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@danascape
Last active January 6, 2021 05:01
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Colab's New Code Editor
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Colab's New Code Editor",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/iamsaalim/6961c9c680b7ed41820c608c455264ff/colab-s-new-code-editor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "wfuCb6f28zO5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
},
"outputId": "a0542fa6-e5c7-46c7-fa22-42a758c5a0e3"
},
"source": [
"! wget -q -c -nc https://bin.equinox.io/c/4VmDzA7iaHb/ngrok-stable-linux-amd64.zip\n",
"! unzip -qq -n ngrok-stable-linux-amd64.zip\n",
"! apt-get install -qq -o=Dpkg::Use-Pty=0 openssh-server pwgen vim neofetch dialog git tmux bc build-essential zip curl libstdc++6 git wget python gcc clang libssl-dev repo rsync flex bison nyancat nano> /dev/null\n",
"! git clone https://github.com/akhilnarang/scripts && cd scripts && bash setup/android_build_env.sh && cd ..\n",
"! echo root:danascape | chpasswd\n",
"! mkdir -p /var/run/sshd\n",
"! echo \"PermitRootLogin yes\" >> /etc/ssh/sshd_config\n",
"! echo \"PasswordAuthentication yes\" >> /etc/ssh/sshd_config\n",
"! echo \"LD_LIBRARY_PATH=/usr/lib64-nvidia\" >> /root/.bashrc\n",
"! echo \"export LD_LIBRARY_PATH\" >> /root/.bashrc\n",
"\n",
"#Run sshd\n",
"get_ipython().system_raw('/usr/sbin/sshd -D &')\n",
"\n",
"#Ask token\n",
"print(\"Copy authtoken from https://dashboard.ngrok.com/auth\")\n",
"authtoken=\"token\"\n",
"! git config --global user.email \"saalimquadri1@gmail.com\"\n",
"! git config --global user.name \"danascape\"\n",
"\n",
"#Create tunnel\n",
"get_ipython().system_raw('./ngrok authtoken 1ShshNwfhQcyOqlMjnBDVE5X5jC_3WAmzomMHAgkunka4dSck && ./ngrok tcp 22 &')\n",
"#Print root password\n",
"print(\"Root password: danascape\")\n",
"#Get public address\n",
"# ssh root@0.tcp.ngrok.io -p 10965 <-- port number dictated in colab output\n",
"! curl -s http://localhost:4040/api/tunnels | python3 -c \\\n",
" \"import sys, json; print(json.load(sys.stdin)['tunnels'][0]['public_url'])\"\n"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Copy authtoken from https://dashboard.ngrok.com/auth\n",
"Root password: danascape\n",
"tcp://0.tcp.ngrok.io:16873\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "LhDiAMaaAnQF"
},
"source": [
"## Enabling and disabling the new editor\n",
"\n",
"The new editor can be controlled with the experiment button in the top-right.\n",
"\n",
"![Try new features](data:image/png;base64,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)\n",
"### Issues\n",
"You can disable the new editor if you run into issues, but please do let us know why so that we can fix any complaints.\n",
"\n",
"Bugs can be filed at https://github.com/googlecolab/colabtools/issues/new, or use the 'Send feedback...' option in the Help menu."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "rDDEJerKvHV_"
},
"source": [
"# Automatic Completions\n",
"\n",
"Code completions and documentation hints occur automatically while you type.\n",
"\n",
"Use the following keyboard shortcuts:\n",
" - `Ctrl-space` to re-open completions.\n",
" - `Ctrl-shift-space` to re-open parameter hints.\n",
"\n",
"![Rich completions](data:image/png;base64,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\n",
")\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ev2VBsdN3psP"
},
"source": [
"## Disabling automatic completions\n",
"\n",
"Automatic completions can be disabled in the Preferences with the \"Automatically trigger code completions\" option.\n",
"\n",
"![Automatically trigger code completions](data:image/png;base64,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)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "bEXkvERUtU5O"
},
"source": [
"# Keyboard Bindings\n",
"\n",
"The default editor keyboard bindings have been updated and there are now additional options for keybindings including:\n",
"\n",
"* Vim\n",
"* Classic - restores some common keyboard shortcuts from the previous editor.\n",
"\n",
"These options are available in the Preferences with the \"Editor key bindings\" option.\n",
"\n",
"![Keybinding 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)\n",
"\n",
"With automatic completions disabled use:\n",
" - `Tab` to re-open completions.\n",
" - `Shift-tab` to re-open parameter hints."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "aRDUGd13kUFu"
},
"source": [
"# Colab's New Code Editor\n",
"\n",
"Colab is moving to a new code editor which includes:\n",
"* Richer completions\n",
"* Additional keybinding options\n",
"* Improved accessibility"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "qTXOGdaz4wy0"
},
"source": [
"# Richer syntax highlighting\n",
"\n",
"Improved support for nested languages:\n",
"\n",
"```notebook-python\n",
"df = pd.io.gbq.read_gbq('''\n",
" SELECT \n",
" REGEXP_EXTRACT(name, '[a-zA-Z]+'),\n",
" SUM(number) as count\n",
" FROM `bigquery-public-data.usa_names.usa_1910_2013`\n",
" WHERE state = 'TX'\n",
" GROUP BY name\n",
" ORDER BY count DESC\n",
" LIMIT 100\n",
"''')\n",
"```"
]
}
]
}
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