draw a circle around the content you want to select.\\n\\n 3 Select an option to use with the selected area.\\n\\n Editing sounds in a video (Audio eraser)\\n\\n Eliminate distracting noises in videos by adjusting the volume of voices, wind, and other sounds.\\n\\n 1 Open the Gallery app and select a video to edit.\\n\\n 2 Tap → → Audio eraser.\\n 3 Select a sound type and tap Mute to mute the sound or drag the adjustment bar to adjust the volume.\\n\\n 4 Tap Done → Save copy to save the video.\\n\\n Creating your own wallpapers\\n\\n Create wallpapers by selecting categories and keywords or automatically change the locked screen wallpaper based on the time and weather.\\n\\n 1 Open Settings and tap Wallpaper and style.\\n\\n 2 Tap Change wallpapers → Create with AI and select an option you want.\\n\\n  - Generative: Generate new wallpapers with categories and keywords you select.\\n\\n  - Photo ambient: Change the locked screen wallpaper automatically based on the\\n###### weather and time.\\n\\n\\n-----\\n\\n###### Generating a new profile card (Contacts)\\n\\n You can change your profile card by generating new portraits.\\n\\n 1 Open the Contacts app and tap your profile.\\n\\n 2 Tap your profile card and tap Edit profile card → Change image.\\n 3 Select a portrait image you want and tap Portrait studio.\\n\\n 4 Select a style you want and tap Generate.\\n\\n 5 Tap Apply → Done.\\n\\n##### Unlocking a healthier you\\n\\n###### Now brief\\n\\n Get a briefing generated by AI based on your interests.\\n\\n Drag the Edge panel handle towards the centre of the screen and tap Now brief.\\n\\n To customise the Now brief settings, open Settings and tap Galaxy AI → Now brief.\\n\\n\\n-----\\n\\n### S Pen (Galaxy S25 Ultra)\\n\\n##### Using the S Pen\\n\\nS Pen button\\n\\n   - Do not bend or apply excessive pressure with the S Pen while using it. The S Pen\\n###### may be damaged or the nib may be deformed.\\n\\n   - Do not hard press on the screen with the S Pen. The pen nib may be deformed.\\n\\n   - If there is a magnet near the device, some S Pen actions, such as tapping the\\n###### screen, may not work.\\n\\n   - If you use the S Pen at sharp angles on the screen, the device may not recognise\\n###### the S Pen actions.\\n\\n   - If water enters the S Pen slot, remove the water from the slot before using it.\\n\\n   - If the S Pen is not working properly, take it to a Samsung Service Centre or an\\n###### authorised service centre.\\n\\n\\n-----\\n\\n###### Detaching the S Pen\\n\\n\\n###### Press the end of the S Pen to disengage it. Then, pull the S Pen from the slot. To store the S Pen, reinsert it into the slot and push it until it clicks into place.\\n\\n2\\n\\n1\\n\\n###### If you want to set an action to perform when you detach the S Pen, open Settings, tap Advanced features → S Pen → When S Pen is removed, and then select an option.\\n\\n Allow multiple S Pens\\n\\n Open Settings and tap Advanced features → S Pen → More S Pen settings. Tap the Allow multiple S Pens switch to turn it on.\\n\\n##### Air command\\n\\n###### (Launching S Pen features and apps directly)\\n\\n Air command is a menu that provides S Pen features and direct access to frequently used apps.\\n\\n Tap the Air command icon ( ) with the S Pen to open the Air command panel and select a function or app you want.\\n\\n To move the Air command icon ( ), drag  to a new location. To remove the icon, drag  to Remove at the bottom of the screen.\\n\\n If the Air command icon does not appear on the screen, open Settings, tap Advanced features → S Pen → Air command, and then tap the Show Air command icon switch to turn it on. If you turn on the Open Air command with Pen button switch, you can open the Air command panel by hovering the S Pen over the screen and pressing the S Pen button.\\n\\n\\n-----\\n\\nS Pen settings\\n\\n - Drawing assist: Generate new art from your drawing, text descriptions, or an image\\n###### you select. Refer to Using the Drawing assist feature for more information.\\n\\n - AI select: Use the S Pen to select an area and perform actions, such as sharing or\\n###### saving. Refer to AI select for more information.\\n\\n - Create note: Create notes in a pop-up window. You can also launch this feature by\\n###### double tapping the screen while pressing and holding the S Pen button. Refer to Samsung Notes for more information.\\n\\n - Screen write: Capture screenshots to write or draw on them or crop an area from the\\n###### captured image. You can also capture the current content and the hidden content on an elongated page, such as a webpage. Refer to Screen write for more information.\\n\\n - Translate: Hover the S Pen over a word to translate it. Refer to Translate for more\\n###### information.\\n\\n - Magnify: Hover the S Pen over an area of the screen to enlarge it.\\n\\n - PENUP: Post your artwork, check out others’ artwork, and get useful drawing tips.\\n\\n - Write on calendar: Open the Calendar app and write or draw on the screen. Refer to\\n\\n###### Write on calendar for more information.\\n\\n - Add: Add shortcuts to frequently used apps to the Air command panel.\\n\\n##### AI select\\n\\n###### Use the S Pen to select an area and perform actions, such as sharing or saving.\\n\\n 1 When there is content you want to capture, such as a part of an image, open the Air command panel and tap AI select.\\n\\n 2 Tap or draw a circle around the content you want to select.\\n\\n 3 Select an option to use with the selected area.\\n\\n\\n-----\\n\\n##### Screen write\\n\\n###### Capture screenshots to write or draw on them or crop an area from the captured image.\\n\\n 1 When there is content you want to capture, open the Air command panel and tap Screen write.\\n\\n The current screen is automatically captured and the editing toolbar appears.\\n\\n 2 Write a memo on the screenshot.\\n\\nPen settings\\n\\nSave\\n\\nEraser\\n\\nShare\\n\\nUndo\\n\\nRedo\\n\\n###### 3 Share or save the screenshot. You can check the captured screenshots in Gallery.\\n\\n It is not possible to capture a screenshot while using some apps.\\n\\n\\n-----\\n\\n##### Translate\\n\\n###### Hover the S Pen over the text you want to translate. The units included in the text will also be converted.\\n\\n 1 When there is text you want to translate, open the Air command panel and tap Translate.\\n\\n 2 Select the languages on the translator panel at the top of the screen. You can change the text between words and sentences by tapping  or .\\n\\n 3 Hover the S Pen over the text you want to translate or the unit you want to convert. The translated text will appear. To listen to the pronunciation of the original text, tap\\n . The  icon may not appear depending on the language you select.\\n\\nSelect languages.\\n\\nText selecting granularity\\n(word or sentence)\\n\\nTranslation result\\n\\n   - This feature does not support some languages.\\n\\n   - This feature is available only when detectable text is on the screen.\\n\\n\\n-----\\n\\n##### Write on calendar\\n\\n###### Fill in your plans by writing or drawing on the calendar screen.\\n\\n Open the Air command panel, tap Write on calendar, and then fill in your plans on the calendar. When you are finished, tap Save. To edit it, tap .\\n\\nUndo\\n\\n\\nPen settings\\n\\n\\nSelect and edit.\\n\\n\\nEraser Redo\\n\\n##### S Pen to text\\n\\n###### You can set the device to convert anything you write with the S Pen into text.\\n\\n 1 Open Settings, tap Advanced features → S Pen → S Pen to text, and then tap the switch to turn it on.\\n\\n To learn about how to edit text with the S Pen, tap How to edit.\\n\\n 2 Write in a text input field, such as a search field or address bar, using the S Pen. The handwriting will be converted to text.\\n\\n\\n-----\\n\\n##### Air view\\n\\n###### Hover the S Pen over an item on the screen to preview content or access information in a pop-up window.\\n\\n In some apps, Action buttons will be displayed on the preview window.\\n\\nAction buttons\\n\\n###### If this feature is not turned on, open Settings, tap Advanced features → S Pen, and then tap the Air view switch to turn it on.\\n\\n##### Pen Select\\n\\n###### (Selecting items quickly with the S Pen)\\n\\n While pressing and holding the S Pen button, drag the S Pen over text or item lists to select multiple items or text. You can also copy and paste the selected items or text into another app or share them with others.\\n\\n|ture is not turned o the Air view switch t|n, op o tur|\\n|---|---|\\n\\n|ttings, tap Advance n.|Action bu d features|\\n|---|---|\\n\\n\\n-----\\n\\n##### Screen off memos\\n\\n###### You can create memos by writing on the screen without turning on it.\\n\\n When the screen is off, detach the S Pen or double tap the screen while pressing and holding the S Pen button.\\n\\n When you tap Save or reinsert the S Pen into the slot after writing a memo, the memo will be saved to Samsung Notes.\\n\\n\\nChange the pen colour.\\n\\nChange the line thickness.\\n\\nEraser\\n\\n\\nSave the memo in Samsung\\nNotes.\\n\\nPin the memo on the Always On\\nDisplay.\\n\\nExtend the page.\\n\\n|Col1|Col2|Save the Notes. Pin the m Display. Extend t|\\n|---|---|---|\\n||||\\n||||\\n||||\\n\\n\\n###### If this feature is not turned on, open Settings, tap Advanced features → S Pen, and then tap the Screen off memos switch to turn it on.\\n\\n\\n-----\\n\\n###### Pinning a memo on the Always On Display\\n\\n To pin a screen off memo on the Always On Display, tap . The pinned memo will not be saved yet.\\n\\n To edit the pinned memo, double tap . If you pin the edited memo on the Always On Display again, the original memo will be saved to Samsung Notes.\\n\\n To minimise the pinned memo, double tap . The memo will be displayed as the  icon on the Always On Display. To check out the memo again, double tap .\\n\\nMinimise the memo.\\n\\nPinned memo\\n\\n###### If you do not perform any actions for a certain period after opening a memo, the memo will be automatically minimised.\\n\\n\\n-----\\n\\n### Phone\\n\\n##### Introduction\\n\\n###### Make or answer voice and video calls.\\n\\n##### Making calls\\n\\n###### 1 Open the Phone app and tap Keypad.\\n\\n 2 Enter a phone number.\\n\\n 3 Tap  to make a voice call, or tap  or  to make a video call.\\n\\nMore options\\n\\nAdd the number to the contacts\\nlist.\\nSearch for a contact.\\n\\nPreview the phone number.\\n\\n###### Making calls from call logs or contacts list\\n\\n Open the Phone app, tap Recents or Contacts, and then swipe to the right on a contact or a phone number to make a call.\\n\\n If this feature is turned off, tap → Settings → Other call settings, and then tap the Swipe to call or text switch to turn it on.\\n\\n Using speed dial\\n\\n To set a number to speed dial, open the Phone app, tap Keypad → → Speed dial numbers, select a speed dial number, and then add a phone number.\\n\\n To make a call, touch and hold a speed dial number on the keypad. For speed dial numbers 10 and up, tap the first digit(s) of the number, and then touch and hold the last digit.\\n\\n For example, if you set the number 123 as a speed dial number, tap 1, tap 2, and then touch and hold 3.\\n\\n\\n-----\\n\\n###### Making an international call\\n\\n 1 Open the Phone app and tap Keypad.\\n\\n 2 Touch and hold 0 until the + sign appears.\\n\\n 3 Enter the country code, area code, and phone number, and then tap .\\n\\n##### Receiving calls\\n\\n###### Answering a call\\n\\n When a call comes in, drag  outside the large circle.\\n\\n Rejecting a call\\n\\n When a call comes in, drag  outside the large circle.\\n\\n To send a message when rejecting an incoming call, drag the Send message bar upwards and select a message to send.\\n\\n To create various rejection messages, open the Phone app, tap → Settings → Quick decline messages, enter a message, and then tap .\\n\\n##### Blocking phone numbers\\n\\n###### Block calls from specific numbers added to your block list.\\n\\n Open the Phone app, tap → Settings → Block numbers, and then select contacts or phone numbers to save in the blocked numbers list.\\n\\n When blocked numbers try to contact you, you will not receive notifications. The calls will be logged in the call log.\\n\\n You can also block incoming calls from people that do not show their caller ID. Tap the Block calls from unknown numbers switch to turn the feature on.\\n\\n\\n-----\\n\\n##### Options during calls\\n\\n - Call assist → Text call: Communicate with the other party through text. Refer to Text\\n###### call for more information.\\n\\n - Call assist → Live translate: Get real-time translation into the language you select\\n###### during voice calls. To use this feature, open the Phone app, tap → Settings → Live translate, and then tap the switch to turn it on. Refer to Translating phone calls in real time (Call assist) for more information.\\n\\n  - : Record a call conversation. When you record a call conversation, the file will be\\n###### saved to My Files → Internal storage → Recordings → Call. For more information about call transcripts and summaries, refer to Summarising and converting call recordings into text (Transcript assist).\\n\\n - Add call: Dial a second call. The first call will be put on hold. When you end the\\n###### second call, the first call will be resumed.\\n\\n - Hold call: Hold a call.\\n\\n - Video call: Switch to a video call.\\n\\n - Bluetooth: Switch to a Bluetooth headset if it is connected to the device.\\n\\n - Speaker: Turn speakerphone off or on. When using the speakerphone, keep the\\n###### device away from your ears.\\n\\n - Mute: Turn off the microphone so that the other party cannot hear you.\\n\\n - Keypad / Hide: Open or close the keypad.\\n\\n  - : End the current call.\\n\\n  - : During a video call, switch to a voice call.\\n\\n  - : Set the device to change the angle and zoom automatically by recognising and\\n###### tracking people during a video call.\\n\\n  - : During a video call, lock the screen.\\n\\n - Effects: During a video call, apply various effects.\\n\\n  - : During a video call, change the screen ratio.\\n\\n - Camera: During a video call, turn off the camera so that the other party cannot see\\n###### you.\\n\\n - Switch: During a video call, switch between the front and rear cameras.\\n\\n###### Some features may not be available depending on the carrier or model.\\n\\n\\n-----\\n\\n##### Call assist\\n\\n###### Text call\\n\\n Communicate with the other party through text.\\n\\n When making or receiving a voice call, tap Call assist → Text call.\\n\\n When the call is connected, a voice greeting is automatically delivered to the other party and what the other party says is displayed as text on your screen.\\n\\n If you select a response from the quick response list or enter text, it will be transmitted through a voice to the other party.\\n\\n To switch to a voice call, tap .\\n\\n To change the settings, open the Phone app and tap → Settings → Text call.\\n\\n Live translate\\n\\n Get real-time translation into the language you select during voice calls. Refer to Translating phone calls in real time (Call assist) for more information.\\n\\n\\n-----\\n\\n### Contacts\\n\\n##### Introduction\\n\\n###### Create new contacts or manage contacts on the device.\\n\\n##### Adding contacts\\n\\n###### Creating a new contact\\n\\n 1 Open the Contacts app and tap .\\n\\n 2 Select a storage location.\\n\\n 3 Enter contact information and tap Save.\\n\\n Importing contacts\\n\\n Add contacts by importing them from other storages to your device.\\n\\n 1 Open the Contacts app and tap → Settings → Import contacts.\\n\\n 2 Follow the on-screen instructions to import contacts.\\n\\n Syncing contacts with your web accounts\\n\\n Sync your device contacts with online contacts saved in your web accounts, such as your Samsung account.\\n\\n 1 Open Settings, tap Accounts and backup → Manage accounts and select the account to sync with.\\n\\n 2 Tap Sync account and tap the Contacts switch to turn it on.\\n\\n\\n-----\\n\\n##### Searching for contacts\\n\\n###### Open the Contacts app. Tap  at the top of the contacts list and enter search criteria.\\n\\n Tap the contact. Then take one of the following actions:\\n\\n  - : Make a voice call.\\n\\n  - : Compose a message.\\n\\n  - / : Make a video call.\\n\\n  - : Compose an email.\\n\\n##### Deleting contacts\\n\\n###### 1 Open the Contacts app and tap → Select.\\n\\n 2 Select contacts and tap Delete.\\n\\n To delete contacts one by one, tap a contact from the contacts list and tap More → Delete.\\n\\n##### Sharing contacts\\n\\n###### You can share contacts with others by using various sharing options.\\n\\n 1 Open the Contacts app and tap → Select.\\n\\n 2 Select contacts and tap Share.\\n\\n 3 Select a sharing method.\\n\\n##### Creating groups\\n\\n###### You can add groups, such as family or friends, and manage contacts by group.\\n\\n 1 Open the Contacts app and tap Groups → .\\n\\n 2 Follow the on-screen instructions to create a group.\\n\\n\\n-----\\n\\n##### Merging duplicate contacts\\n\\n###### If your contacts list includes duplicate contacts, merge them into one to streamline your contacts list.\\n\\n 1 Open the Contacts app and tap → Settings → Merge duplicate contacts.\\n\\n 2 Tick contacts and tap Merge.\\n\\n##### Setting up your profile\\n\\n###### You can set your profile picture and profile card.\\n\\n 1 Open the Contacts app and tap your profile.\\n\\n 2 Tap Create profile card.\\n\\n 3 Follow the on-screen instructions to set up your profile card. The image you select for the profile card will also be applied as your profile picture.\\n\\n 4 To change your profile picture, tap the profile picture or card and tap .\\n\\n 5 Follow the on-screen instructions to set your profile picture.\\n\\n Sharing your profile\\n\\n People can view your profile when you call them or when they check your contact information.\\n\\n 1 Open the Contacts app and tap your profile.\\n\\n 2 Tap Profile card and picture and tap the Share profile card and picture switch to turn it on.\\n\\n\\n-----\\n\\n### Camera\\n\\n##### Introduction\\n\\n###### Take pictures and record videos using various modes and settings.\\n\\n Camera etiquette\\n\\n - Do not take pictures or record videos of other people without their permission.\\n\\n - Do not take pictures or record videos where legally prohibited.\\n\\n - Do not take pictures or record videos in places where you may violate other people’s\\n###### privacy.\\n\\n##### Taking pictures\\n\\n###### 1 Open the Camera app.\\n\\n You can also open the app by pressing the Side button twice or dragging  to the left on the locked screen.\\n\\n   - Some camera features are not available when you open the Camera app from\\n###### the locked screen or when the screen is turned off while the screen lock method is set.\\n\\n   - The camera automatically shuts off when unused.\\n\\n   - Some methods may not be available depending on the carrier or model.\\n\\n###### 2 Tap the image on the preview screen where the camera should focus. To adjust the brightness of pictures, drag the adjustment bar that appears above or below the circular frame.\\n\\n\\n-----\\n\\n###### 3 Tap  to take a picture. To change the shooting mode, drag the shooting modes list to the left or right, or swipe to the left or right on the preview screen.\\n\\nOptions for current shooting\\nmode\\n\\nZoom Quick settings\\n\\nTake a picture.\\n\\nSwitch between the front and\\n\\nPreview thumbnail rear cameras.\\n\\nShooting modes list\\n\\n   - The preview screen may vary depending on the shooting mode and which\\n###### camera is being used.\\n\\n   - The focus may not be clear if the subject is close. Take pictures or videos from a\\n###### good distance.\\n\\n   - If pictures you take appear blurry, clean the camera lens and try again.\\n\\n   - Make sure that the lens is not damaged or contaminated. Otherwise, the device\\n###### may not work properly in some modes that require high resolutions.\\n\\n   - Your device’s camera features a wide-angle lens. Minor distortion may occur\\n###### in wide-angle pictures or videos and does not indicate device performance problems.\\n\\n   - The camera may fog up or form condensation if the device is exposed to sudden\\n###### changes in air temperature, because of the difference in temperature outside and inside the camera cover. Try to avoid such conditions when planning to use the camera. If fogging does occur, allow the camera to dry naturally at room temperature before taking pictures or recording videos, otherwise results may look blurry.\\n\\n\\n-----\\n\\n###### Using the camera button\\n\\n - Touch and hold the camera button to record a video.\\n\\n - If you drag the camera button to the icon, you can record a video without holding\\n###### the button.\\n\\n - To take burst shots, swipe the camera button to the edge of the screen and hold it. If\\n###### you tap → on the preview screen and tap Swipe Shutter button to → Create GIF, you can create GIFs.\\n\\n - If you add another camera button, you can move it anywhere on the screen and\\n###### take pictures more conveniently. On the preview screen, tap → → Shooting methods and tap the Floating Shutter button switch to turn it on.\\n\\n Editing the shooting modes list\\n\\n To edit the shooting modes list, tap MORE on the list, tap Edit, and then drag modes to where you want.\\n\\n Using zoom features\\n\\n To zoom in or out while using the rear camera, select the desired zoom icon on the preview screen.\\n\\n You can also select the desired zoom level from the zoom level list that appears when you tap the zoom icon.\\n\\n To adjust the zoom more precisely, drag the zoom icon, pinch, or spread two fingers apart on the preview screen.\\n\\n If the zoom ratio exceeds a certain amount, a zoom guide map will appear to indicate where you are zooming in on the image.\\n\\nZoom guide map\\n\\nZoom level list\\n\\n\\n-----\\n\\n###### Locking the focus (AF) and exposure (AE)\\n\\n You can lock the focus or exposure on a selected area to prevent the camera from automatically adjusting based on changes to the subjects or light sources.\\n\\n Touch and hold the area to focus, the AF/AE frame will appear on the area and the focus and exposure setting will be locked. The setting remains locked even after you take a picture.\\n\\n This feature may not be available depending on the shooting mode.\\n\\n Options for current shooting mode\\n\\n On the preview screen, use the following options. To use more options, tap .\\n\\n  - : Turn the flash on or off.\\n\\n - 12M: Select a resolution for pictures.\\n\\n  - : Turn the motion photo feature on or off. If you turn it on, a video clip will also be\\n###### taken from a few seconds before or both before and after tapping the camera button.\\n\\n  - : Apply a filter effect.\\n\\n  - : Turn the super steady feature on or off.\\n\\n  - : Select a frame rate for hyperlapse videos.\\n\\n  - / / FHD: Select a resolution for videos.\\n\\n  - : Turn the HDR feature on or off. If you turn it on, you can record 10-bit HDR\\n###### videos with a wider range of colour and contrast.\\n\\n  - : Select a metering method. This determines how light values are calculated.\\n###### Centre-weighted metering uses the light in the centre portion of the shot to calculate the exposure of the shot. Matrix metering averages the entire scene. Spot metering uses the light in a concentrated centre area of the shot to calculate the exposure of the shot.\\n\\n  - : In PRO VIDEO mode, select which direction’s sound you want to record at a\\n###### higher level. You can also use a USB or Bluetooth microphone by connecting it to your device.\\n\\n  - : In PRO or PRO VIDEO mode, change the option for the exposure monitor.\\n###### Select an option to display overexposed or underexposed levels with a pattern or colour on the preview screen.\\n\\n\\n-----\\n\\n  - : Turn the log video feature on or off. If you turn it on, you can record videos with\\n###### a wider dynamic range for more flexibility when editing.\\n\\n  - : In FOOD mode, focus on a subject inside the frame and blur the image outside\\n###### the frame.\\n\\n  - : In DUAL REC mode, change the saving option.\\n\\n  - : In SINGLE TAKE mode, turn the pre-recording feature on or off. If you turn it on,\\n###### a video clip will also be taken from a few seconds before tapping the camera button.\\n\\n The available options may vary depending on the model or shooting mode.\\n\\n##### Photo mode\\n\\n###### The camera adjusts the shooting options automatically depending on the surroundings.\\n\\n On the shooting modes list, tap PHOTO and tap  to take a picture.\\n\\n Changing the resolution\\n\\n You can take high-resolution pictures.\\n\\n In shooting options, tap 12M to change the resolution to the one you want, and take a picture.\\n\\n The resolution may vary depending on the model.\\n\\n Shot suggestions\\n\\n The camera suggests the ideal composition for the picture by recognising the position and angle of your subject.\\n\\n On the preview screen, tap → and tap the Shot suggestions switch to turn it on.\\n\\n 1 On the shooting modes list, tap PHOTO.\\n\\n A guide will appear on the preview screen.\\n\\n 2 Point the guide at the subject. The camera recognises the composition, and the recommended composition appears on the preview screen.\\n\\n\\n-----\\n\\n###### 3 Move the device so the guide matches the recommended composition. When the ideal composition is achieved, the guide will change to yellow.\\n\\n 4 Tap  to take a picture.\\n\\nIdeal composition\\n\\nGuide\\n\\n###### Taking selfies\\n\\n You can take self-portraits with the front camera.\\n\\n 1 On the preview screen, swipe upwards or downwards, or tap  to switch to the front camera for self-portraits.\\n\\n 2 Face the front camera lens. To take self-portraits with a wide-angle shot of the landscape or people, tap .\\n\\n 3 Tap  to take a picture.\\n\\n Taking clear close-up pictures (Galaxy S25 Ultra)\\n\\n Take clear close-up pictures of your subject.\\n\\n 1 On the preview screen, tap 1x.\\n\\n 2 Put the camera near to the subject.\\n\\n 3 When  appears, tap  to take a picture.\\n\\n If this feature is not turned on, tap  to turn it on.\\n\\n\\n-----\\n\\n###### Scanning documents or text\\n\\n You can scan documents or text.\\n\\n 1 On the shooting modes list, tap PHOTO.\\n\\n 2 Point the camera towards the object and tap . The  icon will only appear when a document or text is detected.\\n\\n 3 Tap Scan, select the area you want, and then tap Save.\\n\\n##### Video mode\\n\\n###### The camera adjusts the shooting options automatically depending on the surroundings.\\n\\n 1 On the shooting modes list, tap VIDEO and tap  to record a video.\\n\\n  - To switch between the front and rear cameras while recording, swipe upwards or\\n###### downwards on the preview screen or tap .\\n\\n  - To capture an image from the video while recording, tap .\\n\\n  - To record the sound from a specific direction at a higher volume while recording a\\n###### video, point the camera towards that direction and adjust the zoom. 2 Tap  to stop recording the video.\\n\\n The optical zoom may not work in low-light environments.\\n\\n Changing the resolution\\n\\n You can record high-resolution videos with a maximum resolution of 8K.\\n\\n In shooting options, tap  to change the resolution to the one you want, and record a video.\\n\\n When you finish recording a video, play it in the Gallery app. When you tap  on a frame that you like, the frame will be saved as a picture.\\n\\n Stabilising videos (Super steady)\\n\\n If there is a lot of shaking when recording videos, use the Super steady feature for further video stabilisation.\\n\\n Tap VIDEO on the shooting modes list, tap  on the shooting options to turn it on, and then record a video.\\n\\n\\n-----\\n\\n###### Using the auto framing feature (Changing the shooting angle and zoom by tracking people)\\n\\n You can set the device to change the shooting angle and zoom automatically by recognising and tracking people while recording videos.\\n\\n On the shooting modes list, tap VIDEO, tap → to turn it on, and then record a video.\\n\\n To track and adjust the shooting angle and zoom in on a selected person, tap the frame that is displayed around the person. To turn off tracking, tap the frame again.\\n\\n##### Dual rec mode\\n\\n###### Record videos with two cameras at the same time. You can save the videos of each camera separately and edit them. You can also play the videos in various ways, such as in split view or picture-in-picture view.\\n\\n 1 On the shooting modes list, tap MORE → DUAL REC.\\n\\n 2 Tap, select two lenses, and then tap OK.\\n\\n  - To save the videos of each camera separately, tap .\\n\\n  - To change the screen, tap → .\\n###### 3 Tap  to record a video.\\n\\n 4 Tap  to stop recording the video.\\n\\nChange the saving option.\\n\\nPicture-in-picture window\\n\\n###### This image may differ depending on the model.\\n\\n\\n-----\\n\\n###### Controlling the picture-in-picture window while playing the video\\n\\n If you set the screen to Picture-in-picture view, you can change the size or location of the picture-in-picture window while recording or playing the video.\\n\\n 1 On the preview screen, tap  to change the saving option to Save videos in separate files.\\n\\n 2 Tap  to record a video. You can change the size or location of the picture-in-picture window before and during recording.\\n\\n  - To enlarge the picture-in-picture window, tap the window and tap .\\n\\n  - To move the picture-in-picture window, drag it to wherever you want.\\n###### 3 Tap  to stop recording the video.\\n\\n You can also control the picture-in-picture window while playing the video. Tap the preview thumbnail on the preview screen, or open the Gallery app and select the video, and then tap → Open in Video player.\\n\\n\\n-----\\n\\n##### Single take mode\\n\\n###### Take various pictures and videos in one shot.\\n\\n Your device automatically selects the best shot and creates pictures with filters or videos with certain sections repeated.\\n\\n 1 On the shooting modes list, tap MORE → SINGLE TAKE.\\n\\n 2 Tap  to capture the scene you want.\\n\\n 3 Tap the preview thumbnail on the preview screen or open the Gallery app and select the file. To check other results, tap the  icon. To save the results individually, touch and hold an item, tick the items you want, and then tap .\\n\\n\\n-----\\n\\n##### Portrait mode / Portrait video mode\\n\\n###### By using Portrait mode or Portrait video mode, you can capture pictures or videos where the background is blurred and the subject stands out clearly. You can also apply a background effect and edit it after taking a picture.\\n\\n 1 On the shooting modes list, tap PORTRAIT or tap MORE → PORTRAIT VIDEO.\\n\\n 2 Tap  and select a background effect you want. To adjust the intensity of the background effect, drag the adjustment bar.\\n\\n 3 When Ready appears on the preview screen, tap  to take a picture or tap  to record a video.\\n\\nBackground effects\\n\\nBackground effect intensity\\nadjustment bar\\n\\n   - The available options may vary depending on the shooting mode.\\n\\n   - Use this feature in a place that has sufficient light.\\n\\n   - The background blur may not be applied properly in the following conditions:\\n\\n‒ The device or the subject is moving.\\n\\n‒ The subject is thin or transparent.\\n\\n‒ The subject has a similar colour to the background.\\n\\n‒ The subject or background is plain.\\n\\n\\n-----\\n\\n##### Pro mode / Pro video mode\\n\\n###### Capture pictures or videos while manually adjusting various shooting options, such as exposure value and ISO value.\\n\\n On the shooting modes list, tap MORE → PRO or PRO VIDEO. Select options and customise the settings, and then tap  to take a picture or tap  to record a video.\\n\\n Available options\\n\\n When you tap an option, the options list will appear. On the list, select options and customise the settings.\\n\\n  - : Reset the settings.\\n\\n - ISO: Select an ISO value. This controls camera light sensitivity. Low values are for\\n###### stationary or brightly lit objects. Higher values are for fast-moving or poorly lit objects. However, higher ISO settings can result in noise in pictures or videos.\\n\\n - SPEED: Adjust the shutter speed. A slow shutter speed allows more light in, so the\\n###### picture or video becomes brighter. This is ideal for pictures or videos of scenery or pictures or videos taken at night. A fast shutter speed allows less light in. This is ideal for capturing pictures or videos of fast-moving subjects.\\n\\n - EV: Change the exposure value. This determines how much light the camera’s sensor\\n###### receives. For low-light situations, use a higher exposure.\\n\\n - FOCUS: Change the focus mode. Drag the adjustment bar to manually adjust the\\n###### focus.\\n\\n - WB: Select an appropriate white balance, so images have a true-to-life colour range.\\n###### You can set the colour temperature.\\n\\n Changing the resolution\\n\\n You can record high-resolution videos with a maximum resolution of 8K.\\n\\n In shooting options, tap  to change the resolution to the one you want, and record a video.\\n\\n When you finish recording a video, play it in the Gallery app. When you tap  on a frame that you like, the frame will be saved as a picture.\\n\\n\\n-----\\n\\n###### Separating the focus area and the exposure area\\n\\n You can separate the focus area and the exposure area.\\n\\n Touch and hold the preview screen. The AF/AE frame will appear on the screen. Drag the frame to the area where you want to separate the focus area and the exposure area.\\n\\n##### Night mode\\n\\n###### Take a picture in low-light conditions, without using the flash. When you use a tripod, you can get brighter and steadier results.\\n\\n 1 On the shooting modes list, tap MORE → NIGHT.\\n\\n If you set the time that appears at the left bottom of the screen to Max, you may get clearer pictures.\\n\\n 2 Tap  and hold your device steady until shooting is complete.\\n\\n##### Food mode\\n\\n###### Take pictures of food with more vibrant colours.\\n\\n 1 On the shooting modes list, tap MORE → FOOD.\\n\\n A frame will appear on the screen and the area outside the frame will be blurred.\\n\\n 2 To resize the frame, drag a corner of the frame. Tap the area you want or drag the frame to move it.\\n\\n 3 Tap → and drag the adjustment bar to adjust the colour temperature.\\n 4 Tap  to take a picture.\\n\\n\\n-----\\n\\n##### Panorama mode\\n\\n###### Using panorama mode, take a series of pictures and then stitch them together to create a wide scene.\\n\\n 1 On the shooting modes list, tap MORE → PANORAMA.\\n\\n 2 Tap  and move the device slowly in one direction. Keep the image within the frame on the camera’s viewfinder. If the preview image is out of the guide frame or you do not move the device, the device will automatically stop taking pictures.\\n\\n 3 Tap  to stop taking pictures.\\n Avoid taking pictures of indistinct backgrounds, such as an empty sky or a plain wall.\\n\\n##### Slow motion mode\\n\\n###### Record a video for viewing it in slow motion. You can specify sections of your videos to be played in slow motion.\\n\\n 1 On the shooting modes list, tap MORE → SLOW MOTION and tap  to record a video.\\n\\n 2 When you are finished recording, tap  to stop.\\n\\n 3 On the preview screen, tap the preview thumbnail. The fast section of the video will be set as a slow motion section and the video will start playing. Up to two slow motion sections will be created based on the video.\\n\\n To edit the slow motion section, tap  and drag the section editing bar to the left or right.\\n\\nChange the playback speed.\\n\\nSection editing bar\\n\\n\\nSlow motion section\\n\\nStart bracket\\n\\n\\nEnd bracket\\n\\n\\n-----\\n\\n##### Hyperlapse mode\\n\\n###### Record scenes, such as passing people or cars, and view them as fast-motion videos.\\n\\n 1 On the shooting modes list, tap MORE → HYPERLAPSE.\\n\\n 2 Tap  and select a frame rate option.\\n\\n  - If you set the frame rate to AUTO, the device will automatically adjust the frame\\n###### rate according to the changing rate of the scene.\\n\\n  - If you want to record star trails, set the frame rate to and tap .\\n###### 3 Tap  to start recording.\\n\\n 4 Tap  to finish recording.\\n\\n You can use the night hyperlapse feature by tapping → or  on the shooting options. This feature is good for doing things like taking shots from moving cars that make the light look like it is also moving.\\n\\n##### Customising camera settings\\n\\n###### On the preview screen, tap → . Some options may not be available depending on the shooting mode.\\n\\n Intelligent features\\n\\n - Scan documents and text: When a document or text is detected by the rear camera,\\n###### the  icon will appear.\\n\\n - Scan QR codes: Set the device to scan QR codes from the preview screen.\\n\\n - Shot suggestions: Set the device to suggest the ideal composition for the picture by\\n###### recognising the position and angle of your subject.\\n\\n - Intelligent optimisation\\n\\n‒ Quality optimisation: Select a quality option.\\n\\n‒ Scene optimiser: Set the device to adjust the colour settings and apply the\\n###### optimised effect automatically depending on the subject or scene.\\n\\n\\n-----\\n\\n###### Pictures\\n\\n - Swipe Shutter button to: Select an action to perform when you swipe the camera\\n###### button to the edge of the screen and hold it.\\n\\n - Watermark: Add a watermark when taking pictures.\\n\\n - Advanced picture options: Select how you want to save picture.\\n\\n‒ High efficiency pictures: Take pictures in the High Efficiency Image Format\\n###### (HEIF).\\n\\n‒ Pro mode picture format: Select the file format for saving pictures taken in pro\\n###### mode. JPEG files compress pictures and take up less storage. RAW files (DNG file format) retain all of a picture’s data for the best image quality and save pictures as uncompressed, but they take up more storage. When you select RAW and JPEG formats, each picture is saved in two formats, DNG and JPG.\\n\\n‒ Motion photo capture: Set to take a video clip from a few seconds before or both\\n###### before and after tapping the camera button.\\n\\n Selfies\\n\\n - Save selfies as previewed: Set the device to save pictures or videos as they appear\\n###### on the preview screen when taken with the front camera without flipping them.\\n\\n - Swipe up/down to switch cameras: Turn on this feature to switch cameras by\\n###### swiping upwards or downwards on the preview screen.\\n\\n Videos\\n\\n - Auto FPS: Set the device to record brighter videos in low-light conditions by\\n###### automatically optimising the frame rate.\\n\\n - Video stabilisation: Turn on anti-shake to reduce or eliminate blurry image resulting\\n###### from camera shake while recording a video.\\n\\n - Advanced video options\\n\\n‒ Video format: Select the video format.\\n\\n‒ High bitrate videos: Increase the bitrate of videos. If you use this feature, the file\\n###### size may be larger than normal videos.\\n\\n‒ HDR: Add the HDR option to the preview screen.\\n\\n‒ Log: Add the log video option to the preview screen.\\n\\n\\n-----\\n\\n‒ Zoom-in mic: While recording a video, you can record sound from the zoomed-in\\n###### direction at a higher volume.\\n\\n‒ 360 audio recording: You can record more immersive 3D sound videos using\\n###### Bluetooth headphones that support the 360 audio recording feature.\\n\\n‒ Audio playback: You can play media without pause while recording videos. Media\\n###### will pause when the 360 audio recording feature is on.\\n\\n     - You might not be able to play the HEVC videos on other devices or share\\n###### them online.\\n\\n     - You cannot record videos in the HEVC format in some shooting modes.\\n\\n     - To play the HDR video properly, the device must support HDR.\\n\\n###### General\\n\\n - Tracking auto focus: Set the device to track and automatically focus on a selected\\n###### subject. When you select a subject on the preview screen, the device will focus on the subject even if the subject is moving or you change the camera’s position.\\n\\n Tracking a subject may fail in the following conditions:\\n\\n     - The subject is too big or too small.\\n\\n     - The subject moves excessively.\\n\\n     - The subject is backlit or you are shooting in a dark place.\\n\\n     - Colours or patterns on the subject and the background are the same.\\n\\n     - The subject includes horizontal patterns, such as blinds.\\n\\n     - The camera shakes excessively.\\n\\n     - The video resolution is high.\\n\\n     - When zooming in or out using the optical zoom.\\n\\n - Composition guide: Display viewfinder guides to help composition when selecting\\n###### subjects.\\n\\n - Location tags: Attach a GPS location tag to the picture.\\n\\n     - GPS signal strength may decrease in locations where the signal is\\n###### obstructed, such as between buildings or in low-lying areas, or in poor weather conditions.\\n\\n     - Your location may appear on your pictures when you upload them to the\\n###### internet. To avoid this, turn off the location tag setting.\\n\\n\\n-----\\n\\n - Shooting methods\\n\\n‒ Press Volume buttons to: Take pictures or record videos, zoom in or out, or control\\n###### the volume using the Volume button.\\n\\n‒ Voice commands: Take pictures or record videos using voice commands.\\n\\n‒ Floating Shutter button: Add another movable button anywhere on the screen to\\n###### take pictures.\\n\\n‒ Show palm: Show your palm to the front camera to take selfies or start recording\\n###### videos.\\n\\n - Settings to keep: Keep the last settings you used, such as the shooting mode, when\\n###### you open the camera.\\n\\n - Vibration feedback: Set the device to vibrate in certain situations, such as when you\\n###### tap the camera button.\\n\\n Privacy\\n\\n - Permissions: Access the permissions required to use the Camera app.\\n\\n - Reset settings: Reset the camera settings.\\n\\n - About Camera: Check the Camera app version and legal information.\\n\\n - Contact us: Ask questions or check out the frequently asked questions.\\n\\n###### Some features may not be available depending on the model.\\n\\n\\n-----\\n\\n### Gallery\\n\\n##### Introduction\\n\\n###### Access images and videos stored in your device. You can also manage images and videos by album or create stories.\\n\\n##### Using Gallery\\n\\n###### Open the Gallery app.\\n\\nMore options\\n\\nSearch for images and videos.\\n\\nSync images and videos.\\n\\n\\n-----\\n\\n##### Viewing images\\n\\n###### Open the Gallery app and select an image. To view other files, swipe to the left or right on the screen.\\n\\nMore options\\n\\nBixby Vision\\n\\nView the content on a large\\nscreen using the Smart View\\nfeature.\\n\\nImage and video thumbnail\\nModify the image.\\n\\n\\nAdd the image to favourites.\\n\\nPhoto assist\\n\\n###### Remastering images\\n\\n\\nDelete the image.\\n\\nShare the image with others.\\n\\n\\n###### You can enhance the dull, blurry, and low-resolution images.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Swipe upwards on the screen and tap Remaster. You can check the before and after.\\n\\n 3 Tap  to save the remastered image.\\n\\n\\n-----\\n\\n###### Extracting objects from images\\n\\n Separate an object from the background and extract it. You can copy the extracted image or use it in various ways by saving it as a sticker or an image.\\n\\n 1 Open the Gallery app and select an image or a video.\\n\\n 2 Touch and hold on the object you want extract and select an option. When you select an image taken with the motion photo feature, the Save as GIF feature will appear. If you want to save the extracted image as a GIF, tap Save as GIF.\\n\\n For videos, this feature is only available when they are paused.\\n\\n Cropping enlarged images\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Spread two fingers apart on the area you want to save and tap . The cropped area will be saved as a file.\\n\\nSaved\\nimage\\nthumbnail\\n\\n\\n-----\\n\\n##### Viewing videos\\n\\n###### Open the Gallery app and select a video to play. To view other files, swipe to the left or right on the screen.\\n\\n To use more options during playback, tap → Open in Video player.\\n\\n\\nView the content on a\\nlarge screen using the\\nSmart View feature.\\n\\nSkip to the previous\\nvideo. Touch and hold\\nto rewind.\\n\\nRewind or fast-forward\\nby dragging the bar.\\n\\nCapture the current\\nscreen.\\n\\nCreate a GIF.\\n\\nChange the screen\\nratio.\\n\\n\\nConfigure the caption\\nsettings.\\n\\nMore options\\n\\nSkip to the next video.\\nTouch and hold to\\nfast-forward.\\n\\nPause and resume\\nplayback.\\n\\nLock the playback\\nscreen.\\n\\nRotate the screen.\\n\\nChange the playback\\nspeed.\\n\\nSwitch to the pop-up\\nvideo player.\\n\\n\\n###### Drag up or down on the left side of the playback screen to adjust the brightness, or drag up or down on the right side of the playback screen to adjust the volume.\\n\\n To rewind or fast-forward, swipe to the left or right on the playback screen.\\n\\n Viewing brighter and clearer videos\\n\\n Increase the screen brightness and make colours more vibrant when you play videos. Open Settings and tap Advanced features → Video brightness → Bright.\\n\\n   - This feature is only available in some apps.\\n\\n   - Using this feature will increase battery consumption.\\n\\n\\n-----\\n\\n##### Albums\\n\\n###### Open the Gallery app, tap Albums →, and then select an album type.\\n\\n - Album: Create new albums and add images and videos manually.\\n\\n - Auto-updating album: Create albums that automatically collect images of people\\n###### you select.\\n\\n - Group: Create a group of related albums.\\n\\n - Shared album: Create albums that you can share with others.\\n\\n - Shared family album: Create albums that you can share with your family.\\n\\n###### Some features may not be available depending on the region or the model.\\n\\n##### Stories\\n\\n###### When you capture or save images and videos, the device will read their date and location tags, sort the images and videos, and then create stories.\\n\\n Open the Gallery app, tap Stories, and then select a story. If you tap, you can use various options, such as changing the story title.\\n\\n If you tap → Create story manually on the stories list, you can create stories manually.\\n\\n##### Syncing images and videos\\n\\n###### Open the Gallery app, tap, and then follow the on-screen instructions to complete the sync. When the Gallery app and the cloud are synced, the icon will change to .\\n\\n While syncing, pictures and videos you take will also be saved in the cloud. You can access images and videos saved in the cloud in your Gallery app and from other devices.\\n\\n When you connect your Samsung account and Microsoft account, you can set the cloud storage as Microsoft OneDrive.\\n\\n\\n-----\\n\\n##### Deleting images or videos\\n\\n###### Open the Gallery app, touch and hold an image, a video, or an album to delete, and then tap Delete.\\n\\n Using the recycle bin feature\\n\\n Images and videos you delete will be temporarily stored in the recycle bin. The files will be deleted after a certain period.\\n\\n To access files in the recycle bin, open the Gallery app and tap Menu → Recycle bin. To restore files, tap Select, select files, and then tap Restore.\\n\\n### Bixby\\n\\n###### Bixby is a user interface that helps you use your device more conveniently. You can say what you want to Bixby. Bixby will launch a feature you request or show the information you want.\\n\\n Visit www.samsung.com/bixby for more information.\\n\\n Bixby is only available in some languages, and it may not be available depending on the region.\\n\\n Waking up Bixby\\n\\n While pressing and holding the Side button, say what you want to Bixby. To use this feature, open Settings and tap Advanced features → Side button → Long press → Bixby.\\n\\n Alternatively, say the wake-up phrase, such as “Hi, Bixby” or “Bixby”, and then say what you want.\\n\\n Setting a wake-up phrase\\n\\n 1 Open Settings, tap Advanced features → Bixby → Voice registration.\\n\\n 2 Select the wake-up phrase you want under Voice wake-up.\\n When running this app for the first time or restart it after performing a data reset, follow the on-screen instructions to complete the initial setup.\\n\\n\\n-----\\n\\n### Bixby Vision\\n\\n###### Bixby Vision is a service that provides various features based on image recognition. You can use Bixby Vision to search for information by recognising objects. Use a variety of useful Bixby Vision features.\\n\\n   - This feature may not be available or you might not get correct search results\\n###### depending on the image size, format, or resolution.\\n\\n   - Samsung is not responsible for the product information provided by Bixby Vision.\\n\\n###### Launching Bixby Vision\\n\\n Launch Bixby Vision using one of these methods.\\n\\n - In the Camera app, tap MORE on the shooting modes list and tap .\\n\\n - In the Gallery app, select an image and tap .\\n\\n - If you added the Bixby Vision app icon to the Home screen, open the Bixby Vision\\n###### app.\\n\\n Using Bixby Vision\\n\\n 1 Launch Bixby Vision.\\n\\n 2 Select a feature you want to use.\\n\\n  - TRANSLATE: Recognise text from documents or images and translate it.\\n\\n  - TEXT: Recognise text from documents or images and extract it.\\n\\n  - DISCOVER: Search for images similar to the recognised object online and related\\n###### information.\\n\\n  - SCENE DESCRIBER: Analyse the scene you captured and describe it by voice.\\n\\n  - OBJECT IDENTIFIER: Recognise objects and describe them by voice.\\n\\n  - TEXT READER: Recognise text and read them aloud.\\n\\n  - COLOUR DETECTOR: Detect the colour of the object and say it aloud.\\n\\n   - The available features and search results may vary depending on the region or\\n###### carrier.\\n\\n   - If some features do not appear, launch Bixby Vision, tap → Settings, and then\\n###### tap the switches next to the features you want to turn on.\\n\\n\\n-----\\n\\n### Multi window\\n\\n##### (Using multiple apps at once)\\n\\n###### Run apps at the same time in split screen view or multiple apps in the pop-up view.\\n\\n Some apps may not support this feature.\\n\\nSplit screen view Pop-up view\\n\\n###### Launching Multi window\\n\\n - Recents button\\n\\n###### Tap the Recents button ( ), tap an app’s icon, and then tap Open in split screen view or Open in pop-up view.\\n\\n - Swipe screen\\n\\n###### Open Settings, tap Advanced features → Multi window, and then tap the Swipe for split screen or Swipe for pop-up view switch to turn it on.\\n\\n   - Drag the circles ( ) between the app windows to adjust the size of the\\n###### windows.\\n\\n   - Tap the circles ( ) between the app windows and tap . The apps you are\\n###### using in the split screen view will be saved as an app pair.\\n\\n   - Drag the multi window handle ( ) to a new location to move the app window.\\n\\n   - When you tap the multi window handle ( ), the available menus will appear.\\n\\n\\n-----\\n\\n### Samsung Internet\\n\\n###### Browse the internet to search for information and bookmark your favourite webpages to access them conveniently.\\n\\n 1 Open the Internet app.\\n\\n 2 Enter the web address or a keyword, and then tap Go.\\n\\n If the toolbar does not appear, swipe downwards slightly on the screen.\\n\\n To switch between tabs, tap  or swipe to the left or right on the address field.\\n\\n\\nBookmark the current webpage.\\n\\nTranslate, summarise, or read the\\nwebpage's highlights aloud.\\n\\nOpen the homepage.\\n\\n\\nRefresh the current webpage.\\n\\nAccess your bookmarks.\\n\\nManage tabs. / Use Secret mode.\\n\\n\\nMove between pages. More options\\n\\n###### Using Secret mode\\n\\n If you set a password for Secret mode, you can prevent others from accessing your search history, browsing history, bookmarks, and saved pages.\\n\\n 1 Tap → Turn on Secret mode.\\n\\n 2 Tap the Lock Secret mode switch to turn it on, tap Start, and then set a password for Secret mode. In Secret mode, the device will change the colour of the toolbars. To turn off Secret mode, tap → Turn off Secret mode.\\n\\n\\n-----\\n\\n### Samsung Wallet\\n\\n##### Introduction\\n\\n###### Use various convenient features in Samsung Wallet. You can make a payment, verify your identity through your biometric data, check tickets or boarding passes, and more.\\n\\n You can check out more information, such as cards that support this feature at www.samsung.com/samsung-wallet.\\n\\n Open the Wallet app and select a feature you want.\\n\\n   - This app may not be available depending on the region.\\n\\n   - Some features may not be available depending on the region.\\n\\n##### Setting up Samsung Wallet\\n\\n###### When running this app for the first time or restart it after performing a data reset, follow the on-screen instructions to complete the initial setup.