Run Container on AWS ECS.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# About: Run Container on AWS ECS\n",
    "\n",
    "このNotebookは、このイメージ `yacchin1205/jupyter-with-jenkins` をECSで動作させるNotebookの例です。\n",
    "\n",
    "本手順は、 *Tutorial: Creating a Cluster with a Fargate Task Using the AWS CLI* https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ECS_AWSCLI_Fargate.html をJupyter Notebookにて記述したものです。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prerequisites\n",
    "\n",
    "このNotebookを利用するためにはいくつかの前提条件があります。**以下の説明を読みながら、必要なアカウント等の設定を行って**ください。"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
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   },
   "source": [
    "## 事前条件\n",
    "\n",
    "**事前にTerminalから、 `aws configure` を実施してください。**\n",
    "\n",
    "`aws configure` の実施例:\n",
    "\n",
    "```\n",
    "$ aws configure\n",
    "AWS Access Key ID [None]: (自身のアカウントのアクセスキー)\n",
    "AWS Secret Access Key [None]: (自身のアカウントのシークレットアクセスキー)\n",
    "Default region name [None]: ap-northeast-1 (使用したいリージョン)\n",
    "Default output format [None]: json (jsonを指定)\n",
    "```\n",
    "\n",
    "アクセスキー管理方法は様々ありますが、AWS IAMのユーザー https://console.aws.amazon.com/iam/home?region=us-west-2#/users からNotebook用のユーザーを作成する方法があります。万が一アクセスキーが漏れた場合に備えて、権限を最小限に、いつでも無効化できるように設定する必要があります。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "権限は `AmazonEC2FullAccess`, `AmazonElasticFileSystemFullAccess`,  `AmazonECS_FullAccess`, `AWSCloudFormationFullAccess`, `CloudWatchFullAccess` を想定しています。\n",
    "\n",
    "正しくアクセス情報が指定されているかどうかを、`describe-vpcs`により確認します。**以下のコマンド実行がエラーとなる場合、`aws configure`が正しくなされていない可能性があります。**"
   ]
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    },
    "lc_wrapper": {
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      "/home/jovyan/.log/20200728/20200728-123318-0852.log",
      "/home/jovyan/.log/20200728/20200728-123457-0392.log",
      "/home/jovyan/.log/20200728/20200728-223246-0358.log",
      "/home/jovyan/.log/20200728/20200728-223415-0882.log",
      "/home/jovyan/.log/20200728/20200728-231527-0912.log",
      "/home/jovyan/.log/20200729/20200729-012606-0482.log",
      "/home/jovyan/.log/20200729/20200729-012657-0316.log",
      "/home/jovyan/.log/20200729/20200729-041404-0810.log",
      "/home/jovyan/.log/20200729/20200729-050700-0357.log",
      "/home/jovyan/.log/20200729/20200729-050746-0299.log"
     ]
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import sys\n",
    "\n",
    "vpc_result = !aws ec2 describe-vpcs\n",
    "try:\n",
    "    vpcs = json.loads('\\n'.join(vpc_result))['Vpcs']\n",
    "    print('{} VPCs exist'.format(len(vpcs)))\n",
    "except:\n",
    "    print(vpc_result)\n",
    "    raise sys.exc_info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare VPC"
   ]
  },
  {
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      "/home/jovyan/.log/20200727/20200727-112435-0959.log",
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      "/home/jovyan/.log/20200729/20200729-050750-0113.log"
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   },
   "outputs": [],
   "source": [
    "cloudformation_stack_name = 'ecstest0001'\n",
    "cloudformation_stack_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tempfile\n",
    "work_dir = tempfile.mkdtemp()\n",
    "work_dir"
   ]
  },
  {
   "cell_type": "markdown",
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      },
      {
       "current": "47f344ea-cfe3-11ea-9dc1-0242ac160003-8-7603-a54d-c9fc-53d8-0246-63e5-e8ed-bdcb",
       "next": "6dbdd224-cfd6-11ea-9dc1-0242ac160003-7-24e3-e8aa-350e-fb5c-34fc-3515-45f1",
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    }
   },
   "source": [
    "### Templateの定義"
   ]
  },
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      "/home/jovyan/.log/20200727/20200727-121116-0654.log",
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      "/home/jovyan/.log/20200729/20200729-041423-0711.log",
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   "outputs": [],
   "source": [
    "%%writefile {work_dir}/template.yml\n",
    "AWSTemplateFormatVersion: \"2010-09-09\"\n",
    "Description: 'A VPC for ECS'\n",
    "Resources:\n",
    "  VPC:\n",
    "    Type: \"AWS::EC2::VPC\"\n",
    "    Properties:\n",
    "      CidrBlock: 10.1.0.0/16\n",
    "      EnableDnsSupport: true\n",
    "      EnableDnsHostnames: true\n",
    "      Tags:\n",
    "      - Key: Name\n",
    "        Value:  !Join ['', [!Ref \"AWS::StackName\", \"-VPC\" ]]\n",
    "            \n",
    "  InternetGateway:\n",
    "    Type: \"AWS::EC2::InternetGateway\"\n",
    "    DependsOn: VPC\n",
    "        \n",
