{"id":41089,"date":"2023-02-20T12:20:08","date_gmt":"2023-07-21T22:05:57","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e9%a6%96%e6%ac%a1%e4%bd%bf%e7%94%a8elasticsearch\/"},"modified":"2024-04-29T15:25:47","modified_gmt":"2024-04-29T07:25:47","slug":"%e9%a6%96%e6%ac%a1%e4%bd%bf%e7%94%a8elasticsearch","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e9%a6%96%e6%ac%a1%e4%bd%bf%e7%94%a8elasticsearch\/","title":{"rendered":"\u9996\u6b21\u4f7f\u7528ElasticSearch"},"content":{"rendered":"
\"Untitled<\/div>\n

\u6559\u7a0b<\/h1>\n

\u69cb\u5efa\u53ef\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7684\u65e0\u670d\u52a1\u5668\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n

(1)Amazon Kinesis\u6570\u636e\u6d41 \u2192 (2)Amazon Kinesis\u6570\u636e\u5206\u6790 \u2192 (3)Amazon Kinesis Firehose \u2192 (4)\u5c06\u8f93\u51fa\u5230Amazon ElasticSearch\u5e76\u5c1d\u8bd5\u8fdb\u884c\u53ef\u89c6\u5316\u3002<\/p>\n

\u8bf7\u53c2\u8003\u4e0a\u8ff0\u6559\u7a0b\u6765\u6784\u5efa(1)\u548c(2)\u3002<\/p>\n

\u7eca\u5012\u7684\u65b9\u9762<\/h2>\n

\u5c06\u6570\u636e\u4ece(3)\u8f93\u51fa\u5230(4)\u65f6\uff0c\u53d1\u73b0Amazon Kinesis Analytics\u7684timestamp\u5217\u4e0eElasticSearch\u7684\u5b57\u6bb5\u683c\u5f0f\u4e0d\u5339\u914d\uff0c\u56e0\u6b64\u9700\u8981\u5728Lambda\u51fd\u6570\u4e2d\u5bf9\u65e5\u5fd7\u8fdb\u884c\u6574\u7406\u3002<\/p>\n

\u8f93\u5165\u6570\u636e\u5230Amazon Kinesis Analytic<\/h1>\n
{\r\n    \"Distance\": 30.68079984685547,\r\n    \"HealthPoints\": -326,\r\n    \"Latitude\": -7.8471452457495126,\r\n    \"Longitude\": 63.946930336591194,\r\n    \"MagicPoints\": -254,\r\n    \"Name\": \"unicorn3\",\r\n    \"StatusTime\": \"2019-08-06 00:33:50.706\"\r\n}\r\n<\/code><\/pre>\n
\u5b9e\u65f6\u5206\u6790\u7684SQL<\/h1>\n
CREATE OR REPLACE STREAM \"DESTINATION_SQL_STREAM\" (\r\n  \"Name\"                VARCHAR(16),\r\n  \"StatusTime\"          TIMESTAMP,\r\n  \"Distance\"            SMALLINT,\r\n  \"MinMagicPoints\"      SMALLINT,\r\n  \"MaxMagicPoints\"      SMALLINT,\r\n  \"MinHealthPoints\"     SMALLINT,\r\n  \"MaxHealthPoints\"     SMALLINT\r\n);\r\n![souce data.PNG](https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/347413\/24e81729-4186-c8c3-6f58-eb2d16cdfe14.png)\r\n\r\nCREATE OR REPLACE PUMP \"STREAM_PUMP\" AS\r\n  INSERT INTO \"DESTINATION_SQL_STREAM\"\r\n    SELECT STREAM \"Name\", \"ROWTIME\", SUM(\"Distance\"), MIN(\"MagicPoints\"), MAX(\"MagicPoints\"), MIN(\"HealthPoints\"), MAX(\"HealthPoints\")\r\n    FROM \"SOURCE_SQL_STREAM_001\"\r\n    GROUP BY FLOOR(\"SOURCE_SQL_STREAM_001\".\"ROWTIME\" TO MINUTE), \"Name\";\r\n<\/code><\/pre>\n
\"Real-time<\/div>\n
\u4f7f\u7528AWS Lambda\u5bf9Amazon Kinesis Firehose\u6e90\u8bb0\u5f55\u8fdb\u884c\u8f6c\u6362\u7684\u8bbe\u5b9a\u3002<\/h1>\n
ElasticSearch\u7684TimeStamp\u683c\u5f0f\u4e3a\u65e5\u671fT\u65f6\u95f4\uff0c\u5982\u679c\u4f7f\u7528\u7a7a\u683c\uff0c\u5219\u4f1a\u5f15\u53d1\u4ee5\u4e0b\u9519\u8bef\uff1a
\n“`