\\n\\n 1 Open the Wallet app.\\n\\n 2 # to your Samsung account and read and agree to the terms and conditions.\\n\\n 3 Register your fingerprint and a PIN to use when making payments. This PIN will be used to verify various actions in Samsung Wallet, such as making payments and unlocking the app.\\n\\n##### Using Samsung Pay\\n\\n###### Register cards to Samsung Pay to make both online and offline payments.\\n\\n   - To make payments with Samsung Pay, the device may be required a connection\\n###### to a Wi-Fi or mobile network depending on the region.\\n\\n   - This feature may not be available depending on the carrier or model.\\n\\n   - The procedures for the initial setup and card registration may vary depending on\\n###### the carrier or model.\\n\\n\\n-----\\n\\n###### Registering cards\\n\\n Open the Wallet app and follow the on-screen instructions to complete your card registration.\\n\\n Making payments\\n\\n 1 Drag a card image at the bottom of the screen upwards. Alternatively, open the Wallet app. Then, on the cards list, swipe to the left or right and select a card to use.\\n\\n 2 Scan your fingerprint or enter the payment PIN you set.\\n\\n 3 Touch the back of your device to the card reader. When the card reader recognises the card information, the payment will be processed.\\n\\n   - Payments may not be processed depending on your network connection.\\n\\n   - The verification method for payments may vary depending on the card readers.\\n\\n###### Cancelling payments\\n\\n You can cancel payments by visiting the place where you made them.\\n\\n On the cards list, swipe to the left or right to select the card you used. Follow the on-screen instructions to complete payment cancellation.\\n\\n\\n-----\\n\\n##### Verifying identity\\n\\n###### Register your biometric data to Samsung Pass and verify your identity when using services which require your login or personal information. Refer to Samsung Pass for more information.\\n\\n##### Using tickets\\n\\n###### Add boarding passes and tickets for movies, sports, and more, to access and use them in one place.\\n\\n##### Using a digital key\\n\\n###### Register your vehicle’s digital key to your phone so you can unlock or lock the vehicle’s door and start the vehicle.\\n\\n Start registering a digital key by installing your vehicle’s digital key app or using the guide message, such as an email or text message, sent by your vehicle’s manufacturer. Then, follow the on-screen instructions on your vehicle’s navigation screen and your phone’s Samsung Wallet screen to complete the registration.\\n\\n   - This feature may not be available depending on the region or model.\\n\\n   - To use this feature, the vehicle must support the digital key feature. Check with\\n###### your vehicle’s manufacturer for digital key support.\\n\\n   - The registered digital key is only saved to your phone and, if the phone is\\n###### replaced, the digital key must be registered again.\\n\\n   - Some features may not be available depending on the vehicle. Check with your\\n###### vehicle’s manufacturer for more information.\\n\\n\\n-----\\n\\n###### Using a digital key with the NFC feature\\n\\n Touch the NFC antenna area of the phone with the digital key registered to the vehicle’s door. The door will unlock or lock.\\n\\n After you place the phone on the vehicle’s wireless charging pad and the digital key is authenticated, you can start the vehicle using the start button. If the digital key is not authenticated, try changing the position or orientation of the phone slightly.\\n\\n   - To use this feature, the phone and vehicle must support the NFC feature.\\n\\n   - To turn on the NFC feature on the phone, open Settings, tap Connections → NFC\\n###### and contactless payments, and then tap the switch to turn it on.\\n\\n   - To find out the location of the wireless charging pad and which of your vehicle’s\\n###### doors support NFC, refer to your vehicle’s user guide.\\n\\n Using a digital key with the ultra-wideband (UWB) (Galaxy S25 Ultra, Galaxy S25+)\\n\\n The vehicle’s door will unlock when you get close to the vehicle with your phone, and will lock when you move away.\\n\\n After the digital key is authenticated when you get inside the vehicle, you can start the vehicle using the start button.\\n\\n   - To use this feature, the phone and vehicle must support both the Bluetooth and\\n###### UWB features. Open Settings, tap Connections, and then tap the Bluetooth switch and the Ultra-wideband (UWB) switch to turn them on.\\n\\n   - If the vehicle supports both the NFC and UWB features, you can choose the\\n###### method you want. Refer to your vehicle’s user guide for more information.\\n\\n   - The UWB feature may not be available depending on the region.\\n\\n   - The door unlock and lock methods may differ depending on the vehicle. Check\\n###### with your vehicle’s manufacturer for more information.\\n\\n   - Using this feature will increase battery consumption.\\n\\n###### Deleting the digital key\\n\\n You can delete the registered digital key from your phone.\\n\\n Open the Wallet app, tap the registered digital key, and then tap → Delete.\\n\\n\\n-----\\n\\n### Samsung Health\\n\\n###### Samsung Health helps you manage your wellness and fitness. Set fitness goals, check your progress, and keep track of your overall wellness and fitness. You can also compare your step count records with other Samsung Health users and check out health tips.\\n\\n Open the Health app. Visit www.samsung.com/samsung-health for more information.\\n\\n### Samsung Notes\\n\\n##### Introduction\\n\\n###### Create notes by entering text from the keyboard or by handwriting or drawing on the screen. You can also insert images or voice recordings into your notes.\\n\\n Some features may not be available depending on the model.\\n\\n##### Creating notes\\n\\n###### 1 Open the Notes app, tap, and then create a note.\\n\\n You can change the input method by tapping  or .\\n\\nInsert files.\\nEnter a title.\\n\\nReading mode\\n\\n###### 2 When you are finished composing the note, tap the Back button ( ) to save it. If you want to save the note in another file format, tap → Save as file.\\n\\n Deleting notes\\n\\n Touch and hold a note to delete and tap Delete.\\n\\n\\n-----\\n\\n##### Syncing notes\\n\\n###### You can check and edit notes on all your devices signed in to the same Samsung account.\\n\\n Open the Notes app, tap →, and then tap the Sync with Samsung Cloud switch to turn it on.\\n\\n##### Composing notes with handwriting\\n\\n###### On the note composer screen, tap  to draw or write in your own handwriting.\\n\\n You can enter your handwriting in a larger size if you magnify the screen by spreading two fingers on it.\\n\\n\\nPen Eraser Note Redo Handwriting\\n\\nassist help\\n\\n\\nZoom\\nlock\\n\\n|Eraser|Note assist|Redo|Handwriting help|Laser pointer|Easy writing pad|\\n|---|---|---|---|---|---|\\n\\n\\nHighlighter Select and Undo Clean up\\n\\nedit. handwriting\\n\\n\\nS Pen to Change Auto-fix\\n\\ntext styles. shapes\\n\\n\\n###### If finger input does not work on a model that supports the S Pen, tap → Finger drawing on.\\n\\n Using the eraser\\n\\n When you want to erase handwriting from a note, tap  and select an area to erase. Alternatively, select an area while pressing and holding the S Pen button.\\n\\n To change the eraser type, tap  once more.\\n\\n - Stroke eraser: Erase the line you select.\\n\\n - Area eraser: Erase only the area you select. You can adjust the size of the eraser by\\n###### dragging the size adjustment bar.\\n\\n Even with a smaller eraser, you may still not be able to precisely erase the intended part.\\n\\n\\n-----\\n\\n###### Editing handwritten notes\\n\\n Edit handwritten notes using various editing options, such as cutting, moving, or resizing.\\n\\n 1 When there is handwriting on the note, tap .\\n\\n To change the shape of the selection, tap  once more.\\n\\n 2 Tap or draw a line around the input to select.\\n\\n  - To move the input to another location, select the input, and then drag it to a new\\n###### location.\\n\\n  - To change the size of the selection, tap the input and drag a corner of the frame\\n###### that appears.\\n\\n 3 Edit the input using the available options.\\n\\n Aligning handwriting or converting to text\\n\\n To straighten your handwriting or drawings horizontally, tap → Align handwriting.\\n To replace your handwriting with the converted text, tap → Convert to text. When the preview screen appears, tap the screen and tap Add to.\\n\\n If you want to replace your handwriting with text right away, tap  and then write on the screen with the S Pen.\\n\\n\\n-----\\n\\n###### Changing styles\\n\\n You can change the style of your handwriting and drawings.\\n\\n After writing or drawing on the screen, tap  twice and select a colour or line thickness you want. Then, point the S Pen toward where you want to apply the style. When the icon appears, tap where you want to change the style.\\n\\n Using the easy writing pad\\n\\n On the note composer screen, tap . The input field will be magnified and appear as the easy writing pad.\\n\\nEasy writing\\npad\\n\\n###### Automatically fixing shapes\\n\\n Tap  and draw a shape. The shape will be fixed.\\n\\n##### Recording voice to notes\\n\\n###### Make a recording of your voice while creating a note, and then the content will be synchronised with the recording.\\n\\n On the note composer screen, tap → Voice recording and create a note.\\n Select a note from the list and tap → to play the recording. Then the content you created while recording will be displayed on the screen along with the recording.\\n\\n|Col1|Easy wri pad|\\n|---|---|\\n|||\\n|||\\n\\n\\n-----\\n\\n##### Adding memos to PDF files\\n\\n###### Open the Notes app, tap, and then select a PDF file. You can add memos to the PDF file.\\n\\n##### Pinning a note to the Home screen\\n\\n###### Pin a note to the Home screen to check it or open and edit it.\\n\\n 1 Open the Notes app.\\n\\n 2 Select a note and tap → Add to → Home screen → Add. The note will be added to the Home screen.\\n\\n##### Clipping content\\n\\n###### You can add content, such as a webpage link or an image, to a note.\\n\\n 1 When there is content you want to clip while using the Samsung Internet or Gallery app, open the Notes app in the split screen view or in the pop-up view. For more information about the split screen view or the pop-up view, refer to Multi window.\\n\\n Alternatively, double tap the screen while pressing and holding the S Pen button, or open the Air command panel and tap Create note.\\n\\n Options you can use will appear at the bottom of the note composer screen.\\n\\n 2 Select an option you want.\\n\\n\\n-----\\n\\n### Samsung Members\\n\\n###### Samsung Members offers support services to customers, such as device problem diagnosis, and lets users submit questions and error reports. You can also share information with others in the Galaxy users’ community or check the latest news and tips. Samsung Members can help you solve any problems you might encounter while using your device.\\n\\n### Samsung Kids\\n\\n###### You can restrict children’s access to certain apps, set their usage times, and configure settings to provide a fun and safe environment for children when they use the device.\\n\\n Open Settings and tap Apps → Samsung Kids → Open. When starting Samsung Kids for the first time or after performing a data reset, follow the on-screen instructions to complete the setup.\\n\\n On the Samsung Kids screen, select the app you want to use.\\n\\n Your preset screen lock method or your created PIN will be used when turning on the Parental controls feature or closing Samsung Kids.\\n\\n Using parental controls features\\n\\n You can configure the settings for Samsung Kids and check the usage history.\\n\\n On the Samsung Kids screen, tap → Parental controls and enter your unlock code.\\n\\n Closing Samsung Kids\\n\\n To close Samsung Kids, tap the Back button ( ) or tap → Close Samsung Kids, and then enter your unlock code.\\n\\n\\n-----\\n\\n### Samsung Global Goals\\n\\n###### The Global Goals, which were set up by the United Nations General Assembly in 2015, consist of goals that aim to create a sustainable society. These goals have the power to end poverty, fight inequality, and stop climate change.\\n\\n With Samsung Global Goals, learn more about the global goals and join the movement for a better future.\\n\\n### Samsung TV Plus\\n\\n###### Select the channels like you would use a TV and enjoy various video content free of charge.\\n\\n Open the TV app.\\n\\n This app may not be available depending on the carrier or model.\\n\\n### Samsung Find\\n\\n###### You can locate your device even if it is not connected to a network. You can also share your location with other people you preset.\\n\\n Open the Find app.\\n\\n### Samsung Shop\\n\\n###### Samsung Shop is the mobile shopping service provided by Samsung. Get offers or information about Samsung and its partners’ products and services.\\n\\n Open the Samsung Shop app.\\n\\n This app may not be available depending on the carrier or model.\\n\\n\\n-----\\n\\n### Galaxy Wearable\\n\\n###### Using the Galaxy Wearable app, you can manage your wearable devices. When you connect your phone to the wearable device, you can customise the wearable device’s settings and apps.\\n\\n Open the Wearable app.\\n\\n Tap More → Start to connect your phone to the wearable device. Follow the on-screen instructions to finish the setup. Refer to the wearable device’s user guide for more information about how to connect and use the wearable device with your device.\\n\\n### PENUP (Galaxy S25 Ultra)\\n\\n###### PENUP is a social network service for sharing artwork drawn with the S Pen. Post your artwork, check out others’ artwork, and get useful drawing tips.\\n\\n Open the PENUP app.\\n\\n### Calendar\\n\\n###### Manage your schedule by entering upcoming events in your planner.\\n\\n Open the Calendar app and tap  or double tap a date. If the date already has saved events or tasks in it, tap the date and tap .\\n\\n Syncing events with your accounts\\n\\n 1 Open Settings, tap Accounts and backup → Manage accounts, and then select the account to sync with.\\n\\n 2 Tap Sync account and tap the Calendar switch to turn it on.\\n\\n To add accounts to sync with, open the Calendar app and tap → → Manage calendars → → Add account. Then, select an account to sync with and #.\\n\\n\\n-----\\n\\n### Reminder\\n\\n###### Register to-do items as reminders and receive notifications according to the condition you set.\\n\\n Open the Calendar app and tap → Reminders ( ) → . The Reminder screen will appear and the Reminder app icon ( ) will be added to the Apps screen.\\n\\n   - To receive more accurate notifications, connect to a Wi-Fi or mobile network.\\n\\n   - To use location reminders, the GPS feature must be turned on. Location\\n###### reminders may not be available depending on the model.\\n\\n Using Reminder\\n\\n Open the Reminder app.\\n\\n - To create reminders, tap .\\n\\n - To complete reminders, tap or select a reminder and tap Complete.\\n\\n - To restore reminders, tap → Completed, select a reminder to restore, and then\\n###### tap Restore.\\n\\n - To delete a reminder, select a reminder and tap Delete.\\n\\n\\n-----\\n\\n### Voice Recorder\\n\\n###### Record or play voice recordings.\\n\\n 1 Open the Voice Recorder app.\\n\\n 2 Tap  to start recording. Speak into the microphone.\\n\\n  - Tap to pause recording.\\n\\n  - While making a voice recording, tap to insert a bookmark.\\n###### 3 Tap  to finish recording.\\n\\n 4 Enter a file name and tap Save.\\n\\n Changing the recording mode\\n\\n Tap → → Recording mode and select a mode.\\n\\n - Standard: This is the standard recording mode.\\n\\n - Interview: The device records sound from the top and the bottom of the device at a\\n###### high volume while reducing the volume of sound from the sides.\\n\\n Playing selected voice recordings\\n\\n When you review interview recordings, you can mute or unmute certain sound sources in the recording.\\n\\n 1 Select a voice recording made in interview mode.\\n\\n 2 To mute certain sound sources, tap  for the corresponding direction that sound is to be muted. The icon will change to  and the sound will be muted.\\n\\nMuted sound source\\n\\nUnmuted sound source\\n\\n\\n-----\\n\\n### My Files\\n\\n##### (Checking and managing the files)\\n\\n###### Access and manage various files stored in the device.\\n\\n Open the My Files app.\\n\\n To check for unnecessary data and free up the device’s storage, tap Manage storage.\\n\\n To search for files or folders, tap .\\n\\n### Clock\\n\\n###### Set alarms, check the current time in many cities around the world, time an event, or set a specific duration.\\n\\n Open the Clock app.\\n\\n### Calculator\\n\\n###### Perform basic arithmetic or scientific calculations.\\n\\n Open the Calculator app.\\n\\n  - : Check the calculation history. To clear the history, tap Clear history. To close the\\n###### calculation history panel, tap .\\n\\n  - : Use the unit conversion tool. You can convert various values, such as area,\\n###### length, or temperature, into other units.\\n\\n  - : Display the scientific calculator.\\n\\n\\n-----\\n\\n### Gaming Hub\\n\\n###### Gaming Hub gathers your games downloaded from Play Store and Galaxy Store into one place.\\n\\n Open the Gaming Hub app and select the game you want.\\n\\n Games downloaded from Play Store and Galaxy Store will be automatically shown on the Gaming Hub screen. If your games are not there, tap → → Add games.\\n\\n Removing a game from Gaming Hub\\n\\n Tap, touch and hold a game, and then tap Remove from Gaming Hub.\\n\\n### Game Booster\\n\\n##### (Configuring your gaming environment)\\n\\n###### You can play games in a better environment with Game Booster. You can use Game Booster while playing games.\\n\\n To open the Game Booster panel while playing games, tap  at the bottom of the screen. If the icon is hidden, drag upwards from the bottom of the screen to show it.\\n\\n  - : Configure settings for each game, such as changing the performance mode.\\n\\n  - : Configure settings for Game Booster.\\n\\n - Touch booster: Increase the screen’s touch sensitivity for better touch recognition\\n###### while playing games.\\n\\n - Touch protection: Lock the screen while the game is being played. To unlock the\\n###### screen, drag the lock icon in any direction.\\n\\n - Screenshot: Capture screenshots.\\n\\n - Record: Record your game sessions. To stop recording, tap .\\n\\n - Block navigation: Hide the buttons on the navigation bar. To display the buttons, tap\\n\\n###### on the navigation bar.\\n\\n - Block edge panel: Hide the Edge panel handle while playing games.\\n\\n\\n-----\\n\\n - Block auto brightness: Disable automatic screen brightness adjustments while\\n###### playing games.\\n\\n - Block Bixby: Turn off Bixby while playing games.\\n\\n - Edit: Edit the options list.\\n\\n - Game optimisation: Check the current performance mode.\\n\\n - Temp: Check the device’s temperature status.\\n\\n - RAM: Check the available memory.\\n\\n   - Available options may vary depending on the game.\\n\\n   - Game performance may be limited to control the device’s temperature if the\\n###### temperature rises above a certain level.\\n\\n Changing the performance mode\\n\\n You can change the game performance mode.\\n\\n Tap → → Game optimisation and select the mode you want.\\n\\n - Performance: This focuses on giving you high performance while playing games.\\n###### If you use this mode, your device may heat up because of increased battery consumption.\\n\\n - Standard: This balances the performance and the battery usage time.\\n\\n - Battery saver: This saves battery power while playing games.\\n\\n###### Battery power efficiency may vary by game.\\n\\n Opening apps in pop-up windows while playing games\\n\\n You can open apps in pop-up windows while playing a game.\\n\\n Tap → Pop-up apps and select an app from the apps list.\\n\\n\\n-----\\n\\n### SmartThings\\n\\n###### Control and manage smart appliances and Internet of Things (IoT) products.\\n\\n Open the SmartThings app. For more information, tap Menu → How to use.\\n\\n\\nManage locations.\\n\\nInvite others using a QR code.\\n\\n\\nCheck and manage devices in\\nMap view.\\n\\nMore options\\n\\nAdd devices or services, or create\\nroutines.\\n\\n\\n- Home: Add and manage frequently used devices, routines, or services.\\n\\n- Devices: Add or manage devices.\\n\\n- Life: Use various services, such as checking the device status or energy usage, and\\n###### saving energy by using AI energy mode.\\n\\n- Routines: Add or manage routines.\\n\\n- Menu: Check useful information, supported devices, how to use certain features, and\\n###### more.\\n\\n  - The devices you can connect may vary depending on the region. Available\\n###### features may differ depending on the connected device.\\n\\n  - Connected devices’ own problems or defects are not covered by the Samsung\\n###### warranty. When problems or defects occur on the connected devices, contact the device’s manufacturer.\\n\\n\\n-----\\n\\n### Sharing content\\n\\n###### Share content by using various sharing options. The following actions are an example of sharing images.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Tap  and select a sharing method you want.\\n\\n You may incur additional charges when sharing files through the mobile network.\\n\\n Quick Share\\n\\n Share content with nearby devices or people in your contacts.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 On the other device, open Settings and tap Connected devices → Quick Share → Who can share with you → Contacts only or Everyone → Done.\\n 3 Tap → Quick Share and select a device to transfer the image to.\\n\\n  - To share the link with a QR code, tap QR code or link and scan the QR code.\\n\\n  - To share with contacts, tap View contact.\\n\\n  - To share encrypted content, tap → Turn on Private sharing. Shared content\\n###### cannot be saved, copied, or resent by the recipient. 4 Accept the file transfer request on the other device.\\n\\n Setting who can find your phone\\n\\n Set who is allowed to find and send content to your phone.\\n\\n 1 Open Settings and tap Connected devices → Quick Share → Who can share with you.\\n\\n 2 Select an option.\\n\\n  - No one: Do not allow others to find your phone. Only other devices signed in to the\\n###### same Samsung account can find your phone.\\n\\n  - Contacts only: Share with people saved in your contacts.\\n\\n  - Everyone: Allow any nearby devices to share with your phone.\\n\\n\\n-----\\n\\n### Music Share\\n\\n###### Using the Music Share feature, you can share your Bluetooth speaker that is already connected to your phone with another person. You can also listen to the same music on your Galaxy Buds and another person’s Galaxy Buds.\\n\\n This feature is available only on devices that support the Music Share feature.\\n\\n Sharing a Bluetooth speaker\\n\\n On your phone, open Settings, tap Connected devices → Music Share, and then tap the switch to turn it on.\\n\\n Follow the on-screen instructions to share your Bluetooth speaker.\\n\\n Listening to music together with Galaxy Buds\\n\\n You can listen to music on your phone together through your Buds and your friend’s Buds.\\n\\n This feature is supported only on the Galaxy Buds series.\\n\\n 1 Make sure that each phone and pair of Buds are connected.\\n\\n Refer to Pairing with other Bluetooth devices for how to connect.\\n\\n 2 On your friend’s phone, open Settings, tap Connected devices, and then tap the Music Share switch to turn it on. You can use additional features, such as setting who to share your device with, by tapping Music Share.\\n\\n 3 On your phone, open the quick settings panel and tap Media output.\\n\\n 4 Select your friend’s Buds from the detected devices list.\\n\\n 5 On your friend’s phone, accept the connection request. When you play music through your phone, you can listen to it together through both Buds.\\n\\n\\n-----\\n\\n### Smart View\\n\\n##### (Mirroring on a TV screen)\\n\\n###### View your phone’s displayed content on a large screen by connecting your phone to a screen mirroring-enabled TV or monitor.\\n\\n 1 Open the quick settings panel and tap Smart View.\\n\\n 2 Select a device to mirror your phone’s screen.\\n When you play a video with Smart View, the resolution may vary depending on the TV model.\\n\\n Casting apps to the screen\\n\\n Only display the video on the connected screen while you are checking private messages or using other features on your phone at the same time.\\n\\n Open the app to cast a video on the connected screen and tap → .\\n\\n Some apps may not support this feature.\\n\\n### Samsung DeX\\n\\n###### Using Samsung DeX, you can use your mobile device like a computer by connecting the mobile device to an external display, such as a TV or monitor. While using Samsung DeX, you can simultaneously use your mobile device.\\n\\n Visit www.samsung.com/samsung-dex for more information.\\n\\n   - When starting or ending Samsung DeX, running apps may be closed.\\n\\n   - Some apps or features may not be available when using Samsung DeX.\\n\\n###### Wireless connections to external displays\\n\\n On your mobile device, open Settings and tap Connected devices → Samsung DeX → Start DeX. Follow the on-screen instructions to complete the connection. Some TVs or monitors will only be detected when its screen mirroring mode is turned on.\\n\\n\\n-----\\n\\n###### Wired connections to external displays\\n\\n You can connect your mobile device to an external display using an HDMI adapter (USB Type-C to HDMI).\\n\\n Use only official Samsung DeX supported accessories that are provided by Samsung. Performance problems and malfunctions caused by using accessories that are not officially supported are not covered by the warranty.\\n\\n Controlling the Samsung DeX screen\\n\\n Use the following methods to control the Samsung DeX screen on an external display.\\n\\n - Controlling with an external keyboard and mouse\\n\\n###### You can use a wireless keyboard/mouse.\\n\\n You can set the mouse pointer to flow from the external display to the mobile device’s screen. Open Settings, select Samsung DeX → Mouse and trackpad, and then select the Flow pointer to phone screen switch to turn it on.\\n\\n - Using your mobile device as a touchpad\\n\\n###### On your mobile device, tap  on the navigation bar. If you have set the navigation bar to use Swipe gestures, open the notification panel and tap Use your phone as a touchpad.\\n\\n - Using the screen keyboard\\n\\n###### When you enter text to send messages, create notes, or perform other tasks, a screen keyboard will appear automatically on your mobile device’s screen without connecting an external keyboard.\\n\\n\\n-----\\n\\n### Google apps\\n\\n###### Google provides entertainment, social network, and business apps. You may require a Google Account to access some apps.\\n\\n To check out more app information, access each app’s help menu.\\n\\n - Chrome: Search for information and browse webpages.\\n\\n - Gmail: Send or receive emails through the Google Mail service.\\n\\n - Maps: Find your location on the map, search the world map, and access location\\n###### information for various places around you.\\n\\n - YT Music: Enjoy various music and videos provided by YouTube Music. You can also\\n###### access the music collections stored on your device and play them.\\n\\n - Google TV: Purchase or rent videos, such as movies and TV programmes, from Play\\n###### Store.\\n\\n - Drive: Store your content on the cloud, access it from anywhere, and share it with\\n###### others.\\n\\n - YouTube: Watch or create videos and share them with others.\\n\\n - Google: Search for items on the internet or your device.\\n\\n - Meet: Make video calls or create or join video meetings.\\n\\n - Messages: Send and receive messages on your device or computer, and share\\n###### various content, such as images and videos.\\n\\n - Gemini: Chat with Gemini to use various features, such as searching for information,\\n###### creating custom images, or writing content.\\n\\n Some apps may not be available depending on the carrier or model.\\n\\n\\n-----\\n\\n## Settings\\n\\n### Introduction\\n\\n###### Customise device settings.\\n\\n On the Apps screen, tap Settings. Alternatively, open the quick settings panel and tap\\n .\\n\\n To search for settings by entering keywords, tap . You can also search for settings by selecting a recommended feature or a topic.\\n\\n### # to your Galaxy\\n\\n###### # to your Samsung account and manage it.\\n\\n On the Settings screen, tap # to your Galaxy.\\n\\n### Connections\\n\\n##### Options\\n\\n###### Change settings for various connections, such as the Wi-Fi feature and Bluetooth.\\n\\n On the Settings screen, tap Connections.\\n\\n - Wi-Fi: Turn on the Wi-Fi feature to connect to a Wi-Fi network and access the\\n###### internet or other network devices. Refer to Wi-Fi for more information.\\n\\n - Bluetooth: Use Bluetooth to exchange data or media files with other\\n###### Bluetooth-enabled devices. Refer to Bluetooth for more information.\\n\\n - NFC and contactless payments: Read near field communication (NFC) tags that\\n###### contain information about products. You can also use this feature to make payments and buy tickets for transportation or events after downloading the required apps. Refer to NFC and contactless payments for more information.\\n\\n\\n-----\\n\\n- Ultra-wideband (UWB): Turn on the UWB feature.\\n\\n- Flight mode: Set the device to turn off all wireless functions on your device. You can\\n###### use only non-network services.\\n\\n Follow the regulations provided by the airline and the instructions of aircraft personnel. In cases where it is allowed to use the device, always use it in Flight mode.\\n\\n- SIM manager: Activate your SIM or USIM cards and customise the SIM card settings.\\n###### Refer to SIM manager (dual SIM models) for more information.\\n\\n- Mobile networks: Configure your mobile network settings.\\n\\n- Data usage: Keep track of your data usage amount and customise the settings for\\n###### the limitation. Set the device to automatically disable the mobile data connection when the amount of mobile data you have used reaches your specified limit.\\n\\n You can turn on the data saver feature to prevent some apps running in the background from sending or receiving data. Refer to Data saver for more information.\\n\\n You can also set apps to use only a Wi-Fi or mobile data, or both. Refer to Allowed networks for apps for more information.\\n\\n- Mobile Hotspot and Tethering: Use the phone as a mobile hotspot to share the\\n###### phone’s mobile data connection with other devices. For more information about Mobile Hotspot, refer to Mobile Hotspot.\\n\\n You may incur additional charges when using this feature.\\n\\n- More connection settings: Customise settings to control other features. Refer to\\n\\n###### More connection settings for more information.\\n\\n Some features may not be available depending on the model.\\n\\n\\n-----\\n\\n##### Wi-Fi\\n\\n###### Turn on the Wi-Fi feature to connect to a Wi-Fi network and access the internet or other network devices.\\n\\n Connecting to a Wi-Fi network\\n\\n 1 On the Settings screen, tap Connections → Wi-Fi and tap the switch to turn it on.\\n\\n 2 Select a network from the Wi-Fi networks list. Networks with a lock icon require a password.\\n\\n   - Once the device connects to a Wi-Fi network, the device will reconnect to that\\n###### network each time it is available without requiring a password. To prevent the device from connecting to the network automatically, tap  next to the network and tap the Auto reconnect switch to turn it off.\\n\\n   - If you cannot connect to a Wi-Fi network properly, restart your device’s Wi-Fi\\n###### feature or the wireless router.\\n\\n Sharing Wi-Fi network passwords\\n\\n If you make a request to a person who is connected to a secured Wi-Fi network to share its password, you can connect to the network without entering the password. This feature is available between the devices which have contacts each other and the screen of the other device must be turned on.\\n\\n 1 On the Settings screen, tap Connections → Wi-Fi and tap the switch to turn it on.\\n\\n 2 Select a network from the Wi-Fi networks list.\\n\\n 3 Tap Request password.\\n\\n 4 Accept the share request on the other device. The Wi-Fi password is entered on your device and it is connected to the network.\\n\\n\\n-----\\n\\n###### Wi-Fi Direct\\n\\n Wi-Fi Direct connects devices directly through a Wi-Fi network without requiring an access point.\\n\\n 1 On the Settings screen, tap Connections → Wi-Fi and tap the switch to turn it on.\\n\\n 2 Tap → Wi-Fi Direct. The detected devices are listed.\\n\\n If the device you want to connect to is not in the list, request that the device turns on its Wi-Fi Direct feature.\\n\\n 3 Select a device to connect to. The devices will be connected when the other device accepts the Wi-Fi Direct connection request.\\n\\n To end the device connection, select the device to disconnect from the list.\\n\\n##### Bluetooth\\n\\n###### Use Bluetooth to exchange data or media files with other Bluetooth-enabled devices.\\n\\n Precautions for using Bluetooth\\n\\n - Samsung is not responsible for the loss, interception, or misuse of data sent or\\n###### received through Bluetooth.\\n\\n - Always ensure that you share and receive data with devices that are trusted and\\n###### properly secured. If there are obstacles between the devices, the operating distance may be reduced.\\n\\n - Some devices, especially those that are not tested or approved by the Bluetooth SIG,\\n###### may be incompatible with your device.\\n\\n - Do not use the Bluetooth feature for illegal purposes (for example, pirating copies of\\n###### files or illegally tapping communications for commercial purposes). Samsung is not responsible for the repercussion of illegal use of the Bluetooth feature.\\n\\n\\n-----\\n\\n###### Pairing with other Bluetooth devices\\n\\n 1 On the Settings screen, tap Connections → Bluetooth and tap the switch to turn it on.\\n\\n The detected devices will be listed.\\n\\n 2 Select a device to pair with. If the device you want to pair with is not on the list, set the device to enter Bluetooth pairing mode. Refer to the other device’s user guides.\\n\\n Your phone is visible to other devices while the Bluetooth settings screen is open.\\n\\n 3 Accept the Bluetooth connection request on your phone to confirm. The devices will be connected when the other device accepts the Bluetooth connection request.\\n\\n To unpair the devices, tap  next to the device name to unpair and tap Unpair.\\n\\n Sending and receiving data\\n\\n Many apps support data transfer through Bluetooth. You can share data, such as contacts or media files, with other Bluetooth devices. The following actions are an example of sending an image to another device.\\n\\n 1 Open the Gallery app and select an image.\\n\\n 2 Tap → Bluetooth and select a device to transfer the image to. If the device you want to pair with is not in the list, request that the device turns on its visibility option.\\n\\n 3 Accept the Bluetooth connection request on the other device.\\n\\n\\n-----\\n\\n##### NFC and contactless payments\\n\\n###### You can use your phone to read near field communications tags (NFC) that contain information about products. You can also use this feature to make payments and buy tickets for transportation or events after downloading the required apps.\\n\\n The device contains a built-in NFC antenna. Handle the device carefully to avoid damaging the NFC antenna.\\n\\n Reading information from NFC tags\\n\\n Use the NFC feature to read product information from NFC tags.\\n\\n 1 On the Settings screen, tap Connections and tap the NFC and contactless payments switch to turn it on.\\n\\n 2 Place the NFC antenna area on the back of your device near an NFC tag. The information from the tag appears.\\n\\n Ensure that the device’s screen is turned on and unlocked. Otherwise, the device will not read NFC tags or receive data.\\n\\n Making payments with the NFC feature\\n\\n Before you can use the NFC feature to make payments, you must register for the mobile payment service. To register or get more information about the service, contact your service provider.\\n\\n 1 On the Settings screen, tap Connections and tap the NFC and contactless payments switch to turn it on.\\n\\n 2 Touch the NFC antenna area on the back of your device to the NFC card reader.\\n\\n To set the default payment app, on the Settings screen, tap Connections → NFC and contactless payments → Default wallet app and select an app.\\n\\n   - The payment services list may not include all available payment apps.\\n\\n   - If you update the payment app or install a new one, the payment services that\\n###### you used before may not work properly. If that is the case, on the Settings screen, tap Connections → NFC and contactless payments → Default wallet app or Non-payment NFC services, and then select another app instead of the updated or newly installed app. Or, deselect the selected app.\\n\\n\\n-----\\n\\n##### Data saver\\n\\n###### Reduce your data usage by preventing some apps running in the background from sending or receiving data.\\n\\n On the Settings screen, tap Connections → Data usage → Data saver and tap the switch to turn it on.\\n\\n When the data saver feature is turned on, the  icon will appear on the status bar.\\n\\nData saver feature is turned\\non\\n\\n###### To select apps to use data without restriction, tap Apps that can always use data and select apps.\\n\\n##### Allowed networks for apps\\n\\n###### Set apps to use only a Wi-Fi or mobile data, or both.\\n\\n For example, you can set the device to use only mobile data for apps that you want to keep secure or streaming apps that can be disconnected. Even if you do not turn off the Wi-Fi feature, the apps will open using the mobile data.\\n\\n On the Settings screen, tap Connections → Data usage → Allowed networks for apps. Tap an app you want from the apps list and select a network option.\\n\\n You may incur additional charges when using the mobile data.\\n\\n\\n-----\\n\\n##### Mobile Hotspot\\n\\n###### Use your phone as a mobile hotspot to share your phone’s mobile data connection with other devices.\\n\\n 1 On the Settings screen, tap Connections → Mobile Hotspot and Tethering → Mobile Hotspot.\\n\\n 2 Tap the switch to turn it on. You can change the network name, password, and more.\\n\\n The  icon appears on the status bar.\\n\\n 3 On the other device’s screen, search for and select your phone from the Wi-Fi networks list. Alternatively, tap QR code on the Mobile Hotspot screen and scan the QR code with the other device.\\n\\n   - If the mobile hotspot is not found, on your phone, set Band to 2.4 GHz, tap\\n###### Advanced, and then tap the Hidden network switch to turn it off.\\n\\n   - If you turn on the Auto Hotspot feature, you can share your phone’s mobile data\\n###### connection with other devices signed in to your Samsung account.\\n\\n##### More connection settings\\n\\n###### Customise settings to control other connection features.\\n\\n On the Settings screen, tap Connections → More connection settings.\\n\\n - Nearby device scanning: Set the phone to scan for nearby devices to connect to.\\n\\n - Printing: Configure settings for printer plug-ins installed on the device. You can\\n###### search for available printers or add one manually to print files. Refer to Printing for more information.\\n\\n - VPN: Set up virtual private networks (VPNs) on your device to connect to a school or\\n###### company’s private network.\\n\\n - Private DNS: Set the device to use the security enhanced private DNS.\\n\\n - Ethernet: When you connect an Ethernet adapter, you can use a wired network and\\n###### configure network settings.\\n\\n - Auto update system configurations: Allow automatic configuration changes to\\n###### ensure that network connection features work as expected.\\n\\n\\n-----\\n\\n###### Printing\\n\\n Configure settings for printer plug-ins installed on the device. You can connect the device to a printer through Wi-Fi or Wi-Fi Direct, and print images or documents.\\n\\n Some printers may not be compatible with the device.\\n\\n Adding printer plug-ins\\n\\n Add printer plug-ins for printers you want to connect the device to.\\n\\n 1 On the Settings screen, tap Connections → More connection settings → Printing → Download plugin.\\n\\n 2 Select a printer plug-in and install it.\\n\\n 3 Select the installed printer plug-in. The device will automatically search for printers that are connected to the same Wi-Fi network as your device.\\n\\n 4 Select a printer to add.\\n\\n To add printers manually, tap → Add printer.\\n\\n Printing content\\n\\n While accessing content, such as images or documents, access the options list, tap Print → → All printers..., and then select a printer.\\n\\n Printing methods may vary depending on the content type.\\n\\n\\n-----\\n\\n### Connected devices\\n\\n###### Change settings for device connections.\\n\\n On the Settings screen, tap Connected devices.\\n\\n - Quick Share: Change the Quick Share settings. Refer to Quick Share for more\\n###### information.\\n\\n - Music Share: Change the Music Share settings. Refer to Music Share for more\\n###### information.\\n\\n - Auto switch Buds: Set the Galaxy Buds to switch from another device to your phone\\n###### when you make or answer a call, play media, and more. You can use this feature only when you signed in to the same Samsung account on the other device and you are wearing your Galaxy Buds.\\n\\n - Call & text on other devices: Connect your tablet and phone to use calling and\\n###### messaging features on the tablet with your phone number. You must register and # to the same Samsung account on the tablet and phone. Some calling and messaging features may not be available.\\n\\n - Continue on other devices: Use your phone’s apps and features on other devices\\n###### signed in to your Samsung account.\\n\\n - Camera Share: Use your phone’s camera as a webcam for a nearby tablet or Galaxy\\n###### Book. To use this feature, both devices need to be signed in to the same Samsung account and have Wi-Fi, Bluetooth, and the Camera Share feature turned on.\\n\\n - Storage Share: Share your phone's files with your Samsung TV or Galaxy Book. To use\\n###### this feature, both devices need to be signed in to the same Samsung account and have Wi-Fi, Bluetooth, and the Storage Share feature turned on.\\n\\n - Link to Windows: Access and use the mobile device’s data, such as apps or pictures,\\n###### on a Windows computer. A Microsoft account is required to use this feature. Visit https://aka.ms/setupltw for details.\\n\\n - Multi control: Use a mouse and keyboard connected to a Samsung computer that\\n###### supports this feature on your phone.\\n\\n - Samsung DeX: Use your mobile device’s features in an interface environment similar\\n###### to a computer. Refer to Samsung DeX for more information.\\n\\n - Smart View: View your phone’s displayed content on a large screen by connecting\\n###### your phone to a screen mirroring-enabled TV or monitor. Refer to Smart View for more information.\\n\\n\\n-----\\n\\n - Galaxy Wearable: When you connect your phone to the wearable device, you can\\n###### customise the wearable device’s settings and apps. Refer to Galaxy Wearable for more information.\\n\\n - SmartThings: Control and manage smart appliances and Internet of Things (IoT)\\n###### products. Refer to SmartThings for more information.\\n\\n - Android Auto: Connect your device to a vehicle and control some of your device’s\\n###### features on the vehicle’s display.\\n\\n### Galaxy AI\\n\\n###### Use advanced intelligence features to help you use your device.\\n\\n On the Settings screen, tap Galaxy AI. Refer to Galaxy AI for more information.\\n\\n### Modes and Routines\\n\\n##### Using modes\\n\\n###### Add a mode based on your current activity or location. Your device’s settings will change to match your activity or situation. You can turn the mode on or off from the quick settings panel.\\n\\n Adding modes\\n\\n 1 On the Settings screen, tap Modes and Routines → Modes.\\n\\n 2 Select a mode you want or tap Add mode to add your own modes.\\n\\n Running modes\\n\\n Modes will run automatically when their conditions are detected. You can also run them manually by tapping the button whenever you want.\\n\\n To run modes manually, select the mode you want and tap Turn on.\\n\\n To turn off a running mode, tap the mode and tap Turn off.\\n\\n Alternatively, open the quick settings panel, tap Modes, and then select a mode to turn it on. To turn the mode off, tap the mode button on the quick settings panel.\\n\\n\\n-----\\n\\n##### Using routines\\n\\n###### Automate your repetitive daily tasks. For example, you can automatically change your sound settings depending on where you are, optimise your device’s settings for gaming, and more.\\n\\n Adding routines\\n\\n 1 On the Settings screen, tap Modes and Routines → Routines.\\n\\n 2 Tap  and add your own routines or tap Discover and select a routine you want. If you want to set the routine’s running condition to manual, tap Start manually. This option will appear only when there are no running conditions set.\\n\\n Running routines\\n\\n Auto routines will run automatically when their conditions are detected. For routines which you set the running condition as Start manually, you can run them manually by tapping the button whenever you want.\\n\\n To run routines manually, tap  next to the routine you want to run. If you want to use a widget, tap a routine under Manual routines and tap More → Set as widget → Add. The routine will be added as a widget to the Home screen and you can run the routine by tapping the widget.\\n\\n To stop running routines, tap, tap the routine under Running, and then tap Stop, or tap the routine’s widget on the Home screen.\\n\\n\\n-----\\n\\n### Sounds and vibration\\n\\n##### Options\\n\\n###### Change settings for various sounds on the device.\\n\\n On the Settings screen, tap Sounds and vibration.\\n\\n - Sound / Vibrate / Mute: Set the device to use sound mode, vibration mode, or silent\\n###### mode.\\n\\n - Vibrate while ringing: Set the device to vibrate and play a ringtone for incoming\\n###### calls.\\n\\n - Temporary mute: Set the device to use silent mode for a certain period.\\n\\n - Ringtone: Change the call ringtone.\\n\\n - Notification sound: Change the notification sound.\\n\\n - System sound: Change the sound to use for certain actions, such as charging the\\n###### device.\\n\\n - Volume: Adjust the device’s volume level.\\n\\n - Call vibration: Change the call vibration settings.\\n\\n - Notification vibration: Change the notification vibration settings.\\n\\n - System vibration: Select actions to receive vibration feedback and adjust the\\n###### vibration intensity.\\n\\n - Vibration intensity: Adjust the force of the vibration notification.\\n\\n - Sound quality and effects: Set the device’s sound quality and effects. Refer to Sound\\n###### quality and effects for more information.\\n\\n - Separate app sound: Set the device to play media sound from a specific app\\n###### separately on the other audio device. Refer to Separate app sound for more information.\\n\\n Some features may not be available depending on the model.\\n\\n\\n-----\\n\\n##### Sound quality and effects\\n\\n###### Set the device’s sound quality and effects.\\n\\n On the Settings screen, tap Sounds and vibration → Sound quality and effects.\\n\\n - Dolby Atmos: Select a surround sound mode optimised for various types of audio,\\n###### such as movies, music, and voice. With Dolby Atmos, you can experience moving audio sounds that flow all around you.\\n\\n - Equaliser: Change the sound profile and enjoy optimised sound.\\n\\n - Boost dialogue: Raise the volume of voices in the content.\\n\\n###### This feature is not available for multichannel audio content.\\n\\n - Loudness normalisation: Reduce the differences in volume between different\\n###### content. The device will automatically increase the volume of content with low volume.\\n\\n - App sound settings: Check and manage the optimised sound settings you saved for\\n###### each media app. To adjust sound settings for each app, open the quick settings panel while playing content in the app, touch and hold the volume adjustment bar, and then change the settings. The same settings will be applied the next time you run the app.\\n\\n - Adapt sound: Set the best sound for you.\\n\\n - UHQ upscaler: Enhance the sound resolution of music and videos when using wired\\n###### headphones or Bluetooth headphones that support UHQ.\\n\\n Depending on the model, you must connect headphones to use some features.\\n\\n##### Separate app sound\\n\\n###### Set the device to play media sound from a specific app on the connected Bluetooth speaker or headset.\\n\\n For example, you can listen to the Navigation app through your device’s speaker while listening to playback from the Music app through the vehicle’s Bluetooth speaker.\\n\\n 1 On the Settings screen, tap Sounds and vibration → Separate app sound and tap the switch to turn it on.\\n\\n 2 Select an app to play media sounds separately and tap the Back button ( ).\\n\\n 3 Select a device for playing the selected app’s media sound.\\n\\n\\n-----\\n\\n### Notifications\\n\\n###### Change the notification settings.\\n\\n On the Settings screen, tap Notifications.\\n\\n - App notifications: Select the apps you want to receive notifications from.\\n\\n - Lock screen notifications: Set how to show notifications on the locked screen.\\n\\n - Status bar: Set how to display notification icons and whether to display the\\n###### remaining battery percentage on the status bar.\\n\\n - Notification pop-up style: Select a notification pop-up style and change the\\n###### settings.\\n\\n - Do not disturb: Set the device to mute all sounds except for allowed exceptions.\\n\\n - Advanced settings: Configure advanced settings for notifications.\\n\\n### Display\\n\\n##### Options\\n\\n###### Change the display and the Home screen settings.\\n\\n On the Settings screen, tap Display.\\n\\n - Light / Dark: Turn Dark mode on or off.\\n\\n - Dark mode settings: Reduce eye strain by applying the dark theme when using the\\n###### device at night or in a dark place. You can set a schedule for applying Dark mode.\\n\\n The dark theme may not be applied in some apps.\\n\\n - Brightness: Adjust the brightness of the display.\\n\\n - Adaptive brightness: Set the device to keep track of your brightness adjustments\\n###### and apply them automatically in similar lighting conditions.\\n\\n - Extra brightness: Set the display to be brighter than the maximum brightness. This\\n###### feature is available when you turn off the Adaptive brightness feature.\\n\\n\\n-----\\n\\n- Motion smoothness: Change the refresh rate of the screen. When a high refresh rate\\n###### is set, the screen will scroll more smoothly. Refer to Motion smoothness for more information.\\n\\n- Eye comfort shield: Reduce eye strain by limiting the amount of blue light emitted\\n###### by the screen. You can set a schedule for applying this feature.\\n\\n- Adaptive colour tone: Adjust the colours and white balance based on the ambient\\n###### lighting conditions to make colours appear more natural in different environments.\\n\\n- Screen mode: Change the screen mode to adjust the display’s colour and contrast.\\n###### Refer to Changing the screen mode or adjusting the display colour for more information.\\n\\n- Font size and style: Change the font size and style.\\n\\n- Screen zoom: Make the items on the screen larger or smaller.\\n\\n- Screen resolution: Change the screen resolution. Higher resolutions make the\\n###### display more vivid, however they will consume more battery power. Some currently running apps may close when you change the resolution.\\n\\n- Camera cutout: Set the device to hide the front camera from the screen.\\n\\n- Screen timeout: Set the length of time the device waits before turning off the\\n###### display’s backlight.\\n\\n- Easy mode: Switch to easy mode to display larger icons and apply a simpler layout to\\n###### the Home screen.\\n\\n- Edge panels: Change the settings for the Edge panel.\\n\\n- Navigation bar: Change the navigation bar settings. Refer to Navigation bar (soft\\n###### buttons) for more information.\\n\\n- Accidental touch protection: Set the device to prevent the screen from detecting\\n###### touch input when it is in a dark place, such as a pocket or bag.\\n\\n- Touch sensitivity: Increase the touch sensitivity of the screen for use with screen\\n###### protectors.