{"id":12983,"date":"2024-06-12T14:31:57","date_gmt":"2024-06-12T05:31:57","guid":{"rendered":"https:\/\/www.sambuichi.jp\/?p=12983"},"modified":"2024-06-14T09:17:44","modified_gmt":"2024-06-14T00:17:44","slug":"aws-efs%e3%82%92%e7%94%a8%e3%81%84%e3%81%9flambda%e9%96%a2%e6%95%b0%e3%81%ae%e8%a8%ad%e5%ae%9a%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.sambuichi.jp\/?p=12983","title":{"rendered":"AWS EFS\u3092\u7528\u3044\u305fLambda\u95a2\u6570(Python)\u306e\u8a2d\u5b9a\u65b9\u6cd5"},"content":{"rendered":"

Views: 46<\/p>

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AWS EFS\u3092\u7528\u3044\u305fLambda\u95a2\u6570(Python)\u306e\u8a2d\u5b9a\u65b9\u6cd5<\/h1>\n
\nNobuyuki SAMBUICHI<\/span>\n<\/div>\n<\/div>\n
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\n\u672c\u8a18\u4e8b\u3067\u306f\u3001EFS\uff08Elastic File System\uff09\u3092\u4f7f\u7528\u3057\u3066Lambda\u95a2\u6570\u3092\u8a2d\u5b9a\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002EFS\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001Lambda\u95a2\u6570\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30b5\u30a4\u30ba\u5236\u9650\u3092\u56de\u907f\u3057\u3001\u67d4\u8edf\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u7ba1\u7406\u3084\u30c7\u30fc\u30bf\u5171\u6709\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u4e0a\u3067Python 3.9\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3001EFS\u306b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u914d\u7f6e\u3057\u3066Lambda\u95a2\u6570\u304b\u3089\u5229\u7528\u3059\u308b\u5177\u4f53\u7684\u306a\u624b\u9806\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\n<\/p><\/blockquote>\n<\/div>\n

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\"testPanda\"<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n

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1. \u4e00\u822c\u7684\u306aLambda\u95a2\u6570\u306e\u767b\u9332\u65b9\u6cd5<\/h2>\n
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lambda_function.py\u53ca\u3073\u305d\u3053\u3067import\u3057\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u542b\u3093\u3060zip\u30d5\u30a1\u30a4\u30eb\u3092S3\u306b\u767b\u9332\u3057\u3001\u305d\u306eS3\u3092\u6307\u5b9a\u3057\u3066Lambda\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n

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$ sudo yum update -y\r\n$ sudo yum install -y python3 python3-devel python3-pip zip\r\n$ python3 -m venv myenv\r\n$ source myenv\/bin\/activate\r\n$ pip install pandas boto3\r\n$ mkdir package\r\n$ pip install -r requirements.txt -t package\/\r\n$ cd package\r\n$ zip -r ..\/my_lambda_function.zip .\r\n$ echo -e \"pandas\\nboto3\\nnumpy\" > requirements.txt\r\n$ vi lambda_function.py\r\n$ zip -g my_lambda_function.zip lambda_function.py\r\n\r\n$ pip install -r requirements.txt -t package\/\r\n$ cd package\r\n$ zip -r ..\/my_lambda_function.zip .\r\n$ zip -g my_lambda_function.zip lambda_function.py\r\n\r\n$ aws s3 cp my_lambda_function.zip s3:\/\/granular-data<\/code><\/pre>\n<\/div>\n<\/div>\n
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\u3053\u306e\u65b9\u5f0f\u3067\u306f\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u767b\u9332\u3067\u304d\u308b\u30b5\u30a4\u30ba\u306e\u4e0a\u9650\u306b\u62b5\u89e6\u3057\u305f\u305f\u3081\u3001\u307b\u304b\u306e\u65b9\u6cd5\u3092\u6a21\u7d22\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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2. \/mnt\/efs\u306e\u8a2d\u5b9a<\/h2>\n
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\u307e\u305a\u3001EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u4e0a\u3067EFS\u3092\u30de\u30a6\u30f3\u30c8\u3057\u3001`ec2-user`\u30e6\u30fc\u30b6\u30fc\u304c\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n
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2.1. Python 3.9\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u30d3\u30eb\u30c9<\/h3>\n
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\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/div>\n
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$ sudo yum update\r\n$ sudo yum install -y gcc openssl-devel bzip2-devel libffi-devel<\/code><\/pre>\n<\/div>\n<\/div>\n