\n{“type”:”mapper_parsing_exception”,”reason”:”\u65e0\u6cd5\u89e3\u6790\u6587\u6863\u4e2did\u4e3a\\u002749598119027046677940487811470072065833912927359973982210.0\\u0027\u7684[date]\u7c7b\u578b\u5b57\u6bb5[StatusTime]”,”caused_by”:{“type”:”illegal_argument_exception”,”reason”:”\u65e0\u6548\u683c\u5f0f\uff1a\u201c2019-08-01 06:42:00.000\u201d\u4e2d\u7684\u201c00\u201d\u683c\u5f0f\u4e0d\u6b63\u786e”}}
\n“`<\/p>\n
\r\nAnalytics\u304b\u3089\u51fa\u529b\u3055\u308c\u308bStatus Time:2019-08-06 00:48:00.0\u30922019-08-06T00:48:00\u3078\u5909\u63db\u3057\u307e\u3059\u3002\r\n##LambdaDesigner\r\n![lambda-designer.PNG](https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/347413\/8c8a9641-355a-2a8d-14b8-a1a89b9dbc98.png)\r\n\r\n##function\r\n\u307e\u3060python\u3092\u8eab\u306b\u3064\u3051\u3089\u308c\u3066\u304a\u3089\u305a\u3001\u30b9\u30de\u30fc\u30c8\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\r\n\r\n```Lambda_function.py\r\nfrom __future__ import print_function\r\nimport json\r\nimport base64\r\n\r\nprint('Loading function')\r\n\r\n\r\ndef lambda_handler(event, context):\r\n    output = []\r\n    for record in event['records']:\r\n        payload = base64.b64decode(record['data'])\r\n        payload = json.loads(payload)\r\n        s = payload['StatusTime']\r\n        s = s.replace(' ', 'T')\r\n        s = s[:-4]\r\n        data = {\r\n            'Name': payload['Name'],\r\n            'StatusTime': s,\r\n            'Distance': payload['Distance'],\r\n            'MinMagicPoints': payload['MinMagicPoints'],\r\n            'MaxMagicPoints': payload['MaxMagicPoints'],\r\n            'MinHealthPoints': payload['MinHealthPoints'],\r\n            'MaxHealthPoints': payload['MaxHealthPoints'],\r\n        }\r\n        data = json.dumps(data)\r\n        b_data=data.encode()\r\n        b64encoded=base64.b64encode(b_data)\r\n        b64encoded = b64encoded.decode()\r\n        print(b64encoded)\r\n        output_record = {\r\n            'recordId': record['recordId'],\r\n            'result': 'Ok',\r\n            'data': b64encoded,\r\n            'approximateArrivalTimestamp': record['approximateArrivalTimestamp']\r\n        }\r\n        output.append(output_record)\r\n\r\n    print('Successfully processed {} records.'.format(output))\r\n\r\n    return {'records': output}\r\n\r\n<\/code><\/pre>\n
\u91cd\u70b9\u5728\u4e8e output_record \u5fc5\u987b\u5305\u542b {‘result’: ‘Ok’}\u3002
\n\u8fd9\u6837\uff0c\u53ef\u4ee5\u8f6c\u6362 StatusTime \u7684\u683c\u5f0f\u3002<\/p>\n
\u8bbe\u7f6e\u6d4b\u8bd5\u4e8b\u4ef6<\/h2>\n
\r\n{<\/span>\r\n  \"records\"<\/span>:<\/span> [<\/span>\r\n    {<\/span>\r\n      \"recordId\"<\/span>:<\/span> \"49598119027046677940487811666676045100381312741455953922000000\"<\/span>,<\/span>\r\n      \"data\"<\/span>:<\/span> \"eyJOYW1lIjoidW5jaXJvbjciLCJTdGF0dXNUaW1lIjoiMjAxOS0wOC0wMSAwNzowMzowMC4wMDAiLCJEaXN0YW5jZSI6MTc3NCwiTWluTWFnaWNQb2ludHMiOjE4MSwiTWF4TWFnaWNQb2ludHMiOjE4OSwiTWluSGVhbHRoUG9pbnRzIjotMTkwLCJNYXhIZWFsdGhQb2ludHMiOi0xODN9\"<\/span>,<\/span>\r\n      \"approximateArrivalTimestamp\"<\/span>:<\/span> 1564642980052<\/span>\r\n    },<\/span>\r\n    {<\/span>\r\n      \"recordId\"<\/span>:<\/span> \"49598119027046677940487811666677254026200927370630660098000000\"<\/span>,<\/span>\r\n      \"data\"<\/span>:<\/span> \"eyJOYW1lIjoidW5pY29ybjUiLCJTdGF0dXNUaW1lIjoiMjAxOS0wOC0wMSAwNzowMzowMC4wMDAiLCJEaXN0YW5jZSI6MTc3MCwiTWluTWFnaWNQb2ludHMiOjgwLCJNYXhNYWdpY1BvaW50cyI6ODksIk1pbkhlYWx0aFBvaW50cyI6NjYxLCJNYXhIZWFsdGhQb2ludHMiOjY2N30=\"<\/span>,<\/span>\r\n      \"approximateArrivalTimestamp\"<\/span>:<\/span> 1564642980054<\/span>\r\n    }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
Lambda\u7684\u4e8b\u4ef6\u63a5\u6536\u5230\u7684\u6570\u636e\u7ecf\u8fc7Base64\u7f16\u7801\uff0c\u5e76\u4f7f\u7528zip\u8fdb\u884c\u538b\u7f29\u3002<\/p>\n
\u8a2d\u5b9aAmazon Elasticsearch Service\u7684\u76ee\u7684\u5730\u3002<\/h1>\n
\u542f\u52a8Amazon ElasticSearch\uff0c\u5e76\u6307\u5b9a\u57df\u540d\u548c\u7d22\u5f15\u3002\u5982\u679c\u6307\u5b9a\u7684\u7d22\u5f15\u4e0d\u5b58\u5728\uff0c\u5219\u4f1a\u81ea\u52a8\u521b\u5efa\u65b0\u7684\u7d22\u5f15\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5339\u914d\u7684\u591a\u4e2a\u5b57\u6bb5\u4f1a\u53d8\u6210long\u7c7b\u578b\uff0c\u56e0\u6b64\u65e0\u6cd5\u5c06StatusTime\u4f5c\u4e3aTimeStamp\u6709\u6548\u5730\u4f7f\u7528\u3002<\/p>\n
\u56e0\u6b64\uff0c\u901a\u8fc7\u8bbf\u95eeAmazon ElasticSearch\u7684Kibana\u7ec8\u7aef\u8282\u70b9\uff0c\u521b\u5efa\u7d22\u5f15\u5e76\u8fdb\u884c\u6620\u5c04\u64cd\u4f5c\u3002<\/p>\n
\u4e9a\u9a6c\u900a\u5f39\u6027\u641c\u7d22\u8bbe\u7f6e<\/h1>\n
\"kibana-console.PNG\"<\/div>\n
\u521b\u5efa\u7d22\u5f15\u547d\u4ee4<\/p>\n
PUT<\/span> \/<\/span>myuserlocation9<\/span>\r\n{<\/span>\r\n  \"<\/span>mappings<\/span>\"<\/span>:<\/span> {<\/span>\r\n    \"<\/span>type_name<\/span>\"<\/span>:<\/span> {<\/span>\r\n      \"<\/span>properties<\/span>\"<\/span>:<\/span> {<\/span>\r\n        \"<\/span>Distance<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>long<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>MaxHealthPoints<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>long<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>MaxMagicPoints<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>long<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>MinHealthPoints<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>long<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>MinMagicPoints<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>long<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>Name<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>text<\/span>\"<\/span>,<\/span>\r\n          \"<\/span>fields<\/span>\"<\/span>:<\/span> {<\/span>\r\n            \"<\/span>keyword<\/span>\"<\/span>:<\/span> {<\/span>\r\n              \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>keyword<\/span>\"<\/span>,<\/span>\r\n              \"<\/span>ignore_above<\/span>\"<\/span>:<\/span> 