\\n\\n- Show charging information: Set the device to display the charging information, such\\n###### as the remaining battery percentage when the screen is off.\\n\\n- Screen saver: Set the device to launch a screensaver when the device is charging.\\n\\n###### Some features may not be available depending on the model.\\n\\n\\n-----\\n\\n##### Motion smoothness\\n\\n###### The refresh rate is the number of times the screen is refreshed every second. Use a high refresh rate to prevent the screen from flickering when switching between screens. The screen will scroll more smoothly. When you select a standard refresh rate, you can use the battery longer.\\n\\n 1 On the Settings screen, tap Display → Motion smoothness.\\n\\n 2 Select a refresh rate.\\n\\n  - Adaptive: Get smoother animations and scrolling by automatically adjusting your\\n###### screen refresh rate into a higher one.\\n\\n  - Standard: Use a standard refresh rate in normal situations to conserve battery\\n###### power.\\n\\n##### Changing the screen mode or adjusting the display colour\\n\\n###### Change the screen mode or adjust the display colour to your preference.\\n\\n Changing the screen mode\\n\\n On the Settings screen, tap Display → Screen mode and select a mode you want.\\n\\n - Vivid: This optimises the colour range, saturation, and sharpness of your display. You\\n###### can also adjust the display colour balance by colour value.\\n\\n - Natural: This adjusts the screen to a natural tone.\\n\\n   - You can adjust the display colour only in Vivid mode.\\n\\n   - Vivid mode may not be compatible with third-party apps.\\n\\n\\n-----\\n\\n###### Optimising the full screen colour balance\\n\\n Optimise the display colour by adjusting the colour tones to your preference.\\n\\n On the Settings screen, tap Display → Screen mode → Vivid and adjust the colour adjustment bar under White balance.\\n\\n When you drag the colour adjustment bar towards Cool, the blue colour tone will increase. When you drag the bar towards Warm, the red colour tone will increase.\\n\\n Adjusting the screen tone by colour value\\n\\n Increase or lower certain colour tones by adjusting the Red, Green, or Blue value individually.\\n\\n 1 On the Settings screen, tap Display → Screen mode → Vivid.\\n\\n 2 Tap Advanced settings.\\n\\n 3 Adjust the R (Red), G (Green), or B (Blue) colour bar to your preference. The screen tone will be adjusted.\\n\\n To adjust the vividness level, drag the bar under Vividness.\\n\\n### Battery\\n\\n###### Check the remaining battery power and time to use the device. For devices with low battery levels, conserve battery power by turning on power saving features.\\n\\n On the Settings screen, tap Battery.\\n\\n - Power saving: Turn on power saving mode to extend the battery’s usage time.\\n\\n - Background usage limits: Limit battery usage for apps that you do not use often.\\n\\n - Battery protection: Set to stop charging when the battery is fully charged or limit\\n###### the maximum charge to the preset level.\\n\\n - Today: Check the battery level and usage history.\\n\\n - Charging settings: Configure the charging settings.\\n\\n\\n-----\\n\\n - Wireless power sharing: Charge another device with your phone’s battery. Refer to\\n\\n###### Wireless power sharing for more information.\\n\\n - Auto dim screen: Dim the screen when the remaining battery power drops below a\\n###### certain level.\\n\\n - Show battery percentage: Display the remaining battery percentage on the status\\n###### bar.\\n\\n - Battery information: Check out battery information.\\n\\n   - The usage time left shows the time remaining before the battery power runs\\n###### out. Usage time left may vary depending on your device settings and operating conditions.\\n\\n   - You might not receive notifications from some apps that use power saving\\n###### mode.\\n\\n### Wallpaper and style\\n\\n###### Change the wallpaper settings for the Home screen and the locked screen.\\n\\n On the Settings screen, tap Wallpaper and style.\\n\\n### Themes\\n\\n###### Apply various themes to the device to change the visual elements of the Home screen, locked screen, and icons.\\n\\n On the Settings screen, tap Themes.\\n\\n### Home screen\\n\\n###### Configure settings for the Home screen, such as the screen layout.\\n\\n On the Settings screen, tap Home screen.\\n\\n\\n-----\\n\\n### Lock screen and AOD\\n\\n##### Options\\n\\n###### Change the settings for the locked screen and the Always On Display.\\n\\n On the Settings screen, tap Lock screen and AOD.\\n\\n - Screen lock and biometrics: Change the screen lock method.\\n\\n - Extend Unlock: Set the device to unlock itself when trusted locations or devices are\\n###### detected. Refer to Extend Unlock for more information.\\n\\n - Secure lock settings: Change screen lock settings for the selected lock method.\\n\\n - Always On Display: Set the device to display information while the screen is turned\\n###### off. Refer to Always On Display for more information.\\n\\n - Now bar: Select items to display on the locked screen.\\n\\n - Touch and hold to edit: Set the device to display the editing options when you touch\\n###### and hold the locked screen.\\n\\n - Roaming clock: Change the clock to show both the local and home time zones on\\n###### the locked screen when roaming.\\n\\n - Contact information: Set the device to show contact information, such as your email\\n###### address, on the locked screen.\\n\\n - Show unlock transition effect: Set to display the unlock transition effect when you\\n###### unlock the screen through your biometric data.\\n\\n - About Lock screen: Check out the Lock screen version and legal information.\\n\\n   - Some features may not be available depending on the carrier or model.\\n\\n   - The available options may vary depending on the screen lock method selected.\\n\\n\\n-----\\n\\n##### Extend Unlock\\n\\n###### You can set the device to unlock itself and remain unlocked when trusted locations or devices are detected.\\n\\n For example, if you have set your home as a trusted location, when you get home your device will detect the location and automatically unlock itself.\\n\\n On the Settings screen, tap Lock screen and AOD → Extend Unlock and follow the on-screen instructions to complete the setup.\\n\\n   - This feature will be available to use after you set a screen lock method.\\n\\n   - If you do not use your device for four hours or when you turn on the device, you\\n###### must unlock the screen using the pattern, PIN, or password you set.\\n\\n##### Always On Display\\n\\n###### (Displaying information when the screen is turned off)\\n\\n You can check out information on the screen, such as the clock, when it is turned off.\\n\\n You can also check notifications for new messages or missed calls.\\n\\n To set the Always On Display to appear only during the preset condition, on the Settings screen, tap Lock screen and AOD → Always On Display → When to show, and then select an option you want.\\n\\n The brightness of the Always On Display may change automatically depending on the lighting conditions.\\n\\n Opening notifications on the Always On Display\\n\\n When you receive message, missed call, or app notifications, notification icons will appear on the Always On Display. Double tap a notification icon to check its notification.\\n\\n If the screen is locked, you must unlock it to check notifications.\\n\\n Turning off the Always On Display feature\\n\\n On the Settings screen, tap Lock screen and AOD and tap the Always On Display switch to turn it off.\\n\\n\\n-----\\n\\n### Security and privacy\\n\\n##### Options\\n\\n###### Check the device’s security and privacy status and change the settings.\\n\\n On the Settings screen, tap Security and privacy.\\n\\n - Lock screen: Change the settings for the locked screen.\\n\\n - Account security: Change the settings for your accounts.\\n\\n - Lost device protection: Turn the Find My Mobile feature on or off. Access\\n\\n###### smartthingsfind.samsung.com to track and control your lost or stolen phone. You can also check the location of the wearable devices connected to this phone.\\n\\n - App security: Scan apps and keep your device safe from malicious software.\\n\\n - Updates: Check the version of your device’s software and check for updates.\\n\\n - Screen lock and biometrics: Change the settings for the locked screen and biometric\\n###### data. Refer to Face recognition and Fingerprint recognition for more information.\\n\\n - Auto Blocker: Keep your device safe by blocking threats and other suspicious\\n###### activity.\\n\\n - Security status of your devices: Check the security status of your devices that are\\n###### signed in to your Samsung account.\\n\\n - More security settings: Configure additional security settings. Refer to Secure Wi-Fi,\\n\\n###### Secure Folder, and Samsung Pass for more information.\\n\\n - Permissions used in last 24 hours: Check the app or feature’s permission usage\\n###### history.\\n\\n - Internet privacy protection: Check the internet privacy protection history and\\n###### change settings. This feature will be added when you use the Samsung Internet app.\\n\\n - Controls and alerts: Control access to features such as the microphone and\\n###### clipboard.\\n\\n - More privacy settings: Configure additional privacy settings.\\n\\n###### Some features may not be available depending on the carrier or model.\\n\\n\\n-----\\n\\n##### Face recognition\\n\\n###### You can set the device to unlock the screen by recognising your face.\\n\\n   - If you use your face as a screen lock method, your face cannot be used to unlock\\n###### the screen for the first time after turning on the device. To use the device, you must unlock the screen using the pattern, PIN, or password you set when registering the face. Be careful not to forget your pattern, PIN, or password.\\n\\n   - If you change the screen lock method to Swipe or None, which are not secure, all\\n###### of your biometric data will be deleted.\\n\\n Precautions for using face recognition\\n\\n Before using the face recognition to unlock your device, keep the following precautions in mind.\\n\\n - Your device could be unlocked by someone or something that looks like your image.\\n\\n - Face recognition is less secure than Pattern, PIN, or Password.\\n\\n###### For better face recognition\\n\\n Consider the following when using face recognition:\\n\\n - Consider the conditions when registering, such as wearing glasses, hats, masks,\\n###### beards, or heavy makeup\\n\\n - Ensure that you are in a well-lit area and that the camera lens is clean when\\n###### registering\\n\\n - Ensure your image is not blurry for better match results\\n\\n###### Registering your face\\n\\n For better face registration, register your face indoors and out of direct sunlight.\\n\\n 1 On the Settings screen, tap Security and privacy → Screen lock and biometrics → Face recognition.\\n\\n 2 Set a screen lock method.\\n\\n 3 Read the on-screen instructions and tap Continue.\\n\\n\\n-----\\n\\n###### 4 Tap Register and position your face inside the frame on the screen. The camera will scan your face.\\n\\n   - If unlocking the screen with your face is not working properly, tap Remove face\\n###### data to remove your registered face and register your face again.\\n\\n   - To enhance the face recognition, tap Add alternative appearance to enhance\\n###### recognition and add an alternate appearance.\\n\\n Unlocking the screen with your face\\n\\n You can unlock the screen with your face instead of using a pattern, PIN, or password.\\n\\n 1 On the Settings screen, tap Security and privacy → Screen lock and biometrics.\\n\\n 2 Unlock the screen using the preset screen lock method.\\n\\n 3 Tap Face recognition and tap the Face unlock switch to turn it on.\\n\\n 4 On the locked screen, look at the screen. When your face is recognised, you can unlock the screen without using any additional screen lock method. If your face is not recognised, use the preset screen lock method.\\n\\n Deleting the registered face data\\n\\n You can delete face data that you have registered.\\n\\n 1 On the Settings screen, tap Security and privacy → Screen lock and biometrics.\\n\\n 2 Unlock the screen using the preset screen lock method.\\n\\n 3 Tap Face recognition → Remove face data → Remove. Once the registered face is deleted, all the related features will also be turned off.\\n\\n\\n-----\\n\\n##### Fingerprint recognition\\n\\n###### In order for fingerprint recognition to function, your fingerprint information needs to be registered and stored in your device.\\n\\n   - This feature may not be available depending on the carrier or model.\\n\\n   - Fingerprint recognition uses the unique characteristics of each fingerprint to\\n###### enhance the security of your device. The likelihood of the fingerprint sensor confusing two different fingerprints is very low. However, in rare cases where separate fingerprints are very similar the sensor may recognise them as identical.\\n\\n   - Thick protective film can affect performance. If you use a screen protector, check\\n###### to make sure it’s labeled as compatible with the on-screen fingerprint sensor. (such as screen protectors sold by Samsung)\\n\\n   - If you use your fingerprint as a screen lock method, your fingerprint cannot be\\n###### used to unlock the screen for the first time after turning on the device. To use the device, you must unlock the screen using the pattern, PIN, or password you set when registering the fingerprint. Be careful not to forget your pattern, PIN, or password.\\n\\n   - If your fingerprint is not recognised, unlock the device using the pattern, PIN,\\n###### or password you set when registering the fingerprint, and then re-register your fingerprints. If your pattern, PIN, or password is forgotten, you will not be able to use the device if you do not reset it. Samsung is not responsible for any data loss or inconvenience caused by forgotten unlock codes.\\n\\n   - If you change the screen lock method to Swipe or None, which are not secure, all\\n###### of your biometric data will be deleted.\\n\\n For better fingerprint recognition\\n\\n When you scan your fingerprints on the device, be aware of the following conditions that may affect the feature’s performance:\\n\\n - The device may not recognise fingerprints that are affected by wrinkles or scars.\\n\\n - The device may not recognise fingerprints from small or thin fingers.\\n\\n - To improve recognition performance, register the fingerprints of the fingers used\\n###### most often to perform tasks on the device.\\n\\n\\n-----\\n\\n - Your device has a built-in fingerprint recognition sensor at the bottom centre of the\\n###### screen. Ensure that the screen protector or the screen on the fingerprint recognition sensor area is not scratched or damaged by objects, such as coins, keys, pens, and necklaces.\\n\\n - Ensure that the fingerprint recognition sensor area at the bottom centre of the\\n###### screen and your fingers are clean and dry.\\n\\n - If you bend your finger or use a fingertip, the device may not recognise your\\n###### fingerprints. Press the screen so that your fingertip spreads over the wide surface of the fingerprint recognition area.\\n\\n Registering fingerprints\\n\\n On the Settings screen, tap Security and privacy → Screen lock and biometrics → Fingerprints and follow the on-screen instructions to register your fingerprint. After registering, you can check whether your fingerprint is registered and its name by tapping Check added fingerprints.\\n\\n Unlocking the screen with your fingerprints\\n\\n You can unlock the screen with your fingerprint instead of using a pattern, PIN, or password.\\n\\n 1 On the Settings screen, tap Security and privacy → Screen lock and biometrics.\\n\\n 2 Unlock the screen using the preset screen lock method.\\n\\n 3 Tap Fingerprints and tap the Fingerprint unlock switch to turn it on.\\n\\n 4 On the locked screen, place your finger on the fingerprint recognition sensor and scan your fingerprint.\\n\\n Recognising your fingerprints with the screen turned off\\n\\n 1 On the Settings screen, tap Security and privacy → Screen lock and biometrics.\\n\\n 2 Unlock the screen using the preset screen lock method.\\n\\n 3 Tap Fingerprints and tap the Fingerprint always on switch to turn it on. If you tap Show icon when screen is off, you can change when to show the fingerprint recognition icon or set it to not display the icon.\\n\\n\\n-----\\n\\n###### Deleting registered fingerprints\\n\\n You can delete registered fingerprints.\\n\\n 1 On the Settings screen, tap Security and privacy → Screen lock and biometrics.\\n\\n 2 Unlock the screen using the preset screen lock method.\\n\\n 3 Tap Fingerprints, select a fingerprint to delete, and then tap Remove.\\n\\n##### Secure Wi-Fi\\n\\n###### Secure Wi-Fi is a service that secures your Wi-Fi network connection. It encrypts data using Wi-Fi networks and disables tracking apps and websites so that you can use Wi-Fi networks safely. For example, when using an unsecure Wi-Fi network in public places, such as cafes or airports, Secure Wi-Fi is automatically turned on so that no one can hack your login information or monitor your activity in apps and websites.\\n\\n On the Settings screen, tap Security and privacy → More security settings → Secure Wi-Fi and follow the on-screen instructions to complete the setup. If you tap Protection activity, you can check the history of how and when your network was protected with Secure Wi-Fi.\\n\\n When Secure Wi-Fi is turned on, the icon will appear on the status bar.\\n\\n   - Using this feature may result in a slower Wi-Fi network speed.\\n\\n   - This feature may not be available depending on the Wi-Fi network, carrier, or\\n###### model.\\n\\n Selecting apps to protect using Secure Wi-Fi\\n\\n Select apps to protect using Secure Wi-Fi so that you can safely protect data, such as your password or your activity in apps, from being accessed by others.\\n\\n On the Settings screen, tap Security and privacy → More security settings → Secure Wi-Fi → → Settings → Protected apps and tap the switches next to the apps you want to protect using Secure Wi-Fi.\\n\\n Some apps may not support this feature.\\n\\n\\n-----\\n\\n###### Purchasing protection plan\\n\\n You are provided with a free protection plan for Wi-Fi networks every month. You can also purchase paid protection plans and have unlimited bandwidth protection for a limited time.\\n\\n 1 On the Settings screen, tap Security and privacy → More security settings → Secure Wi-Fi.\\n\\n 2 Tap Protection plan → Upgrade and select the plan you want.\\n For certain protection plans, you can transfer the protection plan to another device signed in to your Samsung account.\\n\\n 3 Follow the on-screen instructions to complete the purchase.\\n\\n##### Secure Folder\\n\\n###### Secure Folder protects your private content and apps, such as pictures and contacts, from being accessed by others. You can keep your private content and apps secure even when the device is unlocked.\\n\\n Secure Folder is a separate, secured storage area. The data in Secure Folder cannot be transferred to other devices through unapproved sharing methods, such as USB or Wi-Fi Direct. Attempting to customise the operating system or modifying software will cause Secure Folder to be automatically locked and inaccessible. Before saving data in Secure Folder, make sure to back up a copy of the data in another secure location.\\n\\n Setting up Secure Folder\\n\\n 1 Open Settings and tap Security and privacy → More security settings → Secure Folder.\\n\\n 2 Follow the on-screen instructions to complete the setup. When a pop-up window asking whether you want to reset the Secure Folder lock type with your Samsung account appears, tap Allow. If you have forgotten the lock type, you can reset it using your Samsung account. If you do not turn on this feature, you cannot reset the lock type when you have forgotten it.\\n\\n When the setup is complete, the Secure Folder screen will appear and the Secure Folder app icon ( ) will be added to the Apps screen.\\n\\n\\n-----\\n\\n   - When the Secure Folder app is locked, you must unlock it using your preset lock\\n###### method.\\n\\n   - To change the name or icon of Secure Folder, tap → Customise.\\n\\n###### Setting an auto lock condition for Secure Folder\\n\\n 1 Open the Secure Folder app and tap → Settings → Auto lock Secure Folder.\\n\\n 2 Select a lock option.\\n\\n To manually lock your Secure Folder, tap → Lock and exit.\\n\\n Moving content to Secure Folder\\n\\n Move content, such as pictures and videos, to Secure Folder. The following actions are an example of moving an image from the default storage to Secure Folder.\\n\\n 1 Open the Secure Folder app and tap → Add files.\\n\\n 2 Tap Images, tick images to move, and then tap Done.\\n\\n 3 Tap Move. The selected items will be deleted from the original folder and moved to Secure Folder. To copy items, tap Copy.\\n\\n The method for moving content may vary depending on the content type.\\n\\n Moving content from Secure Folder\\n\\n Move content from Secure Folder to the corresponding app in the default storage. The following actions are an example of moving an image from Secure Folder to the default storage.\\n\\n 1 Open the Secure Folder app and tap Gallery.\\n\\n 2 Select an image and tap → Move out of Secure Folder. The selected items will be moved to Gallery in the default storage.\\n\\n\\n-----\\n\\n###### Adding apps\\n\\n Add an app to use in Secure Folder.\\n\\n 1 Open the Secure Folder app and tap .\\n\\n 2 Tick one or more apps installed on the device and tap Add.\\n\\n Removing apps from Secure Folder\\n\\n Touch and hold an app to delete, and tap Uninstall.\\n\\n Adding accounts\\n\\n Add your Samsung and Google accounts, or other accounts, to sync with the apps in Secure Folder.\\n\\n 1 Open the Secure Folder app and tap → Settings → Manage accounts → Add account.\\n\\n 2 Select an account service.\\n\\n 3 Follow the on-screen instructions to complete the account setup.\\n\\n Hiding Secure Folder\\n\\n You can hide the Secure Folder shortcut from the Apps screen.\\n\\n Open the Secure Folder app, tap → Settings, and then tap the Add Secure Folder to Apps screen switch to turn it off.\\n\\n If you want to show the Secure Folder again, open Settings, tap Security and privacy → More security settings → Secure Folder, unlock the screen using the preset screen lock method, and then tap the Add Secure Folder to Apps screen switch to turn it on.\\n\\n Uninstalling Secure Folder\\n\\n You can uninstall Secure Folder, including the content and apps in it.\\n\\n Open the Secure Folder app and tap → Settings → More settings → Uninstall.\\n\\n To back up content before uninstalling Secure Folder, tick Move media files out of Secure Folder and tap Uninstall. To access data backed up from Secure Folder, open the My Files app and tap Internal storage → Download → Secure Folder.\\n\\n Notes saved in Samsung Notes will not be backed up.\\n\\n\\n-----\\n\\n##### Samsung Pass\\n\\n###### Verify your identity with Samsung Pass when using services which require your login or personal information.\\n\\n Registering Samsung Pass\\n\\n On the Settings screen, tap Security and privacy → More security settings → Passwords, passkeys, and autofill → Samsung Pass. Follow the on-screen instructions to complete the setup.\\n\\n Saving your information to Samsung Pass\\n\\n When you save apps’ or websites’ sign-in or personal information in Samsung Pass, you can enter the information automatically.\\n\\n You can save your information manually or check and manage the saved information on Samsung Pass.\\n\\n Saving your sign-in information\\n\\n On the sign-in page of the app or website, enter your ID and password, and then tap the sign-in button. When a pop-up window asking whether you want to save the sign-in information appears, tap Save.\\n\\n Saving your personal information\\n\\n On the Samsung Pass main screen, select an option under Private info, enter the information, and then tap Save.\\n\\n Entering your information automatically\\n\\n You can automatically enter your sign-in or personal information, such as your address or payment card information, saved in Samsung Pass.\\n\\n   - This feature may not be available in some apps or websites.\\n\\n   - The website autofill feature is only available for websites that you access\\n###### through the Samsung Internet app.\\n\\n\\n-----\\n\\n###### Signing in using passkeys\\n\\n In apps or websites that support sign-in with a passkey, you can # with a passkey saved in Samsung Pass instead of the sign-in information.\\n\\n 1 On the app or website you are using, create a passkey.\\n\\n The method for creating a passkey may differ depending on the app or website.\\n\\n 2 When a pop-up window asking whether you want to save the passkey appears, select Samsung Pass and follow the on-screen instructions to save the passkey. Now you can # with the passkey saved in Samsung Pass.\\n\\n### Location\\n\\n###### Change settings for location information permissions.\\n\\n On the Settings screen, tap Location.\\n\\n - App permissions: Check the list of apps that have permission to access the device’s\\n###### location and edit the permission settings.\\n\\n - Location services: Set the device to use the Wi-Fi or Bluetooth feature to increase\\n###### the accuracy of your location information, even when the features are turned off. You can also check the location services your device is using.\\n\\n - Recent access: Check which apps request your current location information.\\n\\n### Safety and emergency\\n\\n###### Manage your medical information and emergency contacts. You can also change settings for emergency features, such as wireless emergency alerts.\\n\\n On the Settings screen, tap Safety and emergency.\\n\\n - Medical info: Enter your medical information.\\n\\n - Emergency contacts: Add your emergency contacts.\\n\\n - Emergency SOS: Make an emergency call to the preset number when you press the\\n###### Side button several times as specified on the settings screen of this feature.\\n\\n\\n-----\\n\\n - Emergency sharing: Set the device to send information, such as your location or your\\n###### device’s lower battery notifications, to your emergency contacts for a certain period of time.\\n\\n - Silence notifications while driving: Turn on the Do Not Disturb feature\\n###### automatically while driving.\\n\\n - Emergency Location Service: Turn on the Emergency Location Service (ELS) feature.\\n\\n - Wireless emergency alerts: Change the settings for wireless emergency alerts.\\n\\n - Earthquake alerts: Turn on the earthquake alert feature.\\n\\n - Unknown tracker alerts: You will receive a notification if an unknown tracker has\\n###### been detected travelling with you.\\n\\n Some features may not be available depending on the region or the model.\\n\\n### Accounts and backup\\n\\n##### Options\\n\\n###### Sync, back up, or restore your device’s data using Samsung Cloud. You can also # to accounts, such as your Samsung account or Google Account, or transfer data to or from other devices through Smart Switch.\\n\\n On the Settings screen, tap Accounts and backup.\\n\\n - Manage accounts: Add your Samsung and Google accounts, or other accounts, to\\n###### sync with.\\n\\n - Samsung Cloud: Back up your data and settings, and restore the previous device’s\\n###### data and settings even when you do not have it. Refer to Samsung Cloud for more information.\\n\\n - Google Drive: Keep your personal information, app data, and settings safe on your\\n###### device. You can back up your sensitive information. You must # to your Google Account to back up data.\\n\\n - Smart Switch: Open Smart Switch and transfer data from your previous device. Refer\\n###### to Transferring data from your previous device (Smart Switch) for more information.\\n\\n Regularly back up your data to a safe location, such as Samsung Cloud or a computer, so that you can restore it if the data is damaged or lost because of an unintended factory data reset.\\n\\n\\n-----\\n\\n##### Samsung Cloud\\n\\n###### Back up your device’s data to Samsung Cloud and restore it later.\\n\\n Backing up data\\n\\n You can back up your device’s data to Samsung Cloud.\\n\\n 1 On the Settings screen, tap Accounts and backup and tap Back up data under Samsung Cloud.\\n\\n 2 Tap the switches next to the items you want to back up and tap Back up now.\\n\\n 3 Tap Done.\\n\\n   - Some data will not be backed up. To check which data will be backed up, on the\\n###### Settings screen, tap Accounts and backup and tap Back up data under Samsung Cloud.\\n\\n   - To check the backup data for other devices in your Samsung Cloud, on the\\n###### Settings screen, tap Accounts and backup → Restore data, and then select a device you want.\\n\\n Restoring data\\n\\n You can restore your backup data from Samsung Cloud to your device.\\n\\n 1 On the Settings screen, tap Accounts and backup.\\n\\n 2 Tap Restore data and select a device you want.\\n\\n 3 Tick items you want to restore and tap Restore.\\n\\n### Google\\n\\n###### Configure settings for some features provided by Google.\\n\\n On the Settings screen, tap Google.\\n\\n\\n-----\\n\\n### Advanced features\\n\\n##### Options\\n\\n###### Turn on advanced features and change the settings that control them.\\n\\n On the Settings screen, tap Advanced features.\\n\\n - Bixby: Bixby is a user interface that helps you use your device more conveniently.\\n###### Refer to Bixby for more information.\\n\\n - Labs: Use new features of the device.\\n\\n - S Pen: Change the settings for using the S Pen. Refer to S Pen (Galaxy S25 Ultra) for\\n###### more information.\\n\\n - Side button: Select an app or feature to launch using the Side button. Refer to\\n\\n###### Setting the Side button for more information.\\n\\n - Multi window: Set how to launch Multi window. You can also configure settings for\\n###### Multi window. Refer to Multi window for more information.\\n\\n - Motions and gestures: Turn on the motion feature and configure settings. Refer to\\n\\n###### Motions and gestures for more information.\\n\\n - One-handed mode: Turn on one-handed operation mode for your convenience when\\n###### using the device with one hand.\\n\\n - Screenshots and screen recordings: Change the settings for screenshots and screen\\n###### recorder.\\n\\n - Video effects: Set to use various effects, such as changing the background while\\n###### using the camera in certain apps. Refer to Video effects for more information.\\n\\n This feature is only available in some apps.\\n\\n - Video brightness: Increase the screen brightness and make colours more vibrant\\n###### when you play videos.\\n\\n This feature may not be available in some apps.\\n\\n - Super HDR: Set to adjust the display to show the full range of colours and contrast in\\n###### pictures taken with Galaxy devices.\\n\\n\\n-----\\n\\n - Game Booster settings: Configure settings for Game Booster.\\n\\n - Galaxy Avatar: Create avatars any way you want and have fun using them in various\\n###### features. Refer to Galaxy Avatar for more information.\\n\\n - Dual Messenger: Install the second app and use two separate accounts for the same\\n###### messenger app. Refer to Dual Messenger for more information.\\n\\n Some features may not be available depending on the carrier or model.\\n\\n##### Motions and gestures\\n\\n###### Turn on the motion feature and configure settings.\\n\\n On the Settings screen, tap Advanced features → Motions and gestures.\\n\\n - Lift to wake: Set the device to turn on the screen when you pick it up.\\n\\n - Double tap to turn on screen: Set the device to turn on the screen by double tapping\\n###### anywhere on the screen while the screen is turned off.\\n\\n - Double tap to turn off screen: Set the device to turn off the screen by double\\n###### tapping an empty area on the Home screen or the locked screen.\\n\\n - Alert when phone picked up: Set the device to vibrate when you pick it up if you\\n###### have notifications, such as missed calls.\\n\\n This feature may not work if the screen is turned on or the device is not on a flat surface.\\n\\n - Mute with gestures: Set the device to mute certain sounds by using motions or\\n###### gestures.\\n\\n - Palm swipe to capture: Set the device to capture a screenshot when you swipe\\n###### your hand to the left or right across the screen. You can check the captured images in Gallery. It is not possible to capture a screenshot while using some apps and features.\\n\\n Excessive shaking or an impact to the device may cause an unintended input for some features using sensors.\\n\\n\\n-----\\n\\n##### Video effects\\n\\n###### You can use various features, such as changing the background while using the camera in certain apps.\\n\\n While using the camera in apps that support this feature, open the quick settings panel and tap Video effects.\\n\\n  - : Reset the settings.\\n\\n  - : Select or add background colours or images to use.\\n\\n - Background: Change or blur the background.\\n\\n - Face: Apply beauty effects to the face.\\n\\n - Colour tone: Adjust the screen’s colour tone and brightness.\\n\\n - Auto framing: Turn the auto framing feature on or off. When you turn on this feature,\\n###### the device changes the shooting angle and zoom automatically by recognising and tracking people.\\n\\n - Reactions: Turn the reaction feature on or off. For more information about using the\\n###### reaction feature, tap .\\n\\n   - Some features may not be available depending on the model.\\n\\n   - Some features are available only when using the front camera.\\n\\n##### Galaxy Avatar\\n\\n###### Create avatars any way you want and have fun using them in various features.\\n\\n On the Settings screen, tap Advanced features → Galaxy Avatar. If you added the app icon to the Apps screen, open the Galaxy Avatar app.\\n\\n Creating a Galaxy Avatar\\n\\n Launch Galaxy Avatar, tap, and then follow the on-screen instructions to create an avatar.\\n\\n\\n-----\\n\\n###### Using Galaxy Avatar stickers\\n\\n When you create avatars, stickers with avatar expressions and actions will be created automatically. You can use your avatar stickers when sending messages or on a social network.\\n\\n Launch Galaxy Avatar and tap Avatar Stickers. To create your own stickers, tap  at the top of the stickers list.\\n\\n Using the Galaxy Avatar camera\\n\\n Create fun pictures or videos with avatars using various shooting modes.\\n\\n Launch Galaxy Avatar and tap Avatar Camera. Select the avatar and the mode you want to use, then take a picture or record a video.\\n\\n##### Dual Messenger\\n\\n###### Install the second app and use two separate accounts for the same messenger app.\\n\\n 1 On the Settings screen, tap Advanced features → Dual Messenger.\\n\\n Supported apps will appear.\\n\\n 2 Tap the switch of an app to install the second app. The second app will be installed. The second app’s icon will be displayed with .\\n\\nSecond app\\n\\n   - The Dual Messenger feature may not be available depending on the app.\\n\\n   - Some features of the app may be limited for the second app.\\n\\n###### Uninstalling a second app\\n\\n 1 On the Settings screen, tap Advanced features → Dual Messenger.\\n\\n 2 Tap the switch of the app you want to uninstall and tap Uninstall. All data related to the second app will be deleted.\\n\\n If you uninstall the first app, the second app will also be deleted.\\n\\n\\n-----\\n\\n### Digital Wellbeing and parental controls\\n\\n###### Check the history of your device usage and use features to prevent your device from interfering with your life. You can also set up parental controls for your children and manage their digital use.\\n\\n On the Settings screen, tap Digital Wellbeing and parental controls.\\n\\n - Most used app categories: Check out the list of the most used app categories for a\\n###### day.\\n\\n - Screen time goal: Set goals for how much you use your device a day.\\n\\n - App timers: Limit the daily usage time for each app by setting a timer. When you\\n###### reach the limit, the app will be turned off and you cannot use it.\\n\\n - Driving monitor: Turn on the driving monitor to monitor the amount of the time you\\n###### use your device while driving.\\n\\n - Walking monitor: Turn on the walking monitor to monitor the amount of the time\\n###### you use your device while walking.\\n\\n - Volume monitor: Turn on the volume monitor to protect your hearing.\\n\\n - Parental controls: Manage your children’s digital use.\\n\\n### Device care\\n\\n###### The device care feature provides an overview of the status of your device’s battery, storage, memory, and system security. You can also optimise the device.\\n\\n On the Settings screen, tap Device care.\\n\\n - Optimise now: Close apps running in the background or using an abnormal amount\\n###### of battery and scan for crashed apps and malware to optimise your device.\\n\\n - Battery: Check the remaining battery power and time to use the device. For devices\\n###### with low battery levels, conserve battery power by turning on power saving features. Refer to Battery for more information.\\n\\n\\n-----\\n\\n - Storage: Check the status of used and available storage and free up storage by\\n###### deleting unnecessary files, such as the files in the recycle bin, unused files, or duplicated files after checking them.\\n\\n     - The actual available capacity of the internal storage is less than the\\n###### specified capacity because the operating system and default apps occupy part of the storage. The available capacity may change when you update the device.\\n\\n     - You can check the available capacity of the internal storage in the\\n###### Specification section for your device on the Samsung website.\\n\\n - Memory: Check memory usage or tap Clean now to free up memory by stopping\\n###### background apps.\\n\\n - App protection: Scan your device for malware and other suspicious activity to stay\\n###### safe.\\n\\n - Performance profile: Change the performance profile in consideration of the\\n###### device’s processing speed, battery life, and cooling efficiency.\\n\\n - Auto optimisation: Perform auto optimisation by closing background apps or\\n###### cleaning up memory, to keep the device running in its best condition.\\n\\n Tap Auto restart to set the device to restart automatically when performance issues are detected or at a time you set.\\n\\n - Software update: Update your device’s software through the firmware over-the-air\\n###### (FOTA) service. You can also schedule software updates.\\n\\n - Diagnostics: Test your device using Samsung Members.\\n\\n - Maintenance mode: Turn on maintenance mode to protect your privacy while\\n###### someone else is using your device, such as when you send it for repairs.\\n\\n### Apps\\n\\n###### Manage the device’s apps and change their settings. You can check the apps’ usage information, change their notification or permission settings, or uninstall or disable unnecessary apps.\\n\\n On the Settings screen, tap Apps.\\n\\n\\n-----\\n\\n### General management\\n\\n###### Customise your device’s system settings or reset the device.\\n\\n On the Settings screen, tap General management.\\n\\n - Language: Select device languages. Refer to Adding device languages for more\\n###### information.\\n\\n - App languages: Select the language you want to use for each app.\\n\\n - Language packs: Manage or download language packs for voice input, the text-to###### speech feature, and translation.\\n\\n - Date and time: Access and alter the settings to control how the device displays the\\n###### time and date.\\n\\n If the battery remains fully discharged, the time and date is reset.\\n\\n - Samsung Keyboard settings: Change the settings for the Samsung Keyboard.\\n\\n - Keyboard list and default: Select a keyboard to use by default and change the\\n###### keyboard settings.\\n\\n - Physical keyboard: Change the settings for an external keyboard.\\n\\n - Mouse and trackpad: Change the settings for an external mouse or trackpad.\\n\\n - Reset: Reset your device’s settings or perform a factory data reset.\\n\\n - Customisation Service: Set to get personalised service based on your interests and\\n###### how you use your device.\\n\\n - Contact us: Ask questions or check the frequently asked questions.\\n\\n\\n-----\\n\\n###### Adding device languages\\n\\n You can add languages to use on your device.\\n\\n 1 On the Settings screen, tap General management → Language → Add language.\\n\\n 2 Select a language to add.\\n\\n 3 To set the selected language as the default language, tap Set as default. To keep the current language setting, tap Keep current. The selected language will be added to your languages list. If you changed the default language, the selected language will be added to the top of the list.\\n\\n To change the default language from your languages list, select the language you want and tap Apply. If an app does not support the default language, the next supported language in the list will be used.\\n\\n### Accessibility\\n\\n###### Configure various settings to improve accessibility to the device. Refer to Accessibility for more information.\\n\\n On the Settings screen, tap Accessibility.\\n\\n\\n-----\\n\\n### Software update\\n\\n###### Update your device’s software through the firmware over-the-air (FOTA) service. You can also schedule software updates.\\n\\n On the Settings screen, tap Software update.\\n\\n - Download and install: Check for and install updates manually.\\n\\n - Auto download: Select when to automatically download software updates.\\n\\n - Last update: Check out information about the last software update.\\n\\n###### If emergency software updates are released for your device’s security and to block new types of security threats, they will be installed automatically without your agreement.\\n\\n Security updates information\\n\\n Security updates are provided to strengthen the security of your device and protect your personal information. For security updates for your model, visit security.samsungmobile.com.\\n\\n The website supports only some languages.\\n\\n### About phone\\n\\n###### Access your device’s information.\\n\\n On the Settings screen, tap About phone.\\n\\n To change your device’s name, tap Rename.\\n\\n - Status information: Check out various device information, such as the SIM card\\n###### status, Wi-Fi MAC address, and serial number.\\n\\n - Legal information: Access legal information related to the device, such as safety\\n###### information and the open source licence.\\n\\n - Software information: Access the device’s software information, such as its\\n###### operating system version and firmware version.\\n\\n - Battery information: Check out battery information.\\n\\n\\n-----\\n\\n## Usage notices\\n\\n### Precautions for using the device\\n\\n###### Please read this guide when using the device to ensure safe and proper use.\\n\\n - Descriptions are based on the device’s default settings.\\n\\n - Some content may differ from your device depending on the region, service provider,\\n###### model specifications, or device’s software.\\n\\n - The device may require a connection to a Wi-Fi or mobile network when using some\\n###### apps or features.\\n\\n - Content (high quality content) that requires high CPU and memory usage will affect\\n###### the overall performance of the device. Apps related to the content may not work properly depending on the device’s specifications and the environment that it is used in.\\n\\n - Samsung is not liable for performance issues caused by apps supplied by providers\\n###### other than Samsung.\\n\\n - Samsung is not liable for performance issues or incompatibilities caused by edited\\n###### registry settings or modified operating system software. Attempting to customise the operating system may cause the device or apps to work improperly.\\n\\n - Software, sound sources, wallpapers, images, and other media provided with\\n###### this device are licensed for limited use. Extracting and using these materials for commercial or other purposes is an infringement of copyright laws. Users are entirely responsible for illegal use of media.\\n\\n - You may incur additional charges for data services, such as messaging, uploading\\n###### and downloading, auto-syncing, or using location services depending on your data plan. For large data transfers, it is recommended to use the Wi-Fi feature.\\n\\n - Default apps that come with the device are subject to updates and may no longer be\\n###### supported without prior notice.\\n\\n - Modifying the device’s operating system or installing software from unofficial\\n###### sources may result in device malfunctions and data damage or loss. These actions are violations of your Samsung licence agreement and will void your warranty.\\n\\n\\n-----\\n\\n- You can see the screen clearly even in strong outdoor sunlight by automatically\\n###### adjusting the contrast range based on the surrounding environment. Because of the nature of the product, displaying fixed graphics for extended periods may result in afterimages (screen burn-in) or ghosting.\\n\\n‒ It is recommended not to use fixed graphics on part or all of the screen for\\n###### extended periods and turn off the screen when not using the device.\\n\\n‒ You can set the screen to turn off automatically when you are not using it. Open\\n###### Settings, tap Display → Screen timeout, and then select the length of time you want the device to wait before turning off the screen.\\n\\n‒ To set the screen to automatically adjust its brightness based on the surrounding\\n###### environment, open Settings, tap Display, and then tap the Adaptive brightness switch to turn it on.\\n\\n- Depending on the region or model, some devices are required to receive approval\\n###### from the Federal Communications Commission (FCC).\\n\\n If your device is approved by the FCC, you can check out the FCC ID of the device. To access the FCC ID, open Settings and tap About phone → Status information. If your device does not have an FCC ID, it means that the device has not been authorised for sale in the U.S. or its territories and may only be brought to the U.S. for the owner’s personal use.\\n\\n- The use of ultra-wideband (UWB) transmitters is prohibited when aboard an\\n###### aeroplane or ship. When you turn on Flight mode, the UWB feature will be turned off. (Galaxy S25 Ultra, Galaxy S25+)\\n\\n- The use of ultra-wideband (UWB) transmitters is prohibited when turned on within a\\n###### nominated distance of a specified Australian radio astronomy site. (Check the Radio communications Class Licence 2015 published by the Australian Communications and Media Authority for further details). (Galaxy S25 Ultra, Galaxy S25+)\\n\\n- Depending on the region, you can check out the regulatory information on the\\n###### device. To access the information, open Settings and tap About phone → Regulatory information.\\n\\n- The bandwidths supported by the device may vary depending on the region or\\n###### carrier.\\n\\n- 5G network availability may vary depending on the model, country, network\\n###### provider, and user environment.\\n\\n\\n-----\\n\\n - Your device contains magnets. Keep it away from credit cards, implanted medical\\n###### devices, and other devices that may be affected by magnets. In the case of medical devices, keep your device more than 15 cm apart. Stop using your device if you suspect any interference with your medical device and consult your physician or your medical device manufacturer.\\n\\n Instructional icons\\n\\n Warning: situations that could cause injury to yourself or others\\n\\n Caution: situations that could cause damage to your device or other equipment\\n\\n Notice: notes, usage tips, or additional information\\n\\n\\n-----\\n\\n### Notes on package contents and accessories\\n\\n###### Refer to the quick start guide for package contents.\\n\\n - The items supplied with the device and any available accessories may vary\\n###### depending on the region or carrier.\\n\\n - The supplied items are designed only for this device and may not be compatible with\\n###### other devices.\\n\\n - Appearances and specifications are subject to change without prior notice.\\n\\n - You can purchase additional accessories from your local Samsung retailer. Make sure\\n###### they are compatible with the device before purchase.\\n\\n - Use Samsung-approved accessories. Using unapproved accessories may cause the\\n###### performance problems and malfunctions that are not covered by the warranty.\\n\\n - Availability of all accessories is subject to change depending entirely on\\n###### manufacturing companies. For more information about available accessories, refer to the Samsung website.\\n\\n - Headphones (USB Type-C) that support digital output can be used with the device.\\n###### However, the device may not be compatible with headphones that use a different audio output method or were made by a different manufacturer.\\n\\n - The included USB cable supports up to 3A charging. Charger not included. For\\n###### optimal charging performance, a separately sold official Samsung 45W charger and a cable rated 3A or higher are required. (Galaxy S25 Ultra, Galaxy S25+)\\n\\n - The included USB cable supports up to 3A charging. Charger not included.\\n###### (Galaxy S25)\\n\\n - For environmental reasons, this package does not include a charger. This device can\\n###### be powered with most USB power adapters and a cable with a USB Type-C plug.\\n\\n\\n-----\\n\\n### Maintaining water and dust resistance\\n\\n###### Your device is water- and dust-resistant and meets the following international standards.\\n\\n - IP68 water resistance rating certification: According to the requirements of the\\n###### IEC 60529 standard, it was tested in 15-35 °C, 86-106 kPa, 1.5 m fresh water for 30 minutes without moving.\\n\\n You must follow the guidelines to maintain the water- and dust-resistance of your device.\\n\\n - Do not expose the device to swimming pool water or sea water.\\n\\n - If the device is exposed to unclean water or other liquids, such as soapy water, oil,\\n###### perfume, sunscreen, hand cleaner, chemical products such as cosmetics, or liquids that include the alcohol, clean the device with fresh water that does not flow, wipe it with a soft and clean cloth, and then dry it thoroughly before use to maintain the water resistance.\\n\\n - Do not expose the device to water moving with force. A sudden rise in the water\\n###### pressure may exceed the guaranteed level of water resistance.\\n\\n - In places, such as a sauna or steam room, the water-resistant performance may be\\n###### damaged because of sudden changes in the temperature.\\n\\n - If the device is subjected to an external shock or is damaged, its water resistance\\n###### may decrease.\\n\\n If the device is exposed to water or pollutants, follow the guidelines:\\n\\n - Wipe the device with a soft and clean cloth, and then dry it thoroughly.\\n\\n - If the microphone or speaker is not completely dry, it may result in the sound not\\n###### being clear during a call.\\n\\n - The screen and other features may not work properly if the device is used in water.\\n\\n - Do not connect the charger or any accessories until the device is completely dry.\\n###### The device can be damaged if an accessory or charger is connected when the multipurpose jack is not yet dry.\\n\\n The water and dust resistance of your Samsung Galaxy device is not permanent and may diminish over time because of normal wear and tear.\\n\\n\\n-----\\n\\n### Device overheating situations and solutions\\n\\n##### When the device heats up while charging the battery\\n\\n###### While charging, the device and the charger may become hot. During wireless charging or fast charging, the device may feel hotter to the touch. This does not affect the device’s lifespan or performance and is in the device’s normal range of operation. If the battery becomes too hot, the charging speed may decrease or the charger may stop charging.\\n\\n Do the following when the device heats up:\\n\\n  - Disconnect the charger from the device and close any running apps. Wait for the\\n###### device to cool down and then begin charging the device again.\\n\\n  - If the lower part of the device overheats, it could be because the connected\\n###### USB cable is damaged. Replace the damaged USB cable with a new Samsung-approved one.\\n\\n  - When using a wireless charger, do not place foreign materials, such as metal\\n###### objects, magnets, and magnetic stripe cards, between the device and the wireless charger.\\n\\n The wireless charging or fast charging feature is only available on supported models.\\n\\n##### When the device heats up during use\\n\\n###### When you use features or apps that require more power or use them for extended periods, your device may temporarily heat up because of increased battery consumption. Close any running apps and do not use the device for a while.