cpd5.1/notebooks/python_sdk/deployments/foundation_models/chat/Use watsonx, and `llama-3-2-11b-vision-instruct` model for image processing to generate a description of the IBM logo.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": [
        "![image](https://raw.githubusercontent.com/IBM/watson-machine-learning-samples/master/cloud/notebooks/headers/watsonx-Prompt_Lab-Notebook.png)\n",
        "# Use watsonx, and `meta-llama/llama-3-2-11b-vision-instruct` model for image processing to generate a description of the IBM logo"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": [
        "#### Disclaimers\n",
        "\n",
        "- Use only Projects and Spaces that are available in watsonx context.\n",
        "\n",
        "\n",
        "## Notebook content\n",
        "\n",
        "This notebook provides a detailed demonstration of the steps and code required to showcase support for Chat models.\n",
        "\n",
        "Some familiarity with Python is helpful. This notebook uses Python 3.11.\n",
        "\n",
        "\n",
        "## Learning goal\n",
        "\n",
        "The purpose of this notebook is to demonstrate how to use watsonx.ai Chat models with images processing.\n",
        "\n",
        "\n",
        "## Table of Contents\n",
        "\n",
        "This notebook contains the following parts:\n",
        "\n",
        "- [Setup](#setup)\n",
        "- [Prepare the data image](#image)\n",
        "- [Work with Foundation Models on watsonx](#models)\n",
        "- [Use the chat to answer a question about the image](#predict)\n",
        "- [Summary](#summary)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a id=\"setup\"></a>\n",
        "## Set up the environment\n",
        "\n",
        "Before you use the sample code in this notebook, you must perform the following setup tasks:\n",
        "\n",
        "-  Contact with your Cloud Pack for Data administrator and ask him for your account credentials"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": [
        "### Install and import the `datasets` and dependencies"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "pycharm": {
          "is_executing": true,
          "name": "#%%\n"
        }
      },
      "outputs": [],
      "source": [
        "!pip install wget | tail -n 1\n",
        "!pip install -U \"ibm_watsonx_ai>=1.1.14\" | tail -n 1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Connection to WML\n",
        "\n",
        "Authenticate the Watson Machine Learning service on IBM Cloud Pack for Data. You need to provide platform `url`, your `username` and `api_key`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "username = 'PASTE YOUR USERNAME HERE'\n",
        "api_key = 'PASTE YOUR API_KEY HERE'\n",
        "url = 'PASTE THE PLATFORM URL HERE'\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "from ibm_watsonx_ai import Credentials\n",
        "\n",
        "credentials = Credentials(\n",
        "    username=username,\n",
        "    api_key=api_key,\n",
        "    url=url,\n",
        "    instance_id=\"openshift\",\n",
        "    version=\"5.1\"\n",
        ")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Alternatively you can use `username` and `password` to authenticate WML services.\n",
        "\n",
        "```python\n",
        "credentials = Credentials(\n",
        "    username=***,\n",
        "    password=***,\n",
        "    url=***,\n",
        "    instance_id=\"openshift\",\n",
        "    version=\"5.1\"\n",
        ")\n",
        "\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Working with projects\n",
        "\n",
        "First of all, you need to create a project that will be used for your work. If you do not have project already created follow bellow steps.\n",
        "\n",
        "- Open IBM Cloud Pak main page\n",
        "- Click all projects\n",
        "- Create an empty project\n",
        "- Copy `project_id` from url and paste it below\n",
        "\n",
