APSToolkitPython/Tutorials/00.01. Jupyter Notebook And Google Colab.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table align=\"left\">\n",
    "  <td style=\"text-align: center\">\n",
    "    <a href=\"https://colab.research.google.com/github/chuongmep/aps-toolkit/blob/dev/APSToolkitPython/Tutorials/00.01.%20Jupyter%20Notebook%20And%20Google%20Colab.ipynb\">\n",
    "      <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Google Colaboratory logo\"><br> Run in Colab\n",
    "    </a>\n",
    "  </td>\n",
    "  <td style=\"text-align: center\">\n",
    "    <a href=\"https://github.com/chuongmep/aps-toolkit/blob/dev/APSToolkitPython/Tutorials/00.01.%20Jupyter%20Notebook%20And%20Google%20Colab.ipynb\">\n",
    "      <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\"><br> View on GitHub\n",
    "    </a>\n",
    "  </td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table align=\"left\">\n",
    "  <tr>\n",
    "    <td>Author(s)</td>\n",
    "    <td><a href=\"https://github.com/chuongmep\" id=\"author-link\">Chuong Ho</a></td>\n",
    "    <!-- <td><a href=\"<your repo>\" id=\"github-link\">YourName</a></td> -->\n",
    "  </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Google Colab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Google Colaboratory, often referred to as \"Google Colab,\" is a cloud-based Python development environment similar to Jupyter Notebook. It allows you to write and execute Python in your browser, with zero configuration required, free access to GPUs, and easy sharing of your work. \n",
    "\n",
    "Here's a simple example of how to use Google Colab:\n",
    "\n",
    "1. First, you need to access the Google Colab website (https://colab.research.google.com) and sign in with your Google account.\n",
    "\n",
    "2. Click on `File > New notebook` to create a new notebook.\n",
    "\n",
    "3. You'll see a cell where you can start writing your Python code. For example, let's write a simple Python program that prints \"Hello, World!\".\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Hello, World!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "4. To run the code, click on the play button on the left side of the cell or press `Shift + Enter`. The output will be displayed below the cell.\n",
    "\n",
    "5. You can add new cells by clicking the `+ Code` or `+ Text` buttons. `+ Code` adds a new cell for Python code, while `+ Text` adds a new cell for markdown text.\n",
    "\n",
    "6. Once you're done, you can save your notebook to Google Drive or download it to your local machine by clicking on `File > Save` or `File > Download .ipynb`.\n",
    "\n",
    "Remember, Google Colab also supports free GPU usage. You can change your runtime to use GPU by clicking on `Runtime > Change runtime type > Hardware accelerator > GPU`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuring Google Colab for Autodesk Plaform Services"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Configure your code by storing environment variables, file paths, or keys. Values stored here are private, visible only to you and the notebooks that you select.\n",
    "\n",
    "Secret name cannot contain spaces.\n",
    "```\n",
    "APS_CLIENT_ID = <your client id>\n",
    "APS_CLIENT_SECRET = <your client secret>\n",
    "APS_REFRESH_TOKEN = <your refresh token>\n",
    "```\n",
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access your secret keys in Python via:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from google.colab import userdata\n",
    "userdata.get('secretName')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to share your notebook with others\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can share your notebook with others by step by step below:\n",
    "- Publish your notebook public in github\n",
    "- Add url to direct open in Google Colab\n",
    "```\n",
    "https://colab.research.google.com/github/<username>/<repo>/<notebook>.ipynb\n",
    "```\n",
    "- Share the link with others\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Congratulations! You now know how to use Google Colab to write and execute Python code, as well as how to share your work with others. Please share some of your favorite Google Colab tips and tricks in the github discussion."
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}