gpt_4o_exploring.ipynb

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  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qNMug0mIThOZ",
        "outputId": "e3ab4bf7-5f05-4916-d06d-963aeadc00b4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting openai\n",
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            "Successfully installed h11-0.14.0 httpcore-1.0.5 httpx-0.27.0 openai-1.30.1\n"
          ]
        }
      ],
      "source": [
        "!pip install openai --upgrade"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Load the model"
      ],
      "metadata": {
        "id": "7Ta-odivUlpe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from openai import OpenAI\n",
        "import os\n",
        "from google.colab import userdata\n",
        "\n",
        "model_name = \"gpt-4o\"\n",
        "client = OpenAI(\n",
        "    api_key = userdata.get('OPENAI_API_KEY')\n",
        ")"
      ],
      "metadata": {
        "id": "e4wTBDdwUDHb"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Chat Completions"
      ],
      "metadata": {
        "id": "H-i2N_hCUqUy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "completion = client.chat.completions.create(\n",
        "    model = model_name,\n",
        "    messages = [\n",
        "        {\n",
        "            \"role\": \"system\",\n",
        "            \"content\": \"You are a helpful assistant. Help me with the following problem.\"\n",
        "        },\n",
        "        {\n",
        "            \"role\": \"user\",\n",
        "            \"content\": \"Solve the following equation to get the value of X, '2X + 5 = 9'\"\n",
        "        }\n",
        "    ]\n",
        ")\n",
        "\n",
        "print(\"Assistant: \" + completion.choices[0].message.content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FpA7Z0oDUkE6",
        "outputId": "363e4f77-f982-4519-f001-0630f677b6c8"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Assistant: To solve the equation \\( 2X + 5 = 9 \\) for \\( X \\):\n",
            "\n",
            "1. Subtract 5 from both sides of the equation to isolate the term with \\( X \\):\n",
            "   \\[\n",
            "   2X + 5 - 5 = 9 - 5\n",
            "   \\]\n",
            "   Simplifying this, you get:\n",
            "   \\[\n",
            "   2X = 4\n",
            "   \\]\n",
            "\n",
            "2. Divide both sides by 2 to solve for \\( X \\):\n",
            "   \\[\n",
            "   \\frac{2X}{2} = \\frac{4}{2}\n",
            "   \\]\n",
            "   Simplifying this, you get:\n",
            "   \\[\n",
            "   X = 2\n",
            "   \\]\n",
            "\n",
            "So, the value of \\( X \\) is \\( 2 \\).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "completion = client.chat.completions.create(\n",
        "    model = model_name,\n",
        "    messages = [\n",
        "        {\n",
        "            \"role\": \"user\",\n",
        "            \"content\": \"What is the capital of Egypt and what it is famous for?\"\n",
        "        }\n",
        "    ]\n",
        ")\n",
        "\n",
        "print(\"Assistant: \" + completion.choices[0].message.content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c4izgAgIVzm-",
        "outputId": "2f1ada09-51a4-43b7-d7fc-84cec5ffc3a7"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Assistant: The capital of Egypt is Cairo. It is famous for its rich history and cultural heritage, being one of the oldest cities in the world. Some key highlights that make Cairo renowned include:\n",
            "\n",