        "**Action**: Assign project ID below"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "project_id = 'PASTE YOUR PROJECT ID HERE'\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a id=\"image\"></a>\n",
        "## Data Image Preparation\n",
        "\n",
        "Download the IBM logo."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "import wget\n",
        "import os\n",
        "\n",
        "filename = 'ibm_logo.jpg'\n",
        "url = 'https://raw.github.com/IBM/watson-machine-learning-samples/master/cloud/data/logo/ibm_logo.jpg'\n",
        "\n",
        "if not os.path.isfile(filename):\n",
        "    wget.download(url, out=filename)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Display the downloaded image."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "data": {
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4+LHvivhS7pO/w1qv/LJP/wAi2/5px8WPfFfCl3Sd/hrVf+WSf/kW3/NOPix74r4Uu6Tv8Nar/wAsk/8AyLb/AJpx8WPfFfCl3Sd/hrVf+WSf/kW3/NOPix74r4Uu6TIvIWiX9prMMtxbyxoA9WZCB9lv2mzG1EwY7FyNPAiW4ewZqXbuxV2KuxVjfn+1mu9Fmht0aSQlKKoqdmT9lcyNOQJbuNqATHZ5D/hrVf8Alkn/AORbf805t/Fj3xdT4Uu6Tv8ADWq/8sk//Itv+acfFj3xXwpd0nf4a1X/AJZJ/wDkW3/NOPix74r4Uu6Tv8Nar/yyT/8AItv+acfFj3xXwpd0nf4a1X/lkn/5Ft/zTj4se+K+FLuk7/DWq/8ALJP/AMi2/wCacfFj3xXwpd0nf4a1X/lkn/5Ft/zTj4se+K+FLuk7/DWq/wDLJP8A8i2/5px8WPfFfCl3Sd/hrVf+WSf/AJFt/wA04+LHvivhS7pO/wANar/yyT/8i2/5px8WPfFfCl3Sd/hrVf8Alkn/AORbf804+LHvivhS7pO/w1qv/LJP/wAi2/5px8WPfFfCl3Sd/hrVf+WSf/kW3/NOPix74r4Uu6Tv8Nar/wAsk/8AyLb/AJpx8WPfFfCl3Sd/hrVf+WSf/kW3/NOPix74r4Uu6Tv8Nar/AMsk/wDyLb/mnHxY98V8KXdJ3+GtV/5ZJ/8AkW3/ADTj4se+K+FLuk7/AA1qv/LJP/yLb/mnHxY98V8KXdJ3+GtV/wCWSf8A5Ft/zTj4se+K+FLuk7/DWq/8sk//ACLb/mnHxY98V8KXdJ3+GtV/5ZJ/+Rbf804+LHvivhS7pO/w1qv/ACyT/wDItv8AmnHxY98V8KXdJ3+GtV/5ZJ/+Rbf804+LHvivhS7pO/w1qv8AyyT/APItv+acfFj3xXwpd0nf4a1X/lkn/wCRbf8ANOPix74r4Uu6Tv8ADWq/8sk//Itv+acfFj3xXwpd0nf4a1X/AJZJ/wDkW3/NOPix74r4Uu6Tv8Nar/yyT/8AItv+acfFj3xXwpd0nf4a1X/lkn/5Ft/zTj4se+K+FLuk7/DWq/8ALJP/AMi2/wCacfFj3xXwpd0nf4a1X/lkn/5Ft/zTj4se+K+FLuk7/DWq/wDLJP8A8i2/5px8WPfFfCl3Sd/hrVf+WSf/AJFt/wA04+LHvivhS7pO/wANar/yyT/8i2/5px8WPfFfCl3Sd/hrVf8Alkn/AORbf804+LHvivhS7pO/w1qv/LJP/wAi2/5px8WPfFfCl3Sd/hrVf+WSf/kW3/NOPix74r4Uu6Tv8Nar/wAsk/8AyLb/AJpx8WPfFfCl3Sd/hrVf+WSf/kW3/NOPix74r4Uu6Tv8Nar/AMsk/wDyLb/mnHxY98V8KXdJ3+GtV/5ZJ/8AkW3/ADTj4se+K+FLuk7/AA1qv/LJP/yLb/mnHxY98V8KXdJ3+GtV/wCWSf8A5Ft/zTj4se+K+FLuk7/DWq/8sk//ACLb/mnHxY98V8KXdJ3+GtV/5ZJ/+Rbf804+LHvivhS7pO/w1qv/ACyT/wDItv8AmnHxY98V8KXdJ3+GtV/5ZJ/+Rbf804+LHvivhS7pO/w1qv8AyyT/APItv+acfFj3xXwpd0nf4a1X/lkn/wCRbf8ANOPix74r4Uu6Tv8ADWq/8sk//Itv+acfFj3xXwpd0nf4a1X/AJZJ/wDkW3/NOPix74r4Uu6Tv8Nar/yyT/8AItv+acfFj3xXwpd0nf4a1X/lkn/5Ft/zTj4se+K+FLuk7/DWq/8ALJP/AMi2/wCacfFj3xXwpd0nqf5deXX0iwM1wpW4nNSCN1Uf3af8b5q9Tk4jQ/hdppsfALP8TL8xHLdirsVdirsVeW/mTol/f6kstrBLKgiA5IpYVq38ubPTTEY7l1eqxmUtgxH/AArrH/LHP/yLb/mnMvxY/wA6Li+DL+bJ3+FdY/5Y5/8AkW3/ADTj4sf50V8GX82Tv8K6x/yxz/8AItv+acfFj/Oivgy/myd/hXWP+WOf/kW3/NOPix/nRXwZfzZO/wAK6x/yxz/8i2/5px8WP86K+DL+bJ3+FdY/5Y5/+Rbf804+LH+dFfBl/Nk7/Cusf8sc/wDyLb/mnHxY/wA6K+DL+bJ3+FdY/wCWOf8A5Ft/zTj4sf50V8GX82Tv8K6x/wAsc/8AyLb/AJpx8WP86K+DL+bJ3+FdY/5Y5/8AkW3/ADTj4sf50V8GX82Tv8K6x/yxz/8AItv+acfFj/Oivgy/myd/hXWP+WOf/kW3/NOPix/nRXwZfzZO/wAK6x/yxz/8i2/5px8WP86K+DL+bJ3+FdY/5Y5/+Rbf804+LH+dFfBl/Nk7/Cusf8sc/wDyLb/mnHxY/wA6K+DL+bJ3+FdY/wCWOf8A5Ft/zTj4sf50V8GX82Tv8K6x/wAsc/8AyLb/AJpx8WP86K+DL+bJ3+FdY/5Y5/8AkW3/ADTj4sf50V8GX82Tv8K6x/yxz/8AItv+acfFj/Oivgy/myd/hXWP+WOf/kW3/NOPix/nRXwZfzZO/wAK6x/yxz/8i2/5px8WP86K+DL+bJ3+FdY/5Y5/+Rbf804+LH+dFfBl/Nk7/Cusf8sc/wDyLb/mnHxY/wA6K+DL+bJ3+FdY/wCWOf8A5Ft/zTj4sf50V8GX82TMPy00W/sNSkku4JIkMJALqVFeUfw/FmJqpiUdi5elgYy3H8L1DNY7N2KuxV2KuxV2KuxV2KuxV2KqN5apeQSW0u6SKUb5MOOGJo2iQsU8Jn8oavDI0YtZm4sV5KjFTQ8eSNx+xm8GaJ6uiOGQ6SU/8K6x/wAsc/8AyLb/AJpw+LH+dFfBl/Nk7/Cusf8ALHP/AMi2/wCacfFj/Oivgy/myd/hXWP+WOf/AJFt/wA04+LH+dFfBl/Nk7/Cusf8sc//ACLb/mnHxY/zor4Mv5snf4V1j/ljn/5Ft/zTj4sf50V8GX82Tv8ACusf8sc//Itv+acfFj/Oivgy/myZx+Wflq5s7iW9vYniZVCIHUqfi+2y8swtVlBFBzdLiINl6Rmudi7FXYq7FXYq7FXYq7FXYq7FUFrMbS2NxHGCzNE4AHUkqcnA0QwmLBeGf4V1j/ljn/5Ft/zTm78WP86LpPBl/Nk7/Cusf8sc/wDyLb/mnHxY/wA6K+DL+bJ3+FdY/wCWOf8A5Ft/zTj4sf50V8GX82Tv8K6x/wAsc/8AyLb/AJpx8WP86K+DL+bJ3+FdY/5Y5/8AkW3/ADTj4sf50V8GX82Tv8K6x/yxz/8AItv+acfFj/Oivgy/myd/hXWP+WOf/kW3/NOPix/nRXwZfzZO/