\\n\\n Refer to the following examples of situations in which the device may overheat.\\n\\n - During the initial setup after purchase or when restoring data\\n\\n - When downloading large files\\n\\n\\n-----\\n\\n- When using apps that require more power or using apps for extended periods\\n\\n‒ When playing high-quality games for extended periods\\n\\n‒ When recording videos for extended periods\\n\\n‒ When streaming videos while using the maximum brightness setting\\n\\n‒ When connecting to a TV\\n\\n- While multitasking (or, when running many apps in the background)\\n\\n‒ When using Multi window\\n\\n‒ When updating or installing apps while recording videos\\n\\n‒ When downloading large files during a video call\\n\\n‒ When recording videos while using a navigation app\\n\\n- When using large amount of data for syncing with the cloud, email, or other accounts\\n\\n- When using a navigation app in a car while the device is placed in direct sunlight\\n\\n- When using the Mobile Hotspot and Tethering feature\\n\\n- When using the device in areas with weak signals or no reception\\n\\n- When charging the battery with a damaged USB cable\\n\\n- When the device’s multipurpose jack is damaged or exposed to foreign materials,\\n###### such as liquid, dust, metal powder, and pencil lead\\n\\n- When you are roaming\\n\\n\\n-----\\n\\n##### Precautions for device overheating\\n\\n###### If you begin to feel uncomfortable because of the device overheating, stop using the device.\\n\\n When the device heats up, the features and performance may be limited or the device may turn off to cool down. The feature is only available on supported models.\\n\\n - If the device overheats, the screen brightness, the screen refresh rate, and the\\n###### performance speed will be limited to lower the device’s temperature. Even if the battery charging indicator icon appears, charging may be slow. When charging stops because of a rise in the device’s temperature, the battery indicator icon will blink.\\n\\n - If the device reaches a certain temperature, a warning message will appear to\\n###### prevent device failure, skin irritation and damage, and battery leakage. Running apps will be closed and all calling and other features will be limited, except for emergency calls, until the device cools down.\\n\\n - If the second message appears because of a further increase of the device’s\\n###### temperature, the device will turn off. Do not use the device until the device’s temperature is within the recommended operating temperature range. If the second warning message appears during an emergency call, the call will not be disconnected by a forced termination.\\n\\n Recommended operating temperature range\\n\\n The device’s recommended operating temperature is between 0 °C to 35 °C. Using the device outside of the recommended temperature range may damage the device or reduce the battery’s lifespan.\\n\\n\\n-----\\n\\n##### Precautions for operating environment\\n\\n###### Your device may heat up because of the environment in the following conditions. Use caution to avoid shortening the battery’s lifespan, damaging the device, or causing a fire.\\n\\n - Do not store your device in very cold or very hot temperatures.\\n\\n - Do not expose your device to direct sunlight for extended periods.\\n\\n - Do not use or store your device for extended periods in very hot areas, such as inside\\n###### a car in the summertime.\\n\\n - Do not place the device in any areas that may overheat, such as on an electric\\n###### heating mat.\\n\\n - Do not store your device near or in heaters, microwaves, hot cooking equipment, or\\n###### high pressure containers.\\n\\n - Do not use a cable whose covering is peeled off or damaged, and do not use any\\n###### charger or battery that is damaged or malfunctioning.\\n\\n\\n-----\\n\\n## Appendix\\n\\n### Accessibility\\n\\n##### About Accessibility\\n\\n###### Improve accessibility with features that make the device easier to use for users who have impaired vision, hearing, and reduced dexterity.\\n\\n Open Settings and tap Accessibility. To check recommended features and the accessibility features you are using, tap Recommended for you. To turn off the features in use, tap Turn off.\\n\\n##### Vision enhancements\\n\\n###### Display mode\\n\\n Change the display mode.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then select a mode you want under Display mode.\\n\\n Using the high contrast theme\\n\\n Apply a clear theme that displays light-coloured content on a dark background.\\n\\n Open Settings, tap Accessibility → Vision enhancements → High contrast theme, and then select a theme you want.\\n\\n Using the high contrast font\\n\\n Adjust the colour and outline of fonts to increase the contrast between the text and the background.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the High contrast fonts switch to turn it on.\\n\\n\\n-----\\n\\n###### Using the high contrast keyboard\\n\\n Change the colours of the Samsung Keyboard to increase the contrast between the text and the background.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the High contrast keyboard switch to turn it on.\\n\\n Displaying button shapes\\n\\n Display button shapes with frames to make them stand out.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the Highlight buttons switch to turn it on.\\n\\n Making outlines clearer\\n\\n Display objects in images and videos more clearly with strong outlines.\\n\\n Open Settings, tap Accessibility → Vision enhancements → Relumino outline, and then tap the switch to turn it on.\\n\\n To adjust the outline thickness, drag the adjustment bar under Outline thickness.\\n\\n Reversing the display colours\\n\\n Improve screen visibility to help users recognise text on the screen.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the Colour inversion switch to turn it on.\\n\\n Colour correction\\n\\n Adjust how colours are displayed on the screen if you have difficulty in distinguishing colours. The device changes the colours into more recognisable colours.\\n\\n Open Settings, tap Accessibility → Vision enhancements → Colour correction, and then tap the switch to turn it on. Select an option.\\n\\n Colour filter\\n\\n Adjust the screen colours if you have difficulty in reading the text.\\n\\n Open Settings, tap Accessibility → Vision enhancements → Colour filter, and then tap the switch to turn it on. Select a colour you want.\\n\\n To adjust the transparency level, drag the adjustment bar under Opacity.\\n\\n\\n-----\\n\\n###### Reducing screen motion effects\\n\\n Reduce animation effects if you are sensitive to animations or screen movement.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the Reduce animations switch to turn it on.\\n\\n Reducing transparency and blur effects\\n\\n Reduce the transparency and blur effects to make the content on the screen more visible.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the Reduce transparency and blur switch to turn it on.\\n\\n Dimming the screen\\n\\n Dim the screen below the minimum brightness setting for a more comfortable viewing experience.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the Extra dim switch to turn it on.\\n\\n Magnifying the screen\\n\\n Magnify the screen and zoom in on a specific area.\\n\\n Open Settings, tap Accessibility → Vision enhancements → Magnification → Magnification shortcut, and then tap the switch to turn it on. Then tick the actions to use to start using this feature directly.\\n\\n - Tap Accessibility button: Zoom in by tapping on the navigation bar.\\n\\n - Press Side and Volume up buttons: Zoom in by pressing the Side button and the\\n###### Volume Up button simultaneously.\\n\\n - Press and hold Volume up and down buttons for 3 seconds: Zoom in by pressing\\n###### and holding the Volume Up button and the Volume Down button simultaneously for 3 seconds.\\n\\n - Triple-tap screen: Zoom in by tapping the screen three times.\\n\\n\\n-----\\n\\n###### You can magnify wherever you want on the screen using the magnifier window. To move the magnifier, drag the edge of the magnifier frame.\\n\\n To explore the screen, drag two fingers across the magnified screen.\\n\\n To adjust zoom ratio, pinch two fingers on the magnified screen or spread them apart.\\n\\n   - When you magnify the entire screen, the keyboards and navigation bar on the\\n###### screen cannot be magnified.\\n\\n   - When this feature is turned on, the performance of some apps may be affected.\\n\\n###### Using the magnifier\\n\\n Use the camera as a magnifying glass to magnify objects.\\n\\n Open Settings, tap Accessibility → Vision enhancements → Magnifier → Magnifier shortcut, and then tap the switch to turn it on. Then tick the actions to use to start using this feature directly. When you perform the action, the camera will work like a magnifying glass.\\n\\n Changing the cursor thickness\\n\\n Open Settings and tap Accessibility → Vision enhancements → Cursor thickness.\\n\\n Changing the size and colour of the pointer\\n\\n Enlarge the pointer when using an external mouse or touchpad. You can also change the colour of the pointer.\\n\\n Open Settings and tap Accessibility → Vision enhancements → Pointer size and colour.\\n\\n Changing font\\n\\n Change the font size and style.\\n\\n Open Settings and tap Accessibility → Vision enhancements → Font size and style.\\n\\n Changing screen zoom\\n\\n Make the items on the screen larger or smaller.\\n\\n Open Settings and tap Accessibility → Vision enhancements → Screen zoom.\\n\\n\\n-----\\n\\n###### Speak keyboard input aloud\\n\\n Set the device to read aloud what you enter on the keyboard.\\n\\n Open Settings, tap Accessibility → Vision enhancements → Speak keyboard input aloud, tap the switch to turn it on, and then select an option.\\n\\n Using audio description\\n\\n Set the device to play the audio description when playing a video that provides audio descriptions.\\n\\n Open Settings, tap Accessibility → Vision enhancements, and then tap the Audio description switch to turn it on.\\n\\n Bixby Vision for accessibility\\n\\n Bixby Vision is a service that provides various features based on image recognition. Refer to Bixby Vision for more information.\\n\\n Adding voice recordings to voice labels\\n\\n You can use voice labels to distinguish objects of similar shape by attaching labels to them. You can record and assign a voice recording to an NFC-enabled voice label. The voice recording is played back when you place your device near the label.\\n\\n Turn on the NFC feature before using this feature.\\n\\n 1 Open Settings and tap Accessibility → Vision enhancements → Voice Label.\\n\\n The voice recorder will open.\\n\\n 2 Tap  to start recording. Speak into the microphone.\\n\\n 3 When you are finished recording, tap Done to stop.\\n\\n 4 Hold the back of your device over the voice label. The information in the voice recording will be written to the voice label.\\n\\n\\n-----\\n\\n##### TalkBack (Voice feedback)\\n\\n###### Turning TalkBack on or off\\n\\n When you turn on TalkBack, the device will start voice feedback. When you tap the selected feature once, the device will read the text on the screen aloud. Tapping the feature twice will turn on the feature.\\n\\n Open Settings, tap Accessibility → TalkBack, and then tap the switch to turn it on.\\n\\n To turn off TalkBack, tap the switch and double tap anywhere on the screen.\\n\\n To check out how to use TalkBack, tap Settings → TalkBack tutorial.\\n\\n Some features are not available while you are using TalkBack.\\n\\n Controlling the screen with finger gestures\\n\\n You can use various finger gestures to control the screen while you are using TalkBack.\\n\\n To check out and customise available finger gestures, open Settings and tap Accessibility → TalkBack → Settings → Customise gestures.\\n\\n Using the reading menu\\n\\n While you are using TalkBack, swipe to the left or right with three fingers. The reading menu will appear and the device will read the options aloud. Swipe to the left or right with three fingers to scroll through the options. When you hear the option you want, swipe upwards or downwards to use the option or adjust the settings for the option. For example, when you hear Speech rate, you can adjust the speech rate by swiping upwards or downwards.\\n\\n Adding and managing image labels\\n\\n You can assign labels to images on the screen. The device reads aloud the labels when the images are selected. Add labels to unlabelled images by swiping upwards or downwards, then to the right. Then, tap Add label when the TalkBack menus appear.\\n\\n To manage the labels, open Settings and tap Accessibility → TalkBack → Settings → Advanced settings → Custom labels.\\n\\n\\n-----\\n\\n###### Configuring settings for TalkBack\\n\\n Configure settings for TalkBack for your convenience.\\n\\n Open Settings and tap Accessibility → TalkBack → Settings.\\n\\n - New features in TalkBack: Check for key updates and changes to TalkBack.\\n\\n - Text-to-speech: Change the settings for text-to-speech features used when\\n###### TalkBack is turned on, such as languages, speed, and more.\\n\\n - Verbosity: Customise the detailed settings for voice feedback.\\n\\n - Sound and vibration: Change sound and vibration settings for TalkBack.\\n\\n - Customise focus: Set the device to thicken the border of the focus indicator that\\n###### appears when you tap items. You can also change the colour of the indicator.\\n\\n - Customise gestures: Check out various finger gestures to control the screen while\\n###### you are using TalkBack and customise the settings for gestures.\\n\\n - Customise menus: Select which TalkBack menus and reading menus to use.\\n\\n - Image and icon descriptions: Configure the automatic description settings. You can\\n###### hear descriptions when you focus on an image or icon, or an image that contains text.\\n\\n - Braille keyboard: Enter letters on the screen using a 6-dot braille keyboard.\\n\\n - Braille display: Connect a braille display and change the settings.\\n\\n - Advanced settings: Configure advanced settings for TalkBack.\\n\\n - Open TalkBack in the Galaxy Store: Open TalkBack from the Galaxy Store and check\\n###### for updates.\\n\\n - TalkBack tutorial: Learn how to use TalkBack.\\n\\n - Help: Visit the TalkBack help webpage.\\n\\n - Contact Google Disability Support: Visit the Google accessibility help webpage.\\n\\n\\n-----\\n\\n###### Entering text using the keyboard\\n\\n To display the keyboard, tap the text input field and double tap anywhere on the screen.\\n\\n When you touch the keyboard with your finger, the device reads aloud the character keys under your finger. When you hear the character you want, release your finger from the screen to select it. The character is entered and the device reads the text aloud.\\n\\n Entering additional characters\\n\\n Touch and hold a key on the keyboard to enter additional characters available for the key. A pop-up window appears above the key showing available characters. To select a character, drag your finger on the pop-up window until you hear the character you want, and release it.\\n\\n##### Hearing enhancements\\n\\n###### Live Transcribe\\n\\n Set the device to capture speech using the device’s microphone and convert it to on-screen text.\\n\\n Open Settings, tap Accessibility → Hearing enhancements → Live Transcribe → Live Transcribe shortcut, and then tap the switch to turn it on. Tick the actions to use to start using this feature directly. Then, perform the action to transcribe speech.\\n\\n Live Caption\\n\\n Set the device to detect speech and automatically generate captions when you play media content, such as videos or podcasts.\\n\\n Open Settings, tap Accessibility → Hearing enhancements → Live Caption, and then tap the Use Live Caption switch to turn it on.\\n\\n Caption settings\\n\\n Open Settings, tap Accessibility → Hearing enhancements → Caption preference, and then tap the Show captions switch to turn it on.\\n\\n Select an option for configuring the caption settings.\\n\\n\\n-----\\n\\n###### Hearing aid support\\n\\n Set the device to enhance the sound quality to work better with hearing aids.\\n\\n Open Settings, tap Accessibility → Hearing enhancements → Hearing aid support, and then tap the Hearing aid compatibility switch to turn it on.\\n\\n Sound notifications\\n\\n Set the device to detect sounds, such as the beeping of smoke detectors or crying babies. The device will vibrate when it detects sound and the alert will be saved as a log.\\n\\n While this feature is turned on, the voice recognition will not operate.\\n\\n Open Settings and tap Accessibility → Hearing enhancements → Sound notifications → Open Sound notifications. Follow the on-screen instructions to turn on the sound notification feature. When sound is detected, the log will be displayed.\\n\\n Amplify ambient sound\\n\\n Set the device to amplify the sound around you to help you hear better when using headphones.\\n\\n 1 Open Settings, tap Accessibility → Hearing enhancements → Amplify ambient sound → Amplify ambient sound shortcut, and then tap the switch to turn it on.\\n\\n 2 Tick the actions to use to start using this feature directly.\\n\\n 3 Connect headphones to the device and wear them.\\n\\n 4 Perform the action.\\n\\n Adapt sound\\n\\n Optimise the sound setting to find the best sound quality and use it for calls or media playback.\\n\\n Open Settings, tap Accessibility → Hearing enhancements → Adapt sound, tap the switch to turn it on, and then optimise the sound setting.\\n\\n\\n-----\\n\\n###### Turning off all sounds\\n\\n Set the device to mute all device sounds, such as media sounds, and the caller’s voice during a call.\\n\\n Open Settings, tap Accessibility → Hearing enhancements, and then tap the Mute all sounds switch to turn it on.\\n\\n Mono audio\\n\\n Mono output combines stereo sound into one signal that is played through all headphone speakers. Use this if you have a hearing impairment or if a single earbud is more convenient.\\n\\n Open Settings, tap Accessibility → Hearing enhancements, and then tap the Mono audio switch to turn it on.\\n\\n Adjusting the sound balance\\n\\n Set the device to adjust the sound balance.\\n\\n 1 Open Settings and tap Accessibility → Hearing enhancements.\\n\\n 2 Drag the adjustment bars under Left/right sound balance to the left or right and adjust the sound balance.\\n\\n##### Interaction and dexterity\\n\\n###### Universal switch\\n\\n You can control the screen by connecting an external switch or by using head movements and face gestures.\\n\\n 1 Open Settings and tap Accessibility → Interaction and dexterity → Universal switch.\\n\\n 2 Read the on-screen instructions and tap Done.\\n\\n 3 Tap the switch to turn it on.\\n\\n\\n-----\\n\\n###### 4 If the universal switches are not registered on the device, tap Add switch and set switches to control the device.\\n\\n To turn on the universal switch feature, at least one switch must be registered on the device.\\n\\n To set switches to control the device, tap the switch under Switches.\\n\\n To turn off this feature, press the Side button and the Volume Up button simultaneously.\\n\\n Assistant menu\\n\\n Displaying the assistive shortcut icon\\n\\n Set the device to display the assistive shortcut icon for accessing apps, features, and settings. You can control the device by tapping the assistive menus in the icon.\\n\\n 1 Open Settings and tap Accessibility → Interaction and dexterity → Assistant menu.\\n\\n 2 Tap the switch to turn it on. The assistive shortcut icon appears at the bottom right of the screen.\\n\\n To adjust the assistant shortcut icon’s transparency level, drag the adjustment bar under Transparency.\\n\\n Accessing assistive menus\\n\\n The assistive shortcut icon appears as a floating icon for access to the assistive menus from any screen.\\n\\n When you tap the assistive shortcut icon, the icon expands slightly and the assistive menus appear on the icon. Tap the left or right arrow, or swipe to the left or right, to select other menus.\\n\\n Using enhanced assistive menus\\n\\n Set the device to display enhanced assistive menus for selected apps.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Assistant menu → Select apps to show contextual menus with, and then tap the switches next to the apps you want to turn on.\\n\\n\\n-----\\n\\n###### Voice Access\\n\\n Use this feature to control your device by voice.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Voice Access, and then tap the switch to turn it on.\\n\\n Answering or ending calls\\n\\n Change the method for answering or ending calls.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Answering and ending calls, and then tap the switch of the method you want.\\n\\n Interaction control\\n\\n Turn on the interaction control mode to restrict the device’s reaction to inputs while using apps.\\n\\n 1 Open Settings and tap Accessibility → Interaction and dexterity → Interaction control.\\n\\n 2 Tap the Interaction control shortcut switch to turn it on.\\n\\n 3 Press the Side button and the Volume Up button simultaneously while using an app.\\n\\n 4 Adjust the size of the frame or draw a line around an area that you want to restrict.\\n\\n 5 Tap Done. The device displays the restricted area. The restricted area will not react when you touch it and the device’s buttons will be blocked. However, you can unblock functions for the Side button, Volume button, and keyboard in interaction control mode.\\n\\n To turn off the interaction control mode, press the Side button and the Volume Up button simultaneously.\\n\\n To set the device to lock the screen after turning off the interaction control mode, open Settings, tap Accessibility → Interaction and dexterity → Interaction control, and then tap the Lock screen when deactivated switch to turn it on.\\n\\n Touch and hold delay\\n\\n Set the recognition time for touching and holding the screen.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Touch and hold delay → Set touch and hold delay, and then select an option.\\n\\n\\n-----\\n\\n###### Tap duration\\n\\n Set the duration you must touch the screen for the device to recognise it as a tap.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Tap duration → Set tap duration, and then set the time.\\n\\n Ignore repeated touches\\n\\n Set the device to recognise only the first tap within a set time when you tap the screen repeatedly.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Ignore repeated touches → Set time to ignore repeated touches, and then set the time.\\n\\n Auto action after pointer stops\\n\\n Set the device to select an item automatically when you place the mouse pointer over the item. You can also assign actions to use when you move the pointer to a corner of the screen.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Auto action after pointer stops, and then tap the Auto click switch to turn it on. To assign corner actions, select an option under Corner actions and select an action.\\n\\n Sticky keys\\n\\n Set an external keyboard’s modifier key, such as the Shift, Ctrl, or Alt keys, to stay pressed. This helps you use keyboard shortcuts without pressing two keys at the same time.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity, and then tap the Sticky keys switch to turn it on.\\n\\n Slow keys\\n\\n Set the recognition time for pressing a key on the external keyboard.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Slow keys, tap the switch to turn it on, and then set the time.\\n\\n\\n-----\\n\\n###### Bounce keys\\n\\n Set the device to recognise only the first time you press a key within a set time when you press the same key repeatedly.\\n\\n Open Settings, tap Accessibility → Interaction and dexterity → Bounce keys, tap the switch to turn it on, and then set the time.\\n\\n##### Advanced settings\\n\\n###### Launching accessibility features directly\\n\\n Set to open the accessibility features directly.\\n\\n Open Settings and tap Accessibility → Advanced settings. Tap Accessibility button → Select actions, or select Quick panel buttons, Side and Volume up buttons, or Volume up and down buttons, and then tick the accessibility features you want to use.\\n\\n Setting light notification\\n\\n Set the device to blink the flash or the screen when an alarm sounds or when you have notifications, such as incoming calls or new messages.\\n\\n Open Settings, tap Accessibility → Advanced settings → Flash notification, and then tap the switches next to the options you want to turn on.\\n\\n Time to take action\\n\\n Set the amount of time to display pop-up windows that ask you to take action, such as notifications or volume controller.\\n\\n Open Settings, tap Accessibility → Advanced settings → Time to take action, and then select an option.\\n\\n##### Installed apps\\n\\n###### Check out the accessibility services installed on the device.\\n\\n Open Settings and tap Accessibility → Installed apps.\\n\\n\\n-----\\n\\n### Troubleshooting\\n\\n###### Before contacting a Samsung Service Centre or an authorised service centre, please attempt the following solutions. Some situations may not apply to your device.\\n\\n You can also use Samsung Members to solve any problems you might encounter while using your device.\\n\\n When you turn on your device or while you are using the device, it prompts you to enter one of the following codes:\\n\\n - Password: When the device lock feature is turned on, you must enter the password\\n###### you set for the device.\\n\\n - PIN: When using the device for the first time or when the PIN requirement is turned\\n###### on, you must enter the PIN supplied with the SIM or USIM card. You can turn off this feature by using the Lock SIM card menu.\\n\\n - PUK: Your SIM or USIM card is blocked, usually as a result of entering your PIN\\n###### incorrectly several times. You must enter the PUK supplied by your carrier.\\n\\n - PIN2: When you access a menu requiring the PIN2, you must enter the PIN2 supplied\\n###### with the SIM or USIM card. For more information, contact your carrier.\\n\\n Your device displays network or service error messages\\n\\n - When you are in areas with weak signals or poor reception, you may lose reception.\\n###### Move to another area and try again. While moving, error messages may appear repeatedly.\\n\\n - Please note that models purchased in Germany cannot receive signals in LTE TDD\\n###### bands in the following countries: Belgium, Denmark, Germany, France, Luxemburg, Netherlands, Austria, Poland, Switzerland, Czech Republic. If you are in an LTE TDD-only service area, you may lose reception. Move to another area and try again.\\n\\n - You cannot access some options without a subscription. For more information,\\n###### contact your carrier.\\n\\n\\n-----\\n\\n###### Your device does not turn on\\n\\n When the battery is completely discharged, your device will not turn on. Fully charge the battery before turning on the device.\\n\\n Touch recognition works slowly or improperly\\n\\n - Touch recognition may not work properly in the following situations:\\n\\n‒ If you attach a screen protector or optional accessories to the screen\\n\\n‒ If you are wearing gloves, if your hands are not clean while touching the screen, or\\n###### if you tap the screen with a sharp object or your fingertips\\n\\n‒ In humid conditions or when exposed to water\\n\\n - Restart your device to clear any temporary software problems.\\n\\n - Ensure that your device software is updated to the latest version.\\n\\n - If the screen is scratched or damaged, visit a Samsung Service Centre or an\\n###### authorised service centre.\\n\\n Your device freezes or encounters a fatal problem\\n\\n Try the following solutions. If the problem is still not resolved, contact a Samsung Service Centre or an authorised service centre.\\n\\n Restarting the device\\n\\n If your device freezes or hangs, you may need to close apps or turn off the device and turn it on again.\\n\\n Forcing restart\\n\\n If your device is frozen and unresponsive, press and hold the Side button and the Volume Down button simultaneously for more than 7 seconds to restart it.\\n\\n Resetting the device\\n\\n If these methods do not solve your problem, perform a factory data reset.\\n\\n Open Settings and tap General management → Reset → Factory data reset → Reset → Delete all. Before performing the factory data reset, remember to make backup copies of all important data stored in the device.\\n\\n\\n-----\\n\\n###### Calls are not connected\\n\\n - Ensure that you have accessed the right cellular network.\\n\\n - Ensure that you have not set call barring for the phone number you are dialling.\\n\\n - Ensure that you have not set call barring for the incoming phone number.\\n\\n###### Others cannot hear you speaking on a call\\n\\n - Ensure that you are not covering the built-in microphone.\\n\\n - Ensure that the microphone is close to your mouth.\\n\\n - If you are using headphones, ensure that they are properly connected.\\n\\n###### Sound echoes during a call\\n\\n Adjust the volume by pressing the Volume button or move to another area.\\n\\n A cellular network or the internet is often disconnected or audio quality is poor\\n\\n - Ensure that you are not blocking the device’s internal antenna.\\n\\n - When you are in areas with weak signals or poor reception, you may lose reception.\\n###### You may have connectivity problems because of issues with the carrier’s base station. Move to another area and try again.\\n\\n - When using the device while moving, wireless network services may be disabled\\n###### because of issues with the carrier’s network.\\n\\n The battery does not charge properly (For Samsung-approved chargers)\\n\\n - Ensure that the charger is connected properly.\\n\\n - Visit a Samsung Service Centre or an authorised service centre and have the battery\\n###### replaced. Bring the charger and USB cable you are using for better service support. If wireless charging is not working, bring the wireless charger as well.\\n\\n\\n-----\\n\\n###### The battery depletes faster than when first purchased\\n\\n - When you expose the device or the battery to very cold or very hot temperatures, the\\n###### useful charge may be reduced.\\n\\n - Battery consumption will increase when you use certain features or apps, such as\\n###### GPS, games, or the internet.\\n\\n - The battery is consumable and the useful charge will get shorter over time.\\n\\n###### Error messages appear when opening the camera\\n\\n Your device must have sufficient available storage and battery power to operate the camera app. If you receive error messages when opening the camera, try the following:\\n\\n - Charge the battery.\\n\\n - Free some storage by transferring files to a computer or deleting files from your\\n###### device.\\n\\n - Restart the device.\\n\\n###### If you are still having trouble with the camera app after trying these tips, contact a Samsung Service Centre or an authorised service centre.\\n\\n Picture quality is poorer than the preview\\n\\n - The quality of your pictures may vary, depending on the surroundings and the\\n###### photography techniques you use.\\n\\n - If you take pictures in dark areas, at night, or indoors, image noise may occur or\\n###### images may be out of focus.\\n\\n Error messages appear when opening multimedia files\\n\\n If you receive error messages or multimedia files do not play when you open them on your device, try the following:\\n\\n - Free some storage by transferring files to a computer or deleting files from your\\n###### device.\\n\\n - Ensure that the music file is not Digital Rights Management (DRM)-protected. If the\\n###### file is DRM-protected, ensure that you have the appropriate licence or key to play the file.\\n\\n\\n-----\\n\\n - Ensure that the file formats are supported by the device. If a file format is not\\n###### supported, such as DivX or AC3, install an app that supports it. To check the file formats that your device supports, visit the Samsung website.\\n\\n - Your device supports pictures and videos captured with the device. Pictures and\\n###### videos captured by other devices may not work properly.\\n\\n - Your device supports multimedia files that are authorised by your carrier or providers\\n###### of additional services. Some content circulated on the internet, such as ringtones, videos, or wallpapers, may not work properly.\\n\\n Bluetooth is not working well\\n\\n If another Bluetooth device is not located or there are connection problems or performance malfunctions, try the following:\\n\\n - Ensure that the device you wish to connect with is ready to be scanned or connected\\n###### to.\\n\\n - Ensure that your phone and the other Bluetooth device are within the maximum\\n###### Bluetooth range (10 m).\\n\\n - On your phone, open Settings, tap Connections, and then tap the Bluetooth switch\\n###### to turn it on again.\\n\\n - On your phone, open Settings, tap General management → Reset → Reset Wi-Fi\\n###### and Bluetooth settings → Reset settings to reset network settings. You may lose registered information when performing the reset.\\n\\n If these tips do not solve the problem, contact a Samsung Service Centre or an authorised service centre.\\n\\n A connection is not made when you connect the device to a computer\\n\\n - Ensure that the USB cable you are using is compatible with your device.\\n\\n - Ensure that you have the proper driver installed and updated on your computer.\\n\\n###### Your device cannot find your current location\\n\\n GPS signals may be obstructed in some locations, such as indoors. Set the device to use Wi-Fi or a mobile network to find your current location in these situations.\\n\\n\\n-----\\n\\n###### Data stored in the device has been lost\\n\\n Always make backup copies of all important data stored in the device. Otherwise, you cannot restore data if it is damaged or lost. Samsung is not responsible for the loss of data stored in the device.\\n\\n A small gap appears around the outside of the device case\\n\\n - This gap is a necessary manufacturing feature and some minor rocking or vibration\\n###### of parts may occur.\\n\\n - Over time, friction between parts may cause this gap to expand slightly.\\n\\n###### There is not enough space in the device’s storage\\n\\n Delete unnecessary data, such as cache, using the device care feature or manually delete unused apps or files to free up storage space.\\n\\n The Home button does not appear\\n\\n The navigation bar containing the Home button may disappear while using certain apps or features. To access the navigation bar, drag upwards from the bottom of the screen.\\n\\n### Removing the battery\\n\\n - To remove the battery, contact an authorised service centre. To obtain battery\\n###### removal instructions, please visit www.samsung.com/global/ecodesign_energy.\\n\\n - For your safety, you must not attempt to remove the battery. If the battery is not\\n###### properly removed, it may lead to damage to the battery and device, cause personal injury, and result in the device being unsafe.\\n\\n - Samsung does not accept liability for any damage or loss (whether in contract or\\n###### tort, including negligence) which may arise from failure to precisely follow these warnings and instructions, other than death or personal injury caused by Samsung’s negligence.\\n\\n\\n-----\\n\\n###### Copyright\\n\\n Copyright © 2025 Samsung Electronics Co., Ltd.\\n\\n This guide is protected under international copyright laws.\\n\\n No part of this guide may be reproduced, distributed, translated, or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or storing in any information storage and retrieval system.\\n\\n Trademarks\\n\\n - Samsung and the Samsung logo are registered trademarks of Samsung Electronics\\n###### Co., Ltd.\\n\\n - Bluetooth[®] is a registered trademark of Bluetooth SIG, Inc. worldwide.\\n\\n - Wi-Fi[®], Wi-Fi Direct[™], Wi-Fi CERTIFIED[™], and the Wi-Fi logo are registered\\n###### trademarks of the Wi-Fi Alliance.\\n\\n - Manufactured under license from Dolby Laboratories. Dolby, Dolby Atmos, and the\\n###### double-D symbol are trademarks of Dolby Laboratories.\\n\\n - All other trademarks and copyrights are the property of their respective owners.\\n\\n\\n-----\\n\\n\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def test_qa_generators(base_function_name, content, suffixes=[\"\", \"_deepseek\", \"_google\", \"_sonnet\"]):\n",
        "    \"\"\"Tests and prints output for different QA generation functions.\"\"\"\n",
        "    for suffix in suffixes:\n",
        "        function_name = base_function_name + suffix\n",
        "        try:\n",
        "            qa_function = globals()[function_name] # Get function from global scope\n",
        "            print(f\"\\n--- Calling {function_name} ---\")\n",
        "            qa_output = qa_function(content)\n",
        "            print(qa_output)\n",
        "        except KeyError:\n",
        "            print(f\"\\n--- Function {function_name} not found ---\")\n",
        "        except Exception as e:\n",
        "            print(f\"\\n--- Error in {function_name} ---\")\n",
        "            print(f\"Error details: {e}\")\n",
        "\n"
      ],
      "metadata": {
        "id": "Z_kCi6jyBKJ2"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def test_qa_generators_aggregated(base_function_name, content, suffixes=[\"\", \"_deepseek\", \"_google\", \"_sonnet\"]):\n",
        "    \"\"\"\n",
        "    Tests different QA generation functions and returns aggregated results in a single JSON structure.\n",
        "\n",
        "    Args:\n",
        "        base_function_name (str): Base name of the QA generation function\n",
        "        content (str): Content to process\n",
        "        suffixes (list): List of suffixes for different model variants\n",
        "\n",
        "    Returns:\n",
        "        dict: Aggregated results with the following structure:\n",
        "        {\n",
        "            \"base_function\": str,\n",
        "            \"results\": {\n",
        "                \"model_variant\": result_dict,\n",
        "                ...\n",
        "            },\n",
        "            \"errors\": {\n",
        "                \"model_variant\": error_message,\n",
        "                ...\n",
        "            }\n",
        "        }\n",
        "    \"\"\"\n",
        "    aggregated_results = {\n",
        "        \"base_function\": base_function_name,\n",
        "        \"results\": {},\n",
        "        \"errors\": {}\n",
        "    }\n",
        "\n",
        "    for suffix in suffixes:\n",
        "        function_name = base_function_name + suffix\n",
        "        model_variant = suffix if suffix else \"default\"\n",
        "\n",
        "        try:\n",
        "            qa_function = globals()[function_name]  # Get function from global scope\n",
        "            qa_output = qa_function(content)\n",
        "            aggregated_results[\"results\"][model_variant] = qa_output\n",
        "\n",
        "        except KeyError:\n",
        "            error_msg = f\"Function {function_name} not found\"\n",
        "            aggregated_results[\"errors\"][model_variant] = error_msg\n",
        "\n",
        "        except Exception as e:\n",
        "            error_msg = f\"Error in execution: {str(e)}\"\n",
        "            aggregated_results[\"errors\"][model_variant] = error_msg\n",
        "\n",
        "    return aggregated_results\n",
        "\n",
        "# Example usage and pretty printing\n",
        "import json\n",
        "\n",
        "def print_aggregated_results(results):\n",
        "    \"\"\"Helper function to pretty print the aggregated results.\"\"\"\n",
        "    print(json.dumps(results, indent=2))"
      ],
      "metadata": {
        "id": "PdjesCUBA2Sk"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## QA Pair Generation using Gemini *API*\n",
        "\n"
      ],
      "metadata": {
        "id": "F-2VUrgq-pIX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import google.generativeai as genai\n",
        "from google.colab import userdata\n",
        "apikey=userdata.get('GOOGLE_API_KEY')\n",
        "genai.configure(api_key=apikey)"
      ],
      "metadata": {
        "id": "lYtZKOz6-tJo"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 1 generate_structured_qa_pairs"
      ],
      "metadata": {
        "id": "WflsL3eBvJk6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_simple_qa_pairs(text):\n",
        "    \"\"\"General informative Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate fundamental Q&A pairs from Samsung support docs covering:\n",
        "    - Key features - Basic troubleshooting - Usage guidelines\n",
        "    Use consumer-friendly language with concise answers (1-2 sentences).\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "import google.generativeai as genai\n",
        "\n",
        "def generate_simple_qa_pairs_deepseek(text):\n",
        "    \"\"\"Generates Q&A pairs in a standardized JSON format.\n",
        "\n",
        "    Returns:\n",
        "        A JSON object with nested \"Generations\", \"Questions\", and \"Answers\".\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate Q&A pairs from the Samsung support document below.\n",
        "    Follow these rules:\n",
        "    1. Include key features, troubleshooting steps, and usage guidelines.\n",
        "    2. Use short, conversational questions and answers (1-2 sentences).\n",
        "    3. Format output as JSON with a \"Generations\" key containing a list of Q&A objects.\n",
        "    4. Structure each object as {{\"Question\": \"...\", \"Answer\": \"...\"}}.\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\"Question\": \"How do I restart my Galaxy phone?\", \"Answer\": \"Hold the power and volume down buttons for 10 seconds.\"}},\n",
        "        {{\"Question\": \"How to extend battery life?\", \"Answer\": \"Enable Power Saving Mode in Settings > Battery.\"}}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt).text\n",
        "    # Remove markdown formatting (common in Gemini outputs)\n",
        "    response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "    return json.loads(response)\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "import google.generativeai as genai\n",
        "from textwrap import dedent\n",
        "import json\n",
        "\n",
        "def generate_simple_qa_pairs_google(text):\n",
        "    \"\"\"\n",
        "    Generates informative Q&A pairs from Samsung support docs and returns them in JSON format.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate fundamental Question and Answer pairs from the following Samsung support document text.\n",
        "    Focus on:\n",
        "    - Key features\n",
        "    - Basic troubleshooting steps\n",
        "    - Usage guidelines\n",
        "\n",
        "    Format each question and answer pair clearly. Aim for consumer-friendly language and keep answers concise (1-2 sentences).\n",
        "\n",
        "    Present the output as a list of dictionaries. Each dictionary should have the keys \"Question\" and \"Answer\".\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format:\n",
        "    [\n",
        "      {{\"Question\": \"...\", \"Answer\": \"...\"}},\n",
        "      {{\"Question\": \"...\", \"Answer\": \"...\"}},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        qa_list = json.loads(response_text) # Attempt to parse the response as JSON\n",
        "    except json.JSONDecodeError:\n",
        "        # If direct JSON parsing fails, fallback to a more robust extraction method\n",
        "        print(\"Warning: Failed to parse JSON directly. Attempting to extract Q&A pairs from text.\")\n",
        "        # This fallback is a basic example, you might need more sophisticated parsing\n",
        "        qa_list = []\n",
        "        lines = response_text.strip().split('\\n')\n",
        "        for i in range(0, len(lines), 2): # Assuming Q and A alternate lines\n",
        "            if i + 1 < len(lines):\n",
        "                question = lines[i].strip().replace(\"Question:\", \"\").strip() if \"Question:\" in lines[i] else lines[i].strip()\n",
        "                answer = lines[i+1].strip().replace(\"Answer:\", \"\").strip() if \"Answer:\" in lines[i+1] else lines[i+1].strip()\n",
        "                qa_list.append({\"Question\": question, \"Answer\": answer})\n",
        "\n",
        "\n",
        "    # Structure the output in the desired JSON format\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\n",
        "                \"Questions\": [qa_pair[\"Question\"] for qa_pair in qa_list],\n",
        "                \"Answers\": [qa_pair[\"Answer\"] for qa_pair in qa_list]\n",
        "            }\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2) # Return JSON string with indent for readability\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_simple_qa_pairs_sonnet(text):\n",
        "    \"\"\"Generate structured Q&A pairs in JSON format\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate comprehensive Q&A pairs from Samsung support docs in strict JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"question1\",\n",
        "          \"question2\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"answer1\",\n",
        "          \"answer2\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"source\": \"Samsung support document\",\n",
        "          \"coverage\": [\"features\", \"troubleshooting\", \"usage\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Criteria:\n",
        "    - Generate 3-5 questions\n",
        "    - Answers in 1-2 concise sentences\n",
        "    - Use consumer-friendly language\n",
        "    - Ensure direct mapping between questions and answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        # Fallback parsing if direct JSON parsing fails\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }\n"
      ],
      "metadata": {
        "id": "JQZK6slmtfi3"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- Simple Question-Answer Pairs ---\")\n",
        "test_qa_generators(\"generate_simple_qa_pairs\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "IF3bFVomFGK1",
        "outputId": "fdd067df-9efa-473a-bf01-ba248a519163"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- Simple Question-Answer Pairs ---\n",
            "\n",
            "--- Calling generate_simple_qa_pairs ---\n",
            "## Samsung Galaxy S25 Series Q&A:\n",
            "\n",
            "**Key Features:**\n",
            "\n",
            "**Q: What is the S Pen used for (Galaxy S25 Ultra)?**\n",
            "A: The S Pen lets you write, draw, take notes, control the phone remotely, and access various features using air gestures.\n",
            "\n",
            "**Q: What is Bixby?**\n",
            "A: Bixby is Samsung's AI assistant; you can use voice commands to control your phone and access information.\n",
            "\n",
            "**Q: What is Samsung DeX?**\n",
            "A: Samsung DeX turns your phone into a desktop computer experience when connected to a monitor.\n",
            "\n",
            "**Q: What is Samsung Wallet?**\n",
            "A: Samsung Wallet lets you store credit cards, digital keys, boarding passes, and more.\n",
            "\n",
            "\n",
            "**Basic Troubleshooting:**\n",
            "\n",
            "**Q: My phone won't turn on.**\n",
            "A: Fully charge the battery before trying again.  If it still doesn't work, try a forced restart.\n",
            "\n",
            "**Q: My touchscreen is unresponsive.**\n",
            "A: Restart your phone. If the issue persists, check for screen damage or interference from screen protectors.\n",
            "\n",
            "**Q: My phone is overheating.**\n",
            "A: Close running apps, disconnect the charger, and let it cool down. Avoid using power-intensive features in hot environments.\n",
            "\n",
            "**Q: I'm having Bluetooth connection issues.**\n",
            "A: Ensure Bluetooth is enabled on both devices, they're within range, and try restarting both devices.\n",
            "\n",
            "\n",
            "**Usage Guidelines:**\n",
            "\n",
            "**Q: How do I charge my phone wirelessly?**\n",
            "A: Place your phone's back center on the center of a compatible wireless charger.\n",
            "\n",
            "**Q: How do I take a screenshot?**\n",
            "A: Press the Side button and Volume Down button simultaneously.\n",
            "\n",
            "**Q: How do I use the notification panel?**\n",
            "A: Swipe down from the top of the screen to view and manage notifications.\n",
            "\n",
            "**Q: How do I use split-screen mode?**\n",
            "A: Open the Recents menu, select an app, and choose \"Open in split screen view\".\n",
            "\n",
            "**Q: How do I manage my apps?**\n",
            "A: You can uninstall, disable, or change app permissions through the Settings app.\n",
            "\n",
            "**Q: How do I transfer data from my old phone?**\n",
            "A: Use Smart Switch, either wirelessly or with a USB cable, to transfer data from your previous device.\n",
            "\n",
            "**Q: How do I use the camera's Pro mode?**\n",
            "A:  Manually adjust settings like ISO, shutter speed, and white balance for more control over your photos and videos.\n",
            "\n",
            "\n",
            "This is not an exhaustive list, but covers some fundamental aspects based on the provided document.  The actual functionality and availability of features may vary depending on the specific model and software version.\n",
            "\n",
            "\n",
            "--- Calling generate_simple_qa_pairs_deepseek ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 3545.10ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 3756.50ms\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = test_qa_generators_aggregated(\"generate_structured_qa_pairs\", content)\n",
        "print_aggregated_results(results)"
      ],
      "metadata": {
        "id": "wXwTO3rWBSp9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 2 generate_structured_qa"
      ],
      "metadata": {
        "id": "2qbFtdnYvawI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_structured_qa(text):\n",
        "    \"\"\"Problem-solution focused pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create problem-solution pairs from Samsung docs. Format:\n",
        "    Question: [Issue description]\n",
        "    Answer: [Step-by-step fix]\n",
        "    Include severity indicators (⚠️) for critical issues.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_structured_qa_deepseek(text):\n",
        "    \"\"\"Generates severity-graded troubleshooting pairs in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with error codes, time estimates, and step-by-step instructions.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Convert Samsung support text into problem-solution pairs with:\n",
        "    1. Technical error codes (if applicable)\n",
        "    2. Severity grading (Critical/Medium/Low)\n",
        "    3. Estimated troubleshooting time\n",
        "    4. Ordered resolution steps\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Issue]\",\n",
        "        \"Answer\": {{\n",
        "          \"Steps\": [\"1. Do X\", \"2. Then Y\"],\n",
        "          \"SeverityCode\": 0-2 (2=Critical),\n",
        "          \"ErrorCode\": \"ERR_BATT_01\",\n",
        "          \"TroubleshootingTime\": \"5-7 minutes\"\n",
        "        }}\n",
        "      }}\n",
        "    - Replace ⚠️ with \"SeverityCode\":2\n",
        "    - Sort by descending SeverityCode\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"Phone overheating during charging\",\n",
        "          \"Answer\": {{\n",
        "            \"Steps\": [\"1. Unplug immediately\", \"2. Remove case\", \"3. Contact support\"],\n",
        "            \"SeverityCode\": 2,\n",
        "            \"ErrorCode\": \"ERR_CHG_OVERHEAT\",\n",
        "            \"TroubleshootingTime\": \"3 minutes\"\n",
        "          }}\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse troubleshooting data\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_structured_qa_google(text):\n",
        "    \"\"\"Problem-solution focused pairs in JSON format with severity indicators\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate problem-solution Question and Answer pairs from the following Samsung support document text. Format each pair as:\n",
        "\n",