            "1. **Pyramids of Giza**: Located on the outskirts of Cairo, these ancient structures, including the Great Pyramid, are among the most famous landmarks in the world.\n",
            "2. **The Sphinx**: Also located near the Pyramids of Giza, this iconic limestone statue combines the body of a lion with the head of a pharaoh.\n",
            "3. **The Egyptian Museum**: This museum houses an extensive collection of ancient Egyptian antiquities, including the treasures of Tutankhamun.\n",
            "4. **Historic Islamic Architecture**: Cairo is home to numerous impressive mosques, such as the Al-Azhar Mosque and the Mosque of Muhammad Ali, showcasing stunning Islamic architecture.\n",
            "5. **Cultural Heritage**: Cairo's vibrant culture includes bustling bazaars like the Khan El Khalili market, traditional music, dance, and rich cuisine.\n",
            "6. **The Nile River**: The river runs through Cairo, providing scenic views and opportunities for river cruises.\n",
            "\n",
            "All these attributes make Cairo a significant center for both historical and modern-day Egypt.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Json mode"
      ],
      "metadata": {
        "id": "-IXL62HHWJZR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import json\n",
        "\n",
        "completion = client.chat.completions.create(\n",
        "    model = model_name,\n",
        "    response_format = {\n",
        "        \"type\": \"json_object\"\n",
        "    },\n",
        "    messages = [\n",
        "        {\n",
        "            \"role\": \"system\",\n",
        "            \"content\": \"You are a helpful trainer that always responds in JSON format.\"\n",
        "        },\n",
        "        {\n",
        "            \"role\": \"user\",\n",
        "            \"content\": \"I want to lose 5 kgs in one month, create a workout routine that helps me with that.\"\n",
        "        }\n",
        "    ]\n",
        ")\n",
        "\n",
        "print(completion.choices[0].message)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5CZDd3vCWDsb",
        "outputId": "51ded2bf-34f7-46c1-aaf3-90872155b013"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ChatCompletionMessage(content='{\\n  \"WorkoutRoutine\": {\\n    \"Duration\": \"1 Month\",\\n    \"Objective\": \"Lose 5 kgs\",\\n    \"WeeklySchedule\": {\\n      \"Monday\": {\\n        \"Cardio\": \"30 minutes running or jogging\",\\n        \"StrengthTraining\": {\\n          \"Exercises\": [\"Squats\", \"Push-ups\", \"Lunges\", \"Plank\"],\\n          \"Reps\": \"3 sets of 12-15 reps each\"\\n        }\\n      },\\n      \"Tuesday\": {\\n        \"Cardio\": \"30 minutes cycling or brisk walking\",\\n        \"StrengthTraining\": {\\n          \"Exercises\": [\"Deadlifts\", \"Bicep Curls\", \"Tricep Dips\", \"Russian Twists\"],\\n          \"Reps\": \"3 sets of 12-15 reps each\"\\n        }\\n      },\\n      \"Wednesday\": {\\n        \"Activity\": \"Yoga or Pilates\",\\n        \"Duration\": \"45-60 minutes\"\\n      },\\n      \"Thursday\": {\\n        \"Cardio\": \"30 minutes running or jogging\",\\n        \"StrengthTraining\": {\\n          \"Exercises\": [\"Leg Press\", \"Chest Press\", \"Pull-ups\", \"Mountain Climbers\"],\\n          \"Reps\": \"3 sets of 12-15 reps each\"\\n        }\\n      },\\n      \"Friday\": {\\n        \"Cardio\": \"30 minutes swimming or rowing\",\\n        \"StrengthTraining\": {\\n          \"Exercises\": [\"Overhead Press\", \"Hamstring Curls\", \"Calf Raises\", \"Bicycle Crunches\"],\\n          \"Reps\": \"3 sets of 12-15 reps each\"\\n        }\\n      },\\n      \"Saturday\": {\\n        \"Activity\": \"Hiking or any outdoor sport\",\\n        \"Duration\": \"60 minutes\"\\n      },\\n      \"Sunday\": {\\n        \"Activity\": \"Rest or light stretching\",\\n        \"Duration\": \"30 minutes\"\\n      }\\n    }\\n  }\\n}', role='assistant', function_call=None, tool_calls=None)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "json.loads(completion.choices[0].message.content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "55hYrz7sXJ2f",