wAK6x/yxz/8i2/5px8WP86K+DL+bJ3+FdY/5Y5/+Rbf804+LH+dFfBl/Nk7/Cusf8sc/wDyLb/mnHxY/wA6K+DL+bJ3+FdY/wCWOf8A5Ft/zTj4sf50V8GX82Tv8K6x/wAsc/8AyLb/AJpx8WP86K+DL+bJ3+FdY/5Y5/8AkW3/ADTj4sf50V8GX82Tv8K6x/yxz/8AItv+acfFj/Oivgy/myd/hXWP+WOf/kW3/NOPix/nRXwZfzZO/wAK6x/yxz/8i2/5px8WP86K+DL+bJ3+FdY/5Y5/+Rbf804+LH+dFfBl/Nk7/Cusf8sc/wDyLb/mnHxY/wA6K+DL+bJ3+FdY/wCWOf8A5Ft/zTj4sf50V8GX82Tv8K6x/wAsc/8AyLb/AJpx8WP86K+DL+bJ3+FdY/5Y5/8AkW3/ADTj4sf50V8GX82Tv8K6x/yxz/8AItv+acfFj/Oivgy/myd/hXWP+WOf/kW3/NOPix/nRXwZfzZO/wAK6x/yxz/8i2/5px8WP86K+DL+bJ3+FdY/5Y5/+Rbf804+LH+dFfBl/Nk9t8twvBpdrFKpV1hQMpFCCFHwsuaXKbkf6zusQqI/qpnlbY7FXYq7FXYq7FVk0qQI0shCooJJPQAYQLQTTxrzn51m12U21sStmp2A6yH/AH5J/wAaR5t8GAQ3P1unz5zPYfQnHlD8t/XVb3VwQp3WHoT/AJU//VP/AIPKs2praP8Apm7Dpr3n/pXpdvbRW0YigUIi7BVFAM1pN83ZAVyVcCXYq7FVkkSSqUkAZTsQRUHCDSCLeeebvy2jdWvNHHFxUtD2b/mH/kf/AIq/4Dhmfh1PSf8Ap3X5tL1h/pGKeU/N1z5cn9OTk9sTSSM9V/y4v5ZF/wCHzKzYRkH9JxcOY4z/AEXtdpdRXkKXEDB43AZWHcHNMRRou6BsWFbAl2KuxV2KuxV2KuxV2KuxV2KuxV2Kv//R7NirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVea/mj5mKkaNbtTYNMR7/FHB/wAzH/555sdLi/jP+Y63V5f4B/noT8tfKa3j/pa7WsUZ/dKf2nH+7f8AVi/Z/wCLMnqc1ekMdLhv1F6rmrdo8389ecdT0bUvq1m6rH6atQqDueX82bHT4YzjZddqM0oSoJXD5r83XCCWGKV0YVDLAWUj/JZUyw4cY/6TahmyH/pBU/xL5y/3xN/0jn/qnj4WLvj/AKdPi5e6X+kUpfOXmu0Be4idFHXnAVH/ABFcIw4zy/3SDnyDn/uUbpX5syqwTUYQyd2j2Yf5Xpt9rIT0g/hZw1h/iD0ewv4NRgW6tXDxOKgj/P7Wa6UTE0XYxkJCw8//ADL8prxOsWi0IP75R/yf/wCqmZ+lzfwH/MdfqsP8Y/z0H+WHmU28/wCiZz+7lNYq/sv+0n/PX/ieT1WKxxBjpctHhL1XNW7R2KuxV2KuxV2KuxV2KuxV2KuxV2Kv/9Ls2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KqF7dJZwSXMn2Y1LH/YjlkoizTGRoW8ArPrmob7zXMv4uc3u0I/1HQ7zl/Xe+6fZR2FvHawiiRqFH0ZopS4jbvox4RSJyLJ43+aX/HZ/55J/xvm30n0un1f1PSPJn/HFtP8AjEM12f6i7HB9ITzKW92KvNfzQ8t28MK6pbIEfnxkCigbl9mTj/PyzY6XKSeEut1WIAcQa/KO/c/WbJjVAFkUeB+xJ/zLx1keRXRy5h6PcQJcRtDKOSOpVh4g/C2a8Gt3YkXs+f8AVLOXQtSktwSHgk+FvYfHDJ/sk4Pm+hLjjf8AOdDOPBKv5r3bRtQXU7KG8X/diBj7H9tf+CzRzjwmneQlxC0dkGbsVdirsVdirsVdirsVdirsVdir/9Ps2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KsW/Ma7NtokoHWQqn3n/AJtzJ0wuTi6k1B5/+WlmLnWkciohRn/5lr/w0mZ+qlUXA0sbk9pzTu5dirxv80v+Oz/zyT/jfNvpPpdPq/qekeTP+OLaf8Yhmuz/AFF2OD6QnmUt7sVed/mprkItk0yNg0rMHcD9lV+zy/y2fNhpMZvidfq8grhQ35RWb87m7I+Cixg+J/vH/wCB+DJayXIMdHHmXpua12TyH81rMQ6nHcAUEsQr/rIeP/EPTzbaSVxp1OrjUrZX+Vl2ZtHMR/3TKyj5HjN/xKR8xdWKk5WkNxZnmG5jsVdirsVdirsVdirsVdirsVdir//U7NirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirCPzWP+4pP+Mo/U2Zuk+pwtX9LHfykC/pGc/teht8uUfLMjWfSP6zj6P6j/Ves5qnauxV43+aX/HZ/55J/xvm30n0un1f1IfTr7zTHbRrZLc+gFHDjGSvH/IbhkpRx3vwMYyyVtxrrvXvNVknq3LXMSVpydCor/rOmIx4zy4EnJkHPjQ0Gt+YtZLQ28txNt8QSuw/yvTyRxwhueFgMk57DiTDSvy01a/kD3tLeMmrFiGc/6saftf8AGX08rnqox5epshpZS5+l6rpGk2+j2qWdqKInc9Sf2nf/ACs1c5mZsu1hAQFBHZBm8x/N8D1LQ96Sf8y82Wj/AInWaz+FGflF/vJc/wDGRf1ZDWcwz0fIvQswHYOxV2KuxV2KuxV2KuxV2KuxV2Kv/9Xs2KuxV2KuxV2KuxV2KuxV2KuxV2KsJ84+e5/L14tpFCkgaMPViR1Lr+z/AKmZuHTjILcLNqDjNJD/AMrdu/8Almj/AOCOX/kx3tH5w9zv+Vu3f/LNH/wRx/JjvX84e53/ACt27/5Zo/8Agjj+THev5w9zv+Vu3f8AyzR/8EcfyY71/OHud/yt27/5Zo/+COP5Md6/nD3O/wCVu3f/ACzR/wDBHH8mO9fzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7nf8rdu/8Almj/AOCOP5Md6/nD3O/5W7d/8s0f/BHH8mO9fzh7nf8AK3bv/lmj/wCCOP5Md6/nD3O/5W7d/wDLNH/wRx/JjvX84e53/K3bv/lmj/4I4/kx3r+cPc7/AJW7d/8ALNH/AMEcfyY71/OHud/yt27/AOWaP/gjj+THev5w9zv+Vu3f/LNH/wAEcfyY71/OHud/yt27/wCWaP8A4I4/kx3r+cPc7/lbt3/yzR/8EcfyY71/OHud/wArdu/+WaP/AII4/kx3r+cPc7/lbt3/AMs0f/BHH8mO9fzh7nf8rdu/+WaP/gjj+THev5w9zv8Albt3/wAs0f8AwRx/JjvX84e53/K3bv8A5Zo/+COP5Md6/nD3O/5W7d/8s0f/AARx/JjvX84e53/K3bv/AJZo/wDgjj+THev5w9zv+Vu3f/LNH/wRx/JjvX84e53/ACt27/5Zo/8Agjj+THev5w9zv+Vu3f8AyzR/8EcfyY71/OHud/yt27/5Zo/+COP5Md6/nD3O/wCVu3f/ACzR/wDBHH8mO9fzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7nf8rdu/8Almj/AOCOP5Md6/nD3O/5W7d/8s0f/BHH8mO9fzh7k28sfmJca3qEdjJAiK4b4gST8I55Tl0wgLttxakzlw0z7MFz3Yq7FXYqlHmnWX0TTpL6NA7IVHEmg+JlTLcUOOXC05Z8EeJgX/K3bv8A5Zo/+COZ/wCTHe4P5w9zv+Vu3f8AyzR/8EcfyY71/OHud/yt27/5Zo/+COP5Md6/nD3O/wCVu3f/ACzR/wDBHH8mO9fzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7nf8rdu/8Almj/AOCOP5Md6/nD3O/5W7d/8s0f/BHH8mO9fzh7nf8AK3bv/lmj/wCCOP5Md6/nD3O/5W7d/wDLNH/wRx/JjvX84e53/K3bv/lmj/4I4/kx3r+cPc7/AJW7d/8ALNH/AMEcfyY71/OHud/yt27/AOWaP/gjj+THev5w9zv+Vu3f/LNH/wAEcfyY71/OHud/yt27/wCWaP8A4I4/kx3r+cPc7/lbt3/yzR/8EcfyY71/OHud/wArdu/+WaP/AII4/kx3r+cPc7/lbt3/AMs0f/BHH8mO9fzh7nf8rdu/+WaP/gjj+THev5w9zv8Albt3/wAs0f8AwRx/JjvX84e53/K3bv8A5Zo/+COP5Md6/nD3O/5W7d/8s0f/AARx/JjvX84e53/K3bv/AJZo/wDgjj+THev5w9zv+Vu3f/LNH/wRx/JjvX84e53/ACt27/5Zo/8Agjj+THev5w9zv+Vu3f8AyzR/8EcfyY71/OHud/yt27/5Zo/+COP5Md6/nD3O/wCVu3f/ACzR/wDBHH8mO9fzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7nf8rdu/8Almj/AOCOP5Md6/nD3O/5W7d/8s0f/BHH8mO9fzh7nf8AK3bv/lmj/wCCOP5Md6/nD3O/5W7d/wDLNH/wRx/JjvX84e53/K3bv/lmj/4I4/kx3r+cPc7/AJW7d/8ALNH/AMEcfyY71/OHud/yt27/AOWaP/gjj+THev5w9zv+Vu3f/LNH/wAEcfyY71/OHud/yt27/wCWaP8A4I4/kx3r+cPc7/lbt3/yzR/8EcfyY71/OHud/wArdu/+WaP/AII4/kx3r+cPc7/lbt3/AMs0f/BHH8mO9fzh7nf8rdu/+WaP/gjj+THev5w9zv8Albt3/wAs0f8AwRx/JjvX84e53/K3bv8A5Zo/+COP5Md6/nD3O/5W7d/8s0f/AARx/JjvX84e53/K3bv/AJZo/wDgjj+THev5w9zv+Vu3f/LNH/wRx/JjvX84e53/ACt27/5Zo/8Agjj+THev5w9ypb/mrf3Miww2iPIxoqqWJJwHSAc5JGrJ5ReiaXJeSwB79EjlO/BCSF/yWb+fNfMAH0uwgSR6kZkGbsVdirsVdirsVdirsVdirCfOHnufy/eC1ihSQFA1WJB3/wBXM3DpxkFuFm1Bxmkh/wCVu3f/ACzR/wDBHL/yY72j84e53/K3bv8A5Zo/+COP5Md6/nD3O/5W7d/8s0f/AARx/JjvX84e53/K3bv/AJZo/wDgjj+THev5w9zv+Vu3f/LNH/wRx/JjvX84e53/ACt27/5Zo/8Agjj+THev5w9zv+Vu3f8AyzR/8EcfyY71/OHud/yt27/5Zo/+COP5Md6/nD3O/wCVu3f/ACzR/wDBHH8mO9fzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7nf8rdu/8Almj/AOCOP5Md6/nD3O/5W7d/8s0f/BHH8mO9fzh7nf8AK3bv/lmj/wCCOP5Md6/nD3O/5W7d/wDLNH/wRx/JjvX84e53/K3bv/lmj/4I4/kx3r+cPc7/AJW7d/8ALNH/AMEcfyY71/OHud/yt27/AOWaP/gjj+THev5w9zv+Vu3f/LNH/wAEcfyY71/OHud/yt27/wCWaP8A4I4/kx3r+cPc7/lbt3/yzR/8EcfyY71/OHud/wArdu/+WaP/AII4/kx3r+cPc7/lbt3/AMs0f/BHH8mO9fzh7nf8rdu/+WaP/gjj+THev5w9yf8Ak7z1P5hvHtZYUjCxl6qSTsVX9r/XzHzYBjFt+DUHIaZrmG5rsVdirsVdirsVdirsVdirsVdirsVQOtXc1lZS3NsgkkjUsFNd6fa+z/k5OABNFhORAsPOf+Vu3f8AyzR/8Ec2P5Md7rvzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7k48ref7zX79bP6uipQs7Ak8VUf818EynLpxAXbdi1BmapnmYLnOxV2KuxV2KuxV2KuxV2KuxV2KuxVDajcm0tZbhRUxozAHvxHLJRFmmMjQt5p/yt27/5Zo/+CObL8mO91v5w9zv+Vu3f/LNH/wAEcfyY71/OHud/yt27/wCWaP8A4I4/kx3r+cPc7/lbt3/yzR/8EcfyY71/OHud/wArdu/+WaP/AII4/kx3r+cPc7/lbt3/AMs0f/BHH8mO9fzh7nf8rdu/+WaP/gjj+THev5w9zv8Albt3/wAs0f8AwRx/JjvX84e53/K3bv8A5Zo/+COP5Md6/nD3O/5W7d/8s0f/AARx/JjvX84e53/K3bv/AJZo/wDgjj+THev5w9zv+Vu3f/LNH/wRx/JjvX84e53/ACt27/5Zo/8Agjj+THev5w9zv+Vu3f8AyzR/8EcfyY71/OHud/yt27/5Zo/+COP5Md6/nD3O/wCVu3f/ACzR/wDBHH8mO9fzh7nf8rdu/wDlmj/4I4/kx3r+cPc7/lbt3/yzR/8ABHH8mO9fzh7nf8rdu/8Almj/AOCOP5Md6/nD3O/5W7d/8s0f/BHH8mO9fzh7nf8AK3bv/lmj/wCCOP5Md6/nD3O/5W7d/wDLNH/wRx/JjvX84e53/K3bv/lmj/4I4/kx3r+cPc7/AJW7d/8ALNH/AMEcfyY71/OHud/yt27/AOWaP/gjj+THev5w9z0fR71tQsoLtwFaWNXIHQchyzXTjwkh2MJcQBRuQZuxV2KuxV2KsS/My2M+iuwFTG6t9FeH/G2ZelNScTVC4sI/K66EGsemf92xMo+jjN/zKzM1QuLhaQ1J7Jmodw7FXjf5pf8AHZ/55J/xvm30n0un1f1PSPJn/HFtP+MQzXZ/qLscH0hMtS0+HUraSzuBWOReJ/41Zf8AKT7WVxkYmw2yiJCi8Rje78nav/lwtQ9hJGf+NZUzdbZYuk3xSe36dfw6jbR3duaxyKGH/NP+sv7WaWUTE0XdxkJCwiciydiryb82roSX8FuP91xV/wCDP/XvNroxsS6rWHcBkP5UWxj0uSYj+8mNPkoRP+J88x9WfU5GkHp/zmcZhOa7FXYq7FXYq7FXYq7FXYq7FXYq/wD/1uzYq7FXYq7FXYq7FXYq7FXYq7FXYq8g/Nb/AI6yf8YF/wCJS5ttJ9P+c6jV/V/msJzNcJ2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kso/Ln/juw/J/+ItmNqfoLlab6w9tzSu6dirsVdirFvzI/wCODP8A60f/ABNMytN9YcXU/QXiebl0rsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVTPQ/L15rk3o2iVA+05+wv+u+VZMggLLbjxmZoPYfK/k608vJyT95cMKNKRv/qRf77jzU5cxyf1Xb4sIx/1mQ5juQ7FXYq7FXYq7FXYq7FXYq7FXkH5q/8AHVT/AIxL+ts22k+l1Gr+phOZrhOxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxVnH5T/wDHUl/4wN/xKPMLV/T/AJznaP6v8167mpds7FXYq7FXYq7FXYq7FXYq7FXYq7FVrKHBVtwRQ4q+fvMWmHStRmtCKBHPH/VPxR/8Jm/xy4ogugyQ4ZEJbljU7FXqf5TaV6VtNqLj4pW4If8AJT7fH/Xk/wCTOavVzs8LtNHChxPQswHYOxV2KuxV2KuxV2KuxV2KuxV2KuxVAa7/AMc65/4wv/xFssx/UGvJ9J/qvnnN+8+7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq9/wDKv/HHs/8AjBH/AMRXNDl+qX9Z3+H6Y/1U2yptdirsVdirsVQerWA1GzmtG/3ahXfx/Y/4bJwlwm2E48Qp4Npl3JouoxzsCHgk+If6p4yLm8kOONfznRRPBK/5r6BhmSeNZYzVHAIPsc0JFO/BtUwJeN/ml/x2f+eSf8b5t9J9Lp9X9T0jyZ/xxbT/AIxDNdn+ouxwfSE8ylvYV+ZHln9J2n1+Bf38ANadWj/a/wCRf28zNNl4Twn+JwtTi4hxD+FjP5a+aPqFx+jLlv3Ex+An9iT/AJpm/wCJ5k6rFxDiDjaXLwnhL1vNU7ZokAVOwGKvAfM+qfpnVJ7pN1d