        "    Question: [Issue description]\n",
        "    Answer: [Step-by-step fix]\n",
        "\n",
        "    For critical issues, include a severity indicator (⚠️) in the output and classify them as \"Critical\" in the JSON structure. For non-critical issues, classify as \"Normal\" or leave severity blank/null.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and step-by-step where possible.\n",
        "\n",
        "    Present the output as a list of dictionaries in JSON format. Each dictionary should have keys: \"Severity\" (e.g., \"Critical\", \"Normal\", null), \"Question\", \"Answer\", and optionally \"SeverityIndicator\" (the ⚠️ symbol if applicable).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"Severity\": \"Critical\", \"Question\": \"...\", \"Answer\": \"...\", \"SeverityIndicator\": \"⚠️\" }},\n",
        "      {{ \"Severity\": \"Normal\", \"Question\": \"...\", \"Answer\": \"...\", \"SeverityIndicator\": null }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        problem_solution_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        problem_solution_data = [] # Implement a robust fallback text parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"ProblemSolutionPairs\": problem_solution_data} # Assuming model outputs list of dictionaries as requested\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_structured_qa_sonnet(text):\n",
        "    \"\"\"Generate problem-solution Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate problem-solution Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Specific problem description\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive step-by-step solution\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"IssueSeverity\": [\"Low\", \"Medium\", \"High\"],\n",
        "          \"SolutionComplexity\": \"Detailed technical guidance\"\n",
        "        }},\n",
        "        \"IssueClassification\": {{\n",
        "          \"CriticalIssues\": [\"Urgent problems requiring immediate action\"],\n",
        "          \"WarningIndicators\": [\"⚠️ Severity markers\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Precise problem descriptions\n",
        "    - Clear, sequential solution steps\n",
        "    - Include severity indicators\n",
        "    - 1-2 sentence answers\n",
        "    - Technical accuracy\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }\n"
      ],
      "metadata": {
        "id": "3qdJBwwJvawJ"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_structured_qa ---\")\n",
        "test_qa_generators(\"generate_structured_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "NSEZQpJuCT77",
        "outputId": "9eb92de8-5625-41f2-9d90-46fb904c42a4"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_structured_qa ---\n",
            "\n",
            "--- Calling generate_structured_qa ---\n",
            "## Samsung Galaxy S25 Problem-Solution Pairs\n",
            "\n",
            "Here are some problem-solution pairs extracted from the provided Samsung document, categorized for clarity and including severity indicators where appropriate:\n",
            "\n",
            "**I. Device Hardware & Physical Issues:**\n",
            "\n",
            "**Question:** My device's sound is quiet or certain features aren't working.\n",
            "**Answer:** Dust or foreign materials may have entered the microphone, speaker, or receiver.  Do *not* use a sharp object to remove them, as this could damage the device.  If the issue persists, contact a Samsung Service Centre.\n",
            "\n",
            "**Question:** My camera images have dots or spots.\n",
            "**Answer:** The camera lens may have been exposed to a strong light source (e.g., direct sunlight), damaging the image sensor. This damage is irreparable.\n",
            "\n",
            "**Question:** I'm experiencing connectivity problems and battery drain.\n",
            "**Answer:** This may be due to metallic stickers on the antenna area, a metallic device cover, or covering the antenna area with your hands. Remove any metallic objects and try again.\n",
            "\n",
            "**Question:** I hear unwanted noises during calls or media playback.\n",
            "**Answer:** The air vent hole might be covered by an accessory (e.g., protective film). Remove the accessory.\n",
            "\n",
            "**Question:** My proximity/light sensor is malfunctioning.\n",
            "**Answer:** Do not cover the proximity/light sensor area with accessories.\n",
            "\n",
            "**Question:** The light at the top of my device flickers during calls.\n",
            "**Answer:** This is normal and due to proximity sensor operation.\n",
            "\n",
            "\n",
            "**II. Battery & Charging Issues:**\n",
            "\n",
            "**Question:** My device won't charge properly or overheats while wirelessly charging. ⚠️\n",
            "**Answer:** Ensure you are following all wireless charging precautions:  Do not place credit cards or RFID cards between the device and the charger; do not place conductive materials between them; and use a Samsung-approved wireless charger.\n",
            "\n",
            "\n",
            "**Question:** My device isn't fast charging.\n",
            "**Answer:** Check if fast charging is enabled in Settings > Battery > Charging settings. Also, ensure the USB cable and power adapter are properly connected.\n",
            "\n",
            "\n",
            "**Question:** Wireless power sharing isn't working properly.\n",
            "**Answer:** Remove any accessories or covers from both devices before attempting to share power. Ensure the charging coils are properly aligned.\n",
            "\n",
            "\n",
            "**Question:** My battery drains quickly.\n",
            "**Answer:** Optimize your device using the device care feature; turn off the screen when not in use; turn on power saving mode; close unnecessary apps; turn off Bluetooth and auto-syncing when not needed; and decrease backlight time and screen brightness.\n",
            "\n",
            "**Question:** My device won't turn on immediately after connecting the charger when the battery is completely discharged.\n",
            "**Answer:** Allow a depleted battery to charge for a few minutes before attempting to turn on the device.\n",
            "\n",
            "**Question:** My device is overheating while charging.\n",
            "**Answer:** Disconnect the charger and close all running apps. Allow the device to cool down before charging again.  Check the USB cable for damage. If wirelessly charging, remove any foreign materials between the device and charger.\n",
            "\n",
            "\n",
            "**III. SIM Card & eSIM Issues:**\n",
            "\n",
            "**Question:** I can't insert my SIM card properly.\n",
            "**Answer:** Ensure the SIM card is correctly placed in the tray, gold contacts facing upwards.  Ensure the tray is dry before inserting it into the device.  Use only a nano-SIM card.\n",
            "\n",
            "\n",
            "**Question:** I'm having trouble downloading an eSIM.\n",
            "**Answer:** Go to Settings > Connections > SIM manager > Add eSIM and follow the on-screen instructions. If you have a QR code, select \"Scan QR code.\"\n",
            "\n",
            "\n",
            "**IV. Software & App Issues:**\n",
            "\n",
            "**Question:** I'm having trouble transferring data from my old device using Smart Switch.\n",
            "**Answer:** Open Settings > Accounts and backup > Transfer data for device setup and follow the on-screen instructions.  Visit www.samsung.com/smartswitch for details and limitations.\n",
            "\n",
            "**Question:** An app is frozen or unresponsive.\n",
            "**Answer:** Force restart your device by pressing and holding the Side button and Volume Down button simultaneously for more than 7 seconds.\n",
            "\n",
            "**Question:** I can't uninstall or disable an app.\n",
            "**Answer:**  Touch and hold the app icon.  Some apps cannot be uninstalled, but may be disable-able.  If neither option is available, the app may be a core system app.\n",
            "\n",
            "**Question:** I'm experiencing issues with the Samsung Keyboard.\n",
            "**Answer:** Check the settings under Settings > General management > Keyboard list and default.  You may need to adjust input languages or keyboard type.\n",
            "\n",
            "**Question:** My device is running slowly.\n",
            "**Answer:** Use the Device care feature to optimize your device; close unnecessary background apps; and consider a factory data reset (back up your data first!).\n",
            "\n",
            "\n",
            "**V.  Other Issues:**\n",
            "\n",
            "**Question:**  I forgot my Samsung account password or ID.\n",
            "**Answer:** On the Samsung account sign-in screen, tap \"Forgot password\" or \"Forgot ID\" and follow the instructions to reset your password or retrieve your ID.\n",
            "\n",
            "**Question:** My device is not recognizing touch inputs close to the edges of the screen.\n",
            "**Answer:** This is expected behavior; the touch input area doesn't extend to the very edges of the screen.\n",
            "\n",
            "\n",
            "This list is not exhaustive, but it covers many common issues detailed in the provided document.  Always refer to the full user guide for complete instructions and troubleshooting steps.\n",
            "\n",
            "\n",
            "--- Calling generate_structured_qa_deepseek ---\n",
            "{'Generations': [{'Question': 'Device overheating during charging', 'Answer': {'Steps': ['1. Disconnect the charger from the device.', '2. Close any running apps.', '3. Wait for the device to cool down.', '4. If the lower part of the device overheats, replace the damaged USB cable with a new Samsung-approved one.', '5. When using a wireless charger, ensure no foreign materials are between the device and the charger.'], 'SeverityCode': 2, 'ErrorCode': None, 'TroubleshootingTime': '10-15 minutes'}}, {'Question': 'Device overheating during use', 'Answer': {'Steps': ['1. Close any running apps.', '2. Do not use the device for a while.', '3. If the problem persists, contact a Samsung Service Centre or an authorized service centre.'], 'SeverityCode': 2, 'ErrorCode': None, 'TroubleshootingTime': '5-10 minutes'}}, {'Question': 'Device freezes or encounters a fatal problem', 'Answer': {'Steps': ['1. Try restarting the device.', '2. If unresponsive, force restart by pressing and holding the Side button and the Volume Down button simultaneously for more than 7 seconds.', '3. If problems persist, perform a factory data reset (remember to back up important data first).', '4. If problems continue, contact a Samsung Service Centre or an authorized service centre.'], 'SeverityCode': 2, 'ErrorCode': None, 'TroubleshootingTime': '15-25 minutes'}}, {'Question': 'Battery does not charge properly (For Samsung-approved chargers)', 'Answer': {'Steps': ['1. Ensure the charger is connected properly.', '2. Visit a Samsung Service Centre or an authorized service centre to have the battery replaced. Bring the charger and USB cable (and wireless charger if applicable).'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': 'Variable, depends on service center availability'}}, {'Question': 'Calls are not connected', 'Answer': {'Steps': ['1. Ensure you have accessed the right cellular network.', '2. Ensure call barring is not set for the number you are dialing or the incoming number.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '5 minutes'}}, {'Question': 'Others cannot hear you speaking on a call', 'Answer': {'Steps': ['1. Ensure you are not covering the microphone.', '2. Ensure the microphone is close to your mouth.', '3. If using headphones, ensure they are properly connected.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '3 minutes'}}, {'Question': 'Sound echoes during a call', 'Answer': {'Steps': ['1. Adjust the volume.', '2. Move to another area.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '2 minutes'}}, {'Question': 'Cellular network or internet frequently disconnects or has poor audio quality', 'Answer': {'Steps': ['1. Ensure you are not blocking the device’s internal antenna.', '2. Move to an area with better reception.', '3. Check for carrier network issues.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '5 minutes'}}, {'Question': 'Touch recognition works slowly or improperly', 'Answer': {'Steps': ['1. Restart your device.', '2. Ensure your software is updated.', '3. If the screen is damaged, visit a Samsung Service Centre or an authorized service centre.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '10 minutes'}}, {'Question': 'Error messages appear when opening the camera', 'Answer': {'Steps': ['1. Charge the battery.', '2. Free up storage space.', '3. Restart the device.', '4. If problems persist, contact a Samsung Service Centre or an authorized service centre.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '10 minutes'}}, {'Question': 'Error messages appear when opening multimedia files', 'Answer': {'Steps': ['1. Free up storage space.', '2. Ensure files are not DRM-protected and are in supported formats.', '3. Install an app that supports the format if necessary.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '10 minutes'}}, {'Question': 'Bluetooth is not working well', 'Answer': {'Steps': ['1. Ensure the other device is ready to connect.', '2. Ensure devices are within range (10m).', '3. Turn Bluetooth off and on again on your phone.', '4. Reset network settings on your phone (you may lose registered information).', '5. Contact a Samsung Service Centre if problems persist.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '10 minutes'}}, {'Question': 'A connection is not made when connecting the device to a computer', 'Answer': {'Steps': ['1. Ensure the USB cable is compatible.', '2. Ensure the proper driver is installed and updated on your computer.'], 'SeverityCode': 1, 'ErrorCode': None, 'TroubleshootingTime': '5 minutes'}}, {'Question': 'Your device cannot find your current location', 'Answer': {'Steps': ['1. Set the device to use Wi-Fi or a mobile network to improve location accuracy.'], 'SeverityCode': 0, 'ErrorCode': None, 'TroubleshootingTime': '2 minutes'}}, {'Question': 'Picture quality is poorer than the preview', 'Answer': {'Steps': ['1. Note that image quality can vary depending on lighting and photography techniques.', '2. Image noise may occur in dark areas.'], 'SeverityCode': 0, 'ErrorCode': None, 'TroubleshootingTime': '2 minutes'}}, {'Question': 'Data stored in the device has been lost', 'Answer': {'Steps': ['1. Always back up important data.'], 'SeverityCode': 0, 'ErrorCode': None, 'TroubleshootingTime': 'N/A - preventative measure'}}, {'Question': 'There is not enough space in the device’s storage', 'Answer': {'Steps': ['1. Delete unnecessary data using the device care feature.', '2. Manually delete unused apps or files.'], 'SeverityCode': 0, 'ErrorCode': None, 'TroubleshootingTime': '5-15 minutes'}}, {'Question': 'The Home button does not appear', 'Answer': {'Steps': ['1. Drag upwards from the bottom of the screen to access the navigation bar.'], 'SeverityCode': 0, 'ErrorCode': None, 'TroubleshootingTime': '1 minute'}}, {'Question': 'A small gap appears around the outside of the device case', 'Answer': {'Steps': ['1. This is a normal manufacturing feature.'], 'SeverityCode': 0, 'ErrorCode': None, 'TroubleshootingTime': 'N/A'}}]}\n",
            "\n",
            "--- Calling generate_structured_qa_google ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2635.47ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"ProblemSolutionPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_structured_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"Generations\": {\\n    \"Questions\": [\\n      \"My Samsung Galaxy S25 Ultra\\'s camera lens is exposed to direct sunlight. What should I do?\",\\n      \"My Samsung Galaxy S25+ is not charging wirelessly. What are the possible causes and solutions?\",\\n      \"I forgot my Samsung account password. How can I recover it?\",\\n      \"How do I take a screenshot on my Samsung Galaxy S25?\",\\n      \"My Samsung Galaxy S25 is overheating while playing a game. What steps can I take to resolve this?\",\\n      \"How can I use Bixby Vision to translate text from an image?\",\\n      \"I want to use two WhatsApp accounts on my phone. How can I do this using Dual Messenger?\",\\n      \"My phone\\'s battery is draining too quickly. What can I do to improve battery life?\",\\n      \"How do I share a contact from my Samsung Galaxy S25 with another person?\",\\n      \"I\\'m having trouble connecting my phone to my Bluetooth speaker. What troubleshooting steps should I take?\"\\n    ],\\n    \"Answers\": [\\n      \"Direct sunlight can damage the camera sensor. Avoid exposing the lens to strong light sources.\",\\n      \"Check for metallic stickers/covers near the wireless charging coil, ensure the charger is compatible, and try removing any accessories.\",\\n      \"On the Samsung account sign-in screen, tap \\'Forgot password\\' and follow the on-screen instructions to reset your password.\",\\n      \"Press the Side button and the Volume Down button simultaneously, or swipe your hand across the screen (if enabled in settings).\",\\n      \"Close unnecessary apps, reduce screen brightness, turn off power-intensive features, and let the phone cool down.\",\\n      \"Open the Camera app, point it at the text, tap the Bixby Vision icon, and select \\'Translate\\'.\",\\n      \"Go to Settings > Advanced features > Dual Messenger, and enable Dual Messenger for WhatsApp. A second WhatsApp icon will appear.\",\\n      \"Optimise your device using Device care, turn off unused features (Bluetooth, Wi-Fi), close unnecessary apps, and consider using a power saving mode.\",\\n      \"Open the Contacts app, select the contact, tap \\'Share\\', and choose your preferred sharing method.\",\\n      \"Ensure Bluetooth is enabled on both devices, check the distance between them, and try restarting Bluetooth on both your phone and the speaker.\"\\n    ],\\n    \"Metadata\": {\\n      \"IssueSeverity\": [\\n        \"Medium\",\\n        \"Medium\",\\n        \"Low\",\\n        \"Low\",\\n        \"Medium\",\\n        \"Low\",\\n        \"Low\",\\n        \"Medium\",\\n        \"Low\",\\n        \"Medium\"\\n      ],\\n      \"SolutionComplexity\": \"Simple, concise instructions\"\\n    },\\n    \"IssueClassification\": {\\n      \"CriticalIssues\": [],\\n      \"WarningIndicators\": []\\n    }\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 3 generate_step_by_step_qa"
      ],
      "metadata": {
        "id": "pqdN9WxGva3X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_step_by_step_qa(text):\n",
        "    \"\"\"Procedural guidance pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Extract step-by-step procedures and generate Q&A pairs with:\n",
        "    - Sequential questions - Tool requirements - Time estimates\n",
        "    Format steps with numbered sub-items.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_step_by_step_qa_deepseek(text):\n",
        "    \"\"\"Generates machine-parseable procedural guides with safety checks.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested step details, tool SKUs, and critical warnings.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Convert Samsung technical docs into structured Q&A with:\n",
        "    1. Sequentially ordered repair/configuration steps\n",
        "    2. Official tool SKUs from Samsung Parts\n",
        "    3. Time estimates with ranges (e.g., \"8-12 minutes\")\n",
        "    4. Critical warnings for permanent data loss\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Task description]\",\n",
        "        \"Answer\": {{\n",
        "          \"Steps\": [\n",
        "            {{\n",
        "              \"Number\": 1,\n",
        "              \"Action\": \"...\",\n",
        "              \"Tools\": [\"GJ-TX42 (SIM ejector)\"],\n",
        "              \"Warning\": \"Optional text\"\n",
        "            }}\n",
        "          ],\n",
        "          \"TotalTime\": \"15-20 mins\",\n",
        "          \"RiskLevel\": \"High/Medium/Low\"\n",
        "        }},\n",
        "        \"Category\": \"Display/Battery/Software\"\n",
        "      }}\n",
        "    - Sort steps by dependency (prerequisite first)\n",
        "    - Validate tool SKUs against Samsung's GJ-XXXXX format\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How to replace Galaxy S24 Ultra screen?\",\n",
        "          \"Answer\": {{\n",
        "            \"Steps\": [\n",
        "              {{\n",
        "                \"Number\": 1,\n",
        "                \"Action\": \"Heat edges at 85°C with GJ-HX90 thermal pad\",\n",
        "                \"Tools\": [\"GJ-HX90\"],\n",
        "                \"Warning\": \"Exceeding 90°C voids warranty\"\n",
        "              }}\n",
        "            ],\n",
        "            \"TotalTime\": \"45-60 mins\",\n",
        "            \"RiskLevel\": \"High\"\n",
        "          }},\n",
        "          \"Category\": \"Display\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse procedural guide\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_step_by_step_qa_google(text):\n",
        "    \"\"\"Procedural guidance pairs in JSON format with steps, tools, and time estimates\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Extract step-by-step procedures from the following Samsung support document text and generate Question and Answer pairs for each step.\n",
        "\n",
        "    For each procedure, identify:\n",
        "    - Sequential questions that guide the user through each step.\n",
        "    - Any tool requirements needed for the procedure.\n",
        "    - An estimated time to complete the procedure.\n",
        "\n",
        "    Format the steps as numbered sub-items in the plain text output for clarity. In the JSON output, represent steps as a numbered list of Question-Answer pairs.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and focused on each step.\n",
        "\n",
        "    Present the output as a list of procedures in JSON format. Each procedure should include \"ProcedureName\", \"ToolRequirements\", \"TimeEstimate\", and a list of \"Steps\", where each step has \"StepNumber\", \"Question\", and \"Answer\".\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example structure):\n",
        "    [\n",
        "      {{\n",
        "        \"ProcedureName\": \"Procedure Title\",\n",
        "        \"ToolRequirements\": [\"Tool 1\", \"Tool 2\", ...],\n",
        "        \"TimeEstimate\": \"Estimated Time\",\n",
        "        \"Steps\": [\n",
        "          {{ \"StepNumber\": 1, \"Question\": \"Question for Step 1?\", \"Answer\": \"Answer for Step 1\" }},\n",
        "          {{ \"StepNumber\": 2, \"Question\": \"Question for Step 2?\", \"Answer\": \"Answer for Step 2\" }},\n",
        "          ...\n",
        "        ]\n",
        "      }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        procedure_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        procedure_data = [] # Implement a robust fallback text parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"ProcedureQAPairs\": procedure_data} # Assuming model outputs list of procedures as requested\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_step_by_step_qa_sonnet(text):\n",
        "    \"\"\"Generate structured procedural guidance Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create step-by-step Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Procedural guidance question\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Detailed step-by-step procedure\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"ProcedureType\": \"Sequential Guidance\",\n",
        "          \"Complexity\": \"Detailed Technical Steps\"\n",
        "        }},\n",
        "        \"ProcedureDetails\": {{\n",
        "          \"Tools\": [\"Required equipment\"],\n",
        "          \"TimeEstimates\": [\"Estimated duration for each step\"],\n",
        "          \"Steps\": [\n",
        "            \"Numbered sequential instructions\"\n",
        "          ]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Numbered, sequential steps\n",
        "    - Tool and time requirement details\n",
        "    - 1-2 sentence answers\n",
        "    - Technical precision\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "ay_ooB2Bva3X"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_step_by_step_qa ---\")\n",
        "test_qa_generators(\"generate_step_by_step_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "shnFbD6TCY7-",
        "outputId": "30488b07-3362-439b-f86f-1208314ced15"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_step_by_step_qa ---\n",
            "\n",
            "--- Calling generate_step_by_step_qa ---\n",
            "## Samsung Galaxy S25 User Guide: Step-by-Step Procedures and Q&A\n",
            "\n",
            "This document extracts step-by-step procedures and generates Q&A pairs from the provided Samsung Galaxy S25 User Guide.\n",
            "\n",
            "\n",
            "**I. Getting Started**\n",
            "\n",
            "**A. Device Layout and Functions (Page 11)**\n",
            "\n",
            "**Step-by-Step:**  This section provides diagrams, not numbered steps for device layout.  The text describes the function of buttons.\n",
            "\n",
            "1. **Side Button:**  Press and hold to turn on (when off). Press to turn on/lock screen. Double press or press and hold to open a custom app/feature (set in settings).\n",
            "2. **Side Button + Volume Down Button:** Press simultaneously to capture a screenshot.\n",
            "3. **Volume Down Button + Side Button:** Press and hold simultaneously to turn off the device.\n",
            "\n",
            "**Q&A:**\n",
            "\n",
            "Q1: How do I turn on my Galaxy S25?\n",
            "A1: Press and hold the Side button for a few seconds.\n",
            "\n",
            "Q2: How do I take a screenshot?\n",
            "A2: Press the Side button and Volume Down button simultaneously.\n",
            "\n",
            "Q3: How do I turn off my Galaxy S25?\n",
            "A3: Press and hold the Side button and Volume Down button simultaneously.  Alternatively, open the quick settings panel and tap the power off icon.\n",
            "\n",
            "Q4: What is the function of the Side button?\n",
            "A4: It turns the screen on/off, locks the screen, and can be customized to launch a specific app or feature with a double press or long press.\n",
            "\n",
            "**Tool Requirements:** None\n",
            "\n",
            "**Time Estimate:**  A few seconds for power on/off; a second for screenshot.\n",
            "\n",
            "\n",
            "**B. Charging the Battery (Page 12)**\n",
            "\n",
            "**Step-by-Step (Wired Charging):**\n",
            "\n",
            "1. Connect the USB cable to the USB power adapter.\n",
            "2. Plug the cable into the device's multipurpose jack (USB Type-C).\n",
            "3. After fully charging, disconnect the charger.\n",
            "\n",
            "**Step-by-Step (Wireless Charging):**\n",
            "\n",
            "1. Place the center of the device's back on the center of the wireless charger.\n",
            "2. After fully charging, disconnect the device.\n",
            "\n",
            "**Step-by-Step (Wireless Power Sharing):**\n",
            "\n",
            "1. Open Settings, tap Battery → Wireless power sharing, and turn it on.\n",
            "2. Place the other device on the center of your phone's back.\n",
            "3. When finished, disconnect the other device.\n",
            "\n",
            "\n",
            "**Q&A:**\n",
            "\n",
            "Q1: How do I charge my Galaxy S25 using a wired connection?\n",
            "A1: Connect the USB cable to the power adapter and plug it into the device's USB-C port.\n",
            "\n",
            "Q2: How do I charge my Galaxy S25 wirelessly?\n",
            "A2: Place the center of the phone's back onto the center of a compatible wireless charger.\n",
            "\n",
            "Q3: How do I share power wirelessly with another device?\n",
            "A3:  Enable Wireless Power Sharing in Settings (Battery > Wireless Power Sharing), then place the other device on the back of your phone.\n",
            "\n",
            "Q4: How can I check the charging status?\n",
            "A4: Open Settings, tap Battery.\n",
            "\n",
            "\n",
            "**Tool Requirements:** USB-C cable (wired), USB power adapter (wired), Wireless Charger (wireless).\n",
            "\n",
            "**Time Estimate:** Varies depending on charging method and battery level.\n",
            "\n",
            "\n",
            "**C. Nano-SIM Card and eSIM (Page 14)**\n",
            "\n",
            "**Step-by-Step (Physical SIM):**\n",
            "\n",
            "1. Insert the ejection pin into the tray hole.\n",
            "2. Gently pull out the tray.\n",
            "3. Place the nano-SIM card on the tray (gold contacts up).\n",
            "4. Insert the tray back into the slot.\n",
            "\n",
            "\n",
            "**Step-by-Step (eSIM Download):**\n",
            "\n",
            "1. Open Settings, tap Connections → SIM manager → Add eSIM.\n",
            "2. Follow on-screen instructions.  Alternatively, scan a QR code provided by your carrier.\n",
            "\n",
            "**Q&A:**\n",
            "\n",
            "Q1: How do I insert a nano-SIM card?\n",
            "A1: Use the ejection pin to remove the SIM tray, place the SIM card (gold contacts up), and reinsert the tray.\n",
            "\n",
            "Q2: How do I download an eSIM?\n",
            "A2: Open Settings, go to Connections > SIM manager > Add eSIM and follow the on-screen instructions. You can also scan a QR code if provided.\n",
            "\n",
            "\n",
            "**Tool Requirements:** Ejection pin (physical SIM).\n",
            "\n",
            "**Time Estimate:**  A few minutes for physical SIM; varies for eSIM download.\n",
            "\n",
            "\n",
            "**D. Turning the Device On and Off (Page 15)**\n",
            "\n",
            "**Step-by-Step (Power On):** Press and hold the Side button.\n",
            "\n",
            "**Step-by-Step (Power Off):**\n",
            "\n",
            "1. Press and hold the Side button and Volume Down button simultaneously.  OR open the quick settings panel and tap the power icon.\n",
            "2. Tap Power off.\n",
            "\n",
            "**Step-by-Step (Force Restart):**  Press and hold the Side button and Volume Down button simultaneously for more than 7 seconds.\n",
            "\n",
            "**Q&A:**\n",
            "\n",
            "Q1: How do I power on my phone?\n",
            "A1: Press and hold the Side button.\n",
            "\n",
            "Q2: How do I power off my phone?\n",
            "A2: Press and hold the Side button and Volume Down button simultaneously, or use the power icon in the quick settings.\n",
            "\n",
            "Q3: How do I force restart my phone?\n",
            "A3: Press and hold the Side button and Volume Down button simultaneously for more than 7 seconds.\n",
            "\n",
            "\n",
            "**Tool Requirements:** None\n",
            "\n",
            "**Time Estimate:** A few seconds.\n",
            "\n",
            "\n",
            "\n",
            "**(Continue this format for the remaining sections of the User Guide.  Due to the length of the original document,  providing a complete, step-by-step procedure and Q&A for every section would be excessively long.  This example demonstrates the structure and format.  Let me know if you want me to continue with specific sections.)**\n",
            "\n",
            "\n",
            "--- Calling generate_step_by_step_qa_deepseek ---\n",
            "{'error': 'Failed to parse procedural guide'}\n",
            "\n",
            "--- Calling generate_step_by_step_qa_google ---\n",
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"ProcedureQAPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_step_by_step_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"Generations\": {\\n    \"Questions\": [\\n      \"How to charge the battery of my Samsung Galaxy S25?\",\\n      \"How to take a screenshot on my Samsung Galaxy S25?\",\\n      \"How to use Samsung\\'s Smart Switch to transfer data from my old phone?\",\\n      \"How to use the S Pen\\'s Air Command features (Galaxy S25 Ultra)?\",\\n      \"How to set up a Samsung Account on my new phone?\",\\n      \"How to use Bixby Voice on my Samsung Galaxy S25?\",\\n      \"How do I use the Dual Messenger feature?\",\\n      \"How do I enable and use the Always On Display (AOD) feature?\"\\n    ],\\n    \"Answers\": [\\n      \"Charge using the supplied USB Type-C cable and a compatible power adapter, connecting to the multipurpose jack.  Alternatively, use a compatible wireless charger.\",\\n      \"Press the Side button and Volume Down button simultaneously to capture a screenshot. Alternatively, use the palm swipe to capture gesture.\",\\n      \"Open Settings, tap Accounts and backup → Transfer data for device setup. Follow on-screen instructions to transfer data via USB cable, wirelessly, or from external storage.\",\\n      \"Hover the S Pen over the screen and tap the Air command icon ( ) to open the panel. Select from features like Screen write, Create note, Translate, etc.\",\\n      \"Open Settings, tap # to your Galaxy or Accounts and backup → Manage accounts → Add account → Samsung account. # or create an account.\",\\n      \"Press and hold the Side button, then say your command to Bixby.  Alternatively, use the wake-up phrase set in settings.\",\\n      \"Open Settings, tap Advanced features → Dual Messenger. Toggle the switch for the desired app to install a second instance.\",\\n      \"Open Settings, tap Lock screen and AOD → Always On Display. Toggle the switch to turn on the AOD and customize display settings as needed.\"\\n    ],\\n    \"Metadata\": {\\n      \"ProcedureType\": \"Sequential Guidance\",\\n      \"Complexity\": \"Detailed User Steps\"\\n    },\\n    \"ProcedureDetails\": {\\n      \"Tools\": [\\n        \"USB Type-C cable (wired charging)\",\\n        \"Compatible power adapter (wired charging)\",\\n        \"Compatible wireless charger (wireless charging)\",\\n        \"S Pen (Galaxy S25 Ultra)\"\\n      ],\\n      \"TimeEstimates\": [\\n        \"Wired charging: Varies depending on charger and battery level\",\\n        \"Wireless charging: Varies depending on charger and battery level\",\\n        \"Screenshot: <1 second\",\\n        \"Smart Switch: Varies depending on data size\",\\n        \"Air Command: Varies depending on feature\",\\n        \"Samsung Account Setup: 1-5 minutes\",\\n        \"Bixby Voice: Varies depending on command\",\\n        \"Dual Messenger: <1 minute\",\\n        \"AOD Setup: 1-2 minutes\"\\n      ],\\n      \"Steps\": [\\n        //Detailed steps for each question would be added here, following the format below.  Due to the length of the provided text, this is not feasible within this response.  Each answer above would need its own numbered step-by-step procedure.  Example for Charging the Battery follows:\\n\\n        //Charging the Battery\\n        //1. Connect the USB Type-C cable to the USB power adapter.\\n        //2. Plug the cable into the device’s multipurpose jack.\\n        //3. Once fully charged, disconnect the charger from the device.\\n        //4. For wireless charging, place the device\\'s back centrally on a compatible wireless charger.\\n        //5. Once fully charged, remove the device from the charger.\\n\\n      ]\\n    }\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 4 generate_faq_qa"
      ],
      "metadata": {
        "id": "Oxw0-LHbva-R"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_faq_qa(text):\n",
        "    \"\"\"Anticipated user questions\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Predict common FAQs from Samsung users based on this text.\n",
        "    Phrase questions as natural customer inquiries.\n",
        "    Include 'Why', 'How', and 'What if' scenarios.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_faq_qa_deepseek(text):\n",
        "    \"\"\"Generates categorized FAQs with popularity metadata in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with question taxonomy, search keywords, and related products.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate structured FAQs from Samsung documentation with:\n",
        "    1. Natural phrasing mirroring customer voice\n",
        "    2. Taxonomy:\n",
        "       - \"Type\": [\"Why\", \"How\", \"What If\", \"Setup\", \"Troubleshooting\"]\n",
        "       - \"FrequencyScore\": 1-5 (5=most common)\n",
        "    3. Related product models\n",
        "    4. Search keywords (3-5 per question)\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"Metadata\": {{\n",
        "          \"Type\": \"Why\",\n",
        "          \"FrequencyScore\": 4,\n",
        "          \"RelatedProducts\": [\"SM-S901B\", \"QE65QN900B\"],\n",
        "          \"Keywords\": [\"battery drain\", \"optimization\"]\n",
        "        }}\n",
        "      }}\n",
        "    - Sort by descending FrequencyScore\n",
        "    - Deduplicate similar questions\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"Why does my Galaxy phone get hot during video calls?\",\n",
        "          \"Answer\": \"Processor-intensive apps...\",\n",
        "          \"Metadata\": {{\n",
        "            \"Type\": \"Why\",\n",
        "            \"FrequencyScore\": 5,\n",
        "            \"RelatedProducts\": [\"SM-S918B\", \"SM-S711B\"],\n",
        "            \"Keywords\": [\"overheating\", \"thermal\", \"video chat\"]\n",
        "          }}\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse FAQ data\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_faq_qa_google(text):\n",
        "    \"\"\"Generates anticipated user questions (FAQs) and answers in JSON format.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Predict common Frequently Asked Questions (FAQs) from Samsung users based on the following support document text.\n",
        "\n",
        "    Phrase the questions as natural customer inquiries, reflecting how a user might actually ask.\n",
        "    Include 'Why', 'How', and 'What if' scenarios to cover a range of common question types.\n",
        "    For each question, also generate a concise and helpful answer.\n",
        "    Use consumer-friendly language for both questions and answers.\n",
        "\n",
        "    Present the output as a list of FAQ Question-Answer pairs in JSON format. Each pair should have the keys \"Question\" and \"Answer\".\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"Question\": \"...\", \"Answer\": \"...\" }},\n",
        "      {{ \"Question\": \"...\", \"Answer\": \"...\" }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        faq_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        faq_data = [] # Implement a robust fallback text parser\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"FAQs\": faq_data} # Assuming model outputs a list of dictionaries as requested\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "\n",
        "def generate_faq_qa_sonnet(text):\n",
        "    \"\"\"Generate structured user FAQ Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create FAQ Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Natural customer inquiry using 'Why', 'How', 'What if'\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Clear, concise response addressing user concern\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"QuestionTypes\": [\"Why\", \"How\", \"What if\"],\n",
        "          \"UserPerspective\": \"Common customer inquiries\"\n",
        "        }},\n",
        "        \"FAQCategories\": [\n",
        "          \"Common user pain points\",\n",
        "          \"Anticipated information needs\"\n",
        "        ]\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Realistic, conversational questions\n",
        "    - Comprehensive yet brief answers\n",
        "    - Cover multiple inquiry types\n",
        "    - 1-2 sentence responses\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "1nFRvMnvva-S"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_faq_qa ---\")\n",
        "test_qa_generators(\"generate_faq_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "RRveRFyzCbbn",
        "outputId": "f1c90027-5f81-4013-f502-fbf68674fe39"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_faq_qa ---\n",
            "\n",
            "--- Calling generate_faq_qa ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2780.29ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2579.00ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2106.45ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2250.68ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Here are some common FAQs from Samsung users, based on the provided user guide text, categorized for clarity:\n",
            "\n",
            "**I. Getting Started & Initial Setup:**\n",
            "\n",
            "* **Why won't my phone turn on?**  (Possible answers: completely discharged battery, software issue, hardware malfunction)\n",
            "* **How do I transfer my data from my old phone to my new Samsung phone?** (Answer: Use Smart Switch, either via USB cable or wirelessly.)\n",
            "* **What if I forget my Samsung account password or ID?** (Answer: Use the \"Forgot password\" or \"Forgot ID\" options during sign-in.)\n",
            "* **How do I set up my new Samsung phone for the first time?** (Answer: Follow the on-screen instructions after turning it on.)\n",
            "* **Why is my phone asking for a PIN?** (Possible answers: SIM card requires a PIN, security setting enabled)\n",
            "* **How do I insert my nano-SIM card?** (Answer: Refer to the guide's diagram and instructions for SIM tray insertion.)\n",
            "* **What if I damage the SIM card tray while inserting or removing the SIM card?** (Answer:  Seek repair at a Samsung Service Centre or authorized service center)\n",
            "* **How do I download an eSIM?** (Answer: Open Settings, tap Connections > SIM manager > Add eSIM and follow the instructions)\n",
            "\n",
            "**II. Charging & Battery:**\n",
            "\n",
            "* **Why is my phone charging so slowly?** (Possible answers: using a non-Samsung charger, charging while using the phone, charging with a damaged cable, low power source)\n",
            "* **How do I use wireless charging?** (Answer: Place the phone center on the wireless charger center.)\n",
            "* **What if my phone overheats while charging?** (Answer: Disconnect the charger and let the phone cool down. Check for damaged cables or foreign materials on the wireless charger.)\n",
            "* **How can I reduce my battery consumption?** (Answer: Optimize the device using Device Care, turn off features when not in use, close unnecessary apps, etc.)\n",
            "* **Why is my battery draining faster than expected?** (Possible answers: using power-hungry apps, weak signal, running many background apps.)\n",
            "* **How do I use wireless power sharing to charge another device?** (Answer: Turn on Wireless Power Sharing in Settings > Battery and place the other device on the back of your phone.)\n",
            "* **What if wireless power sharing isn't working?** (Answer: Remove accessories and covers, ensure proper alignment of charging coils.)\n",
            "\n",
            "\n",
            "**III. Apps & Features:**\n",
            "\n",
            "* **How do I install or uninstall apps?** (Answer: Use the Galaxy Store or Play Store.)\n",
            "* **What if an app is not working properly?** (Possible answers: check app permissions, check for updates, reinstall app, contact the app developer.)\n",
            "* **Why can't I use some Galaxy AI features?** (Possible answers: feature unavailable in your region, requires online processing,  data processing on device only turned on)\n",
            "* **How do I use the S Pen (Galaxy S25 Ultra)?** (Answer: Refer to the detailed S Pen section in the manual for various functions and features.)\n",
            "* **What if my S Pen is not working?** (Answer: Check for magnets nearby, ensure proper insertion, seek repair at a Samsung Service Center or authorized service center.)\n",
            "* **How do I use Bixby?** (Answer:  Hold down the Side button, use the wake-up phrase, or use Bixby Vision through the camera or Gallery.)\n",
            "* **What if Bixby isn't recognizing my voice?** (Answer: Try re-registering your voice, check the language settings, ensure you're speaking clearly.)\n",
            "* **How do I use Multi Window?** (Answer: Use the Recents button or enable swipe gestures for split screen or pop-up view.)\n",
            "* **Why isn't my app working in split screen or pop-up view?** (Answer:  Some apps do not support this feature.)\n",
            "* **How do I use Samsung Wallet?** (Answer: Detailed steps are in the guide for setting up, adding cards, making payments, and using other features)\n",
            "\n",
            "**IV. Settings & Customization:**\n",
            "\n",
            "* **How do I change my screen lock method?** (Answer: Go to Settings > Lock screen and AOD > Screen lock and biometrics.)\n",
            "* **Why isn't my fingerprint sensor working?** (Possible answers: finger is dirty or wet, screen protector is incompatible, fingerprint not properly registered.)\n",
            "* **How do I change my ringtone or notification sound?** (Answer: Settings > Sounds and vibration > Ringtone/Notification sound.)\n",
            "* **What if I forget my screen lock PIN or pattern?** (Answer: Follow the instructions for resetting your lock code; may involve factory reset.)\n",
            "* **How do I use Always On Display (AOD)?** (Answer: Detailed steps in the guide under Lock screen and AOD Settings.)\n",
            "* **How do I connect to Wi-Fi?** (Answer: Settings > Connections > Wi-Fi)\n",
            "* **How do I share my Wi-Fi password?** (Answer: Using the Wi-Fi Password Sharing feature within the Wi-Fi settings. This requires the other device to be nearby with the screen on and both devices to have their contacts connected.)\n",
            "* **How do I use Bluetooth?** (Answer: Settings > Connections > Bluetooth.)\n",
            "* **Why isn't my Bluetooth connecting?** (Possible answers: device out of range, Bluetooth disabled, Bluetooth not enabled on other device, issues with other device.)\n",
            "* **How do I use NFC for payments?** (Answer: Settings > Connections > NFC and contactless payments; requires setup with your payment provider.)\n",
            "* **How do I customize my home screen?** (Answer: Long press on an empty area of the home screen.)\n",
            "* **How do I use Dark Mode?** (Answer: Settings > Display > Dark Mode)\n",
            "* **How do I enable or disable various motions and gestures?** (Answer: Settings > Advanced features > Motions and gestures)\n",
            "\n",
            "\n",
            "**V. Camera:**\n",
            "\n",
            "* **Why are my pictures blurry?** (Possible answers: camera lens is dirty, subject is too close, low light, camera shake.)\n",
            "* **How do I use different camera modes?** (Answer: Swipe left/right on the camera preview screen.)\n",
            "* **What if my camera app crashes?** (Answer: Close the app, restart your phone, check for sufficient storage, check battery level.)\n",
            "* **How do I take a panorama photo?** (Answer: Instructions given in the Camera section's Panorama mode)\n",
            "* **How do I use Portrait Mode?** (Answer: Select Portrait mode from the camera’s shooting modes.)\n",
            "\n",
            "**VI.  Troubleshooting:**\n",
            "\n",
            "* **What if my phone freezes?** (Answer: Force restart, factory reset as last resort.)\n",
            "* **Why am I getting network errors?** (Possible answers: weak signal, SIM card issue, network outage.)\n",
            "* **How do I fix poor Bluetooth connectivity?** (Answer:  Check device compatibility, distance, Bluetooth settings, restart phone, reset network settings.)\n",
            "* **Why isn't my phone recognizing my location?** (Answer: Obstructed GPS signal, check Location settings to use Wi-Fi or mobile network assistance.)\n",
            "* **What if I lose all my data?** (Answer: Emphasize the importance of regular backups to Samsung Cloud or a computer.)\n",
            "\n",
            "\n",
            "These FAQs cover a significant portion of potential user questions based on the provided user guide.  Remember that the best answers will always refer users back to the detailed instructions within the manual itself.\n",
            "\n",
            "\n",
            "--- Calling generate_faq_qa_deepseek ---\n",
            "{'Generations': [{'Question': 'Why is my phone battery draining so fast?', 'Answer': 'Several factors can contribute to rapid battery drain, including using power-intensive apps (like games or video streaming), high screen brightness,  always-on display,  background app activity, and poor network signal strength.  Optimizing your device settings and closing unnecessary apps can help improve battery life.', 'Metadata': {'Type': 'Why', 'FrequencyScore': 5, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B', 'SM-S901B', 'QE65QN900B'], 'Keywords': ['battery drain', 'battery life', 'power saving', 'optimization', 'background apps']}}, {'Question': 'How do I charge my Galaxy phone wirelessly?', 'Answer': \"Place the center of your phone's back on the center of a compatible wireless charger (sold separately). Ensure there are no metallic objects or magnets between the phone and the charger.  The estimated charging time will appear on the notification panel. Wireless charging may be slower than wired charging, and may not work optimally with certain cases or accessories.\", 'Metadata': {'Type': 'How', 'FrequencyScore': 4, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['wireless charging', 'charging', 'wireless charger', 'battery', 'charging time']}}, {'Question': 'How do I take a screenshot?', 'Answer': 'There are two ways: 1. Press the Side button and the Volume Down button simultaneously. 2. If enabled in settings (Advanced features -> Motions and gestures -> Palm swipe to capture), swipe the edge of your hand across the screen.', 'Metadata': {'Type': 'How', 'FrequencyScore': 4, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['screenshot', 'capture screen', 'screen capture', 'palm swipe', 'buttons']}}, {'Question': \"Why isn't my phone connecting to Wi-Fi?\", 'Answer': \"Several reasons could cause this. First, make sure Wi-Fi is turned on in your phone's settings. Then, ensure your router is working correctly.  Check the password for your Wi-Fi network. If you still can't connect, try restarting both your phone and your router.\", 'Metadata': {'Type': 'Why', 'FrequencyScore': 4, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['wifi connection', 'wifi issues', 'no wifi', 'network connection', 'router']}}, {'Question': 'How do I transfer my data from my old phone to my new Galaxy?', 'Answer': 'Use Smart Switch!  You can transfer data via a USB cable or wirelessly. Go to Settings > Accounts and backup > Transfer data for device setup and follow the on-screen instructions.  See www.samsung.com/smartswitch for details and limitations.', 'Metadata': {'Type': 'How', 'FrequencyScore': 4, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['data transfer', 'smart switch', 'transfer data', 'old phone', 'new phone']}}, {'Question': 'What if my phone overheats?', 'Answer': 'Overheating can be caused by intensive app use, charging, or hot environments.  Close unnecessary apps, disconnect the charger, and move the phone to a cooler location. If the problem persists, contact Samsung support.', 'Metadata': {'Type': 'What If', 'FrequencyScore': 4, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['overheating', 'phone hot', 'temperature', 'battery', 'troubleshooting']}}, {'Question': 'How do I set up my Samsung account?', 'Answer': \"Go to Settings > # to your Galaxy.  You'll be prompted to # or create an account.  A Samsung account lets you access various Samsung services across your devices.\", 'Metadata': {'Type': 'Setup', 'FrequencyScore': 3, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['samsung account', 'account setup', '#', 'samsung services', 'account']}}, {'Question': 'How do I use the S Pen (Galaxy S25 Ultra)?', 'Answer': 'The S Pen offers various features like note-taking, drawing, air commands (hovering to access functions), and more.  Check the Air command menu for quick access to features.  Refer to the user guide for detailed instructions on S Pen functionality.', 'Metadata': {'Type': 'How', 'FrequencyScore': 3, 'RelatedProducts': ['SM-S938B'], 'Keywords': ['s pen', 'spen', 'air command', 'note taking', 'drawing']}}, {'Question': 'What if my phone screen is unresponsive?', 'Answer': 'Try a forced restart: Press and hold the Side button and the Volume Down button simultaneously for more than 7 seconds. If the problem continues, contact Samsung support.', 'Metadata': {'Type': 'What If', 'FrequencyScore': 3, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['frozen screen', 'unresponsive', 'screen not working', 'force restart', 'troubleshooting']}}, {'Question': 'How do I use Bixby?', 'Answer': 'You can activate Bixby by pressing and holding the Side button, or by saying the wake-up phrase (e.g., \"Hi Bixby\").  Then, speak your command or request.', 'Metadata': {'Type': 'How', 'FrequencyScore': 3, 'RelatedProducts': ['SM-S931B', 'SM-S936B', 'SM-S938B'], 'Keywords': ['bixby', 'voice assistant', 'voice command', 'side button', 'activate bixby']}}]}\n",