    "  AttachGateway:\n",
    "    Type: \"AWS::EC2::VPCGatewayAttachment\"\n",
    "    Properties:\n",
    "      VpcId: !Ref VPC\n",
    "      InternetGatewayId: !Ref InternetGateway\n",
    "        \n",
    "  ECSSubnet:\n",
    "    Type: AWS::EC2::Subnet\n",
    "    Properties:\n",
    "      VpcId: !Ref VPC\n",
    "      CidrBlock: 10.1.1.0/24\n",
    "      AvailabilityZone: !Select [ 0, !GetAZs ]    # Get the first AZ in the list       \n",
    "      Tags:\n",
    "      - Key: Name\n",
    "        Value: !Sub ${AWS::StackName}-ECS\n",
    "                \n",
    "  ECSPublicRouteTable:\n",
    "    Type: AWS::EC2::RouteTable\n",
    "    Properties:\n",
    "      VpcId: !Ref VPC\n",
    "      Tags:\n",
    "      - Key: Name\n",
    "        Value: ECSPublic\n",
    "\n",
    "  ECSRoute1:\n",
    "    Type: AWS::EC2::Route\n",
    "    DependsOn: AttachGateway\n",
    "    Properties:\n",
    "      RouteTableId: !Ref ECSPublicRouteTable\n",
    "      DestinationCidrBlock: 0.0.0.0/0\n",
    "      GatewayId: !Ref InternetGateway  \n",
    "        \n",
    "  ECSPublicRouteTableAssociation:\n",
    "    Type: AWS::EC2::SubnetRouteTableAssociation\n",
    "    Properties:\n",
    "      SubnetId: !Ref ECSSubnet\n",
    "      RouteTableId: !Ref ECSPublicRouteTable\n",
    "        \n",
    "  ECSSecurityGroup:\n",
    "    Type: AWS::EC2::SecurityGroup\n",
    "    Properties:\n",
    "      GroupDescription: security group for ECS\n",
    "      VpcId: !Ref VPC\n",
    "      Tags:\n",
    "      - Key: Name\n",
    "        Value: !Sub ${AWS::StackName}-ECSSG\n",
    "\n",
    "Outputs:\n",
    "  ECSVPC:\n",
    "    Value: !Ref VPC\n",
    "\n",
    "  ECSSubnet:\n",
    "    Value: !Ref ECSSubnet\n",
    "\n",
    "  ECSSecurityGroup:\n",
    "    Value: !Ref ECSSecurityGroup"
   ]
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   },
   "source": [
    "### Stackの作成\n",
    "\n",
    "Cloud FormationのStackを作成します。"
   ]
  },
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      "/home/jovyan/lc/.log/20200727/20200727-173927-0627.log",
      "/home/jovyan/lc/.log/20200727/20200727-174221-0846.log",
      "/home/jovyan/lc/.log/20200727/20200727-174244-0503.log",
      "/home/jovyan/lc/.log/20200727/20200727-182612-0093.log",
      "/home/jovyan/lc/.log/20200727/20200727-182642-0323.log",
      "/home/jovyan/.log/20200727/20200727-095546-0652.log",
      "/home/jovyan/.log/20200727/20200727-101143-0840.log",
      "/home/jovyan/.log/20200727/20200727-101150-0148.log",
      "/home/jovyan/.log/20200727/20200727-101204-0083.log",
      "/home/jovyan/.log/20200727/20200727-112516-0737.log",
      "/home/jovyan/.log/20200727/20200727-112752-0901.log",
      "/home/jovyan/.log/20200727/20200727-121116-0679.log",
      "/home/jovyan/.log/20200728/20200728-123518-0707.log",
      "/home/jovyan/.log/20200728/20200728-223521-0203.log",
      "/home/jovyan/.log/20200728/20200728-231607-0926.log",
      "/home/jovyan/.log/20200729/20200729-012712-0975.log",
      "/home/jovyan/.log/20200729/20200729-041423-0789.log",
      "/home/jovyan/.log/20200729/20200729-050803-0984.log"
     ]
    }
   },
   "outputs": [],
   "source": [
    "stack_result = !aws cloudformation create-stack --stack-name {cloudformation_stack_name} \\\n",
    "    --template-body file://{work_dir}/template.yml\n",
    "try:\n",
    "    stack_id = json.loads('\\n'.join(stack_result))['StackId']\n",
    "    print('StackId', stack_id)\n",
    "except:\n",
    "    print(stack_result)\n",
    "    raise sys.exc_info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "lc_cell_meme": {
     "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-8-1d60-9660-626b-2321-dcbd-74ad-5f33-c4f0",
     "history": [
      {
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       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-2-1d60-9660",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-1-df8d",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-1-113e"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-3-1d60-9660-626b",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-2-df8d-e3b1",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-2-113e-336f"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-4-1d60-9660-626b-2321",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-3-df8d-e3b1-2da2",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-3-113e-336f-3210"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-5-1d60-9660-626b-2321-dcbd",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-4-df8d-e3b1-2da2-30c5",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-4-113e-336f-3210-5f38"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-6-1d60-9660-626b-2321-dcbd-74ad",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-5-df8d-e3b1-2da2-30c5-de0e",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-5-113e-336f-3210-5f38-f9c8"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-7-1d60-9660-626b-2321-dcbd-74ad-5f33",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-6-df8d-e3b1-2da2-30c5-de0e-b843",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-6-113e-336f-3210-5f38-f9c8-eb84"