        "outputId": "9f751bde-16ee-4f0b-cd6a-3f35a0741ed5"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'WorkoutRoutine': {'Duration': '1 Month',\n",
              "  'Objective': 'Lose 5 kgs',\n",
              "  'WeeklySchedule': {'Monday': {'Cardio': '30 minutes running or jogging',\n",
              "    'StrengthTraining': {'Exercises': ['Squats',\n",
              "      'Push-ups',\n",
              "      'Lunges',\n",
              "      'Plank'],\n",
              "     'Reps': '3 sets of 12-15 reps each'}},\n",
              "   'Tuesday': {'Cardio': '30 minutes cycling or brisk walking',\n",
              "    'StrengthTraining': {'Exercises': ['Deadlifts',\n",
              "      'Bicep Curls',\n",
              "      'Tricep Dips',\n",
              "      'Russian Twists'],\n",
              "     'Reps': '3 sets of 12-15 reps each'}},\n",
              "   'Wednesday': {'Activity': 'Yoga or Pilates', 'Duration': '45-60 minutes'},\n",
              "   'Thursday': {'Cardio': '30 minutes running or jogging',\n",
              "    'StrengthTraining': {'Exercises': ['Leg Press',\n",
              "      'Chest Press',\n",
              "      'Pull-ups',\n",
              "      'Mountain Climbers'],\n",
              "     'Reps': '3 sets of 12-15 reps each'}},\n",
              "   'Friday': {'Cardio': '30 minutes swimming or rowing',\n",
              "    'StrengthTraining': {'Exercises': ['Overhead Press',\n",
              "      'Hamstring Curls',\n",
              "      'Calf Raises',\n",
              "      'Bicycle Crunches'],\n",
              "     'Reps': '3 sets of 12-15 reps each'}},\n",
              "   'Saturday': {'Activity': 'Hiking or any outdoor sport',\n",
              "    'Duration': '60 minutes'},\n",
              "   'Sunday': {'Activity': 'Rest or light stretching',\n",
              "    'Duration': '30 minutes'}}}}"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Image Understanding"
      ],
      "metadata": {
        "id": "KbCHKOn2XZdR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Image, display\n",
        "\n",
        "path = \"/content/The_Algebra_of_Mohammed_Ben_Musa_-_page_82b.png\"\n",
        "\n",
        "display(Image(path))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "id": "s555eomfZAvS",
        "outputId": "584ac1b3-623b-4ebd-ef46-cdc419a0a221"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "response = client.chat.completions.create(\n",
        "    model = model_name,\n",
        "    messages=[\n",
        "        {\n",
        "            \"role\": \"system\",\n",
        "            \"content\": \"You are a helpful assistant that responds in Markdown. Help me with my math homework!\"\n",
        "        },\n",
        "        {\n",
        "            \"role\": \"user\",\n",
        "            \"content\": [\n",
        "                {\"type\": \"text\", \"text\": \"What's the area of the triangle?\"},\n",
        "                {\"type\": \"image_url\", \"image_url\": {\"url\": \"https://upload.wikimedia.org/wikipedia/commons/e/e2/The_Algebra_of_Mohammed_Ben_Musa_-_page_82b.png\"}}\n",