            "\n",
            "--- Calling generate_faq_qa_google ---\n",
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"FAQs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_faq_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"Getting Started\": {\\n    \"Questions\": [\\n      \"Why is my phone not turning on?\",\\n      \"How do I charge my phone wirelessly?\",\\n      \"What if my SIM card isn\\'t working?\",\\n      \"How do I transfer my data from my old phone?\",\\n      \"Why is my touchscreen unresponsive?\",\\n      \"How do I take a screenshot?\"\\n    ],\\n    \"Answers\": [\\n      \"If your battery is completely drained, it may take a few minutes to turn on after plugging in the charger.\",\\n      \"Place the center of your phone\\'s back on the center of a compatible wireless charger.\",\\n      \"Ensure your SIM card is correctly inserted and activated. Check your carrier\\'s settings.\",\\n      \"Use Smart Switch to transfer data via USB cable or wirelessly.\",\\n      \"Ensure your screen is clean and dry, and try restarting your device. If the problem persists, contact support.\",\\n      \"Press the Side button and Volume Down button simultaneously.\"\\n    ],\\n    \"Metadata\": {\\n      \"QuestionTypes\": [\"Why\", \"How\", \"What if\"],\\n      \"UserPerspective\": \"Initial phone setup and common issues\"\\n    },\\n    \"FAQCategories\": [\\n      \"Troubleshooting\",\\n      \"Basic Usage\"\\n    ]\\n  },\\n  \"Apps and Features\": {\\n    \"Questions\": [\\n      \"How do I install a new app?\",\\n      \"How do I use Bixby?\",\\n      \"What if I want to use multiple apps at once?\",\\n      \"How do I use the S Pen features (Galaxy S25 Ultra)?\",\\n      \"Why is my camera taking blurry pictures?\",\\n      \"How do I share a photo with someone?\"\\n    ],\\n    \"Answers\": [\\n      \"Download apps from the Galaxy Store or Google Play Store.\",\\n      \"Press and hold the Side button to activate Bixby voice commands, or use the Bixby app.\",\\n      \"Use the Multi window feature to run apps simultaneously in split-screen or pop-up view.\",\\n      \"Use the Air command menu to access various S Pen features like drawing, note-taking, and translation.\",\\n      \"Ensure the camera lens is clean and that you are taking the picture from a sufficient distance.\",\\n      \"Use the sharing options in the Gallery app, or Quick Share for nearby devices.\"\\n    ],\\n    \"Metadata\": {\\n      \"QuestionTypes\": [\"How\", \"What if\"],\\n      \"UserPerspective\": \"App usage and functionality\"\\n    },\\n    \"FAQCategories\": [\\n      \"App Usage\",\\n      \"Feature Usage\"\\n    ]\\n  },\\n  \"Settings\": {\\n    \"Questions\": [\\n      \"How do I change my screen brightness?\",\\n      \"How do I connect to a Wi-Fi network?\",\\n      \"What if I want to use a different keyboard?\",\\n      \"How do I set up face recognition?\",\\n      \"Why is my battery draining so fast?\",\\n      \"How do I update my phone\\'s software?\"\\n    ],\\n    \"Answers\": [\\n      \"Adjust the brightness level in the Display settings.\",\\n      \"Go to Connections > Wi-Fi, turn it on, and select your network.\",\\n      \"Change the default keyboard in the General Management settings.\",\\n      \"Go to Security and privacy > Screen lock and biometrics > Face recognition to register your face.\",\\n      \"Close unnecessary apps, reduce screen brightness, and consider power saving mode. Check battery usage in Settings.\",\\n      \"Go to Software update to check for and install available updates.\"\\n    ],\\n    \"Metadata\": {\\n      \"QuestionTypes\": [\"How\", \"What if\"],\\n      \"UserPerspective\": \"Device customization and maintenance\"\\n    },\\n    \"FAQCategories\": [\\n      \"Device Settings\",\\n      \"Troubleshooting\"\\n    ]\\n  },\\n  \"Troubleshooting\": {\\n    \"Questions\": [\\n      \"My phone is frozen, what should I do?\",\\n      \"My phone won\\'t connect to the internet, what\\'s wrong?\",\\n      \"Why is my Bluetooth not working?\",\\n      \"How do I fix blurry pictures from my camera?\",\\n      \"What should I do if my phone gets overheated?\"\\n    ],\\n    \"Answers\": [\\n      \"Try a forced restart by pressing and holding the Side button and Volume Down button simultaneously for 7 seconds.\",\\n      \"Check your Wi-Fi connection or mobile data settings. Restart your device and router.\",\\n      \"Ensure Bluetooth is turned on, and that the device you\\'re trying to connect is paired and within range. Restart your phone.\",\\n      \"Clean the camera lens, ensure sufficient lighting, and check your camera settings. Check your distance to subject.\",\\n      \"Turn off power-intensive apps and allow your phone to cool down. Avoid charging while it\\'s hot.\"\\n    ],\\n    \"Metadata\": {\\n      \"QuestionTypes\": [\"What if\", \"How\"],\\n      \"UserPerspective\": \"Common technical problems\"\\n    },\\n    \"FAQCategories\": [\\n      \"Troubleshooting\",\\n      \"Maintenance\"\\n    ]\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 5 generate_troubleshooting_qa"
      ],
      "metadata": {
        "id": "AC8ezcpovbEP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_troubleshooting_qa(text):\n",
        "    \"\"\"Diagnostic-focused pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create advanced troubleshooting pairs including:\n",
        "    - Error symptoms - Diagnostic checks - Repair procedures\n",
        "    Format solutions with priority levels (Critical/High/Medium).\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_troubleshooting_qa_deepseek(text):\n",
        "    \"\"\"Generates machine-actionable diagnostic guides with error codes.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested symptom analysis, error codes, and repair workflows.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create advanced troubleshooting pairs from Samsung docs with:\n",
        "    1. Symptom pattern matching (e.g., \"Boot loop after OS update\")\n",
        "    2. Diagnostic codes following TROUB-XXXX format\n",
        "    3. Repair steps with required tools/time\n",
        "    4. Priority matrix (Critical=hardware safety risk)\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Observed symptom]\",\n",
        "        \"Answer\": {{\n",
        "          \"Symptoms\": [\"Symptom 1\", \"Symptom 2\"],\n",
        "          \"Diagnostics\": [\"Check X\", \"Test Y\"],\n",
        "          \"RepairSteps\": [\"1. Replace component\", \"2. Flash firmware\"],\n",
        "          \"Priority\": \"Critical\",\n",
        "          \"ErrorCode\": \"TROUB-0238\",\n",
        "          \"ToolsRequired\": [\"GJ-FT55\", \"Multimeter\"],\n",
        "          \"AvgRepairTime\": \"45 mins\"\n",
        "        }},\n",
        "        \"RelatedComponents\": [\"Battery\", \"Motherboard\"]\n",
        "      }}\n",
        "    - Sort by Priority then AvgRepairTime\n",
        "    - Validate ErrorCode format: TROUB- followed by 4 digits\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"Phone restarts randomly during calls\",\n",
        "          \"Answer\": {{\n",
        "            \"Symptoms\": [\"Thermal throttling\", \"Signal drops\"],\n",
        "            \"Diagnostics\": [\"Check battery swelling\", \"Run ANT+ test\"],\n",
        "            \"RepairSteps\": [\"Replace battery module SPX-897\"],\n",
        "            \"Priority\": \"Critical\",\n",
        "            \"ErrorCode\": \"TROUB-1151\",\n",
        "            \"ToolsRequired\": [\"GJ-TH92 thermal gun\"],\n",
        "            \"AvgRepairTime\": \"25 mins\"\n",
        "          }},\n",
        "          \"RelatedComponents\": [\"Battery\", \"Antenna\"]\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse diagnostic protocol\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_troubleshooting_qa_google(text):\n",
        "    \"\"\"Advanced troubleshooting pairs in JSON format with priority levels.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate advanced troubleshooting Question and Answer pairs from the following Samsung support document text.\n",
        "\n",
        "    Include for each troubleshooting pair:\n",
        "    - Error symptoms (brief description)\n",
        "    - Diagnostic checks to perform\n",
        "    - Repair procedures or resolution steps\n",
        "\n",
        "    Format each solution with a priority level: \"Critical\", \"High\", or \"Medium\" based on the severity and urgency of the issue.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and step-by-step where applicable.\n",
        "\n",
        "    Present the output as a list of troubleshooting Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Priority\" (\"Critical\", \"High\", \"Medium\"), \"Question\" (error symptom description), \"Answer\" (troubleshooting/resolution steps), and optionally \"ErrorSymptoms\", \"DiagnosticChecks\", \"RepairProcedures\" (as lists of strings).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"Priority\": \"Critical\", \"Question\": \"...\", \"Answer\": \"...\", \"ErrorSymptoms\": [...], \"DiagnosticChecks\": [...], \"RepairProcedures\": [...] }},\n",
        "      {{ \"Priority\": \"Medium\", \"Question\": \"...\", \"Answer\": \"...\", \"ErrorSymptoms\": [...], \"DiagnosticChecks\": [...], \"RepairProcedures\": [...] }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        troubleshooting_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        troubleshooting_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"TroubleshootingQAPairs\": troubleshooting_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_troubleshooting_qa_sonnet(text):\n",
        "    \"\"\"Generate structured diagnostic Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create troubleshooting Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Specific error or diagnostic scenario\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive troubleshooting solution\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"PriorityLevels\": [\"Critical\", \"High\", \"Medium\"],\n",
        "          \"DiagnosticApproach\": \"Systematic problem resolution\"\n",
        "        }},\n",
        "        \"TroubleshootingDetails\": {{\n",
        "          \"ErrorSymptoms\": [\"Detailed problem description\"],\n",
        "          \"DiagnosticChecks\": [\"Step-by-step verification\"],\n",
        "          \"RepairProcedures\": [\"Solution steps\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Clear error symptom descriptions\n",
        "    - Systematic diagnostic approach\n",
        "    - Priority-based solutions\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "s2Os_UAovbEP"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_troubleshooting_qa ---\")\n",
        "test_qa_generators(\"generate_troubleshooting_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "CP7oyg0QCdrW",
        "outputId": "215c1a07-ddeb-4869-fa76-3fd2410a1192"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_troubleshooting_qa ---\n",
            "\n",
            "--- Calling generate_troubleshooting_qa ---\n",
            "# USER GUIDE ADVANCED TROUBLESHOOTING\n",
            "\n",
            "This section provides advanced troubleshooting steps for common issues.  Priority levels indicate the urgency of addressing the problem.\n",
            "\n",
            "**I. Device Power & Charging**\n",
            "\n",
            "| Error Symptoms                               | Diagnostic Checks                                                                          | Repair Procedures                                                                                                                            | Priority |\n",
            "|-----------------------------------------------|------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|---------|\n",
            "| Device won't turn on                         | Check battery level (Settings > Battery). Check charger and cable. Try a different charger. | **Critical:** If battery is fully discharged, charge for at least 30 minutes. If still unresponsive, force restart (Side + Volume Down buttons). If problem persists, contact Samsung Service Center. | Critical |\n",
            "| Battery drains quickly                       | Check battery usage (Settings > Battery). Identify power-hungry apps. Disable unused features (Bluetooth, location).  | **High:** Optimize device using Device Care. Update software.  Check for background apps consuming excessive battery.  If problem persists, consider battery replacement. | High     |\n",
            "| Slow charging speed                         | Check charger compatibility (see charging tips and precautions).  Verify cable and charger connection. Check charging settings (Settings > Battery > Charging settings). | **Medium:** Try a different Samsung-approved charger and cable. Ensure multipurpose jack is clean and dry. If problem persists, contact service center. | Medium   |\n",
            "| Wireless charging not working                | Check wireless charger compatibility and placement. Ensure charger is properly powered. Remove any interfering objects (metal, magnets) between device and charger. | **Medium:** Try a different Samsung-approved wireless charger.  Ensure the device's back is clean and centered on the charger. Contact service center if problem persists.  | Medium   |\n",
            "| Wireless PowerShare not working              | Check Wireless PowerShare settings (Settings > Battery > Wireless PowerShare). Ensure both devices are compatible and properly aligned. Remove any cases. | **Medium:** Ensure both devices are compatible (check Samsung website).  Try removing cases or accessories.  Realign devices.  If issues persist, contact service center. | Medium   |\n",
            "\n",
            "\n",
            "**II. Connectivity**\n",
            "\n",
            "| Error Symptoms                               | Diagnostic Checks                                                                          | Repair Procedures                                                                                                                                  | Priority |\n",
            "|-----------------------------------------------|------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------|---------|\n",
            "| No Wi-Fi connection                          | Check Wi-Fi settings (Settings > Connections > Wi-Fi). Verify router is functioning. Try restarting router and device. | **High:** Check for network outages.  Forget and reconnect to the Wi-Fi network.  If problem persists, contact your internet service provider or Samsung Service Center. | High     |\n",
            "| No Bluetooth connection                      | Check Bluetooth settings (Settings > Connections > Bluetooth). Ensure device visibility is enabled.  Try restarting devices. | **Medium:**  Remove and re-pair the Bluetooth device.   Check for Bluetooth interference. Reset Bluetooth settings (Settings > General management > Reset > Reset Wi-Fi and Bluetooth settings).  | Medium   |\n",
            "| Mobile data not working                      | Check mobile data settings (Settings > Connections > Mobile networks). Verify data plan is active with your carrier.  Check signal strength. | **High:** Restart your device. Check for service outages with your carrier. Try manually selecting your network.  If problem persists, contact your carrier or Samsung Service Center. | High     |\n",
            "| NFC not working                             | Check NFC settings (Settings > Connections > NFC and contactless payments). Ensure NFC is enabled.  Try restarting your device. | **Medium:** Ensure NFC is enabled and that the NFC tag/reader is functioning correctly. Check for any obstruction between the phone and the NFC tag/reader. | Medium   |\n",
            "\n",
            "\n",
            "**III. Software & Apps**\n",
            "\n",
            "| Error Symptoms                               | Diagnostic Checks                                                                          | Repair Procedures                                                                                                                                            | Priority |\n",
            "|-----------------------------------------------|------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------|---------|\n",
            "| App crashes frequently                       | Check app reviews for known issues. Check app permissions. Force stop and clear cache/data for the app. Update the app. | **Medium:** Uninstall and reinstall the app. If problem persists, contact app developer or Samsung Service Center.                                                  | Medium   |\n",
            "| Device freezes or becomes unresponsive       | Force restart (Side + Volume Down buttons). Check for available software updates. | **High:** If force restart doesn't work, try a factory data reset (back up data first!).  If problem continues, contact Samsung Service Center.             | High     |\n",
            "| Software issues (general slowness, glitches) | Check available software updates (Settings > Software update).  Check for malware.  | **Medium:** Update software.  Run a malware scan (Device Care > App protection). If the problem persists, perform a factory data reset (back up data first!). | Medium   |\n",
            "\n",
            "\n",
            "**IV. Camera**\n",
            "\n",
            "| Error Symptoms                               | Diagnostic Checks                                                                      | Repair Procedures                                                                                                                            | Priority |\n",
            "|-----------------------------------------------|---------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------|---------|\n",
            "| Camera app crashes                           | Check available storage space. Check device temperature.  Restart device.               | **Medium:** Clear cache/data for the Camera app (Settings > Apps > Camera). Uninstall and reinstall the app. Factory data reset (last resort). | Medium   |\n",
            "| Blurry photos/videos                         | Clean camera lens. Check focus and lighting conditions.  Check camera settings.         | **Medium:** Ensure the lens is not damaged. Re-check focus and lighting. Test in different conditions.  If problem persists, contact service center.  | Medium   |\n",
            "| Camera features not working                  | Check camera settings.  Ensure all permissions are granted to the Camera app.          | **Medium:** Restart your device.  Check app permissions.  Factory data reset (last resort).                                             | Medium   |\n",
            "\n",
            "\n",
            "**V. S Pen (Galaxy S25 Ultra Only)**\n",
            "\n",
            "| Error Symptoms                               | Diagnostic Checks                                                                      | Repair Procedures                                                                                                  | Priority |\n",
            "|-----------------------------------------------|---------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------|---------|\n",
            "| S Pen not responding                        | Check battery level of S Pen (if applicable). Check for obstructions in the S Pen slot.  | **Medium:** Remove and reinsert S Pen. Check S Pen settings (Settings > Advanced features > S Pen). Contact service center if persists. | Medium   |\n",
            "| Air Command not working                     | Check Air Command settings (Settings > Advanced features > S Pen > Air Command).      | **Medium:** Restart device.  Check if Air Command is enabled.  If the problem persists, contact service center.            | Medium   |\n",
            "\n",
            "\n",
            "This table is not exhaustive, but covers many common problems.  Always back up your data before performing a factory reset. If problems persist after trying these troubleshooting steps, contact a Samsung Service Center or authorized service provider.\n",
            "\n",
            "\n",
            "--- Calling generate_troubleshooting_qa_deepseek ---\n",
            "{'Generations': [{'Question': 'Device overheats and shuts down unexpectedly during use.', 'Answer': {'Symptoms': ['Device overheating', 'Unexpected shutdowns', 'Performance throttling'], 'Diagnostics': ['Check device temperature with thermal gun', 'Inspect for physical damage or obstructions near vents', 'Run battery health check'], 'RepairSteps': ['1. Replace battery (if faulty)', '2. Clean internal vents of dust and debris', '3. Re-paste thermal compound on CPU/GPU (if necessary)'], 'Priority': 'Critical', 'ErrorCode': 'TROUB-0001', 'ToolsRequired': ['GJ-TH92 thermal gun', 'Compressed air', 'Thermal paste'], 'AvgRepairTime': '60 mins'}, 'RelatedComponents': ['Battery', 'Processor', 'Cooling system']}, {'Question': 'Touchscreen unresponsive or intermittently working.', 'Answer': {'Symptoms': ['Unresponsive touchscreen', 'Intermittent touch inputs', 'Ghost touches'], 'Diagnostics': ['Check for screen cracks or damage', 'Test touchscreen sensitivity with various apps', 'Inspect digitizer for debris'], 'RepairSteps': ['1. Replace digitizer', '2. Clean the screen and digitizer connector'], 'Priority': 'Critical', 'ErrorCode': 'TROUB-0002', 'ToolsRequired': ['GJ-FT55', 'Screen cleaning solution', 'Isopropyl alcohol'], 'AvgRepairTime': '45 mins'}, 'RelatedComponents': ['Digitizer', 'Display']}, {'Question': 'Phone restarts randomly during calls.', 'Answer': {'Symptoms': ['Random restarts', 'Restarts during calls', 'App crashes'], 'Diagnostics': ['Check battery swelling', 'Run memory test', 'Inspect motherboard for damage'], 'RepairSteps': ['1. Replace battery', '2. Re-flash firmware', '3. Replace motherboard (if necessary)'], 'Priority': 'Critical', 'ErrorCode': 'TROUB-1151', 'ToolsRequired': ['GJ-TH92 thermal gun', 'Multimeter'], 'AvgRepairTime': '75 mins'}, 'RelatedComponents': ['Battery', 'Motherboard', 'RAM']}, {'Question': \"Device won't power on after OS update.\", 'Answer': {'Symptoms': ['No power', 'Black screen after update', 'Boot loop'], 'Diagnostics': ['Check battery level', 'Attempt recovery mode', 'Inspect for physical damage'], 'RepairSteps': ['1. Re-flash firmware via Odin', '2. Replace battery (if faulty)'], 'Priority': 'High', 'ErrorCode': 'TROUB-0238', 'ToolsRequired': ['Odin software', 'USB cable'], 'AvgRepairTime': '30 mins'}, 'RelatedComponents': ['Software', 'Battery']}, {'Question': 'Camera malfunctioning - blurry images, app crashes.', 'Answer': {'Symptoms': ['Blurry images', 'Camera app crashes', 'Focus issues'], 'Diagnostics': ['Clean camera lens', 'Test camera functionality with different apps', 'Check camera hardware connection'], 'RepairSteps': ['1. Clean or replace camera lens', '2. Re-flash firmware', '3. Replace camera module (if necessary)'], 'Priority': 'High', 'ErrorCode': 'TROUB-0003', 'ToolsRequired': ['Compressed air', 'Lens cleaning kit'], 'AvgRepairTime': '60 mins'}, 'RelatedComponents': ['Camera module', 'Software']}, {'Question': 'Poor audio quality during calls - crackling, static, low volume.', 'Answer': {'Symptoms': ['Crackling audio', 'Static noise', 'Low call volume'], 'Diagnostics': ['Check for obstructions in speaker or microphone', 'Test audio with headphones', 'Inspect earpiece/speaker for damage'], 'RepairSteps': ['1. Clean speaker/microphone', '2. Replace earpiece/speaker (if necessary)'], 'Priority': 'Medium', 'ErrorCode': 'TROUB-0004', 'ToolsRequired': ['Compressed air', 'Isopropyl alcohol', 'Small brush'], 'AvgRepairTime': '30 mins'}, 'RelatedComponents': ['Speaker', 'Microphone', 'Earpiece']}, {'Question': 'Wi-Fi connectivity issues - slow speeds, intermittent connection.', 'Answer': {'Symptoms': ['Slow Wi-Fi speeds', 'Intermittent connection drops', 'Unable to connect'], 'Diagnostics': ['Check router settings', 'Test Wi-Fi with other devices', \"Check device's Wi-Fi settings\"], 'RepairSteps': ['1. Restart device and router', '2. Check for Wi-Fi interference', '3. Update device software'], 'Priority': 'Medium', 'ErrorCode': 'TROUB-0005', 'ToolsRequired': ['None'], 'AvgRepairTime': '15 mins'}, 'RelatedComponents': ['Wi-Fi antenna', 'Software']}]}\n",
            "\n",
            "--- Calling generate_troubleshooting_qa_google ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2608.43ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"TroubleshootingQAPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_troubleshooting_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"Generations\": {\\n    \"Questions\": [\\n      \"My device won\\'t turn on.\",\\n      \"Touchscreen is unresponsive or slow.\",\\n      \"Calls aren\\'t connecting.\",\\n      \"People can\\'t hear me during calls.\",\\n      \"I\\'m experiencing audio echo during calls.\",\\n      \"My cellular data or Wi-Fi keeps disconnecting.\",\\n      \"Battery isn\\'t charging properly.\",\\n      \"Battery drains too quickly.\",\\n      \"Camera app is giving errors.\",\\n      \"Picture quality is poor.\",\\n      \"Multimedia files won\\'t play.\",\\n      \"Bluetooth is malfunctioning.\",\\n      \"Device won\\'t connect to a computer.\",\\n      \"GPS can\\'t locate my position.\",\\n      \"Data has been lost from my device.\",\\n      \"There\\'s a gap around the device case.\",\\n      \"Device storage is full.\"\\n    ],\\n    \"Answers\": [\\n      \"Ensure the battery is charged. If fully discharged, charge for a few minutes before attempting to power on. If the issue persists, try a forced restart (hold Side + Volume Down buttons).\",\\n      \"Restart your device. Check for screen protectors or debris on the screen. Ensure your hands are clean and dry.  If problems persist, visit a service center.\",\\n      \"Check cellular network connection and call barring settings. Verify the number dialed is correct.\",\\n      \"Ensure the microphone isn\\'t covered.  Check for proper headphone connection if applicable.\",\\n      \"Adjust call volume or change location. Network issues may also cause echo.\",\\n      \"Check signal strength.  Restart your device and router (Wi-Fi). Contact your carrier if problems persist.\",\\n      \"Ensure charger is correctly connected. Try a different, Samsung-approved charger and cable. For wireless charging, remove any objects between the device and charger.\",\\n      \"Reduce screen brightness, close unnecessary apps, and disable power-intensive features. Check battery usage in Settings.\",\\n      \"Ensure sufficient storage and battery power. Restart your device. If the problem continues, visit a service center.\",\\n      \"Image quality depends on lighting and technique. Try different settings. Poor lighting may result in noise and blurry images.\",\\n      \"Check device storage and file compatibility.  Ensure files aren\\'t DRM-protected. Install appropriate codecs if necessary.\",\\n      \"Ensure the Bluetooth device is discoverable and within range. Restart Bluetooth on both devices. Reset network settings if needed.\",\\n      \"Use a compatible USB cable. Ensure your computer has the correct drivers installed and updated.\",\\n      \"GPS signals may be weak indoors. Enable Wi-Fi or mobile network location services for improved accuracy.\",\\n      \"Regularly back up data to prevent loss. Samsung is not responsible for data loss.\",\\n      \"This is a normal manufacturing feature.  Slight movement or expansion of this gap over time is expected.\",\\n      \"Delete unnecessary files and apps using the Device Care feature. Transfer files to a computer to free up space.\"\\n    ],\\n    \"Metadata\": {\\n      \"PriorityLevels\": [\"Critical\", \"High\", \"Medium\"],\\n      \"DiagnosticApproach\": \"Systematic problem resolution\"\\n    },\\n    \"TroubleshootingDetails\": {\\n      \"ErrorSymptoms\": [\\n        \"Device fails to power on.\",\\n        \"Unresponsive or sluggish touch input.\",\\n        \"Unable to make or receive calls.\",\\n        \"Inaudible voice during calls.\",\\n        \"Echo during phone calls.\",\\n        \"Intermittent network connectivity.\",\\n        \"Slow or incomplete charging.\",\\n        \"Rapid battery depletion.\",\\n        \"Camera app crashes or displays errors.\",\\n        \"Blurry or noisy images.\",\\n        \"Media files fail to play.\",\\n        \"Poor Bluetooth connectivity.\",\\n        \"Computer fails to recognize device.\",\\n        \"Inaccurate or no location data.\",\\n        \"Loss of user data.\",\\n        \"Visible gap in device casing.\",\\n        \"Insufficient storage space.\"\\n      ],\\n      \"DiagnosticChecks\": [\\n        \"Check battery level and attempt a forced restart.\",\\n        \"Restart device, inspect screen for obstructions, check hand and screen cleanliness.\",\\n        \"Verify network connection, call barring settings, and dialed number.\",\\n        \"Check microphone position and headphone connection (if applicable).\",\\n        \"Adjust volume and location.  Investigate possible network issues.\",\\n        \"Check signal strength, restart device and router, contact carrier.\",\\n        \"Confirm charger connection, try different charger and cable, check wireless charger placement.\",\\n        \"Lower screen brightness, close unnecessary apps, review power saving options.\",\\n        \"Ensure sufficient storage and battery power. Restart device. Contact service center if problem persists.\",\\n        \"Assess lighting conditions and photographic technique. Poor lighting may be the cause.\",\\n        \"Check storage space and file compatibility. Investigate DRM restrictions.\",\\n        \"Verify device discoverability, check range, restart Bluetooth on both devices, consider a network reset.\",\\n        \"Use compatible USB cable, ensure computer drivers are up-to-date.\",\\n        \"Enable Wi-Fi or mobile network location services.\",\\n        \"Recommend regular data backup practices.\",\\n        \"Gap is a normal manufacturing aspect.\",\\n        \"Utilize device care functions or manually delete files and apps.\"\\n      ],\\n      \"RepairProcedures\": [\\n        \"Forced restart, battery replacement (service center).\",\\n        \"Software update, screen cleaning, service center repair (if screen is damaged).\",\\n        \"Network and call barring settings check, contact carrier.\",\\n        \"Check microphone and headphone connections.\",\\n        \"Adjust volume and location; identify and fix network issues.\",\\n        \"Contact carrier for network assistance.\",\\n        \"Try alternative charger and cable; inspect wireless charger.\",\\n        \"Adjust power settings and app usage.\",\\n        \"Restart device, contact service center.\",\\n        \"Improve lighting conditions and use proper technique.\",\\n        \"Free up storage space, check file compatibility, obtain necessary licenses.\",\\n        \"Restart Bluetooth, reset network settings, contact service center.\",\\n        \"Check cable and drivers.\",\\n        \"Utilize Wi-Fi or mobile network location.\",\\n        \"Implement regular data backup strategy.\",\\n        \"No repair needed (normal manufacturing).\",\\n        \"Delete unnecessary files and apps.\"\\n      ]\\n    }\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 6 generate_feature_explanation_qa"
      ],
      "metadata": {
        "id": "5DM-sLX0vbK8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_feature_explanation_qa(text):\n",
        "    \"\"\"Technology deep-dive pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Explain Samsung technologies with Q&A pairs covering:\n",
        "    - Technical specifications - Use cases - Compatibility notes\n",
        "    Include diagrams in markdown when relevant.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_feature_explanation_qa_deepseek(text):\n",
        "    \"\"\"Generates standardized technical explanations with spec matrices.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested specifications, compatibility tables, and visual references.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create technology deep-dive Q&A pairs with:\n",
        "    1. Technical specifications in key:value format\n",
        "    2. Compatibility matrices (Device ↔ Feature Support)\n",
        "    3. Use case scenarios with required settings\n",
        "    4. Official diagram references instead of markdown\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Technology inquiry]\",\n",
        "        \"Answer\": {{\n",
        "          \"Overview\": \"2-sentence summary\",\n",
        "          \"TechnicalSpecs\": {{\n",
        "            \"Parameter\": \"Value\",\n",
        "            \"MeasurementUnit\": \"Hz/nm/mm\"\n",
        "          }},\n",
        "          \"Compatibility\": {{\n",
        "            \"GalaxyS24\": \"Full\",\n",
        "            \"GalaxyZFold5\": \"Partial\"\n",
        "          }},\n",
        "          \"DiagramReference\": \"KB-12345-fig3\"\n",
        "        }},\n",
        "        \"FeatureType\": \"Display/Connectivity/AI\"\n",
        "      }}\n",
        "    - Use standardized units (MHz not Mhz)\n",
        "    - Replace markdown with Samsung Knowledge Base references\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How does Quantum Matrix Technology improve display quality?\",\n",
        "          \"Answer\": {{\n",
        "            \"Overview\": \"Uses AI-controlled mini-LED clusters...\",\n",
        "            \"TechnicalSpecs\": {{\n",
        "              \"DimmingZones\": 2048,\n",
        "              \"PeakBrightness\": \"2500 nits\",\n",
        "              \"ResponseTime\": \"1ms\"\n",
        "            }},\n",
        "            \"Compatibility\": {{\n",
        "              \"S95C TV\": \"Yes\",\n",
        "              \"QN900C Neo QLED\": \"No\"\n",
        "            }},\n",
        "            \"DiagramReference\": \"KB-DISPLAY-2024-FIG12\"\n",
        "          }},\n",
        "          \"FeatureType\": \"Display\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse technical explanation\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_feature_explanation_qa_google(text):\n",
        "    \"\"\"Technology deep-dive pairs in JSON format, with diagram URLs.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Explain Samsung technologies using Question and Answer pairs from the following support document text, covering:\n",
        "    - Technical specifications\n",
        "    - Use cases\n",
        "    - Compatibility notes\n",
        "\n",
        "    When diagrams are relevant to illustrate a technology, include references to diagram file names or URLs in the output. Assume diagrams are available as images and you can reference their filenames or URLs.  In the JSON output, include a list of \"Diagrams\" (URLs or filenames) for each Q&A pair if applicable.\n",
        "\n",
        "    Use clear and informative language, suitable for users interested in understanding the technology in detail.  Keep answers concise and focused.\n",
        "\n",
        "    Present the output as a list of technology explanation Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Question\", \"Answer\", \"TechnicalSpecifications\" (list of specs), \"UseCases\" (list of use cases), \"CompatibilityNotes\" (list of notes), and \"Diagrams\" (list of diagram URLs/filenames).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"Question\": \"...\", \"Answer\": \"...\", \"TechnicalSpecifications\": [...], \"UseCases\": [...], \"CompatibilityNotes\": [...], \"Diagrams\": [...] }},\n",
        "      {{ \"Question\": \"...\", \"Answer\": \"...\", \"TechnicalSpecifications\": [...], \"UseCases\": [...], \"CompatibilityNotes\": [...], \"Diagrams\": [...] }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        feature_explanation_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        feature_explanation_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"FeatureExplanationQAPairs\": feature_explanation_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_feature_explanation_qa_sonnet(text):\n",
        "    \"\"\"Generate structured technology deep-dive Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create feature explanation Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Technical feature inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive technology explanation\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"ExplanationDepth\": \"Technical deep-dive\",\n",
        "          \"CoverageAreas\": [\"Specifications\", \"Use Cases\", \"Compatibility\"]\n",
        "        }},\n",
        "        \"TechnicalDetails\": {{\n",
        "          \"Specifications\": [\"Detailed technical parameters\"],\n",
        "          \"UseCases\": [\"Practical application scenarios\"],\n",
        "          \"CompatibilityNotes\": [\"Integration and limitation insights\"]\n",
        "        }},\n",
        "        \"VisualizationSupport\": {{\n",
        "          \"DiagramMarkdown\": \"Optional technical illustration\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - In-depth technical explanations\n",
        "    - Practical use case descriptions\n",
        "    - Compatibility insights\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "Ylk0hl_lvbK8"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_feature_explanation_qa ---\")\n",
        "test_qa_generators(\"generate_feature_explanation_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QppVCZy6Cf2-",
        "outputId": "1fb4ef70-64c6-42e9-9411-64480d01822f"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_feature_explanation_qa ---\n",
            "\n",
            "--- Calling generate_feature_explanation_qa ---\n",
            "# Samsung Technologies Explained: Q&A\n",
            "\n",
            "This document addresses Samsung technologies based on the provided user guide for models SM-S931B, SM-S931B/DS, SM-S936B, SM-S936B/DS, SM-S938B, and SM-S938B/DS (likely Galaxy S25 series).  Due to the broad scope of the user guide, answers are generalized and may not cover every specific detail or nuance.\n",
            "\n",
            "\n",
            "## Battery Technologies\n",
            "\n",
            "**Q: What are the charging options for the Galaxy S25 series?**\n",
            "\n",
            "A: The Galaxy S25 series supports wired charging (via USB Type-C), wireless charging, fast wired charging, fast wireless charging, and wireless power sharing.  It's crucial to use Samsung-approved chargers and cables to avoid damage.\n",
            "\n",
            "**Q: How does wireless power sharing work?**\n",
            "\n",
            "A: Wireless power sharing lets you charge other Qi-compatible devices (like Galaxy Buds or Watches) by placing them on the back of your phone.  It's important to align the devices correctly for optimal charging.  Charging speeds may be reduced if you simultaneously charge your phone.  Also, this feature may not work reliably with certain cases or accessories.\n",
            "\n",
            "**Q: What precautions should I take when using wireless charging?**\n",
            "\n",
            "A: Avoid placing metal objects or RFID cards between the phone and the wireless charger.  Also, use Samsung-approved wireless chargers for optimal performance and to avoid overheating or damage.  Network reception may be affected in areas with weak signals while wirelessly charging.\n",
            "\n",
            "**Q: How can I reduce battery consumption?**\n",
            "\n",
            "A:  Use power saving modes, close unnecessary apps, turn off Bluetooth and Wi-Fi when not needed, decrease screen brightness and timeout, and optimize the device using the device care feature.\n",
            "\n",
            "## Camera Technologies\n",
            "\n",
            "**Q: What camera features are available on the Galaxy S25 series?**\n",
            "\n",
            "A: The user guide mentions PHOTO, VIDEO, PORTRAIT, PORTRAIT VIDEO, DUAL REC, SINGLE TAKE, PANORAMA, SLOW MOTION, HYPERLAPSE, PRO, and PRO VIDEO modes.  Features like HDR, Super Steady video stabilization, zoom, and various filters are also included.  The Galaxy S25 Ultra additionally features a macro/close-up mode.\n",
            "\n",
            "**Q: What is the DUAL REC mode?**\n",
            "\n",
            "A: DUAL REC mode allows simultaneous recording with two cameras (e.g., front and rear).  Videos can be saved separately or in a picture-in-picture format.\n",
            "\n",
            "**Q: What is Single Take mode?**\n",
            "\n",
            "A: Single Take mode captures a burst of photos and videos with various effects in one go. The device then suggests the best shots.\n",
            "\n",
            "**Q: What is Pro mode?**\n",
            "\n",
            "A: Pro mode offers manual control over settings like ISO, shutter speed, aperture (likely implied, not explicitly stated), white balance, and focus, giving more creative control over image capture.  Pro Video mode extends this manual control to video recording.\n",
            "\n",
            "## S Pen Technology (Galaxy S25 Ultra Only)\n",
            "\n",
            "**Q: What are the key features of the S Pen?**\n",
            "\n",
            "A: The S Pen enables handwriting-to-text conversion, Air Command (for quick access to features), Air View (hovering to preview content), Pen Select (for quick selection of text or items), Screen off memos (writing notes with the screen off), and various creative drawing and editing features integrated with Galaxy AI.\n",
            "\n",
            "**Q: What is Air Command?**\n",
            "\n",
            "A: Air Command is a contextual menu activated by hovering the S Pen over the screen and pressing its button.  It provides access to quick tools and apps.\n",
            "\n",
            "**Q: What is Screen off memos?**\n",
            "\n",
            "A: Screen off memos allows you to write notes directly on the screen even when it's turned off. These notes are then saved to Samsung Notes.\n",
            "\n",
            "## Connectivity Technologies\n",
            "\n",
            "**Q: What connectivity options does the Galaxy S25 series have?**\n",
            "\n",
            "A: The phone includes Wi-Fi, Bluetooth, NFC, and potentially 5G cellular connectivity.  The Galaxy S25 Ultra and S25+ also include Ultra-Wideband (UWB).\n",
            "\n",
            "\n",
            "**Q: How does Quick Share work?**\n",
            "\n",
            "A: Quick Share facilitates quick and easy file sharing with nearby Samsung devices.  You can share with contacts or anyone nearby, optionally enabling encrypted sharing to prevent unauthorized access or forwarding by the recipient.\n",
            "\n",
            "\n",
            "**Q: What is Smart View?**\n",
            "\n",
            "A: Smart View allows mirroring your phone's display onto a compatible TV or monitor wirelessly.\n",
            "\n",
            "**Q: What is Samsung DeX?**\n",
            "\n",
            "A: Samsung DeX transforms your phone into a desktop-like experience when connected to a monitor or TV, either wired or wirelessly.  You can use a mouse and keyboard for more traditional PC interaction.\n",
            "\n",
            "**Q: What is the SIM card type?**\n",
            "\n",
            "A:  The device utilizes Nano-SIM cards and also supports eSIM (embedded SIM). Some models support dual SIM functionality, allowing two SIM cards or a SIM card and an eSIM.\n",
            "\n",
            "##  Other Notable Technologies\n",
            "\n",
            "**Q: What is Galaxy AI?**\n",
            "\n",
            "A: Galaxy AI is a suite of AI-powered features for improved communication (real-time translation, writing assistance), productivity (note assistance, call transcription), and creative image manipulation (generative editing, object removal).\n",
            "\n",
            "**Q: What is Samsung Wallet?**\n",
            "\n",
            "A: Samsung Wallet allows you to store payment cards, IDs, tickets, and digital car keys.  It supports Samsung Pay for contactless payments.\n",
            "\n",
            "\n",
            "**Q:  What is Samsung Cloud?**\n",
            "\n",
            "A: Samsung Cloud provides cloud storage for backing up your data and settings. This allows you to restore your data to a new device or after a factory reset.\n",
            "\n",
            "\n",
            "\n",
            "**Diagram of Galaxy S25 Ultra (Illustrative -  Actual button placement and sensor locations may vary slightly):**\n",
            "\n",
            "```\n",
            "+-----------------+\n",
            "|                 |\n",
            "|  Front Camera   |\n",
            "|                 |\n",
            "+-----------------+\n",
            "|                 |\n",
            "|      Screen     |\n",
            "|                 |\n",
            "+-----------------+\n",
            "| Side Button     | Volume Buttons\n",
            "|                 |\n",
            "+--------+--------+\n",
            "|        |        |\n",
            "|  Mic   | Speaker|\n",
            "|        |        |\n",
            "+--------+--------+\n",
            "|      Fingerprint Sensor     |\n",
            "+-----------------+\n",
            "|                 |\n",
            "|     S Pen      |\n",
            "+--------+--------+\n",
            "|        |        |\n",
            "|  Rear  |  Flash |\n",
            "| Camera |        |\n",
            "|        |        |\n",
            "+--------+--------+\n",
            "|  Mic    | Mic   |\n",
            "+-----------------+\n",
            "```\n",
            "\n",
            "\n",
            "This Q&A provides a summary. Consult the full user manual for complete and precise details. Remember that features and availability may vary depending on the region, carrier, and specific model.\n",
            "\n",
            "\n",
            "--- Calling generate_feature_explanation_qa_deepseek ---\n",
            "{'Generations': [{'Question': 'What are the technical specifications of the S Pen on the Galaxy S25 Ultra?', 'Answer': {'Overview': \"The Galaxy S25 Ultra's S Pen offers pressure sensitivity and various functionalities controlled via the integrated button and air gestures.  It seamlessly integrates with the device for note-taking, drawing, and more.\", 'TechnicalSpecs': {'PressureLevels': '4096', 'Latency': '2.8ms', 'NibDiameter': '0.7 mm'}, 'Compatibility': {'GalaxyS25Ultra': 'Full', 'GalaxyS25+': 'No', 'GalaxyS25': 'No'}, 'DiagramReference': 'KB-S25Ultra-SPen-Specs-FIG1'}, 'FeatureType': 'S Pen'}, {'Question': 'How does the Wireless PowerShare feature work, and what are its limitations?', 'Answer': {'Overview': 'Wireless PowerShare allows reverse wireless charging of compatible devices by placing them on the back of the Galaxy S25.  However, charging speed may be reduced, and certain features might be unavailable during use.', 'TechnicalSpecs': {'MaxPowerOutput': '15W', 'ChargingDistance': '4-5mm', 'SupportedDevices': 'Galaxy Watch, Galaxy Buds (and other Qi-compatible devices)'}, 'Compatibility': {'GalaxyS25Ultra': 'Yes', 'GalaxyS25+': 'Yes', 'GalaxyS25': 'Yes', 'GalaxyWatch5': 'Yes', 'GalaxyBuds2Pro': 'Yes', 'iPhone15': 'No'}, 'DiagramReference': 'KB-WirelessPowerShare-FIG2'}, 'FeatureType': 'Connectivity'}, {'Question': 'What are the display specifications of the Galaxy S25 series?', 'Answer': {'Overview': 'The Galaxy S25 series boasts vibrant displays with high refresh rates for smooth visuals.  Specific parameters vary slightly between models.', 'TechnicalSpecs': {'GalaxyS25Ultra': {'Resolution': '3088 x 1440', 'RefreshRate': '120Hz', 'PeakBrightness': '2000 nits'}, 'GalaxyS25+': {'Resolution': '2340 x 1080', 'RefreshRate': '120Hz', 'PeakBrightness': '1750 nits'}, 'GalaxyS25': {'Resolution': '2340 x 1080', 'RefreshRate': '120Hz', 'PeakBrightness': '1500 nits'}}, 'Compatibility': {'GalaxyS25Ultra': 'Full', 'GalaxyS25+': 'Full', 'GalaxyS25': 'Full'}, 'DiagramReference': 'KB-GalaxyS25-Display-FIG3'}, 'FeatureType': 'Display'}, {'Question': \"Describe the 'Call Assist' feature and its supported languages.\", 'Answer': {'Overview': 'Call Assist offers real-time translation during phone calls, facilitating communication across language barriers.  The availability of languages depends on the region and network.', 'TechnicalSpecs': {'TranslationMethod': 'AI-powered speech-to-text and text-to-speech', 'SupportedLanguages': 'Refer to KB-CallAssist-Languages-Table1 for a complete list'}, 'Compatibility': {'GalaxyS25Ultra': 'Yes', 'GalaxyS25+': 'Yes', 'GalaxyS25': 'Yes', 'iPhone15': 'No'}, 'DiagramReference': 'KB-CallAssist-Workflow-FIG4'}, 'FeatureType': 'AI'}]}\n",
            "\n",
            "--- Calling generate_feature_explanation_qa_google ---\n",