      },
      {
       "current": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-8-1d60-9660-626b-2321-dcbd-74ad-5f33-c4f0",
       "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-7-df8d-e3b1-2da2-30c5-de0e-b843-acc6",
       "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-7-113e-336f-3210-5f38-f9c8-eb84-4401"
      }
     ],
     "next": "84290e52-cfe5-11ea-9dc1-0242ac160003-8-df8d-e3b1-2da2-30c5-de0e-b843-acc6-590e",
     "previous": "c80f2fc2-cfd9-11ea-9dc1-0242ac160003-8-113e-336f-3210-5f38-f9c8-eb84-4401-ee47"
    }
   },
   "source": [
    "以下のセルの実行結果に表示されるURLをクリックして、作成状況を確認してください。ステータスがCREATE_COMPLETEとなれば、Stackの作成は成功です。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lc_cell_meme": {
     "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-8-df8d-e3b1-2da2-30c5-de0e-b843-acc6-590e",
     "execution_end_time": "2020-07-29T05:08:06.922589Z",
     "history": [
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003",
       "next": "12857bae-9f12-11ea-a402-0242ac160003-4-1e87-accb-fbc8-0890",
       "previous": "2db06b1a-cfdb-11ea-9dc1-0242ac160003"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-1-6219",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-1-df8d",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-2-df8d-e3b1",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-1-0d4b",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-1-1d60"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-3-df8d-e3b1-2da2",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-2-0d4b-2d50",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-2-1d60-9660"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-4-df8d-e3b1-2da2-30c5",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-3-0d4b-2d50-ed98",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-3-1d60-9660-626b"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-5-df8d-e3b1-2da2-30c5-de0e",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-4-0d4b-2d50-ed98-bcf1",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-4-1d60-9660-626b-2321"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-6-df8d-e3b1-2da2-30c5-de0e-b843",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-5-0d4b-2d50-ed98-bcf1-6409",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-5-1d60-9660-626b-2321-dcbd"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-7-df8d-e3b1-2da2-30c5-de0e-b843-acc6",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-6-0d4b-2d50-ed98-bcf1-6409-099d",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-6-1d60-9660-626b-2321-dcbd-74ad"
      },
      {
       "current": "84290e52-cfe5-11ea-9dc1-0242ac160003-8-df8d-e3b1-2da2-30c5-de0e-b843-acc6-590e",
       "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-7-0d4b-2d50-ed98-bcf1-6409-099d-1a58",
       "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-7-1d60-9660-626b-2321-dcbd-74ad-5f33"
      }
     ],
     "next": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-8-0d4b-2d50-ed98-bcf1-6409-099d-1a58-d822",
     "previous": "5abde2f8-cfe6-11ea-9dc1-0242ac160003-8-1d60-9660-626b-2321-dcbd-74ad-5f33-c4f0"
    },
    "lc_wrapper": {
     "log_history": [
      "/home/jovyan/lc/.log/20200727/20200727-174815-0748.log",
      "/home/jovyan/lc/.log/20200727/20200727-174923-0438.log",
      "/home/jovyan/lc/.log/20200727/20200727-175015-0719.log",
      "/home/jovyan/lc/.log/20200727/20200727-175239-0649.log",
      "/home/jovyan/lc/.log/20200727/20200727-182613-0817.log",
      "/home/jovyan/lc/.log/20200727/20200727-182650-0710.log",
      "/home/jovyan/.log/20200727/20200727-095548-0277.log",
      "/home/jovyan/.log/20200727/20200727-101206-0082.log",
      "/home/jovyan/.log/20200727/20200727-112756-0406.log",
      "/home/jovyan/.log/20200727/20200727-121117-0979.log",
      "/home/jovyan/.log/20200728/20200728-123520-0042.log",
      "/home/jovyan/.log/20200728/20200728-223522-0628.log",
      "/home/jovyan/.log/20200728/20200728-231609-0297.log",
      "/home/jovyan/.log/20200729/20200729-012714-0511.log",
      "/home/jovyan/.log/20200729/20200729-041425-0252.log",