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Python 3.9\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/div>\n
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$ cd \/usr\/src\r\n$ sudo wget https:\/\/www.python.org\/ftp\/python\/3.9.0\/Python-3.9.0.tgz\r\n$ sudo tar xzf Python-3.9.0.tgz\r\n$ cd Python-3.9.0\r\n$ sudo .\/configure --enable-optimizations\r\n$ sudo make altinstall<\/code><\/pre>\n<\/div>\n<\/div>\n
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`virtualenv`\u3092\u4f7f\u7528\u3057\u3066Python 3.9\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/div>\n
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$ python3.9 -m venv myenv\r\n$ source myenv\/bin\/activate<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n
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2.2. EFS\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n
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\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/div>\n
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$ pip install pandas numpy boto3<\/code><\/pre>\n<\/div>\n<\/div>\n
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EFS\u306b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002<\/div>\n
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$ sudo cp -r ~\/myenv\/lib\/python3.9\/site-packages\/* \/mnt\/efs\/myenv\/<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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3. EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u304a\u3051\u308bEFS\u306e\u8a2d\u5b9a<\/h2>\n
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EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bEFS\u3092\u30de\u30a6\u30f3\u30c8\u3057\u3001\u6c38\u7d9a\u7684\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
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3.1. EFS\u306e\u30de\u30a6\u30f3\u30c8<\/h3>\n
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EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067EFS\u3092\u30de\u30a6\u30f3\u30c8\u3057\u307e\u3059\u3002<\/div>\n
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$ sudo mount -t efs fs-xxxxxx:\/ \/mnt\/efs<\/code><\/pre>\n<\/div>\n<\/div>\n
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`\/etc\/fstab`\u30d5\u30a1\u30a4\u30eb\u306b\u4ee5\u4e0b\u306e\u30a8\u30f3\u30c8\u30ea\u3092\u8ffd\u52a0\u3057\u3001\u6c38\u7d9a\u7684\u306a\u30de\u30a6\u30f3\u30c8\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/div>\n
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fs-xxxxxx:\/ \/mnt\/efs efs defaults,_netdev 0 0<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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4. Lambda\u95a2\u6570\u306e\u767b\u9332\u65b9\u6cd5<\/h2>\n
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Lambda\u95a2\u6570\u3092\u4f5c\u6210\u3057\u3001EFS\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u30ed\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
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4.1. \u30ed\u30fc\u30eb\u306e\u8a2d\u5b9a<\/h3>\n
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AWS\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b3\u30f3\u30bd\u30fc\u30eb\u3067IAM\u30ed\u30fc\u30eb\u3092\u4f5c\u6210\u3057\u3001\u4ee5\u4e0b\u306e\u30dd\u30ea\u30b7\u30fc\u3092\u30a2\u30bf\u30c3\u30c1\u3057\u307e\u3059\u3002<\/div>\n
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{\r\n\t\"Version\": \"2012-10-17\",\r\n\t\"Statement\": [\r\n\t\t{\r\n\t\t\t\"Effect\": \"Allow\",\r\n\t\t\t\"Action\": [\r\n\t\t\t\t\"elasticfilesystem:ClientMount\",\r\n\t\t\t\t\"elasticfilesystem:ClientWrite\",\r\n\t\t\t\t\"elasticfilesystem:DescribeMountTargets\"\r\n\t\t\t],\r\n\t\t\t\"Resource\": \"arn:aws:elasticfilesystem:ap-northeast-1:nnnnnnnn:file-system\/fs-xxxxxx\"\r\n\t\t},\r\n\t\t{\r\n\t\t\t\"Effect\": \"Allow\",\r\n\t\t\t\"Action\": [\r\n\t\t\t\t\"ec2:CreateNetworkInterface\",\r\n\t\t\t\t\"ec2:DescribeNetworkInterfaces\",\r\n\t\t\t\t\"ec2:DetachNetworkInterface\",\r\n\t\t\t\t\"ec2:DeleteNetworkInterface\"\r\n\t\t\t],\r\n\t\t\t\"Resource\": \"*\"\r\n\t\t}\r\n\t]\r\n}<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n