+Kf6q/u4v+DX4s32KHBEB0OWfHIl7V5a0z9FaZBaH7SIOX+s37yT/AIds02WXFIl3OKPDEBNcqbXYq7FXYq7FXYq7FXYq7FXYq7FX/9fs2KuxV2KuxV2KuxV2KuxV2KuxV2KvIPzW/wCOsn/GBf8AiUubbSfT/nOo1f1f5rCczXCdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirKPy5/47sPyf/iLZjan6C5Wm+sPbc0runYq7FXYqxb8yP8Ajgz/AOtH/wATTMrTfWHF1P0F4nm5dK7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FVyRtIwRAWY7ADcnFLPPLX5Y3F2VuNVJhi6+mP7xv8AX/3z/wAnP9TMDLqgNoudi0pO8np1jp9vp8K29qgjjXoAM1spGRsuzjERFBE5Fk7FXYq7FXYq7FXYq7FXYq7FXYq8g/NX/jqp/wAYl/W2bbSfS6jV/UwnM1wnYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYqzj8p/8AjqS/8YG/4lHmFq/p/wA5ztH9X+a9dzUu2dirsVdirsVdirsVdirsVdirsVdirsVeXfmzpXpzQ6ig2kHpv/rL8Uf/AASf8m82eknsYus1kNxJ53mwdcujRpGCIKsxAA9zil9B6Fpq6XYQ2a/7rQA+7fakb/g80GSXEbd/jjwgBMMrbHYq7FXYq7FXYq7FXYq7FXYq7FXYqgNd/wCOdc/8YX/4i2WY/qDXk+k/1Xzzm/efdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVe/8AlX/jj2f/ABgj/wCIrmhy/VL+s7/D9Mf6qbZU2uxV2KuxV2KuxV5J+Z3lw2d3+k4R+5nPx0/Zk/6/fb/4yepm10uWxwn+F1OqxUeIfxJz+WXmhZ4f0Rct+8jFYif2k/33/rRf8m/9TKdVir1Bu0uWxwF6FmA7B5L+ZOmXd1q/OCGR19JBVVJH7ebXSyAju6nVRJls9B8oRPDo9qkilWEYqCKEZgZjci7DCKiE5yluaIrscVeNecvJ1zpuoF7CN3gl+NOAJ4H9uL4f5P8Adf8AkZuMOYSHqdPnwmJ9L0bybq9xqNiFvUdLiKivzUry/klXl/N+3/l5r88BE7fS7DBMyG/1JT+Y/mhdOtTp8Df6ROKNTqkZ+1/yN+xlumxcR4j9MWrU5eEcI+qTD/y68unVL8XUq1t7chjXoz/7rT/jfMvU5OEV/PcTTY+I3/MezZp3cOxV2KuxV2KuxV2KuxV2KuxV2KuxV//Q7NirsVdirsVdirsVdirsVdirsVdiryD81v8AjrJ/xgX/AIlLm20n0/5zqNX9X+awnM1wnYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYqyj8uf+O7D8n/4i2Y2p+guVpvrD23NK7p2KuxV2KsW/Mj/AI4M/wDrR/8AE0zK031hxdT9BeJ5uXSuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxVdHE8rBI1LMTQACpP+xwE0kC2YaH+Wmo6hSS8/0aL/ACt5D/zy/Y/56/8AAZiZNVGPL1uXj0spc/Q9I0Lylp2hqDbR1l7yNu5/5o/2Ga7JmlPm7LHhjDkneUtzsVdirsVdirsVdirsVdirsVdirsVdiryD81f+Oqn/ABiX9bZttJ9LqNX9TCczXCdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirOPyn/wCOpL/xgb/iUeYWr+n/ADnO0f1f5r13NS7Z2KuxV2KuxV2KuxV2KuxV2KuxV2KuxVIfOulfpXSJ4VFZEX1E/wBZPj+H/XTnF/s8vwT4ZBozw4ol4Rm8dEyb8vtK/SOrxlhVIf3jf7H7H/JTMbUT4YuTp4cUnt+aV3bsVdirsVdirsVdirsVdirsVdirsVdiqA13/jnXP/GF/wDiLZZj+oNeT6T/AFXzzm/efdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVe/+Vf8Ajj2f/GCP/iK5ocv1S/rO/wAP0x/qptlTa7FXYq7FXYq7FULqOnw6lbvaXK8o5BQj/jZf8pclGRibDGURIUXiOv6DeeVr0bkAHlDKu1af8RkT9tM3WPIMgdJkxnEXovlDz/b6uq2t6RFd9KnZZP8AU/lk/wCK/wDkXmvzacx3H0Oxw6gT2P1szzDcx2KuxV2KuxVi3mzzxa6EhhhIluz0QHZP8qf/AKp/bzKw4DPf+Bxc2cQ2/jeW6dpt/wCbNQNCXkc8pJD9lB/M3/MuPNnKQxB1kYnKXtmi6RBo1olnbD4UG57s37cj/wCU2aWczM2XcwgICgj8g2OxV2KuxV2KuxV2KuxV2KuxV2KuxV//0ezYq7FXYq7FXYq7FXYq7FXYq7FXYq8g/Nb/AI6yf8YF/wCJS5ttJ9P+c6jV/V/msJzNcJ2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kso/Ln/juw/J/+ItmNqfoLlab6w9tzSu6dirsVdirFvzI/wCODP8A60f/ABNMytN9YcXU/QXiebl0rsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdiqvbWFzdmlvE8h/yVLf8AEciZAc2QiTyZDYfl1rN5QtEIV8ZCB/wi8mzHlqYhyI6aRZXpn5TW8dGv5mkPdUHFf+Db4sxZas/whyo6MfxFmWmaFYaUvGyhSP3A+I/60rfvMxJZDLm5kcYjyCYZW2OxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KvIPzV/46qf8Yl/W2bbSfS6jV/UwnM1wnYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYqzj8p/+OpL/AMYG/wCJR5hav6f85ztH9X+a9dzUu2dirsVdirsVdirsVdirsVdirsVdirsVaIrtirwLzVpZ0rU57YCiBiyf6jfGn/A/YzfYp8UQXQ5YcMiHof5U6V6FhJfOPinei/6ifD/yd5/8Bmv1c7PD/NdhpIUOL+czvMFznYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUBrv8Axzrn/jC//EWyzH9Qa8n0n+q+ec37z7sVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdir3/AMq/8cez/wCMEf8AxFc0OX6pf1nf4fpj/VTbKm12KuxV2KuxV2KuxVCanpdtqsDWt2geNvvB/nRv2XycZmJsMJwEhReT+ZPy5vdMJmsgbi367D94v+vH+3/zzzaYtSJc/Q6rLpjHl60Nov5garpAELt68S7cZOo/yVl/vP8Ag8lPTxl/RYw1Eo/0mX2X5sWEgH1qKSNu/Gjj/jTMSWkPRzI6wdUwH5maJSvN/lwOQ/KyZ/moIK7/ADX02Mf6PHLIfcBRkxpJdWB1cejEta/MjU9SBjgItoz2T7Z/57f80cMyoaaMefrcSeplLl6FPy75C1DWmE04MEBNS7j4m/4xo32v9fDk1Ahy9SMenM+fpet6NolposAtrNOK9Sf2mP8API2aqeQzNl20MYgKCYZW2OxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv/9Ls2KuxV2KuxV2KuxV2KuxV2KuxV2KsO82eQz5iu1uxP6XFAnHhy6Fm5fbT+fMvDqPDFU4ebT+IbtJP+VQN/wAtg/5F/wDX3L/zn9Fp/Jf0nf8AKoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/y2D/kX/wBfcfzn9FfyX9J3/KoG/wCWwf8AIv8A6+4/nP6K/kv6Tv8AlUDf8tg/5F/9fcfzn9FfyX9J3/KoG/5bB/yL/wCvuP5z+iv5L+k7/lUDf8tg/wCRf/X3H85/RX8l/Sd/yqBv+Wwf8i/+vuP5z+iv5L+k7/lUDf8ALYP+Rf8A19x/Of0V/Jf0nf8AKoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/y2D/kX/wBfcfzn9FfyX9J3/KoG/wCWwf8AIv8A6+4/nP6K/kv6Tv8AlUDf8tg/5F/9fcfzn9FfyX9J3/KoG/5bB/yL/wCvuP5z+iv5L+k7/lUDf8tg/wCRf/X3H85/RX8l/Sd/yqBv+Wwf8i/+vuP5z+iv5L+k7/lUDf8ALYP+Rf8A19x/Of0V/Jf0nf8AKoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/y2D/kX/wBfcfzn9FfyX9J3/KoG/wCWwf8AIv8A6+4/nP6K/kv6Tv8AlUDf8tg/5F/9fcfzn9FfyX9J3/KoG/5bB/yL/wCvuP5z+iv5L+k7/lUDf8tg/wCRf/X3H85/RX8l/Sd/yqBv+Wwf8i/+vuP5z+iv5L+k7/lUDf8ALYP+Rf8A19x/Of0V/Jf0nf8AKoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/y2D/kX/wBfcfzn9FfyX9J3/KoG/wCWwf8AIv8A6+4/nP6K/kv6Tv8AlUDf8tg/5F/9fcfzn9FfyX9J3/KoG/5bB/yL/wCvuP5z+iv5L+k7/lUDf8tg/wCRf/X3H85/RX8l/Sd/yqBv+Wwf8i/+vuP5z+iv5L+k7/lUDf8ALYP+Rf8A19x/Of0V/Jf0nf8AKoG/5bB/yL/6+4/nP6K/kv6SaeW/y5OiX6XxuBJwDDjw415Dh9r1GyrLqeMcNNuLTcB4rZxmE5rsVdirsVSrzLop1ywexD+nzKnlTlTiVk+z8OW4p8B4mrLDjHCwj/lUDf8ALYP+Rf8A19zN/Of0XC/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/wAtg/5F/wDX3H85/RX8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/wAtg/5F/wDX3H85/RX8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/wAtg/5F/wDX3H85/RX8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/wAtg/5F/wDX3H85/RX8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Ta/lB/NefdF/1+wfnP6P8Asl/Jf0v9irx/lDbinqXTnxogH/G74DrD3Mhox3ouL8ptLXeSWdvkVA/5N5A6uX9FkNHH+kj4Py30KL7ULSH/ACnb/mW0eQOpmWwaWATW18saVaU9G1hBHcoGP/BvyfKjlkeraMUR0TNEVBRQAPbKm1dirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVYd5r8hHzDdi6E/pUQLThy6f7NMy8Oo8MVTh5tP4hu0k/5VA3/AC2D/kX/ANfcv/Of0Wn8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/wAtg/5F/wDX3H85/RX8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6Tv+VQN/wAtg/5F/wDX3H85/RX8l/Sd/wAqgb/lsH/Iv/r7j+c/or+S/pO/5VA3/LYP+Rf/AF9x/Of0V/Jf0nf8qgb/AJbB/wAi/wDr7j+c/or+S/pO/wCVQN/y2D/kX/19x/Of0V/Jf0nf8qgb/lsH/Iv/AK+4/nP6K/kv6Tv+VQN/y2D/AJF/9fcfzn9FfyX9J3/KoG/5bB/yL/6+4/nP6K/kv6SeeUvIh8u3bXRn9XkhSnDj1Kty+2/8mUZtR4gqm/Dp/DN2zDMRy3Yq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYqxLzd5EXzFOlykohdV4t8PLl/J+2n2cy8Oo8MU4mbT+IbZHplgmm2kVnF9mJAtfGg+3/s/t5jSlxG3JhHhFIrIsnYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUPf2v1u2lt68fURlr1pyHHJRNG2MhYp53/AMqgb/lsH/Iv/r7mw/Of0XX/AJL+k7/lUDf8tg/5F/8AX3H85/RX8l/Sd/yqBv8AlsH/ACL/AOvuP5z+iv5L+k7/AJVA3/LYP+Rf/X3H85/RX8l/Sd/yqBv+Wwf8i/8Ar7j+c/or+S/pO/5VA3/LYP8AkX/19x/Of0V/Jf0nf8qgb/lsH/Iv/r7j+c/or+S/pO/5VA3/AC2D/kX/ANfcfzn9FfyX9J3/ACqBv+Wwf8i/+vuP5z+iv5L+k7/lUDf8tg/5F/8AX3H85/RX8l/Sd/yqBv8AlsH/ACL/AOvuP5z+iv5L+k7/AJVA3/LYP+Rf/X3H85/RX8l/Sd/yqBv+Wwf8i/8Ar7j+c/or+S/pO/5VA3/LYP8AkX/19x/Of0V/Jf0nf8qgb/lsH/Iv/r7j+c/or+S/pO/5VA3/AC2D/kX/ANfcfzn9FfyX9J3/ACqBv+Wwf8i/+vuP5z+iv5L+k7/lUDf8tg/5F/8AX3H85/RX8l/Sd/yqBv8AlsH/ACL/AOvuP5z+iv5L+k7/AJVA3/LYP+Rf/X3H85/RX8l/Sd/yqBv+Wwf8i/8Ar7j+c/or+S/pO/5VA3/LYP8AkX/19x/Of0V/Jf0nf8qgb/lsH/Iv/r7j+c/or+S/pO/5VA3/AC2D/kX/ANfcfzn9FfyX9J3/ACqBv+Wwf8i/+vuP5z+iv5L+k9A0mx/R9nDZluXoxqnKlK8Rx5ccwJy4jbnwjwgBGZBm7FXYq7FXYq7FXYq7FXYqlGq+VtL1Y8ruBWf+cfC//IyPizf7PLYZZR5FqnijLmGL3f5SWUhJtriSP2YB/wDqjmUNYeocU6MdCgv+VQN/y2D/AJF/9fcn+c/osPyX9JF2v5R2iGtzcyOPBFCf8S9fIHWHoGQ0Y6lk2leT9J0khreBTIP23+Nv9i0n2P8AnnwzGnmlLmXKhhjHkE6ylubxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9Ps2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9Ts2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9Xs2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9bs2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9fs2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9Ds2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2K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xV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9Xs2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kv8A/9k=",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 5,
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from IPython.display import Image\n",
        "\n",
        "Image(filename=filename, width=600)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a id=\"models\"></a>\n",