        "              ]\n",
        "        }\n",
        "    ],\n",
        "    temperature=0.0,\n",
        ")\n",
        "\n",
        "print(response.choices[0].message.content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YqjpJMc_XTyq",
        "outputId": "1aecd47c-3ee9-4ad9-ba26-06bb9c3ffcdf"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "To find the area of the triangle, we can use Heron's formula. Heron's formula states that the area of a triangle with sides of length \\(a\\), \\(b\\), and \\(c\\) is:\n",
            "\n",
            "\\[ \\text{Area} = \\sqrt{s(s-a)(s-b)(s-c)} \\]\n",
            "\n",
            "where \\(s\\) is the semi-perimeter of the triangle:\n",
            "\n",
            "\\[ s = \\frac{a + b + c}{2} \\]\n",
            "\n",
            "For the given triangle, the side lengths are \\(a = 6\\), \\(b = 5\\), and \\(c = 9\\).\n",
            "\n",
            "First, calculate the semi-perimeter \\(s\\):\n",
            "\n",
            "\\[ s = \\frac{6 + 5 + 9}{2} = \\frac{20}{2} = 10 \\]\n",
            "\n",
            "Now, apply Heron's formula:\n",
            "\n",
            "\\[ \\text{Area} = \\sqrt{10(10-6)(10-5)(10-9)} \\]\n",
            "\\[ \\text{Area} = \\sqrt{10 \\cdot 4 \\cdot 5 \\cdot 1} \\]\n",
            "\\[ \\text{Area} = \\sqrt{200} \\]\n",
            "\\[ \\text{Area} = 10\\sqrt{2} \\]\n",
            "\n",
            "So, the area of the triangle is \\(10\\sqrt{2}\\) square units.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Image, display\n",
        "\n",
        "path = \"/content/gpt-40-01_dark.png\"\n",
        "\n",
        "display(Image(path))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "1LJHXkc4ZTCx",
        "outputId": "ade7ca22-70b3-49b5-f9ac-027ffe59d566"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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s3lx2NbJRpcdBT80iQOvtdAxFEFerWOwUj1alyLvlcn5t7uS/yeVxAU25rsOgsYMU9J93GGgV11HlPBbjPOL1z9MIWIvX/+O5ubm1WQLrqvLruJOv0zjXg+s0v35v5bpGBm8VAX2tcrler7cTAAAAAAAAAHCu9Pf2H561DFST9Zu9ve7Dex81X3371c5MA80CAMCzIJAKgCP76bf/YqXf699I51AEU3X7B9mKLlfXRyDN5ubm7Tx7EDRTq9Uebm1trdbr9fvVoJciECqCqFbLdbns7cHjDGQLasf/iuCr1SJ4qqqVj3MjH78TdS0tLa2lGeX9DuuM+nNdEZzUKpYPy8VxIitRPpe1R48evRMBUeW2RqNxbXl5eWTDVZxXrjfqLDMwXS2fW1URGFWeyztXrlwZea3Ea7uxsfF2vN5F+ZX8Gt+cNVNTaTCIKz+ny0V2qkP5Od7NzyOeQzQwLs7Pz38U5zAYFFYEokWgWatY1cmv3VN/6yJY6jCbV5x3cY3cy+uvFs8pldNc39V8Prfi9Y+6Zg2oivrzvjfLgLZc11pebo65Tg9f+8gIdtQALi6WMqAzMtnla+elWJfnP42MZ9VAy6PWm+t5Jf5NiuDNvPrTCEA8Sqa9QfGezOcb7/HdYwaeAgAAAPAcKwchy7MvTduOFW1fc3Nzx+60mtu3dqdpK4tBsnL79kIMnDZu0DcAYHr/9fdOPyvOf/P/7XQSHMG9//CVW73+eQuiKvWbaa8bfS9uJgAAOGUCqQA4slq/f6ufzrF+av31t/+s9d/90f/Urq6OAJt8A3WhCJ6JwJPIlrS6ubkZNzXjRmozHpXApFg3KvDpMLApbowWWZJW03hR971c9qVc5+00m5cqx7tXPf6I46zOz89frazbmSbIJm4k533fKuZfGdyez30lsi8Vi53IRDWpzrgJnF/jdp6NoKR30jEMBHEdBA7luj9XLoLGctn19DiYKrJFPczl4u8Zf+t47Zrp6dewE0FZg69Rvokd18thmSKQ62HlNRgqAsZyuVZ+va7NGmBSBLTFud0p6pp0nYab+XW+m3iuVQPsIgAwrt3yOon5eMS/V/laWtvb27s9bUBVXPf5vXAnggergYOlmI/rM953xwnmi3+bI8tbBIPmRYFUAAAAAMxkyOBZQ9ux8vTmYPBSMYDQvXR8a/nx9qRCuQ1sPc4nT6N8OwEAM+vfaC589lm6nj/tWxGA0ht/D/0L8Xe/18w3vfI96X7aqad0W2AV07j3QbPZ60/ue3GW9fI78g/+w1fe/d3/x0/aCQAATlE9AcARHGSj6h8Eapxrtf7jYKlB+eboar6R+mp6HJBSimCbVkpPPe9OvokZGZxGBadUy1YzWEWwy81Go/Fy3rcWx8qPuGnaKQtH2Xyz9jgZv6IBeDcCiaL+ONaw46QjpHyP0S8nFHmznInsWtMGYuSyN/f29l6O1/+o2XAiWC09ed1jlM7VUWUjmCO//vGarFVWx+vWSo9fl4XKuT3IZV8eFgAS2XGqy0UgV7PYby3/DS7n5/ViPGI+r75fKR7BTusRhJJmFNfdlNdpXAeXx1ynPCfiOovsa8W/ReNuEsW2G1F2mmszOp/k6/6jMgPbGIu53Ce5zrfS0Z3TEdYAAAAAOG3RfhwDaqVKENUIi1GuaG8+FdHmlgCAY/kv/+/m9b/7r+mTXkqrEUhVq51+ENWhx1mFVvK5ffJ3v9e8dxYyZXG29Rv