{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ur8xi4C7S06n"
      },
      "outputs": [],
      "source": [
        "# Copyright [year] Google LLC\n",
        "#\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "#     https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JAPoU8Sm5E6e"
      },
      "source": [
        "# [TODO]: Add Your Notebook Title Here\n",
        "\n",
        "**[TODO]: Replace this table with the output from the `Generate Links` cell below.**\n",
        "\n",
        "<table align=\"left\">\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\">\n",
        "      <img width=\"32px\" src=\"https://www.gstatic.com/pantheon/images/bigquery/welcome_page/colab-logo.svg\" alt=\"Google Colaboratory logo\"><br> Open in Colab\n",
        "    </a>\n",
        "  </td>\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"https://console.cloud.google.com/vertex-ai/colab/import/https:%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fnotebook_template.ipynb\">\n",
        "      <img width=\"32px\" src=\"https://lh3.googleusercontent.com/JmcxdQi-qOpctIvWKgPtrzZdJJK-J3sWE1RsfjZNwshCFgE_9fULcNpuXYTilIR2hjwN\" alt=\"Google Cloud Colab Enterprise logo\"><br> Open in Colab Enterprise\n",
        "    </a>\n",
        "  </td>\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/generative-ai/main/notebook_template.ipynb\">\n",
        "      <img src=\"https://www.gstatic.com/images/branding/gcpiconscolors/vertexai/v1/32px.svg\" alt=\"Vertex AI logo\"><br> Open in Vertex AI Workbench\n",
        "    </a>\n",
        "  </td>\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\">\n",
        "      <img src=\"https://www.gstatic.com/images/branding/gcpiconscolors/bigquery/v1/32px.svg\" alt=\"BigQuery Studio logo\"><br> Open in BigQuery Studio\n",
        "    </a>\n",
        "  </td>\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"https://github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\">\n",
        "      <img width=\"32px\" src=\"https://storage.googleapis.com/github-repo/generative-ai/logos/GitHub_Invertocat_Dark.svg\" alt=\"GitHub logo\"><br> View on GitHub\n",
        "    </a>\n",
        "  </td>\n",
        "</table>\n",
        "\n",
        "<div style=\"clear: both;\"></div>\n",
        "\n",
        "<p>\n",
        "<b>Share to:</b>\n",
        "\n",
        "<a href=\"https://www.linkedin.com/sharing/share-offsite/?url=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/8/81/LinkedIn_icon.svg\" alt=\"LinkedIn logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"https://bsky.app/intent/compose?text=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/7/7a/Bluesky_Logo.svg\" alt=\"Bluesky logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"https://twitter.com/intent/tweet?url=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/5/5a/X_icon_2.svg\" alt=\"X logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"https://reddit.com/submit?url=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://redditinc.com/hubfs/Reddit%20Inc/Brand/Reddit_Logo.png\" alt=\"Reddit logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"https://www.facebook.com/sharer/sharer.php?u=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/5/51/Facebook_f_logo_%282019%29.svg\" alt=\"Facebook logo\">\n",
        "</a>\n",
        "</p>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "c0831e65d0de"
      },
      "outputs": [
        {
          "data": {
            "text/markdown": [
              "\n",
              "```html\n",
              "<table align=\"left\">\n",
              "  <td style=\"text-align: center\">\n",
              "    <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\">\n",
              "      <img width=\"32px\" src=\"https://www.gstatic.com/pantheon/images/bigquery/welcome_page/colab-logo.svg\" alt=\"Google Colaboratory logo\"><br> Open in Colab\n",
              "    </a>\n",
              "  </td>\n",
              "  <td style=\"text-align: center\">\n",
              "    <a href=\"https://console.cloud.google.com/vertex-ai/colab/import/https:%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fnotebook_template.ipynb\">\n",
              "      <img width=\"32px\" src=\"https://lh3.googleusercontent.com/JmcxdQi-qOpctIvWKgPtrzZdJJK-J3sWE1RsfjZNwshCFgE_9fULcNpuXYTilIR2hjwN\" alt=\"Google Cloud Colab Enterprise logo\"><br> Open in Colab Enterprise\n",