        "## Work with Foundation Models on `watsonx.ai`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Specify the `model_id` of the model you will use for the chat with image modalities."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [],
      "source": [
        "model_id = \"meta-llama/llama-3-2-11b-vision-instruct\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Define the model parameters\n",
        "\n",
        "You might need to adjust model `parameters` depending on the model you use."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| PARAMETER         | TYPE                                   | EXAMPLE VALUE           |\n",
            "+===================+========================================+=========================+\n",
            "| frequency_penalty | float, NoneType                        | 0.5                     |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| logprobs          | bool, NoneType                         | True                    |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| top_logprobs      | int, NoneType                          | 3                       |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| presence_penalty  | float, NoneType                        | 0.3                     |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| response_format   | dict, TextChatResponseFormat, NoneType | {'type': 'json_object'} |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| temperature       | float, NoneType                        | 0.7                     |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| max_tokens        | int, NoneType                          | 100                     |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| time_limit        | int, NoneType                          | 600000                  |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| top_p             | float, NoneType                        | 0.9                     |\n",
            "+-------------------+----------------------------------------+-------------------------+\n",
            "| n                 | int, NoneType                          | 1                       |\n",
            "+-------------------+----------------------------------------+-------------------------+\n"
          ]
        }
      ],
      "source": [
        "from ibm_watsonx_ai.foundation_models.schema import TextChatParameters\n",
        "\n",
        "TextChatParameters.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [],
      "source": [
        "params = TextChatParameters(\n",
        "    temperature=1\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": [
        "### Initialize the model\n",
        "\n",
        "Initialize the `ModelInference` class with the previously set parameters."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "from ibm_watsonx_ai.foundation_models import ModelInference\n",
        "\n",
        "model = ModelInference(\n",
        "    model_id=model_id,\n",
        "    credentials=credentials,\n",
        "    project_id=project_id,\n",
        "    params=params\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Encode the image to `base64.b64encode`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "import base64\n",
        "\n",
        "with open(filename, 'rb') as image_file:\n",
        "    encoded_string = base64.b64encode(image_file.read()).decode('utf-8')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a id=\"predict\"></a>\n",
        "## Use the chat to answer a question about the provided image\n",
        "\n",
        "Provide a question about the image and send it in the messages payload."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "question = \"Describe the image\"\n",
        "\n",
        "messages = [\n",
        "  {\n",
        "    \"role\": \"user\",\n",
        "    \"content\": [\n",
        "      {\n",
        "        \"type\": \"text\",\n",
        "        \"text\": question\n",
        "      },\n",
        "      {\n",
        "        \"type\": \"image_url\",\n",
        "        \"image_url\": {\n",