7x+k/cmY0+mnSPWUAAHjmZKQC4Gh6TwJlzrV+av386sOFFx9cPgxEiWwt8/PzkfFkmkaoMovR3RGZWw4bYssAg8i2dOXKlafqLrIR7Wxvb7crGZLCrXw+azMEIkXAzG5x3J18TpeH7BvHimxGa3k6GMzQjOc/6Xj1ev2tSgabTnVb7F8Npshl22lKs2ZlGlRkglotFncje9S48uXIo5HdJk0Qzym/Zp9EYNiI7GOlVnn8IsiuPbA9ltv52Gu5rvhbH2S+yucdo5iOPd+qalahNHnUtIXipv/ao0ePbh41SI3zLa6ZapBfenyNvpPfow/yddGJFXNzc9FBZCU9+behWfyb9OqoevN1FVnkHlZWHdSbH5F9qlNkbIs6v1EeO9e5lvf7eNb3fJHV7+zc4AIAAADg3MhtS9XBzkI7t129k+8H7MQAWtHOlddFW9fhYF3FgGe/GDFIVSe3e7XTlHJdK+V8Pu4vxpWNtrwiaxYAcEQRnJTvaK/U0rkQAVWt//p7zcuyUzFSLd9v7adzr//4XvSFCAoDAOD8EkgFwJHUUr95AdpnDuz9Xy410+PgojIQ53OBBnna3t/f34kAlLiBOSTYIDK3XM3bXh0IUimDmlIxbQ8GUVXFzdpcx+XIAlOcQxwryq+mKSwtLV2LaZxjTMcFzOQbvyv5BvAr6ensLgdBZHl6c9R+xWvUKpfzDd9qdqWDQIzKYruawakIXHozPyIL00IRhPV+BFsNy/Q0i0qQSOn2uDojI04Ec1RWtfPj3Uaj8aDcr3LjPP7OrfQ4e9S9vP6l/FrfTmNEdq0hQVSH8nXQzq9/1HGnWNWaJogtFMF+D/O5lK91XKfxd3gw4jqNwMcIcFvJ+7Xyc7983Neb8yf/7VdSJVtbBBoOuQ7a8cjXyGpkmEqP/91ajOx4wzqLFP8erFdWjQrgbA/++5qvx7j2hwYPxvX7wgsvLEQQVt6nWWR9e3OaoEcAAAAAGKY6eFqev53baFer28sBz/JjLbdl381tq9eLTUMHPIsgqrzP22kKuX3tTmWxk9tuD9vayozwZVtYbrd7pQi6aiYA4Ej+y/+neaffTyvpfGn2UnoomIpR+v2n+nacZwv3Pmo2337VdQ4AwOkRSAXAkfQv0A28+t5BY9NBIFWRFahZbBoaaFDcLG2nJ8EGZWBAc35+PgIKqoEB1UCqg+CaNEHUn2+qRvDWnWKfCOJZTTOYNuNQvhl7MzIVDay+sbW1tVCv158KRCoDc6qvUZFdq13dOde3WKn/45gWGWvi+bSK9akyXcl1RpnVScFJ4xQBYM3iHB7kuu6OKf5SJXPV0JvmYeDG+Wo5AmiMQpqX3y+fe65rN79e1V07E7JWHYjAlPy3jiCnVvEcVvLk7qT9Ll26dKcSRDXNdVoNYJk5+xUXxmEGusisNi6YLrbla/ydyqi3cZ1+7trs9XqH77usMyKI6rDOCOKrBGi1Irhy8N+QEAGkudzBsQfeWwAAAAAws/fee+9qqrRjDWsPrtrf31/N7bXRnhbtWAvFAGLtdARFlvUyiOtz7blFe20r5qMtrGw/BwCO5m9/r7mSP07Pa7abGNDWvVw+594HzWYv7ScAAOBk6JUIwFEtpAsm38xcScXNyjAiW8tTYnuUq6w6CAyoLFcDCjpFYM5EkRWpstgsM0ydtMheNLDq4HxjtMt88/aTzc3Nj/LjYUzzTeNPiqCrZlH2/rDsWnnfZrW+yPyU10XgRCuNEcFJcZyjPNfiNT+8EZ1vNt+cdKxyPj+ntUk3zUOUKbKTlfvdK+fz36szUP/9NKUy2Kyo85VJ5eO5FqORlsee5Totr8fB65Tnw2GQ4zSBfnNzc2vD9i1FgN7gtTgpiDOuxeJ9dJDtL79Xpwr6BAAAAIDjGBgA7N1J5Yt2rneH7T+Log1ttVLP7UntuQDA8dRSupXOsX6+l/tff6/ZSnCB7e/vNxMAAJwigVQA8MSblfl3p72ZGeUiA1Jl1dXK/MeV+U6a0uCxX3jhhWcSSFXcDO5UVkVGqHZlOW4Ot4pp9RxuLi8vrwyrM78Wh+Xq9Xq/2+2uFYsROHG70Wi8vLe392I8er3etVRkAyuPV2T1mlrciK4GNc16Izqfw9RBTzEKaWWxGZm2YubRo0edarn8vDtpSrns4fPPr8+LU+xSvb7as1yn1QCvfNy3EhxDfj8cBlJGQOK012IEaOX3/8sRiDkquDRfnw9ynW8PeTxIAAAAAHA8Mw/uk9tWj9RGn9vHH5bz0YY2bICjaDcf1haWZrinAAA8Ftmo0pOBQc+t/jkPBgMAADjr5hIAcKB6IzTPT5U5qtTr9T7ONzYPAlwGsgpFPWXAypGDoT777LOxN3Yji9OlS5eu5vN+JT9+MU2GpYpmZf5Oms6dra2tb0Tmp3HBE5WRNjsjMidFUMSDjY2N1fy6lY3BrcgONk3GnJBf+9ivGfOjbkSPMzc315m2bASebW5udtKT1ywCqXaK9TtpSNaeSarXXT7/n08qX72+8r7vpxnkfTuVfVuJ500nFdduZCTL/060xxXO761WZfFz/ybm6+kblbJTByROE3BVBFh97pj5vJvlv7UAAAAAMK0Y/Cq3iR7MV9u1Jqi2xR60VRXtz2vT7JzbuW/l/ZrFYiefw+1h5Ua10+U257i30EwAwNTqtfRm8ZF/rvVrafHnN5oLL97tzBwADgAAwGQyUgHAEwsj5mfd91Cj0ahmT2lGwFOaQgQ5VBY7Reaokebn51fyDdnIynQj3wS+Pu1xyoxKQ7RzfZcja9Ty8nItHtmr1VEw8/ar3W73ozF1HJ7/iCCqQxH4Vc00k+ueKltSBFzlsivlcUbdiD5hh69tfv6Hf5d8Hu+W871eb+qAqmpgVN7v0ynKHx4zP9+X0gwGRk3V6P6cqWYkqwQuDhX/huTytyrl7w9uT08CB3ernT3i36/oJJIf9zY3Nx/m6Xqe3ojscQkAAAAATsGjR4+i/blsE20NtMF/Tm7Tup6etH913njjjZkypUdbWGWgsWhfuz1tRncA4Oj6/dkHvjyT+mnh//pIQDUAAMCzIiMVADzxcSpujA5klZool3+znM83Rz8u5+PG6ObmZjvPtvLjIGtUmmK0ynq9/lZldMz2pPIRsNXtdstsUgsRWJWnd9Nk1weWd/Nxrw0bAbPMELO+vv4g1x91R7BTBFs8zOteHhPs9WCaG8SR3So/hzLTTCtuNI/bL7bn8oeBHr1e7+by8nInzag45jSvVRngdhiMlF/3TmVzOz8Ozif/zd7Kr8nqpAC44jlcHahjrAi2yvUfzEcwW568naY0MNLqxKAtLpb9/f27+b1bjmLbiiCnfE3cLN7bh+I6z+vvpCej3XYGM73Nzc1Vb0Id7F9czxHQ2epXhvor5iPwMjLZrUXAo04jAAAAAHyRoq02t4fFQFwH7ei5/SsGAFrNbVX3q21VMYBQbse/PhgElWaU23GrAxl9rn0NAHhmmumC6PZmHvwVAC68ok/LYtm3L/9+383zH+ff9+2j9kWJtoCiH0yrHNS6GAy7PSqL9FEMnnscIzJgd7vd9qQ+ZgCcPIFUAFDIP0zWIgCmWIwggxvLy8sTA2wi80ret1mppz1Q7+1cb6uYv7O9vT32h1v8aKpkWYofTfcrx1rMy4cNpvv7+zvxQ2ogYCvcyscZG8AUdVWPU7g96Qdg8cNtJR8vftTFj8j4MXkjT1eL59gpA33CYCabUYrnsFPUGc+7lcYEnRU3opvFYhxzMb9240YYa45YfyvvF89hbdzrFT+a8zHuVVZ1qgEo8bpVg+bm5+fj/G6mMfJziJv25d+zM5jVp1q2si1GPi0D4Bbi+svnMfFGfoygmv82rXK5mgGM50O8d/O/C5dzA8zDVART5Wvio3zdxns6ruWFYn31pky70Wh8LlgvNxw1K8FSvyiCqMp6R4p/c3K5CJS8LJgKAAAAgC9StPdHW3CZrT2CpXJb1WrRLh1tZM14VNq9Yt3tWYOgiraylXL5KIFYAAAAwBNFv6fVVPRpGRzgN/8OT9FvK/q4zNIfpej3d2Ow3qLv261cZ/RJu32cAVKKAKpoi2gNHiMe9Xq9EwMTT9P/C4CTU08AwIEiUKVdWRXZU26NKh+BNfnH0p3qyJSx/xtvvPFgTL0LEWzw3nvvXR1WZ/zoyz+Q1svlPL9WDa6JQKwYKbN8VLPCRGaZSlUTjxOZpAZW704TOFY53juV+cPMVvHjrlpuMNvNBFOPrlENCsqa8YNz3CONDvA4uHE+kBnqKfGDdn5+/qkgkWE3v4uAk/I53Miv8724aT5YLq6dvG29yChVPp/DYJXYp/p3rgZwDV6ncf3FdTrsOJVjxY/+6t/WCKjPqWgsyu/zl+PflsrqaAxqpSIwsrL+bi47NOCp1+s1K4tfrgZRRfBoflze29t7MR4xn1dXAyoPgq7i2kwAAAAA8AXK7auruW3s1fR0W/TBqNPp6TbkTm7XujZLm3mpGCTssB5tsQAAAHB00f+q6Pc0qZ9Jq9vtfrK9vf3WhHIHfbM2Nzc/qgZnjRADrtyLc0hHEH22ou9XejI4+qhjxEAvH43q/wXAyZORCgAqIhBmICAgfqSs5B80O/nmZ6QB7kQAQaTxLYJgqj+kOsMytwypN/ZfL7IX7eR6fpHr/3KeX8nzT9X36NGjsRmNqiJgKdcZ5e8Uq8rjRCBTO45TnvfAcUqzBDzFzeBq5qmFCIqIjDeRKjlG+SiV69OMch1fdMriO/m1ih/S7fz4ND+33fw6lVm3WtWCESiSb6CvDVZQZNWKAKs7RbnIvrOSfxQ/iOsn1uV6vxF1Vv8GUd8sqaCHXad5OQK32uV1GvVHKughf++4Ti8nnkvFKDf3qln0xriRr+erufy1CQGRrWIa/yZE55LBsu14FP8WHf77VM1kBwAAAADPWrRVz8/PlyNNT3Iw2FVu07q7t7d3e5Y27lz/9cr8uwkAAAA4kmKQ85XKqugDd3tubq4T/bS2traiX1f0wzocZLvb7a5tbGx8OqovVrQPVPtdlfXmdoAYJDj6CC7U6/Vmtc44h3wuMUj51H35ioGvVyuroi/a/Vz3TlFn9Oe6XjmPxXxe+fTWLx+lrx0AsxFIBQAV8QNre3v7cv5BdKeSLSh+GMVN0whIOUipW00PXBibGrisd+BHWCselWCkp+rLN2evzfqjKEbHzD/aYjZ+yJXBMwc/GEec926lXDMdQ3muRTDRTnHcVGTNak9ZTTXD1tjnnv9GN/NrPnVGm+qP2yIbz/vDfpAWj2GvVYhziqCnkaOQVv4GdyrHjmCUq0epb5jK9bSaF8tRVBbK45TnPut1ysU2pIHmoBEogh/La2JIA1P8+xcj3qzkMvfH1T8p4CreG7mhaqHIEHeQyS43/tzV+AMAAADAsxYjOg+0z0fnpXfytL2/v78TbVTRkSras3O71Up60u56Y35+/mre9uo07VjFcQ7buXPb21oCAAAAZlb8xq4OhnJzMHN00U9lJ/9uf5B/v8fv/oPf5EXflPawei9dunSnMgBxtA9cGxF0FQFZq2U/l+xGXn53msGyi3NfrazaaTQa14b02bo7cIzFGAQmnmsC4JkSSAUAA4ofLNeKzC0ref7NNDyF727eHpmG7k/zA6mo9+Wtra2VYkTKxSHF2hOyE32aH500RvxgzD/GHhQ/xiL7UXPYcYpRNCLYpkw93IwfcdMG2eQbwG9VAnWe2idG2cz1T/xhWlW8LuXr3Jn0mr7xxhsP0gyKbFPNYvH9/EN6LWbitcp/w1Y+dmxvjdg9/i7v5xvqUwV9DPwNhl0/ByOM5Jvyd8e83p0R8weK/VbydbpWXKej/tYzXadcTMX7a7VcLv6dWR0sVzYwpYHGoMHReoqsZ9Vd352QtepAvIdyg0/8+xfviYXcSNTK05neywAAAAAwq9y+Fe3gzWKxk9ulLg+2zRZtv+145Pbd1UrgVTO3aa3n6eVJx4m25spiZ5o2MwAAAODz9vf3V8oBymPQ7Pwbe+RA1fGbPv+Wv5Z/y39SrGoN6wf33nvvXa1muMr1Xl5eXh752z361mxubkafrFaxKgbSbqcJinaIUmdEENXhMYqBicsM1zfyub9joGyAZ0sgFQCMUAQMxONglIj846wZ8/V6fTceR/2xUgTwrJWjW5Z1Pnr0qDMpSCf/cFtJUyiDbGJ+3HFiW74BHJmTDgJ9IhNXnlybVH8xasZKuZx/yLWr2weCJeKH6VvjstkU9ZUja0SQx/3qtvK1D2Vq5nRCirrWisdBRp5I0Vwe67PPPts9Ssac6t9gsM5J518G3aUpVK/Twb/1ca5TLpYiw9SBaFzK/5asTtqnaAxqpmL03WpQZH6/xvWVKnVOFQwV76Vc57uVOuN6FUgFAAAAwDNTDDLUKpeHBVENiu25bfpytQNWDL42xWBVb5Yzg+3mAAAAwPTy7+pmZfH9SeXjt/zm5mYERR30nSr6m3WqZer1ehmsdDAI8bggqmq5fC6t9Hgg7vak8tFPrNoOkfe9PakdIp/r6vz8fPSlWSiWIxPXjQTAMyOQCgCmUPyY6aQTVBnd8pkad5zYlm/+vlNmnck/4q7mH3Pr+UfjzVE/4GJkjoFRMyKg4vZgvfmHaayLwKyDbDZ5+cXB9Mohbj4PjgY6Nze3Vm4vRhe5VVmOelfTM/IsRgj9okYd/aKuKc6XooGmWS4Pvl/HyftFxrO3isVWBOvFdZYbb3by+/awXK/X68xQZ6ccMSify0sJAAAAAJ6tNyvz7047+FSUy21rD6LdvFg1cdTpakepPP9xAgAAAL5IIwfLLgb6bhWLnRhgOE0hBlXJ7QOvztD/63plvlMMuj7WYB++oq+OQCqAZ0ggFQA85wazzsRN4fyj8WpeF6NovF+v1zt5GqNdRMDDSipGvij1er23l5eXO4P1RtBUrmOxrDe7k5evxyiceZ9P8/TL6fEIIK3Kbrt5/TVZlODk5Pdzs5o9apb3VzQG5fft4fKlS5eaebJTjOITjU8H/x4U/0ZM67Bs/FuQAAAAAOAZqrZd5fmZBr3K7Vcf5zbrg0CqPH1lXNkYhChV2r5mPRYAAADwRP5dvVsO1Jt/ny9OudthuXq9/lRQVfSHK+dnzSI9yyDa+bwXj3KcfL4xmEs52PhCDJz8RQ3eDfA8EkgFAETQ08rGxkanmvkpa0Va4vwDbdRuUf7aG2+8sTOh3vhRW4600cz1rZQ/cofV5wcgnKxGo7FQfR+XWaWm2bfo/HEoN0xVl99NRaBkbsxppilVO5xEoGYCAAAAgGdrYcT8rPuONTc391Snrv39fW3dAAAAcHQPUpHdKTI0bW9v3x03ePDW1tatymAqnSF90A4zVne73XfL+egbMz8/H/3ZXsn7N4vVO3n+3RiAOM2g6GezOOw4k8T5Dgxq3IrzSAA8E/UEAJAeZ6ZqNBov59n7afSPsPix1s4/HCML1cvTBD3lem/0er1rsd+IIpHx6vbe3t7QFMj5WHHMTvkolo/i07KO/CP1qHXAuVOv19vV5cEOHeNcunTpanW52vkjv2/XKpuupylEmvRUyUI3eG4AAAAA8Ax8XM5Myio1KJc/7GSV28M+Hld2YLCh3WkHMwIAAAA+L4KY8m/xd4rFhW63+3Bra2tlsFwEL21ubt7JZVfLdY1G4/KQKhcr2zsxjeCr+fn5T/Js7L+SHvdpiceN3CbwMNf7ycbGRitNabBPTnmcGXTKmUpQFwDPgIxUAMChYtSOlZiPH5nVH3d5vjNuVI9x3njjjRgh5MFR6lxeXr6bJ3fTMUV2rATPoXiP5YadCIA6eO/lhp57+b346qSOHBH0lBuhqlnq2tV9osEq19tOjxuQmtG4tLS0dHtcnbm+9XI+n8da+f4f/Lch0qvLTgcAAADASYgBgWLk6mKxldu0bhTtzmMVI1k3K/W0x5Xv9XrNfJxycWTbW7S77e/vN8vl47S9AwAAwEUWA3hvbGxEH5MY4LeZf5vfy7/r76XHg4THb+9m8Sjt5jLXRvzOPsw6XWR/elhkfRonfutHANfqpD4xITJiVdoG0hH6vsQgLgf9Z+r1+pcTAM+MQCoAYKgiYKKdTtCzqBOYrNfr3c4NLGUQU3N+fv6j7e3ty6M6aMRoOt1uNxqemuW63NBzc7BcZJPL61vF/GpuOEqPHj16ZzBIqwjKivqqwVKHDUwRRBUNT5V623kybHQgAAAAAJjJwIBA4U5ux/ryqA5QMehPbj+LIKobldXtYsCwcRYq851Rhfb391dyW9itynKcx2oCAAAAPieCqfL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            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "response = client.chat.completions.create(\n",
        "    model = model_name,\n",
        "    messages=[\n",
        "        {\n",
        "            \"role\": \"system\",\n",
        "            \"content\": \"You are a helpful assistant that responds in Markdown.\"\n",
        "        },\n",
        "        {\n",
        "            \"role\": \"user\",\n",
        "            \"content\": [\n",
        "                {\"type\": \"text\", \"text\": \"Can you explain what you see in this image?\"},\n",
        "                {\"type\": \"image_url\", \"image_url\": {\"url\": \"https://images.ctfassets.net/kftzwdyauwt9/3Y5UXKbx1ZIQYF4dg585eH/1a6da79d0ab3b8d3a2fd23aae1f21075/gpt-40-01_dark.png\"}}\n",
        "              ]\n",
        "        }\n",
        "    ],\n",
        "    temperature=0.0,\n",
        ")\n",
        "\n",
        "print(response.choices[0].message.content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NfvMNCeiYLI2",
        "outputId": "4f107815-25f3-4ac3-9729-a386065697ca"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "This image is a bar chart titled \"Text Evaluation\" that compares the performance of various models across different evaluation metrics. The models compared are:\n",
            "\n",
            "- GPT-4o (pink)\n",
            "- GPT-4T (red)\n",
            "- GPT-4 (initial release 23-03-14) (orange)\n",
            "- Claude 3 Opus (green)\n",
            "- Gemini Pro 1.5 (yellow)\n",
            "- Gemini Ultra 1.0 (blue)\n",
            "- Llama3 400b (purple)\n",
            "\n",
            "The evaluation metrics are:\n",
            "\n",
            "1. MMLU (%)\n",
            "2. GPCQA (%)\n",
            "3. MATH (%)\n",
            "4. HumanEval (%)\n",
            "5. MGSM (%)\n",
            "6. DROP (f1)\n",
            "\n",
            "Each metric has a corresponding set of bars representing the performance of each model in percentage terms. Here are the observations for each metric:\n",
            "\n",
            "1. **MMLU (%)**:\n",
            "   - GPT-4o: 88.7%\n",
            "   - GPT-4T: 86.8%\n",
            "   - GPT-4 (initial release 23-03-14): 86.8%\n",
            "   - Claude 3 Opus: 81.9%\n",
            "   - Gemini Pro 1.5: 83.7%\n",
            "   - Gemini Ultra 1.0: 86.1%\n",
            "   - Llama3 400b: 79.6%\n",
            "\n",
            "2. **GPCQA (%)**:\n",
            "   - GPT-4o: 53.6%\n",
            "   - GPT-4T: 48.0%\n",
            "   - GPT-4 (initial release 23-03-14): 50.4%\n",