256<\/span>\r\n            }<\/span>\r\n          }<\/span>\r\n        },<\/span>\r\n        \"<\/span>StatusTime<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>date<\/span>\"<\/span>,<\/span>\r\n          \"<\/span>format<\/span>\"<\/span>:<\/span> \"<\/span>yyyy-MM-dd'T'HH:mm:ss<\/span>\"<\/span>,<\/span>\r\n          \"<\/span>fields<\/span>\"<\/span>:<\/span> {<\/span>\r\n            \"<\/span>keyword<\/span>\"<\/span>:<\/span> {<\/span>\r\n              \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>keyword<\/span>\"<\/span>,<\/span>\r\n              \"<\/span>ignore_above<\/span>\"<\/span>:<\/span> 256<\/span>\r\n            }<\/span>\r\n          }<\/span>\r\n        },<\/span>\r\n        \"<\/span>change<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>float<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>price<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>long<\/span>\"<\/span>\r\n        },<\/span>\r\n        \"<\/span>sector<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>text<\/span>\"<\/span>,<\/span>\r\n          \"<\/span>fields<\/span>\"<\/span>:<\/span> {<\/span>\r\n            \"<\/span>keyword<\/span>\"<\/span>:<\/span> {<\/span>\r\n              \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>keyword<\/span>\"<\/span>,<\/span>\r\n              \"<\/span>ignore_above<\/span>\"<\/span>:<\/span> 256<\/span>\r\n            }<\/span>\r\n          }<\/span>\r\n        },<\/span>\r\n        \"<\/span>ticker_symbol<\/span>\"<\/span>:<\/span> {<\/span>\r\n          \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>text<\/span>\"<\/span>,<\/span>\r\n          \"<\/span>fields<\/span>\"<\/span>:<\/span> {<\/span>\r\n            \"<\/span>keyword<\/span>\"<\/span>:<\/span> {<\/span>\r\n              \"<\/span>type<\/span>\"<\/span>:<\/span> \"<\/span>keyword<\/span>\"<\/span>,<\/span>\r\n              \"<\/span>ignore_above<\/span>\"<\/span>:<\/span> 256<\/span>\r\n            }<\/span>\r\n          }<\/span>\r\n        }<\/span>\r\n      }<\/span>\r\n    }<\/span>\r\n  }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
ElasticSearch \u6570\u636e\u53ef\u89c6\u5316<\/h1>\n
\"visualization.PNG\"<\/div>\n
\u83b7\u53d6\u5065\u5eb7\u68c0\u67e5<\/p>\n
GET<\/span> myuserlocation<\/span>8<\/span>\/_cluster\/health?pretty=<\/span>true<\/span>\r\nreaponce<\/span>\r\n{<\/span>\r\n  \"_index\"<\/span> :<\/span> \"myuserlocation8\"<\/span>,<\/span>\r\n  \"_type\"<\/span> :<\/span> \"_cluster\"<\/span>,<\/span>\r\n  \"_id\"<\/span> :<\/span> \"health\"<\/span>,<\/span>\r\n  \"found\"<\/span> :<\/span> false<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
\u4ece\u57df\u540d\u4e2d\u641c\u7d22\u4e0e”unicorn1″\u5339\u914d\u7684\u5185\u5bb9<\/p>\n