      "/home/jovyan/.log/20200729/20200729-050806-0055.log"
     ]
    }
   },
   "outputs": [],
   "source": [
    "import urllib.parse\n",
    "regions = !aws configure get region\n",
    "print('https://{region}.console.aws.amazon.com/cloudformation/home#/stacks/stackinfo?stackId={stack_id}'.format(region=regions[0], stack_id=urllib.parse.quote(stack_id)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "lc_cell_meme": {
     "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-8-0d4b-2d50-ed98-bcf1-6409-099d-1a58-d822",
     "execution_end_time": "2020-07-27T08:53:11.091867Z",
     "history": [
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-1-0d4b",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-1-6219",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-2-0d4b-2d50",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-2-6219-f562",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-1-df8d"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-3-0d4b-2d50-ed98",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-3-6219-f562-c0c1",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-2-df8d-e3b1"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-4-0d4b-2d50-ed98-bcf1",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-4-6219-f562-c0c1-786d",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-3-df8d-e3b1-2da2"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-5-0d4b-2d50-ed98-bcf1-6409",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-5-6219-f562-c0c1-786d-88a8",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-4-df8d-e3b1-2da2-30c5"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-6-0d4b-2d50-ed98-bcf1-6409-099d",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-6-6219-f562-c0c1-786d-88a8-11a4",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-5-df8d-e3b1-2da2-30c5-de0e"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-7-0d4b-2d50-ed98-bcf1-6409-099d-1a58",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-7-6219-f562-c0c1-786d-88a8-11a4-876d",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-6-df8d-e3b1-2da2-30c5-de0e-b843"
      },
      {
       "current": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-8-0d4b-2d50-ed98-bcf1-6409-099d-1a58-d822",
       "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-8-6219-f562-c0c1-786d-88a8-11a4-876d-f4e8",
       "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-7-df8d-e3b1-2da2-30c5-de0e-b843-acc6"
      }
     ],
     "next": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-9-6219-f562-c0c1-786d-88a8-11a4-876d-f4e8-c819",
     "previous": "84290e52-cfe5-11ea-9dc1-0242ac160003-8-df8d-e3b1-2da2-30c5-de0e-b843-acc6-590e"
    },
    "lc_wrapper": {
     "log_history": [
      "/home/jovyan/lc/.log/20200727/20200727-175311-0043.log"
     ]
    }
   },
   "source": [
    "**ステータスがCREATE_COMPLETEに変化したことを確認**したら、以下のセルを実行してください。\n",
    "\n",
    "> 以下のセルは、Stack作成中の場合はエラーとなります。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lc_cell_meme": {
     "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-9-6219-f562-c0c1-786d-88a8-11a4-876d-f4e8-c819",
     "execution_end_time": "2020-07-29T05:10:45.848573Z",
     "history": [
      {
       "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003",
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      },
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       "next": "12857bae-9f12-11ea-a402-0242ac160003-4-1e87-accb-fbc8-0890",
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      },
      {
       "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-3-6219-f562-c0c1",
       "next": "12857bae-9f12-11ea-a402-0242ac160003-5-1e87-accb-fbc8-0890-bbe2",
       "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-1-0d4b"
      },
      {
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      {
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       "next": "12857bae-9f12-11ea-a402-0242ac160003-7-1e87-accb-fbc8-0890-bbe2-60df-ac6e",
       "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-3-0d4b-2d50-ed98"
      },
      {
       "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-6-6219-f562-c0c1-786d-88a8-11a4",
       "next": "12857bae-9f12-11ea-a402-0242ac160003-8-1e87-accb-fbc8-0890-bbe2-60df-ac6e-54e1",
       "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-4-0d4b-2d50-ed98-bcf1"
      },
      {
       "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-7-6219-f562-c0c1-786d-88a8-11a4-876d",
       "next": "12857bae-9f12-11ea-a402-0242ac160003-9-1e87-accb-fbc8-0890-bbe2-60df-ac6e-54e1-fb3d",
       "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-5-0d4b-2d50-ed98-bcf1-6409"