              "    </a>\n",
              "  </td>\n",
              "  <td style=\"text-align: center\">\n",
              "    <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/generative-ai/main/notebook_template.ipynb\">\n",
              "      <img src=\"https://www.gstatic.com/images/branding/gcpiconscolors/vertexai/v1/32px.svg\" alt=\"Vertex AI logo\"><br> Open in Vertex AI Workbench\n",
              "    </a>\n",
              "  </td>\n",
              "  <td style=\"text-align: center\">\n",
              "    <a href=\"https://github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\">\n",
              "      <img width=\"32px\" src=\"https://storage.googleapis.com/github-repo/generative-ai/logos/GitHub_Invertocat_Dark.svg\" alt=\"GitHub logo\"><br> View on GitHub\n",
              "    </a>\n",
              "  </td>\n",
              "</table>\n",
              "\n",
              "<div style=\"clear: both;\"></div>\n",
              "\n",
              "<p>\n",
              "<b>Share to:</b>\n",
              "\n",
              "<a href=\"https://www.linkedin.com/sharing/share-offsite/?url=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
              "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/8/81/LinkedIn_icon.svg\" alt=\"LinkedIn logo\">\n",
              "</a>\n",
              "\n",
              "<a href=\"https://bsky.app/intent/compose?text=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
              "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/7/7a/Bluesky_Logo.svg\" alt=\"Bluesky logo\">\n",
              "</a>\n",
              "\n",
              "<a href=\"https://twitter.com/intent/tweet?url=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
              "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/5/5a/X_icon_2.svg\" alt=\"X logo\">\n",
              "</a>\n",
              "\n",
              "<a href=\"https://reddit.com/submit?url=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
              "  <img width=\"20px\" src=\"https://redditinc.com/hubfs/Reddit%20Inc/Brand/Reddit_Logo.png\" alt=\"Reddit logo\">\n",
              "</a>\n",
              "\n",
              "<a href=\"https://www.facebook.com/sharer/sharer.php?u=https%3A//github.com/GoogleCloudPlatform/generative-ai/blob/main/notebook_template.ipynb\" target=\"_blank\">\n",
              "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/5/51/Facebook_f_logo_%282019%29.svg\" alt=\"Facebook logo\">\n",
              "</a>\n",
              "</p>\n",
              "```"
            ],
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# -------------------------------------------------------\n",
        "# ! AUTHORING NOTE: DO NOT EDIT, DELETE, OR MOVE THIS CELL\n",
        "# -------------------------------------------------------\n",
        "# This cell is used to generate the correct sharing links\n",
        "# for the notebooks. Update the variables, run the cell,\n",
        "# and then copy the generated HTML into the markdown cell\n",
        "# above. After you have copied the HTML, you can delete\n",
        "# this cell.\n",
        "# -------------------------------------------------------\n",
        "\n",
        "import re\n",
        "from urllib.parse import quote\n",
        "\n",
        "from IPython.display import Markdown, display\n",
        "\n",
        "def generate_html(file_path: str):\n",
        "    match = re.search(\n",
        "        r\"(?:https://)?(?:github\\.com/)?(?:GoogleCloudPlatform/)?(?:generative-ai/)?(?:blob/)?(?:main/)?([\\w/-]+.ipynb)\",\n",
        "        file_path,\n",
        "    )\n",
        "    if not match:\n",
        "        return \"Could not generate table.\"\n",
        "\n",
        "    file_path = match.group(1)\n",
        "\n",
        "    base_url = \"https://github.com/GoogleCloudPlatform/generative-ai/blob/main/\"\n",
        "    raw_github_url = (\n",
        "        \"https://raw.githubusercontent.com/GoogleCloudPlatform/generative-ai/main/\"\n",
        "    )\n",
        "\n",
        "    colab_url = \"https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/\"\n",
        "    colab_enterprise_url = f\"https://console.cloud.google.com/vertex-ai/colab/import/{raw_github_url.replace('/', '%2F')}\"\n",