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4.2. Lambda\u95a2\u6570\u306e\u4f5c\u6210<\/h3>\n
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Lambda\u95a2\u6570\u306e\u8a2d\u5b9a\u753b\u9762\u3067\u3001`\u8a2d\u5b9a > \u4e00\u822c\u8a2d\u5b9a > \u5b9f\u884c\u30ed\u30fc\u30eb`\u306b\u3066\u4e0a\u8a18\u3067\u4f5c\u6210\u3057\u305f\u30ed\u30fc\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/div>\n
Lambda\u95a2\u6570\u306e\u30b3\u30fc\u30c9\u3068EFS\u306b\u914d\u7f6e\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
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4.2.1. lambda_function.py<\/h4>\n
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EFS\u306b\u914d\u7f6e\u3057\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u547c\u3073\u51fa\u3059Lambda\u95a2\u6570\u3067\u3059\u3002`subprocess.run`\u3067EFS\u4e0a\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5834\u6240\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
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import boto3\r\nimport os\r\nimport subprocess\r\n\r\n# EFS\u306e\u30de\u30a6\u30f3\u30c8\u30dd\u30a4\u30f3\u30c8\r\nefs_mount_point = '\/mnt\/efs'\r\n\r\ndef lambda_handler(event, context):\r\n    try:\r\n        # EFS\u4e0a\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\r\n        result = subprocess.run(\r\n            [\"python3\", os.path.join(efs_mount_point, 'package\/efs_transform_script.py')],\r\n            capture_output=True, text=True\r\n        )\r\n        print(\"Script output:\", result.stdout)\r\n        print(\"Script error (if any):\", result.stderr)\r\n\r\n        # \u7d50\u679c\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u304b\u78ba\u8a8d\r\n        result_file_path = os.path.join(efs_mount_point, 'result.csv')\r\n        if not os.path.exists(result_file_path):\r\n            raise FileNotFoundError(f\"{result_file_path} not found\")\r\n\r\n        # \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u30d1\u30fc\u30df\u30c3\u30b7\u30e7\u30f3\u3092\u78ba\u8a8d\r\n        print(\"Directory permissions:\", subprocess.run([\"ls\", \"-ld\", efs_mount_point], capture_output=True, text=True).stdout)\r\n\r\n        # EFS\u4e0a\u306e\u7d50\u679c\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\r\n        with open(result_file_path, 'r') as file:\r\n            result_data = file.read()\r\n\r\n        # \u7d50\u679c\u3092\u8fd4\u3059\r\n        return {\r\n            'statusCode': 200,\r\n            'body': result_data\r\n        }\r\n\r\n    except Exception as e:\r\n        return {\r\n            'statusCode': 500,\r\n            'body': str(e)\r\n        }<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n
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4.2.2. efs_transform_script.py<\/h4>\n
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Lambda\u95a2\u6570\u304b\u3089\u547c\u3073\u51fa\u3059EFS\u306b\u914d\u7f6e\u3057\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3059\u3002
\n\u4f7f\u7528\u3059\u308bpython\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5834\u6240\u3092`sys.path.append(efs_mount_point)`\u3067\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
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import os\r\n\r\n# EFS mount point\r\nefs_mount_point = '\/mnt\/efs\/myenv\/lib\/python3.9\/site-packages'\r\nsys.path.append(efs_mount_point)\r\n\r\nimport pandas as pd\r\nimport numpy as np\r\n\r\n# Your existing code\r\ndata = {'A': np.random.rand(10), 'B': np.random.rand(10), 'C': np.random.rand(10)}\r\ndf = pd.DataFrame(data)\r\ndf.to_csv('\/mnt\/efs\/result.csv', index=False)\r\nprint(\"Data processing complete.\")<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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4.3. Lambda\u95a2\u6570\u306e\u767b\u9332\u65b9\u6cd5<\/h3>\n