            "   - Claude 3 Opus: 35.7%\n",
            "   - Gemini Pro 1.5: N/A\n",
            "   - Gemini Ultra 1.0: N/A\n",
            "   - Llama3 400b: 48.0%\n",
            "\n",
            "3. **MATH (%)**:\n",
            "   - GPT-4o: 76.6%\n",
            "   - GPT-4T: 72.6%\n",
            "   - GPT-4 (initial release 23-03-14): 60.1%\n",
            "   - Claude 3 Opus: 42.5%\n",
            "   - Gemini Pro 1.5: 58.5%\n",
            "   - Gemini Ultra 1.0: 57.8%\n",
            "   - Llama3 400b: 53.2%\n",
            "\n",
            "4. **HumanEval (%)**:\n",
            "   - GPT-4o: 90.2%\n",
            "   - GPT-4T: 87.1%\n",
            "   - GPT-4 (initial release 23-03-14): 84.9%\n",
            "   - Claude 3 Opus: 67.0%\n",
            "   - Gemini Pro 1.5: 84.1%\n",
            "   - Gemini Ultra 1.0: 74.4%\n",
            "   - Llama3 400b: 71.9%\n",
            "\n",
            "5. **MGSM (%)**:\n",
            "   - GPT-4o: 90.5%\n",
            "   - GPT-4T: 88.7%\n",
            "   - GPT-4 (initial release 23-03-14): 79.0%\n",
            "   - Claude 3 Opus: 74.5%\n",
            "   - Gemini Pro 1.5: 83.7%\n",
            "   - Gemini Ultra 1.0: 80.9%\n",
            "   - Llama3 400b: 78.2%\n",
            "\n",
            "6. **DROP (f1)**:\n",
            "   - GPT-4o: 86.0%\n",
            "   - GPT-4T: 83.4%\n",
            "   - GPT-4 (initial release 23-03-14): 83.1%\n",
            "   - Claude 3 Opus: 82.4%\n",
            "   - Gemini Pro 1.5: 83.5%\n",
            "   - Gemini Ultra 1.0: 80.9%\n",
            "   - Llama3 400b: N/A\n",
            "\n",
            "The chart provides a visual comparison of how each model performs across these different text evaluation metrics.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Image, display\n",
        "\n",
        "path = \"/content/f0308104-800px-wm.jpg\"\n",
        "\n",
        "display(Image(path))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 550
        },
        "id": "PR07iXMhZyQ6",
        "outputId": "8ae2e4a2-d161-4a19-9a3e-3016878d6dcc"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "response = client.chat.completions.create(\n",
        "    model = model_name,\n",
        "    messages=[\n",
        "        {\n",
        "            \"role\": \"system\",\n",
        "            \"content\": \"You are a helpful assistant that responds in Markdown.\"\n",
        "        },\n",
        "        {\n",
        "            \"role\": \"user\",\n",
        "            \"content\": [\n",
        "                {\"type\": \"text\", \"text\": \"What do you see in this image?\"},\n",
        "                {\"type\": \"image_url\", \"image_url\": {\"url\": \"https://media.sciencephoto.com/f0/30/81/04/f0308104-800px-wm.jpg\"}}\n",
        "              ]\n",
        "        }\n",
        "    ],\n",
        "    temperature=0.0,\n",
        ")\n",
        "\n",
        "response.choices[0].message.content"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "id": "eZ0akolIYkRU",
        "outputId": "be46efbb-4776-4e87-d792-1fda3bcde06f"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'The image shows a person riding a bicycle in an outdoor setting, likely a forest or park. The person is smiling and appears to be enjoying the ride. They are wearing a light jacket and have a backpack on. In the background, there is a white car parked among trees. The overall atmosphere of the image suggests a pleasant and leisurely outdoor activity.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "m3BSynEaaKsu"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}