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"FeatureExplanationQAPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_feature_explanation_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"DeviceLayoutAndFunctions\": {\\n    \"Questions\": [\\n      \"What are the physical components and their functions on the Galaxy S25 Ultra?\",\\n      \"What are the physical components and their functions on the Galaxy S25 and S25+?\",\\n      \"What are the functions of the hard buttons (Side, Volume Down)?\"\\n    ],\\n    \"Answers\": [\\n      \"The Galaxy S25 Ultra features speakers, front and rear cameras, microphones, proximity/light sensor, volume buttons, side button, fingerprint sensor, S Pen, SIM tray, headphone jack, and various antennas.  Each component serves its designated function as outlined in the user guide.\",\\n      \"The Galaxy S25 and S25+ share similar components as the Ultra, excluding the S Pen.  Their functions are consistent with the user guide’s descriptions.\",\\n      \"The Side button powers on/off, locks/unlocks the screen, and launches custom apps. The Volume Down button, combined with the Side button, captures screenshots and powers off the device.\"\\n    ],\\n    \"Metadata\": {\\n      \"ExplanationDepth\": \"Overview\",\\n      \"CoverageAreas\": [\"Specifications\", \"Use Cases\"]\\n    },\\n    \"TechnicalDetails\": {\\n      \"Specifications\": [\\n        \"Speaker placement and type\",\\n        \"Camera sensor details (megapixels, aperture etc. -  missing from provided text)\",\\n        \"Microphone type and placement\",\\n        \"Sensor types and specifications (missing from provided text)\"\\n      ],\\n      \"UseCases\": [\\n        \"Media playback with speakers\",\\n        \"Photography with different cameras\",\\n        \"Audio recording with microphones\",\\n        \"Screen interaction with buttons\"\\n      ]\\n    },\\n    \"VisualizationSupport\": {\\n      \"DiagramMarkdown\": \"Refer to the user guide\\'s diagrams for detailed component layouts.\"\\n    }\\n  },\\n  \"ChargingTheBattery\": {\\n    \"Questions\": [\\n      \"How do I charge the Galaxy S25 series using wired and wireless charging?\",\\n      \"What are the precautions for wireless charging?\",\\n      \"How does quick charging work, and what are the considerations?\"\\n    ],\\n    \"Answers\": [\\n      \"Wired charging uses the USB-C port and an adapter (sold separately). Wireless charging utilizes the built-in coil and a compatible wireless charger (sold separately).\",\\n      \"Avoid placing credit cards or metallic objects between the phone and the wireless charger; weak signals may affect network reception; use Samsung-approved chargers.\",\\n      \"Quick charging requires a compatible charger and cable.  It\\'s faster when the device is off, and may generate fan noise with fast wireless charging.\"\\n    ],\\n    \"Metadata\": {\\n      \"ExplanationDepth\": \"Intermediate\",\\n      \"CoverageAreas\": [\"Specifications\", \"Use Cases\", \"Compatibility\"]\\n    },\\n    \"TechnicalDetails\": {\\n      \"Specifications\": [\\n        \"Charging speeds (W) - missing from provided text\",\\n        \"Wireless charging standards supported - missing from provided text\",\\n        \"USB-C power delivery specifications - missing from provided text\"\\n      ],\\n      \"UseCases\": [\\n        \"Charging while using the device\",\\n        \"Wireless power sharing to charge other devices\"\\n      ],\\n      \"CompatibilityNotes\": [\\n        \"Charger and cable compatibility\",\\n        \"Wireless charging compatibility with cases and accessories\"\\n      ]\\n    },\\n    \"VisualizationSupport\": {\\n      \"DiagramMarkdown\": \"No specific diagram, but the user guide has illustrations.\"\\n    }\\n  },\\n  \"NanoSIMCardAndESIM\": {\\n    \"Questions\": [\\n      \"How do I insert a Nano-SIM card into the Galaxy S25 series?\",\\n      \"How do I download an eSIM?\",\\n      \"What are the limitations of using both a Nano-SIM and eSIM?\"\\n    ],\\n    \"Answers\": [\\n      \"Use the ejection pin to remove the SIM tray, insert the Nano-SIM card gold contacts facing up, and reinsert the tray.\",\\n      \"Open Settings, go to Connections > SIM manager > Add eSIM and follow the on-screen instructions, or scan a QR code provided by your carrier.\",\\n      \"Using both a Nano-SIM and eSIM, or two eSIMs, might lead to slower data speeds in some areas.\"\\n    ],\\n    \"Metadata\": {\\n      \"ExplanationDepth\": \"Intermediate\",\\n      \"CoverageAreas\": [\"Specifications\", \"Use Cases\", \"Compatibility\"]\\n    },\\n    \"TechnicalDetails\": {\\n      \"Specifications\": [\\n        \"SIM tray type and location\",\\n        \"eSIM support details (carrier, region dependent)\"\\n      ],\\n      \"UseCases\": [\\n        \"Dual SIM functionality for two phone numbers\",\\n        \"eSIM for easy carrier switching\"\\n      ],\\n      \"CompatibilityNotes\": [\\n        \"Carrier compatibility for eSIM\",\\n        \"Performance impact of using dual SIM/eSIM\"\\n      ]\\n    },\\n    \"VisualizationSupport\": {\\n      \"DiagramMarkdown\": \"The user guide includes diagrams showing SIM tray insertion.\"\\n    }\\n  },\\n  \"SamsungAccount\": {\\n    \"Questions\": [\\n      \"How do I create and # to my Samsung account?\",\\n      \"How do I find my Samsung account ID or reset my password?\",\\n      \"What happens when I sign out of my Samsung account?\"\\n    ],\\n    \"Answers\": [\\n      \"Go to Settings > # to your Galaxy, or Settings > Accounts and backup > Manage accounts > Add account > Samsung account, then #. Create an account if needed.\",\\n      \"On the sign-in screen, tap \\\\\"Forgot password or don’t have an account?\\\\\" then \\\\\"Forgot ID\\\\\" or \\\\\"Forgot password\\\\\" and follow the prompts.\",\\n      \"Signing out removes your data (contacts, events, etc.) from the device.\"\\n    ],\\n    \"Metadata\": {\\n      \"ExplanationDepth\": \"Basic\",\\n      \"CoverageAreas\": [\"Use Cases\"]\\n    },\\n    \"TechnicalDetails\": {\\n      \"UseCases\": [\\n        \"Access to Samsung services across devices\",\\n        \"Data synchronization and backup\"\\n      ]\\n    },\\n    \"VisualizationSupport\": {\\n      \"DiagramMarkdown\": \"No specific diagram needed.\"\\n    }\\n  }\\n  // ... Add more features here following the same structure ...\\n}\\n```\\n\\nThis JSON structure provides a framework.  To complete it, you need to add entries for all the features listed in the user guide (Smart Switch, Screen Capture, Apps Management, Galaxy AI features, S Pen features, Phone features, Contacts, Camera modes, Gallery, Bixby, Multi-window, Samsung Internet, Samsung Wallet, Samsung Health, Samsung Notes, Samsung Members, Samsung Kids, Samsung Global Goals, Samsung TV Plus, Samsung Find, Samsung Shop, Galaxy Wearable, PENUP, Calendar, Reminder, Voice Recorder, My Files, Clock, Calculator, Gaming Hub, Game Booster, SmartThings, Sharing Content, Music Share, Smart View, Samsung DeX, Google Apps, and all the Settings).  Remember to extract the relevant specifications, use cases, and compatibility details from the user guide to fill in the `TechnicalDetails` section for each feature.  The \"missing from provided text\" placeholders should be replaced with information from a more complete device specification sheet.\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 7 generate_setup_qa"
      ],
      "metadata": {
        "id": "L2EncMNJvbSb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_setup_qa(text):\n",
        "    \"\"\"Installation/configuration pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate setup-related Q&A with:\n",
        "    - Pre-installation checks - Configuration options - Post-setup tests\n",
        "    Include recommended settings for different user types.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_setup_qa_deepseek(text):\n",
        "    \"\"\"Generates installation guides with user-type presets in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with prerequisites, timed steps, and configuration profiles.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create structured setup Q&A from Samsung docs with:\n",
        "    1. Prerequisites (tools, OS versions, space requirements)\n",
        "    2. Configuration profiles: Basic/Advanced/Custom\n",
        "    3. Step durations and cumulative time estimates\n",
        "    4. Post-setup verification tests\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Setup scenario]\",\n",
        "        \"Answer\": {{\n",
        "          \"UserType\": \"Basic/Advanced\",\n",
        "          \"RequiredTools\": [\"GJ-SETUP45\"],\n",
        "          \"SetupDuration\": \"20-25 mins\",\n",
        "          \"ConfigurationSteps\": [\n",
        "            {{\n",
        "              \"Order\": 1,\n",
        "              \"Action\": \"...\",\n",
        "              \"Parameters\": {{\"Resolution\": \"4K\", \"FrameRate\": 60}}\n",
        "            }}\n",
        "          ],\n",
        "          \"PostSetupVerification\": [\"Check firmware version\", \"Test HDMI handshake\"]\n",
        "        }},\n",
        "        \"DeviceModel\": \"QE75QN900C\"\n",
        "      }}\n",
        "    - Validate model numbers as SM/QE-XXXXX format\n",
        "    - Sort by setup complexity (Basic first)\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How to configure The Frame TV for art mode?\",\n",
        "          \"Answer\": {{\n",
        "            \"UserType\": \"Advanced\",\n",
        "            \"RequiredTools\": [\"One Connect Box\"],\n",
        "            \"SetupDuration\": \"15 mins\",\n",
        "            \"ConfigurationSteps\": [\n",
        "              {{\n",
        "                \"Order\": 1,\n",
        "                \"Action\": \"Mount Art Store-certified USB\",\n",
        "                \"Parameters\": {{\"Format\": \"FAT32\", \"Capacity\": \"≥64GB\"}}\n",
        "              }}\n",
        "            ],\n",
        "            \"PostSetupVerification\": [\"Validate art metadata parsing\"]\n",
        "          }},\n",
        "          \"DeviceModel\": \"LS03B\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse setup configuration\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_setup_qa_google(text):\n",
        "    \"\"\"Setup/installation/configuration pairs in JSON format with user-type settings.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate setup-related Question and Answer pairs from the following Samsung support document text, covering:\n",
        "    - Pre-installation checks\n",
        "    - Configuration options\n",
        "    - Post-setup tests\n",
        "\n",
        "    For configuration options, include recommended settings tailored for different user types (e.g., \"Beginner\", \"Advanced\", \"Gamer\", etc.) when applicable. If settings are generally applicable, indicate that.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and step-by-step where relevant.\n",
        "\n",
        "    Present the output as a list of setup Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Stage\" (\"Pre-installation Checks\", \"Configuration Options\", \"Post-Setup Tests\"), \"Question\", \"Answer\", and \"RecommendedSettings\". \"RecommendedSettings\" should be a dictionary where keys are user types (e.g., \"Beginner\", \"Advanced\") and values are the recommended settings for that user type. If no user-type specific settings are relevant, \"RecommendedSettings\" should be null.\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"Stage\": \"...\", \"Question\": \"...\", \"Answer\": \"...\", \"RecommendedSettings\": {{ \"Beginner\": \"...\", \"Advanced\": \"...\" }} }},\n",
        "      {{ \"Stage\": \"...\", \"Question\": \"...\", \"Answer\": \"...\", \"RecommendedSettings\": null }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        setup_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        setup_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"SetupQAPairs\": setup_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_setup_qa_sonnet(text):\n",
        "    \"\"\"Generate structured setup configuration Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create setup Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Setup and configuration inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive installation guidance\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"SetupStages\": [\"Pre-installation\", \"Configuration\", \"Post-setup\"],\n",
        "          \"UserTypeSettings\": [\"Recommended configurations\"]\n",
        "        }},\n",
        "        \"SetupDetails\": {{\n",
        "          \"PreInstallationChecks\": [\"Essential preparatory steps\"],\n",
        "          \"ConfigurationOptions\": [\"Detailed setup parameters\"],\n",
        "          \"PostSetupTests\": [\"Verification procedures\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Detailed setup instructions\n",
        "    - User-type specific guidance\n",
        "    - Comprehensive verification steps\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "mlYeXPxJvbSc"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "zECAGTW2Ch94"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_setup_qa ---\")\n",
        "test_qa_generators(\"generate_setup_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "SJuDyPC2Df70",
        "outputId": "c91ed0a4-2962-4228-9ea0-8c43f0d49ee2"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_setup_qa ---\n",
            "\n",
            "--- Calling generate_setup_qa ---\n",
            "## Samsung Galaxy S25 Series Setup Q&A\n",
            "\n",
            "This Q&A addresses setup-related questions for the Samsung Galaxy S25, S25+, and S25 Ultra models.  Refer to the user guide for detailed instructions on specific features and functions.\n",
            "\n",
            "\n",
            "**Pre-Installation Checks:**\n",
            "\n",
            "**Q: What should I check before I start the initial setup of my Galaxy S25?**\n",
            "\n",
            "**A:**  Before beginning the initial setup, ensure the following:\n",
            "\n",
            "1. **Battery Charge:** Your device should have sufficient battery charge (ideally, fully charged).  The initial setup consumes significant power.\n",
            "2. **SIM Card (Nano-SIM or eSIM):** If using a physical SIM card, have your Nano-SIM card ready and know its tray location (varies slightly between models – see user guide). If using eSIM, obtain the necessary QR code or digital download information from your carrier.\n",
            "3. **Wi-Fi Network:** Having a Wi-Fi network available will significantly speed up the setup process and allow for downloading apps and transferring data.\n",
            "4. **Previous Device Data Transfer (Optional):** If transferring data from a previous device using Smart Switch, have that device ready and the required cable or wireless connection established.\n",
            "\n",
            "\n",
            "**Configuration Options:**\n",
            "\n",
            "**Q: What are some important configuration options during initial setup?**\n",
            "\n",
            "**A:** During setup, you will be presented with options for:\n",
            "\n",
            "1. **Language and Region:** Select your preferred language and region.\n",
            "2. **Wi-Fi Connection:** Connect to your Wi-Fi network for faster data transfer.\n",
            "3. **Samsung Account:** # to your Samsung account to access Samsung services and sync data across devices.  Creating an account is recommended.\n",
            "4. **Data Transfer:** Choose whether to transfer data from a previous device using Smart Switch (wired or wireless).\n",
            "5. **Biometric Authentication:** Set up Face Recognition and/or Fingerprint Recognition for convenient device unlocking.  This enhances security but is optional.\n",
            "6. **Screen Lock:** Choose your preferred screen lock method (pattern, PIN, password, etc.). Security is crucial; choose a strong, memorable lock.\n",
            "\n",
            "**Recommended Settings by User Type:**\n",
            "\n",
            "* **Basic User:**  Choose a simple PIN or pattern lock for ease of use.  Enable face recognition for quick unlocking.  Opt for a standard screen refresh rate for better battery life.\n",
            "\n",
            "* **Power User:** Select a strong password or complex PIN lock. Utilize all biometric options (fingerprint and face recognition). Enable a high screen refresh rate for smoother animations.  Consider setting a data usage limit.\n",
            "\n",
            "* **Privacy-Conscious User:** Choose a strong password and enable all available biometric security measures. Regularly check and manage app permissions. Activate Secure Folder for sensitive data. Use a VPN when connecting to public Wi-Fi networks. Turn on Secure Wi-Fi.\n",
            "\n",
            "* **Senior User:** Use a simple screen lock method, such as a PIN with large digits. Increase font size and text contrast in accessibility settings.  Explore features like TalkBack and Magnifier. Use the Easy Mode.\n",
            "\n",
            "**Q: How do I customize the Side button functionality?**\n",
            "\n",
            "**A:** Go to *Settings* > *Advanced features* > *Side button*. You can choose to launch a specific app, open Bixby, or use it as a power menu shortcut.\n",
            "\n",
            "\n",
            "**Post-Setup Tests:**\n",
            "\n",
            "**Q: What tests should I perform after completing the initial setup?**\n",
            "\n",
            "**A:** After setup, it's advisable to perform these tests:\n",
            "\n",
            "1. **Network Connectivity:** Test Wi-Fi and mobile data connectivity to ensure you can browse the internet and access online services.\n",
            "2. **Biometric Authentication:** Test Face Recognition and/or Fingerprint Recognition to ensure they unlock your device reliably.\n",
            "3. **App Functionality:** Verify that your most commonly used apps function correctly.\n",
            "4. **Call and Text Messaging:** Make and receive test calls and text messages.\n",
            "5. **Battery Life:** Monitor battery life over a period of time to ensure it meets your expectations.  Adjust power-saving modes as needed.\n",
            "6. **Sound and Vibration:** Check that sound and vibration notifications work correctly.\n",
            "7. **Storage Space:** Monitor storage space usage and delete any unnecessary files.\n",
            "\n",
            "**Q: What should I do if something isn't working correctly after setup?**\n",
            "\n",
            "**A:** Refer to the Troubleshooting section in your user guide.  If problems persist, contact Samsung support or visit a Samsung Service Centre or authorized service provider.  The Samsung Members app can also assist with troubleshooting.\n",
            "\n",
            "\n",
            "--- Calling generate_setup_qa_deepseek ---\n",
            "{'Generations': [{'Question': 'How to perform a basic setup of my Galaxy S25?', 'Answer': {'UserType': 'Basic', 'RequiredTools': ['USB Type-C cable', 'USB power adapter'], 'SetupDuration': '15-20 mins', 'ConfigurationSteps': [{'Order': 1, 'Action': 'Turn on the device', 'Parameters': {}}, {'Order': 2, 'Action': 'Follow on-screen instructions for initial setup', 'Parameters': {}}, {'Order': 3, 'Action': 'Connect to Wi-Fi (optional)', 'Parameters': {}}, {'Order': 4, 'Action': 'Charge the battery', 'Parameters': {}}], 'PostSetupVerification': ['Check network connectivity', 'Verify battery charging']}, 'DeviceModel': 'SM-S931B'}, {'Question': 'How to configure my Galaxy S25 Ultra for dual SIM and eSIM usage?', 'Answer': {'UserType': 'Advanced', 'RequiredTools': ['SIM ejection pin', 'Nano-SIM card', 'eSIM QR code (from carrier)'], 'SetupDuration': '25-35 mins', 'ConfigurationSteps': [{'Order': 1, 'Action': 'Insert Nano-SIM card into tray', 'Parameters': {}}, {'Order': 2, 'Action': 'Download eSIM using QR code', 'Parameters': {}}, {'Order': 3, 'Action': 'Configure SIM manager (preferred SIM, data switching)', 'Parameters': {}}, {'Order': 4, 'Action': 'Complete basic setup', 'Parameters': {}}], 'PostSetupVerification': ['Verify both SIM and eSIM connectivity', 'Test data switching', 'Check call functionality on both lines']}, 'DeviceModel': 'SM-S938B'}, {'Question': 'How to set up advanced features like Secure Folder and Samsung Pass on my Galaxy S25 Ultra?', 'Answer': {'UserType': 'Advanced', 'RequiredTools': [], 'SetupDuration': '30-45 mins', 'ConfigurationSteps': [{'Order': 1, 'Action': 'Complete basic setup', 'Parameters': {}}, {'Order': 2, 'Action': 'Set up Secure Folder (create PIN, add files/apps)', 'Parameters': {}}, {'Order': 3, 'Action': 'Set up Samsung Pass (biometric registration)', 'Parameters': {}}, {'Order': 4, 'Action': 'Configure other advanced features (optional)', 'Parameters': {}}], 'PostSetupVerification': ['Verify Secure Folder access and functionality', 'Test Samsung Pass authentication', 'Check functionality of other chosen advanced features']}, 'DeviceModel': 'SM-S938B'}]}\n",
            "\n",
            "--- Calling generate_setup_qa_google ---\n",
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"SetupQAPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_setup_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"Generations\": {\\n    \"Questions\": [\\n      \"How do I set up my Samsung Galaxy S25 (Ultra/+, etc.)?\",\\n      \"What are the different setup stages?\",\\n      \"How do I transfer data from my old phone?\",\\n      \"What are the essential post-setup verification steps?\",\\n      \"How do I optimize settings for my user type (e.g., power user, casual user)?\"\\n    ],\\n    \"Answers\": [\\n      \"Initial setup involves following on-screen instructions after powering on.  This includes connecting to Wi-Fi, creating a Samsung account, and transferring data using Smart Switch.\",\\n      \"The setup involves pre-installation checks (page 19), configuration (pages 113-155), and post-setup tests (refer to troubleshooting section).\",\\n      \"Transfer data wirelessly or via USB cable using Smart Switch (page 21).  Ensure you have sufficient battery and storage.\",\\n      \"Verify features like Wi-Fi, Bluetooth, calls, and screen functions. Refer to the Troubleshooting section (pages 179-184) for detailed steps.\",\\n      \"Refer to the \\'Settings\\' section (pages 113-155) for options like power saving modes, display settings, and notification preferences.  Adjust based on your usage needs.\"\\n    ],\\n    \"Metadata\": {\\n      \"SetupStages\": [\\n        \"Pre-installation Checks (pages 5-37)\",\\n        \"Configuration (pages 113-155)\",\\n        \"Post-setup Verification (pages 179-184)\"\\n      ],\\n      \"UserTypeSettings\": [\\n        \"Power Saving Modes (page 130)\",\\n        \"Display Settings (page 127)\",\\n        \"Notification Preferences (page 127)\",\\n        \"Performance Modes (page 105)\"\\n      ]\\n    },\\n    \"SetupDetails\": {\\n      \"PreInstallationChecks\": [\\n        \"Charging the battery (page 11)\",\\n        \"Inserting SIM card/eSIM (page 16)\",\\n        \"Understanding device layout (page 5)\"\\n      ],\\n      \"ConfigurationOptions\": [\\n        \"Samsung Account Setup (page 20)\",\\n        \"Network Connections (page 113)\",\\n        \"Security & Privacy Settings (page 134)\",\\n        \"Display Customization (page 127)\",\\n        \"Accessibility Settings (page 165)\"\\n      ],\\n      \"PostSetupTests\": [\\n        \"Verify call functionality (page 56)\",\\n        \"Check Wi-Fi and Bluetooth connectivity (page 113)\",\\n        \"Test screen responsiveness and features (pages 22-37)\",\\n        \"Review troubleshooting section (pages 179-184)\"\\n      ]\\n    }\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 8 generate_error_code_qa"
      ],
      "metadata": {
        "id": "QhvQTREO1SnR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_error_code_qa(text):\n",
        "    \"\"\"Error code explanations\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create error code Q&A with:\n",
        "    - Code interpretations - Immediate actions - Service triggers\n",
        "    Format codes in bold with severity colors (🔴🟠🟢).\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "#Deepseek\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_error_code_qa_deepseek(text):\n",
        "    \"\"\"Generates machine-actionable error code guides with severity tiers.\n",
        "\n",
        "    Returns:\n",
        "        JSON with standardized codes, automated responses, and service flags.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create error code explanations from Samsung docs with:\n",
        "    1. Code validation using ERR-XXXX format (X=digit)\n",
        "    2. Severity: Critical(🔴)/High(🟠)/Medium(🟢) mapped to 0-2\n",
        "    3. Automated system response actions\n",
        "    4. Service center escalation thresholds\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"ErrorCode\": \"ERR-0451\",\n",
        "        \"Description\": \"Battery temperature critical\",\n",
        "        \"Severity\": {{\n",
        "          \"Level\": 0,\n",
        "          \"Label\": \"Critical\",\n",
        "          \"HexColor\": \"#FF0000\"\n",
        "        }},\n",
        "        \"ImmediateResponse\": [\"Disconnect charger\", \"Power down\"],\n",
        "        \"ServiceRequired\": {{\n",
        "          \"Threshold\": \"Immediate\",\n",
        "          \"Code\": \"SVC-BATT-EMERG\"\n",
        "        }},\n",
        "        \"UserMessage\": \"Visit Samsung Service within 24hrs\"\n",
        "      }}\n",
        "    - Validate ErrorCode format: ERR- followed by 4 digits\n",
        "    - Map colors to standard hex values\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"ErrorCode\": \"ERR-1123\",\n",
        "          \"Description\": \"Display panel communication failure\",\n",
        "          \"Severity\": {{\n",
        "            \"Level\": 1,\n",
        "            \"Label\": \"High\",\n",
        "            \"HexColor\": \"#FFA500\"\n",
        "          }},\n",
        "          \"ImmediateResponse\": [\"Restart device\", \"Check flex cable\"],\n",
        "          \"ServiceRequired\": {{\n",
        "            \"Threshold\": \"If persists after reboot\",\n",
        "            \"Code\": \"SVC-DISP-1123\"\n",
        "          }},\n",
        "          \"UserMessage\": \"Backup data before service visit\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse error code protocol\"}\n",
        "\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_error_code_qa_google(text):\n",
        "    \"\"\"Error code explanations in JSON format with severity levels and color codes.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate Question and Answer pairs explaining Samsung error codes from the following support document text.\n",
        "\n",
        "    For each error code, include:\n",
        "    - Code interpretation (what the error means)\n",
        "    - Immediate actions users can take\n",
        "    - Service triggers (when to seek professional help)\n",
        "\n",
        "    Format error codes clearly and indicate their severity level as \"Critical\", \"Warning\", or \"Informational\".  In the JSON output, include a \"Severity\" field with these levels and optionally a \"SeverityColor\" field with the corresponding color emoji (🔴 for Critical, 🟠 for Warning, 🟢 for Informational).  In plain text examples within the output, you can format the error codes in bold with the color emojis.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and action-oriented.\n",
        "\n",
        "    Present the output as a list of error code Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"ErrorCode\", \"Severity\" (\"Critical\", \"Warning\", \"Informational\"), \"Interpretation\", \"ImmediateActions\" (list of actions), \"ServiceTriggers\", and optionally \"SeverityColor\" (color emoji string).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"ErrorCode\": \"...\", \"Severity\": \"Critical\", \"Interpretation\": \"...\", \"ImmediateActions\": [...], \"ServiceTriggers\": \"...\", \"SeverityColor\": \"🔴\" }},\n",
        "      {{ \"ErrorCode\": \"...\", \"Severity\": \"Warning\", \"Interpretation\": \"...\", \"ImmediateActions\": [...], \"ServiceTriggers\": \"...\", \"SeverityColor\": \"🟠\" }},\n",
        "      {{ \"ErrorCode\": \"...\", \"Severity\": \"Informational\", \"Interpretation\": \"...\", \"ImmediateActions\": [...], \"ServiceTriggers\": \"...\", \"SeverityColor\": \"🟢\" }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        error_code_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        error_code_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"ErrorCodeQAPairs\": error_code_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_error_code_qa_sonnet(text):\n",
        "    \"\"\"Generate structured error code Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create error code Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Specific error code query\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive error interpretation and resolution\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"ErrorSeverity\": [\"Critical\", \"Warning\", \"Informational\"],\n",
        "          \"ResolutionApproach\": \"Systematic troubleshooting\"\n",
        "        }},\n",
        "        \"ErrorCodeDetails\": {{\n",
        "          \"CodeInterpretation\": [\"Detailed error meaning\"],\n",
        "          \"ImmediateActions\": [\"Recommended quick fixes\"],\n",
        "          \"ServiceTriggers\": [\"Escalation scenarios\"]\n",
        "        }},\n",
        "        \"VisualIndicators\": {{\n",
        "          \"SeverityColors\": [\"🔴 Critical\", \"🟠 Warning\", \"🟢 Low Impact\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Clear error code explanations\n",
        "    - Actionable resolution steps\n",
        "    - Severity classification\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "Jq3uIqEY1SnU"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_error_code_qa ---\")\n",
        "test_qa_generators(\"generate_error_code_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 948
        },
        "id": "GJ-TMlPYDpL8",
        "outputId": "ae3ccec2-dfec-43ad-aa45-92f1b03af4af"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_error_code_qa ---\n",
            "\n",
            "--- Calling generate_error_code_qa ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 3138.61ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "# USER GUIDE  SM-S931B SM-S931B/DS SM-S936B SM-S936B/DS SM-S938B SM-S938B/DS\n",
            "\n",
            "\n",
            "## Error Code Q&A\n",
            "\n",
            "This section provides a simplified Q&A format for common error scenarios.  The user guide provides more detailed troubleshooting steps.\n",
            "\n",
            "**Note:**  The severity levels are estimations based on the potential impact and are not definitive error codes from the device itself.\n",
            "\n",
            "**Error Codes & Troubleshooting**\n",
            "\n",
            "| Error Code | Severity | Code Interpretation | Immediate Actions | Service Triggers |\n",
            "|---|---|---|---|---|\n",
            "| **E1:** Battery Not Charging | 🔴 | Device not charging via wired or wireless methods. | Check charger, cable, and port for damage or debris. Try different outlets. Try a different charger/cable. Check battery settings. | If problem persists after trying the immediate actions, contact Samsung Service Centre for battery or charging port issues. |\n",
            "| **E2:** SIM Card Error | 🟠 | SIM card not detected or malfunctioning. | Check SIM card placement and try restarting the phone. Check SIM card in another device (if available). | If the error persists after a restart and SIM card check, contact your carrier or Samsung Service Centre. |\n",
            "| **E3:** Network Connection Issues | 🟠 | No network signal, poor connectivity, or data problems.  | Check Wi-Fi/mobile data settings. Try restarting the device. Check your data plan and signal strength. Move to an area with better reception. | If persistent after attempting immediate actions, contact your carrier for network troubleshooting. |\n",
            "| **E4:** Device Freezing/Unresponsive | 🔴 | The phone is frozen and not responding to inputs. | Force restart the device (hold Side + Volume Down buttons). | If force restart doesn't resolve, contact Samsung Service Centre for potential software or hardware issues. |\n",
            "| **E5:** Overheating | 🟠 | Device is excessively hot. | Turn off power-hungry apps (games, video streaming). Remove the case. Let the device cool down. | If overheating is frequent or severe, contact Samsung Service Centre. |\n",
            "| **E6:** Camera Malfunction | 🟠 | Camera not working, blurry pictures, or error messages appearing in the camera app. | Check lens for dirt or obstructions.  Restart the phone. Check storage space. | If the issue persists after trying immediate actions, contact Samsung Service Centre. |\n",
            "| **E7:** Touchscreen Unresponsiveness | 🟠 | Touchscreen inputs are not registered consistently. | Restart the phone. Check for screen damage. Ensure touchscreen is clean and dry. Remove screen protector (if applicable). | If problem persists, contact Samsung Service Centre for potential digitizer issues. |\n",
            "| **E8:** Software Crash | 🟠 | Specific app or the entire system is crashing. | Force stop the app or force restart the device. Uninstall and reinstall the app (if specific app is crashing). | If the problem is frequent or involves the entire system, contact Samsung Service Centre. |\n",
            "| **E9:**  Storage Space Full | 🟠 | Device storage is nearly full, preventing certain functions. | Delete unnecessary files and apps using device care. Transfer files to cloud storage or computer. | If still full after cleaning, consider expanding storage (if supported by model). |\n",
            "| **E10:** GPS Error | 🟠 | Device cannot find your location accurately or at all. | Check location settings. Ensure GPS is enabled. Try restarting the phone. Move to an area with better GPS signal. | If GPS remains inaccurate after trying immediate actions, consider service.  |\n",
            "\n",
            "\n",
            "This is not an exhaustive list; many other problems may arise.  Always refer to the detailed troubleshooting section in the user manual for more comprehensive solutions.  If problems persist after trying all suggested steps, contact Samsung Support or a Samsung Service Centre for assistance.\n",
            "\n",
            "\n",
            "--- Calling generate_error_code_qa_deepseek ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2414.01ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2683.96ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2533.06ms\n",
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2206.77ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'Generations': [{'ErrorCode': 'ERR-0001', 'Description': 'Device unresponsive', 'Severity': {'Level': 1, 'Label': 'High', 'HexColor': '#FFA500'}, 'ImmediateResponse': ['Force restart by holding Side and Volume Down buttons for 7 seconds'], 'ServiceRequired': {'Threshold': 'If persists after multiple restarts', 'Code': 'SVC-SYS-0001'}, 'UserMessage': 'Backup data before contacting service.'}, {'ErrorCode': 'ERR-0451', 'Description': 'Battery temperature critical', 'Severity': {'Level': 0, 'Label': 'Critical', 'HexColor': '#FF0000'}, 'ImmediateResponse': ['Disconnect charger', 'Power down'], 'ServiceRequired': {'Threshold': 'Immediate', 'Code': 'SVC-BATT-EMERG'}, 'UserMessage': 'Visit Samsung Service within 24hrs'}, {'ErrorCode': 'ERR-0452', 'Description': 'Battery charging failure', 'Severity': {'Level': 1, 'Label': 'High', 'HexColor': '#FFA500'}, 'ImmediateResponse': ['Try different charger and cable', 'Check charging port for debris'], 'ServiceRequired': {'Threshold': 'If persists after trying different chargers and cables', 'Code': 'SVC-BATT-CHARGE'}, 'UserMessage': 'Contact Samsung Service for assistance.'}, {'ErrorCode': 'ERR-1123', 'Description': 'Display panel communication failure', 'Severity': {'Level': 1, 'Label': 'High', 'HexColor': '#FFA500'}, 'ImmediateResponse': ['Restart device', 'Check flex cable (if applicable and user has the skill)'], 'ServiceRequired': {'Threshold': 'If persists after reboot', 'Code': 'SVC-DISP-1123'}, 'UserMessage': 'Backup data before service visit'}, {'ErrorCode': 'ERR-2345', 'Description': 'SIM card not detected', 'Severity': {'Level': 2, 'Label': 'Medium', 'HexColor': '#008000'}, 'ImmediateResponse': ['Reseat SIM card', 'Check SIM card tray for damage'], 'ServiceRequired': {'Threshold': 'If persists after reseating', 'Code': 'SVC-SIM-2345'}, 'UserMessage': 'Contact your carrier or Samsung Service if needed.'}, {'ErrorCode': 'ERR-3010', 'Description': 'Camera malfunction', 'Severity': {'Level': 1, 'Label': 'High', 'HexColor': '#FFA500'}, 'ImmediateResponse': ['Restart device', 'Clean camera lens'], 'ServiceRequired': {'Threshold': 'If persists after cleaning lens and restarting', 'Code': 'SVC-CAM-3010'}, 'UserMessage': 'Contact Samsung Service for repair.'}, {'ErrorCode': 'ERR-9999', 'Description': 'Unspecified error', 'Severity': {'Level': 2, 'Label': 'Medium', 'HexColor': '#008000'}, 'ImmediateResponse': ['Restart the device'], 'ServiceRequired': {'Threshold': 'If problem persists, contact Samsung Support', 'Code': 'SVC-UNSPECIFIED'}, 'UserMessage': 'Restart device. Contact Samsung Support if issue continues.'}]}\n",
            "\n",
            "--- Calling generate_error_code_qa_google ---\n",
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"ErrorCodeQAPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_error_code_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"Generations\": {\\n    \"Questions\": [\\n      \"How do I resolve battery charging issues on my Samsung Galaxy S25?\",\\n      \"My Samsung Galaxy S25 screen is unresponsive. What should I do?\",\\n      \"How can I fix connectivity problems on my Samsung Galaxy S25?\",\\n      \"What are the steps to troubleshoot a camera malfunction on my Samsung Galaxy S25?\",\\n      \"I\\'m having trouble with the S Pen on my Samsung Galaxy S25 Ultra.  How do I resolve this?\"\\n    ],\\n    \"Answers\": [\\n      \"Check the USB cable and adapter; ensure the multipurpose jack is dry; try a different charger; if problems persist, visit a Samsung Service Centre.\",\\n      \"Try a forced restart (hold Side + Volume Down buttons for over 7 seconds); if that fails, perform a factory data reset (back up data first).\",\\n      \"Ensure the antenna area isn\\'t covered; remove metallic stickers or cases; check Wi-Fi/Bluetooth/mobile data settings; restart the device.\",\\n      \"Clean the camera lens; check for damage; ensure sufficient storage and battery; restart the device; if issues continue, visit a Samsung Service Centre.\",\\n      \"Ensure the S Pen is properly inserted; check for magnets nearby; try restarting the device; check S Pen settings; if problems persist, visit a Samsung Service Centre.\"\\n    ],\\n    \"Metadata\": {\\n      \"ErrorSeverity\": [\"Warning\", \"Critical\", \"Informational\"],\\n      \"ResolutionApproach\": \"Troubleshooting guide\"\\n    },\\n    \"ErrorCodeDetails\": {\\n      \"CodeInterpretation\": [\\n        \"Battery charging failures indicate a problem with power delivery or device hardware.\",\\n        \"An unresponsive screen suggests a software crash or hardware malfunction.\",\\n        \"Connectivity problems may stem from antenna blockage, software glitches, or network issues.\",\\n        \"Camera malfunctions can be due to lens obstruction, software bugs, hardware failure, or insufficient resources.\",\\n        \"S Pen issues may be due to improper insertion, external interference, or hardware defects.\"\\n      ],\\n      \"ImmediateActions\": [\\n        \"Try different charging methods.\",\\n        \"Perform a forced restart.\",\\n        \"Check antenna and connection settings.\",\\n        \"Clean the lens and restart the device.\",\\n        \"Check S Pen insertion and restart device.\"\\n      ],\\n      \"ServiceTriggers\": [\\n        \"Persistent battery charging issues.\",\\n        \"Unresponsive screen after forced restart and factory data reset.\",\\n        \"Ongoing connectivity problems despite troubleshooting steps.\",\\n        \"Camera errors persisting after basic troubleshooting.\",\\n        \"S Pen malfunctions despite troubleshooting and software updates.\"\\n      ]\\n    },\\n    \"VisualIndicators\": {\\n      \"SeverityColors\": [\"🟠 Warning\", \"🔴 Critical\", \"🟢 Informational\"]\\n    }\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "pTsDJdAkCjnW"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 9 generate_safety_qa"
      ],
      "metadata": {
        "id": "AihlC2edvbZE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_safety_qa(text):\n",
        "    \"\"\"Safety/compliance pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate safety Q&A covering:\n",
        "    - Hazard prevention - Compliance standards - Recall information\n",
        "    Use warning boxes for critical items.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_safety_qa_deepseek(text):\n",
        "    \"\"\"Generates safety alerts with compliance metadata in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with hazard classification, recall batches, and compliance codes.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create safety/compliance Q&A pairs with:\n",
        "    1. Hazard types: Electrical/Mechanical/Chemical\n",
        "    2. Compliance standards (ISO/IEC + regional)\n",
        "    3. Recall data: Batch numbers, date ranges\n",
        "    4. Severity levels: Critical/High/Medium\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Safety concern]\",\n",
        "        \"Answer\": {{\n",
        "          \"Description\": \"...\",\n",
        "          \"ComplianceStandards\": [\"IEC 62368-1\"],\n",
        "          \"SeverityLevel\": \"Critical\",\n",
        "          \"RecallInfo\": {{\n",
        "            \"AffectedBatches\": [\"BT2024Q1-45\"],\n",
        "            \"DateRange\": \"2024-03/2024-05\"\n",
        "          }},\n",
        "          \"HazardType\": \"Electrical\"\n",
        "        }},\n",
        "        \"EmergencyProtocol\": [\"Unplug immediately\", \"Evacuate area\"]\n",
        "      }}\n",
        "    - Validate batch numbers as BTYYYYQX-XX format\n",
        "    - Sort by SeverityLevel descending\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"What if my washing machine emits burning smell?\",\n",
        "          \"Answer\": {{\n",
        "            \"Description\": \"Potential motor insulation failure...\",\n",
        "            \"ComplianceStandards\": [\"UL 2157\"],\n",
        "            \"SeverityLevel\": \"Critical\",\n",
        "            \"RecallInfo\": {{\n",
        "              \"AffectedBatches\": [\"BT2023Q4-12\"],\n",
        "              \"DateRange\": \"2023-11/2024-02\"\n",
        "            }},\n",
        "            \"HazardType\": \"Electrical\"\n",
        "          }},\n",
        "          \"EmergencyProtocol\": [\"Cut power\", \"Contact Samsung Safety Team\"]\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse safety protocol\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_safety_qa_google(text):\n",
        "    \"\"\"Safety/compliance pairs in JSON format with 'critical warning' indicator.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate safety Question and Answer pairs from the following Samsung support document text, covering:\n",
        "    - Hazard prevention measures\n",
        "    - Relevant compliance standards and certifications\n",
        "    - Recall information and how to check for recalls\n",
        "\n",
        "    For critical safety warnings and hazards, explicitly mark them as such. In the JSON output, use a boolean field \"IsCriticalWarning\": true/false to indicate if a Q&A pair represents a critical warning. In plain text examples within the output, you can use \"WARNING BOX\" markers or similar visual cues if helpful.\n",
        "\n",
        "    Use clear, concise, and direct language appropriate for safety information. Consumer-friendly language is essential.\n",
        "\n",
        "    Present the output as a list of safety Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"IsCriticalWarning\" (boolean), \"Question\", \"Answer\", and optionally \"HazardPrevention\" (list of measures), \"ComplianceStandards\" (list of standards), and \"RecallInformation\" (string or null).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example):\n",
        "    [\n",
        "      {{ \"IsCriticalWarning\": true, \"Question\": \"...\", \"Answer\": \"...\", \"HazardPrevention\": [...], \"ComplianceStandards\": [...], \"RecallInformation\": \"...\" }},\n",
        "      {{ \"IsCriticalWarning\": false, \"Question\": \"...\", \"Answer\": \"...\", \"HazardPrevention\": [...], \"ComplianceStandards\": [...], \"RecallInformation\": null }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        safety_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        safety_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"SafetyQAPairs\": safety_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_safety_qa_sonnet(text):\n",
        "    \"\"\"Generate structured safety and compliance Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create safety Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Safety and compliance inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive safety guidance\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"SafetyAreas\": [\"Hazard Prevention\", \"Compliance\", \"Recalls\"],\n",
        "          \"RiskClassification\": \"Critical safety information\"\n",
        "        }},\n",
        "        \"SafetyDetails\": {{\n",
        "          \"HazardPrevention\": [\"Critical safety measures\"],\n",
        "          \"ComplianceStandards\": [\"Regulatory requirements\"],\n",
        "          \"RecallInformation\": [\"Potential product safety issues\"]\n",
        "        }},\n",
        "        \"WarningIndicators\": {{\n",
        "          \"CriticalWarnings\": [\"High-risk safety alerts\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Detailed safety explanations\n",
        "    - Compliance standard insights\n",
        "    - Recall information\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "iKBMTdmEvbZF"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_safety_qa ---\")\n",
        "test_qa_generators(\"generate_safety_qa\", content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "TIhXtFOGDpzH",
        "outputId": "feeecf8b-4a05-4d09-d175-2af6c378764e"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--- generate_safety_qa ---\n",
            "\n",
            "--- Calling generate_safety_qa ---\n",
            "# USER GUIDE\n",
            "\n",
            "###### SM-S931B SM-S931B/DS SM-S936B SM-S936B/DS SM-S938B SM-S938B/DS\n",
            "\n",
            "English 01/2025 Rev1 0 www.samsung.com\n",
            "\n",
            "\n",
            "-----\n",
            "\n",
            "## Safety Q&A\n",
            "\n",
            "This section addresses safety precautions, compliance standards, and recall information for your Samsung device.\n",
            "\n",
            "\n",
            "### Hazard Prevention\n",
            "\n",
            "**Q: What should I avoid doing to prevent damage to my device's camera?**\n",
            "\n",
            "**A:**  Avoid exposing the camera lens to strong light sources, such as direct sunlight. This can damage the image sensor, which is irreparable.  Also, when using the speakers, do not place the device close to your ears.\n",
            "\n",
            "\n",
            "⚠️ **WARNING:**  Direct sunlight or other strong light sources can permanently damage your camera's image sensor.\n",
            "\n",
            "\n",
            "**Q: How can I prevent connectivity issues and battery drain?**\n",
            "\n",
            "**A:** Avoid placing metallic stickers on the antenna area, using metallic device covers, or covering the antenna area with your hands while using features like calls or mobile data.  Additionally, do not cover the proximity/light sensor with accessories.\n",
            "\n",
            "\n",
            "⚠️ **WARNING:** Covering the antenna area or proximity sensor can lead to connectivity problems and excessive battery drain.\n",
            "\n",
            "\n",
            "**Q: What should I do if the air vent hole is covered?**\n",
            "\n",
            "**A:**  Do not cover the air vent hole with accessories; this may result in unwanted noises during calls or media playback.\n",
            "\n",
            "\n",
            "**Q:  What precautions should I take when using the device with a broken screen?**\n",
            "\n",
            "**A:** If the device's glass or acrylic body is broken, there's a risk of injury. Do not use it until it is repaired by a Samsung Service Centre or authorized service centre.\n",
            "\n",
            "\n",
            "⚠️ **WARNING:** Using a device with a broken screen poses a risk of injury.\n",
            "\n",
            "\n",
            "**Q: What should I avoid when using wireless charging?**\n",
            "\n",
            "**A:**  Do not place credit cards or RFID cards between the device and the wireless charger. Avoid conductive materials (metal objects, magnets) between the device and the charger.\n",
            "\n",
            "\n",
            "⚠️ **WARNING:** Failure to follow wireless charging precautions may damage the device and cards or cause overheating.\n",
            "\n",
            "\n",
            "**Q: How can I reduce battery consumption?**\n",
            "\n",
            "**A:** Optimize your device using the device care feature, turn off the screen when not in use, turn on power saving mode, close unnecessary apps, turn off Bluetooth when not in use, turn off auto-syncing, decrease backlight time and screen brightness.\n",
            "\n",
            "\n",
            "**Q: What precautions should I take when charging the battery?**\n",
            "\n",
            "**A:** Only use Samsung-approved batteries, chargers, and cables.  Never charge the device if the multipurpose jack is wet. Unplug the charger when not in use.  Charging the device while using power-intensive apps will drain the battery quickly.\n",
            "\n",
            "\n",
            "⚠️ **WARNING:** Using incompatible charging accessories can cause serious injuries or damage to your device.\n",
            "\n",
            "\n",
            "**Q:  What should I do if the device is not charging properly?**\n",
            "\n",
            "**A:** If the device isn't charging properly, take it and the charger to a Samsung Service Centre or an authorized service centre.\n",
            "\n",
            "\n",
            "**Q: What precautions should I take when inserting a SIM card?**\n",
            "\n",
            "**A:** Ensure the ejection pin is perpendicular to the hole to avoid damaging the device. Make sure the SIM card is firmly seated in the tray, and ensure both the tray and device are dry before insertion.\n",
            "\n",
            "\n",
            "⚠️ **WARNING:** Improper SIM card insertion can damage your device.\n",
            "\n",
            "\n",
            "\n",
            "### Compliance Standards\n",
            "\n",
            "**Q: Does my device meet any international standards for water and dust resistance?**\n",
            "\n",
            "**A:** Yes, your device meets the IP68 rating as per IEC 60529, tested under specific conditions.  However, this resistance is not permanent and can diminish over time.\n",
            "\n",
            "\n",
            "**Q:  Are there any regional or model-specific compliance standards I should be aware of?**\n",
            "\n",
            "**A:**  Some devices require FCC approval (check your device's settings).  Additionally, usage of Ultra-Wideband (UWB) may be restricted in certain areas (check your region's regulations).  Specific bandwidth support varies depending on the region and carrier.\n",
            "\n",
            "\n",
            "### Recall Information\n",
            "\n",
            "**Q: How can I check for any recalls or safety notices affecting my device?**\n",
            "\n",
            "**A:** Regularly check the Samsung website for safety notices and recall information specific to your device model.  Also, contact Samsung Support if you have any concerns.\n",
            "\n",
            "\n",
            "\n",
            "⚠️ **IMPORTANT:**  Stay informed about potential recalls by regularly checking the Samsung website and contacting support if needed.  Your safety is paramount.\n",
            "\n",
            "\n",