GET<\/span> myuserlocation<\/span>8<\/span>\/_search?q=Name:unicorn<\/span>5<\/span>\r\nresponce<\/span>\r\n{<\/span>\r\n  \"took\"<\/span> :<\/span> 21<\/span>,<\/span>\r\n  \"timed_out\"<\/span> :<\/span> false<\/span>,<\/span>\r\n  \"_shards\"<\/span> :<\/span> {<\/span>\r\n    \"total\"<\/span> :<\/span> 5<\/span>,<\/span>\r\n    \"successful\"<\/span> :<\/span> 5<\/span>,<\/span>\r\n    \"skipped\"<\/span> :<\/span> 0<\/span>,<\/span>\r\n    \"failed\"<\/span> :<\/span> 0<\/span>\r\n  },<\/span>\r\n  \"hits\"<\/span> :<\/span> {<\/span>\r\n    \"total\"<\/span> :<\/span> 6726<\/span>,<\/span>\r\n    \"max_score\"<\/span> :<\/span> 1.6273899<\/span>,<\/span>\r\n    \"hits\"<\/span> :<\/span> [<\/span>\r\n      {<\/span>\r\n        \"_index\"<\/span> :<\/span> \"myuserlocation8\"<\/span>,<\/span>\r\n        \"_type\"<\/span> :<\/span> \"type_name\"<\/span>,<\/span>\r\n        \"_id\"<\/span> :<\/span> \"49598119027046677940487813128631247686172627365223464962.0\"<\/span>,<\/span>\r\n        \"_score\"<\/span> :<\/span> 1.6273899<\/span>,<\/span>\r\n        \"_source\"<\/span> :<\/span> {<\/span>\r\n          \"Name\"<\/span> :<\/span> \"unicorn5\"<\/span>,<\/span>\r\n          \"StatusTime\"<\/span> :<\/span> \"2019-08-01T09:38:00\"<\/span>,<\/span>\r\n          \"Distance\"<\/span> :<\/span> 1804<\/span>,<\/span>\r\n          \"MinMagicPoints\"<\/span> :<\/span> 113<\/span>,<\/span>\r\n          \"MaxMagicPoints\"<\/span> :<\/span> 119<\/span>,<\/span>\r\n          \"MinHealthPoints\"<\/span> :<\/span> 731<\/span>,<\/span>\r\n          \"MaxHealthPoints\"<\/span> :<\/span> 738<\/span>\r\n        }<\/span>\r\n      }<\/span>\r\n    ]<\/span>\r\n  }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
\u5220\u9664\u7d22\u5f15<\/p>\n
DELETE <index_name>?pretty=true\r\nresponse\r\n{\r\n  \"acknowledged\" : true\r\n}\r\n\r\n<\/code><\/pre>\n
\u6784\u5efa\u65e0\u670d\u52a1\u5668\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5e94\u7528\u7a0b\u5e8f
\n\u9996\u6b21\u4f7f\u7528 Elasticsearch
\n\u4f7f\u7528 Kibana 4.1.0 + ElasticSearch 1.6.0 \u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316
\nDateTimeFormatter \u7c7b
\nelastic Gsub Provessor
\nelastic \u683c\u5f0f<\/p>\n","protected":false},"excerpt":{"rendered":"
\u6559\u7a0b \u69cb\u5efa\u53ef\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7684\u65e0\u670d\u52a1\u5668\u5e94\u7528\u7a0b\u5e8f\u3002 (1)Amazon Kinesis\u6570\u636e\u6d41 \u2192 (2)Amaz […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-41089","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u9996\u6b21\u4f7f\u7528ElasticSearch - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u9996\u6b21\u4f7f\u7528elasticsearch\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u9996\u6b21\u4f7f\u7528ElasticSearch\" \/>\n<meta property=\"og:description\" content=\"\u6559\u7a0b \u69cb\u5efa\u53ef\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7684\u65e0\u670d\u52a1\u5668\u5e94\u7528\u7a0b\u5e8f\u3002 (1)Amazon Kinesis\u6570\u636e\u6d41 \u2192 (2)Amaz […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u9996\u6b21\u4f7f\u7528elasticsearch\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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