        "    vertex_ai_url = f\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url={raw_github_url}\"\n",
        "    bigquery_studio_url = (\n",
        "        f\"https://console.cloud.google.com/bigquery/import?url={base_url}\"\n",
        "    )\n",
        "\n",
        "    linkedin_url = \"https://www.linkedin.com/sharing/share-offsite/?url=\"\n",
        "    bluesky_url = \"https://bsky.app/intent/compose?text=\"\n",
        "    twitter_url = \"https://twitter.com/intent/tweet?url=\"\n",
        "    reddit_url = \"https://reddit.com/submit?url=\"\n",
        "    facebook_url = \"https://www.facebook.com/sharer/sharer.php?u=\"\n",
        "\n",
        "    encoded_url = quote(f\"{base_url}{file_path}\")\n",
        "\n",
        "    html = f\"\"\"\n",
        "```html\n",
        "<table align=\"left\">\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"{colab_url}{file_path}\">\n",
        "      <img width=\"32px\" src=\"https://www.gstatic.com/pantheon/images/bigquery/welcome_page/colab-logo.svg\" alt=\"Google Colaboratory logo\"><br> Open in Colab\n",
        "    </a>\n",
        "  </td>\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"{colab_enterprise_url}{file_path.replace(\"/\", \"%2F\")}\">\n",
        "      <img width=\"32px\" src=\"https://lh3.googleusercontent.com/JmcxdQi-qOpctIvWKgPtrzZdJJK-J3sWE1RsfjZNwshCFgE_9fULcNpuXYTilIR2hjwN\" alt=\"Google Cloud Colab Enterprise logo\"><br> Open in Colab Enterprise\n",
        "    </a>\n",
        "  </td>\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"{vertex_ai_url}{file_path}\">\n",
        "      <img src=\"https://www.gstatic.com/images/branding/gcpiconscolors/vertexai/v1/32px.svg\" alt=\"Vertex AI logo\"><br> Open in Vertex AI Workbench\n",
        "    </a>\n",
        "  </td>\"\"\"\n",
        "\n",
        "    # Add BigQuery Studio link only if the flag is True\n",
        "    if INCLUDE_BIGQUERY_STUDIO:\n",
        "        html += f\"\"\"\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"{bigquery_studio_url}{file_path}\">\n",
        "      <img src=\"https://www.gstatic.com/images/branding/gcpiconscolors/bigquery/v1/32px.svg\" alt=\"BigQuery Studio logo\"><br> Open in BigQuery Studio\n",
        "    </a>\n",
        "  </td>\"\"\"\n",
        "\n",
        "    html += f\"\"\"\n",
        "  <td style=\"text-align: center\">\n",
        "    <a href=\"{base_url}{file_path}\">\n",
        "      <img width=\"32px\" src=\"https://raw.githubusercontent.com/primer/octicons/refs/heads/main/icons/mark-github-24.svg\" alt=\"GitHub logo\"><br> View on GitHub\n",
        "    </a>\n",
        "  </td>\n",
        "</table>\n",
        "\n",
        "<div style=\"clear: both;\"></div>\n",
        "\n",
        "<p>\n",
        "<b>Share to:</b>\n",
        "\n",
        "<a href=\"{linkedin_url}{encoded_url}\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/8/81/LinkedIn_icon.svg\" alt=\"LinkedIn logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"{bluesky_url}{encoded_url}\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/7/7a/Bluesky_Logo.svg\" alt=\"Bluesky logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"{twitter_url}{encoded_url}\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/5/5a/X_icon_2.svg\" alt=\"X logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"{reddit_url}{encoded_url}\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://redditinc.com/hubfs/Reddit%20Inc/Brand/Reddit_Logo.png\" alt=\"Reddit logo\">\n",
        "</a>\n",
        "\n",
        "<a href=\"{facebook_url}{encoded_url}\" target=\"_blank\">\n",
        "  <img width=\"20px\" src=\"https://upload.wikimedia.org/wikipedia/commons/5/51/Facebook_f_logo_%282019%29.svg\" alt=\"Facebook logo\">\n",
        "</a>\n",
        "</p>\n",
        "```\"\"\"\n",
        "    return html\n",
        "\n",
        "\n",
        "# File path from the repository root\n",
        "file_path = \"notebook_template.ipynb\"  # @param {type:\"string\"}\n",
        "\n",
        "# Include link to Open in BigQuery Studio\n",
        "INCLUDE_BIGQUERY_STUDIO = False  # @param {type:\"boolean\"}\n",
        "display(Markdown(generate_html(file_path)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "84f0f73a0f76"
      },
      "source": [
        "| Author(s) |\n",