      },
      {
       "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-8-6219-f562-c0c1-786d-88a8-11a4-876d-f4e8",
       "next": "12857bae-9f12-11ea-a402-0242ac160003-10-1e87-accb-fbc8-0890-bbe2-60df-ac6e-54e1-fb3d-d012",
       "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-6-0d4b-2d50-ed98-bcf1-6409-099d"
      },
      {
       "current": "2db06b1a-cfdb-11ea-9dc1-0242ac160003-9-6219-f562-c0c1-786d-88a8-11a4-876d-f4e8-c819",
       "next": "12857bae-9f12-11ea-a402-0242ac160003-11-accb-fbc8-0890-bbe2-60df-ac6e-54e1-fb3d-d012-eeef",
       "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-7-0d4b-2d50-ed98-bcf1-6409-099d-1a58"
      }
     ],
     "next": "12857bae-9f12-11ea-a402-0242ac160003-12-fbc8-0890-bbe2-60df-ac6e-54e1-fb3d-d012-eeef-d8f3",
     "previous": "a24e8b90-cfe6-11ea-9dc1-0242ac160003-8-0d4b-2d50-ed98-bcf1-6409-099d-1a58-d822"
    },
    "lc_wrapper": {
     "log_history": [
      "/home/jovyan/lc/.log/20200727/20200727-173942-0655.log",
      "/home/jovyan/lc/.log/20200727/20200727-174010-0134.log",
      "/home/jovyan/lc/.log/20200727/20200727-174035-0158.log",
      "/home/jovyan/lc/.log/20200727/20200727-174138-0042.log",
      "/home/jovyan/lc/.log/20200727/20200727-174252-0354.log",
      "/home/jovyan/lc/.log/20200727/20200727-174320-0468.log",
      "/home/jovyan/lc/.log/20200727/20200727-174333-0259.log",
      "/home/jovyan/lc/.log/20200727/20200727-175225-0554.log",
      "/home/jovyan/lc/.log/20200727/20200727-175422-0173.log",
      "/home/jovyan/lc/.log/20200727/20200727-175513-0410.log",
      "/home/jovyan/lc/.log/20200727/20200727-182656-0625.log",
      "/home/jovyan/lc/.log/20200727/20200727-182753-0759.log",
      "/home/jovyan/lc/.log/20200727/20200727-182820-0068.log",
      "/home/jovyan/lc/.log/20200727/20200727-182905-0979.log",
      "/home/jovyan/.log/20200727/20200727-095549-0114.log",
      "/home/jovyan/.log/20200727/20200727-095756-0936.log",
      "/home/jovyan/.log/20200727/20200727-101206-0889.log",
      "/home/jovyan/.log/20200727/20200727-101256-0199.log",
      "/home/jovyan/.log/20200727/20200727-101348-0507.log",
      "/home/jovyan/.log/20200727/20200727-101400-0923.log",
      "/home/jovyan/.log/20200727/20200727-112912-0003.log",
      "/home/jovyan/.log/20200727/20200727-112942-0276.log",
      "/home/jovyan/.log/20200727/20200727-112958-0044.log",
      "/home/jovyan/.log/20200727/20200727-121119-0040.log",
      "/home/jovyan/.log/20200727/20200727-121341-0267.log",
      "/home/jovyan/.log/20200728/20200728-123520-0829.log",
      "/home/jovyan/.log/20200728/20200728-123720-0126.log",
      "/home/jovyan/.log/20200728/20200728-223523-0416.log",
      "/home/jovyan/.log/20200728/20200728-223856-0351.log",
      "/home/jovyan/.log/20200728/20200728-231610-0380.log",
      "/home/jovyan/.log/20200728/20200728-231827-0546.log",
      "/home/jovyan/.log/20200729/20200729-012715-0434.log",
      "/home/jovyan/.log/20200729/20200729-013010-0134.log",
      "/home/jovyan/.log/20200729/20200729-041426-0065.log",
      "/home/jovyan/.log/20200729/20200729-041630-0700.log",
      "/home/jovyan/.log/20200729/20200729-050806-0947.log",
      "/home/jovyan/.log/20200729/20200729-051044-0338.log"
     ]
    }
   },
   "outputs": [],
   "source": [
    "describe_stack_result = !aws cloudformation describe-stacks --stack-name {stack_id}\n",
    "stack_desc = json.loads(''.join(describe_stack_result))['Stacks'][0]\n",
    "assert stack_desc['StackStatus'] == 'CREATE_COMPLETE', stack_desc['StackStatus']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 1: Create a Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_name = 'jupyter-cluster'\n",
    "cluster_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cluster_result = !aws ecs create-cluster --cluster-name {cluster_name}\n",
    "try:\n",
    "    cluster_info = json.loads(''.join(cluster_result))\n",
    "    print(cluster_info)\n",
    "except:\n",
    "    print(cluster_result)\n",
    "    raise sys.exc_info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: Register a Task Definition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EFSの準備"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "efs_result = !aws efs create-file-system\n",
    "efs_info = json.loads(''.join(efs_result))\n",
    "efs_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "subnet_id = [o['OutputValue'] for o in stack_desc['Outputs'] if o['OutputKey'] == 'ECSSubnet'][0]\n",
    "security_group_id = [o['OutputValue'] for o in stack_desc['Outputs'] if o['OutputKey'] == 'ECSSecurityGroup'][0]\n",