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Lambda\u95a2\u6570\u306e\u30b3\u30fc\u30c9\u3092zip\u30d5\u30a1\u30a4\u30eb\u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u3057\u3066\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002EFS\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u306e\u6a5f\u80fd\u5206\u62c5\u3067Lambda\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u3001Lambda\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30b5\u30a4\u30ba\u5236\u9650\u3092\u56de\u907f\u3057\u3001\u5927\u91cf\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002import\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u542b\u3080\u5927\u304d\u306azip\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001EFS\u4e0a\u306b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7f6e\u304f\u3053\u3068\u3067\u67d4\u8edf\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n
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4.4. Lambda\u95a2\u6570\u306e\u8a2d\u5b9a\u624b\u9806<\/h3>\n
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    \n
  1. \n
    AWS\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001Lambda\u30b5\u30fc\u30d3\u30b9\u3092\u958b\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n
  2. \n
    \u300c\u95a2\u6570\u306e\u4f5c\u6210\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u65b0\u3057\u3044\u95a2\u6570\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n
  3. \n
    \u300c\u95a2\u6570\u540d\u300d\u3092\u5165\u529b\u3057\u3001\u300c\u5b9f\u884c\u30ed\u30fc\u30eb\u300d\u3067\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u30ed\u30fc\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n
  4. \n
    \u300c\u30b3\u30fc\u30c9\u30a8\u30f3\u30c8\u30ea\u30bf\u30a4\u30d7\u300d\u3067\u300c.zip\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u300d\u3092\u9078\u629e\u3057\u3001lambda_function.py\u3092\u542b\u3080zip\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n
  5. \n
    \u300c\u8a2d\u5b9a\u300d\u30bf\u30d6\u3067\u3001\u4ee5\u4e0b\u306e\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
    \n
      \n
    • \n
      \u4e00\u822c\u8a2d\u5b9a\uff1a\u30e1\u30e2\u30ea\u30b5\u30a4\u30ba\u3084\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u5024\u3092\u9069\u5207\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n
    • \n
      VPC\u8a2d\u5b9a\uff1a\u95a2\u6570\u304c\u5b9f\u884c\u3055\u308c\u308bVPC\u3068\u30b5\u30d6\u30cd\u30c3\u30c8\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n
    • \n
      \u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\uff1aEFS\u3092\u30de\u30a6\u30f3\u30c8\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<\/li>\n<\/ol>\n<\/div>\n
      \n
      \"Lambda<\/span><\/p>\n<\/div>\n<\/div>\n
      \n
      4.5. \u901a\u5e38\u306eimport\u30e9\u30a4\u30d6\u30e9\u30ea\u8fbc\u307f\u306ezip\u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u306f\u3044\u3051\u306a\u3044\u7406\u7531<\/h3>\n
      \n
      \u901a\u5e38\u306eLambda\u95a2\u6570\u3067\u306f\u3001\u5168\u3066\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u542b\u3081\u305fzip\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001Lambda\u306b\u306f\u30d1\u30c3\u30b1\u30fc\u30b8\u30b5\u30a4\u30ba\u5236\u9650\uff08\u6700\u5927250MB\u306e\u30c7\u30d7\u30ed\u30a4\u30d1\u30c3\u30b1\u30fc\u30b8\u30b5\u30a4\u30ba\uff09\u304c\u3042\u308a\u3001pandas\u3084numpy\u306a\u3069\u306e\u5927\u304d\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u542b\u3080\u5834\u5408\u3001\u30b5\u30a4\u30ba\u5236\u9650\u3092\u8d85\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n
      \n
      \u307e\u305f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u66f4\u65b0\u304c\u56f0\u96e3\u306b\u306a\u308a\u3001\u90fd\u5ea6\u65b0\u3057\u3044zip\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u305f\u3081\u3001\u7ba1\u7406\u304c\u7169\u96d1\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
      \n
      5. EFS\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u306e\u6a5f\u80fd\u5206\u62c5\u3067Lambda\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n
      \n
      \n
      EFS\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n
      \n
      \u30d1\u30c3\u30b1\u30fc\u30b8\u30b5\u30a4\u30ba\u5236\u9650\u306e\u56de\u907f<\/strong>\uff1a<\/div>\n