        "| --- |\n",
        "| [Firstname Lastname](https://github.com/username) |"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tvgnzT1CKxrO"
      },
      "source": [
        "## Overview\n",
        "\n",
        "{TODO: Explain what this notebook demonstrates, and what you will learn from the notebook}\n",
        "\n",
        "{TODO: Add high level bullets for the steps performed in the notebook}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "61RBz8LLbxCR"
      },
      "source": [
        "## Get started"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "No17Cw5hgx12"
      },
      "source": [
        "### Install Google Gen AI SDK and other required packages\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tFy3H3aPgx12"
      },
      "outputs": [],
      "source": [
        "%pip install --upgrade --quiet google-genai"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dmWOrTJ3gx13"
      },
      "source": [
        "### Authenticate your notebook environment\n",
        "\n",
        "If you are running this notebook in **Google Colab**, run the cell below to authenticate your account."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NyKGtVQjgx13"
      },
      "outputs": [],
      "source": [
        "import sys\n",
        "\n",
        "if \"google.colab\" in sys.modules:\n",
        "    from google.colab import auth\n",
        "\n",
        "    auth.authenticate_user()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DF4l8DTdWgPY"
      },
      "source": [
        "### Set Google Cloud project information\n",
        "\n",
        "To get started using Vertex AI, you must have an existing Google Cloud project and [enable the Vertex AI API](https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com).\n",
        "\n",
        "Learn more about [setting up a project and a development environment](https://cloud.google.com/vertex-ai/docs/start/cloud-environment)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Nqwi-5ufWp_B"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "\n",
        "from google import genai\n",
        "\n",
        "# fmt: off\n",
        "PROJECT_ID = \"[your-project-id]\"  # @param {type: \"string\", placeholder: \"[your-project-id]\", isTemplate: true}\n",
        "LOCATION = \"global\" # @param {type: \"string\", placeholder: \"[your-project-id]\", isTemplate: true}\n",
        "# fmt: on\n",
        "\n",
        "if not PROJECT_ID or PROJECT_ID == \"[your-project-id]\":\n",
        "    PROJECT_ID = str(os.environ.get(\"GOOGLE_CLOUD_PROJECT\"))\n",
        "if not LOCATION:\n",
        "    LOCATION = os.environ.get(\"GOOGLE_CLOUD_REGION\")\n",
        "\n",
        "client = genai.Client(vertexai=True, project=PROJECT_ID, location=LOCATION)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5303c05f7aa6"
      },
      "source": [
        "### Import libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6fc324893334"
      },
      "outputs": [],
      "source": [
        "from IPython.display import Markdown, display\n",
        "\n",
        "# [TODO]: Add other library imports here"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EdvJRUWRNGHE"
      },
      "source": [
        "## [TODO] Add your notebook tutorial here"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e43229f3ad4f"
      },
      "source": [
        "### Load model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cf93d5f0ce00"
      },
      "outputs": [],
      "source": [
        "MODEL_ID = \"gemini-2.0-flash\"  # @param {type:\"string\"}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2a4e033321ad"
      },
      "source": [
        "## Cleaning up\n",
        "\n",
        "[TODO]: To clean up all Google Cloud resources used in this project, you can [delete the Google Cloud project](https://cloud.google.com/resource-manager/docs/creating-managing-projects#shutting_down_projects) you used for the tutorial.\n",
        "\n",
        "Otherwise, you can delete the individual resources you created in this tutorial. Add instructions here for deleting specific resources, for example:\n",
        "\n",
        "- Datasets\n",
        "- Models\n",
        "- Endpoints"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "notebook_template.ipynb",
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