    "(subnet_id, security_group_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mount_target_result = !aws efs create-mount-target \\\n",
    "  --file-system-id {efs_info['FileSystemId']} \\\n",
    "  --subnet-id  {subnet_id} \\\n",
    "  --security-group {security_group_id}\n",
    "mount_info = json.loads(''.join(mount_target_result))\n",
    "mount_info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FileSystemが作成されていることをコンソールから確認する。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.parse\n",
    "regions = !aws configure get region\n",
    "print('https://{region}.console.aws.amazon.com/efs/home?region={region}#/file-systems/{file_system_id}'.format(region=regions[0], file_system_id=efs_info['FileSystemId']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ContainerからEFSにアクセスできるよう、同一Security Group間での全パケット許可を行う。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "security_group_id = [o['OutputValue'] for o in stack_desc['Outputs'] if o['OutputKey'] == 'ECSSecurityGroup'][0]\n",
    "security_group_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sg_auth_result = !aws ec2 authorize-security-group-ingress --group-id {security_group_id} --protocol all --port 0-65535 --source-group {security_group_id}\n",
    "sg_auth_result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 定義の準備"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "container_image = 'yacchin1205/jupyter-with-jenkins'\n",
    "def_name = \"jupyter-with-jenkins\"\n",
    "(def_name, container_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython\n",
    "\n",
    "print('Jupyterへのアクセスに用いるパスワードを設定してください。')\n",
    "password_hash = IPython.lib.passwd()\n",
    "password_hash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "task_def = {\n",
    "    \"family\": def_name, \n",
    "    \"networkMode\": \"awsvpc\", \n",
    "    \"containerDefinitions\": [\n",
    "        {\n",
    "            \"name\": \"jupyter\", \n",
    "            \"image\": container_image, \n",
    "            \"portMappings\": [\n",
    "                {\n",
    "                    \"containerPort\": 8888, \n",
    "                    \"hostPort\": 8888, \n",
    "                    \"protocol\": \"tcp\"\n",
    "                }\n",
    "            ],\n",
    "            \"essential\": True,\n",
    "            'environment': [\n",
    "                {\n",
    "                    'name': 'CHOWN_HOME',\n",
    "                    'value': 'yes'\n",
    "                },\n",
    "                {\n",
    "                    'name': 'GRANT_SUDO',\n",
    "                    'value': 'yes'\n",
    "                },\n",
    "            ],\n",
    "            'user': '0',\n",
    "            \"mountPoints\": [\n",
    "                {\n",
    "                    \"containerPath\": \"/home/jovyan\",\n",
    "                    \"sourceVolume\": \"efs-jupyter\"\n",
    "                }\n",
    "            ],\n",
    "            \"command\": [\"start-notebook.sh\", '--NotebookApp.password=' + password_hash],\n",
    "        }\n",
    "    ], \n",
    "    \"requiresCompatibilities\": [\n",
    "        \"FARGATE\"\n",
    "    ],\n",
    "    \"volumes\": [\n",
    "        {\n",
    "            \"name\": \"efs-jupyter\",\n",
    "            \"efsVolumeConfiguration\": {\n",
    "                \"fileSystemId\": efs_info['FileSystemId'],\n",
    "            }\n",
    "        }\n",
    "    ],\n",
    "    \"cpu\": \"1024\", \n",
    "    \"memory\": \"4096\"\n",
    "}\n",
    "task_def"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "taskdef_path = os.path.join(work_dir, 'taskdef.json')\n",
    "with open(taskdef_path, 'w') as f:\n",
    "    f.write(json.dumps(task_def))\n",
    "!cat {taskdef_path}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "taskdef_result = !aws ecs register-task-definition --cli-input-json file://{taskdef_path}\n",
    "try:\n",
    "    taskdef_info = json.loads(''.join(taskdef_result))\n",
    "    taskdef_arn = taskdef_info['taskDefinition']['taskDefinitionArn']\n",
    "    print(taskdef_arn)\n",
    "except:\n",
    "    print(taskdef_result)\n",
    "    raise sys.exc_info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 3: List Task Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!aws ecs list-task-definitions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 4: Create a Service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "service_name = 'jupyter-service'\n",
    "service_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "subnet_id = [o['OutputValue'] for o in stack_desc['Outputs'] if o['OutputKey'] == 'ECSSubnet'][0]\n",