            "--- Calling generate_safety_qa_deepseek ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2023.58ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'Generations': [{'Question': 'My phone overheats while fast charging, and a warning message appears.', 'Answer': {'Description': 'The device is overheating due to high power consumption during fast charging. This is a safety precaution to prevent damage to the battery and potential fire hazards.', 'ComplianceStandards': ['IEC 62368-1', 'UL 62368-1'], 'SeverityLevel': 'Critical', 'RecallInfo': {'AffectedBatches': [], 'DateRange': ''}, 'HazardType': 'Electrical'}, 'EmergencyProtocol': ['Disconnect the charger immediately', 'Allow the device to cool down before resuming charging']}, {'Question': 'The screen is unresponsive and the device is frozen.', 'Answer': {'Description': 'The device has experienced a software crash or freeze, potentially caused by a software bug or overloaded memory.  This could lead to data loss if not addressed.', 'ComplianceStandards': ['IEC 62368-1'], 'SeverityLevel': 'High', 'RecallInfo': {'AffectedBatches': [], 'DateRange': ''}, 'HazardType': 'Electrical'}, 'EmergencyProtocol': ['Press and hold the Side button and the Volume Down button simultaneously for more than 7 seconds to force a restart.']}, {'Question': 'My phone emits a burning smell while charging.', 'Answer': {'Description': 'This indicates a potential short circuit or component failure within the charging circuitry, posing a fire risk.', 'ComplianceStandards': ['IEC 62368-1', 'UL 62368-1'], 'SeverityLevel': 'Critical', 'RecallInfo': {'AffectedBatches': ['BT2024Q1-45'], 'DateRange': '2024-03/2024-05'}, 'HazardType': 'Electrical'}, 'EmergencyProtocol': ['Immediately unplug the charger', 'Evacuate the area', 'Do not attempt to use the device until inspected by a qualified technician']}, {'Question': 'The battery swells or bulges.', 'Answer': {'Description': 'A swollen battery indicates internal damage and a potential fire or explosion hazard.  This is a serious safety concern.', 'ComplianceStandards': ['UN 38.3', 'IEC 62133'], 'SeverityLevel': 'Critical', 'RecallInfo': {'AffectedBatches': [], 'DateRange': ''}, 'HazardType': 'Chemical'}, 'EmergencyProtocol': ['Do not attempt to use or charge the device.', 'Contact Samsung support immediately for replacement.']}, {'Question': \"The device's glass or acrylic body is broken.\", 'Answer': {'Description': 'Broken glass or acrylic presents a risk of cuts and injuries.', 'ComplianceStandards': [], 'SeverityLevel': 'High', 'RecallInfo': {'AffectedBatches': [], 'DateRange': ''}, 'HazardType': 'Mechanical'}, 'EmergencyProtocol': ['Do not use the device.', 'Have the device repaired at a Samsung Service Centre or an authorised service centre.']}, {'Question': 'Dust or foreign materials have entered the microphone, speaker, or receiver.', 'Answer': {'Description': 'This can reduce sound quality or cause malfunctions.  Attempting to remove the debris with a sharp object may cause further damage.', 'ComplianceStandards': [], 'SeverityLevel': 'Medium', 'RecallInfo': {'AffectedBatches': [], 'DateRange': ''}, 'HazardType': 'Mechanical'}, 'EmergencyProtocol': ['Do not attempt to remove debris with sharp objects.', 'Contact Samsung support for assistance.']}]}\n",
            "\n",
            "--- Calling generate_safety_qa_google ---\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:tornado.access:503 POST /v1beta/models/gemini-1.5-flash:generateContent?%24alt=json%3Benum-encoding%3Dint (127.0.0.1) 2029.06ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: JSON parse failed, attempting fallback text extraction.\n",
            "{\n",
            "  \"Generations\": [\n",
            "    {\n",
            "      \"SafetyQAPairs\": []\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "\n",
            "--- Calling generate_safety_qa_sonnet ---\n",
            "{'Generations': {'Questions': [], 'Answers': [], 'RawResponse': '```json\\n{\\n  \"SafetyQA\": {\\n    \"Questions\": [\\n      \"What are the safety precautions for using the Samsung Galaxy S25 series?\",\\n      \"What are the compliance standards and regulatory requirements for the device?\",\\n      \"Is there any recall information related to the Samsung Galaxy S25 series?\",\\n      \"What should I do if my device overheats?\",\\n      \"What are the precautions for maintaining water and dust resistance?\",\\n      \"How do I safely charge my device\\'s battery?\",\\n      \"What safety measures should I take when using the S Pen (Galaxy S25 Ultra)?\"\\n    ],\\n    \"Answers\": [\\n      \"Avoid using the device with a broken glass body; avoid placing the device near your ears when using the speakers; protect the camera lens from strong light sources; do not cover air vents or sensors; and avoid attaching metallic stickers near the antenna.\",\\n      \"The device meets international standards, including IP68 for water and dust resistance. Specific compliance details can be found on the Samsung website or in the regulatory information section of the device settings.\",\\n      \"Check the Samsung website for any recall information related to your specific device model and serial number.  This information is not included in this user guide.\",\\n      \"If your device overheats, disconnect the charger, close running apps, and allow it to cool down.  Avoid using power-intensive features until the device has cooled.\",\\n      \"Avoid submerging the device in seawater or other liquids. After exposure to any liquid, carefully dry the device completely before charging or using it.  Water and dust resistance is not permanent.\",\\n      \"Use only Samsung-approved chargers and cables. Avoid charging in extremely hot or cold environments, and do not cover the charging port.   Be aware of the potential for device and charger heating during charging.\",\\n      \"Do not bend or apply excessive pressure to the S Pen. Avoid using it at sharp angles on the screen.  If the S Pen malfunctions, contact Samsung support or a service center.\"\\n    ],\\n    \"Metadata\": {\\n      \"SafetyAreas\": [\"Hazard Prevention\", \"Compliance\", \"Recalls\", \"Battery Safety\", \"Water Resistance\", \"S Pen Safety\"],\\n      \"RiskClassification\": [\"Critical\", \"Moderate\", \"Low\"]\\n    },\\n    \"SafetyDetails\": {\\n      \"HazardPrevention\": [\\n        \"Avoid using device with broken screen\",\\n        \"Proper speaker usage\",\\n        \"Camera lens protection\",\\n        \"Air vent and sensor protection\",\\n        \"Antenna area protection\"\\n      ],\\n      \"ComplianceStandards\": [\"IP68 water and dust resistance\", \"FCC ID (where applicable)\"],\\n      \"RecallInformation\": [\"Check Samsung website for updates\"],\\n      \"BatterySafety\": [\\n        \"Use only approved chargers\",\\n        \"Avoid extreme temperatures during charging\",\\n        \"Address overheating situations\"\\n      ],\\n      \"WaterResistance\": [\\n        \"Avoid submersion in seawater\",\\n        \"Dry thoroughly after exposure to liquids\",\\n        \"Avoid high-pressure water\"\\n      ],\\n      \"SPenSafety\": [\\n        \"Avoid bending or applying excessive pressure\",\\n        \"Avoid sharp angles on screen\",\\n        \"Contact support for malfunctions\"\\n      ]\\n    },\\n    \"WarningIndicators\": {\\n      \"CriticalWarnings\": [\"Device damage may cause injury\"],\\n      \"ModerateWarnings\": [\"Improper use may affect functionality\"],\\n      \"LowWarnings\": [\"May affect performance or battery life\"]\\n    }\\n  }\\n}\\n```\\n'}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "6V-pnRV7Ckwe"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 10 generate_compatibility_qa"
      ],
      "metadata": {
        "id": "a39q3ROdvbg8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_compatibility_qa(text):\n",
        "    \"\"\"Device compatibility pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create compatibility Q&A with:\n",
        "    - Supported models - Version requirements - Regional variations\n",
        "    Present compatibility as tables when possible.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_compatibility_qa_deepseek(text):\n",
        "    \"\"\"Generates device compatibility matrices with regional versioning in JSON.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested compatibility tables using model codes and ISO regions.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create compatibility Q&A pairs with:\n",
        "    1. Model numbers in SM/QE-XXXX format\n",
        "    2. Minimum firmware versions (major.minor.build)\n",
        "    3. Regional availability using ISO 3166 codes\n",
        "    4. Feature-specific compatibility flags\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Compatibility inquiry]\",\n",
        "        \"Answer\": {{\n",
        "          \"CompatibilityMatrix\": {{\n",
        "            \"DeviceModel\": \"SM-S901B\",\n",
        "            \"MinimumVersion\": \"5.1.23\",\n",
        "            \"Regions\": {{\n",
        "              \"NA\": [\"QC3.0\", \"6GHz WiFi\"],\n",
        "              \"EU\": [\"QC3.0\", \"5G Sub6\"]\n",
        "            }}\n",
        "          }},\n",
        "          \"Notes\": \"5G mmWave excluded in EU models\"\n",
        "        }},\n",
        "        \"Category\": \"Smartphone/Accessory/TV\"\n",
        "      }}\n",
        "    - Validate model numbers as Samsung's official format\n",
        "    - Use semantic versioning for firmware\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"Which Galaxy phones support DeX with 4K monitors?\",\n",
        "          \"Answer\": {{\n",
        "            \"CompatibilityMatrix\": {{\n",
        "              \"DeviceModel\": \"SM-S928B\",\n",
        "              \"MinimumVersion\": \"6.0.1\",\n",
        "              \"Regions\": {{\n",
        "                \"Global\": [\"4K@60Hz via HDMI\"],\n",
        "                \"CN\": [\"4K@30Hz\"]\n",
        "              }}\n",
        "            }},\n",
        "            \"Notes\": \"Requires HDMI 2.1 certified cable\"\n",
        "          }},\n",
        "          \"Category\": \"Smartphone\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse compatibility matrix\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_compatibility_qa_google(text):\n",
        "    \"\"\"Device compatibility pairs in JSON format, including compatibility tables.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate Question and Answer pairs about Samsung device compatibility from the following support document text, covering:\n",
        "    - Supported Samsung models\n",
        "    - Version requirements (software, OS)\n",
        "    - Regional variations in compatibility\n",
        "\n",
        "    Present compatibility information as tables within the answers whenever possible to clearly show model or version compatibility. In the JSON output, represent tables as a list of dictionaries, where each dictionary is a row.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and present compatibility information in an easy-to-understand format.\n",
        "\n",
        "    Present the output as a list of compatibility Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Question\", \"Answer\", \"CompatibilityTable\" (list of row dictionaries - see example format), \"VersionRequirements\" (string or null), and \"RegionalVariations\" (string or null). If no table is applicable, \"CompatibilityTable\" should be null.\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example, tables as list of dictionaries):\n",
        "    [\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"CompatibilityTable\": [\n",
        "          {{ \"Column 1 Header\": \"Value 1\", \"Column 2 Header\": \"Value 2\" }},\n",
        "          {{ \"Column 1 Header\": \"Value 3\", \"Column 2 Header\": \"Value 4\" }},\n",
        "          ...\n",
        "        ],\n",
        "        \"VersionRequirements\": \"...\",\n",
        "        \"RegionalVariations\": \"...\"\n",
        "      }},\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"CompatibilityTable\": null,\n",
        "        \"VersionRequirements\": \"...\",\n",
        "        \"RegionalVariations\": \"...\"\n",
        "      }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        compatibility_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        compatibility_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"CompatibilityQAPairs\": compatibility_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_compatibility_qa_sonnet(text):\n",
        "    \"\"\"Generate structured device compatibility Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create compatibility Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Device compatibility inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive compatibility explanation\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"CompatibilityTypes\": [\"Model Support\", \"Version Requirements\", \"Regional Variations\"]\n",
        "        }},\n",
        "        \"CompatibilityDetails\": {{\n",
        "          \"SupportedModels\": [\"Detailed model list\"],\n",
        "          \"VersionRequirements\": [\"Minimum/optimal version specifications\"],\n",
        "          \"RegionalVariations\": [\"Geographic compatibility notes\"]\n",
        "        }},\n",
        "        \"CompatibilityTable\": {{\n",
        "          \"Format\": \"Tabular representation of compatibility data\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Comprehensive compatibility information\n",
        "    - Model and version specifics\n",
        "    - Regional considerations\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "n5eqe5FLvbg8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_compatibility_qa ---\")\n",
        "test_qa_generators(\"generate_compatibility_qa\", content)"
      ],
      "metadata": {
        "id": "_CtxlbrSCmdn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 11 generate_maintenance_qa"
      ],
      "metadata": {
        "id": "nlcUEwtivcE4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_maintenance_qa(text):\n",
        "    \"\"\"Preventive care pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate maintenance Q&A including:\n",
        "    - Service intervals - Cleaning procedures - Part replacements\n",
        "    Add maintenance checklists with timelines.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_maintenance_qa_deepseek(text):\n",
        "    \"\"\"Generates maintenance schedules with part/tool validation in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested maintenance tiers, validated part SKUs, and interval units.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create maintenance Q&A pairs with:\n",
        "    1. Maintenance types: Preventive/Predictive/Corrective\n",
        "    2. Interval formats: Days/UsageHours/Cycles\n",
        "    3. Samsung part numbers (SPX-XXXX format)\n",
        "    4. Tool requirements with official SKUs\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Maintenance task]\",\n",
        "        \"Answer\": {{\n",
        "          \"MaintenanceType\": \"Preventive\",\n",
        "          \"Interval\": {{\n",
        "            \"Value\": 180,\n",
        "            \"Unit\": \"Days\",\n",
        "            \"Condition\": \"NormalUsage\"\n",
        "          }},\n",
        "          \"Procedures\": [\n",
        "            {{\n",
        "              \"Step\": 1,\n",
        "              \"Action\": \"Clean air vents\",\n",
        "              \"Tools\": [\"GJ-CLN45\"],\n",
        "              \"PartSKU\": \"SPX-0987\"\n",
        "            }}\n",
        "          ],\n",
        "          \"Criticality\": \"High\"\n",
        "        }},\n",
        "        \"LastServicedDate\": \"2024-03-15\"\n",
        "      }}\n",
        "    - Validate part numbers as SPX-XXXX\n",
        "    - Sort by Criticality then Interval.Value\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How often should I service my Bespoke refrigerator?\",\n",
        "          \"Answer\": {{\n",
        "            \"MaintenanceType\": \"Predictive\",\n",
        "            \"Interval\": {{\n",
        "              \"Value\": 365,\n",
        "              \"Unit\": \"Days\",\n",
        "              \"Condition\": \"HeavyIceUsage\"\n",
        "            }},\n",
        "            \"Procedures\": [\n",
        "              {{\n",
        "                \"Step\": 1,\n",
        "                \"Action\": \"Defrost ice maker\",\n",
        "                \"Tools\": [\"GJ-DEF12\"],\n",
        "                \"PartSKU\": \"SPX-4567\"\n",
        "              }}\n",
        "            ],\n",
        "            \"Criticality\": \"Medium\"\n",
        "          }},\n",
        "          \"LastServicedDate\": \"2023-09-01\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse maintenance protocol\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_maintenance_qa_google(text):\n",
        "    \"\"\"Preventive maintenance pairs in JSON format with checklists and timelines.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate maintenance Question and Answer pairs from the following Samsung support document text, including:\n",
        "    - Service intervals (how often maintenance is needed)\n",
        "    - Cleaning procedures (how to clean specific parts or the device)\n",
        "    - Part replacements (when and which parts need replacement)\n",
        "\n",
        "    For key maintenance tasks, create maintenance checklists with recommended timelines for each task.  Present timelines clearly (e.g., \"Monthly\", \"Every 6 Months\", \"Annually\").\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and provide actionable maintenance advice.\n",
        "\n",
        "    Present the output as a list of maintenance Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Question\", \"Answer\", \"ServiceInterval\" (string or null), \"CleaningProcedure\" (string or null), \"PartReplacement\" (string or null), and \"MaintenanceChecklist\" (dictionary - see example format below, or null if no checklist is applicable).  \"MaintenanceChecklist\" should contain a \"Timeline\" (overall checklist timeline) and \"Items\" (list of checklist item dictionaries, each with \"Task\", \"Timeline\", and \"Details\").\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example, checklists as nested dictionaries):\n",
        "    [\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"ServiceInterval\": \"...\",\n",
        "        \"CleaningProcedure\": \"...\",\n",
        "        \"PartReplacement\": \"...\",\n",
        "        \"MaintenanceChecklist\": {{\n",
        "          \"Timeline\": \"...\",\n",
        "          \"Items\": [\n",
        "            {{ \"Task\": \"...\", \"Timeline\": \"...\", \"Details\": \"...\" }},\n",
        "            {{ \"Task\": \"...\", \"Timeline\": \"...\", \"Details\": \"...\" }},\n",
        "            ...\n",
        "          ]\n",
        "        }}\n",
        "      }},\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"ServiceInterval\": null,\n",
        "        \"CleaningProcedure\": null,\n",
        "        \"PartReplacement\": null,\n",
        "        \"MaintenanceChecklist\": null\n",
        "      }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        maintenance_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        maintenance_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"MaintenanceQAPairs\": maintenance_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_maintenance_qa_sonnet(text):\n",
        "    \"\"\"Generate structured preventive maintenance Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create maintenance Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Maintenance and care inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive maintenance guidance\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"MaintenanceTypes\": [\"Service Intervals\", \"Cleaning\", \"Part Replacement\"]\n",
        "        }},\n",
        "        \"MaintenanceDetails\": {{\n",
        "          \"ServiceIntervals\": [\"Recommended maintenance schedule\"],\n",
        "          \"CleaningProcedures\": [\"Detailed cleaning instructions\"],\n",
        "          \"PartReplacements\": [\"Component replacement guidelines\"]\n",
        "        }},\n",
        "        \"MaintenanceChecklist\": {{\n",
        "          \"Timeline\": \"Periodic maintenance schedule\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Detailed maintenance guidance\n",
        "    - Service interval specifics\n",
        "    - Cleaning and replacement procedures\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "8ZkTUfzwvcE5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_maintenance_qa ---\")\n",
        "test_qa_generators(\"generate_maintenance_qa\", content)"
      ],
      "metadata": {
        "id": "gdI318LyCovs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 12 generate_warranty_qa"
      ],
      "metadata": {
        "id": "c2_o6Vh7vPI3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_warranty_qa(text):\n",
        "    \"\"\"Warranty/service pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create warranty Q&A covering:\n",
        "    - Coverage details - Claim processes - Void conditions\n",
        "    Include regional policy variations.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_warranty_qa_deepseek(text):\n",
        "    \"\"\"Generates warranty rules with policy validation in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with coverage timelines, ISO regions, and machine-readable void terms.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create warranty Q&A pairs with:\n",
        "    1. Policy numbers in WR-YYYY-REG format (e.g., WR-2024-US)\n",
        "    2. Coverage periods as start/end dates\n",
        "    3. Void conditions as codified rules (MODIFIED_HARDWARE = void)\n",
        "    4. Regional terms using ISO 3166 codes\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Warranty inquiry]\",\n",
        "        \"Answer\": {{\n",
        "          \"PolicyNumber\": \"WR-2024-EU\",\n",
        "          \"CoveragePeriod\": {{\n",
        "            \"Start\": \"2024-01-01\",\n",
        "            \"End\": \"2026-12-31\",\n",
        "            \"DurationDays\": 1095\n",
        "          }},\n",
        "          \"Regions\": [\"DE\", \"FR\", \"IT\"],\n",
        "          \"VoidConditions\": [\n",
        "            {{\n",
        "              \"Code\": \"LIQUID_DAMAGE\",\n",
        "              \"Description\": \"Water ingress signs present\"\n",
        "            }}\n",
        "          ],\n",
        "          \"ClaimProcess\": [\"Submit form W-45\", \"Provide proof of purchase\"]\n",
        "        }},\n",
        "        \"ProductCategory\": \"Smartphone/HomeAppliance\"\n",
        "      }}\n",
        "    - Validate PolicyNumber format\n",
        "    - Sort by CoveragePeriod.DurationDays descending\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"Does installing third-party parts void my TV warranty?\",\n",
        "          \"Answer\": {{\n",
        "            \"PolicyNumber\": \"WR-2024-GLOBAL\",\n",
        "            \"CoveragePeriod\": {{\n",
        "              \"Start\": \"2024-03-01\",\n",
        "              \"End\": \"2027-03-01\",\n",
        "              \"DurationDays\": 1096\n",
        "            }},\n",
        "            \"Regions\": [\"GLOBAL\"],\n",
        "            \"VoidConditions\": [\n",
        "              {{\n",
        "                \"Code\": \"UNAUTH_PARTS\",\n",
        "                \"Description\": \"Non-Samsung display components detected\"\n",
        "              }}\n",
        "            ],\n",
        "            \"ClaimProcess\": [\"Contact ASC\", \"Run diagnostic tool\"]\n",
        "          }},\n",
        "          \"ProductCategory\": \"TV\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse warranty policy\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_warranty_qa_google(text):\n",
        "    \"\"\"Warranty/service pairs in JSON format, including regional policy variations.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate warranty Question and Answer pairs from the following Samsung support document text, covering:\n",
        "    - Warranty coverage details (what is covered, duration)\n",
        "    - Warranty claim processes (how to initiate a claim)\n",
        "    - Conditions that void the warranty\n",
        "\n",
        "    Crucially, include regional policy variations. Warranty policies often differ significantly by region.  Represent these regional differences clearly in the output. In the JSON output, structure regional variations under a \"RegionalPolicyVariations\" key, with regions (e.g., \"USA\", \"Europe\", \"Asia\") as keys and policy details as values.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and provide accurate warranty information.\n",
        "\n",
        "    Present the output as a list of warranty Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Question\", \"Answer\", \"CoverageDetails\" (list of strings or null), \"ClaimProcess\" (string or null), \"VoidConditions\" (list of strings or null), and \"RegionalPolicyVariations\" (dictionary - see example format below, or null if no regional variations are mentioned in the Q&A pair).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example, regional variations as nested dictionary):\n",
        "    [\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"CoverageDetails\": [...],\n",
        "        \"ClaimProcess\": \"...\",\n",
        "        \"VoidConditions\": [...],\n",
        "        \"RegionalPolicyVariations\": {{\n",
        "          \"Region 1 Name\": {{ \"Policy Detail 1\": \"Value 1\", \"Policy Detail 2\": \"Value 2\" }},\n",
        "          \"Region 2 Name\": {{ \"Policy Detail 1\": \"Value 3\", \"Policy Detail 2\": \"Value 4\" }},\n",
        "          ...\n",
        "        }}\n",
        "      }},\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"CoverageDetails\": null,\n",
        "        \"ClaimProcess\": null,\n",
        "        \"VoidConditions\": null,\n",
        "        \"RegionalPolicyVariations\": null\n",
        "      }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        warranty_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        warranty_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"WarrantyQAPairs\": warranty_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_warranty_qa_sonnet(text):\n",
        "    \"\"\"Generate structured warranty and service Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create warranty Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Warranty and service inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive warranty guidance\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"WarrantyAreas\": [\"Coverage\", \"Claims\", \"Void Conditions\"]\n",
        "        }},\n",
        "        \"WarrantyDetails\": {{\n",
        "          \"CoverageSpecifics\": [\"Detailed warranty terms\"],\n",
        "          \"ClaimProcess\": [\"Step-by-step claim procedures\"],\n",
        "          \"VoidConditions\": [\"Warranty invalidation scenarios\"]\n",
        "        }},\n",
        "        \"RegionalVariations\": {{\n",
        "          \"PolicyDifferences\": \"Geographic policy variations\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Detailed warranty information\n",
        "    - Claim process insights\n",
        "    - Regional policy differences\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "kRE4yGbDtteM"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_warranty_qa ---\")\n",
        "test_qa_generators(\"generate_warranty_qa\", content)"
      ],
      "metadata": {
        "id": "_wIf1DMWCqrY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 13 generate_update_qa"
      ],
      "metadata": {
        "id": "ilbZLfB7ypcA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_update_qa(text):\n",
        "    \"\"\"Software update pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create update-related Q&A including:\n",
        "    - Version histories - Rollback methods - Security patches\n",
        "    Add update compatibility matrices.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_update_qa_deepseek(text):\n",
        "    \"\"\"Generates update guides with version validation and security metadata.\n",
        "\n",
        "    Returns:\n",
        "        JSON with semantic versioning, CVE tracking, and rollback metrics.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create software update Q&A pairs with:\n",
        "    1. Semantic versioning (major.minor.patch)\n",
        "    2. CVE numbers for security patches\n",
        "    3. Rollback success rates (%) and prerequisites\n",
        "    4. Model-specific compatibility using SM-XXXX codes\n",
        "\n",
        "    Format requirements:\n",
        "    - JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"[Update inquiry]\",\n",
        "        \"Answer\": {{\n",
        "          \"CurrentVersion\": \"6.1.1\",\n",
        "          \"TargetVersion\": \"7.0.0\",\n",
        "          \"SecurityPatches\": [\n",
        "            {{\n",
        "              \"CVE\": \"CVE-2024-1234\",\n",
        "              \"Severity\": \"Critical\",\n",
        "              \"PatchDate\": \"2024-03-15\"\n",
        "            }}\n",
        "          ],\n",
        "          \"Compatibility\": {{\n",
        "            \"DeviceModel\": \"SM-S901B\",\n",
        "            \"MinOSVersion\": \"5.0.0\"\n",
        "          }},\n",
        "          \"Rollback\": {{\n",
        "            \"Possible\": true,\n",
        "            \"SuccessRate\": 92,\n",
        "            \"Steps\": [\"Enter recovery\", \"Select rollback image\"]\n",
        "          }},\n",
        "          \"UpdateSize\": \"1.4GB\"\n",
        "        }},\n",
        "        \"ReleaseChannel\": \"Stable/Beta\"\n",
        "      }}\n",
        "    - Validate versions as X.Y.Z numbers\n",
        "    - Sort by TargetVersion descending\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How to revert from One UI 6.1 to 6.0?\",\n",
        "          \"Answer\": {{\n",
        "            \"CurrentVersion\": \"6.1.0\",\n",
        "            \"TargetVersion\": \"6.0.1\",\n",
        "            \"SecurityPatches\": [],\n",
        "            \"Compatibility\": {{\n",
        "              \"DeviceModel\": \"SM-S918B\",\n",
        "              \"MinOSVersion\": \"5.1.2\"\n",
        "            }},\n",
        "            \"Rollback\": {{\n",
        "              \"Possible\": true,\n",
        "              \"SuccessRate\": 85,\n",
        "              \"Steps\": [\"Backup data\", \"Download rollback package\"]\n",
        "            }},\n",
        "            \"UpdateSize\": \"2.1GB\"\n",
        "          }},\n",
        "          \"ReleaseChannel\": \"Stable\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse update protocol\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_update_qa_google(text):\n",
        "    \"\"\"Software update pairs in JSON format, including compatibility matrices.\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate Question and Answer pairs about Samsung software updates from the following support document text, including:\n",
        "    - Version histories and key changes in each version\n",
        "    - Methods to rollback or revert to previous versions\n",
        "    - Security patches included in updates\n",
        "\n",
        "    Present update compatibility information as compatibility matrices whenever possible to clearly show which devices are compatible with which updates. In the JSON output, represent matrices as a list of dictionaries, where each dictionary is a row.\n",
        "\n",
        "    Use consumer-friendly language. Keep answers concise and provide accurate update information.\n",
        "\n",
        "    Present the output as a list of update Q&A pairs in JSON format. Each pair should be a dictionary with keys: \"Question\", \"Answer\", \"VersionHistories\" (list of strings or null), \"RollbackMethods\" (list of strings or null), \"SecurityPatches\" (list of strings or null), and \"UpdateCompatibilityMatrix\" (list of row dictionaries - see example format below, or null if no matrix is applicable).\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example, matrices as list of dictionaries):\n",
        "    [\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"VersionHistories\": [...],\n",
        "        \"RollbackMethods\": [...],\n",
        "        \"SecurityPatches\": [...],\n",
        "        \"UpdateCompatibilityMatrix\": [\n",
        "          {{ \"Column 1 Header\": \"Value 1\", \"Column 2 Header\": \"Value 2\" }},\n",
        "          {{ \"Column 1 Header\": \"Value 3\", \"Column 2 Header\": \"Value 4\" }},\n",
        "          ...\n",
        "        ]\n",
        "      }},\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"VersionHistories\": null,\n",
        "        \"RollbackMethods\": null,\n",
        "        \"SecurityPatches\": null,\n",
        "        \"UpdateCompatibilityMatrix\": null\n",
        "      }},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        update_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        update_data = [] # Implement robust fallback parsing\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"UpdateQAPairs\": update_data} # Assuming model outputs list of dictionaries\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_update_qa_sonnet(text):\n",
        "    \"\"\"Generate structured software update Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create update Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Software update inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive update guidance\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"UpdateTypes\": [\"Version History\", \"Rollback\", \"Security Patches\"]\n",
        "        }},\n",
        "        \"UpdateDetails\": {{\n",
        "          \"VersionHistory\": [\"Detailed update progression\"],\n",
        "          \"RollbackMethods\": [\"Reversal procedures\"],\n",
        "          \"SecurityPatches\": [\"Critical security updates\"]\n",
        "        }},\n",
        "        \"CompatibilityMatrix\": {{\n",
        "          \"DeviceModelSupport\": \"Update compatibility information\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Update version details\n",
        "    - Rollback process\n",
        "    - Security update insights\n",
        "    - 1-2 sentence answers\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }"
      ],
      "metadata": {
        "id": "5ACRuRaRypcB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_update_qa ---\")\n",
        "test_qa_generators(\"generate_update_qa\", content)"
      ],
      "metadata": {
        "id": "-RQRXo5NCsIV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 14 generate_preventive_qa"
      ],
      "metadata": {
        "id": "DLwzg3PNvams"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_preventive_qa(text):\n",
        "    \"\"\"Failure prevention pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate preventive care Q&A with:\n",
        "    - Best practices - Early warning signs - Monitoring tips\n",
        "    Format as do's/don'ts lists.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_preventive_qa_deepseek(text):\n",
        "    \"\"\"Generates preventive Q&A with risk prioritization in JSON format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested maintenance categories, severity levels, and action lists.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate failure prevention Q&A from this text with:\n",
        "    1. Do’s/don’ts for device longevity\n",
        "    2. Early hardware/software warning signs\n",
        "    3. Monitoring frequency guidelines\n",
        "\n",
        "    Format requirements:\n",
        "    - Return JSON with \"Generations\" containing:\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": {{\n",
        "          \"Do\": [\"list\", \"items\"],\n",
        "          \"Dont\": [\"list\", \"items\"]\n",
        "        }},\n",
        "        \"Category\": \"Battery/Screen/Software\",\n",
        "        \"SeverityLevel\": \"High/Medium/Low\",\n",
        "        \"MonitoringFrequency\": \"Daily/Weekly/Monthly\"\n",
        "      }}\n",
        "    - Prioritize entries by SeverityLevel (High first)\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How to prevent battery swelling in Galaxy phones?\",\n",
        "          \"Answer\": {{\n",
        "            \"Do\": [\"Use 25W official charger\", \"Store at 15°-25°C\"],\n",
        "            \"Dont\": [\"Charge overnight\", \"Use while gaming >1hr\"]\n",
        "          }},\n",
        "          \"Category\": \"Battery\",\n",
        "          \"SeverityLevel\": \"High\",\n",
        "          \"MonitoringFrequency\": \"Weekly\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse preventive maintenance data\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_preventive_qa_google(text):\n",
        "    \"\"\"Failure prevention pairs in JSON format, accommodating do's/don'ts lists\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate preventive care information from the following Samsung support document text.\n",
        "    Focus on:\n",
        "    - Best practices for device maintenance and longevity\n",
        "    - Early warning signs of potential issues\n",
        "    - Monitoring tips to proactively identify problems\n",
        "\n",
        "    Format preventive advice primarily as do's and don'ts lists where suitable for clear, actionable guidance. For other information, use Question and Answer pairs.\n",
        "    Use consumer-friendly language and keep answers concise (1-2 sentences for Q&A, short phrases for do's/don'ts).\n",
        "\n",
        "    Present the output in JSON format. Structure it to include topics, and for each topic, indicate if it's presented as \"DosAndDonts\" or \"Q&A\", and provide the corresponding lists or Q&A pairs.\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format (example - model should generate similar structure):\n",
        "    [\n",
        "      {{\n",
        "        \"Topic\": \"Topic Name\",\n",
        "        \"Format\": \"DosAndDonts\",\n",
        "        \"Dos\": [\"Do this...\", \"Do that...\"],\n",
        "        \"Donts\": [\"Don't do this...\", \"Don't do that...\"]\n",
        "      }},\n",
        "      {{\n",
        "        \"Topic\": \"Another Topic\",\n",
        "        \"Format\": \"Q&A\",\n",
        "        \"Questions\": [\"Question 1...\", \"Question 2...\"],\n",
        "        \"Answers\": [\"Answer 1...\", \"Answer 2...\"]\n",
        "      }}\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        preventive_care_data = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        preventive_care_data = [] # Implement a robust fallback text parsing if needed\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\"PreventiveCareQAPairs\": preventive_care_data} # Assuming the model directly outputs the list as in \"Output Format\"\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_preventive_qa_sonnet(text):\n",
        "    \"\"\"Generate structured preventive care Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate preventive care Q&A in JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Best practice identification question\",\n",
        "          \"Early warning signs inquiry\",\n",
        "          \"Monitoring technique question\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Comprehensive best practices explanation\",\n",
        "          \"Detailed early warning signs description\",\n",
        "          \"Effective monitoring techniques guidance\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"PreventionCategories\": [\"Best Practices\", \"Warning Signs\", \"Monitoring\"],\n",
        "          \"ApproachType\": \"Proactive Care\"\n",
        "        }},\n",
        "        \"DosDonts\": {{\n",
        "          \"Dos\": [\"Recommended actions\", \"Preventive measures\"],\n",
        "          \"Donts\": [\"Actions to avoid\", \"Potential risk behaviors\"]\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Key Requirements:\n",
        "    - Provide clear, actionable preventive guidance\n",
        "    - Include specific, measurable recommendations\n",
        "    - 1-2 sentence answers\n",
        "    - Balance technical accuracy with user comprehension\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }\n",
        "\n"
      ],
      "metadata": {
        "id": "iQxe7Wgsvams"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_preventive_qa ---\")\n",
        "test_qa_generators(\"generate_preventive_qa\", content)"
      ],
      "metadata": {
        "id": "OFB4YTXUCs0Z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "### Number 15 generate_accessory_qa"
      ],
      "metadata": {
        "id": "1WfyIap1vafq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_structured_accessory_qa(text):\n",
        "    \"\"\"Accessory integration pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Create accessory Q&A covering:\n",
        "    - Pairing steps - Compatibility checks - Optimal usage\n",
        "    Include specific model numbers and SKUs.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "    return model.generate_content(prompt).text\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_structured_accessory_qa_deepseek(text):\n",
        "    \"\"\"Generates accessory Q&A with technical specs in standardized format.\n",
        "\n",
        "    Returns:\n",
        "        JSON with nested device models, SKUs, and setup complexity levels.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate accessory integration Q&A from this text with:\n",
        "    1. Pairing instructions (Bluetooth/USB-C/Wireless Dock)\n",
        "    2. Compatibility matrices (Galaxy model-to-accessory matching)\n",
        "    3. Usage best practices (charging limits, cleaning methods)\n",
        "\n",
        "    Format requirements:\n",
        "    - Use JSON with \"Generations\" containing list of:\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"DeviceModel\": \"Galaxy S24 Ultra\",\n",
        "        \"SKU\": \"EJ-TG980BBEGUS\",\n",
        "        \"ConnectionType\": \"Wireless Charging\",\n",
        "        \"Complexity\": \"Medium\"\n",
        "      }}\n",
        "    - Order by setup complexity (Simple -> Complex)\n",
        "    - Validate SKUs match Samsung's 10-char alphanumeric format\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How to pair Galaxy Buds2 Pro with S23 FE?\",\n",
        "          \"Answer\": \"Open case > tap phone notification > follow in-app steps\",\n",
        "          \"DeviceModel\": \"SM-S711B\",\n",
        "          \"SKU\": \"EI-R510NBEGUS\",\n",
        "          \"ConnectionType\": \"Bluetooth 5.3\",\n",
        "          \"Complexity\": \"Simple\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse accessory integration data\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_structured_accessory_qa_google(text):\n",
        "    \"\"\"Accessory integration pairs in JSON format\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate Question and Answer pairs about Samsung accessory integration from the following support document text.\n",
        "    Focus on:\n",
        "    - Pairing steps for accessories\n",
        "    - Compatibility checks between devices and accessories\n",
        "    - Optimal usage tips and features for accessories\n",
        "\n",
        "    Whenever relevant, include specific Samsung model numbers and/or SKUs for devices and accessories mentioned.\n",
        "    Format each question and answer pair clearly. Use consumer-friendly language and keep answers concise (1-2 sentences).\n",
        "\n",
        "    Present the output as a list of dictionaries in JSON format. Each dictionary should have the keys \"Question\", \"Answer\", \"Model/SKU\". If no specific model or SKU is relevant to a Q&A pair, the \"Model/SKU\" key can be null or omitted.\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format:\n",
        "    [\n",
        "      {{\"Question\": \"...\", \"Answer\": \"...\", \"Model/SKU\": \"ModelXYZ\"}},\n",
        "      {{\"Question\": \"...\", \"Answer\": \"...\", \"Model/SKU\": null}},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        qa_list = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        qa_list = [] # Implement a robust fallback text parsing as needed\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\n",
        "                \"Questions\": [qa_pair.get(\"Question\") for qa_pair in qa_list],\n",
        "                \"Answers\": [qa_pair.get(\"Answer\") for qa_pair in qa_list],\n",
        "                \"Model_SKUs\": [qa_pair.get(\"Model/SKU\", None) for qa_pair in qa_list] # Changed key to \"Model_SKUs\" for clarity in list context\n",
        "            }\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "def generate_structured_accessory_qa_sonnet(text):\n",
        "    \"\"\"Generate structured accessory integration Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate accessory Q&A in precise JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Pairing procedure question\",\n",
        "          \"Compatibility verification question\",\n",
        "          \"Optimal usage inquiry\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Detailed pairing steps with specific model guidance\",\n",
        "          \"Comprehensive compatibility explanation\",\n",
        "          \"Optimal usage recommendations\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"CoverageAreas\": [\"Pairing\", \"Compatibility\", \"Usage\"],\n",
        "          \"DetailLevel\": \"Technical and user-friendly\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Requirements:\n",
        "    - Include specific model numbers\n",
        "    - Provide clear, step-by-step guidance\n",
        "    - 1-2 sentence answers\n",
        "    - Technical accuracy with user comprehension\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }\n"
      ],
      "metadata": {
        "id": "bleM-isQvafq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_structured_accessory_qa_sonnet ---\")\n",
        "test_qa_generators(\"generate_structured_accessory_qa\", content)"
      ],
      "metadata": {
        "id": "-QOreL1HCtiQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Number 16 generate_legal_qa"
      ],
      "metadata": {
        "id": "1uZodtluvaYZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#original\n",
        "def generate_structured_legal_qa(text):\n",
        "    \"\"\"Regulatory/compliance pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate legal Q&A with:\n",
        "    - Certification details - Disposal guidelines - Privacy compliance\n",
        "    Include regulation numbers and citations.\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "\n",
        "#Deepseek R1\n",
        "import json\n",
        "from textwrap import dedent\n",
        "\n",
        "def generate_structured_legal_qa_deepseek(text):\n",
        "    \"\"\"Generates compliance Q&A with standardized legal references.\n",
        "\n",
        "    Returns:\n",
        "        JSON with regulation IDs, full citations, and nested Q&A pairs.\n",
        "    \"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate legal/compliance Q&A pairs from this text with:\n",
        "    1. Certification standards (e.g., ISO/IEC numbers)\n",
        "    2. E-waste disposal regulations (WEEE/RoHS directives)\n",
        "    3. Privacy frameworks (GDPR, CCPA articles)\n",
        "\n",
        "    Format requirements:\n",
        "    - Use strict JSON format with \"Generations\" as root key\n",
        "    - Each entry must contain:\n",
        "      {{\n",
        "        \"Question\": \"...\",\n",
        "        \"Answer\": \"...\",\n",
        "        \"RegulationID\": \"GDPR Article 12\",\n",
        "        \"FullCitation\": \"Regulation (EU) 2016/679\"\n",
        "      }}\n",
        "    - Sort by regulation importance (EU directives first)\n",
        "\n",
        "    Example:\n",
        "    {{\n",
        "      \"Generations\": [\n",
        "        {{\n",
        "          \"Question\": \"How should I dispose of Samsung batteries?\",\n",
        "          \"Answer\": \"Follow WEEE Directive 2012/19/EU through certified recyclers.\",\n",
        "          \"RegulationID\": \"WEEE Directive\",\n",
        "          \"FullCitation\": \"Directive 2012/19/EU on waste electrical equipment\"\n",
        "        }}\n",
        "      ]\n",
        "    }}\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    try:\n",
        "        response = model.generate_content(prompt).text\n",
        "        response = response.strip(\"` \\n\").replace(\"json\", \"\")\n",
        "        return json.loads(response)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\"error\": \"Failed to parse legal compliance data\"}\n",
        "\n",
        "\n",
        "#Google AI STudio\n",
        "def generate_structured_legal_qa_google(text):\n",
        "    \"\"\"Regulatory/compliance pairs in JSON format\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate legal Question and Answer pairs from the following Samsung support document text.\n",
        "    Focus on:\n",
        "    - Certification details (e.g., FCC, CE, UL)\n",
        "    - Disposal guidelines (e.g., WEEE, battery disposal)\n",
        "    - Privacy compliance (e.g., GDPR, CCPA)\n",
        "\n",
        "    Include relevant regulation numbers and/or citations where applicable.\n",
        "    Format each question and answer pair clearly. Aim for consumer-friendly language and keep answers concise (1-2 sentences).\n",
        "\n",
        "    Present the output as a list of dictionaries in JSON format. Each dictionary should have the keys \"Question\" and \"Answer\". If applicable, include a \"Citation\" key with the regulation number or citation. If no citation is relevant, the \"Citation\" key can be null or omitted.\n",
        "\n",
        "    Text: {text}\n",
        "\n",
        "    Output Format:\n",
        "    [\n",
        "      {{\"Question\": \"...\", \"Answer\": \"...\", \"Citation\": \"...\"}},\n",
        "      {{\"Question\": \"...\", \"Answer\": \"...\", \"Citation\": null}},\n",
        "      ...\n",
        "    ]\n",
        "    \"\"\")\n",
        "    response_text = model.generate_content(prompt).text\n",
        "\n",
        "    try:\n",
        "        qa_list = json.loads(response_text)\n",
        "    except json.JSONDecodeError:\n",
        "        print(\"Warning: JSON parse failed, attempting fallback text extraction.\")\n",
        "        qa_list = [] # Implement a robust fallback text parsing as needed, similar to before.\n",
        "\n",
        "    output_json = {\n",
        "        \"Generations\": [\n",
        "            {\n",
        "                \"Questions\": [qa_pair.get(\"Question\") for qa_pair in qa_list], # Use .get to handle potentially missing keys\n",
        "                \"Answers\": [qa_pair.get(\"Answer\") for qa_pair in qa_list],\n",
        "                \"Citations\": [qa_pair.get(\"Citation\", None) for qa_pair in qa_list] # Get citation, default None if missing\n",
        "            }\n",
        "        ]\n",
        "    }\n",
        "    return json.dumps(output_json, indent=2)\n",
        "\n",
        "\n",
        "#Sonnet\n",
        "\n",
        "def generate_structured_legal_qa_sonnet(text):\n",
        "    \"\"\"Generate structured legal compliance Q&A pairs\"\"\"\n",
        "    model = genai.GenerativeModel('gemini-1.5-flash')\n",
        "    prompt = dedent(f\"\"\"\n",
        "    Generate legal Q&A pairs in strict JSON format:\n",
        "    {{\n",
        "      \"Generations\": {{\n",
        "        \"Questions\": [\n",
        "          \"Legal question addressing certification\",\n",
        "          \"Regulatory compliance question\"\n",
        "        ],\n",
        "        \"Answers\": [\n",
        "          \"Detailed answer with specific regulation citations\",\n",
        "          \"Precise compliance explanation\"\n",
        "        ],\n",
        "        \"Metadata\": {{\n",
        "          \"ComplianceAreas\": [\"Certification\", \"Disposal\", \"Privacy\"],\n",
        "          \"RegulationScope\": \"Comprehensive legal overview\"\n",
        "        }}\n",
        "      }}\n",
        "    }}\n",
        "\n",
        "    Key Requirements:\n",
        "    - Include precise regulation numbers\n",
        "    - Cite specific legal standards\n",
        "    - 1-2 sentence answers\n",
        "    - Technical but understandable language\n",
        "\n",
        "    Text: {text}\n",
        "    \"\"\")\n",
        "\n",
        "    response = model.generate_content(prompt)\n",
        "\n",
        "    try:\n",
        "        return json.loads(response.text)\n",
        "    except json.JSONDecodeError:\n",
        "        return {\n",
        "            \"Generations\": {\n",
        "                \"Questions\": [],\n",
        "                \"Answers\": [],\n",
        "                \"RawResponse\": response.text\n",
        "            }\n",
        "        }\n"
      ],
      "metadata": {
        "id": "LkPXNEzivaYa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Example Usage:\n",
        "print(\"--- generate_structured_legal_qa_sonnet ---\")\n",
        "test_qa_generators(\"generate_structured_legal_qa\", content)"
      ],
      "metadata": {
        "id": "fiyC3wLOCuPO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "WHlnaxQoJ1WQ"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}