        "          \"url\": \"data:image/jpeg;base64,\" + encoded_string,\n",
        "        }\n",
        "      }\n",
        "    ]\n",
        "  }\n",
        "]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Generate an answer to your question using the `meta-llama/llama-3-2-11b-vision-instruct` model."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "response = model.chat(messages=messages)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Explore the generated content from the chat model."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "This image showcases the IBM logo. The icon predates IBM becoming a technology brand and represents a distinctive typographic mark akin to music staves, specifically those used for mode notation. The words \"International Business Machines\" had been written in the same style, and, when condensed, it became the widely recognizable logo of the well-known tech company.\n"
          ]
        }
      ],
      "source": [
        "print(response[\"choices\"][0][\"message\"][\"content\"])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Explore the output from the model."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'id': 'chat-e284e6b5ce9e4051af3688f63c6a338a',\n",
              " 'model_id': 'meta-llama/llama-3-2-11b-vision-instruct',\n",
              " 'model': 'meta-llama/llama-3-2-11b-vision-instruct',\n",
              " 'choices': [{'index': 0,\n",
              "   'message': {'role': 'assistant',\n",
              "    'content': 'This image showcases the IBM logo. The icon predates IBM becoming a technology brand and represents a distinctive typographic mark akin to music staves, specifically those used for mode notation. The words \"International Business Machines\" had been written in the same style, and, when condensed, it became the widely recognizable logo of the well-known tech company.'},\n",
              "   'finish_reason': 'stop'}],\n",
              " 'created': 1733296056,\n",
              " 'created_at': '2024-12-04T07:07:38.277Z',\n",
              " 'usage': {'completion_tokens': 70,\n",
              "  'prompt_tokens': 6523,\n",
              "  'total_tokens': 6593},\n",
              " 'system': {'warnings': [{'message': 'This model is a Non-IBM Product governed by a third-party license that may impose use restrictions and other obligations. By using this model you agree to its terms as identified in the following URL.',\n",
              "    'id': 'disclaimer_warning',\n",
              "    'more_info': 'https://www.ibm.com/docs/en/cloud-paks/cp-data/4.8.x?topic=models-supported-foundation'},\n",
              "   {'message': \"The value of 'max_tokens' for this model was set to value 1024\",\n",
              "    'id': 'unspecified_max_token',\n",
              "    'additional_properties': {'limit': 0,\n",
              "     'new_value': 1024,\n",
              "     'parameter': 'max_tokens',\n",
              "     'value': 0}}]}}"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "response"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a id=\"summary\"></a>\n",
        "## Summary and next steps\n",
        "\n",
        "You successfully completed this notebook!\n",
        " \n",
        "You learned how to describe an image using `ModelInference`.\n",
        " \n",
        "Check out our _<a href=\"https://ibm.github.io/watsonx-ai-python-sdk/samples.html\" target=\"_blank\" rel=\"noopener no referrer\">Online Documentation</a>_ for more samples, tutorials, documentation, how-tos, and blog posts. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": [
        "### Author\n",
        "\n",
        "**Mateusz Szewczyk**, Software Engineer at Watson Machine Learning."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Copyright © 2024-2025 IBM. This notebook and its source code are released under the terms of the MIT License."
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "note_env",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
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