    "security_group_id = [o['OutputValue'] for o in stack_desc['Outputs'] if o['OutputKey'] == 'ECSSecurityGroup'][0]\n",
    "(subnet_id, security_group_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "network_configuration = 'awsvpcConfiguration={{subnets=[{subnet_id}],securityGroups=[{security_group_id}],assignPublicIp=ENABLED}}'.format(**locals())\n",
    "service_result = !aws ecs create-service --cluster {cluster_name} --platform-version 1.4.0 --service-name {service_name} --task-definition {taskdef_arn} --desired-count 1 --launch-type \"FARGATE\" --network-configuration \"{network_configuration}\"\n",
    "try:\n",
    "    service_info = json.loads(''.join(service_result))\n",
    "    print(service_info)\n",
    "except:\n",
    "    print(service_result)\n",
    "    raise sys.exc_info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.parse\n",
    "regions = !aws configure get region\n",
    "print('https://{region}.console.aws.amazon.com/ecs/home#/clusters/{cluster_name}/services'.format(region=regions[0], cluster_name=cluster_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 6: Describe the Running Service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "service_desc_result = !aws ecs describe-services --cluster {cluster_name} --services {service_name}\n",
    "service_desc_info = json.loads(''.join(service_desc_result))\n",
    "service_desc_info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Accessing to the service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "service_pattern = re.compile(r'.*\\s+started\\s*([0-9]+)\\s*tasks:\\s*\\(task\\s+(.+)\\).*')\n",
    "\n",
    "service_result = !aws ecs describe-services --cluster {cluster_name} --services {service_name}\n",
    "service_info = json.loads(''.join(service_result))\n",
    "events = [event['message'] for event in service_info['services'][0]['events'] if service_pattern.match(event['message'])]\n",
    "assert len(events) > 0, service_info['services'][0]['events']\n",
    "task_id = service_pattern.match(events[0]).group(2)\n",
    "task_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "task_result = !aws ecs describe-tasks --cluster {cluster_name} --task {task_id}\n",
    "task_info = json.loads(''.join(task_result))\n",
    "assert task_info['tasks'][0]['lastStatus'] == 'RUNNING', task_info['tasks'][0]['lastStatus']\n",
    "task_info['tasks'][0]['attachments']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "network_info = dict([(detail['name'], detail['value']) for detail in task_info['tasks'][0]['attachments'][0]['details']])\n",
    "eniid = network_info['networkInterfaceId']\n",
    "eniid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "network_desc = !aws ec2 describe-network-interfaces --network-interface-ids {eniid}\n",
    "network_info = json.loads(''.join(network_desc))\n",
    "public_ip = network_info['NetworkInterfaces'][0]['Association']['PublicIp']\n",
    "public_ip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print('http://{}:8888'.format(public_ip))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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   },
   "source": [
    "## Security Groupの変更\n",
    "\n",
    "JupyterへのアクセスにはTCPポート8888を使用する。自身の環境からコンテナへのアクセスを許可するよう適切なポートおよびアクセス元IPアドレスを指定する。**インバウンドルールを編集**ボタンを選択して、以下のようなルールを追加する。\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
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   },
   "source": [
    "Security GroupのIDはStackのOutputsに記録されている。"
   ]
  },
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      "/home/jovyan/.log/20200728/20200728-123722-0531.log",
      "/home/jovyan/.log/20200728/20200728-124246-0267.log",
      "/home/jovyan/.log/20200728/20200728-223858-0569.log",
      "/home/jovyan/.log/20200728/20200728-232024-0872.log",
      "/home/jovyan/.log/20200729/20200729-013012-0078.log",
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      "/home/jovyan/.log/20200729/20200729-051048-0154.log"
     ]
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   },
   "outputs": [],
   "source": [
    "stack_desc['Outputs']"
   ]
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      "/home/jovyan/.log/20200727/20200727-121346-0633.log",
      "/home/jovyan/.log/20200728/20200728-123722-0565.log",
      "/home/jovyan/.log/20200728/20200728-124247-0016.log",
      "/home/jovyan/.log/20200728/20200728-223858-0602.log",
      "/home/jovyan/.log/20200728/20200728-232024-0904.log",
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      "/home/jovyan/.log/20200729/20200729-051048-0203.log"
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   },
   "outputs": [],
   "source": [
    "security_group_id = [o['OutputValue'] for o in stack_desc['Outputs'] if o['OutputKey'] == 'ECSSecurityGroup'][0]\n",
    "security_group_id"
   ]
  },
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     "previous": "e9cc2720-cfe6-11ea-9dc1-0242ac160003-8-fa29-3a85-0297-f37c-6888-0c4d-40ae-85cb"
    },
    "lc_wrapper": {
     "log_history": [
      "/home/jovyan/openvidu/.log/20200526/20200526-150308-0588.log",
      "/home/jovyan/openvidu/.log/20200526/20200526-151343-0153.log",
      "/home/jovyan/openvidu/.log/20200604/20200604-140850-0339.log",
      "/home/jovyan/openvidu/.log/20200604/20200604-184650-0539.log",
      "/home/jovyan/05_AWS_VMへのOpHub環境構築例/.log/20200701/20200701-232949-0842.log",
      "/home/jovyan/05_AWS_VMへのOpHub環境構築例/.log/20200701/20200701-233929-0733.log",
      "/home/jovyan/05_AWS_VMへのOpHub環境構築例/.log/20200702/20200702-021053-0204.log",
      "/home/jovyan/lc/.log/20200727/20200727-175710-0140.log",
      "/home/jovyan/lc/.log/20200727/20200727-182913-0175.log",
      "/home/jovyan/.log/20200727/20200727-095804-0071.log",
      "/home/jovyan/.log/20200727/20200727-101402-0726.log",
      "/home/jovyan/.log/20200727/20200727-112959-0928.log",
      "/home/jovyan/.log/20200727/20200727-121346-0732.log",
      "/home/jovyan/.log/20200728/20200728-123722-0596.log",
      "/home/jovyan/.log/20200728/20200728-124249-0737.log",
      "/home/jovyan/.log/20200728/20200728-223858-0635.log",
      "/home/jovyan/.log/20200728/20200728-232025-0102.log",
      "/home/jovyan/.log/20200729/20200729-013012-0123.log",
      "/home/jovyan/.log/20200729/20200729-041633-0176.log",
      "/home/jovyan/.log/20200729/20200729-051048-0309.log"
     ]
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "regions = !aws configure get region\n",
    "print('https://{region}.console.aws.amazon.com/ec2/v2/home?region={region}#SecurityGroup:groupId={security_group_id}'.format(region=regions[0], security_group_id=security_group_id))"
   ]
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    "lc_wrapper": {
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      "/home/jovyan/openvidu/.log/20200604/20200604-141039-0335.log",
      "/home/jovyan/openvidu/.log/20200604/20200604-184651-0427.log",
      "/home/jovyan/05_AWS_VMへのOpHub環境構築例/.log/20200701/20200701-233155-0817.log",
      "/home/jovyan/05_AWS_VMへのOpHub環境構築例/.log/20200701/20200701-233930-0378.log",
      "/home/jovyan/05_AWS_VMへのOpHub環境構築例/.log/20200702/20200702-021053-0984.log",
      "/home/jovyan/lc/.log/20200727/20200727-175955-0337.log",
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      "/home/jovyan/.log/20200727/20200727-101542-0534.log",
      "/home/jovyan/.log/20200727/20200727-101628-0020.log",
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      "/home/jovyan/.log/20200727/20200727-101758-0362.log",
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      "/home/jovyan/.log/20200727/20200727-102021-0662.log",
      "/home/jovyan/.log/20200727/20200727-102036-0004.log",
      "/home/jovyan/.log/20200727/20200727-102047-0911.log",
      "/home/jovyan/.log/20200727/20200727-102113-0401.log",
      "/home/jovyan/.log/20200727/20200727-113000-0870.log",
      "/home/jovyan/.log/20200727/20200727-113023-0538.log",
      "/home/jovyan/.log/20200727/20200727-121348-0109.log",
      "/home/jovyan/.log/20200727/20200727-121411-0119.log",
      "/home/jovyan/.log/20200728/20200728-123723-0269.log",
      "/home/jovyan/.log/20200728/20200728-124308-0825.log",
      "/home/jovyan/.log/20200728/20200728-223859-0662.log",
      "/home/jovyan/.log/20200728/20200728-223929-0203.log",
      "/home/jovyan/.log/20200728/20200728-232026-0078.log",
      "/home/jovyan/.log/20200728/20200728-232049-0912.log",
      "/home/jovyan/.log/20200729/20200729-013013-0187.log",
      "/home/jovyan/.log/20200729/20200729-013041-0471.log",
      "/home/jovyan/.log/20200729/20200729-041634-0073.log",
      "/home/jovyan/.log/20200729/20200729-041732-0301.log",
      "/home/jovyan/.log/20200729/20200729-051049-0085.log",
      "/home/jovyan/.log/20200729/20200729-051110-0803.log"
     ]
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# セキュリティグループにSSHに関する許可が含まれていれば先に進める\n",
    "sg_result = !aws ec2 describe-security-groups --group-ids {security_group_id}\n",
    "sg_desc = json.loads(''.join(sg_result))['SecurityGroups'][0]\n",
    "\n",
    "assert 'IpPermissions' in sg_desc and any([ipperm['IpProtocol'] == 'tcp' and ipperm['ToPort'] <= 8888 and 8888 <= ipperm['FromPort'] for ipperm in sg_desc['IpPermissions']]), sg_desc['IpPermissions']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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